BERT.ipynb

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      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "%matplotlib inline\n",
        "\n",
        "import numpy as np # linear algebra\n",
        "import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")"
      ]
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        "drive.mount('/content/gdrive', force_remount=True)"
      ],
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        "colab": {
          "base_uri": "https://localhost:8080/"
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      },
      "execution_count": null,
      "outputs": [
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          "output_type": "stream",
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          "text": [
            "Mounted at /content/gdrive\n"
          ]
        }
      ]
    },
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      "cell_type": "code",
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        "cd /content/gdrive/My\\ Drive"
      ],
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        },
        "id": "BOogTWBwIm0P",
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      },
      "execution_count": null,
      "outputs": [
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          "text": [
            "/content/gdrive/My Drive\n"
          ]
        }
      ]
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            "text/plain": [
              "              business_id                                  name  \\\n",
              "0  cxupofYLq46bxBHpKyFwsQ  Wyndham New Orleans - French Quarter   \n",
              "1  cxupofYLq46bxBHpKyFwsQ  Wyndham New Orleans - French Quarter   \n",
              "2  hkh5iyDeGLNhu-JUQFRE1Q             Royal Sonesta New Orleans   \n",
              "3  hkh5iyDeGLNhu-JUQFRE1Q             Royal Sonesta New Orleans   \n",
              "4  hkh5iyDeGLNhu-JUQFRE1Q             Royal Sonesta New Orleans   \n",
              "\n",
              "            address         city state  postal_code   latitude  longitude  \\\n",
              "0  124 Royal Street  New Orleans    LA        70130  29.953713 -90.068526   \n",
              "1  124 Royal Street  New Orleans    LA        70130  29.953713 -90.068526   \n",
              "2    300 Bourbon St  New Orleans    LA        70130  29.955761 -90.067887   \n",
              "3    300 Bourbon St  New Orleans    LA        70130  29.955761 -90.067887   \n",
              "4    300 Bourbon St  New Orleans    LA        70130  29.955761 -90.067887   \n",
              "\n",
              "   stars_x  review_count  ...  BYOBCorkage DriveThru               review_id  \\\n",
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              "3      3.5           492  ...          NaN       NaN  t6qCL6n8VOMLQIYy1GgG8g   \n",
              "4      3.5           492  ...          NaN       NaN  3J0DcFukAxpmR9JXByAxFA   \n",
              "\n",
              "                  user_id  stars_y  useful  funny  cool  \\\n",
              "0  UG7f60WHPvWLUcGPIbm2ZA        2       2      1     1   \n",
              "1  LHUrjf1H_ZLoqriutWEAeA        1       1      0     0   \n",
              "2  QZNEWt07tOTKh86oBUSwnA        2       6      0     1   \n",
              "3  0cH1enc41HLNuBFizzDEsw        5       2      0     0   \n",
              "4  Gb8xOaeWE1cLMRZUHWfvKQ        5       3      1     0   \n",
              "\n",
              "                                                text                date  \n",
              "0  This hotel is bad, borderline mediocre. Of cou... 2014-08-24 19:33:12  \n",
              "1  Had booked rooms a month in advance for a bach... 2014-03-14 20:25:53  \n",
              "2  This hotel seems very nice in the lobby, but t... 2012-09-10 18:42:46  \n",
              "3  Understand first that this was a party trip wi... 2012-12-05 19:22:23  \n",
              "4  A group of 12 girls and I came here for a Bach... 2014-09-25 15:57:00  \n",
              "\n",
              "[5 rows x 130 columns]"
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              "      <th>business_id</th>\n",
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              "      <td>Wyndham New Orleans - French Quarter</td>\n",
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              "      <th>2</th>\n",
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              "      <td>Royal Sonesta New Orleans</td>\n",
              "      <td>300 Bourbon St</td>\n",
              "      <td>New Orleans</td>\n",
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              "      <td>29.955761</td>\n",
              "      <td>-90.067887</td>\n",
              "      <td>3.5</td>\n",
              "      <td>492</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Yn_RJRSvv0K6Ewh0Dy_9uQ</td>\n",
              "      <td>QZNEWt07tOTKh86oBUSwnA</td>\n",
              "      <td>2</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>This hotel seems very nice in the lobby, but t...</td>\n",
              "      <td>2012-09-10 18:42:46</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>hkh5iyDeGLNhu-JUQFRE1Q</td>\n",
              "      <td>Royal Sonesta New Orleans</td>\n",
              "      <td>300 Bourbon St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.955761</td>\n",
              "      <td>-90.067887</td>\n",
              "      <td>3.5</td>\n",
              "      <td>492</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>t6qCL6n8VOMLQIYy1GgG8g</td>\n",
              "      <td>0cH1enc41HLNuBFizzDEsw</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Understand first that this was a party trip wi...</td>\n",
              "      <td>2012-12-05 19:22:23</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>hkh5iyDeGLNhu-JUQFRE1Q</td>\n",
              "      <td>Royal Sonesta New Orleans</td>\n",
              "      <td>300 Bourbon St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.955761</td>\n",
              "      <td>-90.067887</td>\n",
              "      <td>3.5</td>\n",
              "      <td>492</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3J0DcFukAxpmR9JXByAxFA</td>\n",
              "      <td>Gb8xOaeWE1cLMRZUHWfvKQ</td>\n",
              "      <td>5</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>A group of 12 girls and I came here for a Bach...</td>\n",
              "      <td>2014-09-25 15:57:00</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 130 columns</p>\n",
              "</div>\n",
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              "\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "        document.querySelector('#df-42a20886-33d6-4b82-92c7-5054ce53d136 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-42a20886-33d6-4b82-92c7-5054ce53d136');\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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              "\n",
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              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
              "      --fill-color: #1967D2;\n",
              "      --hover-bg-color: #E2EBFA;\n",
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              "      --disabled-fill-color: #AAA;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "      --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",
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              "    background-color: var(--disabled-bg-color);\n",
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              "\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-right-color: var(--fill-color);\n",
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              "      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",
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              "\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",
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              "      quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "      quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "    }\n",
              "    (() => {\n",
              "      let quickchartButtonEl =\n",
              "        document.querySelector('#df-11030e2e-4734-49ae-81dc-226fea862fc9 button');\n",
              "      quickchartButtonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "</div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df"
            }
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pip install transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Us2KbphyIrBg",
        "outputId": "13e198a7-53fc-49f4-cb26-c213271bc834"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Requirement already satisfied: transformers in /usr/local/lib/python3.10/dist-packages (4.37.2)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from transformers) (3.13.1)\n",
            "Requirement already satisfied: huggingface-hub<1.0,>=0.19.3 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.20.3)\n",
            "Requirement already satisfied: numpy>=1.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (1.25.2)\n",
            "Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from transformers) (23.2)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (6.0.1)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.10/dist-packages (from transformers) (2023.12.25)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from transformers) (2.31.0)\n",
            "Requirement already satisfied: tokenizers<0.19,>=0.14 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.15.2)\n",
            "Requirement already satisfied: safetensors>=0.4.1 in /usr/local/lib/python3.10/dist-packages (from transformers) (0.4.2)\n",
            "Requirement already satisfied: tqdm>=4.27 in /usr/local/lib/python3.10/dist-packages (from transformers) (4.66.2)\n",
            "Requirement already satisfied: fsspec>=2023.5.0 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.19.3->transformers) (2023.6.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.10/dist-packages (from huggingface-hub<1.0,>=0.19.3->transformers) (4.9.0)\n",
            "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.3.2)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (3.6)\n",
            "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2.0.7)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->transformers) (2024.2.2)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "from transformers import BertTokenizer, BertForSequenceClassification\n",
        "from torch.utils.data import DataLoader, Dataset\n",
        "from tqdm import tqdm\n",
        "\n",
        "# Load pre-trained BERT model and tokenizer\n",
        "model_name = 'bert-base-uncased'\n",
        "tokenizer = BertTokenizer.from_pretrained(model_name)\n",
        "model = BertForSequenceClassification.from_pretrained(model_name, num_labels=2) # binary classification: positive or negative sentiment\n",
        "\n",
        "# Define a custom dataset class for processing the text data\n",
        "class TextDataset(Dataset):\n",
        "    def __init__(self, texts, tokenizer, max_len):\n",
        "        self.texts = texts\n",
        "        self.tokenizer = tokenizer\n",
        "        self.max_len = max_len\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.texts)\n",
        "\n",
        "    def __getitem__(self, idx):\n",
        "        text = str(self.texts[idx])\n",
        "        inputs = self.tokenizer.encode_plus(\n",
        "            text,\n",
        "            add_special_tokens=True,\n",
        "            max_length=self.max_len,\n",
        "            padding='max_length',\n",
        "            return_tensors='pt',\n",
        "            truncation=True\n",
        "        )\n",
        "        return {\n",
        "            'input_ids': inputs['input_ids'].flatten(),\n",
        "            'attention_mask': inputs['attention_mask'].flatten()\n",
        "        }\n",
        "\n",
        "# Define function for sentiment analysis\n",
        "def analyze_sentiment(texts, model, tokenizer, max_len=128, batch_size=8):\n",
        "    device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
        "    model.to(device)\n",
        "    model.eval()\n",
        "\n",
        "    dataset = TextDataset(texts, tokenizer, max_len)\n",
        "    dataloader = DataLoader(dataset, batch_size=batch_size)\n",
        "\n",
        "    predictions = []\n",
        "    with torch.no_grad():\n",
        "        for batch in tqdm(dataloader, desc=\"Analyzing\"):\n",
        "            input_ids = batch['input_ids'].to(device)\n",
        "            attention_mask = batch['attention_mask'].to(device)\n",
        "            outputs = model(input_ids, attention_mask=attention_mask)\n",
        "            logits = outputs.logits\n",
        "            probabilities = torch.softmax(logits, dim=1)\n",
        "            _, predicted_class = torch.max(probabilities, dim=1)\n",
        "            predictions.extend(predicted_class.cpu().numpy())\n",
        "\n",
        "    return predictions\n",
        "\n",
        "# Sample text data\n",
        "texts = df['text'].tolist()\n",
        "\n",
        "# Perform sentiment analysis\n",
        "predictions = analyze_sentiment(texts, model, tokenizer)\n",
        "\n",
        "# Map predictions to sentiment labels\n",
        "sentiment_labels = ['Negative' if pred == 0 else 'Positive' for pred in predictions]\n",
        "\n",
        "# Add sentiment labels to the dataframe\n",
        "df['sentiment'] = sentiment_labels\n",
        "\n",
        "# Print the dataframe with sentiment labels\n",
        "print(df[['text', 'sentiment']])"
      ],
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          "name": "stderr",
          "text": [
            "Some weights of BertForSequenceClassification were not initialized from the model checkpoint at bert-base-uncased and are newly initialized: ['classifier.bias', 'classifier.weight']\n",
            "You should probably TRAIN this model on a down-stream task to be able to use it for predictions and inference.\n",
            "Analyzing: 100%|██████████| 2026/2026 [1:42:02<00:00,  3.02s/it]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                                                    text sentiment\n",
            "0      This hotel is bad, borderline mediocre. Of cou...  Negative\n",
            "1      Had booked rooms a month in advance for a bach...  Negative\n",
            "2      This hotel seems very nice in the lobby, but t...  Negative\n",
            "3      Understand first that this was a party trip wi...  Negative\n",
            "4      A group of 12 girls and I came here for a Bach...  Negative\n",
            "...                                                  ...       ...\n",
            "16197  I am very glad that I stayed here on my recent...  Negative\n",
            "16198  We booked this hotel for me and my bestie to s...  Negative\n",
            "16199  Since this hotel is right across the street fr...  Negative\n",
            "16200  We stayed at the Hilton New Orleans Riverside ...  Negative\n",
            "16201  Update time....in town for the Yelpy Awards an...  Negative\n",
            "\n",
            "[16202 rows x 2 columns]\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.tail(20)"
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          "height": 1000
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        "outputId": "b7ded530-528b-44ae-d1ff-fd2cfac62c9b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                  business_id                             name  \\\n",
              "16182  GmXC3CBu172Bkb0c6RnO7w           Restaurant R'evolution   \n",
              "16183  GmXC3CBu172Bkb0c6RnO7w           Restaurant R'evolution   \n",
              "16184                     NaN             Hotel Villa Convento   \n",
              "16185  u-wkhjV7CfvGJVY7hGULjw     Hilton New Orleans Riverside   \n",
              "16186  u-wkhjV7CfvGJVY7hGULjw     Hilton New Orleans Riverside   \n",
              "16187  auv_gvtR7fZp9b0mkEbTIA            Bienville House Hotel   \n",
              "16188  auv_gvtR7fZp9b0mkEbTIA            Bienville House Hotel   \n",
              "16189  auv_gvtR7fZp9b0mkEbTIA            Bienville House Hotel   \n",
              "16190  vfQEOutIMu9uKOPaf_4hdg    Sonesta ES Suites New Orleans   \n",
              "16191  SQGjAZF6fQ3GTq4A6W3LBA  Comfort Suites New Orleans East   \n",
              "16192  R1WdznjbaFJ25eaAjvjExA           Dauphine Orleans Hotel   \n",
              "16193  R1WdznjbaFJ25eaAjvjExA           Dauphine Orleans Hotel   \n",
              "16194  R1WdznjbaFJ25eaAjvjExA           Dauphine Orleans Hotel   \n",
              "16195  I_FKWKPVpGts4q_HzJ-0mQ    The Ritz-Carlton, New Orleans   \n",
              "16196  I_FKWKPVpGts4q_HzJ-0mQ    The Ritz-Carlton, New Orleans   \n",
              "16197  I_FKWKPVpGts4q_HzJ-0mQ    The Ritz-Carlton, New Orleans   \n",
              "16198  UIwItjBCjCKF4nDNVBzVIQ   Super 8 by Wyndham New Orleans   \n",
              "16199  h1J_GWV5yZ-gXUtsplvI8g            Omni Riverfront Hotel   \n",
              "16200  u-wkhjV7CfvGJVY7hGULjw     Hilton New Orleans Riverside   \n",
              "16201  u-wkhjV7CfvGJVY7hGULjw     Hilton New Orleans Riverside   \n",
              "\n",
              "                                          address         city state  \\\n",
              "16182                            777 Bienville St  New Orleans    LA   \n",
              "16183                            777 Bienville St  New Orleans    LA   \n",
              "16184                           616 Ursulines Ave  New Orleans    LA   \n",
              "16185                                2 Poydras St  New Orleans    LA   \n",
              "16186                                2 Poydras St  New Orleans    LA   \n",
              "16187                              320 Decatur St  New Orleans    LA   \n",
              "16188                              320 Decatur St  New Orleans    LA   \n",
              "16189                              320 Decatur St  New Orleans    LA   \n",
              "16190                              212 Loyola Ave  New Orleans    LA   \n",
              "16191                            7051 Bullard Ave  New Orleans    LA   \n",
              "16192                             415 Dauphine St  New Orleans    LA   \n",
              "16193                             415 Dauphine St  New Orleans    LA   \n",
              "16194                             415 Dauphine St  New Orleans    LA   \n",
              "16195                                921 Canal St  New Orleans    LA   \n",
              "16196                                921 Canal St  New Orleans    LA   \n",
              "16197                                921 Canal St  New Orleans    LA   \n",
              "16198  6322 Chef Menteur Highway, I-10 Exit 240 B  New Orleans    LA   \n",
              "16199                  701 Convention Center Blvd  New Orleans    LA   \n",
              "16200                                2 Poydras St  New Orleans    LA   \n",
              "16201                                2 Poydras St  New Orleans    LA   \n",
              "\n",
              "       postal_code   latitude  longitude  stars_x  review_count  ...  \\\n",
              "16182        70130  29.955444 -90.068147      4.5          1210  ...   \n",
              "16183        70130  29.955444 -90.068147      4.5          1210  ...   \n",
              "16184        70116  29.960763 -90.061405      4.0            88  ...   \n",
              "16185        70130  29.947506 -90.063454      3.0           559  ...   \n",
              "16186        70130  29.947506 -90.063454      3.0           559  ...   \n",
              "16187        70130  29.953824 -90.065260      4.0           167  ...   \n",
              "16188        70130  29.953824 -90.065260      4.0           167  ...   \n",
              "16189        70130  29.953824 -90.065260      4.0           167  ...   \n",
              "16190        70112  29.954090 -90.074622      3.0             9  ...   \n",
              "16191        70128  30.048769 -89.962607      4.0            14  ...   \n",
              "16192        70112  29.957165 -90.068600      4.0           255  ...   \n",
              "16193        70112  29.957165 -90.068600      4.0           255  ...   \n",
              "16194        70112  29.957165 -90.068600      4.0           255  ...   \n",
              "16195        70112  29.955041 -90.071079      4.0           413  ...   \n",
              "16196        70112  29.955041 -90.071079      4.0           413  ...   \n",
              "16197        70112  29.955041 -90.071079      4.0           413  ...   \n",
              "16198        70126  30.010096 -90.014538      3.5            58  ...   \n",
              "16199        70130  29.945554 -90.064893      3.5           116  ...   \n",
              "16200        70130  29.947506 -90.063454      3.0           559  ...   \n",
              "16201        70130  29.947506 -90.063454      3.0           559  ...   \n",
              "\n",
              "       DriveThru               review_id                 user_id stars_y  \\\n",
              "16182        NaN  cM29N94v_FsbfcSSsFVmBg  al-88kr0SAphNMTjdft47Q       5   \n",
              "16183        NaN  L3YqmA-CvS8ZL9ZP3U5bkw  QGW7G1DLqBpBCbn3Ygtigg       4   \n",
              "16184        NaN  4_pg7iO-Hojz-ZyY_R1cVQ  BZYOb1-1nD_a0fMp4oCmtA       4   \n",
              "16185        NaN  4H4EEZb-FgcH4KeM44ZE1Q  wNKXxsuI6tNuPjBdjnxDUw       4   \n",
              "16186        NaN  S8r1NkivRHi4ClVu7BDtTw  EPK4_bIsyVlrlsLH3RClEQ       3   \n",
              "16187        NaN  xZnWHGIFaSKUGTSybMKH9Q  oixP_0SFBg5nZY1Z55ry2w       5   \n",
              "16188        NaN  viDTQ86CSNWH8VQKrJQVlg  isQxsxlCjj6P8GQ_uuFwew       4   \n",
              "16189        NaN  YOSDCyj9SW5UYZ7njeue5g  ig4hY5dXHOmY9nHxY8Wqvg       5   \n",
              "16190        NaN  d5WOTsOTXa8r90HLwu_q3Q  CCNhUBv0Br_V_4GYIzP1-g       4   \n",
              "16191        NaN  BnhqLQaQSyuE0mV8ED5t8g  OGYUvEZ7b8hv_XCtoUrnXg       5   \n",
              "16192        NaN  3V-Y9hglePZcIcspp6_kOA  MIbFIZcMeXao5nV7yjT4OQ       3   \n",
              "16193        NaN  BtG23bf6SZUIj0yIboLDww  1ixBOituybLrN_6rsRQCZA       3   \n",
              "16194        NaN  2QZ-RyfppQxQAW_aHWb0wg  Vqgtngey014F0bqj71q0aw       4   \n",
              "16195        NaN  EviXS5DGRSFUbLc1AoWTww  _gpe_TTzOfZuKpIuzgArJA       5   \n",
              "16196        NaN  nIO1H5w3lTkf3dMrSBba0w  z5XPtlp6sJ6Fj56afMrekg       2   \n",
              "16197        NaN                     NaN  MQb4_RgMz2nvEM_P8p1NrA       4   \n",
              "16198        NaN  lUaG7KEUR6sPF4lg8WOSHA  RT9abp-FMe21pBD8PPFtUg       3   \n",
              "16199        NaN  VQYbQpoOTobmKqPs4r2xsA  ldkOeC_ionczQdTTv7954g       2   \n",
              "16200        NaN  YhTMKj4EgifMV0PD0TlLNw  APwpzHx7Jm91ohPx7dyUMw       4   \n",
              "16201        NaN  KSJbinm-Tl4G51Z9w23XnA  dZ2-HpiA8JeEZG4fRm_pVQ       4   \n",
              "\n",
              "       useful  funny  cool                                               text  \\\n",
              "16182       2      0     0  None of our food lasted very long, but I manag...   \n",
              "16183       2     26     0  This review is embarrassingly belated, as I wa...   \n",
              "16184       4      1     2  We came to Hotel Villa Convento for the holida...   \n",
              "16185       1      0     1  This hotel is great. We arrived super early an...   \n",
              "16186       4      0     1  The Hilton Riverside is huge and the layout is...   \n",
              "16187       4      0     0  I chose this place for 3 main reasons. 1) The ...   \n",
              "16188       3      0     2  Overall, this was a nice hotel to stay in.  Th...   \n",
              "16189       1      0     0  This place is amazing. I got a suite and it wa...   \n",
              "16190       2      0     2  Wow! This place is getting slammed with bad re...   \n",
              "16191       1      0     1  Where to begin?  Clean rooms, friendly engagin...   \n",
              "16192       1      0     1  For the location, this hotel has all the basic...   \n",
              "16193       3      1     0  Back in 2016 was the first time I stayed @ thi...   \n",
              "16194       3      1     0  I have been to NOLA once a year for the last 5...   \n",
              "16195       1      0     0  The Ritz-Carlton, New Orleans is an august hot...   \n",
              "16196       2      0     0  Covid has changed everything. My family has st...   \n",
              "16197       1      0     0  I am very glad that I stayed here on my recent...   \n",
              "16198       1      0     1  We booked this hotel for me and my bestie to s...   \n",
              "16199      10      8     3  Since this hotel is right across the street fr...   \n",
              "16200       2      0     0  We stayed at the Hilton New Orleans Riverside ...   \n",
              "16201       5      1     1  Update time....in town for the Yelpy Awards an...   \n",
              "\n",
              "                     date  sentiment  \n",
              "16182 2018-12-19 18:24:19   Negative  \n",
              "16183 2013-07-07 04:43:53   Negative  \n",
              "16184 2017-06-02 01:00:45   Negative  \n",
              "16185 2018-09-26 04:44:27   Negative  \n",
              "16186 2013-10-15 17:00:47   Negative  \n",
              "16187 2020-01-07 01:05:02   Negative  \n",
              "16188 2021-11-04 16:03:29   Negative  \n",
              "16189 2019-03-07 22:11:04   Negative  \n",
              "16190 2021-05-26 16:39:35   Negative  \n",
              "16191 2020-01-16 01:23:56   Negative  \n",
              "16192 2020-02-02 15:06:02   Negative  \n",
              "16193 2019-08-24 18:02:02   Negative  \n",
              "16194 2012-08-17 20:44:31   Negative  \n",
              "16195 2018-09-03 21:52:42   Negative  \n",
              "16196 2021-04-17 15:10:45   Negative  \n",
              "16197 2018-12-30 14:57:47   Negative  \n",
              "16198 2019-03-10 18:40:51   Negative  \n",
              "16199 2014-12-07 21:14:07   Negative  \n",
              "16200 2019-07-11 17:21:00   Negative  \n",
              "16201 2013-02-24 20:17:06   Negative  \n",
              "\n",
              "[20 rows x 131 columns]"
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>business_id</th>\n",
              "      <th>name</th>\n",
              "      <th>address</th>\n",
              "      <th>city</th>\n",
              "      <th>state</th>\n",
              "      <th>postal_code</th>\n",
              "      <th>latitude</th>\n",
              "      <th>longitude</th>\n",
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              "      <th>...</th>\n",
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              "      <th>16182</th>\n",
              "      <td>GmXC3CBu172Bkb0c6RnO7w</td>\n",
              "      <td>Restaurant R'evolution</td>\n",
              "      <td>777 Bienville St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.955444</td>\n",
              "      <td>-90.068147</td>\n",
              "      <td>4.5</td>\n",
              "      <td>1210</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>cM29N94v_FsbfcSSsFVmBg</td>\n",
              "      <td>al-88kr0SAphNMTjdft47Q</td>\n",
              "      <td>5</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>None of our food lasted very long, but I manag...</td>\n",
              "      <td>2018-12-19 18:24:19</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16183</th>\n",
              "      <td>GmXC3CBu172Bkb0c6RnO7w</td>\n",
              "      <td>Restaurant R'evolution</td>\n",
              "      <td>777 Bienville St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.955444</td>\n",
              "      <td>-90.068147</td>\n",
              "      <td>4.5</td>\n",
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              "      <td>NaN</td>\n",
              "      <td>L3YqmA-CvS8ZL9ZP3U5bkw</td>\n",
              "      <td>QGW7G1DLqBpBCbn3Ygtigg</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>26</td>\n",
              "      <td>0</td>\n",
              "      <td>This review is embarrassingly belated, as I wa...</td>\n",
              "      <td>2013-07-07 04:43:53</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16184</th>\n",
              "      <td>NaN</td>\n",
              "      <td>Hotel Villa Convento</td>\n",
              "      <td>616 Ursulines Ave</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70116</td>\n",
              "      <td>29.960763</td>\n",
              "      <td>-90.061405</td>\n",
              "      <td>4.0</td>\n",
              "      <td>88</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>4_pg7iO-Hojz-ZyY_R1cVQ</td>\n",
              "      <td>BZYOb1-1nD_a0fMp4oCmtA</td>\n",
              "      <td>4</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>2</td>\n",
              "      <td>We came to Hotel Villa Convento for the holida...</td>\n",
              "      <td>2017-06-02 01:00:45</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16185</th>\n",
              "      <td>u-wkhjV7CfvGJVY7hGULjw</td>\n",
              "      <td>Hilton New Orleans Riverside</td>\n",
              "      <td>2 Poydras St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.947506</td>\n",
              "      <td>-90.063454</td>\n",
              "      <td>3.0</td>\n",
              "      <td>559</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
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              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>This hotel is great. We arrived super early an...</td>\n",
              "      <td>2018-09-26 04:44:27</td>\n",
              "      <td>Negative</td>\n",
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              "    <tr>\n",
              "      <th>16186</th>\n",
              "      <td>u-wkhjV7CfvGJVY7hGULjw</td>\n",
              "      <td>Hilton New Orleans Riverside</td>\n",
              "      <td>2 Poydras St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
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              "      <td>3</td>\n",
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              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>The Hilton Riverside is huge and the layout is...</td>\n",
              "      <td>2013-10-15 17:00:47</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16187</th>\n",
              "      <td>auv_gvtR7fZp9b0mkEbTIA</td>\n",
              "      <td>Bienville House Hotel</td>\n",
              "      <td>320 Decatur St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.953824</td>\n",
              "      <td>-90.065260</td>\n",
              "      <td>4.0</td>\n",
              "      <td>167</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>xZnWHGIFaSKUGTSybMKH9Q</td>\n",
              "      <td>oixP_0SFBg5nZY1Z55ry2w</td>\n",
              "      <td>5</td>\n",
              "      <td>4</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>I chose this place for 3 main reasons. 1) The ...</td>\n",
              "      <td>2020-01-07 01:05:02</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16188</th>\n",
              "      <td>auv_gvtR7fZp9b0mkEbTIA</td>\n",
              "      <td>Bienville House Hotel</td>\n",
              "      <td>320 Decatur St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.953824</td>\n",
              "      <td>-90.065260</td>\n",
              "      <td>4.0</td>\n",
              "      <td>167</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>viDTQ86CSNWH8VQKrJQVlg</td>\n",
              "      <td>isQxsxlCjj6P8GQ_uuFwew</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>Overall, this was a nice hotel to stay in.  Th...</td>\n",
              "      <td>2021-11-04 16:03:29</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16189</th>\n",
              "      <td>auv_gvtR7fZp9b0mkEbTIA</td>\n",
              "      <td>Bienville House Hotel</td>\n",
              "      <td>320 Decatur St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.953824</td>\n",
              "      <td>-90.065260</td>\n",
              "      <td>4.0</td>\n",
              "      <td>167</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>YOSDCyj9SW5UYZ7njeue5g</td>\n",
              "      <td>ig4hY5dXHOmY9nHxY8Wqvg</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>This place is amazing. I got a suite and it wa...</td>\n",
              "      <td>2019-03-07 22:11:04</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16190</th>\n",
              "      <td>vfQEOutIMu9uKOPaf_4hdg</td>\n",
              "      <td>Sonesta ES Suites New Orleans</td>\n",
              "      <td>212 Loyola Ave</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70112</td>\n",
              "      <td>29.954090</td>\n",
              "      <td>-90.074622</td>\n",
              "      <td>3.0</td>\n",
              "      <td>9</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>d5WOTsOTXa8r90HLwu_q3Q</td>\n",
              "      <td>CCNhUBv0Br_V_4GYIzP1-g</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>Wow! This place is getting slammed with bad re...</td>\n",
              "      <td>2021-05-26 16:39:35</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16191</th>\n",
              "      <td>SQGjAZF6fQ3GTq4A6W3LBA</td>\n",
              "      <td>Comfort Suites New Orleans East</td>\n",
              "      <td>7051 Bullard Ave</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70128</td>\n",
              "      <td>30.048769</td>\n",
              "      <td>-89.962607</td>\n",
              "      <td>4.0</td>\n",
              "      <td>14</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>BnhqLQaQSyuE0mV8ED5t8g</td>\n",
              "      <td>OGYUvEZ7b8hv_XCtoUrnXg</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>Where to begin?  Clean rooms, friendly engagin...</td>\n",
              "      <td>2020-01-16 01:23:56</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16192</th>\n",
              "      <td>R1WdznjbaFJ25eaAjvjExA</td>\n",
              "      <td>Dauphine Orleans Hotel</td>\n",
              "      <td>415 Dauphine St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70112</td>\n",
              "      <td>29.957165</td>\n",
              "      <td>-90.068600</td>\n",
              "      <td>4.0</td>\n",
              "      <td>255</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>3V-Y9hglePZcIcspp6_kOA</td>\n",
              "      <td>MIbFIZcMeXao5nV7yjT4OQ</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>For the location, this hotel has all the basic...</td>\n",
              "      <td>2020-02-02 15:06:02</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16193</th>\n",
              "      <td>R1WdznjbaFJ25eaAjvjExA</td>\n",
              "      <td>Dauphine Orleans Hotel</td>\n",
              "      <td>415 Dauphine St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70112</td>\n",
              "      <td>29.957165</td>\n",
              "      <td>-90.068600</td>\n",
              "      <td>4.0</td>\n",
              "      <td>255</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>BtG23bf6SZUIj0yIboLDww</td>\n",
              "      <td>1ixBOituybLrN_6rsRQCZA</td>\n",
              "      <td>3</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Back in 2016 was the first time I stayed @ thi...</td>\n",
              "      <td>2019-08-24 18:02:02</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16194</th>\n",
              "      <td>R1WdznjbaFJ25eaAjvjExA</td>\n",
              "      <td>Dauphine Orleans Hotel</td>\n",
              "      <td>415 Dauphine St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70112</td>\n",
              "      <td>29.957165</td>\n",
              "      <td>-90.068600</td>\n",
              "      <td>4.0</td>\n",
              "      <td>255</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2QZ-RyfppQxQAW_aHWb0wg</td>\n",
              "      <td>Vqgtngey014F0bqj71q0aw</td>\n",
              "      <td>4</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>I have been to NOLA once a year for the last 5...</td>\n",
              "      <td>2012-08-17 20:44:31</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16195</th>\n",
              "      <td>I_FKWKPVpGts4q_HzJ-0mQ</td>\n",
              "      <td>The Ritz-Carlton, New Orleans</td>\n",
              "      <td>921 Canal St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70112</td>\n",
              "      <td>29.955041</td>\n",
              "      <td>-90.071079</td>\n",
              "      <td>4.0</td>\n",
              "      <td>413</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>EviXS5DGRSFUbLc1AoWTww</td>\n",
              "      <td>_gpe_TTzOfZuKpIuzgArJA</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>The Ritz-Carlton, New Orleans is an august hot...</td>\n",
              "      <td>2018-09-03 21:52:42</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16196</th>\n",
              "      <td>I_FKWKPVpGts4q_HzJ-0mQ</td>\n",
              "      <td>The Ritz-Carlton, New Orleans</td>\n",
              "      <td>921 Canal St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70112</td>\n",
              "      <td>29.955041</td>\n",
              "      <td>-90.071079</td>\n",
              "      <td>4.0</td>\n",
              "      <td>413</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>nIO1H5w3lTkf3dMrSBba0w</td>\n",
              "      <td>z5XPtlp6sJ6Fj56afMrekg</td>\n",
              "      <td>2</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Covid has changed everything. My family has st...</td>\n",
              "      <td>2021-04-17 15:10:45</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16197</th>\n",
              "      <td>I_FKWKPVpGts4q_HzJ-0mQ</td>\n",
              "      <td>The Ritz-Carlton, New Orleans</td>\n",
              "      <td>921 Canal St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70112</td>\n",
              "      <td>29.955041</td>\n",
              "      <td>-90.071079</td>\n",
              "      <td>4.0</td>\n",
              "      <td>413</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>MQb4_RgMz2nvEM_P8p1NrA</td>\n",
              "      <td>4</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>I am very glad that I stayed here on my recent...</td>\n",
              "      <td>2018-12-30 14:57:47</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16198</th>\n",
              "      <td>UIwItjBCjCKF4nDNVBzVIQ</td>\n",
              "      <td>Super 8 by Wyndham New Orleans</td>\n",
              "      <td>6322 Chef Menteur Highway, I-10 Exit 240 B</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70126</td>\n",
              "      <td>30.010096</td>\n",
              "      <td>-90.014538</td>\n",
              "      <td>3.5</td>\n",
              "      <td>58</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>lUaG7KEUR6sPF4lg8WOSHA</td>\n",
              "      <td>RT9abp-FMe21pBD8PPFtUg</td>\n",
              "      <td>3</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>We booked this hotel for me and my bestie to s...</td>\n",
              "      <td>2019-03-10 18:40:51</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16199</th>\n",
              "      <td>h1J_GWV5yZ-gXUtsplvI8g</td>\n",
              "      <td>Omni Riverfront Hotel</td>\n",
              "      <td>701 Convention Center Blvd</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.945554</td>\n",
              "      <td>-90.064893</td>\n",
              "      <td>3.5</td>\n",
              "      <td>116</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>VQYbQpoOTobmKqPs4r2xsA</td>\n",
              "      <td>ldkOeC_ionczQdTTv7954g</td>\n",
              "      <td>2</td>\n",
              "      <td>10</td>\n",
              "      <td>8</td>\n",
              "      <td>3</td>\n",
              "      <td>Since this hotel is right across the street fr...</td>\n",
              "      <td>2014-12-07 21:14:07</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16200</th>\n",
              "      <td>u-wkhjV7CfvGJVY7hGULjw</td>\n",
              "      <td>Hilton New Orleans Riverside</td>\n",
              "      <td>2 Poydras St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.947506</td>\n",
              "      <td>-90.063454</td>\n",
              "      <td>3.0</td>\n",
              "      <td>559</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>YhTMKj4EgifMV0PD0TlLNw</td>\n",
              "      <td>APwpzHx7Jm91ohPx7dyUMw</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>We stayed at the Hilton New Orleans Riverside ...</td>\n",
              "      <td>2019-07-11 17:21:00</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16201</th>\n",
              "      <td>u-wkhjV7CfvGJVY7hGULjw</td>\n",
              "      <td>Hilton New Orleans Riverside</td>\n",
              "      <td>2 Poydras St</td>\n",
              "      <td>New Orleans</td>\n",
              "      <td>LA</td>\n",
              "      <td>70130</td>\n",
              "      <td>29.947506</td>\n",
              "      <td>-90.063454</td>\n",
              "      <td>3.0</td>\n",
              "      <td>559</td>\n",
              "      <td>...</td>\n",
              "      <td>NaN</td>\n",
              "      <td>KSJbinm-Tl4G51Z9w23XnA</td>\n",
              "      <td>dZ2-HpiA8JeEZG4fRm_pVQ</td>\n",
              "      <td>4</td>\n",
              "      <td>5</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>Update time....in town for the Yelpy Awards an...</td>\n",
              "      <td>2013-02-24 20:17:06</td>\n",
              "      <td>Negative</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>20 rows × 131 columns</p>\n",
              "</div>\n",
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              "      --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-3aab10f0-db03-480f-b724-158860f1a820 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": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.to_excel('review_table_s.xlsx')"
      ],
      "metadata": {
        "id": "a4Aff_HOhpb-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "stlLl8HAhtqX"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}