MMP_matching.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b4aDUbRyiBO0"
      },
      "source": [
        "# mentor-mentee project, matching\n",
        "This is the code to deal with the matching of mentor and mentee."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {},
      "outputs": [],
      "source": [
        "import pandas as pd"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kq-FCHt7h2KH"
      },
      "source": [
        "## load mentor response data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "7qtPuE8H9pbg"
      },
      "outputs": [
        {
          "data": {
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              "\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>Timestamp</th>\n",
              "      <th>Email Address</th>\n",
              "      <th>請輸入導師您的中文姓名</th>\n",
              "      <th>碩班申請導生\\n\\n如果有碩班申請者 想成為你的導生， 請依意願序，以半形空白分隔，填入願意指導學生的姓名。\\n例如：李白 杜甫</th>\n",
              "      <th>博班申請導生\\n\\n如果有博班申請者 想成為你的導生， 請依意願序，以半形空白分隔，填入願意指導學生的姓名。\\n例如：蔡依林 林柏宏 陳奕迅</th>\n",
              "      <th>如有不指導的學生，請提供原因 。例如：申請領域不熟悉、無法收太多學生等等。</th>\n",
              "      <th>mentee_MSc</th>\n",
              "      <th>mentee_PhD</th>\n",
              "      <th>note</th>\n",
              "      <th>check_value</th>\n",
              "      <th>email</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>6/19/2023 2:37:10</td>\n",
              "      <td></td>\n",
              "      <td>name81</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name12</td>\n",
              "      <td>name102 name207</td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>mentor0@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>6/19/2023 2:37:34</td>\n",
              "      <td></td>\n",
              "      <td>name39</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name222 name57</td>\n",
              "      <td>name222</td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>mentor1@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>6/19/2023 2:38:58</td>\n",
              "      <td></td>\n",
              "      <td>name20</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name28</td>\n",
              "      <td>name92</td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>mentor2@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>6/19/2023 2:40:53</td>\n",
              "      <td></td>\n",
              "      <td>name24</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name28</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>mentor3@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>6/19/2023 2:43:24</td>\n",
              "      <td></td>\n",
              "      <td>name85</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name179 name150 name170 name177 name105 name12...</td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>mentor4@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114</th>\n",
              "      <td>6/29/2023 17:50:10</td>\n",
              "      <td></td>\n",
              "      <td>name29</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name154 name176</td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>mentor114@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>6/30/2023 0:35:09</td>\n",
              "      <td></td>\n",
              "      <td>name183</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name70</td>\n",
              "      <td>name225 name214</td>\n",
              "      <td></td>\n",
              "      <td>1.0</td>\n",
              "      <td>mentor115@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>6/30/2023 6:29:47</td>\n",
              "      <td></td>\n",
              "      <td>name101</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name141 name148</td>\n",
              "      <td></td>\n",
              "      <td>0.0</td>\n",
              "      <td>mentor116@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>6/30/2023 10:26:58</td>\n",
              "      <td></td>\n",
              "      <td>name191</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name83 name63 name82</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>mentor117@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>6/30/2023 17:36:20</td>\n",
              "      <td></td>\n",
              "      <td>name82</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>name229 name116 name135</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>mentor118@email.com</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>119 rows × 11 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              Timestamp Email Address 請輸入導師您的中文姓名  \\\n",
              "0     6/19/2023 2:37:10                    name81   \n",
              "1     6/19/2023 2:37:34                    name39   \n",
              "2     6/19/2023 2:38:58                    name20   \n",
              "3     6/19/2023 2:40:53                    name24   \n",
              "4     6/19/2023 2:43:24                    name85   \n",
              "..                  ...           ...         ...   \n",
              "114  6/29/2023 17:50:10                    name29   \n",
              "115   6/30/2023 0:35:09                   name183   \n",
              "116   6/30/2023 6:29:47                   name101   \n",
              "117  6/30/2023 10:26:58                   name191   \n",
              "118  6/30/2023 17:36:20                    name82   \n",
              "\n",
              "    碩班申請導生\\n\\n如果有碩班申請者 想成為你的導生， 請依意願序，以半形空白分隔，填入願意指導學生的姓名。\\n例如：李白 杜甫  \\\n",
              "0                                                                      \n",
              "1                                                                      \n",
              "2                                                                      \n",
              "3                                                                      \n",
              "4                                                                      \n",
              "..                                                 ...                 \n",
              "114                                                                    \n",
              "115                                                                    \n",
              "116                                                                    \n",
              "117                                                                    \n",
              "118                                                                    \n",
              "\n",
              "    博班申請導生\\n\\n如果有博班申請者 想成為你的導生， 請依意願序，以半形空白分隔，填入願意指導學生的姓名。\\n例如：蔡依林 林柏宏 陳奕迅   \\\n",
              "0                                                                             \n",
              "1                                                                             \n",
              "2                                                                             \n",
              "3                                                                             \n",
              "4                                                                             \n",
              "..                                                 ...                        \n",
              "114                                                                           \n",
              "115                                                                           \n",
              "116                                                                           \n",
              "117                                                                           \n",
              "118                                                                           \n",
              "\n",
              "    如有不指導的學生，請提供原因 。例如：申請領域不熟悉、無法收太多學生等等。            mentee_MSc  \\\n",
              "0                                                        name12   \n",
              "1                                                name222 name57   \n",
              "2                                                        name28   \n",
              "3                                                        name28   \n",
              "4                                                                 \n",
              "..                                    ...                   ...   \n",
              "114                                                               \n",
              "115                                                      name70   \n",
              "116                                                               \n",
              "117                                        name83 name63 name82   \n",
              "118                                                               \n",
              "\n",
              "                                            mentee_PhD note check_value  \\\n",
              "0                                      name102 name207              0.0   \n",
              "1                                              name222              0.0   \n",
              "2                                               name92              0.0   \n",
              "3                                                                   0.0   \n",
              "4    name179 name150 name170 name177 name105 name12...              0.0   \n",
              "..                                                 ...  ...         ...   \n",
              "114                                    name154 name176              0.0   \n",
              "115                                    name225 name214              1.0   \n",
              "116                                    name141 name148              0.0   \n",
              "117                                                                       \n",
              "118                            name229 name116 name135                    \n",
              "\n",
              "                   email  \n",
              "0      mentor0@email.com  \n",
              "1      mentor1@email.com  \n",
              "2      mentor2@email.com  \n",
              "3      mentor3@email.com  \n",
              "4      mentor4@email.com  \n",
              "..                   ...  \n",
              "114  mentor114@email.com  \n",
              "115  mentor115@email.com  \n",
              "116  mentor116@email.com  \n",
              "117  mentor117@email.com  \n",
              "118  mentor118@email.com  \n",
              "\n",
              "[119 rows x 11 columns]"
            ]
          },
          "execution_count": 2,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "# import the sheet from google sheet directly\n",
        "\n",
        "df_mentor_response_raw = pd.read_csv('input/mentor_response.csv')\n",
        "df_mentor_response_raw = df_mentor_response_raw.fillna('')\n",
        "df_mentor_response_raw"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "8h6R7oNthx0f"
      },
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>email</th>\n",
              "      <th>email</th>\n",
              "      <th>mentee_MSc</th>\n",
              "      <th>mentee_PhD</th>\n",
              "      <th>reasons</th>\n",
              "      <th>note</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>name81</td>\n",
              "      <td></td>\n",
              "      <td>mentor0@email.com</td>\n",
              "      <td>name12</td>\n",
              "      <td>name102 name207</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>name39</td>\n",
              "      <td></td>\n",
              "      <td>mentor1@email.com</td>\n",
              "      <td>name222 name57</td>\n",
              "      <td>name222</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>name20</td>\n",
              "      <td></td>\n",
              "      <td>mentor2@email.com</td>\n",
              "      <td>name28</td>\n",
              "      <td>name92</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>name24</td>\n",
              "      <td></td>\n",
              "      <td>mentor3@email.com</td>\n",
              "      <td>name28</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>name85</td>\n",
              "      <td></td>\n",
              "      <td>mentor4@email.com</td>\n",
              "      <td></td>\n",
              "      <td>name179 name150 name170 name177 name105 name12...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>114</th>\n",
              "      <td>name29</td>\n",
              "      <td></td>\n",
              "      <td>mentor114@email.com</td>\n",
              "      <td></td>\n",
              "      <td>name154 name176</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>115</th>\n",
              "      <td>name183</td>\n",
              "      <td></td>\n",
              "      <td>mentor115@email.com</td>\n",
              "      <td>name70</td>\n",
              "      <td>name225 name214</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>116</th>\n",
              "      <td>name101</td>\n",
              "      <td></td>\n",
              "      <td>mentor116@email.com</td>\n",
              "      <td></td>\n",
              "      <td>name141 name148</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>117</th>\n",
              "      <td>name191</td>\n",
              "      <td></td>\n",
              "      <td>mentor117@email.com</td>\n",
              "      <td>name83 name63 name82</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>118</th>\n",
              "      <td>name82</td>\n",
              "      <td></td>\n",
              "      <td>mentor118@email.com</td>\n",
              "      <td></td>\n",
              "      <td>name229 name116 name135</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>119 rows × 7 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        name email                email            mentee_MSc  \\\n",
              "0     name81          mentor0@email.com                name12   \n",
              "1     name39          mentor1@email.com        name222 name57   \n",
              "2     name20          mentor2@email.com                name28   \n",
              "3     name24          mentor3@email.com                name28   \n",
              "4     name85          mentor4@email.com                         \n",
              "..       ...   ...                  ...                   ...   \n",
              "114   name29        mentor114@email.com                         \n",
              "115  name183        mentor115@email.com                name70   \n",
              "116  name101        mentor116@email.com                         \n",
              "117  name191        mentor117@email.com  name83 name63 name82   \n",
              "118   name82        mentor118@email.com                         \n",
              "\n",
              "                                            mentee_PhD reasons note  \n",
              "0                                      name102 name207               \n",
              "1                                              name222               \n",
              "2                                               name92               \n",
              "3                                                                    \n",
              "4    name179 name150 name170 name177 name105 name12...               \n",
              "..                                                 ...     ...  ...  \n",
              "114                                    name154 name176               \n",
              "115                                    name225 name214               \n",
              "116                                    name141 name148               \n",
              "117                                                                  \n",
              "118                            name229 name116 name135               \n",
              "\n",
              "[119 rows x 7 columns]"
            ]
          },
          "execution_count": 3,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## get needed column only\n",
        "\n",
        "di_columns = {\n",
        "  'Email Address': 'email',\n",
        "  '請輸入導師您的中文姓名': 'name',\n",
        "  df_mentor_response_raw.columns[3]: 'mentee_MSc_raw',\n",
        "  df_mentor_response_raw.columns[4]: 'mentee_PhD_raw',\n",
        "  '如有不指導的學生，請提供原因 。例如：申請領域不熟悉、無法收太多學生等等。': 'reasons'\n",
        "}\n",
        "\n",
        "df_mentor_response = df_mentor_response_raw.rename(columns=di_columns)\n",
        "df_mentor_response = df_mentor_response[['name', 'email', 'mentee_MSc', 'mentee_PhD', 'reasons', 'note']]\n",
        "df_mentor_response"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9W53icZr2Yjw"
      },
      "source": [
        "Load mentor data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 762
        },
        "id": "szGEArZvh0bk",
        "outputId": "cbcd3c67-b65e-415e-d926-ff7155debc21"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>mentor_id</th>\n",
              "      <th>email</th>\n",
              "      <th>review_info</th>\n",
              "      <th>capacity_PhD</th>\n",
              "      <th>capacity_MSc</th>\n",
              "      <th>assigned_PhD</th>\n",
              "      <th>assigned_MSc</th>\n",
              "      <th>MSc: no_1</th>\n",
              "      <th>MSc: no_2</th>\n",
              "      <th>MSc: no_3</th>\n",
              "      <th>MSc: no_4</th>\n",
              "      <th>MSc: no_5</th>\n",
              "      <th>PhD: no_1</th>\n",
              "      <th>PhD: no_2</th>\n",
              "      <th>PhD: no_3</th>\n",
              "      <th>PhD: no_4</th>\n",
              "      <th>PhD: no_5</th>\n",
              "      <th>combined_mentor_id</th>\n",
              "      <th>verification_code</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>name0</th>\n",
              "      <td>A01</td>\n",
              "      <td>mentor0@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>['M017', 'M056']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M079']</td>\n",
              "      <td>['P077', 'P094', 'P126']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P073']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name1</th>\n",
              "      <td>A02</td>\n",
              "      <td>mentor1@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td>['M017', 'M040']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P085', 'P089', 'P133']</td>\n",
              "      <td></td>\n",
              "      <td>['P060']</td>\n",
              "      <td></td>\n",
              "      <td>['P051']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name2</th>\n",
              "      <td>A03</td>\n",
              "      <td>mentor2@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M017']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P089']</td>\n",
              "      <td>['P091']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name3</th>\n",
              "      <td>A04</td>\n",
              "      <td>mentor3@email.com</td>\n",
              "      <td>False</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M017']</td>\n",
              "      <td>['M037']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P091']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name4</th>\n",
              "      <td>A05</td>\n",
              "      <td>mentor4@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>['M048']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M017', 'M053']</td>\n",
              "      <td>['P047']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name200</th>\n",
              "      <td>E31</td>\n",
              "      <td>mentor200@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P031']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name201</th>\n",
              "      <td>E32</td>\n",
              "      <td>mentor201@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M020']</td>\n",
              "      <td>['M047']</td>\n",
              "      <td>['P055']</td>\n",
              "      <td>['P037', 'P103']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P131']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name202</th>\n",
              "      <td>E33</td>\n",
              "      <td>mentor202@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>['M010']</td>\n",
              "      <td>['M020', 'M047', 'M050']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M012', 'M014', 'M074']</td>\n",
              "      <td>['P103']</td>\n",
              "      <td>['P055']</td>\n",
              "      <td></td>\n",
              "      <td>['P049']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name203</th>\n",
              "      <td>E34</td>\n",
              "      <td>mentor203@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M020', 'M047']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P103']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name204</th>\n",
              "      <td>E35</td>\n",
              "      <td>mentor204@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>['M047']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M006', 'M025']</td>\n",
              "      <td>['P028', 'P037']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P027', 'P045']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>205 rows × 19 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        mentor_id                email  review_info  capacity_PhD  \\\n",
              "name                                                                \n",
              "name0         A01    mentor0@email.com         True             2   \n",
              "name1         A02    mentor1@email.com         True             6   \n",
              "name2         A03    mentor2@email.com         True             1   \n",
              "name3         A04    mentor3@email.com        False             1   \n",
              "name4         A05    mentor4@email.com         True             1   \n",
              "...           ...                  ...          ...           ...   \n",
              "name200       E31  mentor200@email.com         True             1   \n",
              "name201       E32  mentor201@email.com         True             2   \n",
              "name202       E33  mentor202@email.com         True             3   \n",
              "name203       E34  mentor203@email.com         True             2   \n",
              "name204       E35  mentor204@email.com         True             1   \n",
              "\n",
              "         capacity_MSc  assigned_PhD  assigned_MSc         MSc: no_1  \\\n",
              "name                                                                  \n",
              "name0               2             4             3  ['M017', 'M056']   \n",
              "name1               3             5             2                     \n",
              "name2               0             2             1                     \n",
              "name3               0             1             2                     \n",
              "name4               0             1             3          ['M048']   \n",
              "...               ...           ...           ...               ...   \n",
              "name200             0             1             0                     \n",
              "name201             0             4             2                     \n",
              "name202             2             3             7          ['M010']   \n",
              "name203             0             1             2                     \n",
              "name204             0             4             3          ['M047']   \n",
              "\n",
              "                        MSc: no_2         MSc: no_3 MSc: no_4  \\\n",
              "name                                                            \n",
              "name0                                                           \n",
              "name1            ['M017', 'M040']                               \n",
              "name2                                      ['M017']             \n",
              "name3                                                ['M017']   \n",
              "name4                                                           \n",
              "...                           ...               ...       ...   \n",
              "name200                                                         \n",
              "name201                                              ['M020']   \n",
              "name202  ['M020', 'M047', 'M050']                               \n",
              "name203                            ['M020', 'M047']             \n",
              "name204                                                         \n",
              "\n",
              "                        MSc: no_5                 PhD: no_1         PhD: no_2  \\\n",
              "name                                                                            \n",
              "name0                    ['M079']  ['P077', 'P094', 'P126']                     \n",
              "name1                              ['P085', 'P089', 'P133']                     \n",
              "name2                                                                           \n",
              "name3                    ['M037']                                               \n",
              "name4            ['M017', 'M053']                  ['P047']                     \n",
              "...                           ...                       ...               ...   \n",
              "name200                                                                         \n",
              "name201                  ['M047']                  ['P055']  ['P037', 'P103']   \n",
              "name202  ['M012', 'M014', 'M074']                  ['P103']          ['P055']   \n",
              "name203                                                                         \n",
              "name204          ['M006', 'M025']          ['P028', 'P037']                     \n",
              "\n",
              "        PhD: no_3 PhD: no_4         PhD: no_5 combined_mentor_id  \\\n",
              "name                                                               \n",
              "name0              ['P073']                                        \n",
              "name1    ['P060']                    ['P051']                      \n",
              "name2    ['P089']  ['P091']                                        \n",
              "name3                                ['P091']                      \n",
              "name4                                                              \n",
              "...           ...       ...               ...                ...   \n",
              "name200                              ['P031']                      \n",
              "name201                              ['P131']                      \n",
              "name202            ['P049']                                        \n",
              "name203  ['P103']                                                  \n",
              "name204                      ['P027', 'P045']                      \n",
              "\n",
              "        verification_code  \n",
              "name                       \n",
              "name0                      \n",
              "name1                      \n",
              "name2                      \n",
              "name3                      \n",
              "name4                      \n",
              "...                   ...  \n",
              "name200                    \n",
              "name201                    \n",
              "name202                    \n",
              "name203                    \n",
              "name204                    \n",
              "\n",
              "[205 rows x 19 columns]"
            ]
          },
          "execution_count": 4,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_mentor = pd.read_csv('input/mentor_data.csv')\n",
        "df_mentor = df_mentor.fillna('')\n",
        "df_mentor.set_index('name', drop=True, inplace=True)\n",
        "df_mentor"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IkwIZUih2fHB"
      },
      "source": [
        "merge response data to mentor data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "k6cO_J68wS5p"
      },
      "outputs": [],
      "source": [
        "df_mentor['mentee_response'] = False\n",
        "df_mentor['response_MSc'] = ''\n",
        "df_mentor['response_PhD'] = ''\n",
        "\n",
        "for indx in df_mentor_response.index:\n",
        "  di_res = df_mentor_response.loc[indx]\n",
        "  df_mentor.loc[ di_res['name'], 'mentee_response' ] = True\n",
        "  df_mentor.loc[ di_res['name'], 'response_reasons' ] = di_res['reasons']\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "Azn5GSpD-FoV",
        "outputId": "b694c9e2-0e9b-4f7e-8e94-7485839395e8"
      },
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
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              "      <td>E20</td>\n",
              "      <td>E12</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee1@email.com</td>\n",
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              "      <td></td>\n",
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              "      <th>name2</th>\n",
              "      <td>M003</td>\n",
              "      <td>A60</td>\n",
              "      <td>A46</td>\n",
              "      <td>A15</td>\n",
              "      <td>A39</td>\n",
              "      <td>E21</td>\n",
              "      <td>MSc</td>\n",
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              "      <td>mentee2@email.com</td>\n",
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              "      <td>MSc</td>\n",
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              "      <td>mentee3@email.com</td>\n",
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              "      <td>M005</td>\n",
              "      <td>E30</td>\n",
              "      <td>E01</td>\n",
              "      <td>E22</td>\n",
              "      <td>E17</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee4@email.com</td>\n",
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              "      <td></td>\n",
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              "      <td>mentee229@email.com</td>\n",
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              "      <td>B21</td>\n",
              "      <td>B27</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee230@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name231</th>\n",
              "      <td>P144</td>\n",
              "      <td>C07</td>\n",
              "      <td>C12</td>\n",
              "      <td>C02</td>\n",
              "      <td>C11</td>\n",
              "      <td>C03</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee231@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name232</th>\n",
              "      <td>P145</td>\n",
              "      <td>D08</td>\n",
              "      <td>D04</td>\n",
              "      <td>B37</td>\n",
              "      <td>B08</td>\n",
              "      <td>B23</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee232@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name233</th>\n",
              "      <td>P146</td>\n",
              "      <td>B28</td>\n",
              "      <td>C11</td>\n",
              "      <td>B12</td>\n",
              "      <td>B38</td>\n",
              "      <td>B09</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee233@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>234 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        mentee_id no_1 no_2 no_3 no_4 no_5 degree mentor_response  \\\n",
              "name                                                                \n",
              "name0        M001  A08  A43  A49  A26  A67    MSc                   \n",
              "name1        M002  B12  E01  E25  E20  E12    MSc                   \n",
              "name2        M003  A60  A46  A15  A39  E21    MSc                   \n",
              "name3        M004  E20  E18  E01  E12  E25    MSc                   \n",
              "name4        M005  E30  E01  E22  E17  E25    MSc                   \n",
              "...           ...  ...  ...  ...  ...  ...    ...             ...   \n",
              "name229      P142  B56  B19  B06  B03  B04    PhD                   \n",
              "name230      P143  B39  B06  B14  B21  B27    PhD                   \n",
              "name231      P144  C07  C12  C02  C11  C03    PhD                   \n",
              "name232      P145  D08  D04  B37  B08  B23    PhD                   \n",
              "name233      P146  B28  C11  B12  B38  B09    PhD                   \n",
              "\n",
              "                       email note mentor match_note  \n",
              "name                                                 \n",
              "name0      mentee0@email.com                         \n",
              "name1      mentee1@email.com                         \n",
              "name2      mentee2@email.com                         \n",
              "name3      mentee3@email.com                         \n",
              "name4      mentee4@email.com                         \n",
              "...                      ...  ...    ...        ...  \n",
              "name229  mentee229@email.com                         \n",
              "name230  mentee230@email.com                         \n",
              "name231  mentee231@email.com                         \n",
              "name232  mentee232@email.com                         \n",
              "name233  mentee233@email.com                         \n",
              "\n",
              "[234 rows x 12 columns]"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## read mentee data\n",
        "df_mentee = pd.read_csv('input/mentee_data.csv')\n",
        "df_mentee = df_mentee.fillna('')\n",
        "df_mentee.set_index('name', drop=True, inplace=True)\n",
        "\n",
        "df_mentee['mentor'] = ''\n",
        "df_mentee['match_note'] = ''\n",
        "\n",
        "\n",
        "df_mentee"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "aTb7m78v85k8"
      },
      "outputs": [],
      "source": [
        "## deal with response data; conver to mentee_id\n",
        "\n",
        "for degree in ['MSc', 'PhD']:\n",
        "\n",
        "  for indx in df_mentor_response.index:\n",
        "    di_res = df_mentor_response.loc[indx]\n",
        "    list_mentee = di_res[f'mentee_{degree}'].split(' ')\n",
        "\n",
        "    list_mentee_id = []\n",
        "    for mentee in list_mentee:\n",
        "\n",
        "      if mentee == '': continue\n",
        "\n",
        "      if mentee not in df_mentee.index:\n",
        "        print('warning! in mentor reponse from \"{}\". cannot find mentee data with name \"{}\"!'.format(di_res['name'], mentee))\n",
        "        ## NOTE: need to go back to raw data to check what's wrong, most of case is wrong mentee name!\n",
        "\n",
        "        s = ''\n",
        "        for col in df_mentor.columns:\n",
        "            if f'{degree}:' in col: s += df_mentor.loc[di_res['name'], col] + ' '\n",
        "        print('list of mentees: ' + s)\n",
        "\n",
        "      else:\n",
        "        list_mentee_id.append(df_mentee['mentee_id'].loc[mentee])\n",
        "\n",
        "    df_mentor.loc[di_res['name'], f'response_{degree}'] = str(list_mentee_id)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "9ULfaiWtTBUb",
        "outputId": "c785eed3-a9c9-4e06-a0ad-22409c6cfa6c"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>mentor_id</th>\n",
              "      <th>verification_code</th>\n",
              "      <th>response_MSc</th>\n",
              "      <th>response_PhD</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>name0</th>\n",
              "      <td>A01</td>\n",
              "      <td></td>\n",
              "      <td>['P126', 'M056']</td>\n",
              "      <td>['P077', 'P094']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name1</th>\n",
              "      <td>A02</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td>['P089', 'P133', 'P060', 'P051']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name2</th>\n",
              "      <td>A03</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td>['P089', 'P091']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name3</th>\n",
              "      <td>A04</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name4</th>\n",
              "      <td>A05</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name200</th>\n",
              "      <td>E31</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td>['P031']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name201</th>\n",
              "      <td>E32</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td>['P055', 'P103']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name202</th>\n",
              "      <td>E33</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name203</th>\n",
              "      <td>E34</td>\n",
              "      <td></td>\n",
              "      <td>['M047']</td>\n",
              "      <td>['P103']</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name204</th>\n",
              "      <td>E35</td>\n",
              "      <td></td>\n",
              "      <td>[]</td>\n",
              "      <td>['P037']</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>205 rows × 4 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        mentor_id verification_code      response_MSc  \\\n",
              "name                                                    \n",
              "name0         A01                    ['P126', 'M056']   \n",
              "name1         A02                                  []   \n",
              "name2         A03                                  []   \n",
              "name3         A04                                       \n",
              "name4         A05                                       \n",
              "...           ...               ...               ...   \n",
              "name200       E31                                  []   \n",
              "name201       E32                                  []   \n",
              "name202       E33                                       \n",
              "name203       E34                            ['M047']   \n",
              "name204       E35                                  []   \n",
              "\n",
              "                             response_PhD  \n",
              "name                                       \n",
              "name0                    ['P077', 'P094']  \n",
              "name1    ['P089', 'P133', 'P060', 'P051']  \n",
              "name2                    ['P089', 'P091']  \n",
              "name3                                      \n",
              "name4                                      \n",
              "...                                   ...  \n",
              "name200                          ['P031']  \n",
              "name201                  ['P055', 'P103']  \n",
              "name202                                    \n",
              "name203                          ['P103']  \n",
              "name204                          ['P037']  \n",
              "\n",
              "[205 rows x 4 columns]"
            ]
          },
          "execution_count": 8,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_mentor[['mentor_id', 'verification_code','response_MSc', 'response_PhD']]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DUBbeOBjlJLW"
      },
      "source": [
        "# Matching practice"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ckn4wLzlm0bX"
      },
      "source": [
        "Reset index of mentor/mentee dataframe"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "id": "wYqzSF-ukOyV"
      },
      "outputs": [],
      "source": [
        "if df_mentee.index.name != 'mentee_id':\n",
        "  df_mentee.reset_index(inplace=True)\n",
        "  df_mentee.set_index('mentee_id', drop=True, inplace=True)\n",
        "\n",
        "if df_mentor.index.name != 'mentor_id':\n",
        "  df_mentor.reset_index(inplace=True)\n",
        "  df_mentor.set_index('mentor_id', drop=True, inplace=True)\n",
        "  df_mentor.sort_index(inplace=True)\n",
        "\n",
        "df_mentor['mentee_MSc'] = ''\n",
        "df_mentor['mentee_PhD'] = ''\n",
        "\n",
        "df_mentor['no_match_MSc'] = 0\n",
        "df_mentor['no_match_PhD'] = 0"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fr6_U47DnCxH"
      },
      "source": [
        "## create a copy of \"mentee order of mentor\"\n",
        "create a copy of mentor response or 'wish list of mentors' in a dictionary\n",
        "\n",
        "both mentors has responded (based on the the mentors' response) and not responded mentors (based on the order from mentees)\n",
        "\n",
        "NOTE: some mentors put both MSc/PhD mentee (the mentee considers to apply both MSc and PhD programmes) in MSc list, however, to simplify the matching process, those mentees are classified as PhD mentees"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "Av13CKk25Ljh"
      },
      "outputs": [],
      "source": [
        "\n",
        "import ast\n",
        "\n",
        "di_mentor_response = {}\n",
        "di_mentor_response['MSc'] = {}\n",
        "di_mentor_response['PhD'] = {}\n",
        "\n",
        "for mentor_id in df_mentor.index:\n",
        "\n",
        "  ## if mentor has response (select mentees), then copy the order of the mentee\n",
        "  if df_mentor.loc[mentor_id, 'mentee_response']:\n",
        "    if df_mentor.loc[mentor_id, 'response_MSc'] != '[]':\n",
        "      li_msc = ast.literal_eval( df_mentor.loc[mentor_id, 'response_MSc'] )\n",
        "      # remove PhD mentee from MSc list\n",
        "      for mentee_id in li_msc:\n",
        "        if mentee_id[0] == 'P': li_msc.remove(mentee_id)\n",
        "      if li_msc != []:\n",
        "        di_mentor_response['MSc'][mentor_id] = li_msc\n",
        "\n",
        "    if df_mentor.loc[mentor_id, 'response_PhD'] != '[]':\n",
        "      di_mentor_response['PhD'][mentor_id] = ast.literal_eval( df_mentor.loc[mentor_id, 'response_PhD'] )\n",
        "\n",
        "  ## if mentor has not selecting mentees, then copy the order from mentee order\n",
        "  else:\n",
        "      for degree in ['MSc', 'PhD']:\n",
        "        li_mentee = []\n",
        "        for i in range(1,6):\n",
        "            col = f'{degree}: no_{i}'\n",
        "            if df_mentor.loc[mentor_id, col] != '': li_mentee += ast.literal_eval( df_mentor.loc[mentor_id, col] )\n",
        "        if len(li_mentee) > 0:\n",
        "          di_mentor_response[degree][mentor_id] = li_mentee"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4shauSW9ZAby",
        "outputId": "3111a953-8919-4e05-dd19-f2aa4fa0760a"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "{'A01': ['M056'],\n",
              " 'A04': ['M017', 'M037'],\n",
              " 'A05': ['M048', 'M017', 'M053'],\n",
              " 'A07': ['M052', 'M079', 'M022', 'M056', 'M038'],\n",
              " 'A08': ['M001', 'M079', 'M085'],\n",
              " 'A09': ['M069'],\n",
              " 'A15': ['P073'],\n",
              " 'A16': ['M038', 'M052', 'M079', 'M056', 'M058'],\n",
              " 'A18': ['M049'],\n",
              " 'A20': ['M015', 'M076'],\n",
              " 'A23': ['M029'],\n",
              " 'A24': ['M029', 'M072'],\n",
              " 'A25': ['M029'],\n",
              " 'A26': ['M076', 'M001', 'M015', 'M029'],\n",
              " 'A27': ['M029'],\n",
              " 'A30': ['M058'],\n",
              " 'A31': ['M038', 'M052'],\n",
              " 'A33': ['M037', 'M024'],\n",
              " 'A36': ['M037', 'M067', 'M048'],\n",
              " 'A38': ['M022', 'M028'],\n",
              " 'A39': ['M023', 'M003'],\n",
              " 'A40': ['M082'],\n",
              " 'A42': ['M058'],\n",
              " 'A43': ['M015',\n",
              "  'M028',\n",
              "  'M042',\n",
              "  'M045',\n",
              "  'M053',\n",
              "  'M059',\n",
              "  'M076',\n",
              "  'M001',\n",
              "  'M009',\n",
              "  'M024',\n",
              "  'M072',\n",
              "  'M027',\n",
              "  'M054'],\n",
              " 'A44': ['M069', 'M085', 'M061'],\n",
              " 'A45': ['M022'],\n",
              " 'A47': ['M028', 'M018'],\n",
              " 'A48': ['M024', 'M028'],\n",
              " 'A49': ['M001', 'M018', 'M054'],\n",
              " 'A50': ['M054'],\n",
              " 'A52': ['M009', 'M045', 'M059', 'M072'],\n",
              " 'A53': ['M009', 'M059'],\n",
              " 'A54': ['M048', 'M042', 'M061'],\n",
              " 'A55': ['M082'],\n",
              " 'A56': ['M067', 'M018'],\n",
              " 'A58': ['M023'],\n",
              " 'A59': ['M085', 'M022'],\n",
              " 'A60': ['M055'],\n",
              " 'A61': ['M040'],\n",
              " 'A64': ['M055', 'M082', 'M040', 'M049'],\n",
              " 'A65': ['M038', 'M040'],\n",
              " 'A66': ['M015', 'M059'],\n",
              " 'A67': ['M009', 'M024', 'M054', 'M028', 'M042', 'M076'],\n",
              " 'B01': ['M034', 'M070', 'M013', 'M035', 'M021'],\n",
              " 'B06': ['M013', 'M039'],\n",
              " 'B08': ['M035'],\n",
              " 'B12': ['M002'],\n",
              " 'B13': ['M077'],\n",
              " 'B14': ['M039', 'M075'],\n",
              " 'B15': ['M088'],\n",
              " 'B18': ['M013'],\n",
              " 'B24': ['M008'],\n",
              " 'B32': ['M021', 'M035'],\n",
              " 'B34': ['M077', 'M039'],\n",
              " 'B39': ['M039', 'M010', 'M013'],\n",
              " 'B41': ['M034'],\n",
              " 'B42': ['M034'],\n",
              " 'B48': ['M021', 'M070', 'M080'],\n",
              " 'B49': ['M080', 'M035'],\n",
              " 'B55': ['M058', 'M088'],\n",
              " 'B57': ['M034'],\n",
              " 'B58': ['M085'],\n",
              " 'B59': ['M080'],\n",
              " 'C01': ['M077'],\n",
              " 'C03': ['M063', 'M075'],\n",
              " 'C07': ['M063'],\n",
              " 'C11': ['M034', 'M063'],\n",
              " 'C14': ['M077'],\n",
              " 'C17': ['M081'],\n",
              " 'C28': ['M081', 'M075'],\n",
              " 'C30': ['M081'],\n",
              " 'D01': ['M026'],\n",
              " 'D02': ['M026'],\n",
              " 'D04': ['M088'],\n",
              " 'D08': ['M046'],\n",
              " 'D09': ['M026', 'M041', 'M046', 'M086'],\n",
              " 'D10': ['M008'],\n",
              " 'D12': ['M086'],\n",
              " 'D13': ['M046', 'M041', 'M026'],\n",
              " 'D18': ['M008'],\n",
              " 'D22': ['M026', 'M041'],\n",
              " 'E01': ['M002', 'M036'],\n",
              " 'E05': ['M033', 'M043', 'M081'],\n",
              " 'E06': ['M083', 'M070'],\n",
              " 'E10': ['M043'],\n",
              " 'E11': ['M016'],\n",
              " 'E12': ['M066', 'M036', 'M018', 'M073'],\n",
              " 'E13': ['M071'],\n",
              " 'E16': ['M075', 'M050', 'M047', 'M057'],\n",
              " 'E17': ['M005', 'M030'],\n",
              " 'E18': ['M011',\n",
              "  'M019',\n",
              "  'M064',\n",
              "  'M078',\n",
              "  'M004',\n",
              "  'M032',\n",
              "  'M031',\n",
              "  'M044',\n",
              "  'M062',\n",
              "  'M065',\n",
              "  'M068',\n",
              "  'M006',\n",
              "  'M007',\n",
              "  'M027',\n",
              "  'M036',\n",
              "  'M051',\n",
              "  'M060',\n",
              "  'M066',\n",
              "  'M071',\n",
              "  'M087',\n",
              "  'M073',\n",
              "  'M084'],\n",
              " 'E19': ['M064', 'M030', 'M071', 'M078'],\n",
              " 'E20': ['M004',\n",
              "  'M016',\n",
              "  'M032',\n",
              "  'M044',\n",
              "  'M068',\n",
              "  'M083',\n",
              "  'M019',\n",
              "  'M062',\n",
              "  'M036',\n",
              "  'M049',\n",
              "  'M073',\n",
              "  'M002',\n",
              "  'M014',\n",
              "  'M027',\n",
              "  'M031',\n",
              "  'M050',\n",
              "  'M065',\n",
              "  'M066',\n",
              "  'M078',\n",
              "  'M087'],\n",
              " 'E21': ['M084', 'M064', 'M083'],\n",
              " 'E25': ['M007',\n",
              "  'M073',\n",
              "  'M074',\n",
              "  'M011',\n",
              "  'M014',\n",
              "  'M030',\n",
              "  'M060',\n",
              "  'M065',\n",
              "  'M068',\n",
              "  'M002',\n",
              "  'M006',\n",
              "  'M012',\n",
              "  'M032',\n",
              "  'M066',\n",
              "  'M019',\n",
              "  'M031',\n",
              "  'M062',\n",
              "  'M004',\n",
              "  'M005',\n",
              "  'M033',\n",
              "  'M051',\n",
              "  'M064',\n",
              "  'M071'],\n",
              " 'E27': ['M050',\n",
              "  'M084',\n",
              "  'M007',\n",
              "  'M012',\n",
              "  'M043',\n",
              "  'M060',\n",
              "  'M010',\n",
              "  'M033',\n",
              "  'M020',\n",
              "  'M057',\n",
              "  'M062'],\n",
              " 'E28': ['M033', 'M043'],\n",
              " 'E29': ['M025', 'M010', 'M027', 'M050', 'M057'],\n",
              " 'E33': ['M010', 'M020', 'M047', 'M050', 'M012', 'M014', 'M074'],\n",
              " 'E34': ['M047']}"
            ]
          },
          "execution_count": 11,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "di_mentor_response['MSc']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "N07f7cMk9TaK"
      },
      "outputs": [],
      "source": [
        "def select_the_mentor(di_mentee, list_mentors):\n",
        "  '''return the mentor_id in list_mentors that has highest order'''\n",
        "\n",
        "  for i in range(1, 6):\n",
        "    if di_mentee[f'no_{i}'] in list_mentors:\n",
        "      return di_mentee[f'no_{i}']\n",
        "\n",
        "  print('Error! Cannot find mentor!')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "TFM6zZ3pRy5z"
      },
      "outputs": [],
      "source": [
        "def show_match_sta(df_mentee ):\n",
        "\n",
        "  # print out some statistics\n",
        "  df=df_mentee.loc[df_mentee['degree']==degree]\n",
        "  print('total {} mentee {}'.format(degree, len(df)))\n",
        "  df=df.loc[df['mentor']=='']\n",
        "  print('{} of {} mentees have not match to a mentor.'.format(len(df), degree))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "vFpR3EFv1-Ri"
      },
      "outputs": [],
      "source": [
        "## find the top choice in the copy of response list (di_mentor_response)\n",
        "\n",
        "def run_matching(select_mentor, di_mentor_response, df_mentee, df_mentor, degree, run):\n",
        "  '''to find the pair of mentor/mentee in select_mentor list, based on the\n",
        "     orders in di_mentor_response list'''\n",
        "\n",
        "  di_match = {}\n",
        "\n",
        "  ### this code is to generate `di_match[mentee_id]=list(mentor_id)`\n",
        "  # which stores the list of mentors appointed to the mentee\n",
        "\n",
        "  for mentor_id in di_mentor_response[degree].keys():\n",
        "\n",
        "    # skip if not in the select list\n",
        "    if mentor_id not in select_mentor: continue\n",
        "\n",
        "    while len(di_mentor_response[degree][mentor_id]) > 0:\n",
        "\n",
        "      mentee_id = di_mentor_response[degree][mentor_id][0]\n",
        "      if df_mentee.loc[mentee_id, 'mentor'] != '':\n",
        "          di_mentor_response[degree][mentor_id].remove(mentee_id)\n",
        "\n",
        "      else:\n",
        "          if mentee_id not in di_match.keys(): di_match[ mentee_id ] = []\n",
        "          di_match[ mentee_id ].append( mentor_id )\n",
        "          break\n",
        "\n",
        "\n",
        "  ### based on di_match to find the final match pair\n",
        "  count=0\n",
        "  for mentee_id in di_match.keys():\n",
        "\n",
        "    # if only one mentor appointed, matched!\n",
        "    if len(di_match[mentee_id]) == 1:\n",
        "      mentor_id = di_match[mentee_id][0]\n",
        "      match_note = f'single match, run {run}'\n",
        "\n",
        "    # if more than one mentor appointed\n",
        "    else:\n",
        "      # select the mentor by the order from mentee\n",
        "      mentor_id = select_the_mentor(df_mentee.loc[mentee_id], di_match[mentee_id])\n",
        "      match_note = 'select from {}, run {}'.format(len(di_match[mentee_id]), run)\n",
        "\n",
        "    print(f'mentee {mentee_id} is matched to mentor {mentor_id} by {match_note}')\n",
        "\n",
        "    # store match data\n",
        "    df_mentee.loc[mentee_id, 'mentor'] = mentor_id\n",
        "    df_mentee.loc[mentee_id, 'match_note'] = match_note\n",
        "\n",
        "    df_mentor.loc[mentor_id, f'mentee_{degree}'] += mentee_id +' '\n",
        "    df_mentor.loc[mentor_id, f'no_match_{degree}'] += 1\n",
        "\n",
        "    select_mentor.remove(mentor_id)\n",
        "\n",
        "    count += 1\n",
        "\n",
        "  print(f'{count} of mentees are matched in this run.')\n",
        "  return select_mentor, di_mentor_response, df_mentee, df_mentor, count"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rFVO73DsZlLu"
      },
      "source": [
        "function to run multiples search runs"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "ma8TiJWg2Xo-"
      },
      "outputs": [],
      "source": [
        "def run_matching_runs(select_mentor, degree, di_mentor_response, df_mentee, df_mentor):\n",
        "\n",
        "  run = 1\n",
        "\n",
        "  while True:\n",
        "    print('\\n{} mentors to match at run {}'.format(len(select_mentor), run))\n",
        "\n",
        "    select_mentor, di_mentor_response, df_mentee, df_mentor, count = run_matching(select_mentor, di_mentor_response, df_mentee, df_mentor, degree, run)\n",
        "    run += 1\n",
        "\n",
        "    show_match_sta(df_mentee)\n",
        "    if count == 0 or run== 10: break"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ok05Wv4KVa0J"
      },
      "source": [
        "to remove the mentor that reachs max capacity"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "id": "0i6iDJWOV1hg"
      },
      "outputs": [],
      "source": [
        "def check_capacity(select_mentor, degree, df_mentor):\n",
        "  '''remove the mentor who reaches max capacity from the selecting list'''\n",
        "\n",
        "  select_mentor_ret = select_mentor.copy()\n",
        "  for mentor_id in select_mentor:\n",
        "    no_match = df_mentor.loc[mentor_id, f'no_match_{degree}']\n",
        "    no_capacity = df_mentor.loc[mentor_id, f'capacity_{degree}']\n",
        "    # print(f'{mentor_id} no match: {no_match}, {degree} capacity: {no_capacity}')\n",
        "    if no_match > no_capacity:\n",
        "      print(f'warning! Mentor {mentor_id} is over {degree} capacity {no_capacity}')\n",
        "\n",
        "    if no_match == no_capacity:\n",
        "      print(f'{mentor_id} reaches {degree} capacity {no_capacity}')\n",
        "      select_mentor_ret.remove(mentor_id)\n",
        "\n",
        "  return select_mentor_ret"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xUx_Wt-B2Vqj"
      },
      "source": [
        "Set capacity to response number"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "id": "BH2z6L6E2eLl"
      },
      "outputs": [],
      "source": [
        "\n",
        "df_mentor['raw_capacity_PhD'] = df_mentor['capacity_PhD']\n",
        "df_mentor['raw_capacity_MSc'] = df_mentor['capacity_MSc']\n",
        "\n",
        "for mentor_id in df_mentor.index:\n",
        "  if df_mentor.loc[mentor_id, 'mentee_response']:\n",
        "\n",
        "    try: df_mentor.loc[mentor_id, 'capacity_PhD']=len(di_mentor_response['PhD'][mentor_id])\n",
        "    except: df_mentor.loc[mentor_id, 'capacity_PhD']=0\n",
        "\n",
        "    try: df_mentor.loc[mentor_id, 'capacity_MSc']=len(di_mentor_response['MSc'][mentor_id])\n",
        "    except: df_mentor.loc[mentor_id, 'capacity_MSc']=0"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wo04OO39f0RV"
      },
      "source": [
        "## run matching for all mentors\n",
        "\n",
        "NOTE: this cell can manually run multiple times to increase match no\n",
        "\n",
        "NOTE 2: Max mentee capacity is now been considered by function `check_capacity`, but it seems not working!?"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BMD5z44b97Qw",
        "outputId": "f32c0da7-12e1-42b8-8cd8-6c6c324dd471"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "234"
            ]
          },
          "execution_count": 18,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "no_match = len( df_mentee.loc[ df_mentee['mentor']== '' ] )\n",
        "no_match"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "micfxFdWaHX9",
        "outputId": "f205de43-27c4-4f88-99ac-b4d9eff70e7c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n",
            "running loop 0!\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A41 reaches MSc capacity 0\n",
            "A44 reaches MSc capacity 0\n",
            "A46 reaches MSc capacity 0\n",
            "A51 reaches MSc capacity 0\n",
            "A57 reaches MSc capacity 0\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B56 reaches MSc capacity 0\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E11 reaches MSc capacity 0\n",
            "E17 reaches MSc capacity 0\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E26 reaches MSc capacity 0\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "104 mentors to match at run 1\n",
            "mentee M056 is matched to mentor A01 by single match, run 1\n",
            "mentee M052 is matched to mentor A07 by single match, run 1\n",
            "mentee M069 is matched to mentor A09 by single match, run 1\n",
            "mentee P073 is matched to mentor A15 by single match, run 1\n",
            "mentee M038 is matched to mentor A16 by select from 3, run 1\n",
            "mentee M049 is matched to mentor A18 by single match, run 1\n",
            "mentee M015 is matched to mentor A43 by select from 3, run 1\n",
            "mentee M029 is matched to mentor A25 by select from 4, run 1\n",
            "mentee M076 is matched to mentor A26 by single match, run 1\n",
            "mentee M058 is matched to mentor A30 by select from 3, run 1\n",
            "mentee M037 is matched to mentor A36 by select from 2, run 1\n",
            "mentee M022 is matched to mentor A45 by select from 2, run 1\n",
            "mentee M023 is matched to mentor A39 by select from 2, run 1\n",
            "mentee M082 is matched to mentor A55 by select from 2, run 1\n",
            "mentee M028 is matched to mentor A47 by single match, run 1\n",
            "mentee M024 is matched to mentor A48 by single match, run 1\n",
            "mentee M001 is matched to mentor A49 by single match, run 1\n",
            "mentee M054 is matched to mentor A50 by single match, run 1\n",
            "mentee M009 is matched to mentor A67 by select from 3, run 1\n",
            "mentee M048 is matched to mentor A54 by single match, run 1\n",
            "mentee M067 is matched to mentor A56 by single match, run 1\n",
            "mentee M085 is matched to mentor A59 by select from 2, run 1\n",
            "mentee M055 is matched to mentor A60 by select from 2, run 1\n",
            "mentee M040 is matched to mentor A61 by single match, run 1\n",
            "mentee M034 is matched to mentor B01 by select from 4, run 1\n",
            "mentee M013 is matched to mentor B06 by select from 2, run 1\n",
            "mentee M035 is matched to mentor B08 by single match, run 1\n",
            "mentee M002 is matched to mentor B12 by select from 2, run 1\n",
            "mentee M077 is matched to mentor C14 by select from 4, run 1\n",
            "mentee M039 is matched to mentor B39 by select from 2, run 1\n",
            "mentee M008 is matched to mentor D18 by select from 3, run 1\n",
            "mentee M021 is matched to mentor B32 by select from 2, run 1\n",
            "mentee M080 is matched to mentor B59 by select from 2, run 1\n",
            "mentee M063 is matched to mentor C07 by select from 2, run 1\n",
            "mentee M081 is matched to mentor C28 by select from 3, run 1\n",
            "mentee M026 is matched to mentor D09 by select from 4, run 1\n",
            "mentee M046 is matched to mentor D13 by select from 2, run 1\n",
            "mentee M086 is matched to mentor D12 by single match, run 1\n",
            "mentee M033 is matched to mentor E28 by select from 2, run 1\n",
            "mentee M083 is matched to mentor E06 by single match, run 1\n",
            "mentee M043 is matched to mentor E10 by single match, run 1\n",
            "mentee M066 is matched to mentor E12 by single match, run 1\n",
            "mentee M071 is matched to mentor E13 by single match, run 1\n",
            "mentee M075 is matched to mentor E16 by single match, run 1\n",
            "mentee M011 is matched to mentor E18 by single match, run 1\n",
            "mentee M004 is matched to mentor E20 by single match, run 1\n",
            "mentee M084 is matched to mentor E21 by single match, run 1\n",
            "mentee M007 is matched to mentor E25 by single match, run 1\n",
            "mentee M050 is matched to mentor E27 by single match, run 1\n",
            "mentee M025 is matched to mentor E29 by single match, run 1\n",
            "mentee M010 is matched to mentor E33 by single match, run 1\n",
            "mentee M047 is matched to mentor E34 by single match, run 1\n",
            "52 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "37 of MSc mentees have not match to a mentor.\n",
            "\n",
            "52 mentors to match at run 2\n",
            "mentee M072 is matched to mentor A24 by single match, run 2\n",
            "mentee M045 is matched to mentor A52 by single match, run 2\n",
            "mentee M059 is matched to mentor A66 by select from 2, run 2\n",
            "mentee M070 is matched to mentor B48 by single match, run 2\n",
            "mentee M088 is matched to mentor B55 by single match, run 2\n",
            "mentee M041 is matched to mentor D22 by single match, run 2\n",
            "mentee M036 is matched to mentor E01 by single match, run 2\n",
            "7 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "30 of MSc mentees have not match to a mentor.\n",
            "\n",
            "45 mentors to match at run 3\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "30 of MSc mentees have not match to a mentor.\n",
            "A16 reaches PhD capacity 0\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A60 reaches PhD capacity 0\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B34 reaches PhD capacity 0\n",
            "B47 reaches PhD capacity 0\n",
            "B49 reaches PhD capacity 0\n",
            "B58 reaches PhD capacity 0\n",
            "C01 reaches PhD capacity 0\n",
            "D22 reaches PhD capacity 0\n",
            "E15 reaches PhD capacity 0\n",
            "E21 reaches PhD capacity 0\n",
            "\n",
            "183 mentors to match at run 1\n",
            "mentee P077 is matched to mentor A01 by single match, run 1\n",
            "mentee P089 is matched to mentor A02 by select from 2, run 1\n",
            "mentee P091 is matched to mentor A52 by select from 4, run 1\n",
            "mentee P047 is matched to mentor A05 by select from 3, run 1\n",
            "mentee P128 is matched to mentor A06 by single match, run 1\n",
            "mentee P017 is matched to mentor A07 by single match, run 1\n",
            "mentee P058 is matched to mentor A12 by select from 2, run 1\n",
            "mentee P003 is matched to mentor A09 by single match, run 1\n",
            "mentee P033 is matched to mentor A10 by single match, run 1\n",
            "mentee P075 is matched to mentor A11 by single match, run 1\n",
            "mentee P011 is matched to mentor A13 by select from 2, run 1\n",
            "mentee P126 is matched to mentor A14 by single match, run 1\n",
            "mentee P080 is matched to mentor A15 by select from 3, run 1\n",
            "mentee P109 is matched to mentor A39 by select from 2, run 1\n",
            "mentee P051 is matched to mentor A19 by select from 2, run 1\n",
            "mentee P113 is matched to mentor A20 by single match, run 1\n",
            "mentee P005 is matched to mentor A26 by select from 3, run 1\n",
            "mentee P065 is matched to mentor A30 by select from 3, run 1\n",
            "mentee P067 is matched to mentor A32 by select from 2, run 1\n",
            "mentee P069 is matched to mentor A33 by single match, run 1\n",
            "mentee P101 is matched to mentor E17 by select from 2, run 1\n",
            "mentee P043 is matched to mentor A37 by select from 2, run 1\n",
            "mentee P133 is matched to mentor A62 by select from 2, run 1\n",
            "mentee P135 is matched to mentor D13 by select from 2, run 1\n",
            "mentee P016 is matched to mentor A56 by select from 2, run 1\n",
            "mentee P060 is matched to mentor A55 by select from 2, run 1\n",
            "mentee P009 is matched to mentor E18 by select from 2, run 1\n",
            "mentee P140 is matched to mentor A66 by single match, run 1\n",
            "mentee P046 is matched to mentor B03 by single match, run 1\n",
            "mentee P136 is matched to mentor B54 by select from 2, run 1\n",
            "mentee P099 is matched to mentor B05 by single match, run 1\n",
            "mentee P143 is matched to mentor B06 by single match, run 1\n",
            "mentee P040 is matched to mentor B07 by single match, run 1\n",
            "mentee P072 is matched to mentor B31 by select from 2, run 1\n",
            "mentee P024 is matched to mentor D18 by select from 4, run 1\n",
            "mentee P034 is matched to mentor B10 by select from 2, run 1\n",
            "mentee P023 is matched to mentor B20 by select from 3, run 1\n",
            "mentee P002 is matched to mentor B12 by single match, run 1\n",
            "mentee P029 is matched to mentor B13 by single match, run 1\n",
            "mentee P090 is matched to mentor B15 by single match, run 1\n",
            "mentee P021 is matched to mentor B16 by single match, run 1\n",
            "mentee P022 is matched to mentor B17 by single match, run 1\n",
            "mentee P015 is matched to mentor B18 by select from 3, run 1\n",
            "mentee P142 is matched to mentor B56 by select from 2, run 1\n",
            "mentee P134 is matched to mentor B21 by select from 2, run 1\n",
            "mentee P092 is matched to mentor B23 by single match, run 1\n",
            "mentee P048 is matched to mentor B26 by select from 3, run 1\n",
            "mentee P121 is matched to mentor B27 by single match, run 1\n",
            "mentee P146 is matched to mentor B28 by single match, run 1\n",
            "mentee P032 is matched to mentor B30 by select from 2, run 1\n",
            "mentee P137 is matched to mentor B32 by single match, run 1\n",
            "mentee P010 is matched to mentor B59 by select from 2, run 1\n",
            "mentee P145 is matched to mentor D08 by select from 2, run 1\n",
            "mentee P063 is matched to mentor B38 by single match, run 1\n",
            "mentee P120 is matched to mentor B39 by single match, run 1\n",
            "mentee P054 is matched to mentor B40 by single match, run 1\n",
            "mentee P130 is matched to mentor D16 by select from 2, run 1\n",
            "mentee P042 is matched to mentor B42 by single match, run 1\n",
            "mentee P070 is matched to mentor B43 by single match, run 1\n",
            "mentee P123 is matched to mentor B45 by select from 2, run 1\n",
            "mentee P107 is matched to mentor B46 by single match, run 1\n",
            "mentee P111 is matched to mentor B48 by single match, run 1\n",
            "mentee P019 is matched to mentor B55 by single match, run 1\n",
            "mentee P056 is matched to mentor C02 by select from 2, run 1\n",
            "mentee P012 is matched to mentor C05 by select from 3, run 1\n",
            "mentee P036 is matched to mentor C07 by single match, run 1\n",
            "mentee P053 is matched to mentor E08 by select from 2, run 1\n",
            "mentee P095 is matched to mentor C09 by single match, run 1\n",
            "mentee P119 is matched to mentor C11 by select from 2, run 1\n",
            "mentee P144 is matched to mentor C12 by single match, run 1\n",
            "mentee P096 is matched to mentor C13 by single match, run 1\n",
            "mentee P030 is matched to mentor C14 by single match, run 1\n",
            "mentee P055 is matched to mentor E32 by select from 3, run 1\n",
            "mentee P124 is matched to mentor C18 by single match, run 1\n",
            "mentee P088 is matched to mentor E09 by select from 2, run 1\n",
            "mentee P139 is matched to mentor C28 by select from 2, run 1\n",
            "mentee P117 is matched to mentor C21 by single match, run 1\n",
            "mentee P059 is matched to mentor C22 by select from 2, run 1\n",
            "mentee P112 is matched to mentor C27 by select from 2, run 1\n",
            "mentee P102 is matched to mentor C25 by single match, run 1\n",
            "mentee P106 is matched to mentor C29 by single match, run 1\n",
            "mentee P118 is matched to mentor C30 by select from 2, run 1\n",
            "mentee P038 is matched to mentor D01 by single match, run 1\n",
            "mentee P098 is matched to mentor D02 by single match, run 1\n",
            "mentee P141 is matched to mentor D09 by select from 2, run 1\n",
            "mentee P018 is matched to mentor D04 by single match, run 1\n",
            "mentee P110 is matched to mentor D05 by single match, run 1\n",
            "mentee P026 is matched to mentor D06 by single match, run 1\n",
            "mentee P074 is matched to mentor D07 by single match, run 1\n",
            "mentee P064 is matched to mentor D11 by single match, run 1\n",
            "mentee P020 is matched to mentor D12 by single match, run 1\n",
            "mentee P068 is matched to mentor D17 by single match, run 1\n",
            "mentee P014 is matched to mentor D20 by single match, run 1\n",
            "mentee P079 is matched to mentor D21 by single match, run 1\n",
            "mentee P125 is matched to mentor E01 by select from 2, run 1\n",
            "mentee P062 is matched to mentor E02 by single match, run 1\n",
            "mentee P131 is matched to mentor E03 by single match, run 1\n",
            "mentee P105 is matched to mentor E04 by single match, run 1\n",
            "mentee P114 is matched to mentor E05 by select from 3, run 1\n",
            "mentee P045 is matched to mentor E06 by single match, run 1\n",
            "mentee P027 is matched to mentor E07 by single match, run 1\n",
            "mentee P031 is matched to mentor E11 by select from 2, run 1\n",
            "mentee P127 is matched to mentor E12 by select from 2, run 1\n",
            "mentee P138 is matched to mentor E13 by single match, run 1\n",
            "mentee P100 is matched to mentor E14 by single match, run 1\n",
            "mentee P104 is matched to mentor E19 by single match, run 1\n",
            "mentee P087 is matched to mentor E20 by single match, run 1\n",
            "mentee P078 is matched to mentor E22 by single match, run 1\n",
            "mentee P081 is matched to mentor E25 by single match, run 1\n",
            "mentee P093 is matched to mentor E26 by single match, run 1\n",
            "mentee P076 is matched to mentor E27 by single match, run 1\n",
            "mentee P115 is matched to mentor E28 by select from 2, run 1\n",
            "mentee P103 is matched to mentor E33 by select from 2, run 1\n",
            "mentee P037 is matched to mentor E35 by single match, run 1\n",
            "114 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "31 of PhD mentees have not match to a mentor.\n",
            "\n",
            "69 mentors to match at run 2\n",
            "mentee P094 is matched to mentor A40 by select from 2, run 2\n",
            "mentee P008 is matched to mentor A58 by single match, run 2\n",
            "mentee P006 is matched to mentor B04 by select from 2, run 2\n",
            "mentee P082 is matched to mentor B53 by single match, run 2\n",
            "mentee P129 is matched to mentor C10 by single match, run 2\n",
            "mentee P057 is matched to mentor D03 by single match, run 2\n",
            "mentee P108 is matched to mentor D15 by single match, run 2\n",
            "mentee P085 is matched to mentor E16 by single match, run 2\n",
            "mentee P028 is matched to mentor E29 by select from 2, run 2\n",
            "9 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "22 of PhD mentees have not match to a mentor.\n",
            "\n",
            "60 mentors to match at run 3\n",
            "mentee P132 is matched to mentor E30 by single match, run 3\n",
            "1 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "21 of PhD mentees have not match to a mentor.\n",
            "\n",
            "59 mentors to match at run 4\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "21 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 1!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "77 mentors to match at run 1\n",
            "mentee M079 is matched to mentor A07 by select from 2, run 1\n",
            "mentee M003 is matched to mentor A39 by single match, run 1\n",
            "mentee M018 is matched to mentor E12 by select from 4, run 1\n",
            "mentee M042 is matched to mentor A67 by single match, run 1\n",
            "mentee M057 is matched to mentor E16 by single match, run 1\n",
            "mentee M019 is matched to mentor E18 by single match, run 1\n",
            "mentee M016 is matched to mentor E20 by single match, run 1\n",
            "mentee M064 is matched to mentor E21 by single match, run 1\n",
            "mentee M012 is matched to mentor E27 by single match, run 1\n",
            "mentee M027 is matched to mentor E29 by single match, run 1\n",
            "mentee M020 is matched to mentor E33 by single match, run 1\n",
            "11 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "19 of MSc mentees have not match to a mentor.\n",
            "\n",
            "66 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "19 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "150 mentors to match at run 1\n",
            "mentee P039 is matched to mentor D06 by select from 3, run 1\n",
            "mentee P086 is matched to mentor B07 by select from 3, run 1\n",
            "mentee P025 is matched to mentor B06 by single match, run 1\n",
            "mentee P071 is matched to mentor B17 by single match, run 1\n",
            "mentee P083 is matched to mentor B23 by single match, run 1\n",
            "mentee P035 is matched to mentor B55 by select from 2, run 1\n",
            "mentee P004 is matched to mentor B38 by single match, run 1\n",
            "mentee P061 is matched to mentor B40 by single match, run 1\n",
            "mentee P052 is matched to mentor B42 by single match, run 1\n",
            "mentee P001 is matched to mentor B54 by single match, run 1\n",
            "mentee P122 is matched to mentor D07 by single match, run 1\n",
            "mentee P097 is matched to mentor D12 by single match, run 1\n",
            "mentee P050 is matched to mentor E07 by select from 3, run 1\n",
            "mentee P084 is matched to mentor E12 by single match, run 1\n",
            "mentee P066 is matched to mentor E18 by select from 2, run 1\n",
            "mentee P013 is matched to mentor E22 by single match, run 1\n",
            "mentee P007 is matched to mentor E25 by single match, run 1\n",
            "mentee P049 is matched to mentor E33 by single match, run 1\n",
            "18 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "3 of PhD mentees have not match to a mentor.\n",
            "\n",
            "132 mentors to match at run 2\n",
            "mentee P116 is matched to mentor B46 by single match, run 2\n",
            "1 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "131 mentors to match at run 3\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 2!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "74 mentors to match at run 1\n",
            "mentee M073 is matched to mentor E12 by single match, run 1\n",
            "mentee M032 is matched to mentor E20 by single match, run 1\n",
            "mentee M060 is matched to mentor E27 by single match, run 1\n",
            "3 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "16 of MSc mentees have not match to a mentor.\n",
            "\n",
            "71 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "16 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 3!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "73 mentors to match at run 1\n",
            "mentee M044 is matched to mentor E20 by single match, run 1\n",
            "1 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "15 of MSc mentees have not match to a mentor.\n",
            "\n",
            "72 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "15 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 4!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "73 mentors to match at run 1\n",
            "mentee M068 is matched to mentor E20 by single match, run 1\n",
            "1 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "14 of MSc mentees have not match to a mentor.\n",
            "\n",
            "72 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "14 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 5!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "73 mentors to match at run 1\n",
            "mentee M062 is matched to mentor E20 by single match, run 1\n",
            "1 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "13 of MSc mentees have not match to a mentor.\n",
            "\n",
            "72 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "13 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 6!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "73 mentors to match at run 1\n",
            "mentee M014 is matched to mentor E20 by single match, run 1\n",
            "1 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "12 of MSc mentees have not match to a mentor.\n",
            "\n",
            "72 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "12 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 7!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "73 mentors to match at run 1\n",
            "mentee M031 is matched to mentor E20 by single match, run 1\n",
            "1 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "11 of MSc mentees have not match to a mentor.\n",
            "\n",
            "72 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "11 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 8!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "73 mentors to match at run 1\n",
            "mentee M065 is matched to mentor E20 by single match, run 1\n",
            "1 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "10 of MSc mentees have not match to a mentor.\n",
            "\n",
            "72 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "10 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 9!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "73 mentors to match at run 1\n",
            "mentee M078 is matched to mentor E20 by single match, run 1\n",
            "1 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "9 of MSc mentees have not match to a mentor.\n",
            "\n",
            "72 mentors to match at run 2\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "9 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n",
            "\n",
            "running loop 10!\n",
            "A01 reaches MSc capacity 1\n",
            "A02 reaches MSc capacity 0\n",
            "A03 reaches MSc capacity 0\n",
            "A04 reaches MSc capacity 0\n",
            "A05 reaches MSc capacity 0\n",
            "A06 reaches MSc capacity 0\n",
            "A08 reaches MSc capacity 0\n",
            "A10 reaches MSc capacity 0\n",
            "A11 reaches MSc capacity 0\n",
            "A12 reaches MSc capacity 0\n",
            "A14 reaches MSc capacity 0\n",
            "A15 reaches MSc capacity 1\n",
            "A18 reaches MSc capacity 1\n",
            "A19 reaches MSc capacity 0\n",
            "A22 reaches MSc capacity 0\n",
            "A25 reaches MSc capacity 1\n",
            "A28 reaches MSc capacity 0\n",
            "A29 reaches MSc capacity 0\n",
            "A30 reaches MSc capacity 1\n",
            "A32 reaches MSc capacity 0\n",
            "A34 reaches MSc capacity 0\n",
            "A35 reaches MSc capacity 0\n",
            "A37 reaches MSc capacity 0\n",
            "A39 reaches MSc capacity 2\n",
            "A41 reaches MSc capacity 0\n",
            "A43 reaches MSc capacity 1\n",
            "A44 reaches MSc capacity 0\n",
            "A45 reaches MSc capacity 1\n",
            "A46 reaches MSc capacity 0\n",
            "A50 reaches MSc capacity 1\n",
            "A51 reaches MSc capacity 0\n",
            "A54 reaches MSc capacity 1\n",
            "A55 reaches MSc capacity 1\n",
            "A57 reaches MSc capacity 0\n",
            "A59 reaches MSc capacity 1\n",
            "A60 reaches MSc capacity 1\n",
            "A61 reaches MSc capacity 1\n",
            "B02 reaches MSc capacity 0\n",
            "B03 reaches MSc capacity 0\n",
            "B04 reaches MSc capacity 0\n",
            "B05 reaches MSc capacity 0\n",
            "B07 reaches MSc capacity 0\n",
            "B08 reaches MSc capacity 1\n",
            "B09 reaches MSc capacity 0\n",
            "B10 reaches MSc capacity 0\n",
            "B11 reaches MSc capacity 0\n",
            "B12 reaches MSc capacity 1\n",
            "B15 reaches MSc capacity 0\n",
            "B16 reaches MSc capacity 0\n",
            "B17 reaches MSc capacity 0\n",
            "B19 reaches MSc capacity 0\n",
            "B20 reaches MSc capacity 0\n",
            "B21 reaches MSc capacity 0\n",
            "B23 reaches MSc capacity 0\n",
            "B27 reaches MSc capacity 0\n",
            "B28 reaches MSc capacity 0\n",
            "B29 reaches MSc capacity 0\n",
            "B30 reaches MSc capacity 0\n",
            "B31 reaches MSc capacity 0\n",
            "B36 reaches MSc capacity 0\n",
            "B37 reaches MSc capacity 0\n",
            "B38 reaches MSc capacity 0\n",
            "B40 reaches MSc capacity 0\n",
            "B43 reaches MSc capacity 0\n",
            "B44 reaches MSc capacity 0\n",
            "B45 reaches MSc capacity 0\n",
            "B46 reaches MSc capacity 0\n",
            "B47 reaches MSc capacity 0\n",
            "B50 reaches MSc capacity 0\n",
            "B51 reaches MSc capacity 0\n",
            "B53 reaches MSc capacity 0\n",
            "B54 reaches MSc capacity 0\n",
            "B55 reaches MSc capacity 1\n",
            "B56 reaches MSc capacity 0\n",
            "B59 reaches MSc capacity 1\n",
            "C02 reaches MSc capacity 0\n",
            "C05 reaches MSc capacity 0\n",
            "C06 reaches MSc capacity 0\n",
            "C07 reaches MSc capacity 1\n",
            "C08 reaches MSc capacity 0\n",
            "C09 reaches MSc capacity 0\n",
            "C10 reaches MSc capacity 0\n",
            "C11 reaches MSc capacity 0\n",
            "C12 reaches MSc capacity 0\n",
            "C13 reaches MSc capacity 0\n",
            "C14 reaches MSc capacity 1\n",
            "C15 reaches MSc capacity 0\n",
            "C16 reaches MSc capacity 0\n",
            "C19 reaches MSc capacity 0\n",
            "C20 reaches MSc capacity 0\n",
            "C21 reaches MSc capacity 0\n",
            "C22 reaches MSc capacity 0\n",
            "C25 reaches MSc capacity 0\n",
            "C27 reaches MSc capacity 0\n",
            "C28 reaches MSc capacity 1\n",
            "C29 reaches MSc capacity 0\n",
            "D03 reaches MSc capacity 0\n",
            "D04 reaches MSc capacity 0\n",
            "D05 reaches MSc capacity 0\n",
            "D06 reaches MSc capacity 0\n",
            "D07 reaches MSc capacity 0\n",
            "D11 reaches MSc capacity 0\n",
            "D12 reaches MSc capacity 1\n",
            "D13 reaches MSc capacity 1\n",
            "D15 reaches MSc capacity 0\n",
            "D16 reaches MSc capacity 0\n",
            "D18 reaches MSc capacity 1\n",
            "D20 reaches MSc capacity 0\n",
            "D21 reaches MSc capacity 0\n",
            "E02 reaches MSc capacity 0\n",
            "E03 reaches MSc capacity 0\n",
            "E04 reaches MSc capacity 0\n",
            "E07 reaches MSc capacity 0\n",
            "E08 reaches MSc capacity 0\n",
            "E09 reaches MSc capacity 0\n",
            "E10 reaches MSc capacity 1\n",
            "E11 reaches MSc capacity 0\n",
            "E13 reaches MSc capacity 1\n",
            "E17 reaches MSc capacity 0\n",
            "E18 reaches MSc capacity 2\n",
            "E19 reaches MSc capacity 0\n",
            "E20 reaches MSc capacity 10\n",
            "E22 reaches MSc capacity 0\n",
            "E23 reaches MSc capacity 0\n",
            "E25 reaches MSc capacity 1\n",
            "E26 reaches MSc capacity 0\n",
            "E27 reaches MSc capacity 3\n",
            "E30 reaches MSc capacity 0\n",
            "E31 reaches MSc capacity 0\n",
            "E32 reaches MSc capacity 0\n",
            "E33 reaches MSc capacity 2\n",
            "E34 reaches MSc capacity 1\n",
            "E35 reaches MSc capacity 0\n",
            "\n",
            "72 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total MSc mentee 88\n",
            "9 of MSc mentees have not match to a mentor.\n",
            "A05 reaches PhD capacity 1\n",
            "A10 reaches PhD capacity 1\n",
            "A11 reaches PhD capacity 1\n",
            "A13 reaches PhD capacity 1\n",
            "A16 reaches PhD capacity 0\n",
            "A20 reaches PhD capacity 1\n",
            "A22 reaches PhD capacity 0\n",
            "A25 reaches PhD capacity 0\n",
            "A27 reaches PhD capacity 0\n",
            "A38 reaches PhD capacity 0\n",
            "A39 reaches PhD capacity 1\n",
            "A41 reaches PhD capacity 0\n",
            "A43 reaches PhD capacity 0\n",
            "A46 reaches PhD capacity 0\n",
            "A48 reaches PhD capacity 0\n",
            "A50 reaches PhD capacity 0\n",
            "A52 reaches PhD capacity 1\n",
            "A60 reaches PhD capacity 0\n",
            "A66 reaches PhD capacity 1\n",
            "A67 reaches PhD capacity 0\n",
            "B01 reaches PhD capacity 0\n",
            "B02 reaches PhD capacity 0\n",
            "B06 reaches PhD capacity 2\n",
            "B12 reaches PhD capacity 1\n",
            "B13 reaches PhD capacity 1\n",
            "B17 reaches PhD capacity 2\n",
            "B28 reaches PhD capacity 1\n",
            "B30 reaches PhD capacity 1\n",
            "B34 reaches PhD capacity 0\n",
            "B38 reaches PhD capacity 2\n",
            "B40 reaches PhD capacity 2\n",
            "B47 reaches PhD capacity 0\n",
            "B48 reaches PhD capacity 1\n",
            "B49 reaches PhD capacity 0\n",
            "B55 reaches PhD capacity 2\n",
            "B56 reaches PhD capacity 1\n",
            "B58 reaches PhD capacity 0\n",
            "B59 reaches PhD capacity 1\n",
            "C01 reaches PhD capacity 0\n",
            "C05 reaches PhD capacity 1\n",
            "C14 reaches PhD capacity 1\n",
            "C18 reaches PhD capacity 1\n",
            "C21 reaches PhD capacity 1\n",
            "C27 reaches PhD capacity 1\n",
            "C30 reaches PhD capacity 1\n",
            "D04 reaches PhD capacity 1\n",
            "D11 reaches PhD capacity 1\n",
            "D13 reaches PhD capacity 1\n",
            "D16 reaches PhD capacity 1\n",
            "D18 reaches PhD capacity 1\n",
            "D21 reaches PhD capacity 1\n",
            "D22 reaches PhD capacity 0\n",
            "E02 reaches PhD capacity 1\n",
            "E04 reaches PhD capacity 1\n",
            "E05 reaches PhD capacity 1\n",
            "E07 reaches PhD capacity 2\n",
            "E11 reaches PhD capacity 1\n",
            "E15 reaches PhD capacity 0\n",
            "E18 reaches PhD capacity 2\n",
            "E19 reaches PhD capacity 1\n",
            "E21 reaches PhD capacity 0\n",
            "E35 reaches PhD capacity 1\n",
            "\n",
            "143 mentors to match at run 1\n",
            "0 of mentees are matched in this run.\n",
            "total PhD mentee 146\n",
            "2 of PhD mentees have not match to a mentor.\n"
          ]
        }
      ],
      "source": [
        "no_match = len( df_mentee.loc[ df_mentee['mentor']== '' ] )\n",
        "no_loop = 0\n",
        "\n",
        "while True:\n",
        "  print(f'\\nrunning loop {no_loop}!')\n",
        "  for degree in ['MSc', 'PhD']:\n",
        "    select_mentor = list(df_mentor.index)\n",
        "    select_mentor = check_capacity(select_mentor, degree, df_mentor)\n",
        "\n",
        "    run_matching_runs(select_mentor, degree, di_mentor_response, df_mentee, df_mentor)\n",
        "  if no_match == len( df_mentee.loc[ df_mentee['mentor']== '' ] ): break\n",
        "  no_match = len( df_mentee.loc[ df_mentee['mentor']== '' ] )\n",
        "  no_loop += 1"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pPf9LYaJgLbs"
      },
      "source": [
        "# show results"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 814
        },
        "id": "tx9Xyyjq4Duq",
        "outputId": "d44eb5b2-632f-4edd-8eeb-d3efa5779551"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>capacity_PhD</th>\n",
              "      <th>capacity_MSc</th>\n",
              "      <th>MSc: no_1</th>\n",
              "      <th>MSc: no_2</th>\n",
              "      <th>MSc: no_3</th>\n",
              "      <th>MSc: no_4</th>\n",
              "      <th>MSc: no_5</th>\n",
              "      <th>PhD: no_1</th>\n",
              "      <th>PhD: no_2</th>\n",
              "      <th>...</th>\n",
              "      <th>mentee_response</th>\n",
              "      <th>response_MSc</th>\n",
              "      <th>response_PhD</th>\n",
              "      <th>response_reasons</th>\n",
              "      <th>mentee_MSc</th>\n",
              "      <th>mentee_PhD</th>\n",
              "      <th>no_match_MSc</th>\n",
              "      <th>no_match_PhD</th>\n",
              "      <th>raw_capacity_PhD</th>\n",
              "      <th>raw_capacity_MSc</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mentor_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>A01</th>\n",
              "      <td>name0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>['M017', 'M056']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M079']</td>\n",
              "      <td>['P077', 'P094', 'P126']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>['P126', 'M056']</td>\n",
              "      <td>['P077', 'P094']</td>\n",
              "      <td></td>\n",
              "      <td>M056</td>\n",
              "      <td>P077</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A02</th>\n",
              "      <td>name1</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td>['M017', 'M040']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['P085', 'P089', 'P133']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P089', 'P133', 'P060', 'P051']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P089</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A03</th>\n",
              "      <td>name2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M017']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P089', 'P091']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A04</th>\n",
              "      <td>name3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M017']</td>\n",
              "      <td>['M037']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A05</th>\n",
              "      <td>name4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>['M048']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M017', 'M053']</td>\n",
              "      <td>['P047']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td>P047</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E31</th>\n",
              "      <td>name200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P031']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E32</th>\n",
              "      <td>name201</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M020']</td>\n",
              "      <td>['M047']</td>\n",
              "      <td>['P055']</td>\n",
              "      <td>['P037', 'P103']</td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P055', 'P103']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P055</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E33</th>\n",
              "      <td>name202</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>['M010']</td>\n",
              "      <td>['M020', 'M047', 'M050']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M012', 'M014', 'M074']</td>\n",
              "      <td>['P103']</td>\n",
              "      <td>['P055']</td>\n",
              "      <td>...</td>\n",
              "      <td>False</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>NaN</td>\n",
              "      <td>M010 M020</td>\n",
              "      <td>P103 P049</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E34</th>\n",
              "      <td>name203</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M020', 'M047']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>['M047']</td>\n",
              "      <td>['P103']</td>\n",
              "      <td></td>\n",
              "      <td>M047</td>\n",
              "      <td></td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E35</th>\n",
              "      <td>name204</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>['M047']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M006', 'M025']</td>\n",
              "      <td>['P028', 'P037']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>True</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P037']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P037</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>205 rows × 23 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              name  capacity_PhD  capacity_MSc         MSc: no_1  \\\n",
              "mentor_id                                                          \n",
              "A01          name0             2             1  ['M017', 'M056']   \n",
              "A02          name1             4             0                     \n",
              "A03          name2             2             0                     \n",
              "A04          name3             1             0                     \n",
              "A05          name4             1             0          ['M048']   \n",
              "...            ...           ...           ...               ...   \n",
              "E31        name200             1             0                     \n",
              "E32        name201             2             0                     \n",
              "E33        name202             3             2          ['M010']   \n",
              "E34        name203             1             1                     \n",
              "E35        name204             1             0          ['M047']   \n",
              "\n",
              "                          MSc: no_2         MSc: no_3 MSc: no_4  \\\n",
              "mentor_id                                                         \n",
              "A01                                                               \n",
              "A02                ['M017', 'M040']                               \n",
              "A03                                          ['M017']             \n",
              "A04                                                    ['M017']   \n",
              "A05                                                               \n",
              "...                             ...               ...       ...   \n",
              "E31                                                               \n",
              "E32                                                    ['M020']   \n",
              "E33        ['M020', 'M047', 'M050']                               \n",
              "E34                                  ['M020', 'M047']             \n",
              "E35                                                               \n",
              "\n",
              "                          MSc: no_5                 PhD: no_1  \\\n",
              "mentor_id                                                       \n",
              "A01                        ['M079']  ['P077', 'P094', 'P126']   \n",
              "A02                                  ['P085', 'P089', 'P133']   \n",
              "A03                                                             \n",
              "A04                        ['M037']                             \n",
              "A05                ['M017', 'M053']                  ['P047']   \n",
              "...                             ...                       ...   \n",
              "E31                                                             \n",
              "E32                        ['M047']                  ['P055']   \n",
              "E33        ['M012', 'M014', 'M074']                  ['P103']   \n",
              "E34                                                             \n",
              "E35                ['M006', 'M025']          ['P028', 'P037']   \n",
              "\n",
              "                  PhD: no_2  ... mentee_response      response_MSc  \\\n",
              "mentor_id                    ...                                     \n",
              "A01                          ...            True  ['P126', 'M056']   \n",
              "A02                          ...            True                []   \n",
              "A03                          ...            True                []   \n",
              "A04                          ...           False                     \n",
              "A05                          ...           False                     \n",
              "...                     ...  ...             ...               ...   \n",
              "E31                          ...            True                []   \n",
              "E32        ['P037', 'P103']  ...            True                []   \n",
              "E33                ['P055']  ...           False                     \n",
              "E34                          ...            True          ['M047']   \n",
              "E35                          ...            True                []   \n",
              "\n",
              "                               response_PhD  response_reasons  mentee_MSc  \\\n",
              "mentor_id                                                                   \n",
              "A01                        ['P077', 'P094']                         M056    \n",
              "A02        ['P089', 'P133', 'P060', 'P051']                                 \n",
              "A03                        ['P089', 'P091']                                 \n",
              "A04                                                       NaN               \n",
              "A05                                                       NaN               \n",
              "...                                     ...               ...         ...   \n",
              "E31                                ['P031']                                 \n",
              "E32                        ['P055', 'P103']                                 \n",
              "E33                                                       NaN  M010 M020    \n",
              "E34                                ['P103']                         M047    \n",
              "E35                                ['P037']                                 \n",
              "\n",
              "           mentee_PhD no_match_MSc no_match_PhD raw_capacity_PhD  \\\n",
              "mentor_id                                                          \n",
              "A01             P077             1            1                2   \n",
              "A02             P089             0            1                6   \n",
              "A03                              0            0                1   \n",
              "A04                              0            0                1   \n",
              "A05             P047             0            1                1   \n",
              "...               ...          ...          ...              ...   \n",
              "E31                              0            0                1   \n",
              "E32             P055             0            1                2   \n",
              "E33        P103 P049             2            2                3   \n",
              "E34                              1            0                2   \n",
              "E35             P037             0            1                1   \n",
              "\n",
              "           raw_capacity_MSc  \n",
              "mentor_id                    \n",
              "A01                       2  \n",
              "A02                       3  \n",
              "A03                       0  \n",
              "A04                       0  \n",
              "A05                       0  \n",
              "...                     ...  \n",
              "E31                       0  \n",
              "E32                       0  \n",
              "E33                       2  \n",
              "E34                       0  \n",
              "E35                       0  \n",
              "\n",
              "[205 rows x 23 columns]"
            ]
          },
          "execution_count": 20,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "\n",
        "# reduce columns numbers\n",
        "di_cols = list(df_mentor.columns)\n",
        "for col in ['email', 'review_info', 'assigned_PhD', 'assigned_MSc', 'combined_mentor_id', 'verification_code']:\n",
        "  di_cols.remove(col)\n",
        "\n",
        "df_mentor[di_cols]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aDwyVUbplAmG"
      },
      "source": [
        "## matched mentees"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "f0bKmKzHgE4l",
        "outputId": "dd471a71-49f1-4ade-d669-02a7f7e8d26e"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>no_1</th>\n",
              "      <th>no_2</th>\n",
              "      <th>no_3</th>\n",
              "      <th>no_4</th>\n",
              "      <th>no_5</th>\n",
              "      <th>degree</th>\n",
              "      <th>mentor_response</th>\n",
              "      <th>email</th>\n",
              "      <th>note</th>\n",
              "      <th>mentor</th>\n",
              "      <th>match_note</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mentee_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>M001</th>\n",
              "      <td>name0</td>\n",
              "      <td>A08</td>\n",
              "      <td>A43</td>\n",
              "      <td>A49</td>\n",
              "      <td>A26</td>\n",
              "      <td>A67</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee0@email.com</td>\n",
              "      <td></td>\n",
              "      <td>A49</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M002</th>\n",
              "      <td>name1</td>\n",
              "      <td>B12</td>\n",
              "      <td>E01</td>\n",
              "      <td>E25</td>\n",
              "      <td>E20</td>\n",
              "      <td>E12</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee1@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B12</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M003</th>\n",
              "      <td>name2</td>\n",
              "      <td>A60</td>\n",
              "      <td>A46</td>\n",
              "      <td>A15</td>\n",
              "      <td>A39</td>\n",
              "      <td>E21</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee2@email.com</td>\n",
              "      <td></td>\n",
              "      <td>A39</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M004</th>\n",
              "      <td>name3</td>\n",
              "      <td>E20</td>\n",
              "      <td>E18</td>\n",
              "      <td>E01</td>\n",
              "      <td>E12</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee3@email.com</td>\n",
              "      <td></td>\n",
              "      <td>E20</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M007</th>\n",
              "      <td>name6</td>\n",
              "      <td>E25</td>\n",
              "      <td>E27</td>\n",
              "      <td>E29</td>\n",
              "      <td>E18</td>\n",
              "      <td>E01</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee6@email.com</td>\n",
              "      <td></td>\n",
              "      <td>E25</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P142</th>\n",
              "      <td>name229</td>\n",
              "      <td>B56</td>\n",
              "      <td>B19</td>\n",
              "      <td>B06</td>\n",
              "      <td>B03</td>\n",
              "      <td>B04</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee229@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B56</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P143</th>\n",
              "      <td>name230</td>\n",
              "      <td>B39</td>\n",
              "      <td>B06</td>\n",
              "      <td>B14</td>\n",
              "      <td>B21</td>\n",
              "      <td>B27</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee230@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B06</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P144</th>\n",
              "      <td>name231</td>\n",
              "      <td>C07</td>\n",
              "      <td>C12</td>\n",
              "      <td>C02</td>\n",
              "      <td>C11</td>\n",
              "      <td>C03</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee231@email.com</td>\n",
              "      <td></td>\n",
              "      <td>C12</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P145</th>\n",
              "      <td>name232</td>\n",
              "      <td>D08</td>\n",
              "      <td>D04</td>\n",
              "      <td>B37</td>\n",
              "      <td>B08</td>\n",
              "      <td>B23</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee232@email.com</td>\n",
              "      <td></td>\n",
              "      <td>D08</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P146</th>\n",
              "      <td>name233</td>\n",
              "      <td>B28</td>\n",
              "      <td>C11</td>\n",
              "      <td>B12</td>\n",
              "      <td>B38</td>\n",
              "      <td>B09</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee233@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B28</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>223 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              name no_1 no_2 no_3 no_4 no_5 degree mentor_response  \\\n",
              "mentee_id                                                            \n",
              "M001         name0  A08  A43  A49  A26  A67    MSc                   \n",
              "M002         name1  B12  E01  E25  E20  E12    MSc                   \n",
              "M003         name2  A60  A46  A15  A39  E21    MSc                   \n",
              "M004         name3  E20  E18  E01  E12  E25    MSc                   \n",
              "M007         name6  E25  E27  E29  E18  E01    MSc                   \n",
              "...            ...  ...  ...  ...  ...  ...    ...             ...   \n",
              "P142       name229  B56  B19  B06  B03  B04    PhD                   \n",
              "P143       name230  B39  B06  B14  B21  B27    PhD                   \n",
              "P144       name231  C07  C12  C02  C11  C03    PhD                   \n",
              "P145       name232  D08  D04  B37  B08  B23    PhD                   \n",
              "P146       name233  B28  C11  B12  B38  B09    PhD                   \n",
              "\n",
              "                         email note mentor            match_note  \n",
              "mentee_id                                                         \n",
              "M001         mentee0@email.com         A49   single match, run 1  \n",
              "M002         mentee1@email.com         B12  select from 2, run 1  \n",
              "M003         mentee2@email.com         A39   single match, run 1  \n",
              "M004         mentee3@email.com         E20   single match, run 1  \n",
              "M007         mentee6@email.com         E25   single match, run 1  \n",
              "...                        ...  ...    ...                   ...  \n",
              "P142       mentee229@email.com         B56  select from 2, run 1  \n",
              "P143       mentee230@email.com         B06   single match, run 1  \n",
              "P144       mentee231@email.com         C12   single match, run 1  \n",
              "P145       mentee232@email.com         D08  select from 2, run 1  \n",
              "P146       mentee233@email.com         B28   single match, run 1  \n",
              "\n",
              "[223 rows x 12 columns]"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_mentee.loc[ df_mentee['mentor']!='' ]"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "14nfIuuBlNzG"
      },
      "source": [
        "## unmatched mentees"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "NCChCC9dlS9w",
        "outputId": "aec8fe5c-d811-4d6b-bbc7-5250e25d7646"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>no_1</th>\n",
              "      <th>no_2</th>\n",
              "      <th>no_3</th>\n",
              "      <th>no_4</th>\n",
              "      <th>no_5</th>\n",
              "      <th>degree</th>\n",
              "      <th>mentor_response</th>\n",
              "      <th>email</th>\n",
              "      <th>note</th>\n",
              "      <th>mentor</th>\n",
              "      <th>match_note</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mentee_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>M005</th>\n",
              "      <td>name4</td>\n",
              "      <td>E30</td>\n",
              "      <td>E01</td>\n",
              "      <td>E22</td>\n",
              "      <td>E17</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee4@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M006</th>\n",
              "      <td>name5</td>\n",
              "      <td>E30</td>\n",
              "      <td>E22</td>\n",
              "      <td>E25</td>\n",
              "      <td>E18</td>\n",
              "      <td>E35</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee5@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M017</th>\n",
              "      <td>name16</td>\n",
              "      <td>A01</td>\n",
              "      <td>A02</td>\n",
              "      <td>A03</td>\n",
              "      <td>A04</td>\n",
              "      <td>A05</td>\n",
              "      <td>MSc</td>\n",
              "      <td>He said he needs guidance on GRE study classes...</td>\n",
              "      <td>mentee16@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M030</th>\n",
              "      <td>name29</td>\n",
              "      <td>E01</td>\n",
              "      <td>E25</td>\n",
              "      <td>E19</td>\n",
              "      <td>E22</td>\n",
              "      <td>E17</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee29@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M051</th>\n",
              "      <td>name50</td>\n",
              "      <td>E01</td>\n",
              "      <td>E12</td>\n",
              "      <td>E13</td>\n",
              "      <td>E18</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee50@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M053</th>\n",
              "      <td>name52</td>\n",
              "      <td>A43</td>\n",
              "      <td>A67</td>\n",
              "      <td>A42</td>\n",
              "      <td>A66</td>\n",
              "      <td>A05</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee52@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M061</th>\n",
              "      <td>name60</td>\n",
              "      <td>A22</td>\n",
              "      <td>A57</td>\n",
              "      <td>A18</td>\n",
              "      <td>A44</td>\n",
              "      <td>A54</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee60@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M074</th>\n",
              "      <td>name73</td>\n",
              "      <td>E25</td>\n",
              "      <td>E29</td>\n",
              "      <td>E01</td>\n",
              "      <td>E12</td>\n",
              "      <td>E33</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee73@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M087</th>\n",
              "      <td>name86</td>\n",
              "      <td>E21</td>\n",
              "      <td>E12</td>\n",
              "      <td>E13</td>\n",
              "      <td>E18</td>\n",
              "      <td>E20</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee86@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P041</th>\n",
              "      <td>name128</td>\n",
              "      <td>B40</td>\n",
              "      <td>D04</td>\n",
              "      <td>B45</td>\n",
              "      <td>B12</td>\n",
              "      <td>D06</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee128@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P044</th>\n",
              "      <td>name131</td>\n",
              "      <td>B40</td>\n",
              "      <td>B59</td>\n",
              "      <td>B12</td>\n",
              "      <td>B43</td>\n",
              "      <td>B30</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee131@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "              name no_1 no_2 no_3 no_4 no_5 degree  \\\n",
              "mentee_id                                            \n",
              "M005         name4  E30  E01  E22  E17  E25    MSc   \n",
              "M006         name5  E30  E22  E25  E18  E35    MSc   \n",
              "M017        name16  A01  A02  A03  A04  A05    MSc   \n",
              "M030        name29  E01  E25  E19  E22  E17    MSc   \n",
              "M051        name50  E01  E12  E13  E18  E25    MSc   \n",
              "M053        name52  A43  A67  A42  A66  A05    MSc   \n",
              "M061        name60  A22  A57  A18  A44  A54    MSc   \n",
              "M074        name73  E25  E29  E01  E12  E33    MSc   \n",
              "M087        name86  E21  E12  E13  E18  E20    MSc   \n",
              "P041       name128  B40  D04  B45  B12  D06    PhD   \n",
              "P044       name131  B40  B59  B12  B43  B30    PhD   \n",
              "\n",
              "                                             mentor_response  \\\n",
              "mentee_id                                                      \n",
              "M005                                                           \n",
              "M006                                                           \n",
              "M017       He said he needs guidance on GRE study classes...   \n",
              "M030                                                           \n",
              "M051                                                           \n",
              "M053                                                           \n",
              "M061                                                           \n",
              "M074                                                           \n",
              "M087                                                           \n",
              "P041                                                           \n",
              "P044                                                           \n",
              "\n",
              "                         email note mentor match_note  \n",
              "mentee_id                                              \n",
              "M005         mentee4@email.com                         \n",
              "M006         mentee5@email.com                         \n",
              "M017        mentee16@email.com                         \n",
              "M030        mentee29@email.com                         \n",
              "M051        mentee50@email.com                         \n",
              "M053        mentee52@email.com                         \n",
              "M061        mentee60@email.com                         \n",
              "M074        mentee73@email.com                         \n",
              "M087        mentee86@email.com                         \n",
              "P041       mentee128@email.com                         \n",
              "P044       mentee131@email.com                         "
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_mentee.loc[ df_mentee['mentor']=='' ]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "nOW-O5mWMV_n"
      },
      "outputs": [],
      "source": [
        "\n",
        "## export to csv fes\n",
        "df_mentor.to_csv('output/mentor_matched.csv', encoding='utf_8_sig')\n",
        "df_mentee.to_csv('output/mentee_matched.csv', encoding='utf_8_sig')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HfVi0AfeM3VL",
        "outputId": "e26ecc36-11af-4e8e-84e6-3e37293db70e"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "Index(['name', 'email', 'review_info', 'capacity_PhD', 'capacity_MSc',\n",
              "       'assigned_PhD', 'assigned_MSc', 'MSc: no_1', 'MSc: no_2', 'MSc: no_3',\n",
              "       'MSc: no_4', 'MSc: no_5', 'PhD: no_1', 'PhD: no_2', 'PhD: no_3',\n",
              "       'PhD: no_4', 'PhD: no_5', 'combined_mentor_id', 'verification_code',\n",
              "       'mentee_response', 'response_MSc', 'response_PhD', 'response_reasons',\n",
              "       'mentee_MSc', 'mentee_PhD', 'no_match_MSc', 'no_match_PhD',\n",
              "       'raw_capacity_PhD', 'raw_capacity_MSc'],\n",
              "      dtype='object')"
            ]
          },
          "execution_count": 24,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_mentor.columns"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_MfmYe8O8Hdq"
      },
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TYPvTpe18Hpr"
      },
      "source": [
        "# release 1st-run matched mentor-mentee results"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N95Lg8Uh8aW1"
      },
      "source": [
        "## check over capacity"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 814
        },
        "id": "tl_Dvw2g8ckI",
        "outputId": "51492db4-935c-409b-ea07-3f3001b7cd13"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
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              "\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>email</th>\n",
              "      <th>review_info</th>\n",
              "      <th>capacity_PhD</th>\n",
              "      <th>capacity_MSc</th>\n",
              "      <th>assigned_PhD</th>\n",
              "      <th>assigned_MSc</th>\n",
              "      <th>MSc: no_1</th>\n",
              "      <th>MSc: no_2</th>\n",
              "      <th>MSc: no_3</th>\n",
              "      <th>...</th>\n",
              "      <th>response_MSc</th>\n",
              "      <th>response_PhD</th>\n",
              "      <th>response_reasons</th>\n",
              "      <th>mentee_MSc</th>\n",
              "      <th>mentee_PhD</th>\n",
              "      <th>no_match_MSc</th>\n",
              "      <th>no_match_PhD</th>\n",
              "      <th>raw_capacity_PhD</th>\n",
              "      <th>raw_capacity_MSc</th>\n",
              "      <th>over_capacity</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mentor_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>A01</th>\n",
              "      <td>name0</td>\n",
              "      <td>mentor0@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>['M017', 'M056']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>['P126', 'M056']</td>\n",
              "      <td>['P077', 'P094']</td>\n",
              "      <td></td>\n",
              "      <td>M056</td>\n",
              "      <td>P077</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A02</th>\n",
              "      <td>name1</td>\n",
              "      <td>mentor1@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td>['M017', 'M040']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P089', 'P133', 'P060', 'P051']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P089</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A03</th>\n",
              "      <td>name2</td>\n",
              "      <td>mentor2@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M017']</td>\n",
              "      <td>...</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P089', 'P091']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A04</th>\n",
              "      <td>name3</td>\n",
              "      <td>mentor3@email.com</td>\n",
              "      <td>False</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>A05</th>\n",
              "      <td>name4</td>\n",
              "      <td>mentor4@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>['M048']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>NaN</td>\n",
              "      <td></td>\n",
              "      <td>P047</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E31</th>\n",
              "      <td>name200</td>\n",
              "      <td>mentor200@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P031']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E32</th>\n",
              "      <td>name201</td>\n",
              "      <td>mentor201@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P055', 'P103']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P055</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E33</th>\n",
              "      <td>name202</td>\n",
              "      <td>mentor202@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>['M010']</td>\n",
              "      <td>['M020', 'M047', 'M050']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>NaN</td>\n",
              "      <td>M010 M020</td>\n",
              "      <td>P103 P049</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E34</th>\n",
              "      <td>name203</td>\n",
              "      <td>mentor203@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M020', 'M047']</td>\n",
              "      <td>...</td>\n",
              "      <td>['M047']</td>\n",
              "      <td>['P103']</td>\n",
              "      <td></td>\n",
              "      <td>M047</td>\n",
              "      <td></td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E35</th>\n",
              "      <td>name204</td>\n",
              "      <td>mentor204@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>['M047']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P037']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P037</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>205 rows × 30 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              name                email  review_info  capacity_PhD  \\\n",
              "mentor_id                                                            \n",
              "A01          name0    mentor0@email.com         True             2   \n",
              "A02          name1    mentor1@email.com         True             4   \n",
              "A03          name2    mentor2@email.com         True             2   \n",
              "A04          name3    mentor3@email.com        False             1   \n",
              "A05          name4    mentor4@email.com         True             1   \n",
              "...            ...                  ...          ...           ...   \n",
              "E31        name200  mentor200@email.com         True             1   \n",
              "E32        name201  mentor201@email.com         True             2   \n",
              "E33        name202  mentor202@email.com         True             3   \n",
              "E34        name203  mentor203@email.com         True             1   \n",
              "E35        name204  mentor204@email.com         True             1   \n",
              "\n",
              "           capacity_MSc  assigned_PhD  assigned_MSc         MSc: no_1  \\\n",
              "mentor_id                                                               \n",
              "A01                   1             4             3  ['M017', 'M056']   \n",
              "A02                   0             5             2                     \n",
              "A03                   0             2             1                     \n",
              "A04                   0             1             2                     \n",
              "A05                   0             1             3          ['M048']   \n",
              "...                 ...           ...           ...               ...   \n",
              "E31                   0             1             0                     \n",
              "E32                   0             4             2                     \n",
              "E33                   2             3             7          ['M010']   \n",
              "E34                   1             1             2                     \n",
              "E35                   0             4             3          ['M047']   \n",
              "\n",
              "                          MSc: no_2         MSc: no_3  ...      response_MSc  \\\n",
              "mentor_id                                              ...                     \n",
              "A01                                                    ...  ['P126', 'M056']   \n",
              "A02                ['M017', 'M040']                    ...                []   \n",
              "A03                                          ['M017']  ...                []   \n",
              "A04                                                    ...                     \n",
              "A05                                                    ...                     \n",
              "...                             ...               ...  ...               ...   \n",
              "E31                                                    ...                []   \n",
              "E32                                                    ...                []   \n",
              "E33        ['M020', 'M047', 'M050']                    ...                     \n",
              "E34                                  ['M020', 'M047']  ...          ['M047']   \n",
              "E35                                                    ...                []   \n",
              "\n",
              "                               response_PhD response_reasons  mentee_MSc  \\\n",
              "mentor_id                                                                  \n",
              "A01                        ['P077', 'P094']                        M056    \n",
              "A02        ['P089', 'P133', 'P060', 'P051']                                \n",
              "A03                        ['P089', 'P091']                                \n",
              "A04                                                      NaN               \n",
              "A05                                                      NaN               \n",
              "...                                     ...              ...         ...   \n",
              "E31                                ['P031']                                \n",
              "E32                        ['P055', 'P103']                                \n",
              "E33                                                      NaN  M010 M020    \n",
              "E34                                ['P103']                        M047    \n",
              "E35                                ['P037']                                \n",
              "\n",
              "           mentee_PhD no_match_MSc no_match_PhD raw_capacity_PhD  \\\n",
              "mentor_id                                                          \n",
              "A01             P077             1            1                2   \n",
              "A02             P089             0            1                6   \n",
              "A03                              0            0                1   \n",
              "A04                              0            0                1   \n",
              "A05             P047             0            1                1   \n",
              "...               ...          ...          ...              ...   \n",
              "E31                              0            0                1   \n",
              "E32             P055             0            1                2   \n",
              "E33        P103 P049             2            2                3   \n",
              "E34                              1            0                2   \n",
              "E35             P037             0            1                1   \n",
              "\n",
              "          raw_capacity_MSc  over_capacity  \n",
              "mentor_id                                  \n",
              "A01                      2          False  \n",
              "A02                      3          False  \n",
              "A03                      0          False  \n",
              "A04                      0          False  \n",
              "A05                      0          False  \n",
              "...                    ...            ...  \n",
              "E31                      0          False  \n",
              "E32                      0          False  \n",
              "E33                      2          False  \n",
              "E34                      0           True  \n",
              "E35                      0          False  \n",
              "\n",
              "[205 rows x 30 columns]"
            ]
          },
          "execution_count": 25,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## mark over capacity data\n",
        "\n",
        "df_mentor['over_capacity'] = False\n",
        "\n",
        "for indx in df_mentor.index:\n",
        "  di_mentor = df_mentor.loc[indx]\n",
        "  for degree in ['MSc', 'PhD']:\n",
        "\n",
        "    if di_mentor[f'no_match_{degree}'] > di_mentor[f'raw_capacity_{degree}']:\n",
        "      df_mentor.loc[indx, 'over_capacity'] = True\n",
        "df_mentor"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 737
        },
        "id": "0_1lIk1aBxlY",
        "outputId": "a045e70e-f34c-4270-affd-2cd2b3af7ebe"
      },
      "outputs": [
        {
          "data": {
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              "    .dataframe tbody tr th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>email</th>\n",
              "      <th>review_info</th>\n",
              "      <th>capacity_PhD</th>\n",
              "      <th>capacity_MSc</th>\n",
              "      <th>assigned_PhD</th>\n",
              "      <th>assigned_MSc</th>\n",
              "      <th>MSc: no_1</th>\n",
              "      <th>MSc: no_2</th>\n",
              "      <th>MSc: no_3</th>\n",
              "      <th>...</th>\n",
              "      <th>response_MSc</th>\n",
              "      <th>response_PhD</th>\n",
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              "      <th>mentee_MSc</th>\n",
              "      <th>mentee_PhD</th>\n",
              "      <th>no_match_MSc</th>\n",
              "      <th>no_match_PhD</th>\n",
              "      <th>raw_capacity_PhD</th>\n",
              "      <th>raw_capacity_MSc</th>\n",
              "      <th>over_capacity</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mentor_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>A36</th>\n",
              "      <td>name33</td>\n",
              "      <td>mentor33@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>['M037', 'M067']</td>\n",
              "      <td>['M048']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>['M037', 'M067', 'M048']</td>\n",
              "      <td>['P043', 'P047', 'P109', 'P101']</td>\n",
              "      <td></td>\n",
              "      <td>M037</td>\n",
              "      <td></td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>B23</th>\n",
              "      <td>name85</td>\n",
              "      <td>mentor85@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>9</td>\n",
              "      <td>0</td>\n",
              "      <td>8</td>\n",
              "      <td>1</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P092', 'P063', 'P083', 'P090', 'P018', 'M013...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P092 P083</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>B42</th>\n",
              "      <td>name103</td>\n",
              "      <td>mentor103@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>11</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M034']</td>\n",
              "      <td>...</td>\n",
              "      <td>['M034']</td>\n",
              "      <td>['P042', 'P130', 'P052', 'P129', 'P032']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P042 P052</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>C07</th>\n",
              "      <td>name127</td>\n",
              "      <td>mentor127@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>['M063']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>['M063']</td>\n",
              "      <td>['P036', 'P144']</td>\n",
              "      <td></td>\n",
              "      <td>M063</td>\n",
              "      <td>P036</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>D12</th>\n",
              "      <td>name161</td>\n",
              "      <td>mentor161@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td></td>\n",
              "      <td>['M086']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>['M086']</td>\n",
              "      <td>['P020', 'P097', 'P074']</td>\n",
              "      <td></td>\n",
              "      <td>M086</td>\n",
              "      <td>P020 P097</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E07</th>\n",
              "      <td>name177</td>\n",
              "      <td>mentor177@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td>[]</td>\n",
              "      <td>['P027', 'P050']</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P027 P050</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>E34</th>\n",
              "      <td>name203</td>\n",
              "      <td>mentor203@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>['M020', 'M047']</td>\n",
              "      <td>...</td>\n",
              "      <td>['M047']</td>\n",
              "      <td>['P103']</td>\n",
              "      <td></td>\n",
              "      <td>M047</td>\n",
              "      <td></td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>7 rows × 30 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              name                email  review_info  capacity_PhD  \\\n",
              "mentor_id                                                            \n",
              "A36         name33   mentor33@email.com         True             4   \n",
              "B23         name85   mentor85@email.com         True             9   \n",
              "B42        name103  mentor103@email.com         True             5   \n",
              "C07        name127  mentor127@email.com         True             2   \n",
              "D12        name161  mentor161@email.com         True             3   \n",
              "E07        name177  mentor177@email.com         True             2   \n",
              "E34        name203  mentor203@email.com         True             1   \n",
              "\n",
              "           capacity_MSc  assigned_PhD  assigned_MSc         MSc: no_1  \\\n",
              "mentor_id                                                               \n",
              "A36                   3             4             3  ['M037', 'M067']   \n",
              "B23                   0             8             1                     \n",
              "B42                   1            11             2                     \n",
              "C07                   1             4             1          ['M063']   \n",
              "D12                   1             4             1                     \n",
              "E07                   0             6             0                     \n",
              "E34                   1             1             2                     \n",
              "\n",
              "          MSc: no_2         MSc: no_3  ...              response_MSc  \\\n",
              "mentor_id                              ...                             \n",
              "A36        ['M048']                    ...  ['M037', 'M067', 'M048']   \n",
              "B23                                    ...                        []   \n",
              "B42                          ['M034']  ...                  ['M034']   \n",
              "C07                                    ...                  ['M063']   \n",
              "D12        ['M086']                    ...                  ['M086']   \n",
              "E07                                    ...                        []   \n",
              "E34                  ['M020', 'M047']  ...                  ['M047']   \n",
              "\n",
              "                                                response_PhD response_reasons  \\\n",
              "mentor_id                                                                       \n",
              "A36                         ['P043', 'P047', 'P109', 'P101']                    \n",
              "B23        ['P092', 'P063', 'P083', 'P090', 'P018', 'M013...                    \n",
              "B42                 ['P042', 'P130', 'P052', 'P129', 'P032']                    \n",
              "C07                                         ['P036', 'P144']                    \n",
              "D12                                 ['P020', 'P097', 'P074']                    \n",
              "E07                                         ['P027', 'P050']                    \n",
              "E34                                                 ['P103']                    \n",
              "\n",
              "          mentee_MSc  mentee_PhD no_match_MSc no_match_PhD raw_capacity_PhD  \\\n",
              "mentor_id                                                                     \n",
              "A36            M037                         1            0                3   \n",
              "B23                   P092 P083             0            2                1   \n",
              "B42                   P042 P052             0            2                1   \n",
              "C07            M063        P036             1            1                2   \n",
              "D12            M086   P020 P097             1            2                1   \n",
              "E07                   P027 P050             0            2                1   \n",
              "E34            M047                         1            0                2   \n",
              "\n",
              "          raw_capacity_MSc  over_capacity  \n",
              "mentor_id                                  \n",
              "A36                      0           True  \n",
              "B23                      1           True  \n",
              "B42                      0           True  \n",
              "C07                      0           True  \n",
              "D12                      1           True  \n",
              "E07                      0           True  \n",
              "E34                      0           True  \n",
              "\n",
              "[7 rows x 30 columns]"
            ]
          },
          "execution_count": 26,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## show over capacity mentor\n",
        "\n",
        "df_mentor.loc[ df_mentor['over_capacity'] == True ]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "U_L3DnrU8Um6"
      },
      "outputs": [],
      "source": [
        "## generate verification code 2 for mentor\n",
        "\n",
        "if True: # Warning! do not greate new verification code again after 1st is used!!\n",
        "  import random\n",
        "  import string\n",
        "\n",
        "  def generate_verification_code(length):\n",
        "      characters = string.ascii_letters + string.digits\n",
        "      return ''.join(random.choice(characters) for _ in range(length))\n",
        "\n",
        "  mentors_table = df_mentor.reset_index()\n",
        "  mentors_table[\"verification_code2\"] = mentors_table[\"combined_mentor_id\"].apply(lambda x: generate_verification_code(10))\n",
        "\n",
        "  # with verification code\n",
        "  mentors_table = mentors_table.loc[ mentors_table['no_match_MSc'] + mentors_table['no_match_PhD'] != 0 ]\n",
        "  mentors_table.to_csv('output/mentor_matched_run1.csv', index=False, encoding='utf_8_sig')\n",
        "  mentors_table\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gRNh2qaVRaVE"
      },
      "source": [
        "## produce mentee data"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "3fCG7zzLRd3Q",
        "outputId": "bb36c2aa-74cc-4551-96ba-8d1a5c32fb22"
      },
      "outputs": [
        {
          "data": {
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>name</th>\n",
              "      <th>no_1</th>\n",
              "      <th>no_2</th>\n",
              "      <th>no_3</th>\n",
              "      <th>no_4</th>\n",
              "      <th>no_5</th>\n",
              "      <th>degree</th>\n",
              "      <th>mentor_response</th>\n",
              "      <th>email</th>\n",
              "      <th>note</th>\n",
              "      <th>mentor</th>\n",
              "      <th>match_note</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mentee_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>M001</th>\n",
              "      <td>name0</td>\n",
              "      <td>A08</td>\n",
              "      <td>A43</td>\n",
              "      <td>A49</td>\n",
              "      <td>A26</td>\n",
              "      <td>A67</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee0@email.com</td>\n",
              "      <td></td>\n",
              "      <td>A49</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M002</th>\n",
              "      <td>name1</td>\n",
              "      <td>B12</td>\n",
              "      <td>E01</td>\n",
              "      <td>E25</td>\n",
              "      <td>E20</td>\n",
              "      <td>E12</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee1@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B12</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M003</th>\n",
              "      <td>name2</td>\n",
              "      <td>A60</td>\n",
              "      <td>A46</td>\n",
              "      <td>A15</td>\n",
              "      <td>A39</td>\n",
              "      <td>E21</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee2@email.com</td>\n",
              "      <td></td>\n",
              "      <td>A39</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M004</th>\n",
              "      <td>name3</td>\n",
              "      <td>E20</td>\n",
              "      <td>E18</td>\n",
              "      <td>E01</td>\n",
              "      <td>E12</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee3@email.com</td>\n",
              "      <td></td>\n",
              "      <td>E20</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M005</th>\n",
              "      <td>name4</td>\n",
              "      <td>E30</td>\n",
              "      <td>E01</td>\n",
              "      <td>E22</td>\n",
              "      <td>E17</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee4@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P142</th>\n",
              "      <td>name229</td>\n",
              "      <td>B56</td>\n",
              "      <td>B19</td>\n",
              "      <td>B06</td>\n",
              "      <td>B03</td>\n",
              "      <td>B04</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee229@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B56</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P143</th>\n",
              "      <td>name230</td>\n",
              "      <td>B39</td>\n",
              "      <td>B06</td>\n",
              "      <td>B14</td>\n",
              "      <td>B21</td>\n",
              "      <td>B27</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee230@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B06</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P144</th>\n",
              "      <td>name231</td>\n",
              "      <td>C07</td>\n",
              "      <td>C12</td>\n",
              "      <td>C02</td>\n",
              "      <td>C11</td>\n",
              "      <td>C03</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee231@email.com</td>\n",
              "      <td></td>\n",
              "      <td>C12</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P145</th>\n",
              "      <td>name232</td>\n",
              "      <td>D08</td>\n",
              "      <td>D04</td>\n",
              "      <td>B37</td>\n",
              "      <td>B08</td>\n",
              "      <td>B23</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee232@email.com</td>\n",
              "      <td></td>\n",
              "      <td>D08</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P146</th>\n",
              "      <td>name233</td>\n",
              "      <td>B28</td>\n",
              "      <td>C11</td>\n",
              "      <td>B12</td>\n",
              "      <td>B38</td>\n",
              "      <td>B09</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee233@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B28</td>\n",
              "      <td>single match, run 1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>234 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              name no_1 no_2 no_3 no_4 no_5 degree mentor_response  \\\n",
              "mentee_id                                                            \n",
              "M001         name0  A08  A43  A49  A26  A67    MSc                   \n",
              "M002         name1  B12  E01  E25  E20  E12    MSc                   \n",
              "M003         name2  A60  A46  A15  A39  E21    MSc                   \n",
              "M004         name3  E20  E18  E01  E12  E25    MSc                   \n",
              "M005         name4  E30  E01  E22  E17  E25    MSc                   \n",
              "...            ...  ...  ...  ...  ...  ...    ...             ...   \n",
              "P142       name229  B56  B19  B06  B03  B04    PhD                   \n",
              "P143       name230  B39  B06  B14  B21  B27    PhD                   \n",
              "P144       name231  C07  C12  C02  C11  C03    PhD                   \n",
              "P145       name232  D08  D04  B37  B08  B23    PhD                   \n",
              "P146       name233  B28  C11  B12  B38  B09    PhD                   \n",
              "\n",
              "                         email note mentor            match_note  \n",
              "mentee_id                                                         \n",
              "M001         mentee0@email.com         A49   single match, run 1  \n",
              "M002         mentee1@email.com         B12  select from 2, run 1  \n",
              "M003         mentee2@email.com         A39   single match, run 1  \n",
              "M004         mentee3@email.com         E20   single match, run 1  \n",
              "M005         mentee4@email.com                                    \n",
              "...                        ...  ...    ...                   ...  \n",
              "P142       mentee229@email.com         B56  select from 2, run 1  \n",
              "P143       mentee230@email.com         B06   single match, run 1  \n",
              "P144       mentee231@email.com         C12   single match, run 1  \n",
              "P145       mentee232@email.com         D08  select from 2, run 1  \n",
              "P146       mentee233@email.com         B28   single match, run 1  \n",
              "\n",
              "[234 rows x 12 columns]"
            ]
          },
          "execution_count": 28,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## load previous mentee data\n",
        "# manually match A20 and P115\n",
        "\n",
        "df_mentee = pd.read_csv('output/mentee_matched.csv')\n",
        "df_mentee = df_mentee.fillna('')\n",
        "\n",
        "df_mentee.set_index('mentee_id', inplace=True)\n",
        "df_mentee.loc['P113', 'mentor'] = 'A20'\n",
        "df_mentee.loc['P113', 'match_note'] = 'manually match with A20'\n",
        "\n",
        "df_mentee"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "OBXnlb2JSQ7S",
        "outputId": "f22f5895-b865-4ffd-cfa7-0809c7c4c5bf"
      },
      "outputs": [
        {
          "data": {
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              "  <thead>\n",
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              "      <th>mentor_name</th>\n",
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              "    <tr>\n",
              "      <th>mentee_id</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>M001</th>\n",
              "      <td>name0</td>\n",
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              "      <td>A43</td>\n",
              "      <td>A49</td>\n",
              "      <td>A26</td>\n",
              "      <td>A67</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee0@email.com</td>\n",
              "      <td></td>\n",
              "      <td>A49</td>\n",
              "      <td>single match, run 1</td>\n",
              "      <td>name46</td>\n",
              "      <td>mentor46@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M002</th>\n",
              "      <td>name1</td>\n",
              "      <td>B12</td>\n",
              "      <td>E01</td>\n",
              "      <td>E25</td>\n",
              "      <td>E20</td>\n",
              "      <td>E12</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee1@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B12</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "      <td>name75</td>\n",
              "      <td>mentor75@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M003</th>\n",
              "      <td>name2</td>\n",
              "      <td>A60</td>\n",
              "      <td>A46</td>\n",
              "      <td>A15</td>\n",
              "      <td>A39</td>\n",
              "      <td>E21</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee2@email.com</td>\n",
              "      <td></td>\n",
              "      <td>A39</td>\n",
              "      <td>single match, run 1</td>\n",
              "      <td>name36</td>\n",
              "      <td>mentor36@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M004</th>\n",
              "      <td>name3</td>\n",
              "      <td>E20</td>\n",
              "      <td>E18</td>\n",
              "      <td>E01</td>\n",
              "      <td>E12</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee3@email.com</td>\n",
              "      <td></td>\n",
              "      <td>E20</td>\n",
              "      <td>single match, run 1</td>\n",
              "      <td>name190</td>\n",
              "      <td>mentor190@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>M007</th>\n",
              "      <td>name6</td>\n",
              "      <td>E25</td>\n",
              "      <td>E27</td>\n",
              "      <td>E29</td>\n",
              "      <td>E18</td>\n",
              "      <td>E01</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee6@email.com</td>\n",
              "      <td></td>\n",
              "      <td>E25</td>\n",
              "      <td>single match, run 1</td>\n",
              "      <td>name194</td>\n",
              "      <td>mentor194@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P142</th>\n",
              "      <td>name229</td>\n",
              "      <td>B56</td>\n",
              "      <td>B19</td>\n",
              "      <td>B06</td>\n",
              "      <td>B03</td>\n",
              "      <td>B04</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee229@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B56</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "      <td>name117</td>\n",
              "      <td>mentor117@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P143</th>\n",
              "      <td>name230</td>\n",
              "      <td>B39</td>\n",
              "      <td>B06</td>\n",
              "      <td>B14</td>\n",
              "      <td>B21</td>\n",
              "      <td>B27</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee230@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B06</td>\n",
              "      <td>single match, run 1</td>\n",
              "      <td>name69</td>\n",
              "      <td>mentor69@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P144</th>\n",
              "      <td>name231</td>\n",
              "      <td>C07</td>\n",
              "      <td>C12</td>\n",
              "      <td>C02</td>\n",
              "      <td>C11</td>\n",
              "      <td>C03</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee231@email.com</td>\n",
              "      <td></td>\n",
              "      <td>C12</td>\n",
              "      <td>single match, run 1</td>\n",
              "      <td>name132</td>\n",
              "      <td>mentor132@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P145</th>\n",
              "      <td>name232</td>\n",
              "      <td>D08</td>\n",
              "      <td>D04</td>\n",
              "      <td>B37</td>\n",
              "      <td>B08</td>\n",
              "      <td>B23</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee232@email.com</td>\n",
              "      <td></td>\n",
              "      <td>D08</td>\n",
              "      <td>select from 2, run 1</td>\n",
              "      <td>name157</td>\n",
              "      <td>mentor157@email.com</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>P146</th>\n",
              "      <td>name233</td>\n",
              "      <td>B28</td>\n",
              "      <td>C11</td>\n",
              "      <td>B12</td>\n",
              "      <td>B38</td>\n",
              "      <td>B09</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee233@email.com</td>\n",
              "      <td></td>\n",
              "      <td>B28</td>\n",
              "      <td>single match, run 1</td>\n",
              "      <td>name90</td>\n",
              "      <td>mentor90@email.com</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>223 rows × 14 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "              name no_1 no_2 no_3 no_4 no_5 degree mentor_response  \\\n",
              "mentee_id                                                            \n",
              "M001         name0  A08  A43  A49  A26  A67    MSc                   \n",
              "M002         name1  B12  E01  E25  E20  E12    MSc                   \n",
              "M003         name2  A60  A46  A15  A39  E21    MSc                   \n",
              "M004         name3  E20  E18  E01  E12  E25    MSc                   \n",
              "M007         name6  E25  E27  E29  E18  E01    MSc                   \n",
              "...            ...  ...  ...  ...  ...  ...    ...             ...   \n",
              "P142       name229  B56  B19  B06  B03  B04    PhD                   \n",
              "P143       name230  B39  B06  B14  B21  B27    PhD                   \n",
              "P144       name231  C07  C12  C02  C11  C03    PhD                   \n",
              "P145       name232  D08  D04  B37  B08  B23    PhD                   \n",
              "P146       name233  B28  C11  B12  B38  B09    PhD                   \n",
              "\n",
              "                         email note mentor            match_note mentor_name  \\\n",
              "mentee_id                                                                      \n",
              "M001         mentee0@email.com         A49   single match, run 1      name46   \n",
              "M002         mentee1@email.com         B12  select from 2, run 1      name75   \n",
              "M003         mentee2@email.com         A39   single match, run 1      name36   \n",
              "M004         mentee3@email.com         E20   single match, run 1     name190   \n",
              "M007         mentee6@email.com         E25   single match, run 1     name194   \n",
              "...                        ...  ...    ...                   ...         ...   \n",
              "P142       mentee229@email.com         B56  select from 2, run 1     name117   \n",
              "P143       mentee230@email.com         B06   single match, run 1      name69   \n",
              "P144       mentee231@email.com         C12   single match, run 1     name132   \n",
              "P145       mentee232@email.com         D08  select from 2, run 1     name157   \n",
              "P146       mentee233@email.com         B28   single match, run 1      name90   \n",
              "\n",
              "                  mentor_email  \n",
              "mentee_id                       \n",
              "M001        mentor46@email.com  \n",
              "M002        mentor75@email.com  \n",
              "M003        mentor36@email.com  \n",
              "M004       mentor190@email.com  \n",
              "M007       mentor194@email.com  \n",
              "...                        ...  \n",
              "P142       mentor117@email.com  \n",
              "P143        mentor69@email.com  \n",
              "P144       mentor132@email.com  \n",
              "P145       mentor157@email.com  \n",
              "P146        mentor90@email.com  \n",
              "\n",
              "[223 rows x 14 columns]"
            ]
          },
          "execution_count": 29,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## get mentor's name and email in df_mentee\n",
        "\n",
        "df_mentee_matched = df_mentee.loc[ df_mentee['mentor'] != '' ]\n",
        "df_mentee_matched = df_mentee_matched.loc[ df_mentee_matched['mentor'] != 'withdraw' ]\n",
        "\n",
        "for indx in df_mentee_matched.index:\n",
        "  mentor_id = df_mentee_matched.loc[indx, 'mentor']\n",
        "\n",
        "  df_mentee_matched.loc[indx, 'mentor_name'] = df_mentor.loc[mentor_id, 'name']\n",
        "  df_mentee_matched.loc[indx, 'mentor_email'] = df_mentor.loc[mentor_id, 'email']\n",
        "df_mentee_matched.to_csv('output/mentee_matched_run1.csv', encoding='utf_8_sig')\n",
        "df_mentee_matched"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bbDgktDP7SJM"
      },
      "source": [
        "add a column with mentee names and emails"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 455
        },
        "id": "neL8OFJn841n",
        "outputId": "4c3015dd-7781-4449-f202-8765a571e587"
      },
      "outputs": [
        {
          "data": {
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              "    }\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>mentee_id</th>\n",
              "      <th>no_1</th>\n",
              "      <th>no_2</th>\n",
              "      <th>no_3</th>\n",
              "      <th>no_4</th>\n",
              "      <th>no_5</th>\n",
              "      <th>degree</th>\n",
              "      <th>mentor_response</th>\n",
              "      <th>email</th>\n",
              "      <th>note</th>\n",
              "      <th>mentor</th>\n",
              "      <th>match_note</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>name0</th>\n",
              "      <td>M001</td>\n",
              "      <td>A08</td>\n",
              "      <td>A43</td>\n",
              "      <td>A49</td>\n",
              "      <td>A26</td>\n",
              "      <td>A67</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee0@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name1</th>\n",
              "      <td>M002</td>\n",
              "      <td>B12</td>\n",
              "      <td>E01</td>\n",
              "      <td>E25</td>\n",
              "      <td>E20</td>\n",
              "      <td>E12</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee1@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name2</th>\n",
              "      <td>M003</td>\n",
              "      <td>A60</td>\n",
              "      <td>A46</td>\n",
              "      <td>A15</td>\n",
              "      <td>A39</td>\n",
              "      <td>E21</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee2@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name3</th>\n",
              "      <td>M004</td>\n",
              "      <td>E20</td>\n",
              "      <td>E18</td>\n",
              "      <td>E01</td>\n",
              "      <td>E12</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee3@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name4</th>\n",
              "      <td>M005</td>\n",
              "      <td>E30</td>\n",
              "      <td>E01</td>\n",
              "      <td>E22</td>\n",
              "      <td>E17</td>\n",
              "      <td>E25</td>\n",
              "      <td>MSc</td>\n",
              "      <td></td>\n",
              "      <td>mentee4@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name229</th>\n",
              "      <td>P142</td>\n",
              "      <td>B56</td>\n",
              "      <td>B19</td>\n",
              "      <td>B06</td>\n",
              "      <td>B03</td>\n",
              "      <td>B04</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee229@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name230</th>\n",
              "      <td>P143</td>\n",
              "      <td>B39</td>\n",
              "      <td>B06</td>\n",
              "      <td>B14</td>\n",
              "      <td>B21</td>\n",
              "      <td>B27</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee230@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name231</th>\n",
              "      <td>P144</td>\n",
              "      <td>C07</td>\n",
              "      <td>C12</td>\n",
              "      <td>C02</td>\n",
              "      <td>C11</td>\n",
              "      <td>C03</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee231@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name232</th>\n",
              "      <td>P145</td>\n",
              "      <td>D08</td>\n",
              "      <td>D04</td>\n",
              "      <td>B37</td>\n",
              "      <td>B08</td>\n",
              "      <td>B23</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee232@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>name233</th>\n",
              "      <td>P146</td>\n",
              "      <td>B28</td>\n",
              "      <td>C11</td>\n",
              "      <td>B12</td>\n",
              "      <td>B38</td>\n",
              "      <td>B09</td>\n",
              "      <td>PhD</td>\n",
              "      <td></td>\n",
              "      <td>mentee233@email.com</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>234 rows × 12 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        mentee_id no_1 no_2 no_3 no_4 no_5 degree mentor_response  \\\n",
              "name                                                                \n",
              "name0        M001  A08  A43  A49  A26  A67    MSc                   \n",
              "name1        M002  B12  E01  E25  E20  E12    MSc                   \n",
              "name2        M003  A60  A46  A15  A39  E21    MSc                   \n",
              "name3        M004  E20  E18  E01  E12  E25    MSc                   \n",
              "name4        M005  E30  E01  E22  E17  E25    MSc                   \n",
              "...           ...  ...  ...  ...  ...  ...    ...             ...   \n",
              "name229      P142  B56  B19  B06  B03  B04    PhD                   \n",
              "name230      P143  B39  B06  B14  B21  B27    PhD                   \n",
              "name231      P144  C07  C12  C02  C11  C03    PhD                   \n",
              "name232      P145  D08  D04  B37  B08  B23    PhD                   \n",
              "name233      P146  B28  C11  B12  B38  B09    PhD                   \n",
              "\n",
              "                       email note mentor match_note  \n",
              "name                                                 \n",
              "name0      mentee0@email.com                         \n",
              "name1      mentee1@email.com                         \n",
              "name2      mentee2@email.com                         \n",
              "name3      mentee3@email.com                         \n",
              "name4      mentee4@email.com                         \n",
              "...                      ...  ...    ...        ...  \n",
              "name229  mentee229@email.com                         \n",
              "name230  mentee230@email.com                         \n",
              "name231  mentee231@email.com                         \n",
              "name232  mentee232@email.com                         \n",
              "name233  mentee233@email.com                         \n",
              "\n",
              "[234 rows x 12 columns]"
            ]
          },
          "execution_count": 30,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "## read mentee data\n",
        "\n",
        "df_mentee = pd.read_csv('input/mentee_data.csv')\n",
        "df_mentee = df_mentee.fillna('')\n",
        "df_mentee.set_index('name', drop=True, inplace=True)\n",
        "\n",
        "df_mentee['mentor'] = ''\n",
        "df_mentee['match_note'] = ''\n",
        "\n",
        "df_mentee"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JulFnEegGA3N"
      },
      "source": [
        "add mentee name and email in df_mentor"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 800
        },
        "id": "yznOjeIl7V3O",
        "outputId": "724534ea-d12b-46d6-9020-f4a49cbf49f4"
      },
      "outputs": [
        {
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>mentor_id</th>\n",
              "      <th>name</th>\n",
              "      <th>email</th>\n",
              "      <th>review_info</th>\n",
              "      <th>capacity_PhD</th>\n",
              "      <th>capacity_MSc</th>\n",
              "      <th>assigned_PhD</th>\n",
              "      <th>assigned_MSc</th>\n",
              "      <th>MSc: no_1</th>\n",
              "      <th>MSc: no_2</th>\n",
              "      <th>...</th>\n",
              "      <th>response_reasons</th>\n",
              "      <th>mentee_MSc</th>\n",
              "      <th>mentee_PhD</th>\n",
              "      <th>no_match_MSc</th>\n",
              "      <th>no_match_PhD</th>\n",
              "      <th>raw_capacity_PhD</th>\n",
              "      <th>raw_capacity_MSc</th>\n",
              "      <th>over_capacity</th>\n",
              "      <th>verification_code2</th>\n",
              "      <th>mentee_info_all</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>A01</td>\n",
              "      <td>name0</td>\n",
              "      <td>mentor0@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>['M017', 'M056']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>M056</td>\n",
              "      <td>P077</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "      <td>aHi9gYzT5o</td>\n",
              "      <td>name55 mentee55@email.com; name164 mentee164@e...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>A02</td>\n",
              "      <td>name1</td>\n",
              "      <td>mentor1@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td>['M017', 'M040']</td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P089</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td>False</td>\n",
              "      <td>fb6iI9tNia</td>\n",
              "      <td>name176 mentee176@email.com;</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>A05</td>\n",
              "      <td>name4</td>\n",
              "      <td>mentor4@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>['M048']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P047</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>6o0n0Tuq8Y</td>\n",
              "      <td>name134 mentee134@email.com;</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>A06</td>\n",
              "      <td>name5</td>\n",
              "      <td>mentor5@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>6</td>\n",
              "      <td>3</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P128</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>ZaaMn5UjvA</td>\n",
              "      <td>name215 mentee215@email.com;</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>A07</td>\n",
              "      <td>name6</td>\n",
              "      <td>mentor6@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>6</td>\n",
              "      <td>5</td>\n",
              "      <td>['M052', 'M079']</td>\n",
              "      <td>['M022']</td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>M052 M079</td>\n",
              "      <td>P017</td>\n",
              "      <td>2</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>False</td>\n",
              "      <td>ePkuUG4pbs</td>\n",
              "      <td>name51 mentee51@email.com; name78 mentee78@ema...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>141</th>\n",
              "      <td>E30</td>\n",
              "      <td>name199</td>\n",
              "      <td>mentor199@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>7</td>\n",
              "      <td>3</td>\n",
              "      <td>['M005', 'M006']</td>\n",
              "      <td>['M025']</td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P132</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>O7HpP62GKZ</td>\n",
              "      <td>name219 mentee219@email.com;</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>142</th>\n",
              "      <td>E32</td>\n",
              "      <td>name201</td>\n",
              "      <td>mentor201@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P055</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>KaZORTh97E</td>\n",
              "      <td>name142 mentee142@email.com;</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>143</th>\n",
              "      <td>E33</td>\n",
              "      <td>name202</td>\n",
              "      <td>mentor202@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>['M010']</td>\n",
              "      <td>['M020', 'M047', 'M050']</td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>M010 M020</td>\n",
              "      <td>P103 P049</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>False</td>\n",
              "      <td>eGll2suEbT</td>\n",
              "      <td>name9 mentee9@email.com; name19 mentee19@email...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>144</th>\n",
              "      <td>E34</td>\n",
              "      <td>name203</td>\n",
              "      <td>mentor203@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td>M047</td>\n",
              "      <td></td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>True</td>\n",
              "      <td>kr6hpvp9mx</td>\n",
              "      <td>name46 mentee46@email.com;</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>145</th>\n",
              "      <td>E35</td>\n",
              "      <td>name204</td>\n",
              "      <td>mentor204@email.com</td>\n",
              "      <td>True</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>['M047']</td>\n",
              "      <td></td>\n",
              "      <td>...</td>\n",
              "      <td></td>\n",
              "      <td></td>\n",
              "      <td>P037</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>False</td>\n",
              "      <td>XnajRvRyci</td>\n",
              "      <td>name124 mentee124@email.com;</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>146 rows × 33 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "    mentor_id     name                email  review_info  capacity_PhD  \\\n",
              "0         A01    name0    mentor0@email.com         True             2   \n",
              "1         A02    name1    mentor1@email.com         True             4   \n",
              "2         A05    name4    mentor4@email.com         True             1   \n",
              "3         A06    name5    mentor5@email.com         True             4   \n",
              "4         A07    name6    mentor6@email.com         True             3   \n",
              "..        ...      ...                  ...          ...           ...   \n",
              "141       E30  name199  mentor199@email.com         True             7   \n",
              "142       E32  name201  mentor201@email.com         True             2   \n",
              "143       E33  name202  mentor202@email.com         True             3   \n",
              "144       E34  name203  mentor203@email.com         True             1   \n",
              "145       E35  name204  mentor204@email.com         True             1   \n",
              "\n",
              "     capacity_MSc  assigned_PhD  assigned_MSc         MSc: no_1  \\\n",
              "0               1             4             3  ['M017', 'M056']   \n",
              "1               0             5             2                     \n",
              "2               0             1             3          ['M048']   \n",
              "3               0             6             3                     \n",
              "4               3             6             5  ['M052', 'M079']   \n",
              "..            ...           ...           ...               ...   \n",
              "141             0             7             3  ['M005', 'M006']   \n",
              "142             0             4             2                     \n",
              "143             2             3             7          ['M010']   \n",
              "144             1             1             2                     \n",
              "145             0             4             3          ['M047']   \n",
              "\n",
              "                    MSc: no_2  ... response_reasons  mentee_MSc  mentee_PhD  \\\n",
              "0                              ...                        M056        P077    \n",
              "1            ['M017', 'M040']  ...                                    P089    \n",
              "2                              ...                                    P047    \n",
              "3                              ...                                    P128    \n",
              "4                    ['M022']  ...                   M052 M079        P017    \n",
              "..                        ...  ...              ...         ...         ...   \n",
              "141                  ['M025']  ...                                    P132    \n",
              "142                            ...                                    P055    \n",
              "143  ['M020', 'M047', 'M050']  ...                   M010 M020   P103 P049    \n",
              "144                            ...                        M047                \n",
              "145                            ...                                    P037    \n",
              "\n",
              "    no_match_MSc no_match_PhD raw_capacity_PhD raw_capacity_MSc over_capacity  \\\n",
              "0              1            1                2                2         False   \n",
              "1              0            1                6                3         False   \n",
              "2              0            1                1                0         False   \n",
              "3              0            1                1                0         False   \n",
              "4              2            1                3                3         False   \n",
              "..           ...          ...              ...              ...           ...   \n",
              "141            0            1                3                0         False   \n",
              "142            0            1                2                0         False   \n",
              "143            2            2                3                2         False   \n",
              "144            1            0                2                0          True   \n",
              "145            0            1                1                0         False   \n",
              "\n",
              "    verification_code2                                    mentee_info_all  \n",
              "0           aHi9gYzT5o  name55 mentee55@email.com; name164 mentee164@e...  \n",
              "1           fb6iI9tNia                      name176 mentee176@email.com;   \n",
              "2           6o0n0Tuq8Y                      name134 mentee134@email.com;   \n",
              "3           ZaaMn5UjvA                      name215 mentee215@email.com;   \n",
              "4           ePkuUG4pbs  name51 mentee51@email.com; name78 mentee78@ema...  \n",
              "..                 ...                                                ...  \n",
              "141         O7HpP62GKZ                      name219 mentee219@email.com;   \n",
              "142         KaZORTh97E                      name142 mentee142@email.com;   \n",
              "143         eGll2suEbT  name9 mentee9@email.com; name19 mentee19@email...  \n",
              "144         kr6hpvp9mx                        name46 mentee46@email.com;   \n",
              "145         XnajRvRyci                      name124 mentee124@email.com;   \n",
              "\n",
              "[146 rows x 33 columns]"
            ]
          },
          "execution_count": 31,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "df_mentor = pd.read_csv('output/mentor_matched_run1.csv')\n",
        "df_mentor = df_mentor.fillna('')\n",
        "df_mentor['mentee_info_all'] = ''\n",
        "\n",
        "df_mentee = pd.read_csv('input/mentee_data.csv')\n",
        "df_mentee.set_index('mentee_id', inplace=True)\n",
        "\n",
        "for indx in df_mentor.index:\n",
        "  list_mentees = []\n",
        "  for degree in ['MSc', 'PhD']:\n",
        "    list_mentees += df_mentor.loc[indx, f'mentee_{degree}'].split(' ')\n",
        "\n",
        "  for mentee_id in list_mentees:\n",
        "    if mentee_id == '': continue  # remove empty element\n",
        "\n",
        "    df_mentor.loc[indx, 'mentee_info_all'] += df_mentee.loc[mentee_id, 'name'] + ' ' + str(df_mentee.loc[mentee_id, 'email']) + '; '\n",
        "\n",
        "df_mentor.to_csv('output/mentee_matched_email.csv', encoding='utf_8_sig')\n",
        "df_mentor"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
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      "codemirror_mode": {
        "name": "ipython",
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      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
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