AGG_23092021_News.ipynb

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      "name": "AGG 23092021 News.ipynb",
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        "<a href=\"https://colab.research.google.com/github/cafechungkhoan/lyd-report/blob/main/AGG_23092021_News.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": "7f55ca30-9c97-4179-9465-1f69bde52bbc"
      },
      "source": [
        "a = input('Nhập mã cần search: ')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Nhập mã cần search: agg\n"
          ]
        }
      ]
    },
    {
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        "outputId": "2c591017-ed11-4131-e8a9-09434ca65a41"
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      "source": [
        ""
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          "data": {
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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>Hàng 'chất đống' nhưng giá BĐS vẫn không giảm</td>\n",
              "      <td>Mặc dù hàng tồn kho của các doanh nghiệp bất động sản (BĐS) niêm yết tăng mạnh nhưng giá lại không giảm nên việc thanh khoản của doanh nghiệp giữa đại dịch đã khó nay lại càng khó hơn.</td>\n",
              "      <td>2021-09-20</td>\n",
              "      <td>3</td>\n",
              "      <td>10</td>\n",
              "      <td>0</td>\n",
              "      <td>Bất động sản</td>\n",
              "      <td>Báo Tiền Phong</td>\n",
              "      <td>https://www.tienphong.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>\"Sóng\" cổ phiếu bất động sản phải chờ đến năm 2022?</td>\n",
              "      <td>Là một ngành chiếm vốn hoá đứng thứ hai thị trường, chỉ sau ngân hàng nhưng cổ phiếu nhóm bất động sản trở nên mờ nhạt trong thời gian gần đây...\\r\\n</td>\n",
              "      <td>2021-09-17</td>\n",
              "      <td>4</td>\n",
              "      <td>11</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>VnEconomy</td>\n",
              "      <td>http://vneconomy.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>20 doanh nghiệp niêm yết tồn kho bất động sản \"chất đống\" 315.000 tỷ đồng</td>\n",
              "      <td>Theo thống kê, hơn 20 doanh nghiệp bất động sản niêm yết có hàng tồn kho cao nhất tính đến thời điểm cuối tháng 6 là 315.781 tỷ đồng, tăng 6% so với con số đầu năm...\\r\\n</td>\n",
              "      <td>2021-09-16</td>\n",
              "      <td>8</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>VnEconomy</td>\n",
              "      <td>http://vneconomy.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>AGG: Thông báo giao dịch cổ phiếu của người nội bộ YAMAGUCHI MASAKAZU</td>\n",
              "      <td>AGG: Thông báo giao dịch cổ phiếu của người nội bộ YAMAGUCHI MASAKAZU</td>\n",
              "      <td>2021-09-08</td>\n",
              "      <td>1</td>\n",
              "      <td>6</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>AGG: Thông báo giao dịch cổ phiếu của tổ chức có liên quan đến người nội bộ Hourai ConsulTing LTD</td>\n",
              "      <td>AGG: Thông báo giao dịch cổ phiếu của tổ chức có liên quan đến người nội bộ Hourai ConsulTing LTD</td>\n",
              "      <td>2021-09-08</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>Doanh nghiệp bất động sản tìm cách “vượt” Covid-19 trong bối cảnh dịch bệnh còn kéo dài</td>\n",
              "      <td>Suốt gần 2 năm chống chọi với đại dịch Covid-19 là khoảng thời gian doanh nghiệp bất động sản chịu thiệt hại nặng nề vì thị trường bất ổn. Nhưng, đây cũng lại là thời điểm để doanh nghiệp tích lũy kinh nghiệm, sống chung với đại dịch.</td>\n",
              "      <td>2021-09-06</td>\n",
              "      <td>0</td>\n",
              "      <td>1</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>6</th>\n",
              "      <td>AGG: Giải trình biến động KQKD soát xét bán niên năm 2021 so với cùng kỳ năm trước</td>\n",
              "      <td>AGG: Giải trình biến động KQKD soát xét bán niên năm 2021 so với cùng kỳ năm trước</td>\n",
              "      <td>2021-08-30</td>\n",
              "      <td>1</td>\n",
              "      <td>5</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>7</th>\n",
              "      <td>Nợ vay và tồn kho của doanh nghiệp BĐS nhà ở ‘phình to’ ra sao?</td>\n",
              "      <td>Nửa đầu năm, tổng nợ vay các doanh nghiệp tăng 5% so với đầu kỳ, trong đó Novaland và Vinhomes nợ lớn nhất.\\r\\nGiá trị tồn kho tăng 11%, có 4 doanh nghiệp ghi nhận giá trị vượt 10.000 tỷ đồng.</td>\n",
              "      <td>2021-08-27</td>\n",
              "      <td>4</td>\n",
              "      <td>12</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>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>Cổ phiếu địa ốc \"tốt lỏi\"</td>\n",
              "      <td>Nhóm cổ phiếu bất động sản được kỳ vọng sẽ tăng trưởng tốt hơn so với năm ngoái khi đang nhận được nhiều yếu tố hỗ trợ, nhưng đà tăng này chỉ được “nâng đỡ” bởi những doanh nghiệp đầu ngành.</td>\n",
              "      <td>2021-08-27</td>\n",
              "      <td>3</td>\n",
              "      <td>15</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>9</th>\n",
              "      <td>Những ông lớn địa ốc nào đang sở hữu quỹ đất lớn ở khu vực phía Nam?</td>\n",
              "      <td>Không chỉ có trong tay quỹ đất lớn, nhiều doanh nghiệp BĐS còn tính chuyện mở rộng quỹ đất, chuyển từ mô hình doanh nghiệp quy mô nhỏ sang quy mô tầm cỡ lớn với kì vọng bứt phá về doanh thu và lợi nhuận.\\r\\n</td>\n",
              "      <td>2021-08-23</td>\n",
              "      <td>4</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>Bất động sản</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>10</th>\n",
              "      <td>Hàng loạt ông lớn bất động sản lãi đậm nửa đầu năm 2021</td>\n",
              "      <td>Novaland, An Gia, Hưng Thịnh, Đất Xanh, Nam Long, TTC Land… đều ghi nhận doanh thu, lợi nhuận tăng đột biến trong nửa đầu năm 2021, mặc dù thị trường BĐS đang chịu ảnh hưởng bởi làn sóng dịch Covid-19 lần thứ tư kéo dài.</td>\n",
              "      <td>2021-08-13</td>\n",
              "      <td>6</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>Bất động sản</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>11</th>\n",
              "      <td>Cổ phiếu cần quan tâm ngày 10/8</td>\n",
              "      <td>Báo Đầu tư Chứng khoán trích báo cáo phân tích một số cổ phiếu cần quan tâm trước phiên 10/8 của các công ty chứng khoán.</td>\n",
              "      <td>2021-08-09</td>\n",
              "      <td>11</td>\n",
              "      <td>31</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>12</th>\n",
              "      <td>AGG: Doanh thu An Gia nửa đầu năm gấp 10 lần cùng kỳ</td>\n",
              "      <td>Nửa đầu năm, An Gia có doanh thu thuần 603 tỷ đồng, gấp 10 lần cùng kỳ còn lợi nhuận sau thuế cổ đông công ty mẹ hơn 195 tỷ đồng.\\r\\nTổng tài sản doanh nghiệp đạt 11.926 tỷ đồng, tăng 22% so với đầu năm.\\r\\nTính đến cuối kỳ, An Gia có hơn 3.166 tỷ đồng người mua trả tiền trước, tăng 24% so với đầu năm dù mới bàn giao xong dự án River Panorama.</td>\n",
              "      <td>2021-08-03</td>\n",
              "      <td>2</td>\n",
              "      <td>13</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>2021-08-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>Chuyển động quỹ đầu tư tuần 26-31/7: Dragon Capital mua AGG, Lumen Vietnam Fund không còn là cổ đông lớn tại Long Hậu</td>\n",
              "      <td>Dragon Capital trở thành cổ đông lớn Bất động sản An Gia sau khi mua hơn 7,8 triệu cổ phiếu.\\r\\nLumen Vietnam Fund không còn là cổ đông lớn tại Long Hậu.\\r\\nSamarang Ucits đã bán 70.900 cổ phiếu DVP.</td>\n",
              "      <td>2021-08-02</td>\n",
              "      <td>3</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</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>Nhiều “ông lớn” địa ốc kỳ vọng sức bật mạnh hậu Covid-19 nhờ quỹ đất, sức khoẻ tài chính tốt</td>\n",
              "      <td>Dù chịu ảnh hưởng không nhỏ từ dịch bệnh, song nhiều đơn vị BĐS vẫn xúc tiến những thương vụ lớn, có quỹ đất sẵn được mở rộng ra vùng ven, sức khoẻ tài chính tốt…vẫn được kì vọng sẽ bứt phá trong giai đoạn sau dịch.\\r\\n</td>\n",
              "      <td>2021-07-31</td>\n",
              "      <td>4</td>\n",
              "      <td>9</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>15</th>\n",
              "      <td>AGG: Giải trình chênh lệch lợi nhuận sau thuế quý 2/2021 so với quý 2/2020</td>\n",
              "      <td>AGG: Giải trình chênh lệch lợi nhuận sau thuế quý 2/2021 so với quý 2/2020</td>\n",
              "      <td>2021-07-30</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>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>AGG: Báo cáo tình hình quản trị công ty 6 tháng đầu năm 2021</td>\n",
              "      <td>AGG: Báo cáo tình hình quản trị công ty 6 tháng đầu năm 2021</td>\n",
              "      <td>2021-07-30</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>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>AGG: Dragon Capital gom 10% vốn tại An Gia sau khi Creed Group rời đi</td>\n",
              "      <td>Sau giao dịch, nhóm quỹ Dragon Capital là cổ đông nước ngoài sở hữu lớn nhất tại AGG.\\r\\n</td>\n",
              "      <td>2021-07-30</td>\n",
              "      <td>3</td>\n",
              "      <td>10</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>18</th>\n",
              "      <td>AGG: Báo cáo thay đổi về sở hữu của nhóm nhà đầu tư nước ngoài có liên quan là cổ đông lớn</td>\n",
              "      <td>AGG: Báo cáo thay đổi về sở hữu của nhóm nhà đầu tư nước ngoài có liên quan là cổ đông lớn</td>\n",
              "      <td>2021-07-29</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>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>AGG: Nâng room khối ngoại thêm 1% có đủ lực làm cổ phiếu AGG “bốc đầu” (!?)</td>\n",
              "      <td>Bất ngờ tăng mạnh và bứt phá lên vùng 56.000 đồng/cổ phiếu, AGG của Công ty CP Đầu tư và Phát triển Bất động sản An Gia đã ghi nhận mức tăng giá tăng tới gần 93%. Với mức giá này, liệu cổ phiếu AGG có còn hấp dẫn?\\r\\n</td>\n",
              "      <td>2021-07-29</td>\n",
              "      <td>3</td>\n",
              "      <td>2</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Báo Dân Việt</td>\n",
              "      <td>http://danviet.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>AGG: Thông báo công văn của VSD về điều chỉnh room của mã chứng khoán AGG</td>\n",
              "      <td>AGG: Thông báo công văn của VSD về điều chỉnh room của mã chứng khoán AGG</td>\n",
              "      <td>2021-07-26</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>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>AGG: Thông báo công văn của UBCKNN về hồ sơ thông báo tỷ lệ SHNN tối đa của AGG</td>\n",
              "      <td>AGG: Thông báo công văn của UBCKNN về hồ sơ thông báo tỷ lệ SHNN tối đa của AGG</td>\n",
              "      <td>2021-07-20</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>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>AGG: Nghị quyết HĐQT về việc miễn nhiệm chức danh Thành viên Ủy Ban Kiểm toán</td>\n",
              "      <td>AGG: Nghị quyết HĐQT về việc miễn nhiệm chức danh Thành viên Ủy Ban Kiểm toán</td>\n",
              "      <td>2021-07-08</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>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>AGG: Quyết định của HĐQT về việc bổ nhiệm chức danh Thành viên Ủy Ban Kiểm toán</td>\n",
              "      <td>AGG: Quyết định của HĐQT về việc bổ nhiệm chức danh Thành viên Ủy Ban Kiểm toán</td>\n",
              "      <td>2021-07-08</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>2021-07-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>AGG: Nghị quyết HĐQT về việc công ty nhận chuyển nhượng 160.960 cổ phần phổ thông tại CTCP Đầu tư TM và Phát triển An Tường</td>\n",
              "      <td>AGG: Nghị quyết HĐQT về việc công ty nhận chuyển nhượng 160.960 cổ phần phổ thông tại CTCP Đầu tư TM và Phát triển An Tường</td>\n",
              "      <td>2021-06-23</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>2021-06-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>AGG: Quyết định của HĐQT về việc công ty nhận chuyển nhượng 20.500 cổ phần phổ thông tại CTCP Quản lý và Phát triển Lộc Phát</td>\n",
              "      <td>AGG: Quyết định của HĐQT về việc công ty nhận chuyển nhượng 20.500 cổ phần phổ thông tại CTCP Quản lý và Phát triển Lộc Phát</td>\n",
              "      <td>2021-06-23</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>2021-06-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>Doanh nghiệp bất động sản xoay vốn trong thời khó</td>\n",
              "      <td>Song song với việc săn quỹ đất và mở rộng đầu tư, doanh nghiệp bất động sản có bước xoay xở dòng tiền bằng “cơn mưa” trả cổ tức bằng cổ phiếu.\\r\\n</td>\n",
              "      <td>2021-06-16</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>Báo đầu tư</td>\n",
              "      <td>https://baodautu.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-06-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>DXG: Chuyện phát hành ở Đất Xanh</td>\n",
              "      <td>Chỉ trong một tuần, phương án phát hành cổ phiếu riêng lẻ, cổ phiếu ESOP và cổ phiếu thưởng đã được Đất Xanh thay đổi về mức giá, thời gian hạn chế chuyển nhượng.\\r\\n95% tổng số lượng dự kiến chào bán lần này thuộc về phát hành cổ phiếu riêng lẻ, với mức giá chiết khấu 10 – 15% trung bình 20 phiên giao dịch gần nhất.\\r\\nViệc phát hành gây nên lo ngại cho lợi ích cổ đông và ảnh hưởng giá cổ phiếu trong tương lai.</td>\n",
              "      <td>2021-06-15</td>\n",
              "      <td>2</td>\n",
              "      <td>8</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>2021-06-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>Lọc tìm cơ hội nhóm cổ phiếu bất động sản</td>\n",
              "      <td>Cổ phiếu bất động sản đang thu hút nhà đầu tư, nhất là những doanh nghiệp sở hữu quỹ đất lớn, có kế hoạch phát triển dự án trong năm 2021.</td>\n",
              "      <td>2021-06-11</td>\n",
              "      <td>3</td>\n",
              "      <td>7</td>\n",
              "      <td>0</td>\n",
              "      <td>Bất động sản</td>\n",
              "      <td>Sài Gòn Đầu Tư</td>\n",
              "      <td>https://saigondautu.com.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-06-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>AGG: Báo cáo về ngày không còn là cổ đông lớn Võ Ngọc Mai Trang</td>\n",
              "      <td>AGG: Báo cáo về ngày không còn là cổ đông lớn Võ Ngọc Mai Trang</td>\n",
              "      <td>2021-06-09</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>2021-06-01</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                                                                                           title  ...      month\n",
              "0   Hàng 'chất đống' nhưng giá BĐS vẫn không giảm                                                                                 ... 2021-09-01\n",
              "1   \"Sóng\" cổ phiếu bất động sản phải chờ đến năm 2022?                                                                           ... 2021-09-01\n",
              "2   20 doanh nghiệp niêm yết tồn kho bất động sản \"chất đống\" 315.000 tỷ đồng                                                     ... 2021-09-01\n",
              "3   AGG: Thông báo giao dịch cổ phiếu của người nội bộ YAMAGUCHI MASAKAZU                                                         ... 2021-09-01\n",
              "4   AGG: Thông báo giao dịch cổ phiếu của tổ chức có liên quan đến người nội bộ Hourai ConsulTing LTD                             ... 2021-09-01\n",
              "5   Doanh nghiệp bất động sản tìm cách “vượt” Covid-19 trong bối cảnh dịch bệnh còn kéo dài                                       ... 2021-09-01\n",
              "6   AGG: Giải trình biến động KQKD soát xét bán niên năm 2021 so với cùng kỳ năm trước                                            ... 2021-08-01\n",
              "7   Nợ vay và tồn kho của doanh nghiệp BĐS nhà ở ‘phình to’ ra sao?                                                               ... 2021-08-01\n",
              "8   Cổ phiếu địa ốc \"tốt lỏi\"                                                                                                     ... 2021-08-01\n",
              "9   Những ông lớn địa ốc nào đang sở hữu quỹ đất lớn ở khu vực phía Nam?                                                          ... 2021-08-01\n",
              "10  Hàng loạt ông lớn bất động sản lãi đậm nửa đầu năm 2021                                                                       ... 2021-08-01\n",
              "11  Cổ phiếu cần quan tâm ngày 10/8                                                                                               ... 2021-08-01\n",
              "12  AGG: Doanh thu An Gia nửa đầu năm gấp 10 lần cùng kỳ                                                                          ... 2021-08-01\n",
              "13  Chuyển động quỹ đầu tư tuần 26-31/7: Dragon Capital mua AGG, Lumen Vietnam Fund không còn là cổ đông lớn tại Long Hậu         ... 2021-08-01\n",
              "14  Nhiều “ông lớn” địa ốc kỳ vọng sức bật mạnh hậu Covid-19 nhờ quỹ đất, sức khoẻ tài chính tốt                                  ... 2021-07-01\n",
              "15  AGG: Giải trình chênh lệch lợi nhuận sau thuế quý 2/2021 so với quý 2/2020                                                    ... 2021-07-01\n",
              "16  AGG: Báo cáo tình hình quản trị công ty 6 tháng đầu năm 2021                                                                  ... 2021-07-01\n",
              "17  AGG: Dragon Capital gom 10% vốn tại An Gia sau khi Creed Group rời đi                                                         ... 2021-07-01\n",
              "18  AGG: Báo cáo thay đổi về sở hữu của nhóm nhà đầu tư nước ngoài có liên quan là cổ đông lớn                                    ... 2021-07-01\n",
              "19  AGG: Nâng room khối ngoại thêm 1% có đủ lực làm cổ phiếu AGG “bốc đầu” (!?)                                                   ... 2021-07-01\n",
              "20  AGG: Thông báo công văn của VSD về điều chỉnh room của mã chứng khoán AGG                                                     ... 2021-07-01\n",
              "21  AGG: Thông báo công văn của UBCKNN về hồ sơ thông báo tỷ lệ SHNN tối đa của AGG                                               ... 2021-07-01\n",
              "22  AGG: Nghị quyết HĐQT về việc miễn nhiệm chức danh Thành viên Ủy Ban Kiểm toán                                                 ... 2021-07-01\n",
              "23  AGG: Quyết định của HĐQT về việc bổ nhiệm chức danh Thành viên Ủy Ban Kiểm toán                                               ... 2021-07-01\n",
              "24  AGG: Nghị quyết HĐQT về việc công ty nhận chuyển nhượng 160.960 cổ phần phổ thông tại CTCP Đầu tư TM và Phát triển An Tường   ... 2021-06-01\n",
              "25  AGG: Quyết định của HĐQT về việc công ty nhận chuyển nhượng 20.500 cổ phần phổ thông tại CTCP Quản lý và Phát triển Lộc Phát  ... 2021-06-01\n",
              "26  Doanh nghiệp bất động sản xoay vốn trong thời khó                                                                             ... 2021-06-01\n",
              "27  DXG: Chuyện phát hành ở Đất Xanh                                                                                              ... 2021-06-01\n",
              "28  Lọc tìm cơ hội nhóm cổ phiếu bất động sản                                                                                     ... 2021-06-01\n",
              "29  AGG: Báo cáo về ngày không còn là cổ đông lớn Võ Ngọc Mai Trang                                                               ... 2021-06-01\n",
              "\n",
              "[30 rows x 11 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
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      "source": [
        ""
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      "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"
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        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb710e1bd50>"
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          "metadata": {},
          "execution_count": 6
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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": 477
        },
        "outputId": "167fd691-3b59-4153-e3db-5efa15b631f7"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7fb70258f790>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        },
        {
          "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": "43c9104e-a892-4d7c-9f87-a6e36fad54a0"
      },
      "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>129</th>\n",
              "      <td>Nhịp Đập Thị Trường 2/12/2020: Thị trường phản ứng khá tốt sau phiên Test ngày 1/12/2020. Tiêu điểm VGI và AGG</td>\n",
              "      <td>VNINDEX vẫn đang nằm vùng ảnh hưởng của vùng thời gian 30/11/2020 +/-3 ngày giao dịch. Chúng tôi đang quan sát khả năng tạo MT nếu như đường xu hướng trên của kênh giá tạo nên cản khiến giá thủng MA15 ngày. +DMI vẫn tiếp tục bị cản trong một thời gian dài mặc dù VNINDEX liên tiếp lập đỉnh mới.</td>\n",
              "      <td>2020-12-02</td>\n",
              "      <td>22</td>\n",
              "      <td>2</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>122</th>\n",
              "      <td>VFA Insight - 15/12/2020: Áp lực chốt lời trên cả mid cap lẫn large cap, VN-Index hình thành mẫu hình nến Harami – Tiêu điểm SNZ</td>\n",
              "      <td>Sau phiên tăng điểm đầu tuần, chỉ số VNINDEX mở cửa và giằng co trong suốt buổi sáng. Sang phiên chiều, dưới áp lực bán các cổ phiếu như VCB, VIC, VNM … đã tác động tiêu cực tới chỉ sổ thị trường.</td>\n",
              "      <td>2020-12-15</td>\n",
              "      <td>19</td>\n",
              "      <td>2</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>76</th>\n",
              "      <td>Nhìn Lại Tuần Qua - 05/02/2021: Ngân hàng, VIN, Bất động sản giúp VN-Index tăng điểm. Thị trường phân hóa</td>\n",
              "      <td>Kết thúc phiên giao dịch ngày 5/2/2021, chỉ số VNINDEX đóng của ở 1126.91 điểm, tăng 14.72 điểm tương đương tăng 1.32%. Thanh khoản thị trường đạt hơn 458 triệu đơn vị và thấp hơn phiên ngày 4/2/2021.</td>\n",
              "      <td>2021-02-07</td>\n",
              "      <td>12</td>\n",
              "      <td>4</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>2021-02-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>Cổ phiếu cần quan tâm ngày 10/8</td>\n",
              "      <td>Báo Đầu tư Chứng khoán trích báo cáo phân tích một số cổ phiếu cần quan tâm trước phiên 10/8 của các công ty chứng khoán.</td>\n",
              "      <td>2021-08-09</td>\n",
              "      <td>11</td>\n",
              "      <td>31</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>58</th>\n",
              "      <td>AGG: Định giá trong vùng 43,500 - 68,000 đồng/cổ phiếu</td>\n",
              "      <td>Từ 2012 đến nay, công ty dần dần xây dựng thương hiệu là một nhà phát triển BĐS phân khúc trung bình khá thông qua các dự án như: The Garden, The Star, Riverside, Skyline, River Panorama 1&amp;2. Hiện tại, An Gia được xem đối thủ cạnh tranh trực tiếp với những doanh nghiệp Bất động sản lớn như Nam Long, Khang Điền, Hưng Thịnh, Đất Xanh.</td>\n",
              "      <td>2021-04-15</td>\n",
              "      <td>9</td>\n",
              "      <td>23</td>\n",
              "      <td>0</td>\n",
              "      <td>Doanh nghiệp</td>\n",
              "      <td>FireAnt</td>\n",
              "      <td>https://www.fireant.vn</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-04-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>20 doanh nghiệp niêm yết tồn kho bất động sản \"chất đống\" 315.000 tỷ đồng</td>\n",
              "      <td>Theo thống kê, hơn 20 doanh nghiệp bất động sản niêm yết có hàng tồn kho cao nhất tính đến thời điểm cuối tháng 6 là 315.781 tỷ đồng, tăng 6% so với con số đầu năm...\\r\\n</td>\n",
              "      <td>2021-09-16</td>\n",
              "      <td>8</td>\n",
              "      <td>15</td>\n",
              "      <td>0</td>\n",
              "      <td>Thị trường</td>\n",
              "      <td>VnEconomy</td>\n",
              "      <td>http://vneconomy.vn/</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2021-09-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>87</th>\n",
              "      <td>Nhìn lại tuần qua - 29/1/2021: VNIndex hồi phục trên diện rộng đánh dấu ngày 1 đợt nỗ lực hồi phục. Chính thức tạo đáy hay là “bẫy tăng giá”?</td>\n",
              "      <td>Kết thúc phiến giao dịch ngày 29/1/2021 chỉ số VNINDEX đóng cửa ở mức 1056 điểm, tăng 32,67 điểm tương ứng 3,19% thanh khoản thị trường đạt 743 triệu đơn vị cao hơn phiên giao dịch ngày 28/1/2021. Toàn thị trường hồi phục sau 2 phiên bán tháo mạnh, nhiều cổ phiếu Bluchips hồi phục mạnh đã giúp chỉ số VNINDEX tăng hơn 30 điểm như VIC,GAS, VHM,VNM… Tuy nhiên với 2 tội đồ SAB,GVR giảm mạnh cuối phiên làm chỉ số VNINDEX không đóng cửa ở mức cao nhất của thị trường.</td>\n",
              "      <td>2021-02-01</td>\n",
              "      <td>8</td>\n",
              "      <td>4</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>2021-02-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>Hàng loạt ông lớn bất động sản lãi đậm nửa đầu năm 2021</td>\n",
              "      <td>Novaland, An Gia, Hưng Thịnh, Đất Xanh, Nam Long, TTC Land… đều ghi nhận doanh thu, lợi nhuận tăng đột biến trong nửa đầu năm 2021, mặc dù thị trường BĐS đang chịu ảnh hưởng bởi làn sóng dịch Covid-19 lần thứ tư kéo dài.</td>\n",
              "      <td>2021-08-13</td>\n",
              "      <td>6</td>\n",
              "      <td>20</td>\n",
              "      <td>0</td>\n",
              "      <td>Bất động sản</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>44</th>\n",
              "      <td>Doanh nghiệp địa ốc và mối lo \"chết mòn\" trên đống tài sản</td>\n",
              "      <td>Hàng tồn kho vốn có tính “2 mặt”, có thể mang lại lợi nhuận cao khi bung đúng thời điểm, nhưng cũng có thể khiến doanh nghiệp địa ốc “chết mòn” nếu ứ đọng kéo dài…</td>\n",
              "      <td>2021-05-13</td>\n",
              "      <td>6</td>\n",
              "      <td>2</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>2021-05-01</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>68</th>\n",
              "      <td>AGG: Bất động sản An Gia lên kế hoạch lãi 500 tỷ, huy động vốn khủng</td>\n",
              "      <td>CTCP Đầu tư và Phát triển Bất động sản An Gia (HOSE: AGG) vừa công bố tài liệu đại hội đồng cổ đông thường niên 2021 với kế hoạch lãi 500 tỷ và phát hành 91 triệu cổ phiếu tăng vốn hơn gấp đôi.\\r\\n</td>\n",
              "      <td>2021-03-10</td>\n",
              "      <td>5</td>\n",
              "      <td>4</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>2021-03-01</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "                                                                                                                                             title  ...      month\n",
              "129  Nhịp Đập Thị Trường 2/12/2020: Thị trường phản ứng khá tốt sau phiên Test ngày 1/12/2020. Tiêu điểm VGI và AGG                                 ... 2020-12-01\n",
              "122  VFA Insight - 15/12/2020: Áp lực chốt lời trên cả mid cap lẫn large cap, VN-Index hình thành mẫu hình nến Harami – Tiêu điểm SNZ               ... 2020-12-01\n",
              "76   Nhìn Lại Tuần Qua - 05/02/2021: Ngân hàng, VIN, Bất động sản giúp VN-Index tăng điểm. Thị trường phân hóa                                      ... 2021-02-01\n",
              "11   Cổ phiếu cần quan tâm ngày 10/8                                                                                                                ... 2021-08-01\n",
              "58   AGG: Định giá trong vùng 43,500 - 68,000 đồng/cổ phiếu                                                                                         ... 2021-04-01\n",
              "2    20 doanh nghiệp niêm yết tồn kho bất động sản \"chất đống\" 315.000 tỷ đồng                                                                      ... 2021-09-01\n",
              "87   Nhìn lại tuần qua - 29/1/2021: VNIndex hồi phục trên diện rộng đánh dấu ngày 1 đợt nỗ lực hồi phục. Chính thức tạo đáy hay là “bẫy tăng giá”?  ... 2021-02-01\n",
              "10   Hàng loạt ông lớn bất động sản lãi đậm nửa đầu năm 2021                                                                                        ... 2021-08-01\n",
              "44   Doanh nghiệp địa ốc và mối lo \"chết mòn\" trên đống tài sản                                                                                     ... 2021-05-01\n",
              "68   AGG: Bất động sản An Gia lên kế hoạch lãi 500 tỷ, huy động vốn khủng                                                                           ... 2021-03-01\n",
              "\n",
              "[10 rows x 11 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "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": "B7I1ERmtg8ic",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fce187df-ccd7-4b7b-b54f-563d13e6ba5f"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Processing step 1: Lower case\n",
            "Done ---- >>> Next step:\n",
            "Processing step 2: Removed Https tag\n",
            "Done ---- >>> Next step:\n",
            "Processing step 3: Tokenize lớp thứ 1\n",
            "Processing step 4: Tokenize lớp thứ 2\n",
            "Done.\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:30: SettingWithCopyWarning: \n",
            "A value is trying to be set on a copy of a slice from a DataFrame\n",
            "\n",
            "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CPU times: user 331 ms, sys: 0 ns, total: 331 ms\n",
            "Wall time: 332 ms\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W4yO1VzSK8q6"
      },
      "source": [
        "### **Xác định danh từ riêng**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NKJy_x5mGFLP",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 128
        },
        "outputId": "8c47219d-2aa6-419a-a0e3-ebc83ec2416d"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Np < 100? if No -> adjust iloc\n"
          ]
        },
        {
          "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>0</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Np</th>\n",
              "      <td>33</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "     0\n",
              "1     \n",
              "Np  33"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9cpRdoHrJ_FZ",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 535
        },
        "outputId": "f1ca9de9-a19a-4a34-e7fa-073c3216a5cd"
      },
      "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**"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "I3R-7e3qMUG_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 751
        },
        "outputId": "efd652f1-9fef-46db-88cb-7c06c15774a0"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D5Ah9IbjTEjZ"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}