TCB_02112023_LYD_Comment_Sentiment_Analysis.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cafechungkhoan/lyd-report/blob/main/TCB_02112023_LYD_Comment_Sentiment_Analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qZ7yl09rrk20"
      },
      "source": [
        "# **LYD - Comment Sentiment Analysis**\n",
        "\n",
        "*LYD là hệ thống áp dụng Deep Learning dùng để quét, tóm tắt, phân tích và dự báo cảm xúc của nhà đầu tư. Với mục đích hỗ trợ nghiệp vụ tư vấn IR (Investor Relation)*\n",
        "\n",
        "**Dữ liệu input**:\n",
        "là dữ liệu bình luận (text) của nhà đầu tư trên mạng xã hội và các diễn đàn chứng khoán lớn. Quy mô tracking 700k user\n",
        "\n",
        "**Các Model áp dụng**:\n",
        "Bert, transformer, SVM, PhoBERT\n",
        "\n",
        "### **LYD trả lời các câu hỏi chính**:\n",
        "* **Mã cổ phiếu của doanh nghiệp có được nhà đầu tư yêu thích không?** (Áp dụng Text Classification Model xác định trạng thái cảm xúc của nhà đầu tư hiện tại là tích cực (hài lòng) hay tiêu cực (không hài lòng) về cổ phiếu YYY được xác định trước.)\n",
        "* **Nhà đầu tư đang bàn tán gì về cổ phiếu doanh nghiệp?** (Áp dụng Topic Cluster Model phân loại các chủ đề chính cơ bản / kĩ thuật / thời sự & vĩ mô / tin đồn) của cổ phiếu YYY được xác định trước.)\n",
        "* **Đâu là chủ đề nhà đầu tư thích nhất về cổ phiếu?** (Áp dụng BERT Text Summarize để tóm tắt nội dung comment)\n",
        "\n",
        "---"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "cellView": "form",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Es8R_AF5XzTH",
        "outputId": "7ba32847-cc13-4fb4-892f-d460de7aebf7"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Nhập mã cần search: tcb\n",
            "Nhập giới hạn comment: 1000\n"
          ]
        }
      ],
      "source": [
        "#@title Input Parameter\n",
        "a = input('Nhập mã cần search: ')\n",
        "b= input('Nhập giới hạn comment: ')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "P-DpdmS2-xRY"
      },
      "source": [
        "# **Crawl**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KDeZFf_J-1SY"
      },
      "source": [
        "# **Crawl F319**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "NV8uUm-q__5g"
      },
      "outputs": [],
      "source": [
        "# import requests\n",
        "# import json\n",
        "# import datetime\n",
        "# uname = 'hieuldt'\n",
        "# passw = 'MN9R6ZG7XAkFgqXF'\n",
        "# params = {\"username\": uname,\"password\": passw}\n",
        "# response = requests.post(\"https://astm.ai4u.io/auth/signin\", data = params)\n",
        "# token = response.json()['token']"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "wi00zHdO-sRp"
      },
      "outputs": [],
      "source": [
        "# # call api\n",
        "# header = {\"Authorization\": \"Bearer %s\" %(token)}\n",
        "# from_dt = datetime.datetime.strptime(\"2022-01-01 00:00:01\",'%Y-%m-%d %H:%M:%S')\n",
        "# to_dt = datetime.datetime.strptime(\"2022-12-30 00:00:01\",'%Y-%m-%d %H:%M:%S')\n",
        "# str_from = int(time.mktime(from_dt.timetuple())*1000)\n",
        "# str_to = int(time.mktime(to_dt.timetuple())*1000)\n",
        "# keywords = a\n",
        "# feed_id = ''\n",
        "# n_item_per_page = 200\n",
        "# count = 0\n",
        "# total_items = []\n",
        "# n_total = None\n",
        "# while(True):\n",
        "#     api = \"https://astm.ai4u.io/dashboard/comment/list?keyword=%s&from=%s&to=%s&limit=%d&offset=%d&feed_id=%s&sort=created_date:desc\" \\\n",
        "#         %(keywords, str_from, str_to, n_item_per_page, count, feed_id)\n",
        "#     api_response = requests.get(api, headers = header)\n",
        "#     res = json.loads(api_response.text)\n",
        "#     items = res['items']\n",
        "#     n_fetch = res['size']\n",
        "#     if n_total is None:\n",
        "#         n_total = res['total']\n",
        "#         print(\"Total hits: %d\" %n_total)\n",
        "#     for item in items:\n",
        "#         total_items.append(item)\n",
        "#     count += n_fetch\n",
        "#     print(\"%d document(s) have been fetched\" %count)\n",
        "#     if count >= n_total:\n",
        "#         print(\"Data Fetching is completed!\")\n",
        "#         break"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yNFvjrX3A3_w"
      },
      "outputs": [],
      "source": [
        "# import pandas as pd\n",
        "# data = pd.DataFrame.from_dict(total_items)\n",
        "# data['created_date'] = data['created_date']/1000\n",
        "# data['created_date'] = pd.to_datetime(data['created_date'], unit='s')\n",
        "\n",
        "# cols_to_drop = ['user_name','comment_id','feed_id']\n",
        "# data = data.drop(cols_to_drop, axis=1)\n",
        "# data['originalContent'] = data['content']\n",
        "# data['date'] = data['created_date']\n",
        "# data['date'] = data['date'].dt.strftime('%m/%d/%Y')\n",
        "# cols_to_drop = ['created_date','content']\n",
        "# data = data.drop(cols_to_drop, axis=1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uZ3ediRp_R7i"
      },
      "source": [
        "# **Sentiment Applied**"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "sJkOqVtjfYOE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0613fb75-b4df-489e-bbcd-719902e0fb5f"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "standardized data...\n",
            "Processing step 1: Lower Case, Removed Https tag, Removed Stopwords\n",
            "CPU times: user 3.09 ms, sys: 16 µs, total: 3.11 ms\n",
            "Wall time: 3.06 ms\n",
            "CPU times: user 12.7 ms, sys: 0 ns, total: 12.7 ms\n",
            "Wall time: 12.7 ms\n",
            "CPU times: user 2.5 ms, sys: 737 µs, total: 3.24 ms\n",
            "Wall time: 3.18 ms\n",
            "Done\n",
            "2023-11-02 11:10:55,454 https://github.com/undertheseanlp/playground/releases/download/1.3.x/sa_svm_vlsp2016-sa_20210107.zip not found in cache, downloading to /tmp/tmplw42ur9e\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "100%|██████████| 2234880/2234880 [00:00<00:00, 15831122.80B/s]"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "2023-11-02 11:10:56,048 copying /tmp/tmplw42ur9e to cache at /root/.underthesea/models/sa_svm_vlsp2016-sa_20210107.zip\n",
            "2023-11-02 11:10:56,053 removing temp file /tmp/tmplw42ur9e\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Processing step 3: Tokenize\n",
            "Processing step 4: POS Tagging\n",
            "Processing step 5: Entity Regconize\n",
            "Processing step 6: Vectorize PhoBERT\n",
            "Process model SVM....\n",
            ">>> Done\n"
          ]
        }
      ],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7sDmy8QVQqI2"
      },
      "source": [
        "# **Visualize Sentiment Analysis**\n",
        "\n",
        "Ý nghĩa của biểu đồ: Biểu diễn số lượng bình luận tích cực / tiêu cực / trung tính theo khung thời gian.\n",
        "* Positive Comment: Bình luận được máy nhận diện là tích cực\n",
        "* Negative Comment: Bình luận được máy nhận diện là tiêu cực\n",
        "* Neutral Comment: Bình luận được máy nhận diện là không có trạng thái cảm xúc (hoặc máy không nhận diện được)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "99BSKhlHSwdP",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 361
        },
        "outputId": "291132e2-f27a-4bc1-857a-df2c4cfabccf"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: title={'center': 'Compair Positive - Negative - Neutral comment'}, xlabel='date', ylabel='Sentiment_neutral'>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1700x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "SpPpyNnvwNAA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 546
        },
        "outputId": "f9a7801b-b6c7-49e4-bd83-f0b4e6428018"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: title={'center': 'Compair Positive - Negative - Neutral comment Monthly'}, xlabel='date', ylabel='Sentiment_neutral'>"
            ]
          },
          "metadata": {},
          "execution_count": 16
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "FmXgUCO0MhQ8"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WcFMvyi4R8na"
      },
      "source": [
        "# **Visualize Topic Cluster**\n",
        "\n",
        "Ý nghĩa biểu đồ: Phân loại comment theo 4 nhóm: Cơ bản / Kĩ thuật / Vĩ mô / Tin đồn. Và nhận diện cảm xúc (tích cực / tiêu cực) trên từng loại topic"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "dDDPWUogM4s6",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "outputId": "afeb17ec-c655-447c-b34f-f3555fbde773"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'Topic Tin đồn')"
            ]
          },
          "metadata": {},
          "execution_count": 24
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x400 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1214x300 with 4 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "qjZaFRxC-YO2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "055b23a7-becc-4984-f2d7-1d7d7a3b62d8"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Số comment cơ bản =  92 . Số người tham gia comment =  92\n",
            "Số comment kĩ thuật =  103 . Số người tham gia comment =  103\n",
            "Số comment thời sự & vĩ mô =  52 . Số người tham gia comment =  52\n",
            "Số comment tin đồn =  25 . Số người tham gia comment =  25\n"
          ]
        }
      ],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "NVNMparJUgZF"
      },
      "source": [
        "## **Text Summarization (tin đồn) using BERT**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QiRL8NX-UtJq"
      },
      "source": [
        "## **Graph Knowledge tin_don**"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNyibSb8OWus6X2A3Er0h1y",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}