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  "cells": [
    {
      "cell_type": "code",
      "source": [
        "!pip install sentence-transformers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hd74_JxDz1QG",
        "outputId": "9721b370-02a4-4e3c-f531-414647e587f3"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting sentence-transformers\n",
            "  Downloading sentence-transformers-2.2.2.tar.gz (85 kB)\n",
            "\u001b[K     |████████████████████████████████| 85 kB 2.6 MB/s \n",
            "\u001b[?25hCollecting transformers<5.0.0,>=4.6.0\n",
            "  Downloading transformers-4.24.0-py3-none-any.whl (5.5 MB)\n",
            "\u001b[K     |████████████████████████████████| 5.5 MB 23.3 MB/s \n",
            "\u001b[?25hRequirement already satisfied: tqdm in /usr/local/lib/python3.7/dist-packages (from sentence-transformers) (4.64.1)\n",
            "Requirement already satisfied: torch>=1.6.0 in /usr/local/lib/python3.7/dist-packages (from sentence-transformers) (1.12.1+cu113)\n",
            "Requirement already satisfied: torchvision in /usr/local/lib/python3.7/dist-packages (from sentence-transformers) (0.13.1+cu113)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from sentence-transformers) (1.21.6)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.7/dist-packages (from sentence-transformers) (1.0.2)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.7/dist-packages (from sentence-transformers) (1.7.3)\n",
            "Requirement already satisfied: nltk in /usr/local/lib/python3.7/dist-packages (from sentence-transformers) (3.7)\n",
            "Collecting sentencepiece\n",
            "  Downloading sentencepiece-0.1.97-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.3 MB)\n",
            "\u001b[K     |████████████████████████████████| 1.3 MB 44.8 MB/s \n",
            "\u001b[?25hCollecting huggingface-hub>=0.4.0\n",
            "  Downloading huggingface_hub-0.11.0-py3-none-any.whl (182 kB)\n",
            "\u001b[K     |████████████████████████████████| 182 kB 49.7 MB/s \n",
            "\u001b[?25hRequirement already satisfied: importlib-metadata in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers) (4.13.0)\n",
            "Requirement already satisfied: filelock in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers) (3.8.0)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers) (2.23.0)\n",
            "Requirement already satisfied: typing-extensions>=3.7.4.3 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers) (4.1.1)\n",
            "Requirement already satisfied: pyyaml>=5.1 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers) (6.0)\n",
            "Requirement already satisfied: packaging>=20.9 in /usr/local/lib/python3.7/dist-packages (from huggingface-hub>=0.4.0->sentence-transformers) (21.3)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=20.9->huggingface-hub>=0.4.0->sentence-transformers) (3.0.9)\n",
            "Requirement already satisfied: regex!=2019.12.17 in /usr/local/lib/python3.7/dist-packages (from transformers<5.0.0,>=4.6.0->sentence-transformers) (2022.6.2)\n",
            "Collecting tokenizers!=0.11.3,<0.14,>=0.11.1\n",
            "  Downloading tokenizers-0.13.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (7.6 MB)\n",
            "\u001b[K     |████████████████████████████████| 7.6 MB 40.6 MB/s \n",
            "\u001b[?25hRequirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata->huggingface-hub>=0.4.0->sentence-transformers) (3.10.0)\n",
            "Requirement already satisfied: joblib in /usr/local/lib/python3.7/dist-packages (from nltk->sentence-transformers) (1.2.0)\n",
            "Requirement already satisfied: click in /usr/local/lib/python3.7/dist-packages (from nltk->sentence-transformers) (7.1.2)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (1.24.3)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (2.10)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests->huggingface-hub>=0.4.0->sentence-transformers) (2022.9.24)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->sentence-transformers) (3.1.0)\n",
            "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /usr/local/lib/python3.7/dist-packages (from torchvision->sentence-transformers) (7.1.2)\n",
            "Building wheels for collected packages: sentence-transformers\n",
            "  Building wheel for sentence-transformers (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for sentence-transformers: filename=sentence_transformers-2.2.2-py3-none-any.whl size=125938 sha256=14fff06133ee930ca022464385c2ce7c92491467da27a9a887aaec108b7d366f\n",
            "  Stored in directory: /root/.cache/pip/wheels/bf/06/fb/d59c1e5bd1dac7f6cf61ec0036cc3a10ab8fecaa6b2c3d3ee9\n",
            "Successfully built sentence-transformers\n",
            "Installing collected packages: tokenizers, huggingface-hub, transformers, sentencepiece, sentence-transformers\n",
            "Successfully installed huggingface-hub-0.11.0 sentence-transformers-2.2.2 sentencepiece-0.1.97 tokenizers-0.13.2 transformers-4.24.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "wguTz9aNzh7g"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "from sentence_transformers import SentenceTransformer\n",
        "from sklearn.metrics.pairwise import cosine_similarity"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model = SentenceTransformer('jhgan/ko-sroberta-multitask')\n",
        "\n",
        "sentences = [\"안녕하세요?\", \"한국어 문장 임베딩을 위한 버트 모델입니다.\"]\n",
        "embeddings = model.encode(sentences)\n",
        "\n",
        "print(embeddings)"
      ],
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          "text": [
            "[[-0.37510428 -0.7733841   0.592771   ...  0.57923526  0.32683456\n",
            "  -0.6508967 ]\n",
            " [-0.09361677 -0.18191528 -0.19230838 ... -0.03165809  0.30412525\n",
            "  -0.26793608]]\n"
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      "source": [
        "df = pd.read_csv('/content/sample_data/wellness_dataset.csv')\n",
        "\n",
        "df.head()"
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          "base_uri": "https://localhost:8080/",
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        "outputId": "caeeb597-2ac1-47ae-e0dc-5aac3e77066a"
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      "execution_count": 8,
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              "            구분                                                 유저  \\\n",
              "0    감정/감정조절이상    제 감정이 이상해진 것 같아요. 남편만 보면 화가 치밀어 오르고 감정 조절이 안되요.   \n",
              "1    감정/감정조절이상                           더 이상 내 감정을 내가 컨트롤 못 하겠어.   \n",
              "2    감정/감정조절이상                        하루종일 오르락내리락 롤러코스터 타는 기분이에요.   \n",
              "3  감정/감정조절이상/화  평소 다른 일을 할 때도 비슷해요. 생각한대로 안되면 화가 나고…그런 상황이 지속되...   \n",
              "4  감정/감정조절이상/화                              예전보다 화내는 게 과격해진 거 같아.   \n",
              "\n",
              "                                           챗봇  \\\n",
              "0             감정이 조절이 안 될 때만큼 힘들 때는 없는 거 같아요.   \n",
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              "4         정말 힘드시겠어요. 화는 남에게도 스스로에게도 상처를 주잖아요.   \n",
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          "metadata": {},
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    {
      "cell_type": "code",
      "source": [
        "df = df[~df['챗봇'].isna()]\n",
        "\n",
        "df.head()"
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      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "id": "-NQ9beHhzmum",
        "outputId": "3090a956-a70b-4c45-b591-8aa9e453972d"
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      "execution_count": 11,
      "outputs": [
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            "text/plain": [
              "            구분                                                 유저  \\\n",
              "0    감정/감정조절이상    제 감정이 이상해진 것 같아요. 남편만 보면 화가 치밀어 오르고 감정 조절이 안되요.   \n",
              "1    감정/감정조절이상                           더 이상 내 감정을 내가 컨트롤 못 하겠어.   \n",
              "2    감정/감정조절이상                        하루종일 오르락내리락 롤러코스터 타는 기분이에요.   \n",
              "3  감정/감정조절이상/화  평소 다른 일을 할 때도 비슷해요. 생각한대로 안되면 화가 나고…그런 상황이 지속되...   \n",
              "4  감정/감정조절이상/화                              예전보다 화내는 게 과격해진 거 같아.   \n",
              "\n",
              "                                           챗봇  \\\n",
              "0             감정이 조절이 안 될 때만큼 힘들 때는 없는 거 같아요.   \n",
              "1                      저도 그 기분 이해해요. 많이 힘드시죠?   \n",
              "2     그럴 때는 밥은 잘 먹었는지, 잠은 잘 잤는지 체크해보는 것도 좋아요.   \n",
              "3  화가 폭발할 것 같을 때는 그 자리를 피하는 것도 좋은 방법이라고 생각해요.   \n",
              "4         정말 힘드시겠어요. 화는 남에게도 스스로에게도 상처를 주잖아요.   \n",
              "\n",
              "                                           embedding  \n",
              "0  [-0.4806065, -0.29486918, 0.43789992, -0.64013...  \n",
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              "      <td>감정이 조절이 안 될 때만큼 힘들 때는 없는 거 같아요.</td>\n",
              "      <td>[-0.4806065, -0.29486918, 0.43789992, -0.64013...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>더 이상 내 감정을 내가 컨트롤 못 하겠어.</td>\n",
              "      <td>저도 그 기분 이해해요. 많이 힘드시죠?</td>\n",
              "      <td>[-1.1561579, -0.14506263, 0.29490355, -0.67394...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>하루종일 오르락내리락 롤러코스터 타는 기분이에요.</td>\n",
              "      <td>그럴 때는 밥은 잘 먹었는지, 잠은 잘 잤는지 체크해보는 것도 좋아요.</td>\n",
              "      <td>[-0.6652002, -0.081268094, 1.0945568, 0.105792...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>감정/감정조절이상/화</td>\n",
              "      <td>평소 다른 일을 할 때도 비슷해요. 생각한대로 안되면 화가 나고…그런 상황이 지속되...</td>\n",
              "      <td>화가 폭발할 것 같을 때는 그 자리를 피하는 것도 좋은 방법이라고 생각해요.</td>\n",
              "      <td>[-0.76790583, 0.4652072, 0.52850723, -0.507604...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>감정/감정조절이상/화</td>\n",
              "      <td>예전보다 화내는 게 과격해진 거 같아.</td>\n",
              "      <td>정말 힘드시겠어요. 화는 남에게도 스스로에게도 상처를 주잖아요.</td>\n",
              "      <td>[-0.20277739, -0.37413904, 0.04053206, -0.8624...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5878f66a-6a80-44b7-9452-c7a512695217')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5878f66a-6a80-44b7-9452-c7a512695217 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-5878f66a-6a80-44b7-9452-c7a512695217');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df.loc[0, '유저']"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 36
        },
        "id": "eMdCY5klz0C_",
        "outputId": "d6325761-526a-45bd-98d4-b2009cbc2d73"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'제 감정이 이상해진 것 같아요. 남편만 보면 화가 치밀어 오르고 감정 조절이 안되요.'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "id": "hzveQqcPA4ho"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.encode(df.loc[0, '유저'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g2MijmLy4Vmu",
        "outputId": "78be132c-b3d0-478d-e425-1164a6abcce6"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
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              "       -3.10648113e-01,  4.95430052e-01, -1.67429402e-01, -6.59495443e-02,\n",
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              "       -1.87571526e-01, -5.60149670e-01,  1.33679509e-01, -4.36347425e-01,\n",
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              "       -4.83267382e-02,  2.67422944e-01, -7.10749447e-01,  5.07541783e-02],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 13
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['embedding'] = pd.Series([[]] * len(df)) # dummy\n",
        "\n",
        "df['embedding'] = df['유저'].map(lambda x: list(model.encode(x)))\n",
        "\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "id": "tMXoGuKS4WOJ",
        "outputId": "bc915219-6f70-49a6-e0de-88e83a72e3f7"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            구분                                                 유저  \\\n",
              "0    감정/감정조절이상    제 감정이 이상해진 것 같아요. 남편만 보면 화가 치밀어 오르고 감정 조절이 안되요.   \n",
              "1    감정/감정조절이상                           더 이상 내 감정을 내가 컨트롤 못 하겠어.   \n",
              "2    감정/감정조절이상                        하루종일 오르락내리락 롤러코스터 타는 기분이에요.   \n",
              "3  감정/감정조절이상/화  평소 다른 일을 할 때도 비슷해요. 생각한대로 안되면 화가 나고…그런 상황이 지속되...   \n",
              "4  감정/감정조절이상/화                              예전보다 화내는 게 과격해진 거 같아.   \n",
              "\n",
              "                                           챗봇  \\\n",
              "0             감정이 조절이 안 될 때만큼 힘들 때는 없는 거 같아요.   \n",
              "1                      저도 그 기분 이해해요. 많이 힘드시죠?   \n",
              "2     그럴 때는 밥은 잘 먹었는지, 잠은 잘 잤는지 체크해보는 것도 좋아요.   \n",
              "3  화가 폭발할 것 같을 때는 그 자리를 피하는 것도 좋은 방법이라고 생각해요.   \n",
              "4         정말 힘드시겠어요. 화는 남에게도 스스로에게도 상처를 주잖아요.   \n",
              "\n",
              "                                           embedding  \n",
              "0  [-0.4806064, -0.29486933, 0.43790013, -0.64013...  \n",
              "1  [-1.1561574, -0.1450627, 0.2949032, -0.6739495...  \n",
              "2  [-0.66520005, -0.081268415, 1.0945566, 0.10579...  \n",
              "3  [-0.7679057, 0.46520728, 0.528507, -0.50760454...  \n",
              "4  [-0.20277737, -0.37413877, 0.040532045, -0.862...  "
            ],
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              "    <div class=\"colab-df-container\">\n",
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>구분</th>\n",
              "      <th>유저</th>\n",
              "      <th>챗봇</th>\n",
              "      <th>embedding</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>제 감정이 이상해진 것 같아요. 남편만 보면 화가 치밀어 오르고 감정 조절이 안되요.</td>\n",
              "      <td>감정이 조절이 안 될 때만큼 힘들 때는 없는 거 같아요.</td>\n",
              "      <td>[-0.4806064, -0.29486933, 0.43790013, -0.64013...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>더 이상 내 감정을 내가 컨트롤 못 하겠어.</td>\n",
              "      <td>저도 그 기분 이해해요. 많이 힘드시죠?</td>\n",
              "      <td>[-1.1561574, -0.1450627, 0.2949032, -0.6739495...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>하루종일 오르락내리락 롤러코스터 타는 기분이에요.</td>\n",
              "      <td>그럴 때는 밥은 잘 먹었는지, 잠은 잘 잤는지 체크해보는 것도 좋아요.</td>\n",
              "      <td>[-0.66520005, -0.081268415, 1.0945566, 0.10579...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>감정/감정조절이상/화</td>\n",
              "      <td>평소 다른 일을 할 때도 비슷해요. 생각한대로 안되면 화가 나고…그런 상황이 지속되...</td>\n",
              "      <td>화가 폭발할 것 같을 때는 그 자리를 피하는 것도 좋은 방법이라고 생각해요.</td>\n",
              "      <td>[-0.7679057, 0.46520728, 0.528507, -0.50760454...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>감정/감정조절이상/화</td>\n",
              "      <td>예전보다 화내는 게 과격해진 거 같아.</td>\n",
              "      <td>정말 힘드시겠어요. 화는 남에게도 스스로에게도 상처를 주잖아요.</td>\n",
              "      <td>[-0.20277737, -0.37413877, 0.040532045, -0.862...</td>\n",
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              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
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              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-d5b0b6fa-1ad7-4bef-aef6-d2b22b3e5366 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-d5b0b6fa-1ad7-4bef-aef6-d2b22b3e5366');\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",
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              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "text = '요즘 머리가 아프고 너무 힘들어'\n",
        "\n",
        "embedding = model.encode(text)"
      ],
      "metadata": {
        "id": "VDKAuxnC4WTd"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import joblib\n",
        "joblib.dump(model, 'chatbot_model.pkl')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qXyI3Kui5WdU",
        "outputId": "3af4aca1-f038-41a7-d216-dcef6b19cdde"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['chatbot_model.pkl']"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df['distance'] = df['embedding'].map(lambda x: cosine_similarity([embedding], [x]).squeeze())\n",
        "\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 337
        },
        "id": "pT2SzIFt4iWq",
        "outputId": "89a3c487-ae7e-4639-d701-6bd884b747c1"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "            구분                                                 유저  \\\n",
              "0    감정/감정조절이상    제 감정이 이상해진 것 같아요. 남편만 보면 화가 치밀어 오르고 감정 조절이 안되요.   \n",
              "1    감정/감정조절이상                           더 이상 내 감정을 내가 컨트롤 못 하겠어.   \n",
              "2    감정/감정조절이상                        하루종일 오르락내리락 롤러코스터 타는 기분이에요.   \n",
              "3  감정/감정조절이상/화  평소 다른 일을 할 때도 비슷해요. 생각한대로 안되면 화가 나고…그런 상황이 지속되...   \n",
              "4  감정/감정조절이상/화                              예전보다 화내는 게 과격해진 거 같아.   \n",
              "\n",
              "                                           챗봇  \\\n",
              "0             감정이 조절이 안 될 때만큼 힘들 때는 없는 거 같아요.   \n",
              "1                      저도 그 기분 이해해요. 많이 힘드시죠?   \n",
              "2     그럴 때는 밥은 잘 먹었는지, 잠은 잘 잤는지 체크해보는 것도 좋아요.   \n",
              "3  화가 폭발할 것 같을 때는 그 자리를 피하는 것도 좋은 방법이라고 생각해요.   \n",
              "4         정말 힘드시겠어요. 화는 남에게도 스스로에게도 상처를 주잖아요.   \n",
              "\n",
              "                                           embedding  distance  \n",
              "0  [-0.4806064, -0.29486933, 0.43790013, -0.64013...  0.448967  \n",
              "1  [-1.1561574, -0.1450627, 0.2949032, -0.6739495...  0.490199  \n",
              "2  [-0.66520005, -0.081268415, 1.0945566, 0.10579...  0.352131  \n",
              "3  [-0.7679057, 0.46520728, 0.528507, -0.50760454...  0.422284  \n",
              "4  [-0.20277737, -0.37413877, 0.040532045, -0.862...  0.315118  "
            ],
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              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>구분</th>\n",
              "      <th>유저</th>\n",
              "      <th>챗봇</th>\n",
              "      <th>embedding</th>\n",
              "      <th>distance</th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>제 감정이 이상해진 것 같아요. 남편만 보면 화가 치밀어 오르고 감정 조절이 안되요.</td>\n",
              "      <td>감정이 조절이 안 될 때만큼 힘들 때는 없는 거 같아요.</td>\n",
              "      <td>[-0.4806064, -0.29486933, 0.43790013, -0.64013...</td>\n",
              "      <td>0.448967</td>\n",
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              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>더 이상 내 감정을 내가 컨트롤 못 하겠어.</td>\n",
              "      <td>저도 그 기분 이해해요. 많이 힘드시죠?</td>\n",
              "      <td>[-1.1561574, -0.1450627, 0.2949032, -0.6739495...</td>\n",
              "      <td>0.490199</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>감정/감정조절이상</td>\n",
              "      <td>하루종일 오르락내리락 롤러코스터 타는 기분이에요.</td>\n",
              "      <td>그럴 때는 밥은 잘 먹었는지, 잠은 잘 잤는지 체크해보는 것도 좋아요.</td>\n",
              "      <td>[-0.66520005, -0.081268415, 1.0945566, 0.10579...</td>\n",
              "      <td>0.352131</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>감정/감정조절이상/화</td>\n",
              "      <td>평소 다른 일을 할 때도 비슷해요. 생각한대로 안되면 화가 나고…그런 상황이 지속되...</td>\n",
              "      <td>화가 폭발할 것 같을 때는 그 자리를 피하는 것도 좋은 방법이라고 생각해요.</td>\n",
              "      <td>[-0.7679057, 0.46520728, 0.528507, -0.50760454...</td>\n",
              "      <td>0.422284</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>감정/감정조절이상/화</td>\n",
              "      <td>예전보다 화내는 게 과격해진 거 같아.</td>\n",
              "      <td>정말 힘드시겠어요. 화는 남에게도 스스로에게도 상처를 주잖아요.</td>\n",
              "      <td>[-0.20277737, -0.37413877, 0.040532045, -0.862...</td>\n",
              "      <td>0.315118</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
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              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-7f8fbf78-b801-4fc5-a3f2-c036c23a1a4c')\"\n",
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              "\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "\n",
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              "          document.querySelector('#df-7f8fbf78-b801-4fc5-a3f2-c036c23a1a4c button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
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              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-7f8fbf78-b801-4fc5-a3f2-c036c23a1a4c');\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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              "          element.appendChild(docLink);\n",
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              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "answer = df.loc[df['distance'].idxmax()]\n",
        "\n",
        "print('구분', answer['구분'])\n",
        "print('유사한 질문', answer['유저'])\n",
        "print('챗봇 답변', answer['챗봇'])\n",
        "print('유사도', answer['distance'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qrQV-u4c4k7T",
        "outputId": "8ab3fdb3-aa54-49ca-f920-3358a18558c0"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "구분 증상/편두통\n",
            "유사한 질문 요즘은 머리가 한쪽만 지그시 누르는 것처럼 무겁고 아파요.\n",
            "챗봇 답변 으으, 머리가 아프면 정말 힘들죠. 그 마음 정말 이해해요.\n",
            "유사도 0.8296288251876831\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install streamlit"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Vv5F2IRQ6o3i",
        "outputId": "c0dc86e9-6937-439a-ef0c-be21e5ab4e9b"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
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            "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema>=3.0->altair>=3.2.0->streamlit) (0.19.2)\n",
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            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit) (2.10)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit) (2022.9.24)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit) (3.0.4)\n",
            "Collecting commonmark<0.10.0,>=0.9.0\n",
            "  Downloading commonmark-0.9.1-py2.py3-none-any.whl (51 kB)\n",
            "\u001b[K     |████████████████████████████████| 51 kB 5.9 MB/s \n",
            "\u001b[?25hRequirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from rich>=10.11.0->streamlit) (2.6.1)\n",
            "Requirement already satisfied: decorator>=3.4.0 in /usr/local/lib/python3.7/dist-packages (from validators>=0.2->streamlit) (4.4.2)\n",
            "Building wheels for collected packages: validators\n",
            "  Building wheel for validators (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for validators: filename=validators-0.20.0-py3-none-any.whl size=19615 sha256=05f9f613c5e224098602c60227f114cd4f2aa0775ad7daca691ae6d8a3e824ae\n",
            "  Stored in directory: /root/.cache/pip/wheels/5f/55/ab/36a76989f7f88d9ca7b1f68da6d94252bb6a8d6ad4f18e04e9\n",
            "Successfully built validators\n",
            "Installing collected packages: smmap, gitdb, commonmark, watchdog, validators, semver, rich, pympler, pydeck, gitpython, blinker, streamlit\n",
            "Successfully installed blinker-1.5 commonmark-0.9.1 gitdb-4.0.9 gitpython-3.1.29 pydeck-0.8.0 pympler-1.0.1 rich-12.6.0 semver-2.13.0 smmap-5.0.0 streamlit-1.15.0 validators-0.20.0 watchdog-2.1.9\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install streamlit_chat"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aN3bgIWx6tA_",
        "outputId": "87487512-9dac-4817-ffe5-dc3515d4cb90"
      },
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Collecting streamlit_chat\n",
            "  Downloading streamlit_chat-0.0.1-py3-none-any.whl (654 kB)\n",
            "\u001b[K     |████████████████████████████████| 654 kB 2.1 MB/s \n",
            "\u001b[?25hRequirement already satisfied: streamlit>=0.63 in /usr/local/lib/python3.7/dist-packages (from streamlit_chat) (1.15.0)\n",
            "Requirement already satisfied: click>=7.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (7.1.2)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (1.21.6)\n",
            "Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (7.1.2)\n",
            "Requirement already satisfied: typing-extensions>=3.10.0.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (4.1.1)\n",
            "Requirement already satisfied: rich>=10.11.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (12.6.0)\n",
            "Requirement already satisfied: protobuf<4,>=3.12 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (3.19.6)\n",
            "Requirement already satisfied: packaging>=14.1 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (21.3)\n",
            "Requirement already satisfied: importlib-metadata>=1.4 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (4.13.0)\n",
            "Requirement already satisfied: gitpython!=3.1.19 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (3.1.29)\n",
            "Requirement already satisfied: watchdog in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (2.1.9)\n",
            "Requirement already satisfied: altair>=3.2.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (4.2.0)\n",
            "Requirement already satisfied: semver in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (2.13.0)\n",
            "Requirement already satisfied: pydeck>=0.1.dev5 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (0.8.0)\n",
            "Requirement already satisfied: cachetools>=4.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (5.2.0)\n",
            "Requirement already satisfied: tzlocal>=1.1 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (1.5.1)\n",
            "Requirement already satisfied: toml in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (0.10.2)\n",
            "Requirement already satisfied: blinker>=1.0.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (1.5)\n",
            "Requirement already satisfied: pyarrow>=4.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (6.0.1)\n",
            "Requirement already satisfied: validators>=0.2 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (0.20.0)\n",
            "Requirement already satisfied: pandas>=0.21.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (1.3.5)\n",
            "Requirement already satisfied: tornado>=5.0 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (6.0.4)\n",
            "Requirement already satisfied: requests>=2.4 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (2.23.0)\n",
            "Requirement already satisfied: python-dateutil in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (2.8.2)\n",
            "Requirement already satisfied: pympler>=0.9 in /usr/local/lib/python3.7/dist-packages (from streamlit>=0.63->streamlit_chat) (1.0.1)\n",
            "Requirement already satisfied: toolz in /usr/local/lib/python3.7/dist-packages (from altair>=3.2.0->streamlit>=0.63->streamlit_chat) (0.12.0)\n",
            "Requirement already satisfied: jsonschema>=3.0 in /usr/local/lib/python3.7/dist-packages (from altair>=3.2.0->streamlit>=0.63->streamlit_chat) (4.3.3)\n",
            "Requirement already satisfied: entrypoints in /usr/local/lib/python3.7/dist-packages (from altair>=3.2.0->streamlit>=0.63->streamlit_chat) (0.4)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.7/dist-packages (from altair>=3.2.0->streamlit>=0.63->streamlit_chat) (2.11.3)\n",
            "Requirement already satisfied: gitdb<5,>=4.0.1 in /usr/local/lib/python3.7/dist-packages (from gitpython!=3.1.19->streamlit>=0.63->streamlit_chat) (4.0.9)\n",
            "Requirement already satisfied: smmap<6,>=3.0.1 in /usr/local/lib/python3.7/dist-packages (from gitdb<5,>=4.0.1->gitpython!=3.1.19->streamlit>=0.63->streamlit_chat) (5.0.0)\n",
            "Requirement already satisfied: zipp>=0.5 in /usr/local/lib/python3.7/dist-packages (from importlib-metadata>=1.4->streamlit>=0.63->streamlit_chat) (3.10.0)\n",
            "Requirement already satisfied: attrs>=17.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema>=3.0->altair>=3.2.0->streamlit>=0.63->streamlit_chat) (22.1.0)\n",
            "Requirement already satisfied: importlib-resources>=1.4.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema>=3.0->altair>=3.2.0->streamlit>=0.63->streamlit_chat) (5.10.0)\n",
            "Requirement already satisfied: pyrsistent!=0.17.0,!=0.17.1,!=0.17.2,>=0.14.0 in /usr/local/lib/python3.7/dist-packages (from jsonschema>=3.0->altair>=3.2.0->streamlit>=0.63->streamlit_chat) (0.19.2)\n",
            "Requirement already satisfied: pyparsing!=3.0.5,>=2.0.2 in /usr/local/lib/python3.7/dist-packages (from packaging>=14.1->streamlit>=0.63->streamlit_chat) (3.0.9)\n",
            "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas>=0.21.0->streamlit>=0.63->streamlit_chat) (2022.6)\n",
            "Requirement already satisfied: MarkupSafe>=0.23 in /usr/local/lib/python3.7/dist-packages (from jinja2->altair>=3.2.0->streamlit>=0.63->streamlit_chat) (2.0.1)\n",
            "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil->streamlit>=0.63->streamlit_chat) (1.15.0)\n",
            "Requirement already satisfied: urllib3!=1.25.0,!=1.25.1,<1.26,>=1.21.1 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit>=0.63->streamlit_chat) (1.24.3)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit>=0.63->streamlit_chat) (2022.9.24)\n",
            "Requirement already satisfied: chardet<4,>=3.0.2 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit>=0.63->streamlit_chat) (3.0.4)\n",
            "Requirement already satisfied: idna<3,>=2.5 in /usr/local/lib/python3.7/dist-packages (from requests>=2.4->streamlit>=0.63->streamlit_chat) (2.10)\n",
            "Requirement already satisfied: pygments<3.0.0,>=2.6.0 in /usr/local/lib/python3.7/dist-packages (from rich>=10.11.0->streamlit>=0.63->streamlit_chat) (2.6.1)\n",
            "Requirement already satisfied: commonmark<0.10.0,>=0.9.0 in /usr/local/lib/python3.7/dist-packages (from rich>=10.11.0->streamlit>=0.63->streamlit_chat) (0.9.1)\n",
            "Requirement already satisfied: decorator>=3.4.0 in /usr/local/lib/python3.7/dist-packages (from validators>=0.2->streamlit>=0.63->streamlit_chat) (4.4.2)\n",
            "Installing collected packages: streamlit-chat\n",
            "Successfully installed streamlit-chat-0.0.1\n"
          ]
        }
      ]
    }
  ]
}