diff --git "a/processed_data/nobrokrage.ipynb" "b/processed_data/nobrokrage.ipynb"
new file mode 100644--- /dev/null
+++ "b/processed_data/nobrokrage.ipynb"
@@ -0,0 +1,16984 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "metadata": {
+        "id": "93YVMbfRxgWG"
+      },
+      "outputs": [],
+      "source": [
+        "import pandas as pd"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 608
+        },
+        "id": "856e2ad6",
+        "outputId": "9535490d-5e7d-4830-deee-59ea2f434b54"
+      },
+      "source": [
+        "project_df = pd.read_csv('/content/project.csv', sep=',', on_bad_lines='skip')\n",
+        "display(project_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "   id                          projectType  \\\n",
+              "0  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "1  cmf5r6hv00001vxptnfichhfl   RESIDENTIAL   \n",
+              "2  cmfawdrno0007vc18l0fm0z2j   RESIDENTIAL   \n",
+              "3  cmfaxq2oo0020vc1806nmle00   RESIDENTIAL   \n",
+              "4  cmfaycwy70036vc18ppmb8mwh   RESIDENTIAL   \n",
+              "\n",
+              "    projectName                                 projectCategory  \\\n",
+              "0   Ashwini                                     STANDALONE        \n",
+              "1   Pristine02                                  STANDALONE        \n",
+              "2   Gurukripa                                   COMPLEX           \n",
+              "3   Hari om                                     STANDALONE        \n",
+              "4   Om makarand heights                         STANDALONE        \n",
+              "\n",
+              "    slug                                                        slugId  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "1   pristine02-modelcolony-shivajinagar-pune-428955                      \n",
+              "2   gurukripa-ashoknagar-chembur-mumbai-086047                           \n",
+              "3   hari-om-ashoknagar-chembur-mumbai-650559                             \n",
+              "4   om-makarand-heights-ashoknagar-chembur-mumbai-716337                 \n",
+              "\n",
+              "    status               projectAge  \\\n",
+              "0   UNDER_CONSTRUCTION                \n",
+              "1   READY_TO_MOVE               0.0   \n",
+              "2   UNDER_CONSTRUCTION                \n",
+              "3   UNDER_CONSTRUCTION                \n",
+              "4   UNDER_CONSTRUCTION                \n",
+              "\n",
+              "    reraId                                           \\\n",
+              "0   \"[\"\"P99000056045\"\"]\"                              \n",
+              "1   \"[\"\"P52100032109\"\"]\"                              \n",
+              "2   \"[\"\"[\\\"\"P51800047648\\\"\"]\"\"]\"                      \n",
+              "3   \"[\"\"P51800066536\"\"]\"                              \n",
+              "4   \"[\"\"P51800052217\"\"]\"                              \n",
+              "\n",
+              "    countryId                   stateId                    \\\n",
+              "0   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "1   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "2   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "3   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "4   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "\n",
+              "    cityId                      localityId                 \\\n",
+              "0   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "1   cmf6nu3ru000gvcxspxarll3v   cmf6pk0cn0033vcxshxbf5hdh   \n",
+              "2   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "3   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "4   cmf50r5a00000vcj0k1iuocuu   cmf6oxndf0021vcxsvog0r7bk   \n",
+              "\n",
+              "    subLocalityId              \\\n",
+              "0   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "1   cmfdn705v001pvc90uyle9m34   \n",
+              "2   cmf51ix980003vcj0z7abv17k   \n",
+              "3   cmfcec5ph007ivca007lzj3b3   \n",
+              "4   cmfcewd9m007svca0b4pla35a   \n",
+              "\n",
+              "    projectSummary                                                                                                                                                                                                                                                                                                                                                                                                                                                                                    \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "\n",
+              "         possessionDate  \n",
+              "0   2025-09-28 00:00:00  \n",
+              "1                        \n",
+              "2                        \n",
+              "3                        \n",
+              "4   2025-09-21 00:00:00  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-1d382c9b-4c92-47e8-a435-54ae86beaca4\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>stateId</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmf5r6hv00001vxptnfichhfl</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Pristine02</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>pristine02-modelcolony-shivajinagar-pune-428955</td>\n",
+              "      <td></td>\n",
+              "      <td>READY_TO_MOVE</td>\n",
+              "      <td>0.0</td>\n",
+              "      <td>\"[\"\"P52100032109\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pk0cn0033vcxshxbf5hdh</td>\n",
+              "      <td>cmfdn705v001pvc90uyle9m34</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfawdrno0007vc18l0fm0z2j</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Gurukripa</td>\n",
+              "      <td>COMPLEX</td>\n",
+              "      <td>gurukripa-ashoknagar-chembur-mumbai-086047</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800047648\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfaxq2oo0020vc1806nmle00</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Hari om</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>hari-om-ashoknagar-chembur-mumbai-650559</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P51800066536\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmfcec5ph007ivca007lzj3b3</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmfaycwy70036vc18ppmb8mwh</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Om makarand heights</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>om-makarand-heights-ashoknagar-chembur-mumbai-716337</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P51800052217\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf6oxndf0021vcxsvog0r7bk</td>\n",
+              "      <td>cmfcewd9m007svca0b4pla35a</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-21 00:00:00</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1d382c9b-4c92-47e8-a435-54ae86beaca4')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-1d382c9b-4c92-47e8-a435-54ae86beaca4 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-1d382c9b-4c92-47e8-a435-54ae86beaca4');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-b1b15e7a-1950-402f-b0ac-1e99958b23df\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-b1b15e7a-1950-402f-b0ac-1e99958b23df')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-b1b15e7a-1950-402f-b0ac-1e99958b23df button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(project_df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id                       \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"cmf5r6hv00001vxptnfichhfl\",\n          \"cmfaycwy70036vc18ppmb8mwh\",\n          \"cmfawdrno0007vc18l0fm0z2j\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" RESIDENTIAL\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectName                              \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" Pristine02                               \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectCategory\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" COMPLEX        \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" slug                                                     \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" pristine02-modelcolony-shivajinagar-pune-428955          \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" slugId\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"       \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" status            \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" READY_TO_MOVE     \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectAge\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"        0.0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" reraId                                         \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" \\\"[\\\"\\\"P52100032109\\\"\\\"]\\\"                           \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" countryId                \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" cmf3zcoe80000vcf8sd4qfpwd\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" stateId                  \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" cmf3ze56e0002vcf8e0hjqnsw\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" cityId                   \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" cmf50r5a00000vcj0k1iuocuu\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" localityId               \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \" cmf6pk0cn0033vcxshxbf5hdh\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" subLocalityId            \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" cmfdn705v001pvc90uyle9m34\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectSummary                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" possessionDate\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" 2025-09-28 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 379
+        },
+        "id": "29bd19e6",
+        "outputId": "94dfdf8c-0302-47dd-8c45-7444ea5e73cb"
+      },
+      "source": [
+        "project_address_df = pd.read_csv('/content/ProjectAddress.csv', sep=',', on_bad_lines='skip')\n",
+        "display(project_address_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "   id                          projectId                  \\\n",
+              "0  cmf53kl01000nvcu8ibut7fka   cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1  cmfc6pq1n000cvca0gpdjstzf   cmfc6pq1k0001vca0ikzb258m   \n",
+              "2  cmfc79ip8001lvca0o1ls6fuz   cmfc79ip5001cvca0qht6o44p   \n",
+              "3  cmfcccifw004vvca0mvtcgxos   cmfcccifs004nvca0b7im3r5a   \n",
+              "4  cmff8swbn0007vxp7bhj7cmqv   cmff8swbm0001vxp7pe3neibi   \n",
+              "\n",
+              "    landmark                                 \\\n",
+              "0   Babys school                              \n",
+              "1   JBCN International School Mulund          \n",
+              "2   JBCN International School Parel           \n",
+              "3   Lodha Xperia Mall                         \n",
+              "4   sdfgb                                     \n",
+              "\n",
+              "    fullAddress                                                                                                                                     \\\n",
+              "0   Mumbai chembur                                                                                                                                   \n",
+              "1   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "2   AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015                               \n",
+              "3   64C5+C63 Dombivli East Dombivli Maharashtra 421301                                                                                               \n",
+              "4   asdfgh                                                                                                                                           \n",
+              "\n",
+              "    pincode  \n",
+              "0    411017  \n",
+              "1    400081  \n",
+              "2    400015  \n",
+              "3    421201  \n",
+              "4    123456  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-ef6fca8d-b28a-4d23-b2b9-cf8e25b923ef\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id</th>\n",
+              "      <th>projectId</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur</td>\n",
+              "      <td>411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfc79ip8001lvca0o1ls6fuz</td>\n",
+              "      <td>cmfc79ip5001cvca0qht6o44p</td>\n",
+              "      <td>JBCN International School Parel</td>\n",
+              "      <td>AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015</td>\n",
+              "      <td>400015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfcccifw004vvca0mvtcgxos</td>\n",
+              "      <td>cmfcccifs004nvca0b7im3r5a</td>\n",
+              "      <td>Lodha Xperia Mall</td>\n",
+              "      <td>64C5+C63 Dombivli East Dombivli Maharashtra 421301</td>\n",
+              "      <td>421201</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmff8swbn0007vxp7bhj7cmqv</td>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>sdfgb</td>\n",
+              "      <td>asdfgh</td>\n",
+              "      <td>123456</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-ef6fca8d-b28a-4d23-b2b9-cf8e25b923ef')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-ef6fca8d-b28a-4d23-b2b9-cf8e25b923ef 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-ef6fca8d-b28a-4d23-b2b9-cf8e25b923ef');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-3eefaf98-5329-4621-915b-0d3dc3c4f47d\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3eefaf98-5329-4621-915b-0d3dc3c4f47d')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-3eefaf98-5329-4621-915b-0d3dc3c4f47d button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(project_address_df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id                       \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"cmfc6pq1n000cvca0gpdjstzf\",\n          \"cmff8swbn0007vxp7bhj7cmqv\",\n          \"cmfc79ip8001lvca0o1ls6fuz\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectId                \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" cmfc6pq1k0001vca0ikzb258m\",\n          \" cmff8swbm0001vxp7pe3neibi\",\n          \" cmfc79ip5001cvca0qht6o44p\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" landmark                               \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" JBCN International School Mulund       \",\n          \" sdfgb                                  \",\n          \" JBCN International School Parel        \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" fullAddress                                                                                                                                   \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         \",\n          \" asdfgh                                                                                                                                        \",\n          \" AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015                            \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" pincode\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 127590,\n        \"min\": 123456,\n        \"max\": 421201,\n        \"num_unique_values\": 5,\n        \"samples\": [\n          400081,\n          123456,\n          400015\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "666d8cd0",
+        "outputId": "cd2d31ed-0cf9-4cf6-96ef-c3aebe1c8a34"
+      },
+      "source": [
+        "print(project_df.columns)\n",
+        "print(project_address_df.columns)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['id                       ', ' projectType',\n",
+            "       ' projectName                              ', ' projectCategory',\n",
+            "       ' slug                                                     ', ' slugId',\n",
+            "       ' status            ', ' projectAge',\n",
+            "       ' reraId                                         ',\n",
+            "       ' countryId                ', ' stateId                  ',\n",
+            "       ' cityId                   ', ' localityId               ',\n",
+            "       ' subLocalityId            ',\n",
+            "       ' projectSummary                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ',\n",
+            "       ' possessionDate'],\n",
+            "      dtype='object')\n",
+            "Index(['id                       ', ' projectId                ',\n",
+            "       ' landmark                               ',\n",
+            "       ' fullAddress                                                                                                                                   ',\n",
+            "       ' pincode'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 781
+        },
+        "id": "b1681fd7",
+        "outputId": "f1530172-3374-4113-f6b2-4b70ddf082df"
+      },
+      "source": [
+        "# merging the two tables\n",
+        "project_df.columns = project_df.columns.str.strip()\n",
+        "project_address_df.columns = project_address_df.columns.str.strip()\n",
+        "project_df['id'] = project_df['id'].str.strip()\n",
+        "project_address_df['projectId'] = project_address_df['projectId'].str.strip()\n",
+        "merged_df = pd.merge(project_df, project_address_df, left_on='id', right_on='projectId', how='inner')\n",
+        "display(merged_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                        id_x   projectType  \\\n",
+              "0  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "1  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "2  cmfc79ip5001cvca0qht6o44p   RESIDENTIAL   \n",
+              "3  cmfcccifs004nvca0b7im3r5a   RESIDENTIAL   \n",
+              "4  cmff8swbm0001vxp7pe3neibi   RESIDENTIAL   \n",
+              "\n",
+              "                                  projectName   projectCategory  \\\n",
+              "0   Ashwini                                     STANDALONE        \n",
+              "1   Sainath Vrindavan                           STANDALONE        \n",
+              "2   Avenue 15                                   STANDALONE        \n",
+              "3   Balaji Kanha                                STANDALONE        \n",
+              "4   testing                                     STANDALONE        \n",
+              "\n",
+              "                                                         slug   slugId  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "1   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "2   avenue-15-ashoknagar-chembur-mumbai-140508                           \n",
+              "3   balaji-kanha--ashoknagar-chembur-mumbai-678207                       \n",
+              "4   testing-modelcolony-shivajinagar-pune-301013                         \n",
+              "\n",
+              "                status   projectAge  \\\n",
+              "0   UNDER_CONSTRUCTION                \n",
+              "1   UNDER_CONSTRUCTION                \n",
+              "2   UNDER_CONSTRUCTION                \n",
+              "3   UNDER_CONSTRUCTION                \n",
+              "4   READY_TO_MOVE              11.0   \n",
+              "\n",
+              "                                             reraId  \\\n",
+              "0   \"[\"\"P99000056045\"\"]\"                              \n",
+              "1   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "2   \"[\"\"[\\\"\"P51900032165\\\"\"]\"\"]\"                      \n",
+              "3   \"[\"\"[\\\"\"P51700048490\\\"\"]\"\"]\"                      \n",
+              "4   \"[\"\"123456789\"\"]\"                                 \n",
+              "\n",
+              "                    countryId                     stateId  \\\n",
+              "0   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "1   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "2   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "3   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "4   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "\n",
+              "                       cityId                  localityId  \\\n",
+              "0   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "1   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "2   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "3   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "4   cmf6nu3ru000gvcxspxarll3v   cmf6pk0cn0033vcxshxbf5hdh   \n",
+              "\n",
+              "                subLocalityId  \\\n",
+              "0   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "1   cmf51ix980003vcj0z7abv17k   \n",
+              "2   cmf51ix980003vcj0z7abv17k   \n",
+              "3   cmf51ix980003vcj0z7abv17k   \n",
+              "4   cmfdn705v001pvc90uyle9m34   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      projectSummary  \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4   sdfghjhgfdfghjgfdfghgfgh                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n",
+              "\n",
+              "         possessionDate                       id_y                  projectId  \\\n",
+              "0   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "2                        cmfc79ip8001lvca0o1ls6fuz  cmfc79ip5001cvca0qht6o44p   \n",
+              "3                        cmfcccifw004vvca0mvtcgxos  cmfcccifs004nvca0b7im3r5a   \n",
+              "4                        cmff8swbn0007vxp7bhj7cmqv  cmff8swbm0001vxp7pe3neibi   \n",
+              "\n",
+              "                                   landmark  \\\n",
+              "0   Babys school                              \n",
+              "1   JBCN International School Mulund          \n",
+              "2   JBCN International School Parel           \n",
+              "3   Lodha Xperia Mall                         \n",
+              "4   sdfgb                                     \n",
+              "\n",
+              "                                                                                                                                       fullAddress  \\\n",
+              "0   Mumbai chembur                                                                                                                                   \n",
+              "1   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "2   AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015                               \n",
+              "3   64C5+C63 Dombivli East Dombivli Maharashtra 421301                                                                                               \n",
+              "4   asdfgh                                                                                                                                           \n",
+              "\n",
+              "   pincode  \n",
+              "0   411017  \n",
+              "1   400081  \n",
+              "2   400015  \n",
+              "3   421201  \n",
+              "4   123456  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-3b4fefe9-edf3-4fa5-a082-b0144171cec2\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_x</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>stateId</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>id_y</th>\n",
+              "      <th>projectId</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur</td>\n",
+              "      <td>411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfc79ip5001cvca0qht6o44p</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Avenue 15</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>avenue-15-ashoknagar-chembur-mumbai-140508</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51900032165\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc79ip8001lvca0o1ls6fuz</td>\n",
+              "      <td>cmfc79ip5001cvca0qht6o44p</td>\n",
+              "      <td>JBCN International School Parel</td>\n",
+              "      <td>AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015</td>\n",
+              "      <td>400015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfcccifs004nvca0b7im3r5a</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Balaji Kanha</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>balaji-kanha--ashoknagar-chembur-mumbai-678207</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51700048490\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfcccifw004vvca0mvtcgxos</td>\n",
+              "      <td>cmfcccifs004nvca0b7im3r5a</td>\n",
+              "      <td>Lodha Xperia Mall</td>\n",
+              "      <td>64C5+C63 Dombivli East Dombivli Maharashtra 421301</td>\n",
+              "      <td>421201</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>testing</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>testing-modelcolony-shivajinagar-pune-301013</td>\n",
+              "      <td></td>\n",
+              "      <td>READY_TO_MOVE</td>\n",
+              "      <td>11.0</td>\n",
+              "      <td>\"[\"\"123456789\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pk0cn0033vcxshxbf5hdh</td>\n",
+              "      <td>cmfdn705v001pvc90uyle9m34</td>\n",
+              "      <td>sdfghjhgfdfghjgfdfghgfgh</td>\n",
+              "      <td></td>\n",
+              "      <td>cmff8swbn0007vxp7bhj7cmqv</td>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>sdfgb</td>\n",
+              "      <td>asdfgh</td>\n",
+              "      <td>123456</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-3b4fefe9-edf3-4fa5-a082-b0144171cec2')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\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",
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+              "\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",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-3b4fefe9-edf3-4fa5-a082-b0144171cec2 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-3b4fefe9-edf3-4fa5-a082-b0144171cec2');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-c8ea7c29-4899-4635-b8a2-80c016363037\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c8ea7c29-4899-4635-b8a2-80c016363037')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-c8ea7c29-4899-4635-b8a2-80c016363037 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 781
+        },
+        "id": "891ebb4c",
+        "outputId": "d653e251-a823-49f6-9192-4d141b43f2c6"
+      },
+      "source": [
+        "# Set option to display all columns\n",
+        "pd.set_option('display.max_columns', None)\n",
+        "\n",
+        "# Display the head of the merged dataframe\n",
+        "display(merged_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                        id_x   projectType  \\\n",
+              "0  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "1  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "2  cmfc79ip5001cvca0qht6o44p   RESIDENTIAL   \n",
+              "3  cmfcccifs004nvca0b7im3r5a   RESIDENTIAL   \n",
+              "4  cmff8swbm0001vxp7pe3neibi   RESIDENTIAL   \n",
+              "\n",
+              "                                  projectName   projectCategory  \\\n",
+              "0   Ashwini                                     STANDALONE        \n",
+              "1   Sainath Vrindavan                           STANDALONE        \n",
+              "2   Avenue 15                                   STANDALONE        \n",
+              "3   Balaji Kanha                                STANDALONE        \n",
+              "4   testing                                     STANDALONE        \n",
+              "\n",
+              "                                                         slug   slugId  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "1   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "2   avenue-15-ashoknagar-chembur-mumbai-140508                           \n",
+              "3   balaji-kanha--ashoknagar-chembur-mumbai-678207                       \n",
+              "4   testing-modelcolony-shivajinagar-pune-301013                         \n",
+              "\n",
+              "                status   projectAge  \\\n",
+              "0   UNDER_CONSTRUCTION                \n",
+              "1   UNDER_CONSTRUCTION                \n",
+              "2   UNDER_CONSTRUCTION                \n",
+              "3   UNDER_CONSTRUCTION                \n",
+              "4   READY_TO_MOVE              11.0   \n",
+              "\n",
+              "                                             reraId  \\\n",
+              "0   \"[\"\"P99000056045\"\"]\"                              \n",
+              "1   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "2   \"[\"\"[\\\"\"P51900032165\\\"\"]\"\"]\"                      \n",
+              "3   \"[\"\"[\\\"\"P51700048490\\\"\"]\"\"]\"                      \n",
+              "4   \"[\"\"123456789\"\"]\"                                 \n",
+              "\n",
+              "                    countryId                     stateId  \\\n",
+              "0   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "1   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "2   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "3   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "4   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "\n",
+              "                       cityId                  localityId  \\\n",
+              "0   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "1   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "2   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "3   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "4   cmf6nu3ru000gvcxspxarll3v   cmf6pk0cn0033vcxshxbf5hdh   \n",
+              "\n",
+              "                subLocalityId  \\\n",
+              "0   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "1   cmf51ix980003vcj0z7abv17k   \n",
+              "2   cmf51ix980003vcj0z7abv17k   \n",
+              "3   cmf51ix980003vcj0z7abv17k   \n",
+              "4   cmfdn705v001pvc90uyle9m34   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      projectSummary  \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4   sdfghjhgfdfghjgfdfghgfgh                                                                                                                                                                                                                                                                                                                                                                                                                                                                           \n",
+              "\n",
+              "         possessionDate                       id_y                  projectId  \\\n",
+              "0   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "2                        cmfc79ip8001lvca0o1ls6fuz  cmfc79ip5001cvca0qht6o44p   \n",
+              "3                        cmfcccifw004vvca0mvtcgxos  cmfcccifs004nvca0b7im3r5a   \n",
+              "4                        cmff8swbn0007vxp7bhj7cmqv  cmff8swbm0001vxp7pe3neibi   \n",
+              "\n",
+              "                                   landmark  \\\n",
+              "0   Babys school                              \n",
+              "1   JBCN International School Mulund          \n",
+              "2   JBCN International School Parel           \n",
+              "3   Lodha Xperia Mall                         \n",
+              "4   sdfgb                                     \n",
+              "\n",
+              "                                                                                                                                       fullAddress  \\\n",
+              "0   Mumbai chembur                                                                                                                                   \n",
+              "1   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "2   AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015                               \n",
+              "3   64C5+C63 Dombivli East Dombivli Maharashtra 421301                                                                                               \n",
+              "4   asdfgh                                                                                                                                           \n",
+              "\n",
+              "   pincode  \n",
+              "0   411017  \n",
+              "1   400081  \n",
+              "2   400015  \n",
+              "3   421201  \n",
+              "4   123456  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-532a6a55-652c-4112-9f05-9bd55a516012\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_x</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>stateId</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>id_y</th>\n",
+              "      <th>projectId</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur</td>\n",
+              "      <td>411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfc79ip5001cvca0qht6o44p</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Avenue 15</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>avenue-15-ashoknagar-chembur-mumbai-140508</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51900032165\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc79ip8001lvca0o1ls6fuz</td>\n",
+              "      <td>cmfc79ip5001cvca0qht6o44p</td>\n",
+              "      <td>JBCN International School Parel</td>\n",
+              "      <td>AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015</td>\n",
+              "      <td>400015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfcccifs004nvca0b7im3r5a</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Balaji Kanha</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>balaji-kanha--ashoknagar-chembur-mumbai-678207</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51700048490\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfcccifw004vvca0mvtcgxos</td>\n",
+              "      <td>cmfcccifs004nvca0b7im3r5a</td>\n",
+              "      <td>Lodha Xperia Mall</td>\n",
+              "      <td>64C5+C63 Dombivli East Dombivli Maharashtra 421301</td>\n",
+              "      <td>421201</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>testing</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>testing-modelcolony-shivajinagar-pune-301013</td>\n",
+              "      <td></td>\n",
+              "      <td>READY_TO_MOVE</td>\n",
+              "      <td>11.0</td>\n",
+              "      <td>\"[\"\"123456789\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pk0cn0033vcxshxbf5hdh</td>\n",
+              "      <td>cmfdn705v001pvc90uyle9m34</td>\n",
+              "      <td>sdfghjhgfdfghjgfdfghgfgh</td>\n",
+              "      <td></td>\n",
+              "      <td>cmff8swbn0007vxp7bhj7cmqv</td>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>sdfgb</td>\n",
+              "      <td>asdfgh</td>\n",
+              "      <td>123456</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-532a6a55-652c-4112-9f05-9bd55a516012')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-532a6a55-652c-4112-9f05-9bd55a516012 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-532a6a55-652c-4112-9f05-9bd55a516012');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-1dc8cf5d-5c09-4442-953f-141a3a2bd071\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-1dc8cf5d-5c09-4442-953f-141a3a2bd071')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-1dc8cf5d-5c09-4442-953f-141a3a2bd071 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "2827bc9f",
+        "outputId": "4a5c236b-652a-4bad-c45f-e81524bda3ac"
+      },
+      "source": [
+        "print(\"Unique values in project_df['id']:\")\n",
+        "print(project_df['id'].unique())\n",
+        "\n",
+        "print(\"\\nUnique values in project_address_df['projectId']:\")\n",
+        "print(project_address_df['projectId'].unique())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Unique values in project_df['id']:\n",
+            "['cmf53kkzy000fvcu8tx8jwjmr' 'cmf5r6hv00001vxptnfichhfl'\n",
+            " 'cmfawdrno0007vc18l0fm0z2j' 'cmfaxq2oo0020vc1806nmle00'\n",
+            " 'cmfaycwy70036vc18ppmb8mwh' 'cmfc6pq1k0001vca0ikzb258m'\n",
+            " 'cmfc79ip5001cvca0qht6o44p' 'cmfc80zv1002dvca0hcgoc6ea'\n",
+            " 'cmfc8w1e8003dvca0yvieggaz' 'cmfcccifs004nvca0b7im3r5a'\n",
+            " 'cmfcd6uup005fvca03vhph9j1' 'cmfcdo9ei006gvca0wq9t8usr'\n",
+            " 'cmfcg9ren0001vc209rw25eve' 'cmfdnk2rz001rvc90t6aa3f0e'\n",
+            " 'cmfdro2w2002ivc90co2n24lb' 'cmfdssd190037vc90paoxv29h'\n",
+            " 'cmfdvkxeu0053vc90gquj3cbz' 'cmfdxi4sv005rvc90ygfhnzc9'\n",
+            " 'cmfdyb2yc006rvc900owycgrv' 'cmfdz9fvx0088vc90pw26eyr8'\n",
+            " 'cmfe01l6h009gvc90y1zazr09' 'cmff8swbm0001vxp7pe3neibi'\n",
+            " 'cmfxtgtbw0009vxov4t5onh7d']\n",
+            "\n",
+            "Unique values in project_address_df['projectId']:\n",
+            "['cmf53kkzy000fvcu8tx8jwjmr' 'cmfc6pq1k0001vca0ikzb258m'\n",
+            " 'cmfc79ip5001cvca0qht6o44p' 'cmfcccifs004nvca0b7im3r5a'\n",
+            " 'cmff8swbm0001vxp7pe3neibi' 'cmftjwws60001vx55r0q7797l'\n",
+            " 'cmfw5ivra0001vxnkbozvz8bd' 'cmfwd377z0008vxgxd9nju858'\n",
+            " 'cmfxtgtbw0009vxov4t5onh7d']\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "project_configuration_df = pd.read_csv('/content/ProjectConfiguration.csv', sep=',', on_bad_lines='skip')\n",
+        "display(project_configuration_df.head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "nLqGjZC02Q_L",
+        "outputId": "93dc1a6a-fa87-44b7-c804-f94f458a8873"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "   id                          projectId                   propertyCategory  \\\n",
+              "0  cmf53kkzz000ivcu89r5399s4   cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL        \n",
+              "1  cmf53kl00000kvcu86ivy65di   cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL        \n",
+              "2  cmf5r6hv20004vxpt0l657blu   cmf5r6hv00001vxptnfichhfl   RESIDENTIAL        \n",
+              "3  cmfawdrnq000avc18qcvaxzi9   cmfawdrno0007vc18l0fm0z2j   RESIDENTIAL        \n",
+              "4  cmfawdrnr000dvc188hupv4yy   cmfawdrno0007vc18l0fm0z2j   RESIDENTIAL        \n",
+              "\n",
+              "    type          customBHK  \n",
+              "0   1BHK                     \n",
+              "1   2BHK                     \n",
+              "2   2BHK               2BHK  \n",
+              "3   1BHK               1BHK  \n",
+              "4   3BHK               3BHK  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-557b9826-c4c6-4ba4-a190-a336cb52debb\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id</th>\n",
+              "      <th>projectId</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmf5r6hv20004vxpt0l657blu</td>\n",
+              "      <td>cmf5r6hv00001vxptnfichhfl</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfawdrnq000avc18qcvaxzi9</td>\n",
+              "      <td>cmfawdrno0007vc18l0fm0z2j</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>1BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmfawdrnr000dvc188hupv4yy</td>\n",
+              "      <td>cmfawdrno0007vc18l0fm0z2j</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>3BHK</td>\n",
+              "      <td>3BHK</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-557b9826-c4c6-4ba4-a190-a336cb52debb')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-557b9826-c4c6-4ba4-a190-a336cb52debb 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-557b9826-c4c6-4ba4-a190-a336cb52debb');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-f2e9513b-932d-454d-926d-fbc59bc77166\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-f2e9513b-932d-454d-926d-fbc59bc77166')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-f2e9513b-932d-454d-926d-fbc59bc77166 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(project_configuration_df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id                       \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"cmf53kl00000kvcu86ivy65di\",\n          \"cmfawdrnr000dvc188hupv4yy\",\n          \"cmf5r6hv20004vxpt0l657blu\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectId                \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" cmf53kkzy000fvcu8tx8jwjmr\",\n          \" cmf5r6hv00001vxptnfichhfl\",\n          \" cmfawdrno0007vc18l0fm0z2j\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" propertyCategory\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" RESIDENTIAL     \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" type        \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" 1BHK        \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" customBHK\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \" 2BHK\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 258
+        },
+        "id": "c8a6f37c",
+        "outputId": "af316d7a-ecff-4fa8-b16c-4e4ffc90b190"
+      },
+      "source": [
+        "display(project_configuration_df.head())\n",
+        "print(project_configuration_df.columns)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "   id                          projectId                   propertyCategory  \\\n",
+              "0  cmf53kkzz000ivcu89r5399s4   cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL        \n",
+              "1  cmf53kl00000kvcu86ivy65di   cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL        \n",
+              "2  cmf5r6hv20004vxpt0l657blu   cmf5r6hv00001vxptnfichhfl   RESIDENTIAL        \n",
+              "3  cmfawdrnq000avc18qcvaxzi9   cmfawdrno0007vc18l0fm0z2j   RESIDENTIAL        \n",
+              "4  cmfawdrnr000dvc188hupv4yy   cmfawdrno0007vc18l0fm0z2j   RESIDENTIAL        \n",
+              "\n",
+              "    type          customBHK  \n",
+              "0   1BHK                     \n",
+              "1   2BHK                     \n",
+              "2   2BHK               2BHK  \n",
+              "3   1BHK               1BHK  \n",
+              "4   3BHK               3BHK  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-5e870bd2-898e-4975-ace0-1993f1bf780c\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id</th>\n",
+              "      <th>projectId</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmf5r6hv20004vxpt0l657blu</td>\n",
+              "      <td>cmf5r6hv00001vxptnfichhfl</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfawdrnq000avc18qcvaxzi9</td>\n",
+              "      <td>cmfawdrno0007vc18l0fm0z2j</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>1BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmfawdrnr000dvc188hupv4yy</td>\n",
+              "      <td>cmfawdrno0007vc18l0fm0z2j</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>3BHK</td>\n",
+              "      <td>3BHK</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5e870bd2-898e-4975-ace0-1993f1bf780c')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-5e870bd2-898e-4975-ace0-1993f1bf780c 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-5e870bd2-898e-4975-ace0-1993f1bf780c');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-de89fe35-7671-43de-827d-545b6292fb89\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-de89fe35-7671-43de-827d-545b6292fb89')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-de89fe35-7671-43de-827d-545b6292fb89 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"print(project_configuration_df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id                       \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"cmf53kl00000kvcu86ivy65di\",\n          \"cmfawdrnr000dvc188hupv4yy\",\n          \"cmf5r6hv20004vxpt0l657blu\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" projectId                \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" cmf53kkzy000fvcu8tx8jwjmr\",\n          \" cmf5r6hv00001vxptnfichhfl\",\n          \" cmfawdrno0007vc18l0fm0z2j\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" propertyCategory\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" RESIDENTIAL     \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" type        \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" 1BHK        \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" customBHK\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \" 2BHK\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['id                       ', ' projectId                ',\n",
+            "       ' propertyCategory', ' type        ', ' customBHK'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 764
+        },
+        "id": "1952e07f",
+        "outputId": "edb8cedd-d73a-4e92-b039-7c437fb5ca6b"
+      },
+      "source": [
+        "project_configuration_df.columns = project_configuration_df.columns.str.strip()\n",
+        "project_configuration_df['projectId'] = project_configuration_df['projectId'].str.strip()\n",
+        "merged_df_with_config = pd.merge(merged_df, project_configuration_df, left_on='id_x', right_on='projectId', how='inner')\n",
+        "display(merged_df_with_config.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                        id_x   projectType  \\\n",
+              "0  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "1  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "2  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "3  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "4  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "\n",
+              "                                  projectName   projectCategory  \\\n",
+              "0   Ashwini                                     STANDALONE        \n",
+              "1   Ashwini                                     STANDALONE        \n",
+              "2   Sainath Vrindavan                           STANDALONE        \n",
+              "3   Sainath Vrindavan                           STANDALONE        \n",
+              "4   Sainath Vrindavan                           STANDALONE        \n",
+              "\n",
+              "                                                         slug   slugId  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "1   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "2   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "3   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "4   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "\n",
+              "                status   projectAge  \\\n",
+              "0   UNDER_CONSTRUCTION                \n",
+              "1   UNDER_CONSTRUCTION                \n",
+              "2   UNDER_CONSTRUCTION                \n",
+              "3   UNDER_CONSTRUCTION                \n",
+              "4   UNDER_CONSTRUCTION                \n",
+              "\n",
+              "                                             reraId  \\\n",
+              "0   \"[\"\"P99000056045\"\"]\"                              \n",
+              "1   \"[\"\"P99000056045\"\"]\"                              \n",
+              "2   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "3   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "4   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "\n",
+              "                    countryId                     stateId  \\\n",
+              "0   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "1   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "2   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "3   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "4   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "\n",
+              "                       cityId                  localityId  \\\n",
+              "0   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "1   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "2   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "3   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "4   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "\n",
+              "                subLocalityId  \\\n",
+              "0   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "1   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "2   cmf51ix980003vcj0z7abv17k   \n",
+              "3   cmf51ix980003vcj0z7abv17k   \n",
+              "4   cmf51ix980003vcj0z7abv17k   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      projectSummary  \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "\n",
+              "         possessionDate                       id_y                projectId_x  \\\n",
+              "0   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "2                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "3                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "4                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "\n",
+              "                                   landmark  \\\n",
+              "0   Babys school                              \n",
+              "1   Babys school                              \n",
+              "2   JBCN International School Mulund          \n",
+              "3   JBCN International School Mulund          \n",
+              "4   JBCN International School Mulund          \n",
+              "\n",
+              "                                                                                                                                       fullAddress  \\\n",
+              "0   Mumbai chembur                                                                                                                                   \n",
+              "1   Mumbai chembur                                                                                                                                   \n",
+              "2   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "3   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "4   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "\n",
+              "   pincode                         id                projectId_y  \\\n",
+              "0   411017  cmf53kkzz000ivcu89r5399s4  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1   411017  cmf53kl00000kvcu86ivy65di  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "2   400081  cmfc6pq1m0004vca0cdihsx99  cmfc6pq1k0001vca0ikzb258m   \n",
+              "3   400081  cmfc6pq1m0006vca04kqz1wsp  cmfc6pq1k0001vca0ikzb258m   \n",
+              "4   400081  cmfc6pq1m0009vca0tmv501em  cmfc6pq1k0001vca0ikzb258m   \n",
+              "\n",
+              "    propertyCategory           type customBHK  \n",
+              "0   RESIDENTIAL        1BHK                    \n",
+              "1   RESIDENTIAL        2BHK                    \n",
+              "2   RESIDENTIAL        1BHK              1BHK  \n",
+              "3   RESIDENTIAL        2BHK              2BHK  \n",
+              "4   RESIDENTIAL        3BHK              3BHK  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-35545923-5896-43a9-9926-1f94de69d10a\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_x</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>stateId</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>id_y</th>\n",
+              "      <th>projectId_x</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "      <th>id</th>\n",
+              "      <th>projectId_y</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur</td>\n",
+              "      <td>411017</td>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur</td>\n",
+              "      <td>411017</td>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "      <td>cmfc6pq1m0004vca0cdihsx99</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>1BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "      <td>cmfc6pq1m0009vca0tmv501em</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>3BHK</td>\n",
+              "      <td>3BHK</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-35545923-5896-43a9-9926-1f94de69d10a')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-35545923-5896-43a9-9926-1f94de69d10a 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-35545923-5896-43a9-9926-1f94de69d10a');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-276eccd0-451b-42ff-ac41-be700db5d596\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-276eccd0-451b-42ff-ac41-be700db5d596')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-276eccd0-451b-42ff-ac41-be700db5d596 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "project_conf_var_df = pd.read_csv('/content/ProjectConfigurationVariant.csv', sep=',', on_bad_lines='skip')\n",
+        "display(project_conf_var_df.head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 399
+        },
+        "id": "thKF4OUh8lqb",
+        "outputId": "21e85eb3-0bb7-4b14-e4f6-2a969f0aa750"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "   id                          \"configurationId\"             \"bathrooms\"  \\\n",
+              "0  cmf5r6hv20005vxpt3yfnl2qp   \"cmf5r6hv20004vxpt0l657blu\"   \"12\"          \n",
+              "1  cmf5r6hv20006vxptcx3lmm05   \"cmf5r6hv20004vxpt0l657blu\"   \"3\"           \n",
+              "2  cmfawdrnq000bvc188680qjyx   \"cmfawdrnq000avc18qcvaxzi9\"   \"1\"           \n",
+              "3  cmfawdrnr000cvc1897rpsu1b   \"cmfawdrnq000avc18qcvaxzi9\"   \"1\"           \n",
+              "4  cmfawdrnr000evc18jwvlery4   \"cmfawdrnr000dvc188hupv4yy\"   \"3\"           \n",
+              "\n",
+              "    \"privateBathrooms\"   \"publicBathrooms\"   \"balcony\"   \"furnishedType\"   \\\n",
+              "0                                            \"3\"         \"UNFURNISHED\"      \n",
+              "1                                            \"2\"         \"UNFURNISHED\"      \n",
+              "2                                            \"1\"         \"UNFURNISHED\"      \n",
+              "3                                            \"1\"         \"UNFURNISHED\"      \n",
+              "4                                            \"2\"         \"UNFURNISHED\"      \n",
+              "\n",
+              "    \"furnishingType\"                                                             \\\n",
+              "0   \"[]\"                                                                          \n",
+              "1   \"[]\"                                                                          \n",
+              "2   \"[]\"                                                                          \n",
+              "3   \"[]\"                                                                          \n",
+              "4   \"[]\"                                                                          \n",
+              "\n",
+              "    \"lift\"    \"ageOfProperty\"   \"parkingType\"   \"listingType\"  \\\n",
+              "0   \"false\"                                     \"Sell\"          \n",
+              "1   \"false\"                                     \"Sell\"          \n",
+              "2   \"false\"                                     \"Sell\"          \n",
+              "3   \"false\"                                     \"Sell\"          \n",
+              "4   \"false\"                                     \"Sell\"          \n",
+              "\n",
+              "    \"floorPlanImage\"                                                                           \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238520-ba6c9c4021ea321f.jpg\"    \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\"    \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391101-b4e4be9945434d29.jpg\"    \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391141-e6c14becbdbd76a2.jpg\"    \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391158-41329b8304cff17d.jpg\"    \n",
+              "\n",
+              "    \"carpetArea\"   \"price\"      \\\n",
+              "0   \"972\"          \"120000000\"   \n",
+              "1   \"188.73\"       \"210000000\"   \n",
+              "2   \"426.57\"       \"13000000\"    \n",
+              "3   \"460.8\"        \"15000000\"    \n",
+              "4   \"893.08\"       \"29000000\"    \n",
+              "\n",
+              "    \"propertyImages\"                                                                                                                                                                           \\\n",
+              "0   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                              \n",
+              "1   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                              \n",
+              "2   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                              \n",
+              "3   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391150-9b806803ceb0c8b6.jpg\"\"]\"                                                                                              \n",
+              "4   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391167-19d3844213de86cb.jpg\"\"]\"                                                                                              \n",
+              "\n",
+              "    \"maintenanceCharges\"   \"aboutProperty\"              \\\n",
+              "0   \"faded \"               \"about property \"             \n",
+              "1                          \"fsdaffdsafsfdddsa\"           \n",
+              "2                          \"na\"                          \n",
+              "3                          \"na\"                          \n",
+              "4                          \"na\"                          \n",
+              "\n",
+              "    \"createdAt\"                               \"updatedAt\"  \n",
+              "0   \"2025-09-04 18:42:08.748\"   \"2025-09-04 18:42:08.748\"  \n",
+              "1   \"2025-09-04 18:42:08.748\"   \"2025-09-04 18:42:08.748\"  \n",
+              "2   \"2025-09-08 09:06:36.995\"   \"2025-09-08 09:06:36.995\"  \n",
+              "3   \"2025-09-08 09:06:36.995\"   \"2025-09-08 09:06:36.995\"  \n",
+              "4   \"2025-09-08 09:06:36.995\"   \"2025-09-08 09:06:36.995\"  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-72435e27-1a3c-4ac2-a1fc-85f2d265c0b1\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id</th>\n",
+              "      <th>\"configurationId\"</th>\n",
+              "      <th>\"bathrooms\"</th>\n",
+              "      <th>\"privateBathrooms\"</th>\n",
+              "      <th>\"publicBathrooms\"</th>\n",
+              "      <th>\"balcony\"</th>\n",
+              "      <th>\"furnishedType\"</th>\n",
+              "      <th>\"furnishingType\"</th>\n",
+              "      <th>\"lift\"</th>\n",
+              "      <th>\"ageOfProperty\"</th>\n",
+              "      <th>\"parkingType\"</th>\n",
+              "      <th>\"listingType\"</th>\n",
+              "      <th>\"floorPlanImage\"</th>\n",
+              "      <th>\"carpetArea\"</th>\n",
+              "      <th>\"price\"</th>\n",
+              "      <th>\"propertyImages\"</th>\n",
+              "      <th>\"maintenanceCharges\"</th>\n",
+              "      <th>\"aboutProperty\"</th>\n",
+              "      <th>\"createdAt\"</th>\n",
+              "      <th>\"updatedAt\"</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf5r6hv20005vxpt3yfnl2qp</td>\n",
+              "      <td>\"cmf5r6hv20004vxpt0l657blu\"</td>\n",
+              "      <td>\"12\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"3\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238520-ba6c9c4021ea321f.jpg\"</td>\n",
+              "      <td>\"972\"</td>\n",
+              "      <td>\"120000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"</td>\n",
+              "      <td>\"faded \"</td>\n",
+              "      <td>\"about property \"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmf5r6hv20006vxptcx3lmm05</td>\n",
+              "      <td>\"cmf5r6hv20004vxpt0l657blu\"</td>\n",
+              "      <td>\"3\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\"</td>\n",
+              "      <td>\"188.73\"</td>\n",
+              "      <td>\"210000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"fsdaffdsafsfdddsa\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfawdrnq000bvc188680qjyx</td>\n",
+              "      <td>\"cmfawdrnq000avc18qcvaxzi9\"</td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391101-b4e4be9945434d29.jpg\"</td>\n",
+              "      <td>\"426.57\"</td>\n",
+              "      <td>\"13000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfawdrnr000cvc1897rpsu1b</td>\n",
+              "      <td>\"cmfawdrnq000avc18qcvaxzi9\"</td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391141-e6c14becbdbd76a2.jpg\"</td>\n",
+              "      <td>\"460.8\"</td>\n",
+              "      <td>\"15000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391150-9b806803ceb0c8b6.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmfawdrnr000evc18jwvlery4</td>\n",
+              "      <td>\"cmfawdrnr000dvc188hupv4yy\"</td>\n",
+              "      <td>\"3\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391158-41329b8304cff17d.jpg\"</td>\n",
+              "      <td>\"893.08\"</td>\n",
+              "      <td>\"29000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391167-19d3844213de86cb.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-72435e27-1a3c-4ac2-a1fc-85f2d265c0b1')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-72435e27-1a3c-4ac2-a1fc-85f2d265c0b1 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-72435e27-1a3c-4ac2-a1fc-85f2d265c0b1');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-971648d5-3070-4ee8-b9cb-869922f32f05\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-971648d5-3070-4ee8-b9cb-869922f32f05')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-971648d5-3070-4ee8-b9cb-869922f32f05 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(project_conf_var_df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"id                       \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"cmf5r6hv20006vxptcx3lmm05\",\n          \"cmfawdrnr000evc18jwvlery4\",\n          \"cmfawdrnq000bvc188680qjyx\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"configurationId\\\"          \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" \\\"cmf5r6hv20004vxpt0l657blu\\\"\",\n          \" \\\"cmfawdrnq000avc18qcvaxzi9\\\"\",\n          \" \\\"cmfawdrnr000dvc188hupv4yy\\\"\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"bathrooms\\\"\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" \\\"12\\\"       \",\n          \" \\\"3\\\"        \",\n          \" \\\"1\\\"        \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"privateBathrooms\\\"\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"                   \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"publicBathrooms\\\"\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"                  \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"balcony\\\"\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" \\\"3\\\"      \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"furnishedType\\\" \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" \\\"UNFURNISHED\\\"   \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"furnishingType\\\"                                                           \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" \\\"[]\\\"                                                                       \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"lift\\\" \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" \\\"false\\\"\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"ageOfProperty\\\"\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"                \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"parkingType\\\"\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"              \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"listingType\\\"\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" \\\"Sell\\\"       \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"floorPlanImage\\\"                                                                         \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" \\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\\\" \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"carpetArea\\\"\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" \\\"188.73\\\"    \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"price\\\"    \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" \\\"210000000\\\"\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"propertyImages\\\"                                                                                                                                                                         \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\\\"\\\"]\\\"                                                                                           \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"maintenanceCharges\\\"\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"                     \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"aboutProperty\\\"            \",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" \\\"about property \\\"          \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"createdAt\\\"              \",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" \\\"2025-09-08 09:06:36.995\\\"\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \" \\\"updatedAt\\\"\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" \\\"2025-09-08 09:06:36.995\\\"\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "9ce724c1",
+        "outputId": "1cc6b9f9-b22d-4e7a-f08c-7b3f3bf65f69"
+      },
+      "source": [
+        "# Inspect columns to determine the join key\n",
+        "print(merged_df_with_config.columns)\n",
+        "print(project_conf_var_df.columns)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['id_x', 'projectType', 'projectName', 'projectCategory', 'slug',\n",
+            "       'slugId', 'status', 'projectAge', 'reraId', 'countryId', 'stateId',\n",
+            "       'cityId', 'localityId', 'subLocalityId', 'projectSummary',\n",
+            "       'possessionDate', 'id_y', 'projectId_x', 'landmark', 'fullAddress',\n",
+            "       'pincode', 'id', 'projectId_y', 'propertyCategory', 'type',\n",
+            "       'customBHK'],\n",
+            "      dtype='object')\n",
+            "Index(['id                       ', ' \"configurationId\"          ',\n",
+            "       ' \"bathrooms\"', ' \"privateBathrooms\"', ' \"publicBathrooms\"',\n",
+            "       ' \"balcony\"', ' \"furnishedType\" ',\n",
+            "       ' \"furnishingType\"                                                           ',\n",
+            "       ' \"lift\" ', ' \"ageOfProperty\"', ' \"parkingType\"', ' \"listingType\"',\n",
+            "       ' \"floorPlanImage\"                                                                         ',\n",
+            "       ' \"carpetArea\"', ' \"price\"    ',\n",
+            "       ' \"propertyImages\"                                                                                                                                                                         ',\n",
+            "       ' \"maintenanceCharges\"', ' \"aboutProperty\"            ',\n",
+            "       ' \"createdAt\"              ', ' \"updatedAt\"'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 781
+        },
+        "id": "89e3adf9",
+        "outputId": "880bbbc4-7e77-49c2-a854-b940798c098c"
+      },
+      "source": [
+        "# Clean the column name and values in project_conf_var_df\n",
+        "project_conf_var_df.columns = project_conf_var_df.columns.str.strip().str.replace('\"', '')\n",
+        "project_conf_var_df['configurationId'] = project_conf_var_df['configurationId'].str.strip().str.replace('\"', '')\n",
+        "\n",
+        "# Merge the dataframes with suffixes\n",
+        "final_merged_df = pd.merge(merged_df_with_config, project_conf_var_df, left_on='id', right_on='configurationId', how='inner', suffixes=('_config', '_conf_var'))\n",
+        "\n",
+        "# Display the number of rows and columns\n",
+        "print(\"Shape of the final merged dataframe:\", final_merged_df.shape)\n",
+        "\n",
+        "# Display the head of the final merged dataframe\n",
+        "display(final_merged_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of the final merged dataframe: (14, 46)\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                        id_x   projectType  \\\n",
+              "0  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "1  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "2  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "3  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "4  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "\n",
+              "                                  projectName   projectCategory  \\\n",
+              "0   Ashwini                                     STANDALONE        \n",
+              "1   Ashwini                                     STANDALONE        \n",
+              "2   Sainath Vrindavan                           STANDALONE        \n",
+              "3   Sainath Vrindavan                           STANDALONE        \n",
+              "4   Sainath Vrindavan                           STANDALONE        \n",
+              "\n",
+              "                                                         slug   slugId  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "1   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "2   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "3   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "4   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "\n",
+              "                status   projectAge  \\\n",
+              "0   UNDER_CONSTRUCTION                \n",
+              "1   UNDER_CONSTRUCTION                \n",
+              "2   UNDER_CONSTRUCTION                \n",
+              "3   UNDER_CONSTRUCTION                \n",
+              "4   UNDER_CONSTRUCTION                \n",
+              "\n",
+              "                                             reraId  \\\n",
+              "0   \"[\"\"P99000056045\"\"]\"                              \n",
+              "1   \"[\"\"P99000056045\"\"]\"                              \n",
+              "2   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "3   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "4   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "\n",
+              "                    countryId                     stateId  \\\n",
+              "0   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "1   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "2   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "3   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "4   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "\n",
+              "                       cityId                  localityId  \\\n",
+              "0   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "1   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "2   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "3   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "4   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "\n",
+              "                subLocalityId  \\\n",
+              "0   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "1   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "2   cmf51ix980003vcj0z7abv17k   \n",
+              "3   cmf51ix980003vcj0z7abv17k   \n",
+              "4   cmf51ix980003vcj0z7abv17k   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      projectSummary  \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "\n",
+              "         possessionDate                       id_y                projectId_x  \\\n",
+              "0   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "2                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "3                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "4                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "\n",
+              "                                   landmark  \\\n",
+              "0   Babys school                              \n",
+              "1   Babys school                              \n",
+              "2   JBCN International School Mulund          \n",
+              "3   JBCN International School Mulund          \n",
+              "4   JBCN International School Mulund          \n",
+              "\n",
+              "                                                                                                                                       fullAddress  \\\n",
+              "0   Mumbai chembur                                                                                                                                   \n",
+              "1   Mumbai chembur                                                                                                                                   \n",
+              "2   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "3   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "4   Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                            \n",
+              "\n",
+              "   pincode                  id_config                projectId_y  \\\n",
+              "0   411017  cmf53kkzz000ivcu89r5399s4  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1   411017  cmf53kl00000kvcu86ivy65di  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "2   400081  cmfc6pq1m0004vca0cdihsx99  cmfc6pq1k0001vca0ikzb258m   \n",
+              "3   400081  cmfc6pq1m0006vca04kqz1wsp  cmfc6pq1k0001vca0ikzb258m   \n",
+              "4   400081  cmfc6pq1m0006vca04kqz1wsp  cmfc6pq1k0001vca0ikzb258m   \n",
+              "\n",
+              "    propertyCategory           type customBHK                id_conf_var  \\\n",
+              "0   RESIDENTIAL        1BHK                    cmff8vfoq0013vxp7h3onmg46   \n",
+              "1   RESIDENTIAL        2BHK                    cmff8vjd4001dvxp7tq21djvf   \n",
+              "2   RESIDENTIAL        1BHK              1BHK  cmfc6pq1m0005vca07z1oktrg   \n",
+              "3   RESIDENTIAL        2BHK              2BHK  cmfc6pq1m0007vca0wei4jsgs   \n",
+              "4   RESIDENTIAL        2BHK              2BHK  cmfc6pq1m0008vca0hsbdneqc   \n",
+              "\n",
+              "             configurationId     bathrooms     privateBathrooms  \\\n",
+              "0  cmf53kkzz000ivcu89r5399s4   \"1\"                                \n",
+              "1  cmf53kl00000kvcu86ivy65di   \"0\"                                \n",
+              "2  cmfc6pq1m0004vca0cdihsx99   \"1\"                                \n",
+              "3  cmfc6pq1m0006vca04kqz1wsp   \"2\"                                \n",
+              "4  cmfc6pq1m0006vca04kqz1wsp   \"2\"                                \n",
+              "\n",
+              "      publicBathrooms     balcony      furnishedType  \\\n",
+              "0                       \"1\"         \"UNFURNISHED\"      \n",
+              "1                       \"2\"         \"UNFURNISHED\"      \n",
+              "2                       \"1\"         \"UNFURNISHED\"      \n",
+              "3                       \"2\"         \"UNFURNISHED\"      \n",
+              "4                       \"2\"         \"UNFURNISHED\"      \n",
+              "\n",
+              "                                                                 furnishingType  \\\n",
+              "0   \"[]\"                                                                          \n",
+              "1   \"[]\"                                                                          \n",
+              "2   \"[]\"                                                                          \n",
+              "3   \"[]\"                                                                          \n",
+              "4   \"[]\"                                                                          \n",
+              "\n",
+              "       lift     ageOfProperty     parkingType     listingType  \\\n",
+              "0   \"false\"                                     \"Sell\"          \n",
+              "1   \"false\"                                     \"Sell\"          \n",
+              "2   \"false\"                                     \"Sell\"          \n",
+              "3   \"false\"                                     \"Sell\"          \n",
+              "4   \"false\"                                     \"Sell\"          \n",
+              "\n",
+              "                                                                               floorPlanImage  \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"    \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"    \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\"    \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\"    \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\"    \n",
+              "\n",
+              "      carpetArea         price  \\\n",
+              "0   \"123\"          \"11111111\"    \n",
+              "1   \"456\"          \"22222222\"    \n",
+              "2   \"457.57\"       \"12000000\"    \n",
+              "3   \"652.83\"       \"17000000\"    \n",
+              "4   \"728.5\"        \"19000000\"    \n",
+              "\n",
+              "                                                                                                                                                                               propertyImages  \\\n",
+              "0   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                              \n",
+              "1   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                              \n",
+              "2   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                              \n",
+              "3   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                              \n",
+              "4   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                              \n",
+              "\n",
+              "      maintenanceCharges                 aboutProperty  \\\n",
+              "0                          \"jjhhhu\"                      \n",
+              "1                          \"nbhjg\"                       \n",
+              "2                          \"na\"                          \n",
+              "3                          \"na\"                          \n",
+              "4                          \"na\"                          \n",
+              "\n",
+              "                    createdAt                   updatedAt  \n",
+              "0   \"2025-09-11 10:07:21.386\"   \"2025-09-11 10:07:21.386\"  \n",
+              "1   \"2025-09-11 10:07:26.152\"   \"2025-09-11 10:07:26.152\"  \n",
+              "2   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"  \n",
+              "3   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"  \n",
+              "4   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-22e41dc0-7afb-40e3-a931-d603ab29dc5d\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_x</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>stateId</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>id_y</th>\n",
+              "      <th>projectId_x</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "      <th>id_config</th>\n",
+              "      <th>projectId_y</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "      <th>id_conf_var</th>\n",
+              "      <th>configurationId</th>\n",
+              "      <th>bathrooms</th>\n",
+              "      <th>privateBathrooms</th>\n",
+              "      <th>publicBathrooms</th>\n",
+              "      <th>balcony</th>\n",
+              "      <th>furnishedType</th>\n",
+              "      <th>furnishingType</th>\n",
+              "      <th>lift</th>\n",
+              "      <th>ageOfProperty</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur</td>\n",
+              "      <td>411017</td>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td></td>\n",
+              "      <td>cmff8vfoq0013vxp7h3onmg46</td>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"</td>\n",
+              "      <td>\"123\"</td>\n",
+              "      <td>\"11111111\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"jjhhhu\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur</td>\n",
+              "      <td>411017</td>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td></td>\n",
+              "      <td>cmff8vjd4001dvxp7tq21djvf</td>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>\"0\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"</td>\n",
+              "      <td>\"456\"</td>\n",
+              "      <td>\"22222222\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"nbhjg\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "      <td>cmfc6pq1m0004vca0cdihsx99</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>cmfc6pq1m0005vca07z1oktrg</td>\n",
+              "      <td>cmfc6pq1m0004vca0cdihsx99</td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\"</td>\n",
+              "      <td>\"457.57\"</td>\n",
+              "      <td>\"12000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>cmfc6pq1m0007vca0wei4jsgs</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\"</td>\n",
+              "      <td>\"652.83\"</td>\n",
+              "      <td>\"17000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081</td>\n",
+              "      <td>400081</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>cmfc6pq1m0008vca0hsbdneqc</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\"</td>\n",
+              "      <td>\"728.5\"</td>\n",
+              "      <td>\"19000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-22e41dc0-7afb-40e3-a931-d603ab29dc5d')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-22e41dc0-7afb-40e3-a931-d603ab29dc5d 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-22e41dc0-7afb-40e3-a931-d603ab29dc5d');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-a0bc88bc-0e76-40af-b237-6bb168f397e8\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a0bc88bc-0e76-40af-b237-6bb168f397e8')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-a0bc88bc-0e76-40af-b237-6bb168f397e8 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# **this is the final data set with all the columns**"
+      ],
+      "metadata": {
+        "id": "C6g4erQjQ7HT"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(final_merged_df.columns)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "8EEw-UGVAO0K",
+        "outputId": "7b51569c-b4df-455f-9635-7ed656f4f1c9"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['id_x', 'projectType', 'projectName', 'projectCategory', 'slug',\n",
+            "       'slugId', 'status', 'projectAge', 'reraId', 'countryId', 'stateId',\n",
+            "       'cityId', 'localityId', 'subLocalityId', 'projectSummary',\n",
+            "       'possessionDate', 'id_y', 'projectId_x', 'landmark', 'fullAddress',\n",
+            "       'pincode', 'id_config', 'projectId_y', 'propertyCategory', 'type',\n",
+            "       'customBHK', 'id_conf_var', 'configurationId', 'bathrooms',\n",
+            "       'privateBathrooms', 'publicBathrooms', 'balcony', 'furnishedType',\n",
+            "       'furnishingType', 'lift', 'ageOfProperty', 'parkingType', 'listingType',\n",
+            "       'floorPlanImage', 'carpetArea', 'price', 'propertyImages',\n",
+            "       'maintenanceCharges', 'aboutProperty', 'createdAt', 'updatedAt'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 258
+        },
+        "id": "5b41b55e",
+        "outputId": "1e413aed-2624-4185-83d3-33210b93caff"
+      },
+      "source": [
+        "final_merged_df['Address info'] = final_merged_df['landmark'].astype(str) + ', ' + \\\n",
+        "                                   final_merged_df['fullAddress'].astype(str) + ', ' + \\\n",
+        "                                   final_merged_df['pincode'].astype(str)\n",
+        "\n",
+        "\n",
+        "# Drop the original address columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['landmark', 'fullAddress', 'pincode'])\n",
+        "\n",
+        "display(final_merged_df[['Address info']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                                                                                                                                                                                        Address info\n",
+              "0   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017\n",
+              "1   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017\n",
+              "2   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081\n",
+              "3   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081\n",
+              "4   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-32035e1e-8dea-45fd-a530-bcaac8100a6e\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Address info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-32035e1e-8dea-45fd-a530-bcaac8100a6e')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-32035e1e-8dea-45fd-a530-bcaac8100a6e 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-32035e1e-8dea-45fd-a530-bcaac8100a6e');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-30d5f142-2da0-4164-b3af-f28027ac7743\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-30d5f142-2da0-4164-b3af-f28027ac7743')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-30d5f142-2da0-4164-b3af-f28027ac7743 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Address info']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Address info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081\",\n          \" Babys school                           ,  Mumbai chembur                                                                                                                                , 411017\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(final_merged_df.columns)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "MoWAfZzlHNmR",
+        "outputId": "bfed8ff6-73fe-495b-94e2-8bdfaaf3a1ea"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['id_x', 'projectType', 'projectName', 'projectCategory', 'slug',\n",
+            "       'slugId', 'status', 'projectAge', 'reraId', 'countryId', 'stateId',\n",
+            "       'cityId', 'localityId', 'subLocalityId', 'projectSummary',\n",
+            "       'possessionDate', 'id_y', 'projectId_x', 'id_config', 'projectId_y',\n",
+            "       'propertyCategory', 'type', 'customBHK', 'id_conf_var',\n",
+            "       'configurationId', 'bathrooms', 'privateBathrooms', 'publicBathrooms',\n",
+            "       'balcony', 'furnishedType', 'furnishingType', 'lift', 'ageOfProperty',\n",
+            "       'parkingType', 'listingType', 'floorPlanImage', 'carpetArea', 'price',\n",
+            "       'propertyImages', 'maintenanceCharges', 'aboutProperty', 'createdAt',\n",
+            "       'updatedAt', 'Address info'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Set option to display full column content\n",
+        "pd.set_option('display.max_colwidth', None)\n",
+        "\n",
+        "# Display the head of the Address info column again\n",
+        "display(final_merged_df[['Address info']].head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 258
+        },
+        "id": "Be8i_BhzS1xb",
+        "outputId": "e6770723-e9fc-4185-f4c7-61318da3eaef"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                                                                                                                                                                                        Address info\n",
+              "0   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017\n",
+              "1   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017\n",
+              "2   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081\n",
+              "3   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081\n",
+              "4   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-1f7b3f92-f026-4951-86a8-207fe4dcb237\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Address info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-1f7b3f92-f026-4951-86a8-207fe4dcb237')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-1f7b3f92-f026-4951-86a8-207fe4dcb237 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-1f7b3f92-f026-4951-86a8-207fe4dcb237');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-a0414467-30cd-4689-be93-29b9aa4a148f\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a0414467-30cd-4689-be93-29b9aa4a148f')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-a0414467-30cd-4689-be93-29b9aa4a148f button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Address info']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Address info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081\",\n          \" Babys school                           ,  Mumbai chembur                                                                                                                                , 411017\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "display(final_merged_df.head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "5LrLrui4HpCf",
+        "outputId": "961b9d9f-1924-4677-87c0-8c23166b6272"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                        id_x   projectType  \\\n",
+              "0  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "1  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL   \n",
+              "2  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "3  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "4  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL   \n",
+              "\n",
+              "                                  projectName   projectCategory  \\\n",
+              "0   Ashwini                                     STANDALONE        \n",
+              "1   Ashwini                                     STANDALONE        \n",
+              "2   Sainath Vrindavan                           STANDALONE        \n",
+              "3   Sainath Vrindavan                           STANDALONE        \n",
+              "4   Sainath Vrindavan                           STANDALONE        \n",
+              "\n",
+              "                                                         slug   slugId  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "1   luxury-ashwini-ashoknagar-chembur-mumbai-675058                      \n",
+              "2   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "3   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "4   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861            \n",
+              "\n",
+              "                status   projectAge  \\\n",
+              "0   UNDER_CONSTRUCTION                \n",
+              "1   UNDER_CONSTRUCTION                \n",
+              "2   UNDER_CONSTRUCTION                \n",
+              "3   UNDER_CONSTRUCTION                \n",
+              "4   UNDER_CONSTRUCTION                \n",
+              "\n",
+              "                                             reraId  \\\n",
+              "0   \"[\"\"P99000056045\"\"]\"                              \n",
+              "1   \"[\"\"P99000056045\"\"]\"                              \n",
+              "2   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "3   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "4   \"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"                      \n",
+              "\n",
+              "                    countryId                     stateId  \\\n",
+              "0   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "1   cmfw6qdtd0000vx6uelma0klf   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "2   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "3   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "4   cmf3zcoe80000vcf8sd4qfpwd   cmf3ze56e0002vcf8e0hjqnsw   \n",
+              "\n",
+              "                       cityId                  localityId  \\\n",
+              "0   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "1   cmf6nu3ru000gvcxspxarll3v   cmf6pksk30035vcxs7r2mo3iq   \n",
+              "2   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "3   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "4   cmf50r5a00000vcj0k1iuocuu   cmf51ieam0001vcj0kljobiod   \n",
+              "\n",
+              "                subLocalityId  \\\n",
+              "0   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "1   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "2   cmf51ix980003vcj0z7abv17k   \n",
+              "3   cmf51ix980003vcj0z7abv17k   \n",
+              "4   cmf51ix980003vcj0z7abv17k   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      projectSummary  \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "\n",
+              "         possessionDate                       id_y                projectId_x  \\\n",
+              "0   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1   2025-09-28 00:00:00  cmf53kl01000nvcu8ibut7fka  cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "2                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "3                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "4                        cmfc6pq1n000cvca0gpdjstzf  cmfc6pq1k0001vca0ikzb258m   \n",
+              "\n",
+              "                   id_config                projectId_y   propertyCategory  \\\n",
+              "0  cmf53kkzz000ivcu89r5399s4  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL        \n",
+              "1  cmf53kl00000kvcu86ivy65di  cmf53kkzy000fvcu8tx8jwjmr   RESIDENTIAL        \n",
+              "2  cmfc6pq1m0004vca0cdihsx99  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL        \n",
+              "3  cmfc6pq1m0006vca04kqz1wsp  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL        \n",
+              "4  cmfc6pq1m0006vca04kqz1wsp  cmfc6pq1k0001vca0ikzb258m   RESIDENTIAL        \n",
+              "\n",
+              "            type customBHK                id_conf_var  \\\n",
+              "0   1BHK                    cmff8vfoq0013vxp7h3onmg46   \n",
+              "1   2BHK                    cmff8vjd4001dvxp7tq21djvf   \n",
+              "2   1BHK              1BHK  cmfc6pq1m0005vca07z1oktrg   \n",
+              "3   2BHK              2BHK  cmfc6pq1m0007vca0wei4jsgs   \n",
+              "4   2BHK              2BHK  cmfc6pq1m0008vca0hsbdneqc   \n",
+              "\n",
+              "             configurationId     bathrooms     privateBathrooms  \\\n",
+              "0  cmf53kkzz000ivcu89r5399s4   \"1\"                                \n",
+              "1  cmf53kl00000kvcu86ivy65di   \"0\"                                \n",
+              "2  cmfc6pq1m0004vca0cdihsx99   \"1\"                                \n",
+              "3  cmfc6pq1m0006vca04kqz1wsp   \"2\"                                \n",
+              "4  cmfc6pq1m0006vca04kqz1wsp   \"2\"                                \n",
+              "\n",
+              "      publicBathrooms     balcony      furnishedType  \\\n",
+              "0                       \"1\"         \"UNFURNISHED\"      \n",
+              "1                       \"2\"         \"UNFURNISHED\"      \n",
+              "2                       \"1\"         \"UNFURNISHED\"      \n",
+              "3                       \"2\"         \"UNFURNISHED\"      \n",
+              "4                       \"2\"         \"UNFURNISHED\"      \n",
+              "\n",
+              "                                                                 furnishingType  \\\n",
+              "0   \"[]\"                                                                          \n",
+              "1   \"[]\"                                                                          \n",
+              "2   \"[]\"                                                                          \n",
+              "3   \"[]\"                                                                          \n",
+              "4   \"[]\"                                                                          \n",
+              "\n",
+              "       lift     ageOfProperty     parkingType     listingType  \\\n",
+              "0   \"false\"                                     \"Sell\"          \n",
+              "1   \"false\"                                     \"Sell\"          \n",
+              "2   \"false\"                                     \"Sell\"          \n",
+              "3   \"false\"                                     \"Sell\"          \n",
+              "4   \"false\"                                     \"Sell\"          \n",
+              "\n",
+              "                                                                               floorPlanImage  \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"    \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"    \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\"    \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\"    \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\"    \n",
+              "\n",
+              "      carpetArea         price  \\\n",
+              "0   \"123\"          \"11111111\"    \n",
+              "1   \"456\"          \"22222222\"    \n",
+              "2   \"457.57\"       \"12000000\"    \n",
+              "3   \"652.83\"       \"17000000\"    \n",
+              "4   \"728.5\"        \"19000000\"    \n",
+              "\n",
+              "                                                                                                                                                                               propertyImages  \\\n",
+              "0   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                              \n",
+              "1   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                              \n",
+              "2   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                              \n",
+              "3   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                              \n",
+              "4   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                              \n",
+              "\n",
+              "      maintenanceCharges                 aboutProperty  \\\n",
+              "0                          \"jjhhhu\"                      \n",
+              "1                          \"nbhjg\"                       \n",
+              "2                          \"na\"                          \n",
+              "3                          \"na\"                          \n",
+              "4                          \"na\"                          \n",
+              "\n",
+              "                    createdAt                   updatedAt  \\\n",
+              "0   \"2025-09-11 10:07:21.386\"   \"2025-09-11 10:07:21.386\"   \n",
+              "1   \"2025-09-11 10:07:26.152\"   \"2025-09-11 10:07:26.152\"   \n",
+              "2   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "3   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "4   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "\n",
+              "                                                                                                                                                                                        Address info  \n",
+              "0   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017  \n",
+              "1   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017  \n",
+              "2   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081  \n",
+              "3   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081  \n",
+              "4   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-6cdf0607-f2eb-43ad-9bb8-84a31a26b25a\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_x</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>stateId</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>id_y</th>\n",
+              "      <th>projectId_x</th>\n",
+              "      <th>id_config</th>\n",
+              "      <th>projectId_y</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "      <th>id_conf_var</th>\n",
+              "      <th>configurationId</th>\n",
+              "      <th>bathrooms</th>\n",
+              "      <th>privateBathrooms</th>\n",
+              "      <th>publicBathrooms</th>\n",
+              "      <th>balcony</th>\n",
+              "      <th>furnishedType</th>\n",
+              "      <th>furnishingType</th>\n",
+              "      <th>lift</th>\n",
+              "      <th>ageOfProperty</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "      <th>Address info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td></td>\n",
+              "      <td>cmff8vfoq0013vxp7h3onmg46</td>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"</td>\n",
+              "      <td>\"123\"</td>\n",
+              "      <td>\"11111111\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"jjhhhu\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"P99000056045\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td></td>\n",
+              "      <td>cmff8vjd4001dvxp7tq21djvf</td>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>\"0\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"</td>\n",
+              "      <td>\"456\"</td>\n",
+              "      <td>\"22222222\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"nbhjg\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>cmfc6pq1m0004vca0cdihsx99</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>cmfc6pq1m0005vca07z1oktrg</td>\n",
+              "      <td>cmfc6pq1m0004vca0cdihsx99</td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\"</td>\n",
+              "      <td>\"457.57\"</td>\n",
+              "      <td>\"12000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>cmfc6pq1m0007vca0wei4jsgs</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\"</td>\n",
+              "      <td>\"652.83\"</td>\n",
+              "      <td>\"17000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P51800049646\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>cmf3ze56e0002vcf8e0hjqnsw</td>\n",
+              "      <td>cmf50r5a00000vcj0k1iuocuu</td>\n",
+              "      <td>cmf51ieam0001vcj0kljobiod</td>\n",
+              "      <td>cmf51ix980003vcj0z7abv17k</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>cmfc6pq1m0008vca0hsbdneqc</td>\n",
+              "      <td>cmfc6pq1m0006vca04kqz1wsp</td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\"</td>\n",
+              "      <td>\"728.5\"</td>\n",
+              "      <td>\"19000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6cdf0607-f2eb-43ad-9bb8-84a31a26b25a')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-6cdf0607-f2eb-43ad-9bb8-84a31a26b25a 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-6cdf0607-f2eb-43ad-9bb8-84a31a26b25a');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-58c83e6b-25b1-4ecc-98a4-fdf8dda6fece\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-58c83e6b-25b1-4ecc-98a4-fdf8dda6fece')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-58c83e6b-25b1-4ecc-98a4-fdf8dda6fece button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(final_merged_df.columns)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "RzzckI_CTlxj",
+        "outputId": "bdef05d2-e06f-4dac-c61f-b71253ab4cc5"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['id_x', 'projectType', 'projectName', 'projectCategory', 'slug',\n",
+            "       'slugId', 'status', 'projectAge', 'reraId', 'countryId', 'stateId',\n",
+            "       'cityId', 'localityId', 'subLocalityId', 'projectSummary',\n",
+            "       'possessionDate', 'id_y', 'projectId_x', 'id_config', 'projectId_y',\n",
+            "       'propertyCategory', 'type', 'customBHK', 'id_conf_var',\n",
+            "       'configurationId', 'bathrooms', 'privateBathrooms', 'publicBathrooms',\n",
+            "       'balcony', 'furnishedType', 'furnishingType', 'lift', 'ageOfProperty',\n",
+            "       'parkingType', 'listingType', 'floorPlanImage', 'carpetArea', 'price',\n",
+            "       'propertyImages', 'maintenanceCharges', 'aboutProperty', 'createdAt',\n",
+            "       'updatedAt', 'Address info'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Get the list of columns to drop that are actually in the DataFrame\n",
+        "columns_to_drop = ['id_x','slugId', 'reraId','countryId', 'stateId','cityId', 'localityId', 'subLocalityId','id_y', 'projectId_x', 'id_config', 'projectId_y','id_conf_var','configurationId']\n",
+        "existing_columns_to_drop = [col for col in columns_to_drop if col in final_merged_df.columns]\n",
+        "\n",
+        "# Drop the columns that exist\n",
+        "final_merged_df = final_merged_df.drop(columns=existing_columns_to_drop)"
+      ],
+      "metadata": {
+        "id": "aSssuLGsSyG8"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "03e547bb",
+        "outputId": "bff5ce77-ff9b-4108-f32b-e7094b670c06"
+      },
+      "source": [
+        "print(\"Shape of the final merged dataframe:\", final_merged_df.shape)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of the final merged dataframe: (14, 30)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(final_merged_df.columns)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "J0k6sYV9Oe3g",
+        "outputId": "fe8dabff-4fe9-43d5-995d-000413804af6"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['projectType', 'projectName', 'projectCategory', 'slug', 'status',\n",
+            "       'projectAge', 'projectSummary', 'possessionDate', 'propertyCategory',\n",
+            "       'type', 'customBHK', 'bathrooms', 'privateBathrooms', 'publicBathrooms',\n",
+            "       'balcony', 'furnishedType', 'furnishingType', 'lift', 'ageOfProperty',\n",
+            "       'parkingType', 'listingType', 'floorPlanImage', 'carpetArea',\n",
+            "       'propertyImages', 'maintenanceCharges', 'aboutProperty', 'createdAt',\n",
+            "       'updatedAt', 'Address info', 'price_in_cr'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "final_merged_df.head(5)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "q5GHnU8WYYfy",
+        "outputId": "14f199e1-a9c6-4bbf-de9d-31cd4c6fced9"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "    projectType                                 projectName   projectCategory  \\\n",
+              "0   RESIDENTIAL   Ashwini                                     STANDALONE        \n",
+              "1   RESIDENTIAL   Ashwini                                     STANDALONE        \n",
+              "2   RESIDENTIAL   Sainath Vrindavan                           STANDALONE        \n",
+              "3   RESIDENTIAL   Sainath Vrindavan                           STANDALONE        \n",
+              "4   RESIDENTIAL   Sainath Vrindavan                           STANDALONE        \n",
+              "\n",
+              "                                                         slug  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058             \n",
+              "1   luxury-ashwini-ashoknagar-chembur-mumbai-675058             \n",
+              "2   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861   \n",
+              "3   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861   \n",
+              "4   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861   \n",
+              "\n",
+              "                status   projectAge  \\\n",
+              "0   UNDER_CONSTRUCTION                \n",
+              "1   UNDER_CONSTRUCTION                \n",
+              "2   UNDER_CONSTRUCTION                \n",
+              "3   UNDER_CONSTRUCTION                \n",
+              "4   UNDER_CONSTRUCTION                \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      projectSummary  \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "\n",
+              "         possessionDate   propertyCategory           type customBHK  \\\n",
+              "0   2025-09-28 00:00:00   RESIDENTIAL        1BHK                     \n",
+              "1   2025-09-28 00:00:00   RESIDENTIAL        2BHK                     \n",
+              "2                         RESIDENTIAL        1BHK              1BHK   \n",
+              "3                         RESIDENTIAL        2BHK              2BHK   \n",
+              "4                         RESIDENTIAL        2BHK              2BHK   \n",
+              "\n",
+              "      bathrooms     privateBathrooms     publicBathrooms     balcony  \\\n",
+              "0   \"1\"                                                    \"1\"         \n",
+              "1   \"0\"                                                    \"2\"         \n",
+              "2   \"1\"                                                    \"1\"         \n",
+              "3   \"2\"                                                    \"2\"         \n",
+              "4   \"2\"                                                    \"2\"         \n",
+              "\n",
+              "       furnishedType  \\\n",
+              "0   \"UNFURNISHED\"      \n",
+              "1   \"UNFURNISHED\"      \n",
+              "2   \"UNFURNISHED\"      \n",
+              "3   \"UNFURNISHED\"      \n",
+              "4   \"UNFURNISHED\"      \n",
+              "\n",
+              "                                                                 furnishingType  \\\n",
+              "0   \"[]\"                                                                          \n",
+              "1   \"[]\"                                                                          \n",
+              "2   \"[]\"                                                                          \n",
+              "3   \"[]\"                                                                          \n",
+              "4   \"[]\"                                                                          \n",
+              "\n",
+              "       lift     ageOfProperty     parkingType     listingType  \\\n",
+              "0   \"false\"                                     \"Sell\"          \n",
+              "1   \"false\"                                     \"Sell\"          \n",
+              "2   \"false\"                                     \"Sell\"          \n",
+              "3   \"false\"                                     \"Sell\"          \n",
+              "4   \"false\"                                     \"Sell\"          \n",
+              "\n",
+              "                                                                               floorPlanImage  \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"    \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"    \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\"    \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\"    \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\"    \n",
+              "\n",
+              "      carpetArea         price  \\\n",
+              "0   \"123\"          \"11111111\"    \n",
+              "1   \"456\"          \"22222222\"    \n",
+              "2   \"457.57\"       \"12000000\"    \n",
+              "3   \"652.83\"       \"17000000\"    \n",
+              "4   \"728.5\"        \"19000000\"    \n",
+              "\n",
+              "                                                                                                                                                                               propertyImages  \\\n",
+              "0   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                              \n",
+              "1   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                              \n",
+              "2   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                              \n",
+              "3   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                              \n",
+              "4   \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                              \n",
+              "\n",
+              "      maintenanceCharges                 aboutProperty  \\\n",
+              "0                          \"jjhhhu\"                      \n",
+              "1                          \"nbhjg\"                       \n",
+              "2                          \"na\"                          \n",
+              "3                          \"na\"                          \n",
+              "4                          \"na\"                          \n",
+              "\n",
+              "                    createdAt                   updatedAt  \\\n",
+              "0   \"2025-09-11 10:07:21.386\"   \"2025-09-11 10:07:21.386\"   \n",
+              "1   \"2025-09-11 10:07:26.152\"   \"2025-09-11 10:07:26.152\"   \n",
+              "2   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "3   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "4   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "\n",
+              "                                                                                                                                                                                        Address info  \n",
+              "0   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017  \n",
+              "1   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017  \n",
+              "2   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081  \n",
+              "3   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081  \n",
+              "4   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-b10b39c8-0319-43c5-8e61-a34e78ecc2aa\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "      <th>bathrooms</th>\n",
+              "      <th>privateBathrooms</th>\n",
+              "      <th>publicBathrooms</th>\n",
+              "      <th>balcony</th>\n",
+              "      <th>furnishedType</th>\n",
+              "      <th>furnishingType</th>\n",
+              "      <th>lift</th>\n",
+              "      <th>ageOfProperty</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "      <th>Address info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"</td>\n",
+              "      <td>\"123\"</td>\n",
+              "      <td>\"11111111\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"jjhhhu\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Ashwini</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>2025-09-28 00:00:00</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td></td>\n",
+              "      <td>\"0\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"</td>\n",
+              "      <td>\"456\"</td>\n",
+              "      <td>\"22222222\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"nbhjg\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"1\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\"</td>\n",
+              "      <td>\"457.57\"</td>\n",
+              "      <td>\"12000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\"</td>\n",
+              "      <td>\"652.83\"</td>\n",
+              "      <td>\"17000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sainath Vrindavan</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2\"</td>\n",
+              "      <td>\"UNFURNISHED\"</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\"</td>\n",
+              "      <td>\"728.5\"</td>\n",
+              "      <td>\"19000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b10b39c8-0319-43c5-8e61-a34e78ecc2aa')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-b10b39c8-0319-43c5-8e61-a34e78ecc2aa 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-b10b39c8-0319-43c5-8e61-a34e78ecc2aa');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-3aa3e5ae-8dfc-4b3b-bffc-f9c5d84cb611\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-3aa3e5ae-8dfc-4b3b-bffc-f9c5d84cb611')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-3aa3e5ae-8dfc-4b3b-bffc-f9c5d84cb611 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "final_merged_df"
+            }
+          },
+          "metadata": {},
+          "execution_count": 147
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "BV54SW0pYYDg"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "final_merged_df.to_csv('final_merged_data_3rd.csv', index=False)"
+      ],
+      "metadata": {
+        "id": "G83ME40UMoRp"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "yXP0EgJRNH2B"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "project_df = pd.read_csv('/content/project.csv', sep=',', on_bad_lines='skip')\n"
+      ],
+      "metadata": {
+        "id": "EK7us1E4rJyC"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "project_address_df = pd.read_csv('/content/ProjectAddress.csv', sep=',', on_bad_lines='skip')\n"
+      ],
+      "metadata": {
+        "id": "8gs2Yw7-riab"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "project_configuration_df = pd.read_csv('/content/ProjectConfiguration.csv', sep=',', on_bad_lines='skip')\n"
+      ],
+      "metadata": {
+        "id": "5UpoT-1lryzB"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "project_conf_var_df = pd.read_csv('/content/ProjectConfigurationVariant.csv', sep=',', on_bad_lines='skip')\n"
+      ],
+      "metadata": {
+        "id": "A4Eg8yBfr0wD"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "4ce265bb"
+      },
+      "source": [
+        "# Task\n",
+        "Merge the four dataframes `project_df`, `project_address_df`, `project_configuration_df`, and `project_conf_var_df` using full outer joins to ensure no data is lost. After merging, preprocess the data and save the final result to a new CSV file."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "6fc53745"
+      },
+      "source": [
+        "## Inspect dataframes\n",
+        "\n",
+        "### Subtask:\n",
+        "Review the columns of all four dataframes to identify the correct join keys and prepare for merging.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "6fb7ddf2"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Print the column names of all four dataframes to identify the join keys.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "aba1f602",
+        "outputId": "59c0baa4-a295-4365-f2c1-5c90560655ee"
+      },
+      "source": [
+        "print(\"Columns of project_df:\")\n",
+        "print(project_df.columns)\n",
+        "print(\"\\nColumns of project_address_df:\")\n",
+        "print(project_address_df.columns)\n",
+        "print(\"\\nColumns of project_configuration_df:\")\n",
+        "print(project_configuration_df.columns)\n",
+        "print(\"\\nColumns of project_conf_var_df:\")\n",
+        "print(project_conf_var_df.columns)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Columns of project_df:\n",
+            "Index(['id                       ', ' projectType',\n",
+            "       ' projectName                              ', ' projectCategory',\n",
+            "       ' slug                                                     ', ' slugId',\n",
+            "       ' status            ', ' projectAge',\n",
+            "       ' reraId                                         ',\n",
+            "       ' countryId                ', ' stateId                  ',\n",
+            "       ' cityId                   ', ' localityId               ',\n",
+            "       ' subLocalityId            ',\n",
+            "       ' projectSummary                                                                                                                                                                                                                                                                                                                                                                                                                                                                                  ',\n",
+            "       ' possessionDate'],\n",
+            "      dtype='object')\n",
+            "\n",
+            "Columns of project_address_df:\n",
+            "Index(['id                       ', ' projectId                ',\n",
+            "       ' landmark                               ',\n",
+            "       ' fullAddress                                                                                                                                   ',\n",
+            "       ' pincode'],\n",
+            "      dtype='object')\n",
+            "\n",
+            "Columns of project_configuration_df:\n",
+            "Index(['id                       ', ' projectId                ',\n",
+            "       ' propertyCategory', ' type        ', ' customBHK'],\n",
+            "      dtype='object')\n",
+            "\n",
+            "Columns of project_conf_var_df:\n",
+            "Index(['id                       ', ' \"configurationId\"          ',\n",
+            "       ' \"bathrooms\"', ' \"privateBathrooms\"', ' \"publicBathrooms\"',\n",
+            "       ' \"balcony\"', ' \"furnishedType\" ',\n",
+            "       ' \"furnishingType\"                                                           ',\n",
+            "       ' \"lift\" ', ' \"ageOfProperty\"', ' \"parkingType\"', ' \"listingType\"',\n",
+            "       ' \"floorPlanImage\"                                                                         ',\n",
+            "       ' \"carpetArea\"', ' \"price\"    ',\n",
+            "       ' \"propertyImages\"                                                                                                                                                                         ',\n",
+            "       ' \"maintenanceCharges\"', ' \"aboutProperty\"            ',\n",
+            "       ' \"createdAt\"              ', ' \"updatedAt\"'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "40ec7110"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Based on the column names, it appears that 'id' in `project_df` matches 'projectId' in `project_address_df` and `project_configuration_df`, and 'id' in `project_configuration_df` matches '\"configurationId\"' in `project_conf_var_df`. Before merging, I will clean the column names by removing leading/trailing spaces and quotes.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "72632e53",
+        "outputId": "1529835d-6eef-4272-d892-d28016195588"
+      },
+      "source": [
+        "project_df.columns = project_df.columns.str.strip()\n",
+        "project_address_df.columns = project_address_df.columns.str.strip()\n",
+        "project_configuration_df.columns = project_configuration_df.columns.str.strip()\n",
+        "project_conf_var_df.columns = project_conf_var_df.columns.str.strip().str.replace('\"', '')\n",
+        "\n",
+        "print(\"Cleaned columns of project_df:\")\n",
+        "print(project_df.columns)\n",
+        "print(\"\\nCleaned columns of project_address_df:\")\n",
+        "print(project_address_df.columns)\n",
+        "print(\"\\nCleaned columns of project_configuration_df:\")\n",
+        "print(project_configuration_df.columns)\n",
+        "print(\"\\nCleaned columns of project_conf_var_df:\")\n",
+        "print(project_conf_var_df.columns)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Cleaned columns of project_df:\n",
+            "Index(['id', 'projectType', 'projectName', 'projectCategory', 'slug', 'slugId',\n",
+            "       'status', 'projectAge', 'reraId', 'countryId', 'stateId', 'cityId',\n",
+            "       'localityId', 'subLocalityId', 'projectSummary', 'possessionDate'],\n",
+            "      dtype='object')\n",
+            "\n",
+            "Cleaned columns of project_address_df:\n",
+            "Index(['id', 'projectId', 'landmark', 'fullAddress', 'pincode'], dtype='object')\n",
+            "\n",
+            "Cleaned columns of project_configuration_df:\n",
+            "Index(['id', 'projectId', 'propertyCategory', 'type', 'customBHK'], dtype='object')\n",
+            "\n",
+            "Cleaned columns of project_conf_var_df:\n",
+            "Index(['id', 'configurationId', 'bathrooms', 'privateBathrooms',\n",
+            "       'publicBathrooms', 'balcony', 'furnishedType', 'furnishingType', 'lift',\n",
+            "       'ageOfProperty', 'parkingType', 'listingType', 'floorPlanImage',\n",
+            "       'carpetArea', 'price', 'propertyImages', 'maintenanceCharges',\n",
+            "       'aboutProperty', 'createdAt', 'updatedAt'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "836fbb0c"
+      },
+      "source": [
+        "## Perform the first outer merge\n",
+        "\n",
+        "### Subtask:\n",
+        "Merge the first two dataframes (`project_df` and `project_address_df`) using a full outer join on the appropriate key columns, handling potential duplicate column names with suffixes.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "dc08b1bf"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Perform a full outer merge of project_df and project_address_df on the specified key columns and display the head of the resulting dataframe.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 533
+        },
+        "id": "60f83dff",
+        "outputId": "b3dc0337-1580-4749-b843-6b2be7546a2b"
+      },
+      "source": [
+        "merged_project_address_df = pd.merge(project_df, project_address_df, left_on='id', right_on='projectId', how='outer', suffixes=('_project', '_address'))\n",
+        "display(merged_project_address_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  id_project projectType projectName projectCategory slug slugId status  \\\n",
+              "0        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "1        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "2        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "3        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "4        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "\n",
+              "  projectAge reraId countryId  ... cityId localityId subLocalityId  \\\n",
+              "0        NaN    NaN       NaN  ...    NaN        NaN           NaN   \n",
+              "1        NaN    NaN       NaN  ...    NaN        NaN           NaN   \n",
+              "2        NaN    NaN       NaN  ...    NaN        NaN           NaN   \n",
+              "3        NaN    NaN       NaN  ...    NaN        NaN           NaN   \n",
+              "4        NaN    NaN       NaN  ...    NaN        NaN           NaN   \n",
+              "\n",
+              "  projectSummary possessionDate                 id_address  \\\n",
+              "0            NaN            NaN  cmf53kl01000nvcu8ibut7fka   \n",
+              "1            NaN            NaN  cmfc6pq1n000cvca0gpdjstzf   \n",
+              "2            NaN            NaN  cmfc79ip8001lvca0o1ls6fuz   \n",
+              "3            NaN            NaN  cmfcccifw004vvca0mvtcgxos   \n",
+              "4            NaN            NaN  cmff8swbn0007vxp7bhj7cmqv   \n",
+              "\n",
+              "                    projectId                                  landmark  \\\n",
+              "0   cmf53kkzy000fvcu8tx8jwjmr   Babys school                              \n",
+              "1   cmfc6pq1k0001vca0ikzb258m   JBCN International School Mulund          \n",
+              "2   cmfc79ip5001cvca0qht6o44p   JBCN International School Parel           \n",
+              "3   cmfcccifs004nvca0b7im3r5a   Lodha Xperia Mall                         \n",
+              "4   cmff8swbm0001vxp7pe3neibi   sdfgb                                     \n",
+              "\n",
+              "                                         fullAddress   pincode  \n",
+              "0   Mumbai chembur                               ...  411017.0  \n",
+              "1   Prataprao Gujar Rd Neelam Nagar Mulund East M...  400081.0  \n",
+              "2   AVENUE 15 Ramesh Barrel Supplying Company K.T...  400015.0  \n",
+              "3   64C5+C63 Dombivli East Dombivli Maharashtra 4...  421201.0  \n",
+              "4   asdfgh                                       ...  123456.0  \n",
+              "\n",
+              "[5 rows x 21 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-5d27f4ca-d3dc-45dc-95d2-1249bbaf9258\" class=\"colab-df-container\">\n",
+              "    <div>\n",
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+              "        vertical-align: middle;\n",
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+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>id_address</th>\n",
+              "      <th>projectId</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmf53kl01000nvcu8ibut7fka</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>Babys school</td>\n",
+              "      <td>Mumbai chembur                               ...</td>\n",
+              "      <td>411017.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmfc6pq1n000cvca0gpdjstzf</td>\n",
+              "      <td>cmfc6pq1k0001vca0ikzb258m</td>\n",
+              "      <td>JBCN International School Mulund</td>\n",
+              "      <td>Prataprao Gujar Rd Neelam Nagar Mulund East M...</td>\n",
+              "      <td>400081.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmfc79ip8001lvca0o1ls6fuz</td>\n",
+              "      <td>cmfc79ip5001cvca0qht6o44p</td>\n",
+              "      <td>JBCN International School Parel</td>\n",
+              "      <td>AVENUE 15 Ramesh Barrel Supplying Company K.T...</td>\n",
+              "      <td>400015.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmfcccifw004vvca0mvtcgxos</td>\n",
+              "      <td>cmfcccifs004nvca0b7im3r5a</td>\n",
+              "      <td>Lodha Xperia Mall</td>\n",
+              "      <td>64C5+C63 Dombivli East Dombivli Maharashtra 4...</td>\n",
+              "      <td>421201.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmff8swbn0007vxp7bhj7cmqv</td>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>sdfgb</td>\n",
+              "      <td>asdfgh                                       ...</td>\n",
+              "      <td>123456.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 21 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
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+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5d27f4ca-d3dc-45dc-95d2-1249bbaf9258')\"\n",
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+              "  </svg>\n",
+              "    </button>\n",
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+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
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+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
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+              "    .colab-df-convert:hover {\n",
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+              "      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",
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+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\n",
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+              "\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",
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+              "  </style>\n",
+              "\n",
+              "    <script>\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#df-5d27f4ca-d3dc-45dc-95d2-1249bbaf9258 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-5d27f4ca-d3dc-45dc-95d2-1249bbaf9258');\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",
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+              "        docLink.innerHTML = docLinkHtml;\n",
+              "        element.appendChild(docLink);\n",
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+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-6b31472b-f294-4c29-8cd4-77fe655ff485\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-6b31472b-f294-4c29-8cd4-77fe655ff485')\"\n",
+              "                title=\"Suggest charts\"\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
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+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
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+              "      --hover-bg-color: #E2EBFA;\n",
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+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
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+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
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+              "\n",
+              "  .colab-df-quickchart {\n",
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+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
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+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
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+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
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+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
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+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-6b31472b-f294-4c29-8cd4-77fe655ff485 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "f14eafcf"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "The previous merge resulted in many NaN values at the beginning, indicating that the `project_df` dataframe might have some rows that don't have corresponding entries in the `project_address_df`. Display the tail of the merged dataframe to see if the rows from `project_df` are present there.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 550
+        },
+        "id": "ab7779bc",
+        "outputId": "1eff3e2c-2d4d-4c38-fe05-60064e5763f7"
+      },
+      "source": [
+        "display(merged_project_address_df.tail())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                   id_project   projectType  \\\n",
+              "27  cmfdyb2yc006rvc900owycgrv   RESIDENTIAL   \n",
+              "28  cmfdz9fvx0088vc90pw26eyr8   RESIDENTIAL   \n",
+              "29  cmfe01l6h009gvc90y1zazr09   RESIDENTIAL   \n",
+              "30  cmff8swbm0001vxp7pe3neibi   RESIDENTIAL   \n",
+              "31  cmfxtgtbw0009vxov4t5onh7d   RESIDENTIAL   \n",
+              "\n",
+              "                                   projectName   projectCategory  \\\n",
+              "27   Sonai Clara                                 STANDALONE        \n",
+              "28   Santiago Skytown                            STANDALONE        \n",
+              "29   The silver altair                           STANDALONE        \n",
+              "30   testing                                     STANDALONE        \n",
+              "31   testring999                                 COMPLEX           \n",
+              "\n",
+              "                                                 slug   slugId  \\\n",
+              "27   sonai-clara-brtlinkrd-ravet-pune-029297      ...            \n",
+              "28   santiago-skytown-vikasnagar-ravet-pune-632333...            \n",
+              "29   the-silver-altair--pcmc-ravet-pune-945470    ...            \n",
+              "30   testing-modelcolony-shivajinagar-pune-301013 ...            \n",
+              "31   testring999-somwarpeth-camp-pune-222053      ...            \n",
+              "\n",
+              "                 status   projectAge  \\\n",
+              "27   UNDER_CONSTRUCTION                \n",
+              "28   UNDER_CONSTRUCTION                \n",
+              "29   UNDER_CONSTRUCTION                \n",
+              "30   READY_TO_MOVE              11.0   \n",
+              "31   UNDER_CONSTRUCTION                \n",
+              "\n",
+              "                                              reraId  \\\n",
+              "27   \"[\"\"[\\\"\"P52100080205\\\"\"]\"\"]\"                      \n",
+              "28   \"[\"\"[\\\"\"P52100077942\\\"\"]\"\"]\"                      \n",
+              "29   \"[\"\"[\\\"\"P52100035075\\\"\"]\"\"]\"                      \n",
+              "30   \"[\"\"123456789\"\"]\"                                 \n",
+              "31   \"[\"\"[\\\"\"asdfghjkl\\\"\"]\"\"]\"                         \n",
+              "\n",
+              "                     countryId  ...                      cityId  \\\n",
+              "27   cmf3zcoe80000vcf8sd4qfpwd  ...   cmf6nu3ru000gvcxspxarll3v   \n",
+              "28   cmf3zcoe80000vcf8sd4qfpwd  ...   cmf6nu3ru000gvcxspxarll3v   \n",
+              "29   cmf3zcoe80000vcf8sd4qfpwd  ...   cmf6nu3ru000gvcxspxarll3v   \n",
+              "30   cmf3zcoe80000vcf8sd4qfpwd  ...   cmf6nu3ru000gvcxspxarll3v   \n",
+              "31   cmfw6qdtd0000vx6uelma0klf  ...   cmf6nu3ru000gvcxspxarll3v   \n",
+              "\n",
+              "                    localityId               subLocalityId  \\\n",
+              "27   cmf6qgr4u004fvcxswao9nc4r   cmfdxt4wr006pvc90zvflron5   \n",
+              "28   cmf6qgr4u004fvcxswao9nc4r   cmfdyubxb0086vc90glhoi1tr   \n",
+              "29   cmf6qgr4u004fvcxswao9nc4r   cmfdzm7gn009evc907tntxrwq   \n",
+              "30   cmf6pk0cn0033vcxshxbf5hdh   cmfdn705v001pvc90uyle9m34   \n",
+              "31   cmf6pksk30035vcxs7r2mo3iq   cmfdkuymm0001vc90iiyzkr8d   \n",
+              "\n",
+              "                                       projectSummary        possessionDate  \\\n",
+              "27                                                ...                         \n",
+              "28                                                ...                         \n",
+              "29                                                ...                         \n",
+              "30   sdfghjhgfdfghjgfdfghgfgh                     ...                         \n",
+              "31   dsgfhjk                                      ...   2025-09-25 00:00:00   \n",
+              "\n",
+              "   id_address projectId landmark fullAddress pincode  \n",
+              "27        NaN       NaN      NaN         NaN     NaN  \n",
+              "28        NaN       NaN      NaN         NaN     NaN  \n",
+              "29        NaN       NaN      NaN         NaN     NaN  \n",
+              "30        NaN       NaN      NaN         NaN     NaN  \n",
+              "31        NaN       NaN      NaN         NaN     NaN  \n",
+              "\n",
+              "[5 rows x 21 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-2cb9193e-0d36-4562-a311-4b556c1f9496\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
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+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\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>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>cityId</th>\n",
+              "      <th>localityId</th>\n",
+              "      <th>subLocalityId</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>id_address</th>\n",
+              "      <th>projectId</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>cmfdyb2yc006rvc900owycgrv</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Sonai Clara</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>sonai-clara-brtlinkrd-ravet-pune-029297      ...</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P52100080205\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6qgr4u004fvcxswao9nc4r</td>\n",
+              "      <td>cmfdxt4wr006pvc90zvflron5</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>cmfdz9fvx0088vc90pw26eyr8</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>Santiago Skytown</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>santiago-skytown-vikasnagar-ravet-pune-632333...</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P52100077942\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6qgr4u004fvcxswao9nc4r</td>\n",
+              "      <td>cmfdyubxb0086vc90glhoi1tr</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>cmfe01l6h009gvc90y1zazr09</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>The silver altair</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>the-silver-altair--pcmc-ravet-pune-945470    ...</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"P52100035075\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6qgr4u004fvcxswao9nc4r</td>\n",
+              "      <td>cmfdzm7gn009evc907tntxrwq</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>30</th>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>testing</td>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>testing-modelcolony-shivajinagar-pune-301013 ...</td>\n",
+              "      <td></td>\n",
+              "      <td>READY_TO_MOVE</td>\n",
+              "      <td>11.0</td>\n",
+              "      <td>\"[\"\"123456789\"\"]\"</td>\n",
+              "      <td>cmf3zcoe80000vcf8sd4qfpwd</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pk0cn0033vcxshxbf5hdh</td>\n",
+              "      <td>cmfdn705v001pvc90uyle9m34</td>\n",
+              "      <td>sdfghjhgfdfghjgfdfghgfgh                     ...</td>\n",
+              "      <td></td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>31</th>\n",
+              "      <td>cmfxtgtbw0009vxov4t5onh7d</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>testring999</td>\n",
+              "      <td>COMPLEX</td>\n",
+              "      <td>testring999-somwarpeth-camp-pune-222053      ...</td>\n",
+              "      <td></td>\n",
+              "      <td>UNDER_CONSTRUCTION</td>\n",
+              "      <td></td>\n",
+              "      <td>\"[\"\"[\\\"\"asdfghjkl\\\"\"]\"\"]\"</td>\n",
+              "      <td>cmfw6qdtd0000vx6uelma0klf</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmf6nu3ru000gvcxspxarll3v</td>\n",
+              "      <td>cmf6pksk30035vcxs7r2mo3iq</td>\n",
+              "      <td>cmfdkuymm0001vc90iiyzkr8d</td>\n",
+              "      <td>dsgfhjk                                      ...</td>\n",
+              "      <td>2025-09-25 00:00:00</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 21 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-2cb9193e-0d36-4562-a311-4b556c1f9496')\"\n",
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+              "  </svg>\n",
+              "    </button>\n",
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+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\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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+              "      height: 32px;\n",
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+              "      width: 32px;\n",
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+              "    .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",
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+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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",
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+              "  </style>\n",
+              "\n",
+              "    <script>\n",
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+              "        document.querySelector('#df-2cb9193e-0d36-4562-a311-4b556c1f9496 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-2cb9193e-0d36-4562-a311-4b556c1f9496');\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",
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+              "  </div>\n",
+              "\n",
+              "\n",
+              "    <div id=\"df-8bfd08be-8bbd-4870-93f5-b54c3a8b5603\">\n",
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+              "                title=\"Suggest charts\"\n",
+              "                style=\"display:none;\">\n",
+              "\n",
+              "<svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-8bfd08be-8bbd-4870-93f5-b54c3a8b5603 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "2c1e8415"
+      },
+      "source": [
+        "## Perform the second outer merge\n",
+        "\n",
+        "### Subtask:\n",
+        "Merge the result of the first merge (`merged_project_address_df`) with the third dataframe (`project_configuration_df`) using a full outer join on the appropriate key columns, handling potential duplicate column names with suffixes.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "69512cf4"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Perform a full outer merge of merged_project_address_df and project_configuration_df on the specified keys and display the head of the resulting dataframe.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 255
+        },
+        "id": "9f86b5c3",
+        "outputId": "a6533bac-76bf-4453-c06a-d026e03be04c"
+      },
+      "source": [
+        "merged_with_config_df = pd.merge(merged_project_address_df, project_configuration_df, left_on='id_project', right_on='projectId', how='outer', suffixes=('_merged', '_config'))\n",
+        "display(merged_with_config_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  id_project projectType projectName projectCategory slug slugId status  \\\n",
+              "0        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "1        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "2        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "3        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "4        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "\n",
+              "  projectAge reraId countryId  ... id_address projectId_merged landmark  \\\n",
+              "0        NaN    NaN       NaN  ...        NaN              NaN      NaN   \n",
+              "1        NaN    NaN       NaN  ...        NaN              NaN      NaN   \n",
+              "2        NaN    NaN       NaN  ...        NaN              NaN      NaN   \n",
+              "3        NaN    NaN       NaN  ...        NaN              NaN      NaN   \n",
+              "4        NaN    NaN       NaN  ...        NaN              NaN      NaN   \n",
+              "\n",
+              "  fullAddress pincode                         id            projectId_config  \\\n",
+              "0         NaN     NaN  cmf53kkzz000ivcu89r5399s4   cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "1         NaN     NaN  cmf53kl00000kvcu86ivy65di   cmf53kkzy000fvcu8tx8jwjmr   \n",
+              "2         NaN     NaN  cmf5r6hv20004vxpt0l657blu   cmf5r6hv00001vxptnfichhfl   \n",
+              "3         NaN     NaN  cmfawdrnq000avc18qcvaxzi9   cmfawdrno0007vc18l0fm0z2j   \n",
+              "4         NaN     NaN  cmfawdrnr000dvc188hupv4yy   cmfawdrno0007vc18l0fm0z2j   \n",
+              "\n",
+              "    propertyCategory           type customBHK  \n",
+              "0   RESIDENTIAL        1BHK                    \n",
+              "1   RESIDENTIAL        2BHK                    \n",
+              "2   RESIDENTIAL        2BHK              2BHK  \n",
+              "3   RESIDENTIAL        1BHK              1BHK  \n",
+              "4   RESIDENTIAL        3BHK              3BHK  \n",
+              "\n",
+              "[5 rows x 26 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-6250799e-8069-4988-9efa-ad0067cb75a3\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>id_address</th>\n",
+              "      <th>projectId_merged</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "      <th>id</th>\n",
+              "      <th>projectId_config</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmf53kkzz000ivcu89r5399s4</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmf53kl00000kvcu86ivy65di</td>\n",
+              "      <td>cmf53kkzy000fvcu8tx8jwjmr</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td></td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmf5r6hv20004vxpt0l657blu</td>\n",
+              "      <td>cmf5r6hv00001vxptnfichhfl</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>2BHK</td>\n",
+              "      <td>2BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmfawdrnq000avc18qcvaxzi9</td>\n",
+              "      <td>cmfawdrno0007vc18l0fm0z2j</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>1BHK</td>\n",
+              "      <td>1BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>cmfawdrnr000dvc188hupv4yy</td>\n",
+              "      <td>cmfawdrno0007vc18l0fm0z2j</td>\n",
+              "      <td>RESIDENTIAL</td>\n",
+              "      <td>3BHK</td>\n",
+              "      <td>3BHK</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 26 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6250799e-8069-4988-9efa-ad0067cb75a3')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-6250799e-8069-4988-9efa-ad0067cb75a3 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-6250799e-8069-4988-9efa-ad0067cb75a3');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-96dd4f9a-c172-48f8-a2cc-1a6e8d8af038\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-96dd4f9a-c172-48f8-a2cc-1a6e8d8af038')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-96dd4f9a-c172-48f8-a2cc-1a6e8d8af038 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ccd34104"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Display the tail of the merged dataframe to further inspect the result of the full outer merge.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 273
+        },
+        "id": "ed6787cd",
+        "outputId": "e6fc678c-76f5-42cd-dc05-8ce6430cb7f3"
+      },
+      "source": [
+        "display(merged_with_config_df.tail())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "   id_project projectType projectName projectCategory slug slugId status  \\\n",
+              "87        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "88        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "89        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "90        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "91        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "\n",
+              "   projectAge reraId countryId  ...                 id_address  \\\n",
+              "87        NaN    NaN       NaN  ...  cmff8swbn0007vxp7bhj7cmqv   \n",
+              "88        NaN    NaN       NaN  ...  cmftjwws90009vx552vtbze6k   \n",
+              "89        NaN    NaN       NaN  ...  cmfw5ivre0009vxnkmzexw3zd   \n",
+              "90        NaN    NaN       NaN  ...  cmfwd3782000evxgxgjz4wuum   \n",
+              "91        NaN    NaN       NaN  ...  cmfxtgtbz000fvxov0zosuc1d   \n",
+              "\n",
+              "              projectId_merged                                  landmark  \\\n",
+              "87   cmff8swbm0001vxp7pe3neibi   sdfgb                                     \n",
+              "88   cmftjwws60001vx55r0q7797l   LANDMARK                                  \n",
+              "89   cmfw5ivra0001vxnkbozvz8bd   sedrftgyhuj                               \n",
+              "90   cmfwd377z0008vxgxd9nju858   landmark                                  \n",
+              "91   cmfxtgtbw0009vxov4t5onh7d   esrdfghbj                                 \n",
+              "\n",
+              "                                          fullAddress   pincode   id  \\\n",
+              "87   asdfgh                                       ...  123456.0  NaN   \n",
+              "88   ADDRESS                                      ...  123456.0  NaN   \n",
+              "89   awsedrftgyhujk                               ...  123456.0  NaN   \n",
+              "90   address                                      ...  828123.0  NaN   \n",
+              "91   sdfghj                                       ...  123456.0  NaN   \n",
+              "\n",
+              "   projectId_config propertyCategory type customBHK  \n",
+              "87              NaN              NaN  NaN       NaN  \n",
+              "88              NaN              NaN  NaN       NaN  \n",
+              "89              NaN              NaN  NaN       NaN  \n",
+              "90              NaN              NaN  NaN       NaN  \n",
+              "91              NaN              NaN  NaN       NaN  \n",
+              "\n",
+              "[5 rows x 26 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-42585704-64ea-4174-9acf-2ebdab21f38f\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>id_address</th>\n",
+              "      <th>projectId_merged</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>pincode</th>\n",
+              "      <th>id</th>\n",
+              "      <th>projectId_config</th>\n",
+              "      <th>propertyCategory</th>\n",
+              "      <th>type</th>\n",
+              "      <th>customBHK</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>87</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmff8swbn0007vxp7bhj7cmqv</td>\n",
+              "      <td>cmff8swbm0001vxp7pe3neibi</td>\n",
+              "      <td>sdfgb</td>\n",
+              "      <td>asdfgh                                       ...</td>\n",
+              "      <td>123456.0</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>88</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmftjwws90009vx552vtbze6k</td>\n",
+              "      <td>cmftjwws60001vx55r0q7797l</td>\n",
+              "      <td>LANDMARK</td>\n",
+              "      <td>ADDRESS                                      ...</td>\n",
+              "      <td>123456.0</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>89</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmfw5ivre0009vxnkmzexw3zd</td>\n",
+              "      <td>cmfw5ivra0001vxnkbozvz8bd</td>\n",
+              "      <td>sedrftgyhuj</td>\n",
+              "      <td>awsedrftgyhujk                               ...</td>\n",
+              "      <td>123456.0</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>90</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmfwd3782000evxgxgjz4wuum</td>\n",
+              "      <td>cmfwd377z0008vxgxd9nju858</td>\n",
+              "      <td>landmark</td>\n",
+              "      <td>address                                      ...</td>\n",
+              "      <td>828123.0</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>91</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>cmfxtgtbz000fvxov0zosuc1d</td>\n",
+              "      <td>cmfxtgtbw0009vxov4t5onh7d</td>\n",
+              "      <td>esrdfghbj</td>\n",
+              "      <td>sdfghj                                       ...</td>\n",
+              "      <td>123456.0</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 26 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-42585704-64ea-4174-9acf-2ebdab21f38f')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-42585704-64ea-4174-9acf-2ebdab21f38f 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-42585704-64ea-4174-9acf-2ebdab21f38f');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-2a14d362-a3f1-4040-8b77-d4a79a9f0c1a\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-2a14d362-a3f1-4040-8b77-d4a79a9f0c1a')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-2a14d362-a3f1-4040-8b77-d4a79a9f0c1a button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "49281965"
+      },
+      "source": [
+        "## Perform the third outer merge\n",
+        "\n",
+        "### Subtask:\n",
+        "Merge the result of the second merge (`merged_with_config_df`) with the fourth dataframe (`project_conf_var_df`) using a full outer join on the appropriate key columns, handling potential duplicate column names with suffixes.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "2a254cfe"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Merge the two dataframes using a full outer join on the specified key columns, apply suffixes, store the result, and display the head.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 342
+        },
+        "id": "be2793cd",
+        "outputId": "7ac01d47-2c00-45c4-c20c-b9362bb1eb24"
+      },
+      "source": [
+        "final_merged_df = pd.merge(merged_with_config_df, project_conf_var_df, left_on='id', right_on='configurationId', how='outer', suffixes=('_config_merged', '_conf_var'))\n",
+        "display(final_merged_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  id_project projectType projectName projectCategory slug slugId status  \\\n",
+              "0        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "1        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "2        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "3        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "4        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "\n",
+              "  projectAge reraId countryId  ...     parkingType     listingType  \\\n",
+              "0        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "1        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "2        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "3        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "4        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "\n",
+              "                                      floorPlanImage     carpetArea  \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"123\"          \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"456\"          \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"972\"          \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"188.73\"       \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"426.57\"       \n",
+              "\n",
+              "          price                                     propertyImages  \\\n",
+              "0   \"11111111\"    \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "1   \"22222222\"    \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "2   \"120000000\"   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "3   \"210000000\"   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "4   \"13000000\"    \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "\n",
+              "      maintenanceCharges                 aboutProperty  \\\n",
+              "0                          \"jjhhhu\"                      \n",
+              "1                          \"nbhjg\"                       \n",
+              "2   \"faded \"               \"about property \"             \n",
+              "3                          \"fsdaffdsafsfdddsa\"           \n",
+              "4                          \"na\"                          \n",
+              "\n",
+              "                    createdAt                   updatedAt  \n",
+              "0   \"2025-09-11 10:07:21.386\"   \"2025-09-11 10:07:21.386\"  \n",
+              "1   \"2025-09-11 10:07:26.152\"   \"2025-09-11 10:07:26.152\"  \n",
+              "2   \"2025-09-04 18:42:08.748\"   \"2025-09-04 18:42:08.748\"  \n",
+              "3   \"2025-09-04 18:42:08.748\"   \"2025-09-04 18:42:08.748\"  \n",
+              "4   \"2025-09-08 09:06:36.995\"   \"2025-09-08 09:06:36.995\"  \n",
+              "\n",
+              "[5 rows x 46 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-d813bfa0-271d-459c-919c-508b4ccdf5d2\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"123\"</td>\n",
+              "      <td>\"11111111\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"jjhhhu\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"456\"</td>\n",
+              "      <td>\"22222222\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"nbhjg\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"972\"</td>\n",
+              "      <td>\"120000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td>\"faded \"</td>\n",
+              "      <td>\"about property \"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"188.73\"</td>\n",
+              "      <td>\"210000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"fsdaffdsafsfdddsa\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"426.57\"</td>\n",
+              "      <td>\"13000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 46 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d813bfa0-271d-459c-919c-508b4ccdf5d2')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-d813bfa0-271d-459c-919c-508b4ccdf5d2 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-d813bfa0-271d-459c-919c-508b4ccdf5d2');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-5122577f-5559-41df-82e3-705bdf1b6209\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5122577f-5559-41df-82e3-705bdf1b6209')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-5122577f-5559-41df-82e3-705bdf1b6209 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3a72f33f"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Display the tail of the final merged dataframe to verify the merge includes rows from all original dataframes.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 255
+        },
+        "id": "b821b294",
+        "outputId": "10a70419-f04d-4a3f-b0c3-da735f5829e5"
+      },
+      "source": [
+        "display(final_merged_df.tail())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "    id_project projectType projectName projectCategory slug slugId status  \\\n",
+              "165        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "166        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "167        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "168        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "169        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "\n",
+              "    projectAge reraId countryId  ... parkingType listingType floorPlanImage  \\\n",
+              "165        NaN    NaN       NaN  ...         NaN         NaN            NaN   \n",
+              "166        NaN    NaN       NaN  ...         NaN         NaN            NaN   \n",
+              "167        NaN    NaN       NaN  ...         NaN         NaN            NaN   \n",
+              "168        NaN    NaN       NaN  ...         NaN         NaN            NaN   \n",
+              "169        NaN    NaN       NaN  ...         NaN         NaN            NaN   \n",
+              "\n",
+              "    carpetArea price propertyImages maintenanceCharges aboutProperty  \\\n",
+              "165        NaN   NaN            NaN                NaN           NaN   \n",
+              "166        NaN   NaN            NaN                NaN           NaN   \n",
+              "167        NaN   NaN            NaN                NaN           NaN   \n",
+              "168        NaN   NaN            NaN                NaN           NaN   \n",
+              "169        NaN   NaN            NaN                NaN           NaN   \n",
+              "\n",
+              "    createdAt updatedAt  \n",
+              "165       NaN       NaN  \n",
+              "166       NaN       NaN  \n",
+              "167       NaN       NaN  \n",
+              "168       NaN       NaN  \n",
+              "169       NaN       NaN  \n",
+              "\n",
+              "[5 rows x 46 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-0dbb4800-9df9-4c24-831d-12de03d439eb\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 46 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0dbb4800-9df9-4c24-831d-12de03d439eb')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-0dbb4800-9df9-4c24-831d-12de03d439eb 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-0dbb4800-9df9-4c24-831d-12de03d439eb');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-c1c548f8-b536-4f75-81c5-fa49f638056e\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c1c548f8-b536-4f75-81c5-fa49f638056e')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-c1c548f8-b536-4f75-81c5-fa49f638056e button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "68418493"
+      },
+      "source": [
+        "## Inspect final merged dataframe\n",
+        "\n",
+        "### Subtask:\n",
+        "Display the head, shape, and column names of the final merged dataframe to verify the full outer joins were successful and all data is combined.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "107c66c5"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Display the head, shape, and column names of the final merged dataframe to verify the full outer joins were successful and all data is combined.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 377
+        },
+        "id": "aef2d9b0",
+        "outputId": "1f49ca78-f748-4afa-bf93-6ae01189a8dc"
+      },
+      "source": [
+        "display(final_merged_df.head())\n",
+        "print(\"Shape of the final merged dataframe:\", final_merged_df.shape)\n",
+        "print(\"Columns of the final merged dataframe:\", final_merged_df.columns.tolist())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  id_project projectType projectName projectCategory slug slugId status  \\\n",
+              "0        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "1        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "2        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "3        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "4        NaN         NaN         NaN             NaN  NaN    NaN    NaN   \n",
+              "\n",
+              "  projectAge reraId countryId  ...     parkingType     listingType  \\\n",
+              "0        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "1        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "2        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "3        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "4        NaN    NaN       NaN  ...                   \"Sell\"          \n",
+              "\n",
+              "                                      floorPlanImage     carpetArea  \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"123\"          \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"456\"          \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"972\"          \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"188.73\"       \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \"426.57\"       \n",
+              "\n",
+              "          price                                     propertyImages  \\\n",
+              "0   \"11111111\"    \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "1   \"22222222\"    \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "2   \"120000000\"   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "3   \"210000000\"   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "4   \"13000000\"    \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "\n",
+              "      maintenanceCharges                 aboutProperty  \\\n",
+              "0                          \"jjhhhu\"                      \n",
+              "1                          \"nbhjg\"                       \n",
+              "2   \"faded \"               \"about property \"             \n",
+              "3                          \"fsdaffdsafsfdddsa\"           \n",
+              "4                          \"na\"                          \n",
+              "\n",
+              "                    createdAt                   updatedAt  \n",
+              "0   \"2025-09-11 10:07:21.386\"   \"2025-09-11 10:07:21.386\"  \n",
+              "1   \"2025-09-11 10:07:26.152\"   \"2025-09-11 10:07:26.152\"  \n",
+              "2   \"2025-09-04 18:42:08.748\"   \"2025-09-04 18:42:08.748\"  \n",
+              "3   \"2025-09-04 18:42:08.748\"   \"2025-09-04 18:42:08.748\"  \n",
+              "4   \"2025-09-08 09:06:36.995\"   \"2025-09-08 09:06:36.995\"  \n",
+              "\n",
+              "[5 rows x 46 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-c5e90e99-c88c-4404-95ec-fed973ee5e0d\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"123\"</td>\n",
+              "      <td>\"11111111\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"jjhhhu\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"456\"</td>\n",
+              "      <td>\"22222222\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"nbhjg\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"972\"</td>\n",
+              "      <td>\"120000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td>\"faded \"</td>\n",
+              "      <td>\"about property \"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"188.73\"</td>\n",
+              "      <td>\"210000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"fsdaffdsafsfdddsa\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "      <td>\"2025-09-04 18:42:08.748\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>\"426.57\"</td>\n",
+              "      <td>\"13000000\"</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "      <td>\"2025-09-08 09:06:36.995\"</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 46 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c5e90e99-c88c-4404-95ec-fed973ee5e0d')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-c5e90e99-c88c-4404-95ec-fed973ee5e0d 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-c5e90e99-c88c-4404-95ec-fed973ee5e0d');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-d96449e3-a4e4-42b6-9149-0848d5c7c405\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-d96449e3-a4e4-42b6-9149-0848d5c7c405')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-d96449e3-a4e4-42b6-9149-0848d5c7c405 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of the final merged dataframe: (170, 46)\n",
+            "Columns of the final merged dataframe: ['id_project', 'projectType', 'projectName', 'projectCategory', 'slug', 'slugId', 'status', 'projectAge', 'reraId', 'countryId', 'stateId', 'cityId', 'localityId', 'subLocalityId', 'projectSummary', 'possessionDate', 'id_address', 'projectId_merged', 'landmark', 'fullAddress', 'pincode', 'id_config_merged', 'projectId_config', 'propertyCategory', 'type', 'customBHK', 'id_conf_var', 'configurationId', 'bathrooms', 'privateBathrooms', 'publicBathrooms', 'balcony', 'furnishedType', 'furnishingType', 'lift', 'ageOfProperty', 'parkingType', 'listingType', 'floorPlanImage', 'carpetArea', 'price', 'propertyImages', 'maintenanceCharges', 'aboutProperty', 'createdAt', 'updatedAt']\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "10757cd2"
+      },
+      "source": [
+        "## Handle missing values and duplicates\n",
+        "\n",
+        "### Subtask:\n",
+        "Address missing values and duplicates in the final merged dataframe.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "703b2a93"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Identify columns with missing values and handle duplicates in the final merged dataframe.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "fab969ff",
+        "outputId": "d7e9662c-8fc8-46e5-b1db-a0bda1912057"
+      },
+      "source": [
+        "print(\"Missing values before handling:\\n\", final_merged_df.isnull().sum())\n",
+        "\n",
+        "# Handle missing values: Fill numerical columns with 0, and categorical/object columns with 'Unknown'\n",
+        "for col in final_merged_df.columns:\n",
+        "    if final_merged_df[col].dtype in ['int64', 'float64']:\n",
+        "        final_merged_df[col] = final_merged_df[col].fillna(0)\n",
+        "    else:\n",
+        "        final_merged_df[col] = final_merged_df[col].fillna('Unknown')\n",
+        "\n",
+        "print(\"\\nMissing values after handling:\\n\", final_merged_df.isnull().sum())\n",
+        "\n",
+        "# Identify and remove duplicate rows\n",
+        "print(\"\\nNumber of duplicate rows before removal:\", final_merged_df.duplicated().sum())\n",
+        "final_merged_df = final_merged_df.drop_duplicates()\n",
+        "print(\"Number of duplicate rows after removal:\", final_merged_df.duplicated().sum())\n",
+        "\n",
+        "# Display the shape of the dataframe and check for missing values again\n",
+        "print(\"\\nShape of the dataframe after handling missing values and duplicates:\", final_merged_df.shape)\n",
+        "print(\"Missing values after handling and duplicate removal:\\n\", final_merged_df.isnull().sum())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Missing values before handling:\n",
+            " id_project            147\n",
+            "projectType           147\n",
+            "projectName           147\n",
+            "projectCategory       147\n",
+            "slug                  147\n",
+            "slugId                147\n",
+            "status                147\n",
+            "projectAge            147\n",
+            "reraId                147\n",
+            "countryId             147\n",
+            "stateId               147\n",
+            "cityId                147\n",
+            "localityId            147\n",
+            "subLocalityId         147\n",
+            "projectSummary        147\n",
+            "possessionDate        147\n",
+            "id_address            161\n",
+            "projectId_merged      161\n",
+            "landmark              161\n",
+            "fullAddress           161\n",
+            "pincode               161\n",
+            "id_config_merged      110\n",
+            "projectId_config      110\n",
+            "propertyCategory      110\n",
+            "type                  110\n",
+            "customBHK             110\n",
+            "id_conf_var            92\n",
+            "configurationId        92\n",
+            "bathrooms              92\n",
+            "privateBathrooms       92\n",
+            "publicBathrooms        92\n",
+            "balcony                92\n",
+            "furnishedType          92\n",
+            "furnishingType         92\n",
+            "lift                   92\n",
+            "ageOfProperty          92\n",
+            "parkingType            92\n",
+            "listingType            92\n",
+            "floorPlanImage         92\n",
+            "carpetArea             92\n",
+            "price                  92\n",
+            "propertyImages         92\n",
+            "maintenanceCharges     92\n",
+            "aboutProperty          92\n",
+            "createdAt              92\n",
+            "updatedAt              92\n",
+            "dtype: int64\n",
+            "\n",
+            "Missing values after handling:\n",
+            " id_project            0\n",
+            "projectType           0\n",
+            "projectName           0\n",
+            "projectCategory       0\n",
+            "slug                  0\n",
+            "slugId                0\n",
+            "status                0\n",
+            "projectAge            0\n",
+            "reraId                0\n",
+            "countryId             0\n",
+            "stateId               0\n",
+            "cityId                0\n",
+            "localityId            0\n",
+            "subLocalityId         0\n",
+            "projectSummary        0\n",
+            "possessionDate        0\n",
+            "id_address            0\n",
+            "projectId_merged      0\n",
+            "landmark              0\n",
+            "fullAddress           0\n",
+            "pincode               0\n",
+            "id_config_merged      0\n",
+            "projectId_config      0\n",
+            "propertyCategory      0\n",
+            "type                  0\n",
+            "customBHK             0\n",
+            "id_conf_var           0\n",
+            "configurationId       0\n",
+            "bathrooms             0\n",
+            "privateBathrooms      0\n",
+            "publicBathrooms       0\n",
+            "balcony               0\n",
+            "furnishedType         0\n",
+            "furnishingType        0\n",
+            "lift                  0\n",
+            "ageOfProperty         0\n",
+            "parkingType           0\n",
+            "listingType           0\n",
+            "floorPlanImage        0\n",
+            "carpetArea            0\n",
+            "price                 0\n",
+            "propertyImages        0\n",
+            "maintenanceCharges    0\n",
+            "aboutProperty         0\n",
+            "createdAt             0\n",
+            "updatedAt             0\n",
+            "dtype: int64\n",
+            "\n",
+            "Number of duplicate rows before removal: 0\n",
+            "Number of duplicate rows after removal: 0\n",
+            "\n",
+            "Shape of the dataframe after handling missing values and duplicates: (170, 46)\n",
+            "Missing values after handling and duplicate removal:\n",
+            " id_project            0\n",
+            "projectType           0\n",
+            "projectName           0\n",
+            "projectCategory       0\n",
+            "slug                  0\n",
+            "slugId                0\n",
+            "status                0\n",
+            "projectAge            0\n",
+            "reraId                0\n",
+            "countryId             0\n",
+            "stateId               0\n",
+            "cityId                0\n",
+            "localityId            0\n",
+            "subLocalityId         0\n",
+            "projectSummary        0\n",
+            "possessionDate        0\n",
+            "id_address            0\n",
+            "projectId_merged      0\n",
+            "landmark              0\n",
+            "fullAddress           0\n",
+            "pincode               0\n",
+            "id_config_merged      0\n",
+            "projectId_config      0\n",
+            "propertyCategory      0\n",
+            "type                  0\n",
+            "customBHK             0\n",
+            "id_conf_var           0\n",
+            "configurationId       0\n",
+            "bathrooms             0\n",
+            "privateBathrooms      0\n",
+            "publicBathrooms       0\n",
+            "balcony               0\n",
+            "furnishedType         0\n",
+            "furnishingType        0\n",
+            "lift                  0\n",
+            "ageOfProperty         0\n",
+            "parkingType           0\n",
+            "listingType           0\n",
+            "floorPlanImage        0\n",
+            "carpetArea            0\n",
+            "price                 0\n",
+            "propertyImages        0\n",
+            "maintenanceCharges    0\n",
+            "aboutProperty         0\n",
+            "createdAt             0\n",
+            "updatedAt             0\n",
+            "dtype: int64\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "12b78eb1"
+      },
+      "source": [
+        "## Preprocess other columns\n",
+        "\n",
+        "### Subtask:\n",
+        "Perform data cleaning and transformations on specific columns in the `final_merged_df`.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "2a15705a"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Perform the requested data cleaning and transformations on the specified columns.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "56e7bbe1",
+        "outputId": "b0ff3689-0ec1-49b8-c08e-e4872eed50a2"
+      },
+      "source": [
+        "# Clean columns by removing leading and trailing whitespace\n",
+        "cols_to_strip = ['projectType', 'projectCategory', 'status', 'reraId', 'countryId', 'stateId', 'cityId', 'localityId', 'subLocalityId', 'propertyCategory', 'type', 'customBHK']\n",
+        "for col in cols_to_strip:\n",
+        "    if col in final_merged_df.columns:\n",
+        "        final_merged_df[col] = final_merged_df[col].astype(str).str.strip()\n",
+        "\n",
+        "# Clean the reraId column by removing square brackets and double quotes\n",
+        "if 'reraId' in final_merged_df.columns:\n",
+        "    final_merged_df['reraId'] = final_merged_df['reraId'].astype(str).str.replace('[', '', regex=False).str.replace(']', '', regex=False).str.replace('\"', '', regex=False)\n",
+        "\n",
+        "\n",
+        "# Convert columns to numeric, coercing errors\n",
+        "numeric_cols = ['projectAge', 'bathrooms', 'privateBathrooms', 'publicBathrooms', 'balcony', 'carpetArea', 'price']\n",
+        "for col in numeric_cols:\n",
+        "    if col in final_merged_df.columns:\n",
+        "        final_merged_df[col] = pd.to_numeric(final_merged_df[col].astype(str).str.replace('\"', '', regex=False), errors='coerce')\n",
+        "\n",
+        "# Convert columns to datetime, coercing errors\n",
+        "datetime_cols = ['possessionDate', 'createdAt', 'updatedAt']\n",
+        "for col in datetime_cols:\n",
+        "    if col in final_merged_df.columns:\n",
+        "        final_merged_df[col] = pd.to_datetime(final_merged_df[col], errors='coerce')\n",
+        "\n",
+        "# Display the data types of the cleaned columns\n",
+        "print(\"Data types after cleaning and transformation:\")\n",
+        "print(final_merged_df[cols_to_strip + numeric_cols + datetime_cols].dtypes)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Data types after cleaning and transformation:\n",
+            "projectType                 object\n",
+            "projectCategory             object\n",
+            "status                      object\n",
+            "reraId                      object\n",
+            "countryId                   object\n",
+            "stateId                     object\n",
+            "cityId                      object\n",
+            "localityId                  object\n",
+            "subLocalityId               object\n",
+            "propertyCategory            object\n",
+            "type                        object\n",
+            "customBHK                   object\n",
+            "projectAge                 float64\n",
+            "bathrooms                  float64\n",
+            "privateBathrooms           float64\n",
+            "publicBathrooms            float64\n",
+            "balcony                    float64\n",
+            "carpetArea                 float64\n",
+            "price                      float64\n",
+            "possessionDate      datetime64[ns]\n",
+            "createdAt           datetime64[ns]\n",
+            "updatedAt           datetime64[ns]\n",
+            "dtype: object\n"
+          ]
+        },
+        {
+          "output_type": "stream",
+          "name": "stderr",
+          "text": [
+            "/tmp/ipython-input-2305822913.py:22: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+            "  final_merged_df[col] = pd.to_datetime(final_merged_df[col], errors='coerce')\n",
+            "/tmp/ipython-input-2305822913.py:22: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+            "  final_merged_df[col] = pd.to_datetime(final_merged_df[col], errors='coerce')\n",
+            "/tmp/ipython-input-2305822913.py:22: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+            "  final_merged_df[col] = pd.to_datetime(final_merged_df[col], errors='coerce')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "c6c9750c"
+      },
+      "source": [
+        "## Save the final csv file\n",
+        "\n",
+        "### Subtask:\n",
+        "Save the preprocessed dataframe to a new CSV file.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "12f32150"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Save the preprocessed dataframe to a CSV file named 'final_merged_data.csv' without including the index.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "id": "2cfc6e93"
+      },
+      "source": [
+        "final_merged_df.to_csv('final_merged_data.csv', index=False)"
+      ],
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "e69cd4f4"
+      },
+      "source": [
+        "## Summary:\n",
+        "\n",
+        "### Data Analysis Key Findings\n",
+        "\n",
+        "*   All four dataframes (`project_df`, `project_address_df`, `project_configuration_df`, and `project_conf_var_df`) were successfully merged using a series of full outer joins, resulting in a final dataframe with 170 rows and 46 columns.\n",
+        "*   Column names across all dataframes were cleaned to remove leading/trailing spaces and quotes before merging.\n",
+        "*   Missing values in the final merged dataframe were handled by filling numerical columns with 0 and categorical/object columns with 'Unknown'.\n",
+        "*   No duplicate rows were found in the final merged dataframe after handling missing values.\n",
+        "*   Specific columns were cleaned and transformed, including removing extra characters from `reraId`, converting several columns to numeric types, and converting date-related columns to datetime objects.\n",
+        "\n",
+        "### Insights or Next Steps\n",
+        "\n",
+        "*   The comprehensive merged dataset is now ready for exploratory data analysis and further modeling.\n",
+        "*   Investigating the 'Unknown' values in categorical columns could provide insights into data completeness and potential data collection improvements.\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "final_merged_data=pd.read_csv('/content/final_merged_data.csv')"
+      ],
+      "metadata": {
+        "id": "1UbsnP3pvH4A"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "display(final_merged_data.head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 342
+        },
+        "id": "hm8vmXjUvUON",
+        "outputId": "36df01a7-78af-4be4-d061-c365cadfd31a"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  id_project projectType projectName projectCategory     slug   slugId  \\\n",
+              "0    Unknown     Unknown     Unknown         Unknown  Unknown  Unknown   \n",
+              "1    Unknown     Unknown     Unknown         Unknown  Unknown  Unknown   \n",
+              "2    Unknown     Unknown     Unknown         Unknown  Unknown  Unknown   \n",
+              "3    Unknown     Unknown     Unknown         Unknown  Unknown  Unknown   \n",
+              "4    Unknown     Unknown     Unknown         Unknown  Unknown  Unknown   \n",
+              "\n",
+              "    status  projectAge   reraId countryId  ...     parkingType  \\\n",
+              "0  Unknown         NaN  Unknown   Unknown  ...                   \n",
+              "1  Unknown         NaN  Unknown   Unknown  ...                   \n",
+              "2  Unknown         NaN  Unknown   Unknown  ...                   \n",
+              "3  Unknown         NaN  Unknown   Unknown  ...                   \n",
+              "4  Unknown         NaN  Unknown   Unknown  ...                   \n",
+              "\n",
+              "      listingType                                     floorPlanImage  \\\n",
+              "0   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "1   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "2   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "3   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "4   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "\n",
+              "  carpetArea        price                                     propertyImages  \\\n",
+              "0     123.00   11111111.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "1     456.00   22222222.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "2     972.00  120000000.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "3     188.73  210000000.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "4     426.57   13000000.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "\n",
+              "      maintenanceCharges                 aboutProperty createdAt updatedAt  \n",
+              "0                          \"jjhhhu\"                          NaN       NaN  \n",
+              "1                          \"nbhjg\"                           NaN       NaN  \n",
+              "2   \"faded \"               \"about property \"                 NaN       NaN  \n",
+              "3                          \"fsdaffdsafsfdddsa\"               NaN       NaN  \n",
+              "4                          \"na\"                              NaN       NaN  \n",
+              "\n",
+              "[5 rows x 46 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-0f218936-0e45-4c63-bc8e-be5641e72445\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>id_project</th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>slugId</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>reraId</th>\n",
+              "      <th>countryId</th>\n",
+              "      <th>...</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>123.00</td>\n",
+              "      <td>11111111.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"jjhhhu\"</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>456.00</td>\n",
+              "      <td>22222222.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"nbhjg\"</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>972.00</td>\n",
+              "      <td>120000000.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td>\"faded \"</td>\n",
+              "      <td>\"about property \"</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>188.73</td>\n",
+              "      <td>210000000.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"fsdaffdsafsfdddsa\"</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>426.57</td>\n",
+              "      <td>13000000.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 46 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
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+              "\n",
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+              "          '<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",
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+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-8256b292-b6dd-44ad-88d3-663b3e59feac button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(final_merged_df.columns)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "6Lm8x53AwM4Y",
+        "outputId": "8c2b483d-82bc-4d34-d519-ce5b042ea1d8"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['projectType', 'projectName', 'projectCategory', 'slug', 'status',\n",
+            "       'projectAge', 'projectSummary', 'possessionDate', 'landmark',\n",
+            "       'fullAddress', 'pincode', 'propertyCategory', 'type', 'customBHK',\n",
+            "       'bathrooms', 'privateBathrooms', 'publicBathrooms', 'balcony',\n",
+            "       'furnishedType', 'furnishingType', 'lift', 'ageOfProperty',\n",
+            "       'parkingType', 'listingType', 'floorPlanImage', 'carpetArea', 'price',\n",
+            "       'propertyImages', 'maintenanceCharges', 'aboutProperty', 'createdAt',\n",
+            "       'updatedAt'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(final_merged_df['projectType'].unique())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "dRpJWRo9wQq4",
+        "outputId": "1b178283-be62-49f1-8dcd-debc9687b285"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "['Unknown' 'RESIDENTIAL' 'COMMERCIAL' 'BOTH']\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "final_merged_df = final_merged_df.drop(columns=['id_project','slugId', 'reraId','countryId', 'stateId','cityId', 'localityId', 'subLocalityId','id_address', 'projectId_merged','id_config_merged', 'projectId_config','id_conf_var','configurationId', ])"
+      ],
+      "metadata": {
+        "id": "Puyn4BVrxDCc"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "display(final_merged_df.head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 342
+        },
+        "id": "CaX4u8KqyISa",
+        "outputId": "c656f30f-07f1-48d5-cbc0-d752370ea29d"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  projectType projectName projectCategory     slug   status  projectAge  \\\n",
+              "0     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "1     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "2     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "3     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "4     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "\n",
+              "  projectSummary possessionDate landmark fullAddress  ...     parkingType  \\\n",
+              "0        Unknown            NaT  Unknown     Unknown  ...                   \n",
+              "1        Unknown            NaT  Unknown     Unknown  ...                   \n",
+              "2        Unknown            NaT  Unknown     Unknown  ...                   \n",
+              "3        Unknown            NaT  Unknown     Unknown  ...                   \n",
+              "4        Unknown            NaT  Unknown     Unknown  ...                   \n",
+              "\n",
+              "      listingType                                     floorPlanImage  \\\n",
+              "0   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "1   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "2   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "3   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "4   \"Sell\"          \"https://pub-d28896f69c604ec5aa743cb0397740d9...   \n",
+              "\n",
+              "  carpetArea        price                                     propertyImages  \\\n",
+              "0     123.00   11111111.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "1     456.00   22222222.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "2     972.00  120000000.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "3     188.73  210000000.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "4     426.57   13000000.0   \"[\"\"https://pub-d28896f69c604ec5aa743cb039774...   \n",
+              "\n",
+              "      maintenanceCharges                 aboutProperty createdAt updatedAt  \n",
+              "0                          \"jjhhhu\"                          NaT       NaT  \n",
+              "1                          \"nbhjg\"                           NaT       NaT  \n",
+              "2   \"faded \"               \"about property \"                 NaT       NaT  \n",
+              "3                          \"fsdaffdsafsfdddsa\"               NaT       NaT  \n",
+              "4                          \"na\"                              NaT       NaT  \n",
+              "\n",
+              "[5 rows x 32 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-47bc4a1a-3ee8-4712-aaeb-5b35b71eb178\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>landmark</th>\n",
+              "      <th>fullAddress</th>\n",
+              "      <th>...</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>carpetArea</th>\n",
+              "      <th>price</th>\n",
+              "      <th>propertyImages</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>aboutProperty</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>123.00</td>\n",
+              "      <td>11111111.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"jjhhhu\"</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>456.00</td>\n",
+              "      <td>22222222.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"nbhjg\"</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>972.00</td>\n",
+              "      <td>120000000.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td>\"faded \"</td>\n",
+              "      <td>\"about property \"</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>188.73</td>\n",
+              "      <td>210000000.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"fsdaffdsafsfdddsa\"</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9...</td>\n",
+              "      <td>426.57</td>\n",
+              "      <td>13000000.0</td>\n",
+              "      <td>\"[\"\"https://pub-d28896f69c604ec5aa743cb039774...</td>\n",
+              "      <td></td>\n",
+              "      <td>\"na\"</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 32 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-47bc4a1a-3ee8-4712-aaeb-5b35b71eb178')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-47bc4a1a-3ee8-4712-aaeb-5b35b71eb178 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-47bc4a1a-3ee8-4712-aaeb-5b35b71eb178');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-c9ae0b94-4b19-4b0a-9bd1-122c546a62b0\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-c9ae0b94-4b19-4b0a-9bd1-122c546a62b0')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-c9ae0b94-4b19-4b0a-9bd1-122c546a62b0 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "final_merged_df['Address info'] = final_merged_df['landmark'].astype(str) + ', ' + \\\n",
+        "                                   final_merged_df['fullAddress'].astype(str) + ', ' + \\\n",
+        "                                   final_merged_df['pincode'].astype(str)\n",
+        "\n",
+        "\n",
+        "# Drop the original address columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['landmark', 'fullAddress', 'pincode'])\n",
+        "\n",
+        "display(final_merged_df[['Address info']].head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 69
+        },
+        "id": "XSAtvBur3Caf",
+        "outputId": "99104740-5472-40ea-e344-9c31d35751f4"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "            Address info\n",
+              "0  Unknown, Unknown, 0.0\n",
+              "1  Unknown, Unknown, 0.0\n",
+              "2  Unknown, Unknown, 0.0\n",
+              "3  Unknown, Unknown, 0.0\n",
+              "4  Unknown, Unknown, 0.0"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8469a21d-b9ab-4083-802b-6cf85b5f828f\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Address info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8469a21d-b9ab-4083-802b-6cf85b5f828f')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-8469a21d-b9ab-4083-802b-6cf85b5f828f 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-8469a21d-b9ab-4083-802b-6cf85b5f828f');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-82bdc4d0-d7d1-43f8-b4fd-745c256f8a13\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-82bdc4d0-d7d1-43f8-b4fd-745c256f8a13')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-82bdc4d0-d7d1-43f8-b4fd-745c256f8a13 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Address info']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Address info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Unknown, Unknown, 0.0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Error: Runtime no longer has a reference to this dataframe, please re-run this cell and try again.\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "# Set option to display full column content\n",
+        "pd.set_option('display.max_colwidth', None)\n",
+        "\n",
+        "# Display the head of the Address info column again\n",
+        "display(final_merged_df[['Address info']].head(10))"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 363
+        },
+        "id": "GDZmP13F3IZa",
+        "outputId": "ffbb8882-9055-4854-d9fa-f71d3bdf24df"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "            Address info\n",
+              "0  Unknown, Unknown, 0.0\n",
+              "1  Unknown, Unknown, 0.0\n",
+              "2  Unknown, Unknown, 0.0\n",
+              "3  Unknown, Unknown, 0.0\n",
+              "4  Unknown, Unknown, 0.0\n",
+              "5  Unknown, Unknown, 0.0\n",
+              "6  Unknown, Unknown, 0.0\n",
+              "7  Unknown, Unknown, 0.0\n",
+              "8  Unknown, Unknown, 0.0\n",
+              "9  Unknown, Unknown, 0.0"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-d1c2d251-5a65-4797-9769-75cbad77eda5\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Address info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d1c2d251-5a65-4797-9769-75cbad77eda5')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-d1c2d251-5a65-4797-9769-75cbad77eda5 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-d1c2d251-5a65-4797-9769-75cbad77eda5');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-49e3a5ba-433f-4539-bd6e-0ceca57a0068\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-49e3a5ba-433f-4539-bd6e-0ceca57a0068')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-49e3a5ba-433f-4539-bd6e-0ceca57a0068 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Address info']]\",\n  \"rows\": 10,\n  \"fields\": [\n    {\n      \"column\": \"Address info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Unknown, Unknown, 0.0\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 241
+        },
+        "id": "27b26e9f",
+        "outputId": "dd46f0e8-97ee-4fbe-f48c-6b6e50cc6c44"
+      },
+      "source": [
+        "final_merged_df['Variant details'] = final_merged_df['bathrooms'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['balcony'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['furnishedType'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['carpetArea'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['price'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['propertyImages'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['aboutProperty'].astype(str)\n",
+        "\n",
+        "# Drop the original variant columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['bathrooms', 'balcony', 'furnishedType', 'carpetArea', 'price', 'propertyImages', 'aboutProperty'])\n",
+        "\n",
+        "display(final_merged_df[['Variant details']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                                                                                                                                                                                                                                                              Variant details\n",
+              "0    1.0, 1.0,  \"UNFURNISHED\"   , 123.0, 11111111.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,  \"jjhhhu\"                   \n",
+              "1    0.0, 2.0,  \"UNFURNISHED\"   , 456.0, 22222222.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,  \"nbhjg\"                    \n",
+              "2  12.0, 3.0,  \"UNFURNISHED\"   , 972.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                           ,  \"about property \"          \n",
+              "3  3.0, 2.0,  \"UNFURNISHED\"   , 188.73, 210000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                           ,  \"fsdaffdsafsfdddsa\"        \n",
+              "4   1.0, 1.0,  \"UNFURNISHED\"   , 426.57, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                           ,  \"na\"                       "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-66cb71d4-f56d-4f82-8c71-63e804739bed\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Variant details</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1.0, 1.0,  \"UNFURNISHED\"   , 123.0, 11111111.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,  \"jjhhhu\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>0.0, 2.0,  \"UNFURNISHED\"   , 456.0, 22222222.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,  \"nbhjg\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>12.0, 3.0,  \"UNFURNISHED\"   , 972.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                           ,  \"about property \"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>3.0, 2.0,  \"UNFURNISHED\"   , 188.73, 210000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                           ,  \"fsdaffdsafsfdddsa\"</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1.0, 1.0,  \"UNFURNISHED\"   , 426.57, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-66cb71d4-f56d-4f82-8c71-63e804739bed')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-66cb71d4-f56d-4f82-8c71-63e804739bed 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-66cb71d4-f56d-4f82-8c71-63e804739bed');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-754f0698-4fe8-45f5-87e5-3bebf026bce3\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-754f0698-4fe8-45f5-87e5-3bebf026bce3')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-754f0698-4fe8-45f5-87e5-3bebf026bce3 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Variant details']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Variant details\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \"0.0, 2.0,  \\\"UNFURNISHED\\\"   , 456.0, 22222222.0,  \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\\\"\\\"]\\\"                                                                                           ,  \\\"nbhjg\\\"                    \",\n          \"1.0, 1.0,  \\\"UNFURNISHED\\\"   , 426.57, 13000000.0,  \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\\\"\\\"]\\\"                                                                                           ,  \\\"na\\\"                       \",\n          \"12.0, 3.0,  \\\"UNFURNISHED\\\"   , 972.0, 120000000.0,  \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\\\"\\\"]\\\"                                                                                           ,  \\\"about property \\\"          \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "3284c9b1",
+        "outputId": "a85ecef9-2388-49d1-a4df-dcc9374e3c02"
+      },
+      "source": [
+        "final_merged_df['Configuration info'] = final_merged_df['propertyCategory'].astype(str) + ', ' + \\\n",
+        "                                         final_merged_df['type'].astype(str) + ', ' + \\\n",
+        "                                         final_merged_df['customBHK'].astype(str)\n",
+        "\n",
+        "# Drop the original configuration columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['propertyCategory', 'type', 'customBHK'])\n",
+        "\n",
+        "display(final_merged_df[['Configuration info']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "          Configuration info\n",
+              "0  Unknown, Unknown, Unknown\n",
+              "1  Unknown, Unknown, Unknown\n",
+              "2  Unknown, Unknown, Unknown\n",
+              "3  Unknown, Unknown, Unknown\n",
+              "4  Unknown, Unknown, Unknown"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-aa45c426-0f04-4d8b-a956-d65c899613c4\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Configuration info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-aa45c426-0f04-4d8b-a956-d65c899613c4')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-aa45c426-0f04-4d8b-a956-d65c899613c4 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-aa45c426-0f04-4d8b-a956-d65c899613c4');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-27b5a332-8de8-4656-a9c2-ab5b4100864b\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-27b5a332-8de8-4656-a9c2-ab5b4100864b')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-27b5a332-8de8-4656-a9c2-ab5b4100864b button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Configuration info']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Configuration info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Unknown, Unknown, Unknown\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "display(final_merged_df.head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 498
+        },
+        "id": "IxFWxuv06e7O",
+        "outputId": "1097a621-d9f9-4e7c-8677-8aef12a850b8"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  projectType projectName projectCategory     slug   status  projectAge  \\\n",
+              "0     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "1     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "2     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "3     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "4     Unknown     Unknown         Unknown  Unknown  Unknown         NaN   \n",
+              "\n",
+              "  projectSummary possessionDate  privateBathrooms  publicBathrooms  ...  \\\n",
+              "0        Unknown            NaT               NaN              NaN  ...   \n",
+              "1        Unknown            NaT               NaN              NaN  ...   \n",
+              "2        Unknown            NaT               NaN              NaN  ...   \n",
+              "3        Unknown            NaT               NaN              NaN  ...   \n",
+              "4        Unknown            NaT               NaN              NaN  ...   \n",
+              "\n",
+              "      ageOfProperty     parkingType     listingType  \\\n",
+              "0                                     \"Sell\"          \n",
+              "1                                     \"Sell\"          \n",
+              "2                                     \"Sell\"          \n",
+              "3                                     \"Sell\"          \n",
+              "4                                     \"Sell\"          \n",
+              "\n",
+              "                                                                               floorPlanImage  \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"    \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"    \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238520-ba6c9c4021ea321f.jpg\"    \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\"    \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391101-b4e4be9945434d29.jpg\"    \n",
+              "\n",
+              "      maintenanceCharges createdAt updatedAt           Address info  \\\n",
+              "0                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "1                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "2   \"faded \"                   NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "3                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "4                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                              Variant details  \\\n",
+              "0    1.0, 1.0,  \"UNFURNISHED\"   , 123.0, 11111111.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,  \"jjhhhu\"                      \n",
+              "1    0.0, 2.0,  \"UNFURNISHED\"   , 456.0, 22222222.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,  \"nbhjg\"                       \n",
+              "2  12.0, 3.0,  \"UNFURNISHED\"   , 972.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                           ,  \"about property \"             \n",
+              "3  3.0, 2.0,  \"UNFURNISHED\"   , 188.73, 210000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                           ,  \"fsdaffdsafsfdddsa\"           \n",
+              "4   1.0, 1.0,  \"UNFURNISHED\"   , 426.57, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                           ,  \"na\"                          \n",
+              "\n",
+              "          Configuration info  \n",
+              "0  Unknown, Unknown, Unknown  \n",
+              "1  Unknown, Unknown, Unknown  \n",
+              "2  Unknown, Unknown, Unknown  \n",
+              "3  Unknown, Unknown, Unknown  \n",
+              "4  Unknown, Unknown, Unknown  \n",
+              "\n",
+              "[5 rows x 22 columns]"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-6f24f798-9767-4e2d-a0af-a2d40130ccb8\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>projectType</th>\n",
+              "      <th>projectName</th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>status</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>possessionDate</th>\n",
+              "      <th>privateBathrooms</th>\n",
+              "      <th>publicBathrooms</th>\n",
+              "      <th>...</th>\n",
+              "      <th>ageOfProperty</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "      <th>Address info</th>\n",
+              "      <th>Variant details</th>\n",
+              "      <th>Configuration info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>1.0, 1.0,  \"UNFURNISHED\"   , 123.0, 11111111.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,  \"jjhhhu\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>0.0, 2.0,  \"UNFURNISHED\"   , 456.0, 22222222.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,  \"nbhjg\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238520-ba6c9c4021ea321f.jpg\"</td>\n",
+              "      <td>\"faded \"</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>12.0, 3.0,  \"UNFURNISHED\"   , 972.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                           ,  \"about property \"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>3.0, 2.0,  \"UNFURNISHED\"   , 188.73, 210000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                           ,  \"fsdaffdsafsfdddsa\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>...</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391101-b4e4be9945434d29.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>1.0, 1.0,  \"UNFURNISHED\"   , 426.57, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>5 rows × 22 columns</p>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-6f24f798-9767-4e2d-a0af-a2d40130ccb8')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-6f24f798-9767-4e2d-a0af-a2d40130ccb8 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-6f24f798-9767-4e2d-a0af-a2d40130ccb8');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-98a1c9fe-dff5-40e8-b75b-7cdc1edfe4c4\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-98a1c9fe-dff5-40e8-b75b-7cdc1edfe4c4')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-98a1c9fe-dff5-40e8-b75b-7cdc1edfe4c4 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(final_merged_df.columns)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "Z-T-1MT67lpz",
+        "outputId": "42a1acb4-e7ec-47d5-c295-d6797904d9c7"
+      },
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['projectCategory', 'slug', 'projectAge', 'projectSummary',\n",
+            "       'privateBathrooms', 'publicBathrooms', 'furnishingType', 'lift',\n",
+            "       'ageOfProperty', 'parkingType', 'listingType', 'floorPlanImage',\n",
+            "       'maintenanceCharges', 'createdAt', 'updatedAt', 'Address info',\n",
+            "       'Variant details', 'Configuration info', 'Title', 'Possession Status'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "7c86fbd5",
+        "outputId": "52d01f7c-c358-4510-df6d-7624e334a41f"
+      },
+      "source": [
+        "final_merged_df['Possession Status'] = final_merged_df['status'].astype(str) + ' - ' + final_merged_df['possessionDate'].astype(str)\n",
+        "\n",
+        "# Drop the original columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['status', 'possessionDate'])\n",
+        "\n",
+        "display(final_merged_df[['Possession Status']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  Possession Status\n",
+              "0     Unknown - NaT\n",
+              "1     Unknown - NaT\n",
+              "2     Unknown - NaT\n",
+              "3     Unknown - NaT\n",
+              "4     Unknown - NaT"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-c751cacf-4e99-4ab0-aadd-a4602a44d616\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Possession Status</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-c751cacf-4e99-4ab0-aadd-a4602a44d616')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-c751cacf-4e99-4ab0-aadd-a4602a44d616 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-c751cacf-4e99-4ab0-aadd-a4602a44d616');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-9687a404-83ba-46ac-9a36-dbf38151b49a\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-9687a404-83ba-46ac-9a36-dbf38151b49a')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-9687a404-83ba-46ac-9a36-dbf38151b49a button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Possession Status']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Possession Status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Unknown - NaT\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "2d412b59",
+        "outputId": "0ddae979-94a8-45ee-9f64-278295191511"
+      },
+      "source": [
+        "final_merged_df['Title'] = final_merged_df['projectName'].astype(str) + ' - ' + final_merged_df['projectType'].astype(str)\n",
+        "\n",
+        "# Drop the original columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['projectName', 'projectType'])\n",
+        "\n",
+        "display(final_merged_df[['Title']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "               Title\n",
+              "0  Unknown - Unknown\n",
+              "1  Unknown - Unknown\n",
+              "2  Unknown - Unknown\n",
+              "3  Unknown - Unknown\n",
+              "4  Unknown - Unknown"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-25b26284-b2b8-4ae2-a4a4-8c57182a73ce\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Title</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-25b26284-b2b8-4ae2-a4a4-8c57182a73ce')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-25b26284-b2b8-4ae2-a4a4-8c57182a73ce 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-25b26284-b2b8-4ae2-a4a4-8c57182a73ce');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-37167884-d69b-469f-a94e-373c7707df77\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-37167884-d69b-469f-a94e-373c7707df77')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-37167884-d69b-469f-a94e-373c7707df77 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Title']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Title\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Unknown - Unknown\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "b6e88b75",
+        "outputId": "678392d4-fbfb-4323-a597-33679ded854e"
+      },
+      "source": [
+        "print(\"Shape of the final merged dataframe:\", final_merged_df.shape)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of the final merged dataframe: (170, 20)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "uSfuVGeABEty"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 469
+        },
+        "id": "ec3a3067",
+        "outputId": "f0423224-1950-4b9d-bf3a-e40fa4469307"
+      },
+      "source": [
+        "display(final_merged_df.head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "  projectCategory     slug  projectAge projectSummary  privateBathrooms  \\\n",
+              "0         Unknown  Unknown         NaN        Unknown               NaN   \n",
+              "1         Unknown  Unknown         NaN        Unknown               NaN   \n",
+              "2         Unknown  Unknown         NaN        Unknown               NaN   \n",
+              "3         Unknown  Unknown         NaN        Unknown               NaN   \n",
+              "4         Unknown  Unknown         NaN        Unknown               NaN   \n",
+              "\n",
+              "   publicBathrooms  \\\n",
+              "0              NaN   \n",
+              "1              NaN   \n",
+              "2              NaN   \n",
+              "3              NaN   \n",
+              "4              NaN   \n",
+              "\n",
+              "                                                                 furnishingType  \\\n",
+              "0   \"[]\"                                                                          \n",
+              "1   \"[]\"                                                                          \n",
+              "2   \"[]\"                                                                          \n",
+              "3   \"[]\"                                                                          \n",
+              "4   \"[]\"                                                                          \n",
+              "\n",
+              "       lift     ageOfProperty     parkingType     listingType  \\\n",
+              "0   \"false\"                                     \"Sell\"          \n",
+              "1   \"false\"                                     \"Sell\"          \n",
+              "2   \"false\"                                     \"Sell\"          \n",
+              "3   \"false\"                                     \"Sell\"          \n",
+              "4   \"false\"                                     \"Sell\"          \n",
+              "\n",
+              "                                                                               floorPlanImage  \\\n",
+              "0   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"    \n",
+              "1   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"    \n",
+              "2   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238520-ba6c9c4021ea321f.jpg\"    \n",
+              "3   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\"    \n",
+              "4   \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391101-b4e4be9945434d29.jpg\"    \n",
+              "\n",
+              "      maintenanceCharges createdAt updatedAt           Address info  \\\n",
+              "0                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "1                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "2   \"faded \"                   NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "3                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "4                              NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                              Variant details  \\\n",
+              "0    1.0, 1.0,  \"UNFURNISHED\"   , 123.0, 11111111.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,  \"jjhhhu\"                      \n",
+              "1    0.0, 2.0,  \"UNFURNISHED\"   , 456.0, 22222222.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,  \"nbhjg\"                       \n",
+              "2  12.0, 3.0,  \"UNFURNISHED\"   , 972.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                           ,  \"about property \"             \n",
+              "3  3.0, 2.0,  \"UNFURNISHED\"   , 188.73, 210000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                           ,  \"fsdaffdsafsfdddsa\"           \n",
+              "4   1.0, 1.0,  \"UNFURNISHED\"   , 426.57, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                           ,  \"na\"                          \n",
+              "\n",
+              "          Configuration info              Title Possession Status  \n",
+              "0  Unknown, Unknown, Unknown  Unknown - Unknown     Unknown - NaT  \n",
+              "1  Unknown, Unknown, Unknown  Unknown - Unknown     Unknown - NaT  \n",
+              "2  Unknown, Unknown, Unknown  Unknown - Unknown     Unknown - NaT  \n",
+              "3  Unknown, Unknown, Unknown  Unknown - Unknown     Unknown - NaT  \n",
+              "4  Unknown, Unknown, Unknown  Unknown - Unknown     Unknown - NaT  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-85a18a50-9d47-4020-9abc-0482262c99d1\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>privateBathrooms</th>\n",
+              "      <th>publicBathrooms</th>\n",
+              "      <th>furnishingType</th>\n",
+              "      <th>lift</th>\n",
+              "      <th>ageOfProperty</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "      <th>Address info</th>\n",
+              "      <th>Variant details</th>\n",
+              "      <th>Configuration info</th>\n",
+              "      <th>Title</th>\n",
+              "      <th>Possession Status</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>1.0, 1.0,  \"UNFURNISHED\"   , 123.0, 11111111.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,  \"jjhhhu\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>0.0, 2.0,  \"UNFURNISHED\"   , 456.0, 22222222.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,  \"nbhjg\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238520-ba6c9c4021ea321f.jpg\"</td>\n",
+              "      <td>\"faded \"</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>12.0, 3.0,  \"UNFURNISHED\"   , 972.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                           ,  \"about property \"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>3.0, 2.0,  \"UNFURNISHED\"   , 188.73, 210000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                           ,  \"fsdaffdsafsfdddsa\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391101-b4e4be9945434d29.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>1.0, 1.0,  \"UNFURNISHED\"   , 426.57, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-85a18a50-9d47-4020-9abc-0482262c99d1')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-85a18a50-9d47-4020-9abc-0482262c99d1 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-85a18a50-9d47-4020-9abc-0482262c99d1');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-4da12de7-e207-4755-9fba-c39c85accfa7\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-4da12de7-e207-4755-9fba-c39c85accfa7')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-4da12de7-e207-4755-9fba-c39c85accfa7 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"projectCategory\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Unknown\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"slug\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Unknown\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"projectAge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"projectSummary\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"privateBathrooms\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"publicBathrooms\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"furnishingType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"lift\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ageOfProperty\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"parkingType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"listingType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"floorPlanImage\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"maintenanceCharges\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"createdAt\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"NaT\",\n        \"max\": \"NaT\",\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"updatedAt\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"NaT\",\n        \"max\": \"NaT\",\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Address info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Variant details\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Configuration info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Title\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Possession Status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "zf8Jlb98BqU3"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 851
+        },
+        "id": "b18e2fab",
+        "outputId": "a8160dee-6501-4b7f-d30d-cea5c789186c"
+      },
+      "source": [
+        "# Generate a random sample of 10 rows\n",
+        "random_sample_df = final_merged_df.sample(n=10)\n",
+        "\n",
+        "# Display the random sample\n",
+        "display(random_sample_df)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "    projectCategory  \\\n",
+              "138      STANDALONE   \n",
+              "17          Unknown   \n",
+              "42          Unknown   \n",
+              "108         Unknown   \n",
+              "127         Unknown   \n",
+              "16          Unknown   \n",
+              "6           Unknown   \n",
+              "28          Unknown   \n",
+              "107         Unknown   \n",
+              "151      STANDALONE   \n",
+              "\n",
+              "                                                           slug  projectAge  \\\n",
+              "138   luxury-ashwini-ashoknagar-chembur-mumbai-675058                   NaN   \n",
+              "17                                                      Unknown         NaN   \n",
+              "42                                                      Unknown         NaN   \n",
+              "108                                                     Unknown         NaN   \n",
+              "127                                                     Unknown         NaN   \n",
+              "16                                                      Unknown         NaN   \n",
+              "6                                                       Unknown         NaN   \n",
+              "28                                                      Unknown         NaN   \n",
+              "107                                                     Unknown         NaN   \n",
+              "151   16-lakaki-modelcolony-shivajinagar-pune-470663                    NaN   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        projectSummary  \\\n",
+              "138                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "17                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Unknown   \n",
+              "42                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Unknown   \n",
+              "108                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Unknown   \n",
+              "127                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Unknown   \n",
+              "16                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Unknown   \n",
+              "6                                                                                                                                                                                                                                                                                                                                                                                                                                                                                              Unknown   \n",
+              "28                                                                                                                                                                                                                                                                                                                                                                                                                                                                                             Unknown   \n",
+              "107                                                                                                                                                                                                                                                                                                                                                                                                                                                                                            Unknown   \n",
+              "151   sdfghgvbndfgh                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "\n",
+              "     privateBathrooms  publicBathrooms  \\\n",
+              "138               NaN              NaN   \n",
+              "17                NaN              NaN   \n",
+              "42                NaN              NaN   \n",
+              "108               NaN              NaN   \n",
+              "127               NaN              NaN   \n",
+              "16                NaN              NaN   \n",
+              "6                 NaN              NaN   \n",
+              "28                NaN              NaN   \n",
+              "107               NaN              NaN   \n",
+              "151               NaN              NaN   \n",
+              "\n",
+              "                                                                   furnishingType  \\\n",
+              "138                                                                       Unknown   \n",
+              "17    \"[]\"                                                                          \n",
+              "42    \"[]\"                                                                          \n",
+              "108                                                                       Unknown   \n",
+              "127                                                                       Unknown   \n",
+              "16    \"[]\"                                                                          \n",
+              "6     \"[]\"                                                                          \n",
+              "28    \"[]\"                                                                          \n",
+              "107                                                                       Unknown   \n",
+              "151                                                                       Unknown   \n",
+              "\n",
+              "         lift     ageOfProperty     parkingType     listingType  \\\n",
+              "138   Unknown           Unknown         Unknown         Unknown   \n",
+              "17    \"false\"                                     \"Sell\"          \n",
+              "42    \"false\"                                     \"Sell\"          \n",
+              "108   Unknown           Unknown         Unknown         Unknown   \n",
+              "127   Unknown           Unknown         Unknown         Unknown   \n",
+              "16    \"false\"                                     \"Sell\"          \n",
+              "6     \"false\"                                     \"Sell\"          \n",
+              "28    \"false\"                                     \"Sell\"          \n",
+              "107   Unknown           Unknown         Unknown         Unknown   \n",
+              "151   Unknown           Unknown         Unknown         Unknown   \n",
+              "\n",
+              "                                                                                 floorPlanImage  \\\n",
+              "138                                                                                     Unknown   \n",
+              "17    \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712608-05900f06f63a6dfa.jpg\"    \n",
+              "42    \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263444-42b0f4d7ba7315d4.jpg\"    \n",
+              "108                                                                                     Unknown   \n",
+              "127                                                                                     Unknown   \n",
+              "16    \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712599-4bd849d13fb20425.jpg\"    \n",
+              "6     \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391158-41329b8304cff17d.jpg\"    \n",
+              "28    \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866053-185c21624393f002.jpg\"    \n",
+              "107                                                                                     Unknown   \n",
+              "151                                                                                     Unknown   \n",
+              "\n",
+              "        maintenanceCharges createdAt updatedAt           Address info  \\\n",
+              "138                Unknown       NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "17                               NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "42                               NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "108                Unknown       NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "127                Unknown       NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "16                               NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "6                                NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "28                               NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "107                Unknown       NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "151                Unknown       NaT       NaT  Unknown, Unknown, 0.0   \n",
+              "\n",
+              "                                                                                                                                                                                                                                                               Variant details  \\\n",
+              "138                                                                                                                                                                                                                              nan, nan, Unknown, nan, nan, Unknown, Unknown   \n",
+              "17    2.0, 2.0,  \"UNFURNISHED\"   , 650.0, 14000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712608-e94b60550c5c2690.jpg\"\"]\"                                                                                           ,  \"na\"                          \n",
+              "42   3.0, 2.0,  \"UNFURNISHED\"   , 1185.0, 96000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263445-61ad0a336e5cd7e8.jpg\"\"]\"                                                                                           ,  \"na\"                          \n",
+              "108                                                                                                                                                                                                                              nan, nan, Unknown, nan, nan, Unknown, Unknown   \n",
+              "127                                                                                                                                                                                                                              nan, nan, Unknown, nan, nan, Unknown, Unknown   \n",
+              "16    2.0, 2.0,  \"UNFURNISHED\"   , 536.0, 12000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712607-8e031215d719e572.jpg\"\"]\"                                                                                           ,  \"na\"                          \n",
+              "6    3.0, 2.0,  \"UNFURNISHED\"   , 893.08, 29000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391167-19d3844213de86cb.jpg\"\"]\"                                                                                           ,  \"na\"                          \n",
+              "28    2.0, 2.0,  \"UNFURNISHED\"   , 637.76, 8900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-3b21d5295d1b7bce.jpg\"\"]\"                                                                                           ,  \"na\"                          \n",
+              "107                                                                                                                                                                                                                              nan, nan, Unknown, nan, nan, Unknown, Unknown   \n",
+              "151                                                                                                                                                                                                                              nan, nan, Unknown, nan, nan, Unknown, Unknown   \n",
+              "\n",
+              "            Configuration info  \\\n",
+              "138  Unknown, Unknown, Unknown   \n",
+              "17   Unknown, Unknown, Unknown   \n",
+              "42   Unknown, Unknown, Unknown   \n",
+              "108    RESIDENTIAL, 3BHK, 3BHK   \n",
+              "127      RESIDENTIAL, 4.5BHK,    \n",
+              "16   Unknown, Unknown, Unknown   \n",
+              "6    Unknown, Unknown, Unknown   \n",
+              "28   Unknown, Unknown, Unknown   \n",
+              "107    RESIDENTIAL, 2BHK, 2BHK   \n",
+              "151  Unknown, Unknown, Unknown   \n",
+              "\n",
+              "                                                        Title  \\\n",
+              "138   Ashwini                                   - RESIDENTIAL   \n",
+              "17                                          Unknown - Unknown   \n",
+              "42                                          Unknown - Unknown   \n",
+              "108                                         Unknown - Unknown   \n",
+              "127                                         Unknown - Unknown   \n",
+              "16                                          Unknown - Unknown   \n",
+              "6                                           Unknown - Unknown   \n",
+              "28                                          Unknown - Unknown   \n",
+              "107                                         Unknown - Unknown   \n",
+              "151   16 Lakaki                                 - RESIDENTIAL   \n",
+              "\n",
+              "                   Possession Status  \n",
+              "138  UNDER_CONSTRUCTION - 2025-09-28  \n",
+              "17                     Unknown - NaT  \n",
+              "42                     Unknown - NaT  \n",
+              "108                    Unknown - NaT  \n",
+              "127                    Unknown - NaT  \n",
+              "16                     Unknown - NaT  \n",
+              "6                      Unknown - NaT  \n",
+              "28                     Unknown - NaT  \n",
+              "107                    Unknown - NaT  \n",
+              "151         UNDER_CONSTRUCTION - NaT  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-4521143c-6508-4e15-8afe-97871e3e19a7\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>privateBathrooms</th>\n",
+              "      <th>publicBathrooms</th>\n",
+              "      <th>furnishingType</th>\n",
+              "      <th>lift</th>\n",
+              "      <th>ageOfProperty</th>\n",
+              "      <th>parkingType</th>\n",
+              "      <th>listingType</th>\n",
+              "      <th>floorPlanImage</th>\n",
+              "      <th>maintenanceCharges</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "      <th>Address info</th>\n",
+              "      <th>Variant details</th>\n",
+              "      <th>Configuration info</th>\n",
+              "      <th>Title</th>\n",
+              "      <th>Possession Status</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>138</th>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td></td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>nan, nan, Unknown, nan, nan, Unknown, Unknown</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Ashwini                                   - RESIDENTIAL</td>\n",
+              "      <td>UNDER_CONSTRUCTION - 2025-09-28</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712608-05900f06f63a6dfa.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>2.0, 2.0,  \"UNFURNISHED\"   , 650.0, 14000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712608-e94b60550c5c2690.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>42</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263444-42b0f4d7ba7315d4.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>3.0, 2.0,  \"UNFURNISHED\"   , 1185.0, 96000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263445-61ad0a336e5cd7e8.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>108</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>nan, nan, Unknown, nan, nan, Unknown, Unknown</td>\n",
+              "      <td>RESIDENTIAL, 3BHK, 3BHK</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>127</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>nan, nan, Unknown, nan, nan, Unknown, Unknown</td>\n",
+              "      <td>RESIDENTIAL, 4.5BHK,</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712599-4bd849d13fb20425.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>2.0, 2.0,  \"UNFURNISHED\"   , 536.0, 12000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712607-8e031215d719e572.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391158-41329b8304cff17d.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>3.0, 2.0,  \"UNFURNISHED\"   , 893.08, 29000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391167-19d3844213de86cb.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>\"[]\"</td>\n",
+              "      <td>\"false\"</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"Sell\"</td>\n",
+              "      <td>\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866053-185c21624393f002.jpg\"</td>\n",
+              "      <td></td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>2.0, 2.0,  \"UNFURNISHED\"   , 637.76, 8900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-3b21d5295d1b7bce.jpg\"\"]\"                                                                                           ,  \"na\"</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>107</th>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>nan, nan, Unknown, nan, nan, Unknown, Unknown</td>\n",
+              "      <td>RESIDENTIAL, 2BHK, 2BHK</td>\n",
+              "      <td>Unknown - Unknown</td>\n",
+              "      <td>Unknown - NaT</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>16-lakaki-modelcolony-shivajinagar-pune-470663</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>sdfghgvbndfgh</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>Unknown</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>NaT</td>\n",
+              "      <td>Unknown, Unknown, 0.0</td>\n",
+              "      <td>nan, nan, Unknown, nan, nan, Unknown, Unknown</td>\n",
+              "      <td>Unknown, Unknown, Unknown</td>\n",
+              "      <td>16 Lakaki                                 - RESIDENTIAL</td>\n",
+              "      <td>UNDER_CONSTRUCTION - NaT</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-4521143c-6508-4e15-8afe-97871e3e19a7')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-4521143c-6508-4e15-8afe-97871e3e19a7 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-4521143c-6508-4e15-8afe-97871e3e19a7');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-5fca9862-7c5a-45c9-8160-bc90002f6c96\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-5fca9862-7c5a-45c9-8160-bc90002f6c96')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-5fca9862-7c5a-45c9-8160-bc90002f6c96 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "  <div id=\"id_7b78b50e-f891-4ddb-ae61-5068c382f2f7\">\n",
+              "    <style>\n",
+              "      .colab-df-generate {\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-generate: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-generate {\n",
+              "        background-color: #3B4455;\n",
+              "        fill: #D2E3FC;\n",
+              "      }\n",
+              "\n",
+              "      [theme=dark] .colab-df-generate: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",
+              "    <button class=\"colab-df-generate\" onclick=\"generateWithVariable('random_sample_df')\"\n",
+              "            title=\"Generate code using this dataframe.\"\n",
+              "            style=\"display:none;\">\n",
+              "\n",
+              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
+              "       width=\"24px\">\n",
+              "    <path d=\"M7,19H8.4L18.45,9,17,7.55,7,17.6ZM5,21V16.75L18.45,3.32a2,2,0,0,1,2.83,0l1.4,1.43a1.91,1.91,0,0,1,.58,1.4,1.91,1.91,0,0,1-.58,1.4L9.25,21ZM18.45,9,17,7.55Zm-12,3A5.31,5.31,0,0,0,4.9,8.1,5.31,5.31,0,0,0,1,6.5,5.31,5.31,0,0,0,4.9,4.9,5.31,5.31,0,0,0,6.5,1,5.31,5.31,0,0,0,8.1,4.9,5.31,5.31,0,0,0,12,6.5,5.46,5.46,0,0,0,6.5,12Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "    <script>\n",
+              "      (() => {\n",
+              "      const buttonEl =\n",
+              "        document.querySelector('#id_7b78b50e-f891-4ddb-ae61-5068c382f2f7 button.colab-df-generate');\n",
+              "      buttonEl.style.display =\n",
+              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "\n",
+              "      buttonEl.onclick = () => {\n",
+              "        google.colab.notebook.generateWithVariable('random_sample_df');\n",
+              "      }\n",
+              "      })();\n",
+              "    </script>\n",
+              "  </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "variable_name": "random_sample_df",
+              "summary": "{\n  \"name\": \"random_sample_df\",\n  \"rows\": 10,\n  \"fields\": [\n    {\n      \"column\": \"projectCategory\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \"Unknown\",\n          \"STANDALONE\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"slug\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" luxury-ashwini-ashoknagar-chembur-mumbai-675058          \",\n          \"Unknown\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"projectAge\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"projectSummary\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"privateBathrooms\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"publicBathrooms\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": null,\n        \"max\": null,\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"furnishingType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"lift\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"ageOfProperty\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"parkingType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"listingType\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"floorPlanImage\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 6,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"maintenanceCharges\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"createdAt\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"NaT\",\n        \"max\": \"NaT\",\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"updatedAt\",\n      \"properties\": {\n        \"dtype\": \"date\",\n        \"min\": \"NaT\",\n        \"max\": \"NaT\",\n        \"num_unique_values\": 0,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Address info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Variant details\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 6,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Configuration info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 4,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Title\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Possession Status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 3,\n        \"samples\": [],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "ZbAoiBfOEFCd"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "b5466831",
+        "outputId": "ceee60d7-b5e3-4fe7-b633-d26b5f61ac49"
+      },
+      "source": [
+        "for col in final_merged_df.columns:\n",
+        "    print(f\"Unique values in column '{col}':\")\n",
+        "    print(final_merged_df[col].unique())\n",
+        "    print(\"-\" * 30)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Unique values in column 'projectCategory':\n",
+            "['Unknown' 'STANDALONE' 'COMPLEX' 'TOWNSHIP']\n",
+            "------------------------------\n",
+            "Unique values in column 'slug':\n",
+            "['Unknown' ' luxury-ashwini-ashoknagar-chembur-mumbai-675058          '\n",
+            " ' pristine02-modelcolony-shivajinagar-pune-428955          '\n",
+            " ' gurukripa-ashoknagar-chembur-mumbai-086047               '\n",
+            " ' hari-om-ashoknagar-chembur-mumbai-650559                 '\n",
+            " ' om-makarand-heights-ashoknagar-chembur-mumbai-716337     '\n",
+            " ' luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861'\n",
+            " ' avenue-15-ashoknagar-chembur-mumbai-140508               '\n",
+            " ' swaroop-aditya-avenue-ashoknagar-chembur-mumbai-422427   '\n",
+            " ' luxury-marigold-miraaya--ashoknagar-chembur-mumbai-870766'\n",
+            " ' balaji-kanha--ashoknagar-chembur-mumbai-678207           '\n",
+            " ' luxury-bhoomi-antara--ashoknagar-chembur-mumbai-093979   '\n",
+            " ' luxury-arkade-prime-ashoknagar-chembur-mumbai-906049     '\n",
+            " ' luxury-glory-katewasti-punawale-pune-268353              '\n",
+            " ' 16-lakaki-modelcolony-shivajinagar-pune-470663           '\n",
+            " ' luxury-dinmanee--modelcolony-shivajinagar-pune-878430    '\n",
+            " ' zoa-building-2-wing-a-keshavnagar-mundhwa-pune-757777    '\n",
+            " ' midori-towers-modelcolony-shivajinagar-pune-449745       '\n",
+            " ' kedar-residency-modelcolony-shivajinagar-pune-678656     '\n",
+            " ' sonai-clara-brtlinkrd-ravet-pune-029297                  '\n",
+            " ' santiago-skytown-vikasnagar-ravet-pune-632333            '\n",
+            " ' the-silver-altair--pcmc-ravet-pune-945470                '\n",
+            " ' testing-modelcolony-shivajinagar-pune-301013             '\n",
+            " ' testring999-somwarpeth-camp-pune-222053                  ']\n",
+            "------------------------------\n",
+            "Unique values in column 'projectAge':\n",
+            "[nan  0. 11.]\n",
+            "------------------------------\n",
+            "Unique values in column 'projectSummary':\n",
+            "['Unknown'\n",
+            " '                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 '\n",
+            " ' sdfghgvbndfgh                                                                                                                                                                                                                                                                                                                                                                                                                                                                                   '\n",
+            " ' sdfghjhgfdfghjgfdfghgfgh                                                                                                                                                                                                                                                                                                                                                                                                                                                                        '\n",
+            " ' dsgfhjk                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         ']\n",
+            "------------------------------\n",
+            "Unique values in column 'privateBathrooms':\n",
+            "[nan  1.  0.]\n",
+            "------------------------------\n",
+            "Unique values in column 'publicBathrooms':\n",
+            "[nan  1.  0.]\n",
+            "------------------------------\n",
+            "Unique values in column 'furnishingType':\n",
+            "[' \"[]\"                                                                       '\n",
+            " 'Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'lift':\n",
+            "[' \"false\"' 'Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'ageOfProperty':\n",
+            "['                ' 'Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'parkingType':\n",
+            "['              ' 'Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'listingType':\n",
+            "[' \"Sell\"       ' 'Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'floorPlanImage':\n",
+            "[' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238520-ba6c9c4021ea321f.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-2d39a8b06669406b.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391101-b4e4be9945434d29.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391141-e6c14becbdbd76a2.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391158-41329b8304cff17d.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391179-7f2bff943c2805a5.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391195-0e9c4aa442f80776.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391210-70f3ad7351a09d4c.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757324645437-975f7a8ecca1de6d.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757324645448-970dda42c441c73b.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757324645450-abde5eb3211c0467.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712590-57c98e762d3e95c3.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712593-25cd2d9a5765be22.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712597-accd128a6ea12d10.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712599-4bd849d13fb20425.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712608-05900f06f63a6dfa.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210681-7ca76e0e6739c3c1.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757401136185-abf1e76a1175f931.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757401136186-d8d90b0f32b32c7f.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757401136187-1ecea6707162bfe7.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757402417345-d65dfb1fd5d0d077.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757402417346-59bcce3ff8c17194.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757402417348-0cca2389f798785c.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866053-185c21624393f002.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-1c8c078c7503aa74.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-f05bbc2ef47cc262.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-66f1c36cd5370f62.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757409672773-6523197b4bafe2f8.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757409672776-9c48211b8fc08a50.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411089519-382dc615d1a8a01c.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411089523-4a25ba0ab26ba4af.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411089524-85f5063857a9e066.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411900104-d2b27e1086902c25.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411900105-92746a06993e21a1.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411900106-2052b7fd49a2faaa.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263429-b34f6e00dad04cee.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263442-37973fcf73632905.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263444-42b0f4d7ba7315d4.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757486991474-f7da47510a2039a9.jpeg\"'\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757486991488-c0b949b98960c0ed.jpg\" '\n",
+            " '                                                                                          '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757486991499-74fa17a4c97985e2.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757488967184-719e10b6efff3546.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757495874341-877b209a8dd708f2.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757497751961-62a4a746ffb7d92a.jpeg\"'\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757497751962-8264b2f46aeac8b4.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757499882365-234e90325d589de6.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757499882367-f956a3cf2e42cc2e.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757502445782-c4d339912dac6059.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757505674380-a846f28fd0ac4508.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757507025374-12d089344fa03c16.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757507025375-6d208dc15b1ffe3b.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757507025386-cd046b94df0f53d9.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757508627511-94d95f7bbb80de8a.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757508627511-b25862c0a7c41854.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757508627516-8e8d34b349402165.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757509935799-56e60e5d51f758f8.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757509935801-62f8a4e2e69af1fb.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757509935801-e3046c3165cb6a9a.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758174783708-6bab276d8a2b3207.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758175122464-bb8651e2ee2d0642.png\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758607532944-ac73972e2cdcdbfb.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758620243241-c0143b04ebeb03b2.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551545-37ea5c3b2ad1281f.jpeg\"'\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551547-58f19a494160e237.jpeg\"'\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551549-35d879317c8edbda.jpeg\"'\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551551-788c3a56eab050d8.jpeg\"'\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758708115716-31db7b2bcb6394ec.webp\"'\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758713537111-51daa54aa4442c6d.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758714944558-7c8147da421f3025.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758714944560-a72d3b85432ed5df.jpg\" '\n",
+            " ' \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758714944562-d6e4bab26b0d4fef.jpg\" '\n",
+            " 'Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'maintenanceCharges':\n",
+            "['                     ' ' \"faded \"            ' ' \"NA\"                '\n",
+            " 'Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'createdAt':\n",
+            "<DatetimeArray>\n",
+            "['NaT']\n",
+            "Length: 1, dtype: datetime64[ns]\n",
+            "------------------------------\n",
+            "Unique values in column 'updatedAt':\n",
+            "<DatetimeArray>\n",
+            "['NaT']\n",
+            "Length: 1, dtype: datetime64[ns]\n",
+            "------------------------------\n",
+            "Unique values in column 'Address info':\n",
+            "['Unknown, Unknown, 0.0'\n",
+            " ' Babys school                           ,  Mumbai chembur                                                                                                                                , 411017.0'\n",
+            " ' JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081.0'\n",
+            " ' JBCN International School Parel        ,  AVENUE 15 Ramesh Barrel Supplying Company K.T.Gupta Wadi S.P.Murai Rd behind Sewri Road Sewri W Maharashtra 400015                            , 400015.0'\n",
+            " ' Lodha Xperia Mall                      ,  64C5+C63 Dombivli East Dombivli Maharashtra 421301                                                                                            , 421201.0'\n",
+            " ' sdfgb                                  ,  asdfgh                                                                                                                                        , 123456.0'\n",
+            " ' LANDMARK                               ,  ADDRESS                                                                                                                                       , 123456.0'\n",
+            " ' sedrftgyhuj                            ,  awsedrftgyhujk                                                                                                                                , 123456.0'\n",
+            " ' landmark                               ,  address                                                                                                                                       , 828123.0'\n",
+            " ' esrdfghbj                              ,  sdfghj                                                                                                                                        , 123456.0']\n",
+            "------------------------------\n",
+            "Unique values in column 'Variant details':\n",
+            "['1.0, 1.0,  \"UNFURNISHED\"   , 123.0, 11111111.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,  \"jjhhhu\"                   '\n",
+            " '0.0, 2.0,  \"UNFURNISHED\"   , 456.0, 22222222.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,  \"nbhjg\"                    '\n",
+            " '12.0, 3.0,  \"UNFURNISHED\"   , 972.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238541-c8a6e3aced460e18.jpg\"\"]\"                                                                                           ,  \"about property \"          '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 188.73, 210000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757011238542-bd3d1a40c2d7fadb.jpg\"\"]\"                                                                                           ,  \"fsdaffdsafsfdddsa\"        '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 426.57, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391106-7c383f81d9c66290.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 460.8, 15000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391150-9b806803ceb0c8b6.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 893.08, 29000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391167-19d3844213de86cb.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 918.27, 29000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391188-7b25319224e8a812.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 804.6, 26000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391202-e4d28b891dcb832f.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 1036.67, 33000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757322391218-4ca8b878a42de5ae.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 443.37, 13000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757324645448-dbde48f7805f3bd0.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 644.11, 19000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757324645449-b2f826d061804b98.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 798.57, 23000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757324645451-d9b3e0a968cfc871.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 379.0, 850000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712591-aa79bad30786e10c.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 354.0, 790000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712594-cd33c56e7db9cd37.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 0.0,  \"UNFURNISHED\"   , 391.0, 880000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712598-d2ac8b8887119ad8.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 536.0, 12000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712607-8e031215d719e572.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 650.0, 14000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757325712608-e94b60550c5c2690.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 457.57, 12000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 652.83, 17000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 728.5, 19000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1240.22, 33000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210682-37e9e8c4f43b5b32.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 0.0,  \"UNFURNISHED\"   , 416.56, 9890000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757401136186-23bdb16c58a9e122.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 438.63, 14000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757401136187-7ce77cd129550d77.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 653.15, 15000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757401136188-b404a27ba98528f4.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, nan,  \"UNFURNISHED\"   , 239.0, 5975000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757402417346-ede3eaf6864e2efa.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, nan,  \"UNFURNISHED\"   , 309.0, 7720000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757402417347-f5e0ac2f495d60e1.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '0.0, nan,  \"UNFURNISHED\"   , 634.0, 15000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757402417348-9bfc082c0bba270f.jpg\"\"]\"                                                                                           ,                             '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 637.76, 8900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-3b21d5295d1b7bce.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 783.83, 10000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-19520d6cb5866f61.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 0.0,  \"UNFURNISHED\"   , 719.46, 10000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866054-18d491c4116a4a1d.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1090.59, 15000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757403866055-12dde6891b923a80.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 422.0, 4190000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757409672775-37d2dedeb898bfd3.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 580.0, 5770000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757409672776-55a3d0d5d7d3bb44.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 0.0,  \"UNFURNISHED\"   , 518.71, 17000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411089520-1fd3665afc1a746a.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 712.68, 24000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411089524-f866cded7e572242.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 0.0,  \"UNFURNISHED\"   , 1098.46, 37000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411089525-9e16be48ea1c5dca.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 425.39, 12000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411900105-0cd46f586c660d51.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 589.43, 17000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411900106-3270032d1b3b29a6.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 710.63, 21000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757411900108-5b7ad0636af0eef0.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '0.0, 2.0,  \"UNFURNISHED\"   , 835.0, 67000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263441-db4005e8699b54f5.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1064.0, 86000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263443-efccc3b7b11a9cf6.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1185.0, 96000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757416263445-61ad0a336e5cd7e8.jpg\"\"]\"                                                                                           ,  \"na\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 269.1, 5649000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757486991482-830ba2f79d951b2a.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 685.0, 14300000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757486991494-9ac904a02c4e153c.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 1.0,  \"UNFURNISHED\"   , 900.0, 18900000.0,  \"[]\"                                                                                                                                                                                     ,  \"NA\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1095.0, 22900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757486991505-2373b8e162de669f.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '4.0, 2.0,  \"UNFURNISHED\"   , 2650.0, 55800000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757488967185-54cee65e85919c06.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1065.0, 25400000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757495874342-f91c6d45130b2367.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 450.0, 7499000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757497751961-e4b9f6b35ff84fc4.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 850.0, 14100000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757497751962-181b9fb00f69e030.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 1.0,  \"UNFURNISHED\"   , 774.0, 13600000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757499882366-5ff9be2083ac3230.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1044.0, 13900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757499882368-39d519773fe47182.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 1.0,  \"UNFURNISHED\"   , 912.0, 66800000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757502445783-07ddd86f8b94a188.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '0.0, 0.0,  \"UNFURNISHED\"   , 805.0, 49000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757505674385-88d968255a68bec4.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 1.0,  \"UNFURNISHED\"   , 719.0, 7916000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757507025374-6b9222f0e2694408.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 954.0, 9900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757507025385-aedb0110dffa5f27.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 973.0, 11000000.0,  \"[]\"                                                                                                                                                                                     ,  \"NA\"                       '\n",
+            " '2.0, 1.0,  \"UNFURNISHED\"   , 767.0, 784300000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757508627511-f415324344fe391c.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 1.0,  \"UNFURNISHED\"   , 786.0, 8037000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757508627515-f85803015d61e3d3.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1017.0, 13900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757508627516-8162911bdda309f0.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '1.0, 4.0,  \"UNFURNISHED\"   , 880.0, 8409000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757509935800-7ec66eb73cfad6b5.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 1.0,  \"UNFURNISHED\"   , 921.0, 8885000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757509935801-4a6e51cf542453de.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '3.0, 2.0,  \"UNFURNISHED\"   , 1048.0, 11000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757509935802-e9fd330d696b020e.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '8.0, 8.0,  \"UNFURNISHED\"   , 9.79, 10088000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758174623697-27c4f71a991e078c.jpg\"\"]\"                                                                                           ,  \"asdfghjk\"                 '\n",
+            " '10.0, 2.0,  \"UNFURNISHED\"   , 3.0, 120000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758175122464-0dead4f474b5ccbc.jpg\"\"]\"                                                                                           ,  \"about property\"           '\n",
+            " '1.0, 2.0,  \"UNFURNISHED\"   , 122.0, 10000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758450157414-15c5ef82cad99022.jpg\"\"]\"                                                                                           ,  \"ABOUT PROPERTY \"          '\n",
+            " '99.0, 88.0,  \"UNFURNISHED\"   , 69.0, 960000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758607532944-e10a4f6be6b3cc76.jpg\"\"]\"                                                                                           ,  \"described huh ...?\"       '\n",
+            " '10.0, 12.0,  \"UNFURNISHED\"   , 2.0, 30000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758620243242-5810bb1b43a5db87.webp\"\"]\"                                                                                          ,  \"about property\"           '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 413.23, 10900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551546-edea4e482b14fe41.jpg\"\"]\"                                                                                           ,  \"Na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 705.14, 18700000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551548-68b2c475624ac9aa.jpg\"\"]\"                                                                                           ,  \"Na\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 646.91, 17200000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551550-8dd99bd7e0de26db.jpg\"\"]\"                                                                                           ,  \"Na\"                       '\n",
+            " '3.0, 3.0,  \"UNFURNISHED\"   , 901.26, 23900000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758705551551-635af274c30c9045.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '9.0, 9.0,  \"UNFURNISHED\"   , 7.0, 80000000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758708115716-b28e6ee1732f2e2b.webp\"\"]\"                                                                                          ,  \"sdfghjn\"                  '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 331.85, 7944000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758713537116-09ebbf05ef9abbaa.jpg\"\"]\"                                                                                           ,  \"1 RK APARTMENTS\"          '\n",
+            " '1.0, 1.0,  \"UNFURNISHED\"   , 396.97, 10700000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758714944560-7c164d7b1cc645f7.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 4.0,  \"UNFURNISHED\"   , 568.98, 15300000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758714944561-7778f9768558b3c0.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " '2.0, 2.0,  \"UNFURNISHED\"   , 619.89, 16700000.0,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1758714944562-e50632ef4ec31e1b.jpg\"\"]\"                                                                                           ,  \"NA\"                       '\n",
+            " 'nan, nan, Unknown, nan, nan, Unknown, Unknown']\n",
+            "------------------------------\n",
+            "Unique values in column 'Configuration info':\n",
+            "['Unknown, Unknown, Unknown' 'RESIDENTIAL, 1BHK, ' 'RESIDENTIAL, 2BHK, '\n",
+            " 'RESIDENTIAL, 2BHK, 2BHK' 'RESIDENTIAL, 1BHK, 1BHK'\n",
+            " 'RESIDENTIAL, 3BHK, 3BHK' 'COMMERCIAL, Office, Office'\n",
+            " 'RESIDENTIAL, Office space, ' 'RESIDENTIAL, 4.5BHK, Custom'\n",
+            " 'RESIDENTIAL, 3BHK, ' 'RESIDENTIAL, 5BHK, ' 'RESIDENTIAL, 4BHK, 4BHK'\n",
+            " 'RESIDENTIAL, 4.5BHK, ' 'RESIDENTIAL, House_Villa, House_Villa'\n",
+            " 'RESIDENTIAL, 1RK, ']\n",
+            "------------------------------\n",
+            "Unique values in column 'Title':\n",
+            "['Unknown - Unknown'\n",
+            " ' Ashwini                                   - RESIDENTIAL'\n",
+            " ' Pristine02                                - RESIDENTIAL'\n",
+            " ' Gurukripa                                 - RESIDENTIAL'\n",
+            " ' Hari om                                   - RESIDENTIAL'\n",
+            " ' Om makarand heights                       - RESIDENTIAL'\n",
+            " ' Sainath Vrindavan                         - RESIDENTIAL'\n",
+            " ' Avenue 15                                 - RESIDENTIAL'\n",
+            " ' Swaroop Aditya Avenue                     - COMMERCIAL'\n",
+            " ' Marigold miraaya                          - RESIDENTIAL'\n",
+            " ' Balaji Kanha                              - RESIDENTIAL'\n",
+            " ' Bhoomi antara                             - RESIDENTIAL'\n",
+            " ' Arkade Prime                              - BOTH'\n",
+            " ' Glory                                     - RESIDENTIAL'\n",
+            " ' 16 Lakaki                                 - RESIDENTIAL'\n",
+            " ' Dinmanee                                  - RESIDENTIAL'\n",
+            " ' Zoa Building - 2 Wing A                   - RESIDENTIAL'\n",
+            " ' Midori Towers                             - RESIDENTIAL'\n",
+            " ' Kedar Residency                           - RESIDENTIAL'\n",
+            " ' Sonai Clara                               - RESIDENTIAL'\n",
+            " ' Santiago Skytown                          - RESIDENTIAL'\n",
+            " ' The silver altair                         - RESIDENTIAL'\n",
+            " ' testing                                   - RESIDENTIAL'\n",
+            " ' testring999                               - RESIDENTIAL']\n",
+            "------------------------------\n",
+            "Unique values in column 'Possession Status':\n",
+            "['Unknown - NaT' 'UNDER_CONSTRUCTION - 2025-09-28' 'READY_TO_MOVE - NaT'\n",
+            " 'UNDER_CONSTRUCTION - NaT' 'UNDER_CONSTRUCTION - 2025-09-21'\n",
+            " 'UNDER_CONSTRUCTION - 2025-09-25']\n",
+            "------------------------------\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "final_merged_df.to_csv('final_merged_data1.csv', index=False)"
+      ],
+      "metadata": {
+        "id": "8o_jzgA4GM6l"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "code",
+      "source": [],
+      "metadata": {
+        "id": "_oFDn_wRGSJO"
+      },
+      "execution_count": null,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "3d30aff2"
+      },
+      "source": [
+        "# Task\n",
+        "Clean the `final_merged_df` DataFrame by converting the 'price' column to numeric and formatting it as 'price_in_cr', dropping the original 'price' column, ensuring the 'possessionDate' column is a proper datetime object, and combining various columns into new, consolidated columns: 'Address info', 'Configuration info', 'Title', 'Possession Status', and 'Variant details'. Finally, drop the original columns that were merged into the new columns."
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "11e4dc10"
+      },
+      "source": [
+        "## Combine address information\n",
+        "\n",
+        "### Subtask:\n",
+        "Combine the 'landmark', 'fullAddress', and 'pincode' columns into a single 'Address info' column and drop the original columns.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "ae8efd30"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Combine the address-related columns into a new 'Address info' column and then drop the original columns, displaying the head of the updated dataframe to verify.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 547
+        },
+        "id": "5fe14fc0",
+        "outputId": "6147a3c1-25c5-4e28-9930-a147ccc3dc92"
+      },
+      "source": [
+        "final_merged_df['Address info'] = final_merged_df['landmark'].astype(str) + ', ' + \\\n",
+        "                                   final_merged_df['fullAddress'].astype(str) + ', ' + \\\n",
+        "                                   final_merged_df['pincode'].astype(str)\n",
+        "\n",
+        "# Drop the original address columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['landmark', 'fullAddress', 'pincode'])\n",
+        "\n",
+        "display(final_merged_df[['Address info']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "error",
+          "ename": "KeyError",
+          "evalue": "'landmark'",
+          "traceback": [
+            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+            "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+            "\u001b[0;32m/usr/local/lib/python3.12/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3804\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3805\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3806\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32mindex.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+            "\u001b[0;32mindex.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+            "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+            "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+            "\u001b[0;31mKeyError\u001b[0m: 'landmark'",
+            "\nThe above exception was the direct cause of the following exception:\n",
+            "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+            "\u001b[0;32m/tmp/ipython-input-750117336.py\u001b[0m in \u001b[0;36m<cell line: 0>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mfinal_merged_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Address info'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfinal_merged_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'landmark'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m', '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m                                    \u001b[0mfinal_merged_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'fullAddress'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;34m', '\u001b[0m \u001b[0;34m+\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m                                    \u001b[0mfinal_merged_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'pincode'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mastype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;31m# Drop the original address columns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.12/dist-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   4100\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4101\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4102\u001b[0;31m             \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4103\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4104\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;32m/usr/local/lib/python3.12/dist-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   3810\u001b[0m             ):\n\u001b[1;32m   3811\u001b[0m                 \u001b[0;32mraise\u001b[0m \u001b[0mInvalidIndexError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3812\u001b[0;31m             \u001b[0;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3813\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3814\u001b[0m             \u001b[0;31m# If we have a listlike key, _check_indexing_error will raise\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+            "\u001b[0;31mKeyError\u001b[0m: 'landmark'"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "cd430c9d"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "The previous attempt failed because the 'landmark', 'fullAddress', and 'pincode' columns were already dropped in a previous step. I need to check the existing columns in `final_merged_df` and proceed with the subtask using the available columns. I will print the column names to confirm which columns are available.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "0uQaf0WUbems",
+        "outputId": "387491c3-e53c-4099-c742-f2f9cc4938a7"
+      },
+      "source": [
+        "print(final_merged_df.columns)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['projectType', 'projectName', 'projectCategory', 'slug', 'status',\n",
+            "       'projectAge', 'projectSummary', 'possessionDate', 'propertyCategory',\n",
+            "       'type', 'customBHK', 'bathrooms', 'privateBathrooms', 'publicBathrooms',\n",
+            "       'balcony', 'furnishedType', 'furnishingType', 'lift', 'ageOfProperty',\n",
+            "       'parkingType', 'listingType', 'floorPlanImage', 'carpetArea',\n",
+            "       'propertyImages', 'maintenanceCharges', 'aboutProperty', 'createdAt',\n",
+            "       'updatedAt', 'Address info', 'price_in_cr'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "b2eea89b"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Based on the printed column names, the 'landmark', 'fullAddress', and 'pincode' columns have already been combined into 'Address info' and dropped. The subtask of creating the 'Address info' column and dropping the original columns is complete. I will now proceed to the next part of the main task which involves creating the 'Configuration info' column.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "3622b545",
+        "outputId": "cfa77764-ee33-4d26-ff83-07f840855ba6"
+      },
+      "source": [
+        "final_merged_df['Configuration info'] = final_merged_df['propertyCategory'].astype(str) + ', ' + \\\n",
+        "                                         final_merged_df['type'].astype(str) + ', ' + \\\n",
+        "                                         final_merged_df['customBHK'].astype(str)\n",
+        "\n",
+        "# Drop the original configuration columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['propertyCategory', 'type', 'customBHK'])\n",
+        "\n",
+        "display(final_merged_df[['Configuration info']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                        Configuration info\n",
+              "0       RESIDENTIAL     ,  1BHK        ,  \n",
+              "1       RESIDENTIAL     ,  2BHK        ,  \n",
+              "2   RESIDENTIAL     ,  1BHK        ,  1BHK\n",
+              "3   RESIDENTIAL     ,  2BHK        ,  2BHK\n",
+              "4   RESIDENTIAL     ,  2BHK        ,  2BHK"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-f20f4c89-cc20-4b42-bce9-edb2e06e7359\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Configuration info</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>RESIDENTIAL     ,  1BHK        ,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>RESIDENTIAL     ,  2BHK        ,</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>RESIDENTIAL     ,  1BHK        ,  1BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>RESIDENTIAL     ,  2BHK        ,  2BHK</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>RESIDENTIAL     ,  2BHK        ,  2BHK</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-f20f4c89-cc20-4b42-bce9-edb2e06e7359')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-f20f4c89-cc20-4b42-bce9-edb2e06e7359 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-f20f4c89-cc20-4b42-bce9-edb2e06e7359');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-006c9d20-bec4-4277-9c11-bc54cc14d196\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-006c9d20-bec4-4277-9c11-bc54cc14d196')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-006c9d20-bec4-4277-9c11-bc54cc14d196 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Configuration info']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Configuration info\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \" RESIDENTIAL     ,  2BHK        ,  \",\n          \" RESIDENTIAL     ,  2BHK        ,  2BHK\",\n          \" RESIDENTIAL     ,  1BHK        ,  \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "f051e1a1"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "I have completed creating the 'Address info' and 'Configuration info' columns. The next step is to create the 'Title' column by combining 'projectName' and 'projectType' and then dropping the original columns.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "141a51a0",
+        "outputId": "e2f57a45-4666-431b-ff90-9a9d93c63858"
+      },
+      "source": [
+        "final_merged_df['Title'] = final_merged_df['projectName'].astype(str) + ' - ' + final_merged_df['projectType'].astype(str)\n",
+        "\n",
+        "# Drop the original columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['projectName', 'projectType'])\n",
+        "\n",
+        "display(final_merged_df[['Title']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                                                       Title\n",
+              "0   Ashwini                                   -  RESIDENTIAL\n",
+              "1   Ashwini                                   -  RESIDENTIAL\n",
+              "2   Sainath Vrindavan                         -  RESIDENTIAL\n",
+              "3   Sainath Vrindavan                         -  RESIDENTIAL\n",
+              "4   Sainath Vrindavan                         -  RESIDENTIAL"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-64dc3dca-be63-45a2-8b76-acadccc7a2fe\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Title</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Ashwini                                   -  RESIDENTIAL</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>Ashwini                                   -  RESIDENTIAL</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Sainath Vrindavan                         -  RESIDENTIAL</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Sainath Vrindavan                         -  RESIDENTIAL</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>Sainath Vrindavan                         -  RESIDENTIAL</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-64dc3dca-be63-45a2-8b76-acadccc7a2fe')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-64dc3dca-be63-45a2-8b76-acadccc7a2fe 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-64dc3dca-be63-45a2-8b76-acadccc7a2fe');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-de718ed2-5f87-406a-9899-4ece217fae4d\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-de718ed2-5f87-406a-9899-4ece217fae4d')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-de718ed2-5f87-406a-9899-4ece217fae4d button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Title']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Title\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" Sainath Vrindavan                         -  RESIDENTIAL\",\n          \" Ashwini                                   -  RESIDENTIAL\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "28fa717c"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "I have successfully created the 'Address info', 'Configuration info', and 'Title' columns. The next step is to create the 'Possession Status' column by combining 'status' and 'possessionDate', and then drop the original columns.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "id": "666932e8",
+        "outputId": "4f3f39dc-9460-4b40-df27-bef89d3b9b80"
+      },
+      "source": [
+        "final_merged_df['Possession Status'] = final_merged_df['status'].astype(str) + ' - ' + final_merged_df['possessionDate'].astype(str)\n",
+        "\n",
+        "# Drop the original columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['status', 'possessionDate'])\n",
+        "\n",
+        "display(final_merged_df[['Possession Status']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                            Possession Status\n",
+              "0   UNDER_CONSTRUCTION -  2025-09-28 00:00:00\n",
+              "1   UNDER_CONSTRUCTION -  2025-09-28 00:00:00\n",
+              "2                      UNDER_CONSTRUCTION -  \n",
+              "3                      UNDER_CONSTRUCTION -  \n",
+              "4                      UNDER_CONSTRUCTION -  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-8b8ec164-7d53-4284-8b5f-8bb27cc03b6e\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Possession Status</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>UNDER_CONSTRUCTION -  2025-09-28 00:00:00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>UNDER_CONSTRUCTION -  2025-09-28 00:00:00</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>UNDER_CONSTRUCTION -</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>UNDER_CONSTRUCTION -</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>UNDER_CONSTRUCTION -</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-8b8ec164-7d53-4284-8b5f-8bb27cc03b6e')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-8b8ec164-7d53-4284-8b5f-8bb27cc03b6e 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-8b8ec164-7d53-4284-8b5f-8bb27cc03b6e');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-67fd0ec9-5a27-46c3-8118-47d05f2efbcd\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-67fd0ec9-5a27-46c3-8118-47d05f2efbcd')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-67fd0ec9-5a27-46c3-8118-47d05f2efbcd button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Possession Status']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Possession Status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" UNDER_CONSTRUCTION -  \",\n          \" UNDER_CONSTRUCTION -  2025-09-28 00:00:00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "5c9b0303"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "I have created the 'Address info', 'Configuration info', 'Title', and 'Possession Status' columns. The final step in this subtask is to create the 'Variant details' column by combining the relevant columns and dropping the originals.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 379
+        },
+        "id": "a52ee3f5",
+        "outputId": "a46c3791-c1dd-463c-df61-7d65bf542413"
+      },
+      "source": [
+        "final_merged_df['Variant details'] = final_merged_df['bathrooms'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['privateBathrooms'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['publicBathrooms'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['balcony'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['furnishedType'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['furnishingType'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['lift'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['ageOfProperty'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['parkingType'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['listingType'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['floorPlanImage'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['carpetArea'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['propertyImages'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['maintenanceCharges'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['aboutProperty'].astype(str) + ', ' + \\\n",
+        "                                     final_merged_df['price_in_cr'].astype(str)\n",
+        "\n",
+        "\n",
+        "# Drop the original variant columns\n",
+        "final_merged_df = final_merged_df.drop(columns=['bathrooms', 'privateBathrooms', 'publicBathrooms', 'balcony', 'furnishedType', 'furnishingType', 'lift', 'ageOfProperty', 'parkingType', 'listingType', 'floorPlanImage', 'carpetArea', 'propertyImages', 'maintenanceCharges', 'aboutProperty', 'price_in_cr'])\n",
+        "\n",
+        "display(final_merged_df[['Variant details']].head())"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Variant details\n",
+              "0   \"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\" ,  \"123\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,                      ,  \"jjhhhu\"                   , 1.1111111\n",
+              "1   \"0\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\" ,  \"456\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,                      ,  \"nbhjg\"                    , 2.2222222\n",
+              "2         \"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\" ,  \"457.57\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.2\n",
+              "3         \"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\" ,  \"652.83\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.7\n",
+              "4         \"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\" ,  \"728.5\"     ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.9"
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-900c2c34-36e1-4e71-8d97-8f785f3c843b\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>Variant details</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>\"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\" ,  \"123\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,                      ,  \"jjhhhu\"                   , 1.1111111</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>\"0\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\" ,  \"456\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,                      ,  \"nbhjg\"                    , 2.2222222</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>\"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\" ,  \"457.57\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>\"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\" ,  \"652.83\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>\"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\" ,  \"728.5\"     ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.9</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-900c2c34-36e1-4e71-8d97-8f785f3c843b')\"\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 -960 960 960\">\n",
+              "    <path d=\"M120-120v-720h720v720H120Zm60-500h600v-160H180v160Zm220 220h160v-160H400v160Zm0 220h160v-160H400v160ZM180-400h160v-160H180v160Zm440 0h160v-160H620v160ZM180-180h160v-160H180v160Zm440 0h160v-160H620v160Z\"/>\n",
+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-900c2c34-36e1-4e71-8d97-8f785f3c843b 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-900c2c34-36e1-4e71-8d97-8f785f3c843b');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-48e26ee0-e6db-4519-9ebb-eb1cc4100680\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-48e26ee0-e6db-4519-9ebb-eb1cc4100680')\"\n",
+              "                title=\"Suggest charts\"\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",
+              "    <g>\n",
+              "        <path d=\"M19 3H5c-1.1 0-2 .9-2 2v14c0 1.1.9 2 2 2h14c1.1 0 2-.9 2-2V5c0-1.1-.9-2-2-2zM9 17H7v-7h2v7zm4 0h-2V7h2v10zm4 0h-2v-4h2v4z\"/>\n",
+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
+              "  }\n",
+              "\n",
+              "  @keyframes spin {\n",
+              "    0% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
+              "    }\n",
+              "    20% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    30% {\n",
+              "      border-color: transparent;\n",
+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-48e26ee0-e6db-4519-9ebb-eb1cc4100680 button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"display(final_merged_df[['Variant details']]\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"Variant details\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" \\\"0\\\"        ,                    ,                   ,  \\\"2\\\"      ,  \\\"UNFURNISHED\\\"   ,  \\\"[]\\\"                                                                       ,  \\\"false\\\",                 ,               ,  \\\"Sell\\\"       ,  \\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\\\" ,  \\\"456\\\"       ,  \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\\\"\\\"]\\\"                                                                                           ,                      ,  \\\"nbhjg\\\"                    , 2.2222222\",\n          \" \\\"2\\\"        ,                    ,                   ,  \\\"2\\\"      ,  \\\"UNFURNISHED\\\"   ,  \\\"[]\\\"                                                                       ,  \\\"false\\\",                 ,               ,  \\\"Sell\\\"       ,  \\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\\\" ,  \\\"728.5\\\"     ,  \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\\\"\\\"]\\\"                                                                                           ,                      ,  \\\"na\\\"                       , 1.9\",\n          \" \\\"1\\\"        ,                    ,                   ,  \\\"1\\\"      ,  \\\"UNFURNISHED\\\"   ,  \\\"[]\\\"                                                                       ,  \\\"false\\\",                 ,               ,  \\\"Sell\\\"       ,  \\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\\\" ,  \\\"457.57\\\"    ,  \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\\\"\\\"]\\\"                                                                                           ,                      ,  \\\"na\\\"                       , 1.2\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "22247094"
+      },
+      "source": [
+        "## Drop unnecessary columns\n",
+        "\n",
+        "### Subtask:\n",
+        "Drop the columns listed by the user that are no longer needed after merging and creating new features.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "8fb137af"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Drop the specified columns from the dataframe and print the shape to confirm.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "1395078e",
+        "outputId": "944176df-0ee1-4522-d7a6-0848d5b2fc3e"
+      },
+      "source": [
+        "# Define a list columns_to_drop containing the names of the columns to be dropped\n",
+        "columns_to_drop = ['slugId', 'reraId', 'countryId', 'stateId', 'cityId', 'localityId', 'subLocalityId']\n",
+        "\n",
+        "# Identify the columns in columns_to_drop that are actually present in the final_merged_df DataFrame\n",
+        "existing_columns_to_drop = [col for col in columns_to_drop if col in final_merged_df.columns]\n",
+        "\n",
+        "# Drop the identified existing columns from final_merged_df\n",
+        "final_merged_df = final_merged_df.drop(columns=existing_columns_to_drop)\n",
+        "\n",
+        "# Print the shape of the final_merged_df after dropping the columns to verify the change\n",
+        "print(\"Shape of the final merged dataframe after dropping columns:\", final_merged_df.shape)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Shape of the final merged dataframe after dropping columns: (14, 11)\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "d2267937"
+      },
+      "source": [
+        "## Inspect the final data\n",
+        "\n",
+        "### Subtask:\n",
+        "Display the head and columns of the final dataframe to verify the changes.\n"
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "058af566"
+      },
+      "source": [
+        "**Reasoning**:\n",
+        "Display the head and columns of the final dataframe to verify the changes.\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "3c808abd",
+        "outputId": "7c383a2f-7096-49e5-9e5b-c92428cd94fc"
+      },
+      "source": [
+        "display(final_merged_df.head())\n",
+        "print(final_merged_df.columns)"
+      ],
+      "execution_count": null,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "    projectCategory  \\\n",
+              "0   STANDALONE        \n",
+              "1   STANDALONE        \n",
+              "2   STANDALONE        \n",
+              "3   STANDALONE        \n",
+              "4   STANDALONE        \n",
+              "\n",
+              "                                                         slug   projectAge  \\\n",
+              "0   luxury-ashwini-ashoknagar-chembur-mumbai-675058                          \n",
+              "1   luxury-ashwini-ashoknagar-chembur-mumbai-675058                          \n",
+              "2   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861                \n",
+              "3   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861                \n",
+              "4   luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861                \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      projectSummary  \\\n",
+              "0                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "1                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "2                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "3                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "4                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                      \n",
+              "\n",
+              "                    createdAt                   updatedAt  \\\n",
+              "0   \"2025-09-11 10:07:21.386\"   \"2025-09-11 10:07:21.386\"   \n",
+              "1   \"2025-09-11 10:07:26.152\"   \"2025-09-11 10:07:26.152\"   \n",
+              "2   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "3   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "4   \"2025-09-09 06:43:37.112\"   \"2025-09-09 06:43:37.112\"   \n",
+              "\n",
+              "                                                                                                                                                                                        Address info  \\\n",
+              "0   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017   \n",
+              "1   Babys school                           ,  Mumbai chembur                                                                                                                                , 411017   \n",
+              "2   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081   \n",
+              "3   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081   \n",
+              "4   JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081   \n",
+              "\n",
+              "                        Configuration info  \\\n",
+              "0       RESIDENTIAL     ,  1BHK        ,     \n",
+              "1       RESIDENTIAL     ,  2BHK        ,     \n",
+              "2   RESIDENTIAL     ,  1BHK        ,  1BHK   \n",
+              "3   RESIDENTIAL     ,  2BHK        ,  2BHK   \n",
+              "4   RESIDENTIAL     ,  2BHK        ,  2BHK   \n",
+              "\n",
+              "                                                       Title  \\\n",
+              "0   Ashwini                                   -  RESIDENTIAL   \n",
+              "1   Ashwini                                   -  RESIDENTIAL   \n",
+              "2   Sainath Vrindavan                         -  RESIDENTIAL   \n",
+              "3   Sainath Vrindavan                         -  RESIDENTIAL   \n",
+              "4   Sainath Vrindavan                         -  RESIDENTIAL   \n",
+              "\n",
+              "                            Possession Status  \\\n",
+              "0   UNDER_CONSTRUCTION -  2025-09-28 00:00:00   \n",
+              "1   UNDER_CONSTRUCTION -  2025-09-28 00:00:00   \n",
+              "2                      UNDER_CONSTRUCTION -     \n",
+              "3                      UNDER_CONSTRUCTION -     \n",
+              "4                      UNDER_CONSTRUCTION -     \n",
+              "\n",
+              "                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                         Variant details  \n",
+              "0   \"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\" ,  \"123\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,                      ,  \"jjhhhu\"                   , 1.1111111  \n",
+              "1   \"0\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\" ,  \"456\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,                      ,  \"nbhjg\"                    , 2.2222222  \n",
+              "2         \"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\" ,  \"457.57\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.2  \n",
+              "3         \"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\" ,  \"652.83\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.7  \n",
+              "4         \"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\" ,  \"728.5\"     ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.9  "
+            ],
+            "text/html": [
+              "\n",
+              "  <div id=\"df-0111ba7e-b9dc-419d-91fa-dbb1b974e306\" class=\"colab-df-container\">\n",
+              "    <div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>projectCategory</th>\n",
+              "      <th>slug</th>\n",
+              "      <th>projectAge</th>\n",
+              "      <th>projectSummary</th>\n",
+              "      <th>createdAt</th>\n",
+              "      <th>updatedAt</th>\n",
+              "      <th>Address info</th>\n",
+              "      <th>Configuration info</th>\n",
+              "      <th>Title</th>\n",
+              "      <th>Possession Status</th>\n",
+              "      <th>Variant details</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>\"2025-09-11 10:07:21.386\"</td>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "      <td>RESIDENTIAL     ,  1BHK        ,</td>\n",
+              "      <td>Ashwini                                   -  RESIDENTIAL</td>\n",
+              "      <td>UNDER_CONSTRUCTION -  2025-09-28 00:00:00</td>\n",
+              "      <td>\"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757584023815-67012c27580e3e23.jpg\" ,  \"123\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-1e5179453b5df91d.jpg\"\"]\"                                                                                           ,                      ,  \"jjhhhu\"                   , 1.1111111</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-ashwini-ashoknagar-chembur-mumbai-675058</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>\"2025-09-11 10:07:26.152\"</td>\n",
+              "      <td>Babys school                           ,  Mumbai chembur                                                                                                                                , 411017</td>\n",
+              "      <td>RESIDENTIAL     ,  2BHK        ,</td>\n",
+              "      <td>Ashwini                                   -  RESIDENTIAL</td>\n",
+              "      <td>UNDER_CONSTRUCTION -  2025-09-28 00:00:00</td>\n",
+              "      <td>\"0\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\" ,  \"456\"       ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\"\"]\"                                                                                           ,                      ,  \"nbhjg\"                    , 2.2222222</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "      <td>RESIDENTIAL     ,  1BHK        ,  1BHK</td>\n",
+              "      <td>Sainath Vrindavan                         -  RESIDENTIAL</td>\n",
+              "      <td>UNDER_CONSTRUCTION -</td>\n",
+              "      <td>\"1\"        ,                    ,                   ,  \"1\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210633-ec5431f188d4de3c.jpg\" ,  \"457.57\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210665-ab087e966ba018ff.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "      <td>RESIDENTIAL     ,  2BHK        ,  2BHK</td>\n",
+              "      <td>Sainath Vrindavan                         -  RESIDENTIAL</td>\n",
+              "      <td>UNDER_CONSTRUCTION -</td>\n",
+              "      <td>\"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210671-c54804f690eac296.jpg\" ,  \"652.83\"    ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210672-3f6998fafc9e8521.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>STANDALONE</td>\n",
+              "      <td>luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861</td>\n",
+              "      <td></td>\n",
+              "      <td></td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>\"2025-09-09 06:43:37.112\"</td>\n",
+              "      <td>JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081</td>\n",
+              "      <td>RESIDENTIAL     ,  2BHK        ,  2BHK</td>\n",
+              "      <td>Sainath Vrindavan                         -  RESIDENTIAL</td>\n",
+              "      <td>UNDER_CONSTRUCTION -</td>\n",
+              "      <td>\"2\"        ,                    ,                   ,  \"2\"      ,  \"UNFURNISHED\"   ,  \"[]\"                                                                       ,  \"false\",                 ,               ,  \"Sell\"       ,  \"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210675-be2512dbfae0b3f7.jpg\" ,  \"728.5\"     ,  \"[\"\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1757400210678-f61b2d8c4b4a4a50.jpg\"\"]\"                                                                                           ,                      ,  \"na\"                       , 1.9</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>\n",
+              "    <div class=\"colab-df-buttons\">\n",
+              "\n",
+              "  <div class=\"colab-df-container\">\n",
+              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-0111ba7e-b9dc-419d-91fa-dbb1b974e306')\"\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 -960 960 960\">\n",
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+              "  </svg>\n",
+              "    </button>\n",
+              "\n",
+              "  <style>\n",
+              "    .colab-df-container {\n",
+              "      display:flex;\n",
+              "      gap: 12px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert {\n",
+              "      background-color: #E8F0FE;\n",
+              "      border: none;\n",
+              "      border-radius: 50%;\n",
+              "      cursor: pointer;\n",
+              "      display: none;\n",
+              "      fill: #1967D2;\n",
+              "      height: 32px;\n",
+              "      padding: 0 0 0 0;\n",
+              "      width: 32px;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-convert:hover {\n",
+              "      background-color: #E2EBFA;\n",
+              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "      fill: #174EA6;\n",
+              "    }\n",
+              "\n",
+              "    .colab-df-buttons div {\n",
+              "      margin-bottom: 4px;\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-0111ba7e-b9dc-419d-91fa-dbb1b974e306 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-0111ba7e-b9dc-419d-91fa-dbb1b974e306');\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",
+              "\n",
+              "\n",
+              "    <div id=\"df-a647a447-54ef-42a2-9ace-462467e3893d\">\n",
+              "      <button class=\"colab-df-quickchart\" onclick=\"quickchart('df-a647a447-54ef-42a2-9ace-462467e3893d')\"\n",
+              "                title=\"Suggest charts\"\n",
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+              "    </g>\n",
+              "</svg>\n",
+              "      </button>\n",
+              "\n",
+              "<style>\n",
+              "  .colab-df-quickchart {\n",
+              "      --bg-color: #E8F0FE;\n",
+              "      --fill-color: #1967D2;\n",
+              "      --hover-bg-color: #E2EBFA;\n",
+              "      --hover-fill-color: #174EA6;\n",
+              "      --disabled-fill-color: #AAA;\n",
+              "      --disabled-bg-color: #DDD;\n",
+              "  }\n",
+              "\n",
+              "  [theme=dark] .colab-df-quickchart {\n",
+              "      --bg-color: #3B4455;\n",
+              "      --fill-color: #D2E3FC;\n",
+              "      --hover-bg-color: #434B5C;\n",
+              "      --hover-fill-color: #FFFFFF;\n",
+              "      --disabled-bg-color: #3B4455;\n",
+              "      --disabled-fill-color: #666;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart {\n",
+              "    background-color: var(--bg-color);\n",
+              "    border: none;\n",
+              "    border-radius: 50%;\n",
+              "    cursor: pointer;\n",
+              "    display: none;\n",
+              "    fill: var(--fill-color);\n",
+              "    height: 32px;\n",
+              "    padding: 0;\n",
+              "    width: 32px;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart:hover {\n",
+              "    background-color: var(--hover-bg-color);\n",
+              "    box-shadow: 0 1px 2px rgba(60, 64, 67, 0.3), 0 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
+              "    fill: var(--button-hover-fill-color);\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-quickchart-complete:disabled,\n",
+              "  .colab-df-quickchart-complete:disabled:hover {\n",
+              "    background-color: var(--disabled-bg-color);\n",
+              "    fill: var(--disabled-fill-color);\n",
+              "    box-shadow: none;\n",
+              "  }\n",
+              "\n",
+              "  .colab-df-spinner {\n",
+              "    border: 2px solid var(--fill-color);\n",
+              "    border-color: transparent;\n",
+              "    border-bottom-color: var(--fill-color);\n",
+              "    animation:\n",
+              "      spin 1s steps(1) infinite;\n",
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+              "  @keyframes spin {\n",
+              "    0% {\n",
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+              "      border-bottom-color: var(--fill-color);\n",
+              "      border-left-color: var(--fill-color);\n",
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+              "    20% {\n",
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+              "      border-left-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    40% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-top-color: var(--fill-color);\n",
+              "    }\n",
+              "    60% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "    }\n",
+              "    80% {\n",
+              "      border-color: transparent;\n",
+              "      border-right-color: var(--fill-color);\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "    90% {\n",
+              "      border-color: transparent;\n",
+              "      border-bottom-color: var(--fill-color);\n",
+              "    }\n",
+              "  }\n",
+              "</style>\n",
+              "\n",
+              "      <script>\n",
+              "        async function quickchart(key) {\n",
+              "          const quickchartButtonEl =\n",
+              "            document.querySelector('#' + key + ' button');\n",
+              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
+              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
+              "          try {\n",
+              "            const charts = await google.colab.kernel.invokeFunction(\n",
+              "                'suggestCharts', [key], {});\n",
+              "          } catch (error) {\n",
+              "            console.error('Error during call to suggestCharts:', error);\n",
+              "          }\n",
+              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
+              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
+              "        }\n",
+              "        (() => {\n",
+              "          let quickchartButtonEl =\n",
+              "            document.querySelector('#df-a647a447-54ef-42a2-9ace-462467e3893d button');\n",
+              "          quickchartButtonEl.style.display =\n",
+              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
+              "        })();\n",
+              "      </script>\n",
+              "    </div>\n",
+              "\n",
+              "    </div>\n",
+              "  </div>\n"
+            ],
+            "application/vnd.google.colaboratory.intrinsic+json": {
+              "type": "dataframe",
+              "summary": "{\n  \"name\": \"print(final_merged_df\",\n  \"rows\": 5,\n  \"fields\": [\n    {\n      \"column\": \"projectCategory\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \" STANDALONE     \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"slug\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" luxury-sainath-vrindavan-ashoknagar-chembur-mumbai-216861\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"projectAge\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"           \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"projectSummary\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                 \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"createdAt\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" \\\"2025-09-11 10:07:21.386\\\"\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"updatedAt\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 3,\n        \"samples\": [\n          \" \\\"2025-09-11 10:07:21.386\\\"\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Address info\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" JBCN International School Mulund       ,  Prataprao Gujar Rd Neelam Nagar Mulund East Mumbai Maharashtra 400081                                                                         , 400081\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Configuration info\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          \" RESIDENTIAL     ,  2BHK        ,  \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Title\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" Sainath Vrindavan                         -  RESIDENTIAL\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Possession Status\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 2,\n        \"samples\": [\n          \" UNDER_CONSTRUCTION -  \"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Variant details\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 5,\n        \"samples\": [\n          \" \\\"0\\\"        ,                    ,                   ,  \\\"2\\\"      ,  \\\"UNFURNISHED\\\"   ,  \\\"[]\\\"                                                                       ,  \\\"false\\\",                 ,               ,  \\\"Sell\\\"       ,  \\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-419924a4c5c28823.jpg\\\" ,  \\\"456\\\"       ,  \\\"[\\\"\\\"https://pub-d28896f69c604ec5aa743cb0397740d9.r2.dev/1756971672464-7c8c73119cb2047b.jpg\\\"\\\"]\\\"                                                                                           ,                      ,  \\\"nbhjg\\\"                    , 2.2222222\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
+            }
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Index(['projectCategory', 'slug', 'projectAge', 'projectSummary', 'createdAt',\n",
+            "       'updatedAt', 'Address info', 'Configuration info', 'Title',\n",
+            "       'Possession Status', 'Variant details'],\n",
+            "      dtype='object')\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "14ddb991"
+      },
+      "source": [
+        "## Summary:\n",
+        "\n",
+        "### Data Analysis Key Findings\n",
+        "\n",
+        "*   The 'price' column was successfully converted to a numeric format and renamed to 'price\\_in\\_cr'. The original 'price' column was dropped.\n",
+        "*   Address information ('landmark', 'fullAddress', and 'pincode') was combined into a single 'Address info' column.\n",
+        "*   Configuration details ('propertyCategory', 'type', and 'customBHK') were merged into a 'Configuration info' column.\n",
+        "*   Project name and type ('projectName' and 'projectType') were combined into a 'Title' column.\n",
+        "*   Possession status and date ('status' and 'possessionDate') were consolidated into a 'Possession Status' column.\n",
+        "*   Various property details including bathrooms, balcony, furnishing, lift, age, parking, listing type, images, area, charges, and about property were combined into a 'Variant details' column.\n",
+        "*   Several original columns ('slugId', 'reraId', 'countryId', 'stateId', 'cityId', 'localityId', 'subLocalityId', 'propertyCategory', 'type', 'customBHK', 'projectName', 'projectType', 'status', 'possessionDate', 'bathrooms', 'privateBathrooms', 'publicBathrooms', 'balcony', 'furnishedType', 'furnishingType', 'lift', 'ageOfProperty', 'parkingType', 'listingType', 'floorPlanImage', 'carpetArea', 'propertyImages', 'maintenanceCharges', 'aboutProperty', 'price\\_in\\_cr') were successfully dropped after their information was consolidated into new columns.\n",
+        "*   The final DataFrame has 11 columns.\n",
+        "\n",
+        "### Insights or Next Steps\n",
+        "\n",
+        "*   The data is now highly consolidated, with key property information grouped into descriptive columns. This structure is more suitable for high-level analysis or display.\n",
+        "*   Consider if the 'Variant details' column is too broad; splitting it into more granular consolidated columns (e.g., 'Property Features', 'Area & Price Details') might be beneficial for certain types of analysis that require easier access to specific details.\n"
+      ]
+    }
+  ]
+}
\ No newline at end of file