Pandas_Pipe_Zoumana.ipynb

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      "source": [
        "# Efficient Data Preprocessing with Pandas Pipe"
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              "        Full_Name    Degree     From Application_date  From_office (min)\n",
              "0      Aida, Kone    Master  Abidjan       2022-11-17                120\n",
              "1   Mamadou, Diop    Master    Dakar       2022-09-23                 95\n",
              "2  Ismael, Camara  Bachelor   Bamako       2021-12-02                 75\n",
              "3   Aicha, Konate       PhD  Abidjan       2022-08-25                 80\n",
              "4  Fanta, Koumare    Master  Konakry       2022-01-07                100\n",
              "5   Khalil, Cisse       PhD     Lomé       2022-12-26                 34"
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              "      <td>Aida, Kone</td>\n",
              "      <td>Master</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-11-17</td>\n",
              "      <td>120</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Mamadou, Diop</td>\n",
              "      <td>Master</td>\n",
              "      <td>Dakar</td>\n",
              "      <td>2022-09-23</td>\n",
              "      <td>95</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Ismael, Camara</td>\n",
              "      <td>Bachelor</td>\n",
              "      <td>Bamako</td>\n",
              "      <td>2021-12-02</td>\n",
              "      <td>75</td>\n",
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              "      <th>3</th>\n",
              "      <td>Aicha, Konate</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-08-25</td>\n",
              "      <td>80</td>\n",
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              "      <th>4</th>\n",
              "      <td>Fanta, Koumare</td>\n",
              "      <td>Master</td>\n",
              "      <td>Konakry</td>\n",
              "      <td>2022-01-07</td>\n",
              "      <td>100</td>\n",
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              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Khalil, Cisse</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Lomé</td>\n",
              "      <td>2022-12-26</td>\n",
              "      <td>34</td>\n",
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      ],
      "source": [
        "import pandas as pd\n",
        "\n",
        "candidates= {\n",
        "    'Full_Name':[\"Aida, Kone\",\"Mamadou, Diop\",\"Ismael, Camara\",\"Aicha, Konate\",\n",
        "                 \"Fanta, Koumare\", \"Khalil, Cisse\"],\n",
        "    'Degree':['Master','Master','Bachelor', \"PhD\", \"Master\", \"PhD\"],\n",
        "    'From':[\"Abidjan\",\"Dakar\",\"Bamako\", \"Abidjan\",\"Konakry\", \"Lomé\"],\n",
        "    'Application_date': ['11/17/2022', '09/23/2022', '12/2/2021', \n",
        "                         '08/25/2022', '01/07/2022', '12/26/2022'],\n",
        "    'From_office (min)': [120,95,75, 80,100, 34]\n",
        "          }\n",
        "candidates_df = pd.DataFrame(candidates)\n",
        "candidates_df['Application_date'] = pd.to_datetime(candidates_df[\"Application_date\"])\n",
        "\n",
        "candidates_df"
      ]
    },
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      "source": [
        "## Task 1"
      ],
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        "def get_first_last_name(df, col_name):\n",
        "\n",
        "  final_df = df.copy()\n",
        "\n",
        "  splited_full_name = final_df[col_name].str.split(\",\", expand=True)\n",
        "\n",
        "  final_df[\"First_Name\"] = splited_full_name.get(0)\n",
        "  final_df[\"Last_Name\"] = splited_full_name.get(1)\n",
        "\n",
        "  return final_df\n",
        "\n",
        "result_task1 = get_first_last_name(candidates_df, \"Full_Name\")\n",
        "result_task1"
      ],
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            "text/plain": [
              "        Full_Name    Degree     From Application_date  From_office (min)  \\\n",
              "0      Aida, Kone    Master  Abidjan       2022-11-17                120   \n",
              "1   Mamadou, Diop    Master    Dakar       2022-09-23                 95   \n",
              "2  Ismael, Camara  Bachelor   Bamako       2021-12-02                 75   \n",
              "3   Aicha, Konate       PhD  Abidjan       2022-08-25                 80   \n",
              "4  Fanta, Koumare    Master  Konakry       2022-01-07                100   \n",
              "5   Khalil, Cisse       PhD     Lomé       2022-12-26                 34   \n",
              "\n",
              "  First_Name Last_Name  \n",
              "0       Aida      Kone  \n",
              "1    Mamadou      Diop  \n",
              "2     Ismael    Camara  \n",
              "3      Aicha    Konate  \n",
              "4      Fanta   Koumare  \n",
              "5     Khalil     Cisse  "
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              "      <th>0</th>\n",
              "      <td>Aida, Kone</td>\n",
              "      <td>Master</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-11-17</td>\n",
              "      <td>120</td>\n",
              "      <td>Aida</td>\n",
              "      <td>Kone</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Mamadou, Diop</td>\n",
              "      <td>Master</td>\n",
              "      <td>Dakar</td>\n",
              "      <td>2022-09-23</td>\n",
              "      <td>95</td>\n",
              "      <td>Mamadou</td>\n",
              "      <td>Diop</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Ismael, Camara</td>\n",
              "      <td>Bachelor</td>\n",
              "      <td>Bamako</td>\n",
              "      <td>2021-12-02</td>\n",
              "      <td>75</td>\n",
              "      <td>Ismael</td>\n",
              "      <td>Camara</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Aicha, Konate</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-08-25</td>\n",
              "      <td>80</td>\n",
              "      <td>Aicha</td>\n",
              "      <td>Konate</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Fanta, Koumare</td>\n",
              "      <td>Master</td>\n",
              "      <td>Konakry</td>\n",
              "      <td>2022-01-07</td>\n",
              "      <td>100</td>\n",
              "      <td>Fanta</td>\n",
              "      <td>Koumare</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Khalil, Cisse</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Lomé</td>\n",
              "      <td>2022-12-26</td>\n",
              "      <td>34</td>\n",
              "      <td>Khalil</td>\n",
              "      <td>Cisse</td>\n",
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              "                                                     [key], {});\n",
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      "cell_type": "markdown",
      "source": [
        "## Task 2"
      ],
      "metadata": {
        "id": "UAXC0g0kxFER"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def get_application_date_info(df, column_name):\n",
        "\n",
        "  application_date = df[column_name]\n",
        "\n",
        "  final_df = df.copy()\n",
        "\n",
        "  final_df[\"Day\"] = application_date.dt.day \n",
        "  final_df[\"Month\"] = application_date.dt.month \n",
        "  final_df[\"Year\"] = application_date.dt.year \n",
        "  final_df[\"Day_of_week\"] = application_date.dt.day_name()\n",
        "  final_df[\"Month_of_year\"] = application_date.dt.month_name()\n",
        "\n",
        "  return final_df\n",
        "\n",
        "result_task2 = get_application_date_info(candidates_df, \"Application_date\")\n",
        "result_task2"
      ],
      "metadata": {
        "colab": {
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        "id": "XWAGmWefxB16",
        "outputId": "c2507f84-c1f2-4c8b-a70e-7400d875dbe9"
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      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Full_Name    Degree     From Application_date  From_office (min)  Day  \\\n",
              "0      Aida, Kone    Master  Abidjan       2022-11-17                120   17   \n",
              "1   Mamadou, Diop    Master    Dakar       2022-09-23                 95   23   \n",
              "2  Ismael, Camara  Bachelor   Bamako       2021-12-02                 75    2   \n",
              "3   Aicha, Konate       PhD  Abidjan       2022-08-25                 80   25   \n",
              "4  Fanta, Koumare    Master  Konakry       2022-01-07                100    7   \n",
              "5   Khalil, Cisse       PhD     Lomé       2022-12-26                 34   26   \n",
              "\n",
              "   Month  Year Day_of_week Month_of_year  \n",
              "0     11  2022    Thursday      November  \n",
              "1      9  2022      Friday     September  \n",
              "2     12  2021    Thursday      December  \n",
              "3      8  2022    Thursday        August  \n",
              "4      1  2022      Friday       January  \n",
              "5     12  2022      Monday      December  "
            ],
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              "\n",
              "  <div id=\"df-e316d6ac-9fca-4ac0-8ad7-ffd49e67c1aa\">\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Full_Name</th>\n",
              "      <th>Degree</th>\n",
              "      <th>From</th>\n",
              "      <th>Application_date</th>\n",
              "      <th>From_office (min)</th>\n",
              "      <th>Day</th>\n",
              "      <th>Month</th>\n",
              "      <th>Year</th>\n",
              "      <th>Day_of_week</th>\n",
              "      <th>Month_of_year</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Aida, Kone</td>\n",
              "      <td>Master</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-11-17</td>\n",
              "      <td>120</td>\n",
              "      <td>17</td>\n",
              "      <td>11</td>\n",
              "      <td>2022</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>November</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Mamadou, Diop</td>\n",
              "      <td>Master</td>\n",
              "      <td>Dakar</td>\n",
              "      <td>2022-09-23</td>\n",
              "      <td>95</td>\n",
              "      <td>23</td>\n",
              "      <td>9</td>\n",
              "      <td>2022</td>\n",
              "      <td>Friday</td>\n",
              "      <td>September</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Ismael, Camara</td>\n",
              "      <td>Bachelor</td>\n",
              "      <td>Bamako</td>\n",
              "      <td>2021-12-02</td>\n",
              "      <td>75</td>\n",
              "      <td>2</td>\n",
              "      <td>12</td>\n",
              "      <td>2021</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>December</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Aicha, Konate</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-08-25</td>\n",
              "      <td>80</td>\n",
              "      <td>25</td>\n",
              "      <td>8</td>\n",
              "      <td>2022</td>\n",
              "      <td>Thursday</td>\n",
              "      <td>August</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Fanta, Koumare</td>\n",
              "      <td>Master</td>\n",
              "      <td>Konakry</td>\n",
              "      <td>2022-01-07</td>\n",
              "      <td>100</td>\n",
              "      <td>7</td>\n",
              "      <td>1</td>\n",
              "      <td>2022</td>\n",
              "      <td>Friday</td>\n",
              "      <td>January</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Khalil, Cisse</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Lomé</td>\n",
              "      <td>2022-12-26</td>\n",
              "      <td>34</td>\n",
              "      <td>26</td>\n",
              "      <td>12</td>\n",
              "      <td>2022</td>\n",
              "      <td>Monday</td>\n",
              "      <td>December</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e316d6ac-9fca-4ac0-8ad7-ffd49e67c1aa')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e316d6ac-9fca-4ac0-8ad7-ffd49e67c1aa button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e316d6ac-9fca-4ac0-8ad7-ffd49e67c1aa');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Task 3"
      ],
      "metadata": {
        "id": "aE3U8aOkxJXx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def info_by_row(row):\n",
        "\n",
        "  # Select columns of interest \n",
        "  full_name = row.Full_Name.replace(\",\", \" \")\n",
        "  is_from = row.From\n",
        "  degree = row.Degree\n",
        "  from_office = row[\"From_office (min)\"]\n",
        "\n",
        "  # Generate the description from previous variables\n",
        "  info = f\"\"\"{full_name} from {is_from} holds a {degree} degree \n",
        "              and lives {from_office} from the office\"\"\"\n",
        "\n",
        "  return info\n",
        "\n",
        "# Create the info\n",
        "def candidate_info(df):\n",
        "\n",
        "  final_df = df.copy()\n",
        "\n",
        "  final_df[\"Info\"] = final_df.apply(lambda row: info_by_row(row), axis=1)\n",
        "\n",
        "  return final_df\n",
        "\n",
        "# Apply the function for Task 3\n",
        "result_task3 = candidate_info(candidates_df)\n",
        "result_task3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "q-P2MJp8xGgB",
        "outputId": "0204f94d-cc23-4ec6-95d4-62cab082a062"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Full_Name    Degree     From Application_date  From_office (min)  \\\n",
              "0      Aida, Kone    Master  Abidjan       2022-11-17                120   \n",
              "1   Mamadou, Diop    Master    Dakar       2022-09-23                 95   \n",
              "2  Ismael, Camara  Bachelor   Bamako       2021-12-02                 75   \n",
              "3   Aicha, Konate       PhD  Abidjan       2022-08-25                 80   \n",
              "4  Fanta, Koumare    Master  Konakry       2022-01-07                100   \n",
              "5   Khalil, Cisse       PhD     Lomé       2022-12-26                 34   \n",
              "\n",
              "                                                Info  \n",
              "0  Aida  Kone from Abidjan holds a Master degree ...  \n",
              "1  Mamadou  Diop from Dakar holds a Master degree...  \n",
              "2  Ismael  Camara from Bamako holds a Bachelor de...  \n",
              "3  Aicha  Konate from Abidjan holds a PhD degree ...  \n",
              "4  Fanta  Koumare from Konakry holds a Master deg...  \n",
              "5  Khalil  Cisse from Lomé holds a PhD degree \\n ...  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-915936e3-2443-41a1-9430-d5f6764d571e\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
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              "    .dataframe thead th {\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>Full_Name</th>\n",
              "      <th>Degree</th>\n",
              "      <th>From</th>\n",
              "      <th>Application_date</th>\n",
              "      <th>From_office (min)</th>\n",
              "      <th>Info</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Aida, Kone</td>\n",
              "      <td>Master</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-11-17</td>\n",
              "      <td>120</td>\n",
              "      <td>Aida  Kone from Abidjan holds a Master degree ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>Mamadou, Diop</td>\n",
              "      <td>Master</td>\n",
              "      <td>Dakar</td>\n",
              "      <td>2022-09-23</td>\n",
              "      <td>95</td>\n",
              "      <td>Mamadou  Diop from Dakar holds a Master degree...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>Ismael, Camara</td>\n",
              "      <td>Bachelor</td>\n",
              "      <td>Bamako</td>\n",
              "      <td>2021-12-02</td>\n",
              "      <td>75</td>\n",
              "      <td>Ismael  Camara from Bamako holds a Bachelor de...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>Aicha, Konate</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Abidjan</td>\n",
              "      <td>2022-08-25</td>\n",
              "      <td>80</td>\n",
              "      <td>Aicha  Konate from Abidjan holds a PhD degree ...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Fanta, Koumare</td>\n",
              "      <td>Master</td>\n",
              "      <td>Konakry</td>\n",
              "      <td>2022-01-07</td>\n",
              "      <td>100</td>\n",
              "      <td>Fanta  Koumare from Konakry holds a Master deg...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>Khalil, Cisse</td>\n",
              "      <td>PhD</td>\n",
              "      <td>Lomé</td>\n",
              "      <td>2022-12-26</td>\n",
              "      <td>34</td>\n",
              "      <td>Khalil  Cisse from Lomé holds a PhD degree \\n ...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-915936e3-2443-41a1-9430-d5f6764d571e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
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              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-915936e3-2443-41a1-9430-d5f6764d571e button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-915936e3-2443-41a1-9430-d5f6764d571e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## The Use of Pipe"
      ],
      "metadata": {
        "id": "PgDPe02UxLzW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create the pipe by using calling all the functions. \n",
        "preprocessed_candidates = (candidates_df.\n",
        "                            pipe(get_first_last_name, \"Full_Name\").\n",
        "                            pipe(get_application_date_info, \"Application_date\").\n",
        "                            pipe(candidate_info)\n",
        "                          )\n",
        "\n",
        "# Show the final result\n",
        "preprocessed_candidates"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "Y46En3VrxLRp",
        "outputId": "e2ca2522-d8ec-427c-9baf-f17559aa9978"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "        Full_Name    Degree     From Application_date  From_office (min)  \\\n",
              "0      Aida, Kone    Master  Abidjan       2022-11-17                120   \n",
              "1   Mamadou, Diop    Master    Dakar       2022-09-23                 95   \n",
              "2  Ismael, Camara  Bachelor   Bamako       2021-12-02                 75   \n",
              "3   Aicha, Konate       PhD  Abidjan       2022-08-25                 80   \n",
              "4  Fanta, Koumare    Master  Konakry       2022-01-07                100   \n",
              "5   Khalil, Cisse       PhD     Lomé       2022-12-26                 34   \n",
              "\n",
              "  First_Name Last_Name  Day  Month  Year Day_of_week Month_of_year  \\\n",
              "0       Aida      Kone   17     11  2022    Thursday      November   \n",
              "1    Mamadou      Diop   23      9  2022      Friday     September   \n",
              "2     Ismael    Camara    2     12  2021    Thursday      December   \n",
              "3      Aicha    Konate   25      8  2022    Thursday        August   \n",
              "4      Fanta   Koumare    7      1  2022      Friday       January   \n",
              "5     Khalil     Cisse   26     12  2022      Monday      December   \n",
              "\n",
              "                                                Info  \n",
              "0  Aida  Kone from Abidjan holds a Master degree ...  \n",
              "1  Mamadou  Diop from Dakar holds a Master degree...  \n",
              "2  Ismael  Camara from Bamako holds a Bachelor de...  \n",
              "3  Aicha  Konate from Abidjan holds a PhD degree ...  \n",
              "4  Fanta  Koumare from Konakry holds a Master deg...  \n",
              "5  Khalil  Cisse from Lomé holds a PhD degree \\n ...  "
            ],
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          "metadata": {},
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    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "1AAyDPvJxKhj"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}