TCB_16092021_News_Analysis.ipynb

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      "name": "TCB 16092021 News Analysis.ipynb",
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        "<a href=\"https://colab.research.google.com/github/cafechungkhoan/lyd-report/blob/main/TCB_16092021_News_Analysis.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
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      "source": [
        "# **LYD - News Auto Report**\n",
        "\n",
        "* Xác định số lượng bài báo theo thời gian\n",
        "* Xác định độ yêu thích bài báo theo thời gian\n",
        "* Xác định các nguồn đăng của bài báo\n",
        "* Topic Cluster & Keyword Maps"
      ]
    },
    {
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        "outputId": "b14d85a1-2c7c-47a5-f44a-2fde4a082812"
      },
      "source": [
        "a = input('Nhập mã cần search: ')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Nhập mã cần search: tcb\n"
          ]
        }
      ]
    },
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        ""
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>description</th>\n",
              "      <th>date</th>\n",
              "      <th>totalLikes</th>\n",
              "      <th>totalReplies</th>\n",
              "      <th>totalShares</th>\n",
              "      <th>postGroup.name</th>\n",
              "      <th>postSource.name</th>\n",
              "      <th>postSource.url</th>\n",
              "      <th>postSource</th>\n",
              "      <th>month</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>TCB: Khát vọng mới của Techcombank</td>\n",
              "      <td>Tổng giám đốc Jens Lottner cho biết, đây là lúc Techcombank cần tiên phong dẫn dắt. Ngân hàng đang đầu tư \"lớn nhất và toàn diện nhất\" để khi đề cập về lĩnh vực công nghệ Techcombank sẽ nắm trong tay những lợi thế to lớn như các fintech đang có trên điện toán đám mây.</td>\n",
              "      <td>2021-09-16</td>\n",
              "      <td>15</td>\n",
              "      <td>39</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Báo Tổ quốc</td>\n",
              "      <td>http://toquoc.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>TCB: VDSC - Techcombank có thể lãi 1 tỷ USD năm nay</td>\n",
              "      <td>Mức lợi nhuận kỳ vọng này được đưa ra dựa trên cơ sở NIM (biên lãi suất) của Techcombank giảm nhẹ, trong khi tăng trưởng tín dụng cao và chi phí tín dụng giảm.\\r\\n</td>\n",
              "      <td>2021-09-15</td>\n",
              "      <td>25</td>\n",
              "      <td>73</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Zing News</td>\n",
              "      <td>https://zingnews.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>NLG: Công ty chứng khoán 'ôm' trọn 950 tỉ đồng trái phiếu của NLG</td>\n",
              "      <td>Số tiền thu về sẽ giúp CTCP Đầu tư Nam Long (Mã CK: NLG) thanh toán cho việc nhận chuyển nhượng một phần vốn góp tại Waterfront Đồng Nai từ đối tác.</td>\n",
              "      <td>2021-09-14</td>\n",
              "      <td>3</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Viet Times</td>\n",
              "      <td>https://viettimes.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch với Người có liên quan</td>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch với Người có liên quan</td>\n",
              "      <td>2021-09-13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>TCB: Đính chính thông báo giao dịch cổ phiếu ESOP của Người nội bộ Thái Hà Linh</td>\n",
              "      <td>TCB: Đính chính thông báo giao dịch cổ phiếu ESOP của Người nội bộ Thái Hà Linh</td>\n",
              "      <td>2021-09-13</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng với Ông Hoàng Huy Trung</td>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng với Ông Hoàng Huy Trung</td>\n",
              "      <td>2021-09-10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng với Bà Bùi Thị Hồng Mai</td>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng với Bà Bùi Thị Hồng Mai</td>\n",
              "      <td>2021-09-10</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>TCB: Thông báo giao dịch cổ phiếu ESOP của Người nội bộ và người có liên quan đến người nội bộ</td>\n",
              "      <td>TCB: Thông báo giao dịch cổ phiếu ESOP của Người nội bộ và người có liên quan đến người nội bộ</td>\n",
              "      <td>2021-09-09</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Còn cơ sở để kỳ vọng cổ phiếu ngân hàng?</td>\n",
              "      <td>Theo các chuyên gia, nhóm cổ phiếu ngân hàng hiện nay vẫn đang tiếp tục ở vùng đáy của tháng 6/2021, nhưng dự báo cuối năm nhóm này sẽ hưởng lợi từ nới room tín dụng…</td>\n",
              "      <td>2021-09-07</td>\n",
              "      <td>3</td>\n",
              "      <td>17</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>Diễn đàn doanh nghiệp</td>\n",
              "      <td>https://enternews.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>TCB: Techcombank sắp phát hành 6 triệu cổ phiếu ESOP</td>\n",
              "      <td>Ngân hàng phát hành 705.367 cổ phiếu cho người lao động nước ngoài và hơn 5,3 triệu cổ phiếu phát hành cho người lao động Việt Nam với giá 10.000 đồng/cp.\\r\\nTechcombank không chia cổ tức năm thứ 3 liên tiếp.</td>\n",
              "      <td>2021-09-02</td>\n",
              "      <td>4</td>\n",
              "      <td>41</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Người đồng hành</td>\n",
              "      <td>https://ndh.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>TCB: Thông báo phát hành cổ phiếu theo chương trình lựa chọn cho người lao động</td>\n",
              "      <td>TCB: Thông báo phát hành cổ phiếu theo chương trình lựa chọn cho người lao động</td>\n",
              "      <td>2021-09-01</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng cho người có liên quan</td>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng cho người có liên quan</td>\n",
              "      <td>2021-09-01</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>Lai lịch khủng chủ nhãn hiệu mì 3 miền, Reeva: Sở hữu gần 3.000 tỷ đồng cổ phiếu VIB, có thêm Chứng khoán TCB làm cổ đông bên cạnh NĐT ngoại nắm 49% cổ phần</td>\n",
              "      <td>TCBS hiện nắm giữ lượng cổ phiếu Uniben trị giá 213 tỷ đồng.</td>\n",
              "      <td>2021-08-30</td>\n",
              "      <td>8</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Báo Tổ quốc</td>\n",
              "      <td>http://toquoc.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Techcombank, VPBank có thể tái đàm phán bancassurance với phí trả trước cao hơn nhiều lần?</td>\n",
              "      <td>CTCK Yuanta Việt Nam ước tính VPBank tái đàm phán bancassurance với đối tác với phí trước cao hơn, riêng VPBank ước tính có thể đạt 8.000 tỷ đồng.\\r\\nHDBank có thể nhận phí trả trước 7.000 tỷ đồng phí trả trước khi tái ký hợp đồng bancassurance.\\r\\nThu nhập phí là động lực tăng trưởng nửa cuối năm.\\r\\nNgân hàng Nhà nước được kỳ vọng có thể nới \"room\" tín dụng cho các TCTD để hỗ trợ hồi phục kinh tế.</td>\n",
              "      <td>2021-08-26</td>\n",
              "      <td>15</td>\n",
              "      <td>77</td>\n",
              "      <td>0</td>\n",
              "      <td>Tài chính</td>\n",
              "      <td>Người đồng hành</td>\n",
              "      <td>https://ndh.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>Techcombank cấp hạn mức thẻ tín dụng với Chủ tịch Masan và hai cá nhân, tổ chức</td>\n",
              "      <td>Ngân hàng cấp hạn mức tín dụng cho 3 cá nhân và một doanh nghiệp.\\r\\nÔng Nguyễn Đăng Quang và ông Nguyễn Cảnh Sơn Tùng được cấp hạn mức 500 triệu đồng.\\r\\nPhó Tổng giám đốc Phùng Quang Hưng được cấp hạn mức 100 triệu đồng</td>\n",
              "      <td>2021-08-25</td>\n",
              "      <td>4</td>\n",
              "      <td>13</td>\n",
              "      <td>0</td>\n",
              "      <td>Tài chính</td>\n",
              "      <td>Người đồng hành</td>\n",
              "      <td>https://ndh.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch giữa TCB và người có liên quan</td>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch giữa TCB và người có liên quan</td>\n",
              "      <td>2021-08-24</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>Thù lao các ông chủ ngân hàng tăng mạnh, đại gia Dương Công Minh dẫn đầu về thu nhập \"khủng\"</td>\n",
              "      <td>Lương các \"sếp\" tại VPBank tăng tới 100% nhưng vẫn kém ông chủ của một ngân hàng cổ phần.\\r\\n</td>\n",
              "      <td>2021-08-24</td>\n",
              "      <td>4</td>\n",
              "      <td>6</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Tạp chí Doanh nghiệp &amp; Tiếp thị</td>\n",
              "      <td>https://doanhnghieptiepthi.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch giữa TCB và MSC</td>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch giữa TCB và MSC</td>\n",
              "      <td>2021-08-23</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch cấp hạn mức thẻ tín dụng giữa TCB và khách hàng Phùng Quang Hưng</td>\n",
              "      <td>TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch cấp hạn mức thẻ tín dụng giữa TCB và khách hàng Phùng Quang Hưng</td>\n",
              "      <td>2021-08-23</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>TCB:  Nghị quyết HĐQT về việc phê duyệt giao dịch cấp hạn mức thẻ tín dụng giữa TCB và khách hàng Nguyễn Đăng Quang</td>\n",
              "      <td>TCB:  Nghị quyết HĐQT về việc phê duyệt giao dịch cấp hạn mức thẻ tín dụng giữa TCB và khách hàng Nguyễn Đăng Quang</td>\n",
              "      <td>2021-08-23</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>TCB: 'Bật mí' gia đình quyền lực của tỷ phú Hồ Hùng Anh ở Techcombank</td>\n",
              "      <td>Tỷ phú Hồ Hùng Anh cùng gia đình đều đang sở hữu cổ phần tại Ngân hàng TMCP Kỹ thương Việt Nam Techcombank với giá trị quy đổi ra tiền mặt đến hàng nghìn tỷ đồng.\\r\\n</td>\n",
              "      <td>2021-08-18</td>\n",
              "      <td>15</td>\n",
              "      <td>52</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>VTC News</td>\n",
              "      <td>https://vtc.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>Lợi nhuận doanh nghiệp quý III/2021 sẽ ‘nhiều màu xám hơn’ vì Covid-19</td>\n",
              "      <td>Lợi nhuận các doanh nghiệp trên sàn chứng khoán dự báo vẫn tăng tích cực trong quý II/2021, tuy nhiên đà hồi phục đã chậm lại so với quý đầu năm. Dù vậy, đợt dịch Covid-19 kéo dài và phức tạp sẽ tác động đáng kể đến lợi nhuận toàn thị trường trong quý III/2021.</td>\n",
              "      <td>2021-08-15</td>\n",
              "      <td>2</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Thời báo tài chính VN</td>\n",
              "      <td>http://thoibaotaichinhvietnam.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>Chuyện đại gia bất động sản góp vốn tại ngân hàng</td>\n",
              "      <td>“Đại gia” bất động sản hay các ngành nghề khác tham gia tái cơ cấu ngân hàng, lãnh đạo ngân hàng được nhìn nhận là yếu tố tích cực, dù một số trường hợp trong quá khứ cho thấy nguy cơ rủi ro.</td>\n",
              "      <td>2021-08-13</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Tài chính</td>\n",
              "      <td>Tạp chí Doanh nghiệp &amp; Tiếp thị</td>\n",
              "      <td>https://doanhnghieptiepthi.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ Chi nhánh Nam Định</td>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ Chi nhánh Nam Định</td>\n",
              "      <td>2021-08-12</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>TCB: Báo cáo kết quả giao dịch cổ phiếu của người có liên quan đến Người nội bộ Phùng Thị Thu Hồng và Phùng Thị Mai Hương</td>\n",
              "      <td>TCB: Báo cáo kết quả giao dịch cổ phiếu của người có liên quan đến Người nội bộ Phùng Thị Thu Hồng và Phùng Thị Mai Hương</td>\n",
              "      <td>2021-08-10</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>MBKE - 3 cổ phiếu ngân hàng được khuyến nghị cho nửa cuối năm gồm TCB, VCB và VPB</td>\n",
              "      <td>Chia sẻ trong buổi hội thảo trực tuyến diễn ra cuối tuần qua do Công ty chứng khoán Maybank Kim Eng (MBKE) tổ chức, các chuyên gia của MBKE cho rằng, khi định giá cổ phiếu ngân hàng, nên nhìn vào chỉ số P/B sẽ phản ánh đúng hơn P/E.</td>\n",
              "      <td>2021-08-09</td>\n",
              "      <td>23</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>Đầu tư chứng khoán</td>\n",
              "      <td>https://tinnhanhchungkhoan.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Những người con nghìn tỷ 'ngậm thìa vàng' ở Việt Nam: Nắm giữ hàng triệu cổ phiếu từ Techcombank, Hòa Phát, VPBank đến TPBank</td>\n",
              "      <td>Thế hệ F1 tại các doanh nghiệp lớn tại Việt Nam đang bắt đầu thừa hưởng khối tài sản lớn thế nào là câu hỏi được nhiều người đặt ra.\\r\\n</td>\n",
              "      <td>2021-08-07</td>\n",
              "      <td>8</td>\n",
              "      <td>26</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Tạp chí Doanh nghiệp &amp; Tiếp thị</td>\n",
              "      <td>https://doanhnghieptiepthi.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Khương Mai</td>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Khương Mai</td>\n",
              "      <td>2021-08-05</td>\n",
              "      <td>0</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Trần Phú</td>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Trần Phú</td>\n",
              "      <td>2021-08-05</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Diễn Châu</td>\n",
              "      <td>TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Diễn Châu</td>\n",
              "      <td>2021-08-05</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>HSX</td>\n",
              "      <td>https://www.hsx.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                                                                                                                           title  ...      month\n",
              "0   TCB: Khát vọng mới của Techcombank                                                                                                                            ... 2021-09-01\n",
              "1   TCB: VDSC - Techcombank có thể lãi 1 tỷ USD năm nay                                                                                                           ... 2021-09-01\n",
              "2   NLG: Công ty chứng khoán 'ôm' trọn 950 tỉ đồng trái phiếu của NLG                                                                                             ... 2021-09-01\n",
              "3   TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch với Người có liên quan                                                                                       ... 2021-09-01\n",
              "4   TCB: Đính chính thông báo giao dịch cổ phiếu ESOP của Người nội bộ Thái Hà Linh                                                                               ... 2021-09-01\n",
              "5   TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng với Ông Hoàng Huy Trung                                                              ... 2021-09-01\n",
              "6   TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng với Bà Bùi Thị Hồng Mai                                                           ... 2021-09-01\n",
              "7   TCB: Thông báo giao dịch cổ phiếu ESOP của Người nội bộ và người có liên quan đến người nội bộ                                                                ... 2021-09-01\n",
              "8   Còn cơ sở để kỳ vọng cổ phiếu ngân hàng?                                                                                                                      ... 2021-09-01\n",
              "9   TCB: Techcombank sắp phát hành 6 triệu cổ phiếu ESOP                                                                                                          ... 2021-09-01\n",
              "10  TCB: Thông báo phát hành cổ phiếu theo chương trình lựa chọn cho người lao động                                                                               ... 2021-09-01\n",
              "11  TCB: Nghị quyết HĐQT về việc giao dịch cấp hạn mức thẻ tín dụng cho người có liên quan                                                                        ... 2021-09-01\n",
              "12  Lai lịch khủng chủ nhãn hiệu mì 3 miền, Reeva: Sở hữu gần 3.000 tỷ đồng cổ phiếu VIB, có thêm Chứng khoán TCB làm cổ đông bên cạnh NĐT ngoại nắm 49% cổ phần  ... 2021-08-01\n",
              "13  Techcombank, VPBank có thể tái đàm phán bancassurance với phí trả trước cao hơn nhiều lần?                                                                    ... 2021-08-01\n",
              "14  Techcombank cấp hạn mức thẻ tín dụng với Chủ tịch Masan và hai cá nhân, tổ chức                                                                               ... 2021-08-01\n",
              "15  TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch giữa TCB và người có liên quan                                                                               ... 2021-08-01\n",
              "16  Thù lao các ông chủ ngân hàng tăng mạnh, đại gia Dương Công Minh dẫn đầu về thu nhập \"khủng\"                                                                  ... 2021-08-01\n",
              "17  TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch giữa TCB và MSC                                                                                              ... 2021-08-01\n",
              "18  TCB: Nghị quyết HĐQT về việc phê duyệt giao dịch cấp hạn mức thẻ tín dụng giữa TCB và khách hàng Phùng Quang Hưng                                             ... 2021-08-01\n",
              "19  TCB:  Nghị quyết HĐQT về việc phê duyệt giao dịch cấp hạn mức thẻ tín dụng giữa TCB và khách hàng Nguyễn Đăng Quang                                           ... 2021-08-01\n",
              "20  TCB: 'Bật mí' gia đình quyền lực của tỷ phú Hồ Hùng Anh ở Techcombank                                                                                         ... 2021-08-01\n",
              "21  Lợi nhuận doanh nghiệp quý III/2021 sẽ ‘nhiều màu xám hơn’ vì Covid-19                                                                                        ... 2021-08-01\n",
              "22  Chuyện đại gia bất động sản góp vốn tại ngân hàng                                                                                                             ... 2021-08-01\n",
              "23  TCB: Quyết định của HĐQT về việc thay đổi địa chỉ Chi nhánh Nam Định                                                                                          ... 2021-08-01\n",
              "24  TCB: Báo cáo kết quả giao dịch cổ phiếu của người có liên quan đến Người nội bộ Phùng Thị Thu Hồng và Phùng Thị Mai Hương                                     ... 2021-08-01\n",
              "25  MBKE - 3 cổ phiếu ngân hàng được khuyến nghị cho nửa cuối năm gồm TCB, VCB và VPB                                                                             ... 2021-08-01\n",
              "26  Những người con nghìn tỷ 'ngậm thìa vàng' ở Việt Nam: Nắm giữ hàng triệu cổ phiếu từ Techcombank, Hòa Phát, VPBank đến TPBank                                 ... 2021-08-01\n",
              "27  TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Khương Mai                                                                                  ... 2021-08-01\n",
              "28  TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Trần Phú                                                                                    ... 2021-08-01\n",
              "29  TCB: Quyết định của HĐQT về việc thay đổi địa chỉ phòng giao dịch Diễn Châu                                                                                   ... 2021-08-01\n",
              "\n",
              "[30 rows x 11 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-jI1YbsEj6xc",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 434
        },
        "outputId": "fc16d763-fd61-4e12-be31-d7bd7853f918"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/seaborn/_decorators.py:43: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
            "  FutureWarning\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0dd102b4d0>"
            ]
          },
          "metadata": {},
          "execution_count": 20
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x360 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cVSuSd6R8Ajs",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 550
        },
        "outputId": "96a1c160-8a67-457a-b3f4-295431cd09e1"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f0d0d258510>"
            ]
          },
          "metadata": {},
          "execution_count": 21
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:214: RuntimeWarning: Glyph 13 missing from current font.\n",
            "  font.set_text(s, 0.0, flags=flags)\n",
            "/usr/local/lib/python3.7/dist-packages/matplotlib/backends/backend_agg.py:183: RuntimeWarning: Glyph 13 missing from current font.\n",
            "  font.set_text(s, 0, flags=flags)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MfWaPBENprcf"
      },
      "source": [
        "## **Xác định topic được yêu thích (top like, feedback)**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "eR5EoIyh8_RH",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "b8012bb3-8ddf-43f8-d5f0-1289055697c4"
      },
      "source": [
        "data.sort_values('totalLikes', ascending=False).head(10)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>description</th>\n",
              "      <th>date</th>\n",
              "      <th>totalLikes</th>\n",
              "      <th>totalReplies</th>\n",
              "      <th>totalShares</th>\n",
              "      <th>postGroup.name</th>\n",
              "      <th>postSource.name</th>\n",
              "      <th>postSource.url</th>\n",
              "      <th>postSource</th>\n",
              "      <th>month</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>258</th>\n",
              "      <td>Điểm tin tài chính ngày 11/12/2020</td>\n",
              "      <td>Phố Wall tiếp tục đứng trước thách thức giảm điểm sâu hơn sau khi những thông tin về số lượng người báo cáo (tự báo cáo claim) thất nghiệp cao nhất trong một tuần kể từ tháng 3/2020</td>\n",
              "      <td>2020-12-11</td>\n",
              "      <td>60</td>\n",
              "      <td>139</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>FireAnt</td>\n",
              "      <td>https://www.fireant.vn</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2020-12-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>TCB: Techcombank báo lãi trước thuế 11.500 tỷ đồng trong 6 tháng đầu năm</td>\n",
              "      <td>Chất lượng tài sản của Techcombank tiếp tục dẫn đầu trong hệ thống với tỷ lệ nợ xấu chỉ ở mức 0,4%, thấp hơn mức 0,9% tại quý 2 năm 2020 và duy trì mức 0,4% đã công bố cuối quý 1 năm 2021.\\r\\n</td>\n",
              "      <td>2021-07-20</td>\n",
              "      <td>27</td>\n",
              "      <td>75</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Tạp chí Doanh nghiệp &amp; Tiếp thị</td>\n",
              "      <td>https://doanhnghieptiepthi.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>TCB: VDSC - Techcombank có thể lãi 1 tỷ USD năm nay</td>\n",
              "      <td>Mức lợi nhuận kỳ vọng này được đưa ra dựa trên cơ sở NIM (biên lãi suất) của Techcombank giảm nhẹ, trong khi tăng trưởng tín dụng cao và chi phí tín dụng giảm.\\r\\n</td>\n",
              "      <td>2021-09-15</td>\n",
              "      <td>25</td>\n",
              "      <td>73</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Zing News</td>\n",
              "      <td>https://zingnews.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>MBKE - 3 cổ phiếu ngân hàng được khuyến nghị cho nửa cuối năm gồm TCB, VCB và VPB</td>\n",
              "      <td>Chia sẻ trong buổi hội thảo trực tuyến diễn ra cuối tuần qua do Công ty chứng khoán Maybank Kim Eng (MBKE) tổ chức, các chuyên gia của MBKE cho rằng, khi định giá cổ phiếu ngân hàng, nên nhìn vào chỉ số P/B sẽ phản ánh đúng hơn P/E.</td>\n",
              "      <td>2021-08-09</td>\n",
              "      <td>23</td>\n",
              "      <td>36</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>Đầu tư chứng khoán</td>\n",
              "      <td>https://tinnhanhchungkhoan.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>71</th>\n",
              "      <td>TCB: Lợi nhuận quý 2 của TCB có thể tăng 57%, đạt gần 5.700 tỷ đồng</td>\n",
              "      <td>Trong một báo cáo mới đây, Chứng khoán Rồng Việt (VDSC) dự phóng lợi nhuận của Techcombank (TCB) tăng trưởng mạnh trong quý 2.\\r\\n</td>\n",
              "      <td>2021-07-01</td>\n",
              "      <td>21</td>\n",
              "      <td>22</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Vietnam Daily</td>\n",
              "      <td>https://vietnamdaily.net.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>86</th>\n",
              "      <td>Các ngân hàng chờ được… nhúng</td>\n",
              "      <td>Sẽ không là viễn cảnh, chiến lược tầm cao đã có, các kế hoạch cụ thể đang hình thành để chờ cất bước…</td>\n",
              "      <td>2021-06-15</td>\n",
              "      <td>18</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>Tài chính</td>\n",
              "      <td>BizLive</td>\n",
              "      <td>https://bizlive.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-06-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>TCB: Động lực nào khiến TCB của Techcombank bay cao trong phiên 5/7?</td>\n",
              "      <td>Cổ phiếu TCB sáng chói nhất trong phiên đầu tuần 5/7, đâu là động lực hỗ trợ đà tăng này?\\r\\n</td>\n",
              "      <td>2021-07-05</td>\n",
              "      <td>17</td>\n",
              "      <td>66</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Vietnam Daily</td>\n",
              "      <td>https://vietnamdaily.net.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>215</th>\n",
              "      <td>TCB: Năm 2020, Techcombank đạt 15.800 tỷ đồng lợi nhuận, vượt 21,5% chỉ tiêu</td>\n",
              "      <td>Ngân hàng Thương mại Cổ phần Kỹ thương Việt Nam (Techcombank, mã cổ phiếu: TCB) vừa công bố kết quả kinh doanh năm 2020 với lợi nhuận trước thuế đạt 15.800 tỷ đồng, tăng 23,1% so với năm 2019, vượt 21,5% kế hoạch năm.</td>\n",
              "      <td>2021-01-27</td>\n",
              "      <td>17</td>\n",
              "      <td>38</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Đầu tư chứng khoán</td>\n",
              "      <td>https://tinnhanhchungkhoan.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-01-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>130</th>\n",
              "      <td>Nhịp đập thị trường-6/5/2021: Dòng tiền bắt đầu phân hóa rõ ràng. Nhóm ngành Ngân hàng, thép nổi sóng nâng đỡ thị trường. Cập nhật: cổ phiếu TCB</td>\n",
              "      <td>Nổi bật nhất hôm nay của phe Gấu đó là VNM với ngày giảm điểm -2.6% cùng với thanh khoản lớn nhất tính từ đầu năm 2020 đến giờ. VNM đang rơi vào xu hướng giảm giá dài hạn khi đã bẻ gãy đường xu hướng dài hạn MA200 ngày. Chúng tôi muốn nhắc nhở các nhà đầu tư tránh việc bắt đáy những cổ phiếu khi đã gãy xu hướng dài hạn để tránh dính phải những khoản lỗ lớn.</td>\n",
              "      <td>2021-05-07</td>\n",
              "      <td>16</td>\n",
              "      <td>8</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>FireAnt</td>\n",
              "      <td>https://www.fireant.vn</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-05-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>TCB: Con gái Chủ tịch Techcombank Hồ Hùng Anh đăng ký mua hơn 22 triệu cổ phiếu TCB</td>\n",
              "      <td>Ước tính theo vùng giá hiện nay, con gái ông Hùng Anh có thể phải bỏ ra hơn 1.200 tỷ đồng để thực hiện giao dịch. Hiện con gái ông Hùng Anh không sở hữu cổ phiếu TCB nào, trong khi đó, con trai ông đang sở hữu gần 138 triệu đơn vị.</td>\n",
              "      <td>2021-07-06</td>\n",
              "      <td>16</td>\n",
              "      <td>67</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Báo Tổ quốc</td>\n",
              "      <td>http://toquoc.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-07-01</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                                                                                                                title  ...      month\n",
              "258  Điểm tin tài chính ngày 11/12/2020                                                                                                                ... 2020-12-01\n",
              "44   TCB: Techcombank báo lãi trước thuế 11.500 tỷ đồng trong 6 tháng đầu năm                                                                          ... 2021-07-01\n",
              "1    TCB: VDSC - Techcombank có thể lãi 1 tỷ USD năm nay                                                                                               ... 2021-09-01\n",
              "25   MBKE - 3 cổ phiếu ngân hàng được khuyến nghị cho nửa cuối năm gồm TCB, VCB và VPB                                                                 ... 2021-08-01\n",
              "71   TCB: Lợi nhuận quý 2 của TCB có thể tăng 57%, đạt gần 5.700 tỷ đồng                                                                               ... 2021-07-01\n",
              "86   Các ngân hàng chờ được… nhúng                                                                                                                     ... 2021-06-01\n",
              "68   TCB: Động lực nào khiến TCB của Techcombank bay cao trong phiên 5/7?                                                                              ... 2021-07-01\n",
              "215  TCB: Năm 2020, Techcombank đạt 15.800 tỷ đồng lợi nhuận, vượt 21,5% chỉ tiêu                                                                      ... 2021-01-01\n",
              "130  Nhịp đập thị trường-6/5/2021: Dòng tiền bắt đầu phân hóa rõ ràng. Nhóm ngành Ngân hàng, thép nổi sóng nâng đỡ thị trường. Cập nhật: cổ phiếu TCB  ... 2021-05-01\n",
              "64   TCB: Con gái Chủ tịch Techcombank Hồ Hùng Anh đăng ký mua hơn 22 triệu cổ phiếu TCB                                                               ... 2021-07-01\n",
              "\n",
              "[10 rows x 11 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KvlWBevlofkg"
      },
      "source": [
        "# **Xác định chủ đề chính trong n mô tả của n bài báo**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9cpRdoHrJ_FZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 535
        },
        "outputId": "7cff19fe-4b10-468f-b711-5f5114b61c5f"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 504x504 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1z9mxK_pU7Z8"
      },
      "source": [
        "# **Graph Keyword Cluster**"
      ]
    }
  ]
}