Cyber_operations_results_model.ipynb

{
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       "    }\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>Date</th>\n",
       "      <th>Affiliations</th>\n",
       "      <th>Description</th>\n",
       "      <th>Response</th>\n",
       "      <th>Victims</th>\n",
       "      <th>Sponsor</th>\n",
       "      <th>Type</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sources_1</th>\n",
       "      <th>Sources_2</th>\n",
       "      <th>Sources_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Targeting of dissidents and opposition politic...</td>\n",
       "      <td>1/20/2022</td>\n",
       "      <td>Believed to be the work of Ghana's government</td>\n",
       "      <td>The Israeli spyware firm NSO Group sold Pegasu...</td>\n",
       "      <td>Denial   https://www.haaretz.com/israel-news/t...</td>\n",
       "      <td>Political dissidents and opposition leaders in...</td>\n",
       "      <td>Ghana</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.haaretz.com/israel-news/tech-news/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Targeting of Ukrainian state entities</td>\n",
       "      <td>3/7/2022</td>\n",
       "      <td>UNC1151</td>\n",
       "      <td>The Belarusian threat actor UNC1151 targeted m...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ukrainian state entities</td>\n",
       "      <td>Belarus</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://cert.gov.ua/article/37626</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Targeting of Russian and Belarusian websites</td>\n",
       "      <td>5/4/2022</td>\n",
       "      <td>Ukrainian IT Army</td>\n",
       "      <td>Ukraine?? IT Army compromised Docker Engine ho...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Russian and Belarusian websites were targeted,...</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Government, Private sector, Civil society</td>\n",
       "      <td>https://www.crowdstrike.com/blog/compromised-d...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Targeting of the Belgian Federal Public Servic...</td>\n",
       "      <td>7/18/2022</td>\n",
       "      <td>Zirconium</td>\n",
       "      <td>Chinese threat actors targeted the Belgian Fed...</td>\n",
       "      <td>Denouncement   https://diplomatie.belgium.be/e...</td>\n",
       "      <td>Belgian Federal Public Service Interior</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://diplomatie.belgium.be/en/news/declarat...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Targeting of Ukrainian government agencies</td>\n",
       "      <td>8/11/2022</td>\n",
       "      <td>Gamaredon</td>\n",
       "      <td>The Computer Emergency Response Team of Ukrain...</td>\n",
       "      <td>Confirmation</td>\n",
       "      <td>Ukrainian government agencies</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://cert.gov.ua/article/2681855</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>APT-C-23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Also known as AridViper and?Desert Falcon.</td>\n",
       "      <td>Previously targeted Israeli soldiers?by preten...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Israel Defense Forces</td>\n",
       "      <td>Palestine, State of</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>https://research.checkpoint.com/2020/hamas-and...</td>\n",
       "      <td>https://malpedia.caad.fkie.fraunhofer.de/actor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>Targeting of American defense industry</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Lazarus Group</td>\n",
       "      <td>The North Korean threat actor Lazarus Group le...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>American defense industry</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military, Private sector</td>\n",
       "      <td>https://blog.malwarebytes.com/threat-intellige...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>Targeting of humanitarian, think tank, and gov...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RedAlpha</td>\n",
       "      <td>Security researchers described a long-running ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Government organizations, think tanks, and hum...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://www.recordedfuture.com/redalpha-creden...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>Trisis</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Also known as Triton and Xenotime</td>\n",
       "      <td>This threat actor targets the Triconex safety ...</td>\n",
       "      <td>Confirmation   https://www.justice.gov/opa/pr/...</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Sabotage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.fireeye.com/blog/threat-research/2...</td>\n",
       "      <td>https://www.fireeye.com/blog/threat-research/2...</td>\n",
       "      <td>https://dragos.com/blog/trisis/TRISIS-01.pdf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Targeting of the Belgian Federal Public Servic...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>APT 30</td>\n",
       "      <td>Chinese threat actors targeted the Belgian Fed...</td>\n",
       "      <td>Denouncement   https://diplomatie.belgium.be/e...</td>\n",
       "      <td>Belgian Federal Public Service Interior</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://diplomatie.belgium.be/en/news/declarat...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>768 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Title       Date  \\\n",
       "0    Targeting of dissidents and opposition politic...  1/20/2022   \n",
       "1                Targeting of Ukrainian state entities   3/7/2022   \n",
       "2         Targeting of Russian and Belarusian websites   5/4/2022   \n",
       "3    Targeting of the Belgian Federal Public Servic...  7/18/2022   \n",
       "4           Targeting of Ukrainian government agencies  8/11/2022   \n",
       "..                                                 ...        ...   \n",
       "763                                           APT-C-23        NaN   \n",
       "764             Targeting of American defense industry        NaN   \n",
       "765  Targeting of humanitarian, think tank, and gov...        NaN   \n",
       "766                                             Trisis        NaN   \n",
       "767  Targeting of the Belgian Federal Public Servic...        NaN   \n",
       "\n",
       "                                      Affiliations  \\\n",
       "0    Believed to be the work of Ghana's government   \n",
       "1                                          UNC1151   \n",
       "2                                Ukrainian IT Army   \n",
       "3                                        Zirconium   \n",
       "4                                        Gamaredon   \n",
       "..                                             ...   \n",
       "763     Also known as AridViper and?Desert Falcon.   \n",
       "764                                  Lazarus Group   \n",
       "765                                       RedAlpha   \n",
       "766              Also known as Triton and Xenotime   \n",
       "767                                         APT 30   \n",
       "\n",
       "                                           Description  \\\n",
       "0    The Israeli spyware firm NSO Group sold Pegasu...   \n",
       "1    The Belarusian threat actor UNC1151 targeted m...   \n",
       "2    Ukraine?? IT Army compromised Docker Engine ho...   \n",
       "3    Chinese threat actors targeted the Belgian Fed...   \n",
       "4    The Computer Emergency Response Team of Ukrain...   \n",
       "..                                                 ...   \n",
       "763  Previously targeted Israeli soldiers?by preten...   \n",
       "764  The North Korean threat actor Lazarus Group le...   \n",
       "765  Security researchers described a long-running ...   \n",
       "766  This threat actor targets the Triconex safety ...   \n",
       "767  Chinese threat actors targeted the Belgian Fed...   \n",
       "\n",
       "                                              Response  \\\n",
       "0    Denial   https://www.haaretz.com/israel-news/t...   \n",
       "1                                                  NaN   \n",
       "2                                                  NaN   \n",
       "3    Denouncement   https://diplomatie.belgium.be/e...   \n",
       "4                                         Confirmation   \n",
       "..                                                 ...   \n",
       "763                                                NaN   \n",
       "764                                                NaN   \n",
       "765                                            Unknown   \n",
       "766  Confirmation   https://www.justice.gov/opa/pr/...   \n",
       "767  Denouncement   https://diplomatie.belgium.be/e...   \n",
       "\n",
       "                                               Victims  \\\n",
       "0    Political dissidents and opposition leaders in...   \n",
       "1                             Ukrainian state entities   \n",
       "2    Russian and Belarusian websites were targeted,...   \n",
       "3              Belgian Federal Public Service Interior   \n",
       "4                        Ukrainian government agencies   \n",
       "..                                                 ...   \n",
       "763                              Israel Defense Forces   \n",
       "764                          American defense industry   \n",
       "765  Government organizations, think tanks, and hum...   \n",
       "766                                       Saudi Arabia   \n",
       "767            Belgian Federal Public Service Interior   \n",
       "\n",
       "                                     Sponsor               Type  \\\n",
       "0                                      Ghana          Espionage   \n",
       "1                                    Belarus          Espionage   \n",
       "2                                    Ukraine  Denial of service   \n",
       "3                                      China          Espionage   \n",
       "4                         Russian Federation          Espionage   \n",
       "..                                       ...                ...   \n",
       "763                      Palestine, State of                NaN   \n",
       "764  Korea (Democratic People's Republic of)          Espionage   \n",
       "765                                    China          Espionage   \n",
       "766                       Russian Federation           Sabotage   \n",
       "767                                    China          Espionage   \n",
       "\n",
       "                                      Category  \\\n",
       "0                                Civil society   \n",
       "1                                   Government   \n",
       "2    Government, Private sector, Civil society   \n",
       "3                                   Government   \n",
       "4                                   Government   \n",
       "..                                         ...   \n",
       "763                                        NaN   \n",
       "764                   Military, Private sector   \n",
       "765                  Government, Civil society   \n",
       "766                             Private sector   \n",
       "767                                 Government   \n",
       "\n",
       "                                             Sources_1  \\\n",
       "0    https://www.haaretz.com/israel-news/tech-news/...   \n",
       "1                    https://cert.gov.ua/article/37626   \n",
       "2    https://www.crowdstrike.com/blog/compromised-d...   \n",
       "3    https://diplomatie.belgium.be/en/news/declarat...   \n",
       "4                  https://cert.gov.ua/article/2681855   \n",
       "..                                                 ...   \n",
       "763  https://www.bleepingcomputer.com/news/security...   \n",
       "764  https://blog.malwarebytes.com/threat-intellige...   \n",
       "765  https://www.recordedfuture.com/redalpha-creden...   \n",
       "766  https://www.fireeye.com/blog/threat-research/2...   \n",
       "767  https://diplomatie.belgium.be/en/news/declarat...   \n",
       "\n",
       "                                             Sources_2  \\\n",
       "0                                                  NaN   \n",
       "1                                                  NaN   \n",
       "2                                                  NaN   \n",
       "3    https://www.bleepingcomputer.com/news/security...   \n",
       "4                                                  NaN   \n",
       "..                                                 ...   \n",
       "763  https://research.checkpoint.com/2020/hamas-and...   \n",
       "764                                                NaN   \n",
       "765                                                NaN   \n",
       "766  https://www.fireeye.com/blog/threat-research/2...   \n",
       "767  https://www.bleepingcomputer.com/news/security...   \n",
       "\n",
       "                                             Sources_3  \n",
       "0                                                  NaN  \n",
       "1                                                  NaN  \n",
       "2                                                  NaN  \n",
       "3                                                  NaN  \n",
       "4                                                  NaN  \n",
       "..                                                 ...  \n",
       "763  https://malpedia.caad.fkie.fraunhofer.de/actor...  \n",
       "764                                                NaN  \n",
       "765                                                NaN  \n",
       "766       https://dragos.com/blog/trisis/TRISIS-01.pdf  \n",
       "767                                                NaN  \n",
       "\n",
       "[768 rows x 12 columns]"
      ]
     },
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     "metadata": {},
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   ],
   "source": [
    "import pandas as P\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "data_frame = P.read_csv('cyber_operations_incidents.csv')\n",
    "data_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 263,
   "id": "2d4e71d2-e783-4e0c-b12e-348bb1e67137",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(768, 12)"
      ]
     },
     "execution_count": 263,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# shows number of rows and column present in the data set (row,column)\n",
    "data_frame.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 264,
   "id": "92b4c6c5-95e4-4766-95ed-afd7d88c536d",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Title</th>\n",
       "      <th>Date</th>\n",
       "      <th>Affiliations</th>\n",
       "      <th>Description</th>\n",
       "      <th>Response</th>\n",
       "      <th>Victims</th>\n",
       "      <th>Sponsor</th>\n",
       "      <th>Type</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sources_1</th>\n",
       "      <th>Sources_2</th>\n",
       "      <th>Sources_3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>768</td>\n",
       "      <td>753</td>\n",
       "      <td>621</td>\n",
       "      <td>768</td>\n",
       "      <td>186</td>\n",
       "      <td>741</td>\n",
       "      <td>728</td>\n",
       "      <td>731</td>\n",
       "      <td>743</td>\n",
       "      <td>763</td>\n",
       "      <td>488</td>\n",
       "      <td>190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>764</td>\n",
       "      <td>603</td>\n",
       "      <td>377</td>\n",
       "      <td>767</td>\n",
       "      <td>128</td>\n",
       "      <td>657</td>\n",
       "      <td>61</td>\n",
       "      <td>12</td>\n",
       "      <td>35</td>\n",
       "      <td>715</td>\n",
       "      <td>470</td>\n",
       "      <td>186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>Targeting of Southeast Asian telecommunication...</td>\n",
       "      <td>10/4/2018</td>\n",
       "      <td>Lazarus Group</td>\n",
       "      <td>Chinese threat actors targeted the Belgian Fed...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>United States</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://blogs.microsoft.com/on-the-issues/2020...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>https://www.fireeye.com/content/dam/fireeye-ww...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>26</td>\n",
       "      <td>2</td>\n",
       "      <td>47</td>\n",
       "      <td>21</td>\n",
       "      <td>263</td>\n",
       "      <td>608</td>\n",
       "      <td>199</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Title       Date  \\\n",
       "count                                                 768        753   \n",
       "unique                                                764        603   \n",
       "top     Targeting of Southeast Asian telecommunication...  10/4/2018   \n",
       "freq                                                    2          6   \n",
       "\n",
       "         Affiliations                                        Description  \\\n",
       "count             621                                                768   \n",
       "unique            377                                                767   \n",
       "top     Lazarus Group  Chinese threat actors targeted the Belgian Fed...   \n",
       "freq               26                                                  2   \n",
       "\n",
       "       Response        Victims Sponsor       Type        Category  \\\n",
       "count       186            741     728        731             743   \n",
       "unique      128            657      61         12              35   \n",
       "top     Unknown  United States   China  Espionage  Private sector   \n",
       "freq         47             21     263        608             199   \n",
       "\n",
       "                                                Sources_1  \\\n",
       "count                                                 763   \n",
       "unique                                                715   \n",
       "top     https://blogs.microsoft.com/on-the-issues/2020...   \n",
       "freq                                                    5   \n",
       "\n",
       "                                                Sources_2  \\\n",
       "count                                                 488   \n",
       "unique                                                470   \n",
       "top     https://www.bleepingcomputer.com/news/security...   \n",
       "freq                                                    3   \n",
       "\n",
       "                                                Sources_3  \n",
       "count                                                 190  \n",
       "unique                                                186  \n",
       "top     https://www.fireeye.com/content/dam/fireeye-ww...  \n",
       "freq                                                    2  "
      ]
     },
     "execution_count": 264,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to see how many rows in column is empty.\n",
    "data_frame.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "6e0bd9e1-2f01-4363-a997-05571b2f4a3b",
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       "    .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>Date</th>\n",
       "      <th>Affiliations</th>\n",
       "      <th>Description</th>\n",
       "      <th>Response</th>\n",
       "      <th>Victims</th>\n",
       "      <th>Sponsor</th>\n",
       "      <th>Type</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sources_1</th>\n",
       "      <th>Sources_2</th>\n",
       "      <th>Sources_3</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>704</th>\n",
       "      <td>Syrian Electronic Army</td>\n",
       "      <td>2011-01-01</td>\n",
       "      <td>Allosh, Syrian Government?</td>\n",
       "      <td>A loosely organized collective of Syrian gover...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Syrian Dissidents, Humanitarian Groups, Wester...</td>\n",
       "      <td>Syrian Arab Republic</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Civil society, Private sector, Military, Gover...</td>\n",
       "      <td>https://www.cyberscoop.com/coronavirus-syria-s...</td>\n",
       "      <td>https://blog.lookout.com/nation-state-mobile-m...</td>\n",
       "      <td>https://www.opencanada.org/features/new-face-s...</td>\n",
       "      <td>2011.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>Stuxnet</td>\n",
       "      <td>2010-07-22</td>\n",
       "      <td>Codenamed ??lympic Games??and believed to be t...</td>\n",
       "      <td>Believed to have been developed as a joint ope...</td>\n",
       "      <td>Denouncement   http://www.reuters.com/article/...</td>\n",
       "      <td>Iran, Indonesia, India, Azerbaijan, Pakistan, ...</td>\n",
       "      <td>Israel, United States</td>\n",
       "      <td>Sabotage</td>\n",
       "      <td>Military</td>\n",
       "      <td>http://www.symantec.com/connect/blogs/w32stuxn...</td>\n",
       "      <td>http://www.bbc.com/news/technology-11388018</td>\n",
       "      <td>http://www.pcmag.com/article2/0,2817,2369745,0...</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>Compromise of three Australian mining companies</td>\n",
       "      <td>2010-04-19</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>A threat actor compromised the computer networ...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Rio Tinto, BHP Billiton, Fortescue Metals</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>http://www.abc.net.au/4corners/content/2010/s2...</td>\n",
       "      <td>http://www.zdnet.com/article/chinese-cyber-att...</td>\n",
       "      <td>http://www.itnews.com.au/news/abc-fingers-chin...</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>Shadow Network</td>\n",
       "      <td>2010-04-06</td>\n",
       "      <td>Has links to Lucky Cat and GhostNet</td>\n",
       "      <td>A cyber threat actor that compromised governme...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>National Security Council, Ministry of Externa...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military, Government</td>\n",
       "      <td>http://www.nartv.org/mirror/shadows-in-the-clo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>Malware targets Vietnamese users</td>\n",
       "      <td>2010-03-30</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Google announced that botnets and malware were...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Vietnamese political activists</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://googleonlinesecurity.blogspot.com/2010...</td>\n",
       "      <td>http://www.itnews.com.au/news/google-finds-bot...</td>\n",
       "      <td>http://www.deseretnews.com/article/700020931/G...</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>APT 5</td>\n",
       "      <td>2010-03-12</td>\n",
       "      <td>Also known as Manganese</td>\n",
       "      <td>This threat actor targets telecommunications a...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Not Specified</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.fireeye.com/content/dam/fireeye-ww...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>Night Dragon</td>\n",
       "      <td>2010-01-25</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>A threat actor compromised U.S. oil companies ...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Marathon Oil, ExxonMobil, ConocoPhillips</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>http://www.mcafee.com/us/resources/white-paper...</td>\n",
       "      <td>http://www.csmonitor.com/USA/2010/0125/US-oil-...</td>\n",
       "      <td>http://www.wired.com/2010/01/hack-for-oil</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>719</th>\n",
       "      <td>Operation Aurora</td>\n",
       "      <td>2010-01-14</td>\n",
       "      <td>Believed to be the work of PLA Unit 61398 with...</td>\n",
       "      <td>Operation Aurora was a series of cyberattacks ...</td>\n",
       "      <td>Denouncement   http://www.nytimes.com/2010/01/...</td>\n",
       "      <td>Google, Adobe, Juniper Networks, Rackspace, Ya...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>http://www.wired.com/2010/01/operation-aurora/</td>\n",
       "      <td>https://web.archive.org/web/20160417132538/htt...</td>\n",
       "      <td>http://www.washingtonpost.com/wp-dyn/content/a...</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>Compromise of the Indian Prime Minister's Office</td>\n",
       "      <td>2010-01-14</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Threat actors compromised computers in the off...</td>\n",
       "      <td>Denouncement   http://www.thetimes.co.uk/tto/n...</td>\n",
       "      <td>Prime Minister's Office</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>http://indiatoday.intoday.in/story/Chinese+hac...</td>\n",
       "      <td>http://archive.indianexpress.com/news/chinese-...</td>\n",
       "      <td>http://www.ndtv.com/india-news/chinese-attempt...</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>Defacement of Baidu</td>\n",
       "      <td>2010-01-12</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Threat actors disrupted access to Baidu, China...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Baidu</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Defacement</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://web.archive.org/web/20150909180441/htt...</td>\n",
       "      <td>http://thelede.blogs.nytimes.com/2010/01/12/ir...</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/technology/8453718.stm</td>\n",
       "      <td>2010.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>Fourth of July incident</td>\n",
       "      <td>2009-07-08</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>A series of denial of service incidents affect...</td>\n",
       "      <td>Denouncement   http://english.yonhapnews.co.kr...</td>\n",
       "      <td>South Korea, United States</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Government, Private sector</td>\n",
       "      <td>http://www.csmonitor.com/Technology/Horizons/2...</td>\n",
       "      <td>http://www.seattletimes.com/nation-world/whos-...</td>\n",
       "      <td>http://www.cnn.com/2009/TECH/07/08/government....</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>Compromise of computers associated with the Jo...</td>\n",
       "      <td>2009-04-21</td>\n",
       "      <td>Sneaky Panda is among some of the actors suspe...</td>\n",
       "      <td>Computers associated with the U.S. Air Force's...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>U.S. Department of Defense</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>http://www.wsj.com/articles/SB1240274910298374...</td>\n",
       "      <td>http://www.csmonitor.com/Technology/Horizons/2...</td>\n",
       "      <td>http://www.washingtontimes.com/news/2014/mar/1...</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>GhostNet</td>\n",
       "      <td>2009-03-28</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>GhostNet was a large-scale electronic espionag...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Iran, Bangladesh, India, South Korea, Germany,...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Private sector</td>\n",
       "      <td>https://www.scribd.com/doc/13731776/Tracking-G...</td>\n",
       "      <td>http://www.nytimes.com/2009/03/29/technology/2...</td>\n",
       "      <td>http://www.nytimes.com/2010/12/05/world/asia/0...</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>Compromise of the office of Senator Ben Nelson</td>\n",
       "      <td>2009-03-20</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Threat actors compromised computers associated...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Office of Senator Ben Nelson</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>http://web.archive.org/web/20090323095526/http...</td>\n",
       "      <td>http://www.govinfosecurity.com/senator-office-...</td>\n",
       "      <td>http://foreignpolicy.com/2010/01/22/the-top-10...</td>\n",
       "      <td>2009.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>Agent.btz</td>\n",
       "      <td>2008-11-28</td>\n",
       "      <td>Associated with Turla</td>\n",
       "      <td>Agent.btz was malicious software designed to s...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>United States, Russia, Spain, Italy, Kazakhsta...</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military, Private sector</td>\n",
       "      <td>http://articles.latimes.com/2008/nov/28/nation...</td>\n",
       "      <td>https://www.washingtonpost.com/national/nation...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>Compromise at NASA Kennedy Space Center</td>\n",
       "      <td>2008-11-19</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Malware gathered data from computer networks a...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>NASA</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>http://www.bloomberg.com/bw/stories/2008-11-19...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>Compromise of NASA network in Washington, DC</td>\n",
       "      <td>2008-11-19</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Spear phishing compromised computers at NASA h...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>NASA</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>http://www.bloomberg.com/bw/stories/2008-11-19...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>Compromise of U.S. presidential campaigns in 2008</td>\n",
       "      <td>2008-11-04</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>In 2008, a foreign entity waged cyber espionag...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Obama Campaign, McCain Campaign</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>http://www.cnn.com/2008/TECH/11/06/campaign.co...</td>\n",
       "      <td>http://investigations.nbcnews.com/_news/2013/0...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>Offensive cyber campaign against Georgia</td>\n",
       "      <td>2008-08-13</td>\n",
       "      <td>Believed to be linked to Sandworm.</td>\n",
       "      <td>A series of denial of service incidents and de...</td>\n",
       "      <td>Denouncement   http://uk.reuters.com/article/2...</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Government</td>\n",
       "      <td>http://www.nytimes.com/2008/08/13/technology/1...</td>\n",
       "      <td>http://uk.reuters.com/article/2008/08/11/us-ge...</td>\n",
       "      <td>http://www.zdnet.com/article/coordinated-russi...</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>Compromise of Indian military computers</td>\n",
       "      <td>2008-05-05</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>A threat actor compromised Indian military com...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Ministry of External Affairs, India National I...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military, Government</td>\n",
       "      <td>http://timesofindia.indiatimes.com/india/China...</td>\n",
       "      <td>http://www.spamfighter.com/News-13575-Chinese-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>Targeting of pro-Tibet activist groups</td>\n",
       "      <td>2008-03-21</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Attempted compromises of pro-Tibet groups usin...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Tibet Support Network, Human Rights in China, ...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>http://www.washingtonpost.com/wp-dyn/content/a...</td>\n",
       "      <td>http://www.theregister.co.uk/2008/03/22/pro_ti...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2008.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>Targeting of U.S. National Laboratories</td>\n",
       "      <td>2007-12-07</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Phishing attempts were made at several U.S. De...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Oak Ridge National Laboratory, Los Alamos Nati...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Private sector</td>\n",
       "      <td>http://abcnews.go.com/TheLaw/Technology/story?...</td>\n",
       "      <td>http://www.nytimes.com/2007/12/09/us/nationals...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>Compromise of Chinese government computers</td>\n",
       "      <td>2007-10-23</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>The Chinese government accused Taiwan's intell...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>China Aerospace Science &amp; Industry Corporation...</td>\n",
       "      <td>Taiwan, United States</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Government, Military</td>\n",
       "      <td>http://www.scmp.com/article/613904/beijing-see...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>Attack on the Syrian Air Force</td>\n",
       "      <td>2007-10-04</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>A threat actor disrupts Syrian radar and air d...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Syrian Arab Air Force</td>\n",
       "      <td>Israel</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Military</td>\n",
       "      <td>https://web.archive.org/web/20101007181725/htt...</td>\n",
       "      <td>http://www.wired.com/2007/10/how-israel-spoo/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>Compromise at the Department of Homeland Security</td>\n",
       "      <td>2007-09-24</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Threat actors exfiltrated unclassified informa...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>U.S. Department of Homeland Security</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>http://www.cnn.com/2007/US/09/24/homelandsecur...</td>\n",
       "      <td>http://www.washingtonpost.com/wp-dyn/content/a...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>Attempted compromise of Australian and New Zea...</td>\n",
       "      <td>2007-09-12</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>An attempted compromise of government computer...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Australia, New Zealand</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://wikileaks.org/gifiles/docs/35/355203_-...</td>\n",
       "      <td>http://www.spamfighter.com/News-9096-Foreign-H...</td>\n",
       "      <td>https://web.archive.org/web/20071013131220/htt...</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>Compromise of French Defense Ministry website</td>\n",
       "      <td>2007-09-09</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>A compromise of the French Defense Ministry's ...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>French Defence Ministry</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>https://web.archive.org/web/20080118141424/htt...</td>\n",
       "      <td>http://www.theregister.co.uk/2007/09/12/french...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>Compromise of German government networks</td>\n",
       "      <td>2007-08-27</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Threat actors compromised computers in the cha...</td>\n",
       "      <td>Denouncement   http://www.spiegel.de/internati...</td>\n",
       "      <td>German Chancellery, Ministry of Foreign Affair...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>http://www.spiegel.de/international/world/espi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>Secretary of defense email incident</td>\n",
       "      <td>2007-06-22</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>A DDoS and defacement attack targeted Estonian...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>U.S. Department of Defense</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>https://web.archive.org/web/20070625081555/htt...</td>\n",
       "      <td>http://www.ft.com/intl/cms/s/0/9dba9ba2-5a3b-1...</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/americas/6977533.stm</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>Estonian denial of service incident</td>\n",
       "      <td>2007-05-16</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>In April 2007, Russia-based attackers launched...</td>\n",
       "      <td>Denouncement   http://www.csmonitor.com/2007/0...</td>\n",
       "      <td>Estonia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Military, Government</td>\n",
       "      <td>http://www.theguardian.com/world/2007/may/17/t...</td>\n",
       "      <td>http://foreignpolicy.com/2010/12/07/who-was-be...</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/europe/6665195.stm</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>Compromise of National Defense University</td>\n",
       "      <td>2007-01-12</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>During routine maintenance, the National Defen...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>National Defense University</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>http://www.washingtontimes.com/news/2007/jan/1...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>751</th>\n",
       "      <td>Compromise at U.S. Naval War College</td>\n",
       "      <td>2006-12-04</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>This undefined cyber incident at the U.S. Nava...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Naval War College</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>http://fcw.com/articles/2006/12/04/china-is-su...</td>\n",
       "      <td>http://www.nbcnews.com/id/16057306/ns/technolo...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>750</th>\n",
       "      <td>Compromise of the Pentagon?? NIPRNet</td>\n",
       "      <td>2006-08-17</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Threat actors accessed unclassified informatio...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>U.S. Department of Defense</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>http://www.csmonitor.com/2007/0914/p01s01-woap...</td>\n",
       "      <td>http://gcn.com/articles/2006/08/17/red-storm-r...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>Compromise at the State Department</td>\n",
       "      <td>2006-07-11</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>Threat actors exfiltrated sensitive but unclas...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>U.S. Department of State</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>http://www.cbsnews.com/news/state-department-c...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2006.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>752</th>\n",
       "      <td>Titan Rain</td>\n",
       "      <td>2005-08-25</td>\n",
       "      <td>Believed?to be partially the work of PLA Unit ...</td>\n",
       "      <td>Titan Rain was a string of cyber operations th...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>U.S. Department of State, U.S. Department of D...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military, Government</td>\n",
       "      <td>http://www.washingtonpost.com/wp-dyn/content/a...</td>\n",
       "      <td>http://content.time.com/time/magazine/article/...</td>\n",
       "      <td>http://www.theguardian.com/technology/2007/sep...</td>\n",
       "      <td>2005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753</th>\n",
       "      <td>Targeting of Russian aerospace and defense con...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Ukrainian IT Army</td>\n",
       "      <td>Hackers targeted the Russian state-owned aeros...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Russian aerospace and defense conglomerate Rostec</td>\n",
       "      <td>Ukraine</td>\n",
       "      <td>Denial of service</td>\n",
       "      <td>Military</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>Targeting of financial institutions in Taiwan</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Antlion</td>\n",
       "      <td>The Chinese threat actor Antlion targeted fina...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Taiwanese financial institutions</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://symantec-enterprise-blogs.security.com...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>755</th>\n",
       "      <td>Targeting of South Korean individuals and orga...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>APT 37</td>\n",
       "      <td>APT 37 was detected using a zero day in the In...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>South Korean organizations and individuals</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector, Civil society</td>\n",
       "      <td>https://blog.google/threat-analysis-group/inte...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>756</th>\n",
       "      <td>Compromises of government embassies, telecommu...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Believed to be the work of MuddyWater.</td>\n",
       "      <td>A group has attacked 131 victims in thirty org...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Russian Federation, Pakistan, Saudi Arabia, Tu...</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Private sector</td>\n",
       "      <td>https://www.symantec.com/blogs/threat-intellig...</td>\n",
       "      <td>https://www.cyberscoop.com/middle-east-group-g...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>757</th>\n",
       "      <td>Kimusky</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Also known as Thallium and Smoke Screen</td>\n",
       "      <td>This threat actor targeted foreign ministries ...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>France, Slovakia, Stanford University, U.S. Th...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Government, Private sector</td>\n",
       "      <td>https://blog.prevailion.com/2019/09/autumn-ape...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>Leafminer</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Not Provided</td>\n",
       "      <td>This threat actor targets government organizat...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Egypt, Israel, Saudi Arabia, United Arab Emira...</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Private sector, Government</td>\n",
       "      <td>https://www.symantec.com/blogs/threat-intellig...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>759</th>\n",
       "      <td>Allanite</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Believed to be responsible for the targeting o...</td>\n",
       "      <td>This threat actor targets business and industr...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>United States, United Kingdom</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://dragos.com/blog/20180510Allanite.html</td>\n",
       "      <td>https://www.us-cert.gov/ncas/alerts/TA17-293A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>760</th>\n",
       "      <td>Targeting of sporting and anti-doping organiza...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>APT 28</td>\n",
       "      <td>Just prior to news reports suggesting that the...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Sixteen national and international sporting an...</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society, Government</td>\n",
       "      <td>https://blogs.microsoft.com/on-the-issues/2019...</td>\n",
       "      <td>https://www.zdnet.com/article/microsoft-russia...</td>\n",
       "      <td>https://www.wired.com/story/fancy-bear-antidop...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761</th>\n",
       "      <td>Targeting of U.S. diplomats in Uganda</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Believed to be the work of the Ugandan governm...</td>\n",
       "      <td>Uganda was accused of using the spyware Pegasu...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>U.S. diplomats and Ugandan journalists</td>\n",
       "      <td>Uganda</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://www.nytimes.com/2021/12/04/world/afric...</td>\n",
       "      <td>https://www.washingtonpost.com/technology/2021...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>762</th>\n",
       "      <td>APT 28</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Also known as?Pawn Storm, Fancy Bear, Sofacy, ...</td>\n",
       "      <td>This threat actor is linked to espionage campa...</td>\n",
       "      <td>Denouncement   https://www.cisa.gov/uscert/sit...</td>\n",
       "      <td>Georgia, NATO, OSCE, France, Ukraine, United K...</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Government, Military, Private sector</td>\n",
       "      <td>https://www2.fireeye.com/rs/fireye/images/rpt-...</td>\n",
       "      <td>https://www.trendmicro.de/cloud-content/us/pdf...</td>\n",
       "      <td>https://www.mandiant.com/resources/apt28-targe...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>APT-C-23</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Also known as AridViper and?Desert Falcon.</td>\n",
       "      <td>Previously targeted Israeli soldiers?by preten...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Israel Defense Forces</td>\n",
       "      <td>Palestine, State of</td>\n",
       "      <td>N/A</td>\n",
       "      <td>N/A</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>https://research.checkpoint.com/2020/hamas-and...</td>\n",
       "      <td>https://malpedia.caad.fkie.fraunhofer.de/actor...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>Targeting of American defense industry</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Lazarus Group</td>\n",
       "      <td>The North Korean threat actor Lazarus Group le...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>American defense industry</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military, Private sector</td>\n",
       "      <td>https://blog.malwarebytes.com/threat-intellige...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>Targeting of humanitarian, think tank, and gov...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>RedAlpha</td>\n",
       "      <td>Security researchers described a long-running ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Government organizations, think tanks, and hum...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://www.recordedfuture.com/redalpha-creden...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>Trisis</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Also known as Triton and Xenotime</td>\n",
       "      <td>This threat actor targets the Triconex safety ...</td>\n",
       "      <td>Confirmation   https://www.justice.gov/opa/pr/...</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Sabotage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.fireeye.com/blog/threat-research/2...</td>\n",
       "      <td>https://www.fireeye.com/blog/threat-research/2...</td>\n",
       "      <td>https://dragos.com/blog/trisis/TRISIS-01.pdf</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Targeting of the Belgian Federal Public Servic...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>APT 30</td>\n",
       "      <td>Chinese threat actors targeted the Belgian Fed...</td>\n",
       "      <td>Denouncement   https://diplomatie.belgium.be/e...</td>\n",
       "      <td>Belgian Federal Public Service Interior</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://diplomatie.belgium.be/en/news/declarat...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Title       Date  \\\n",
       "704                             Syrian Electronic Army 2011-01-01   \n",
       "725                                            Stuxnet 2010-07-22   \n",
       "724    Compromise of three Australian mining companies 2010-04-19   \n",
       "727                                     Shadow Network 2010-04-06   \n",
       "723                   Malware targets Vietnamese users 2010-03-30   \n",
       "720                                              APT 5 2010-03-12   \n",
       "726                                       Night Dragon 2010-01-25   \n",
       "719                                   Operation Aurora 2010-01-14   \n",
       "722   Compromise of the Indian Prime Minister's Office 2010-01-14   \n",
       "721                                Defacement of Baidu 2010-01-12   \n",
       "729                            Fourth of July incident 2009-07-08   \n",
       "728  Compromise of computers associated with the Jo... 2009-04-21   \n",
       "730                                           GhostNet 2009-03-28   \n",
       "731     Compromise of the office of Senator Ben Nelson 2009-03-20   \n",
       "738                                          Agent.btz 2008-11-28   \n",
       "736            Compromise at NASA Kennedy Space Center 2008-11-19   \n",
       "737       Compromise of NASA network in Washington, DC 2008-11-19   \n",
       "735  Compromise of U.S. presidential campaigns in 2008 2008-11-04   \n",
       "732           Offensive cyber campaign against Georgia 2008-08-13   \n",
       "734            Compromise of Indian military computers 2008-05-05   \n",
       "733             Targeting of pro-Tibet activist groups 2008-03-21   \n",
       "741            Targeting of U.S. National Laboratories 2007-12-07   \n",
       "740         Compromise of Chinese government computers 2007-10-23   \n",
       "748                     Attack on the Syrian Air Force 2007-10-04   \n",
       "747  Compromise at the Department of Homeland Security 2007-09-24   \n",
       "746  Attempted compromise of Australian and New Zea... 2007-09-12   \n",
       "745      Compromise of French Defense Ministry website 2007-09-09   \n",
       "744           Compromise of German government networks 2007-08-27   \n",
       "743                Secretary of defense email incident 2007-06-22   \n",
       "739                Estonian denial of service incident 2007-05-16   \n",
       "742          Compromise of National Defense University 2007-01-12   \n",
       "751               Compromise at U.S. Naval War College 2006-12-04   \n",
       "750               Compromise of the Pentagon?? NIPRNet 2006-08-17   \n",
       "749                 Compromise at the State Department 2006-07-11   \n",
       "752                                         Titan Rain 2005-08-25   \n",
       "753  Targeting of Russian aerospace and defense con...        NaT   \n",
       "754      Targeting of financial institutions in Taiwan        NaT   \n",
       "755  Targeting of South Korean individuals and orga...        NaT   \n",
       "756  Compromises of government embassies, telecommu...        NaT   \n",
       "757                                            Kimusky        NaT   \n",
       "758                                          Leafminer        NaT   \n",
       "759                                           Allanite        NaT   \n",
       "760  Targeting of sporting and anti-doping organiza...        NaT   \n",
       "761              Targeting of U.S. diplomats in Uganda        NaT   \n",
       "762                                             APT 28        NaT   \n",
       "763                                           APT-C-23        NaT   \n",
       "764             Targeting of American defense industry        NaT   \n",
       "765  Targeting of humanitarian, think tank, and gov...        NaT   \n",
       "766                                             Trisis        NaT   \n",
       "767  Targeting of the Belgian Federal Public Servic...        NaT   \n",
       "\n",
       "                                          Affiliations  \\\n",
       "704                         Allosh, Syrian Government?   \n",
       "725  Codenamed ??lympic Games??and believed to be t...   \n",
       "724                                       Not Provided   \n",
       "727                Has links to Lucky Cat and GhostNet   \n",
       "723                                       Not Provided   \n",
       "720                            Also known as Manganese   \n",
       "726                                       Not Provided   \n",
       "719  Believed to be the work of PLA Unit 61398 with...   \n",
       "722                                       Not Provided   \n",
       "721                                       Not Provided   \n",
       "729                                       Not Provided   \n",
       "728  Sneaky Panda is among some of the actors suspe...   \n",
       "730                                       Not Provided   \n",
       "731                                       Not Provided   \n",
       "738                              Associated with Turla   \n",
       "736                                       Not Provided   \n",
       "737                                       Not Provided   \n",
       "735                                       Not Provided   \n",
       "732                 Believed to be linked to Sandworm.   \n",
       "734                                       Not Provided   \n",
       "733                                       Not Provided   \n",
       "741                                       Not Provided   \n",
       "740                                       Not Provided   \n",
       "748                                       Not Provided   \n",
       "747                                       Not Provided   \n",
       "746                                       Not Provided   \n",
       "745                                       Not Provided   \n",
       "744                                       Not Provided   \n",
       "743                                       Not Provided   \n",
       "739                                       Not Provided   \n",
       "742                                       Not Provided   \n",
       "751                                       Not Provided   \n",
       "750                                       Not Provided   \n",
       "749                                       Not Provided   \n",
       "752  Believed?to be partially the work of PLA Unit ...   \n",
       "753                                  Ukrainian IT Army   \n",
       "754                                            Antlion   \n",
       "755                                             APT 37   \n",
       "756             Believed to be the work of MuddyWater.   \n",
       "757            Also known as Thallium and Smoke Screen   \n",
       "758                                       Not Provided   \n",
       "759  Believed to be responsible for the targeting o...   \n",
       "760                                             APT 28   \n",
       "761  Believed to be the work of the Ugandan governm...   \n",
       "762  Also known as?Pawn Storm, Fancy Bear, Sofacy, ...   \n",
       "763         Also known as AridViper and?Desert Falcon.   \n",
       "764                                      Lazarus Group   \n",
       "765                                           RedAlpha   \n",
       "766                  Also known as Triton and Xenotime   \n",
       "767                                             APT 30   \n",
       "\n",
       "                                           Description  \\\n",
       "704  A loosely organized collective of Syrian gover...   \n",
       "725  Believed to have been developed as a joint ope...   \n",
       "724  A threat actor compromised the computer networ...   \n",
       "727  A cyber threat actor that compromised governme...   \n",
       "723  Google announced that botnets and malware were...   \n",
       "720  This threat actor targets telecommunications a...   \n",
       "726  A threat actor compromised U.S. oil companies ...   \n",
       "719  Operation Aurora was a series of cyberattacks ...   \n",
       "722  Threat actors compromised computers in the off...   \n",
       "721  Threat actors disrupted access to Baidu, China...   \n",
       "729  A series of denial of service incidents affect...   \n",
       "728  Computers associated with the U.S. Air Force's...   \n",
       "730  GhostNet was a large-scale electronic espionag...   \n",
       "731  Threat actors compromised computers associated...   \n",
       "738  Agent.btz was malicious software designed to s...   \n",
       "736  Malware gathered data from computer networks a...   \n",
       "737  Spear phishing compromised computers at NASA h...   \n",
       "735  In 2008, a foreign entity waged cyber espionag...   \n",
       "732  A series of denial of service incidents and de...   \n",
       "734  A threat actor compromised Indian military com...   \n",
       "733  Attempted compromises of pro-Tibet groups usin...   \n",
       "741  Phishing attempts were made at several U.S. De...   \n",
       "740  The Chinese government accused Taiwan's intell...   \n",
       "748  A threat actor disrupts Syrian radar and air d...   \n",
       "747  Threat actors exfiltrated unclassified informa...   \n",
       "746  An attempted compromise of government computer...   \n",
       "745  A compromise of the French Defense Ministry's ...   \n",
       "744  Threat actors compromised computers in the cha...   \n",
       "743  A DDoS and defacement attack targeted Estonian...   \n",
       "739  In April 2007, Russia-based attackers launched...   \n",
       "742  During routine maintenance, the National Defen...   \n",
       "751  This undefined cyber incident at the U.S. Nava...   \n",
       "750  Threat actors accessed unclassified informatio...   \n",
       "749  Threat actors exfiltrated sensitive but unclas...   \n",
       "752  Titan Rain was a string of cyber operations th...   \n",
       "753  Hackers targeted the Russian state-owned aeros...   \n",
       "754  The Chinese threat actor Antlion targeted fina...   \n",
       "755  APT 37 was detected using a zero day in the In...   \n",
       "756  A group has attacked 131 victims in thirty org...   \n",
       "757  This threat actor targeted foreign ministries ...   \n",
       "758  This threat actor targets government organizat...   \n",
       "759  This threat actor targets business and industr...   \n",
       "760  Just prior to news reports suggesting that the...   \n",
       "761  Uganda was accused of using the spyware Pegasu...   \n",
       "762  This threat actor is linked to espionage campa...   \n",
       "763  Previously targeted Israeli soldiers?by preten...   \n",
       "764  The North Korean threat actor Lazarus Group le...   \n",
       "765  Security researchers described a long-running ...   \n",
       "766  This threat actor targets the Triconex safety ...   \n",
       "767  Chinese threat actors targeted the Belgian Fed...   \n",
       "\n",
       "                                              Response  \\\n",
       "704                                                N/A   \n",
       "725  Denouncement   http://www.reuters.com/article/...   \n",
       "724                                                N/A   \n",
       "727                                                N/A   \n",
       "723                                                N/A   \n",
       "720                                                N/A   \n",
       "726                                                N/A   \n",
       "719  Denouncement   http://www.nytimes.com/2010/01/...   \n",
       "722  Denouncement   http://www.thetimes.co.uk/tto/n...   \n",
       "721                                                N/A   \n",
       "729  Denouncement   http://english.yonhapnews.co.kr...   \n",
       "728                                                N/A   \n",
       "730                                                N/A   \n",
       "731                                                N/A   \n",
       "738                                                N/A   \n",
       "736                                                N/A   \n",
       "737                                                N/A   \n",
       "735                                                N/A   \n",
       "732  Denouncement   http://uk.reuters.com/article/2...   \n",
       "734                                                N/A   \n",
       "733                                                N/A   \n",
       "741                                                N/A   \n",
       "740                                                N/A   \n",
       "748                                                N/A   \n",
       "747                                                N/A   \n",
       "746                                                N/A   \n",
       "745                                                N/A   \n",
       "744  Denouncement   http://www.spiegel.de/internati...   \n",
       "743                                                N/A   \n",
       "739  Denouncement   http://www.csmonitor.com/2007/0...   \n",
       "742                                                N/A   \n",
       "751                                                N/A   \n",
       "750                                                N/A   \n",
       "749                                                N/A   \n",
       "752                                                N/A   \n",
       "753                                                N/A   \n",
       "754                                                N/A   \n",
       "755                                            Unknown   \n",
       "756                                                N/A   \n",
       "757                                                N/A   \n",
       "758                                                N/A   \n",
       "759                                                N/A   \n",
       "760                                                N/A   \n",
       "761                                                N/A   \n",
       "762  Denouncement   https://www.cisa.gov/uscert/sit...   \n",
       "763                                                N/A   \n",
       "764                                                N/A   \n",
       "765                                            Unknown   \n",
       "766  Confirmation   https://www.justice.gov/opa/pr/...   \n",
       "767  Denouncement   https://diplomatie.belgium.be/e...   \n",
       "\n",
       "                                               Victims  \\\n",
       "704  Syrian Dissidents, Humanitarian Groups, Wester...   \n",
       "725  Iran, Indonesia, India, Azerbaijan, Pakistan, ...   \n",
       "724          Rio Tinto, BHP Billiton, Fortescue Metals   \n",
       "727  National Security Council, Ministry of Externa...   \n",
       "723                     Vietnamese political activists   \n",
       "720                                      Not Specified   \n",
       "726           Marathon Oil, ExxonMobil, ConocoPhillips   \n",
       "719  Google, Adobe, Juniper Networks, Rackspace, Ya...   \n",
       "722                            Prime Minister's Office   \n",
       "721                                              Baidu   \n",
       "729                         South Korea, United States   \n",
       "728                         U.S. Department of Defense   \n",
       "730  Iran, Bangladesh, India, South Korea, Germany,...   \n",
       "731                       Office of Senator Ben Nelson   \n",
       "738  United States, Russia, Spain, Italy, Kazakhsta...   \n",
       "736                                               NASA   \n",
       "737                                               NASA   \n",
       "735                    Obama Campaign, McCain Campaign   \n",
       "732                                            Georgia   \n",
       "734  Ministry of External Affairs, India National I...   \n",
       "733  Tibet Support Network, Human Rights in China, ...   \n",
       "741  Oak Ridge National Laboratory, Los Alamos Nati...   \n",
       "740  China Aerospace Science & Industry Corporation...   \n",
       "748                              Syrian Arab Air Force   \n",
       "747               U.S. Department of Homeland Security   \n",
       "746                             Australia, New Zealand   \n",
       "745                            French Defence Ministry   \n",
       "744  German Chancellery, Ministry of Foreign Affair...   \n",
       "743                         U.S. Department of Defense   \n",
       "739                                            Estonia   \n",
       "742                        National Defense University   \n",
       "751                                  Naval War College   \n",
       "750                         U.S. Department of Defense   \n",
       "749                           U.S. Department of State   \n",
       "752  U.S. Department of State, U.S. Department of D...   \n",
       "753  Russian aerospace and defense conglomerate Rostec   \n",
       "754                   Taiwanese financial institutions   \n",
       "755         South Korean organizations and individuals   \n",
       "756  Russian Federation, Pakistan, Saudi Arabia, Tu...   \n",
       "757  France, Slovakia, Stanford University, U.S. Th...   \n",
       "758  Egypt, Israel, Saudi Arabia, United Arab Emira...   \n",
       "759                      United States, United Kingdom   \n",
       "760  Sixteen national and international sporting an...   \n",
       "761             U.S. diplomats and Ugandan journalists   \n",
       "762  Georgia, NATO, OSCE, France, Ukraine, United K...   \n",
       "763                              Israel Defense Forces   \n",
       "764                          American defense industry   \n",
       "765  Government organizations, think tanks, and hum...   \n",
       "766                                       Saudi Arabia   \n",
       "767            Belgian Federal Public Service Interior   \n",
       "\n",
       "                                     Sponsor               Type  \\\n",
       "704                     Syrian Arab Republic                N/A   \n",
       "725                    Israel, United States           Sabotage   \n",
       "724                                    China          Espionage   \n",
       "727                                    China          Espionage   \n",
       "723                                  Vietnam  Denial of service   \n",
       "720                                    China          Espionage   \n",
       "726                                    China          Espionage   \n",
       "719                                    China          Espionage   \n",
       "722                                    China          Espionage   \n",
       "721               Iran (Islamic Republic of)         Defacement   \n",
       "729  Korea (Democratic People's Republic of)  Denial of service   \n",
       "728                                    China          Espionage   \n",
       "730                                    China          Espionage   \n",
       "731                                    China          Espionage   \n",
       "738                       Russian Federation          Espionage   \n",
       "736                                    China          Espionage   \n",
       "737                                    China          Espionage   \n",
       "735                                    China          Espionage   \n",
       "732                       Russian Federation  Denial of service   \n",
       "734                                    China          Espionage   \n",
       "733                                    China          Espionage   \n",
       "741                                    China          Espionage   \n",
       "740                    Taiwan, United States  Denial of service   \n",
       "748                                   Israel  Denial of service   \n",
       "747                                    China          Espionage   \n",
       "746                                    China          Espionage   \n",
       "745                                    China          Espionage   \n",
       "744                                    China          Espionage   \n",
       "743                                    China          Espionage   \n",
       "739                       Russian Federation  Denial of service   \n",
       "742                                    China          Espionage   \n",
       "751                                    China          Espionage   \n",
       "750                                    China          Espionage   \n",
       "749                                    China          Espionage   \n",
       "752                                    China          Espionage   \n",
       "753                                  Ukraine  Denial of service   \n",
       "754                                    China          Espionage   \n",
       "755  Korea (Democratic People's Republic of)          Espionage   \n",
       "756               Iran (Islamic Republic of)          Espionage   \n",
       "757                                      N/A                N/A   \n",
       "758               Iran (Islamic Republic of)                N/A   \n",
       "759                       Russian Federation          Espionage   \n",
       "760                       Russian Federation          Espionage   \n",
       "761                                   Uganda          Espionage   \n",
       "762                       Russian Federation                N/A   \n",
       "763                      Palestine, State of                N/A   \n",
       "764  Korea (Democratic People's Republic of)          Espionage   \n",
       "765                                    China          Espionage   \n",
       "766                       Russian Federation           Sabotage   \n",
       "767                                    China          Espionage   \n",
       "\n",
       "                                              Category  \\\n",
       "704  Civil society, Private sector, Military, Gover...   \n",
       "725                                           Military   \n",
       "724                                     Private sector   \n",
       "727                               Military, Government   \n",
       "723                                         Government   \n",
       "720                                      Civil society   \n",
       "726                                     Private sector   \n",
       "719                                     Private sector   \n",
       "722                                         Government   \n",
       "721                                     Private sector   \n",
       "729                         Government, Private sector   \n",
       "728                                           Military   \n",
       "730                         Government, Private sector   \n",
       "731                                         Government   \n",
       "738                           Military, Private sector   \n",
       "736                                         Government   \n",
       "737                                         Government   \n",
       "735                                      Civil society   \n",
       "732                                         Government   \n",
       "734                               Military, Government   \n",
       "733                                      Civil society   \n",
       "741                         Government, Private sector   \n",
       "740                               Government, Military   \n",
       "748                                           Military   \n",
       "747                                           Military   \n",
       "746                                         Government   \n",
       "745                                           Military   \n",
       "744                                         Government   \n",
       "743                                           Military   \n",
       "739                               Military, Government   \n",
       "742                                           Military   \n",
       "751                                           Military   \n",
       "750                                           Military   \n",
       "749                                         Government   \n",
       "752                               Military, Government   \n",
       "753                                           Military   \n",
       "754                                     Private sector   \n",
       "755                      Private sector, Civil society   \n",
       "756                         Government, Private sector   \n",
       "757                         Government, Private sector   \n",
       "758                         Private sector, Government   \n",
       "759                                     Private sector   \n",
       "760                          Civil society, Government   \n",
       "761                          Government, Civil society   \n",
       "762               Government, Military, Private sector   \n",
       "763                                                N/A   \n",
       "764                           Military, Private sector   \n",
       "765                          Government, Civil society   \n",
       "766                                     Private sector   \n",
       "767                                         Government   \n",
       "\n",
       "                                             Sources_1  \\\n",
       "704  https://www.cyberscoop.com/coronavirus-syria-s...   \n",
       "725  http://www.symantec.com/connect/blogs/w32stuxn...   \n",
       "724  http://www.abc.net.au/4corners/content/2010/s2...   \n",
       "727  http://www.nartv.org/mirror/shadows-in-the-clo...   \n",
       "723  https://googleonlinesecurity.blogspot.com/2010...   \n",
       "720  https://www.fireeye.com/content/dam/fireeye-ww...   \n",
       "726  http://www.mcafee.com/us/resources/white-paper...   \n",
       "719     http://www.wired.com/2010/01/operation-aurora/   \n",
       "722  http://indiatoday.intoday.in/story/Chinese+hac...   \n",
       "721  https://web.archive.org/web/20150909180441/htt...   \n",
       "729  http://www.csmonitor.com/Technology/Horizons/2...   \n",
       "728  http://www.wsj.com/articles/SB1240274910298374...   \n",
       "730  https://www.scribd.com/doc/13731776/Tracking-G...   \n",
       "731  http://web.archive.org/web/20090323095526/http...   \n",
       "738  http://articles.latimes.com/2008/nov/28/nation...   \n",
       "736  http://www.bloomberg.com/bw/stories/2008-11-19...   \n",
       "737  http://www.bloomberg.com/bw/stories/2008-11-19...   \n",
       "735  http://www.cnn.com/2008/TECH/11/06/campaign.co...   \n",
       "732  http://www.nytimes.com/2008/08/13/technology/1...   \n",
       "734  http://timesofindia.indiatimes.com/india/China...   \n",
       "733  http://www.washingtonpost.com/wp-dyn/content/a...   \n",
       "741  http://abcnews.go.com/TheLaw/Technology/story?...   \n",
       "740  http://www.scmp.com/article/613904/beijing-see...   \n",
       "748  https://web.archive.org/web/20101007181725/htt...   \n",
       "747  http://www.cnn.com/2007/US/09/24/homelandsecur...   \n",
       "746  https://wikileaks.org/gifiles/docs/35/355203_-...   \n",
       "745  https://web.archive.org/web/20080118141424/htt...   \n",
       "744  http://www.spiegel.de/international/world/espi...   \n",
       "743  https://web.archive.org/web/20070625081555/htt...   \n",
       "739  http://www.theguardian.com/world/2007/may/17/t...   \n",
       "742  http://www.washingtontimes.com/news/2007/jan/1...   \n",
       "751  http://fcw.com/articles/2006/12/04/china-is-su...   \n",
       "750  http://www.csmonitor.com/2007/0914/p01s01-woap...   \n",
       "749  http://www.cbsnews.com/news/state-department-c...   \n",
       "752  http://www.washingtonpost.com/wp-dyn/content/a...   \n",
       "753  https://www.bleepingcomputer.com/news/security...   \n",
       "754  https://symantec-enterprise-blogs.security.com...   \n",
       "755  https://blog.google/threat-analysis-group/inte...   \n",
       "756  https://www.symantec.com/blogs/threat-intellig...   \n",
       "757  https://blog.prevailion.com/2019/09/autumn-ape...   \n",
       "758  https://www.symantec.com/blogs/threat-intellig...   \n",
       "759      https://dragos.com/blog/20180510Allanite.html   \n",
       "760  https://blogs.microsoft.com/on-the-issues/2019...   \n",
       "761  https://www.nytimes.com/2021/12/04/world/afric...   \n",
       "762  https://www2.fireeye.com/rs/fireye/images/rpt-...   \n",
       "763  https://www.bleepingcomputer.com/news/security...   \n",
       "764  https://blog.malwarebytes.com/threat-intellige...   \n",
       "765  https://www.recordedfuture.com/redalpha-creden...   \n",
       "766  https://www.fireeye.com/blog/threat-research/2...   \n",
       "767  https://diplomatie.belgium.be/en/news/declarat...   \n",
       "\n",
       "                                             Sources_2  \\\n",
       "704  https://blog.lookout.com/nation-state-mobile-m...   \n",
       "725        http://www.bbc.com/news/technology-11388018   \n",
       "724  http://www.zdnet.com/article/chinese-cyber-att...   \n",
       "727                                                NaN   \n",
       "723  http://www.itnews.com.au/news/google-finds-bot...   \n",
       "720                                                NaN   \n",
       "726  http://www.csmonitor.com/USA/2010/0125/US-oil-...   \n",
       "719  https://web.archive.org/web/20160417132538/htt...   \n",
       "722  http://archive.indianexpress.com/news/chinese-...   \n",
       "721  http://thelede.blogs.nytimes.com/2010/01/12/ir...   \n",
       "729  http://www.seattletimes.com/nation-world/whos-...   \n",
       "728  http://www.csmonitor.com/Technology/Horizons/2...   \n",
       "730  http://www.nytimes.com/2009/03/29/technology/2...   \n",
       "731  http://www.govinfosecurity.com/senator-office-...   \n",
       "738  https://www.washingtonpost.com/national/nation...   \n",
       "736                                                NaN   \n",
       "737                                                NaN   \n",
       "735  http://investigations.nbcnews.com/_news/2013/0...   \n",
       "732  http://uk.reuters.com/article/2008/08/11/us-ge...   \n",
       "734  http://www.spamfighter.com/News-13575-Chinese-...   \n",
       "733  http://www.theregister.co.uk/2008/03/22/pro_ti...   \n",
       "741  http://www.nytimes.com/2007/12/09/us/nationals...   \n",
       "740                                                NaN   \n",
       "748      http://www.wired.com/2007/10/how-israel-spoo/   \n",
       "747  http://www.washingtonpost.com/wp-dyn/content/a...   \n",
       "746  http://www.spamfighter.com/News-9096-Foreign-H...   \n",
       "745  http://www.theregister.co.uk/2007/09/12/french...   \n",
       "744                                                NaN   \n",
       "743  http://www.ft.com/intl/cms/s/0/9dba9ba2-5a3b-1...   \n",
       "739  http://foreignpolicy.com/2010/12/07/who-was-be...   \n",
       "742                                                NaN   \n",
       "751  http://www.nbcnews.com/id/16057306/ns/technolo...   \n",
       "750  http://gcn.com/articles/2006/08/17/red-storm-r...   \n",
       "749                                                NaN   \n",
       "752  http://content.time.com/time/magazine/article/...   \n",
       "753                                                NaN   \n",
       "754                                                NaN   \n",
       "755                                                NaN   \n",
       "756  https://www.cyberscoop.com/middle-east-group-g...   \n",
       "757                                                NaN   \n",
       "758                                                NaN   \n",
       "759      https://www.us-cert.gov/ncas/alerts/TA17-293A   \n",
       "760  https://www.zdnet.com/article/microsoft-russia...   \n",
       "761  https://www.washingtonpost.com/technology/2021...   \n",
       "762  https://www.trendmicro.de/cloud-content/us/pdf...   \n",
       "763  https://research.checkpoint.com/2020/hamas-and...   \n",
       "764                                                NaN   \n",
       "765                                                NaN   \n",
       "766  https://www.fireeye.com/blog/threat-research/2...   \n",
       "767  https://www.bleepingcomputer.com/news/security...   \n",
       "\n",
       "                                             Sources_3    Year  \n",
       "704  https://www.opencanada.org/features/new-face-s...  2011.0  \n",
       "725  http://www.pcmag.com/article2/0,2817,2369745,0...  2010.0  \n",
       "724  http://www.itnews.com.au/news/abc-fingers-chin...  2010.0  \n",
       "727                                                NaN  2010.0  \n",
       "723  http://www.deseretnews.com/article/700020931/G...  2010.0  \n",
       "720                                                NaN  2010.0  \n",
       "726          http://www.wired.com/2010/01/hack-for-oil  2010.0  \n",
       "719  http://www.washingtonpost.com/wp-dyn/content/a...  2010.0  \n",
       "722  http://www.ndtv.com/india-news/chinese-attempt...  2010.0  \n",
       "721  http://news.bbc.co.uk/2/hi/technology/8453718.stm  2010.0  \n",
       "729  http://www.cnn.com/2009/TECH/07/08/government....  2009.0  \n",
       "728  http://www.washingtontimes.com/news/2014/mar/1...  2009.0  \n",
       "730  http://www.nytimes.com/2010/12/05/world/asia/0...  2009.0  \n",
       "731  http://foreignpolicy.com/2010/01/22/the-top-10...  2009.0  \n",
       "738                                                NaN  2008.0  \n",
       "736                                                NaN  2008.0  \n",
       "737                                                NaN  2008.0  \n",
       "735                                                NaN  2008.0  \n",
       "732  http://www.zdnet.com/article/coordinated-russi...  2008.0  \n",
       "734                                                NaN  2008.0  \n",
       "733                                                NaN  2008.0  \n",
       "741                                                NaN  2007.0  \n",
       "740                                                NaN  2007.0  \n",
       "748                                                NaN  2007.0  \n",
       "747                                                NaN  2007.0  \n",
       "746  https://web.archive.org/web/20071013131220/htt...  2007.0  \n",
       "745                                                NaN  2007.0  \n",
       "744                                                NaN  2007.0  \n",
       "743    http://news.bbc.co.uk/2/hi/americas/6977533.stm  2007.0  \n",
       "739      http://news.bbc.co.uk/2/hi/europe/6665195.stm  2007.0  \n",
       "742                                                NaN  2007.0  \n",
       "751                                                NaN  2006.0  \n",
       "750                                                NaN  2006.0  \n",
       "749                                                NaN  2006.0  \n",
       "752  http://www.theguardian.com/technology/2007/sep...  2005.0  \n",
       "753                                                NaN     NaN  \n",
       "754                                                NaN     NaN  \n",
       "755                                                NaN     NaN  \n",
       "756                                                NaN     NaN  \n",
       "757                                                NaN     NaN  \n",
       "758                                                NaN     NaN  \n",
       "759                                                NaN     NaN  \n",
       "760  https://www.wired.com/story/fancy-bear-antidop...     NaN  \n",
       "761                                                NaN     NaN  \n",
       "762  https://www.mandiant.com/resources/apt28-targe...     NaN  \n",
       "763  https://malpedia.caad.fkie.fraunhofer.de/actor...     NaN  \n",
       "764                                                NaN     NaN  \n",
       "765                                                NaN     NaN  \n",
       "766       https://dragos.com/blog/trisis/TRISIS-01.pdf     NaN  \n",
       "767                                                NaN     NaN  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_frame['Date']=P.to_datetime(data_frame['Date'],format=\"%m/%d/%Y\")\n",
    "data_frame.sort_values(by='Date',ascending=False,inplace=True)\n",
    "data_frame.tail(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "8d59e4b2-41dc-452c-a172-6aa4c615483d",
   "metadata": {},
   "outputs": [
    {
     "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>Date</th>\n",
       "      <th>Affiliations</th>\n",
       "      <th>Description</th>\n",
       "      <th>Response</th>\n",
       "      <th>Victims</th>\n",
       "      <th>Sponsor</th>\n",
       "      <th>Type</th>\n",
       "      <th>Category</th>\n",
       "      <th>Sources_1</th>\n",
       "      <th>Sources_2</th>\n",
       "      <th>Sources_3</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Targeting of non-fungible token (NFT) owners</td>\n",
       "      <td>2022-12-24</td>\n",
       "      <td>Lazarus Group</td>\n",
       "      <td>Lazarus Group targeted the owners of non-fungi...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>NFT owners and NFT storage services</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Financial Theft</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://slowmist.medium.com/slowmist-our-in-de...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Targeting of European government trade departm...</td>\n",
       "      <td>2022-12-23</td>\n",
       "      <td>Mustang Panda</td>\n",
       "      <td>Chinese operators sent phishing emails disguis...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>European government departments focused on tra...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.recordedfuture.com/reddelta-target...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Targeting of U.S. satellite network</td>\n",
       "      <td>2022-12-16</td>\n",
       "      <td>APT 28</td>\n",
       "      <td>The U.S. Cybersecurity and Infrastructure Secu...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>A U.S. satellite communications company</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.cyberscoop.com/apt28-fancy-bear-sa...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Targeting of U.S. COVID relief funds</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>APT 41</td>\n",
       "      <td>APT 41 targeted the U.S. Small Business Admini...</td>\n",
       "      <td>Denouncement   https://www.nbcnews.com/tech/se...</td>\n",
       "      <td>The U.S.Small Business Administration</td>\n",
       "      <td>China</td>\n",
       "      <td>Financial Theft</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.nbcnews.com/tech/security/chinese-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Targeting of Amnesty International Canada</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Believed to be the work of the Chinese governm...</td>\n",
       "      <td>Chinese threat actors compromised the networks...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Amnesty International Canada</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://amnesty.ca/news/news-releases/cyber-br...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>763</th>\n",
       "      <td>APT-C-23</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Also known as AridViper and?Desert Falcon.</td>\n",
       "      <td>Previously targeted Israeli soldiers?by preten...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>Israel Defense Forces</td>\n",
       "      <td>Palestine, State of</td>\n",
       "      <td>N/A</td>\n",
       "      <td>N/A</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>https://research.checkpoint.com/2020/hamas-and...</td>\n",
       "      <td>https://malpedia.caad.fkie.fraunhofer.de/actor...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>Targeting of American defense industry</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Lazarus Group</td>\n",
       "      <td>The North Korean threat actor Lazarus Group le...</td>\n",
       "      <td>N/A</td>\n",
       "      <td>American defense industry</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military, Private sector</td>\n",
       "      <td>https://blog.malwarebytes.com/threat-intellige...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>765</th>\n",
       "      <td>Targeting of humanitarian, think tank, and gov...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>RedAlpha</td>\n",
       "      <td>Security researchers described a long-running ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Government organizations, think tanks, and hum...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://www.recordedfuture.com/redalpha-creden...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>766</th>\n",
       "      <td>Trisis</td>\n",
       "      <td>NaT</td>\n",
       "      <td>Also known as Triton and Xenotime</td>\n",
       "      <td>This threat actor targets the Triconex safety ...</td>\n",
       "      <td>Confirmation   https://www.justice.gov/opa/pr/...</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Sabotage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.fireeye.com/blog/threat-research/2...</td>\n",
       "      <td>https://www.fireeye.com/blog/threat-research/2...</td>\n",
       "      <td>https://dragos.com/blog/trisis/TRISIS-01.pdf</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>767</th>\n",
       "      <td>Targeting of the Belgian Federal Public Servic...</td>\n",
       "      <td>NaT</td>\n",
       "      <td>APT 30</td>\n",
       "      <td>Chinese threat actors targeted the Belgian Fed...</td>\n",
       "      <td>Denouncement   https://diplomatie.belgium.be/e...</td>\n",
       "      <td>Belgian Federal Public Service Interior</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://diplomatie.belgium.be/en/news/declarat...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>768 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                 Title       Date  \\\n",
       "104       Targeting of non-fungible token (NFT) owners 2022-12-24   \n",
       "91   Targeting of European government trade departm... 2022-12-23   \n",
       "76                 Targeting of U.S. satellite network 2022-12-16   \n",
       "114               Targeting of U.S. COVID relief funds 2022-12-05   \n",
       "62           Targeting of Amnesty International Canada 2022-12-05   \n",
       "..                                                 ...        ...   \n",
       "763                                           APT-C-23        NaT   \n",
       "764             Targeting of American defense industry        NaT   \n",
       "765  Targeting of humanitarian, think tank, and gov...        NaT   \n",
       "766                                             Trisis        NaT   \n",
       "767  Targeting of the Belgian Federal Public Servic...        NaT   \n",
       "\n",
       "                                          Affiliations  \\\n",
       "104                                      Lazarus Group   \n",
       "91                                       Mustang Panda   \n",
       "76                                              APT 28   \n",
       "114                                             APT 41   \n",
       "62   Believed to be the work of the Chinese governm...   \n",
       "..                                                 ...   \n",
       "763         Also known as AridViper and?Desert Falcon.   \n",
       "764                                      Lazarus Group   \n",
       "765                                           RedAlpha   \n",
       "766                  Also known as Triton and Xenotime   \n",
       "767                                             APT 30   \n",
       "\n",
       "                                           Description  \\\n",
       "104  Lazarus Group targeted the owners of non-fungi...   \n",
       "91   Chinese operators sent phishing emails disguis...   \n",
       "76   The U.S. Cybersecurity and Infrastructure Secu...   \n",
       "114  APT 41 targeted the U.S. Small Business Admini...   \n",
       "62   Chinese threat actors compromised the networks...   \n",
       "..                                                 ...   \n",
       "763  Previously targeted Israeli soldiers?by preten...   \n",
       "764  The North Korean threat actor Lazarus Group le...   \n",
       "765  Security researchers described a long-running ...   \n",
       "766  This threat actor targets the Triconex safety ...   \n",
       "767  Chinese threat actors targeted the Belgian Fed...   \n",
       "\n",
       "                                              Response  \\\n",
       "104                                            Unknown   \n",
       "91                                             Unknown   \n",
       "76                                             Unknown   \n",
       "114  Denouncement   https://www.nbcnews.com/tech/se...   \n",
       "62                                             Unknown   \n",
       "..                                                 ...   \n",
       "763                                                N/A   \n",
       "764                                                N/A   \n",
       "765                                            Unknown   \n",
       "766  Confirmation   https://www.justice.gov/opa/pr/...   \n",
       "767  Denouncement   https://diplomatie.belgium.be/e...   \n",
       "\n",
       "                                               Victims  \\\n",
       "104                NFT owners and NFT storage services   \n",
       "91   European government departments focused on tra...   \n",
       "76             A U.S. satellite communications company   \n",
       "114              The U.S.Small Business Administration   \n",
       "62                        Amnesty International Canada   \n",
       "..                                                 ...   \n",
       "763                              Israel Defense Forces   \n",
       "764                          American defense industry   \n",
       "765  Government organizations, think tanks, and hum...   \n",
       "766                                       Saudi Arabia   \n",
       "767            Belgian Federal Public Service Interior   \n",
       "\n",
       "                                     Sponsor             Type  \\\n",
       "104  Korea (Democratic People's Republic of)  Financial Theft   \n",
       "91                                     China        Espionage   \n",
       "76                        Russian Federation        Espionage   \n",
       "114                                    China  Financial Theft   \n",
       "62                                     China        Espionage   \n",
       "..                                       ...              ...   \n",
       "763                      Palestine, State of              N/A   \n",
       "764  Korea (Democratic People's Republic of)        Espionage   \n",
       "765                                    China        Espionage   \n",
       "766                       Russian Federation         Sabotage   \n",
       "767                                    China        Espionage   \n",
       "\n",
       "                      Category  \\\n",
       "104             Private sector   \n",
       "91                  Government   \n",
       "76              Private sector   \n",
       "114                 Government   \n",
       "62               Civil society   \n",
       "..                         ...   \n",
       "763                        N/A   \n",
       "764   Military, Private sector   \n",
       "765  Government, Civil society   \n",
       "766             Private sector   \n",
       "767                 Government   \n",
       "\n",
       "                                             Sources_1  \\\n",
       "104  https://slowmist.medium.com/slowmist-our-in-de...   \n",
       "91   https://www.recordedfuture.com/reddelta-target...   \n",
       "76   https://www.cyberscoop.com/apt28-fancy-bear-sa...   \n",
       "114  https://www.nbcnews.com/tech/security/chinese-...   \n",
       "62   https://amnesty.ca/news/news-releases/cyber-br...   \n",
       "..                                                 ...   \n",
       "763  https://www.bleepingcomputer.com/news/security...   \n",
       "764  https://blog.malwarebytes.com/threat-intellige...   \n",
       "765  https://www.recordedfuture.com/redalpha-creden...   \n",
       "766  https://www.fireeye.com/blog/threat-research/2...   \n",
       "767  https://diplomatie.belgium.be/en/news/declarat...   \n",
       "\n",
       "                                             Sources_2  \\\n",
       "104                                                NaN   \n",
       "91                                                 NaN   \n",
       "76                                                 NaN   \n",
       "114                                                NaN   \n",
       "62                                                 NaN   \n",
       "..                                                 ...   \n",
       "763  https://research.checkpoint.com/2020/hamas-and...   \n",
       "764                                                NaN   \n",
       "765                                                NaN   \n",
       "766  https://www.fireeye.com/blog/threat-research/2...   \n",
       "767  https://www.bleepingcomputer.com/news/security...   \n",
       "\n",
       "                                             Sources_3    Year  \n",
       "104                                                NaN  2022.0  \n",
       "91                                                 NaN  2022.0  \n",
       "76                                                 NaN  2022.0  \n",
       "114                                                NaN  2022.0  \n",
       "62                                                 NaN  2022.0  \n",
       "..                                                 ...     ...  \n",
       "763  https://malpedia.caad.fkie.fraunhofer.de/actor...     NaN  \n",
       "764                                                NaN     NaN  \n",
       "765                                                NaN     NaN  \n",
       "766       https://dragos.com/blog/trisis/TRISIS-01.pdf     NaN  \n",
       "767                                                NaN     NaN  \n",
       "\n",
       "[768 rows x 13 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data cleaning \n",
    "#Date Column\n",
    "# for date column. replace unknown date with Not NaN\n",
    "data_frame['Date']=data_frame['Date'].replace('Nat',np.nan)\n",
    "# fill empty column with NaN\n",
    "data_frame['Date'].fillna('NaN',inplace=True)\n",
    "\n",
    "#fill empty column of Affiliations with 'Not provided'\n",
    "data_frame['Affiliations'].fillna('Not Provided',inplace=True)\n",
    "#fill empty column of Victims with 'Not Specified'\n",
    "data_frame['Victims'].fillna('Not Specified',inplace=True)\n",
    "#fill empty column of Sponsor,Type,Category with 'N/A'\n",
    "data_frame['Sponsor'].fillna('N/A',inplace=True)\n",
    "data_frame['Type'].fillna('N/A',inplace=True)\n",
    "data_frame['Category'].fillna('N/A',inplace=True)\n",
    "data_frame['Response'].fillna('N/A',inplace=True)\n",
    "\n",
    "data_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d08b7d07-90d2-42b3-97a2-eaaa68d4474f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'data_frame' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[2], line 1\u001b[0m\n\u001b[1;32m----> 1\u001b[0m top_7_unique_Affiliations\u001b[38;5;241m=\u001b[39mdata_frame[data_frame[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAffiliations\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m!=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mNot Provided\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAffiliations\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mvalue_counts()\u001b[38;5;241m.\u001b[39mnlargest(\u001b[38;5;241m7\u001b[39m)\n\u001b[0;32m      3\u001b[0m \u001b[38;5;66;03m#print(top_7_unique_Affiliations)\u001b[39;00m\n\u001b[0;32m      4\u001b[0m sns\u001b[38;5;241m.\u001b[39mset_style(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdark\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mNameError\u001b[0m: name 'data_frame' is not defined"
     ]
    }
   ],
   "source": [
    "uniqueAffiliations=data_frame[data_frame['Affiliations']!='Not Provided']['Affiliations'].value_counts().nlargest(7)\n",
    "\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=uniqueAffiliations.index, y=uniqueAffiliations.values, palette='Set2')\n",
    "\n",
    "plt.xlabel('Affiliations',fontsize=11, weight='bold')\n",
    "plt.ylabel('Counts',fontsize=11, weight='bold')\n",
    "plt.title('Top 7 Affiliations',fontsize=11, weight='bold')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "id": "0175fbff-b249-459d-935e-397316c56a38",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#Number of attack each year\n",
    "data_frame['Date'] = pd.to_datetime(data_frame['Date'])\n",
    "data_frame['year']=data_frame['Date'].dt.year\n",
    "data_frame=data_frame[data_frame['Date'].notnull()]\n",
    "event_per_year = data_frame['year'].value_counts().sort_index()\n",
    "plt.figure(figsize=(7, 5))\n",
    "plt.plot(event_per_year.index, event_per_year.values, marker='o', color='skyblue', linestyle='-')\n",
    "\n",
    "plt.xlabel('Year',fontsize=11, weight='bold')\n",
    "plt.ylabel('Events',fontsize=11, weight='bold')\n",
    "plt.title('Event each year (2005-2022)',fontsize=11, weight='bold')\n",
    "plt.xticks(event_per_year.index.astype(int),rotation=45)\n",
    "\n",
    "#print(event_per_year)\n",
    "plt.grid(True, linestyle='--', alpha=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3396c98b-4eb8-41d1-864e-ced9f3ecd430",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             Type  Count\n",
      "Year                    \n",
      "2005.0  Espionage      1\n",
      "2006.0  Espionage      3\n",
      "2007.0  Espionage      7\n",
      "2008.0  Espionage      6\n",
      "2009.0  Espionage      3\n",
      "2010.0  Espionage      6\n",
      "2011.0  Espionage     12\n",
      "2012.0  Espionage      7\n",
      "2013.0  Espionage     17\n",
      "2014.0  Espionage     29\n",
      "2015.0  Espionage     30\n",
      "2016.0  Espionage     26\n",
      "2017.0  Espionage     36\n",
      "2018.0  Espionage     63\n",
      "2019.0  Espionage     53\n",
      "2020.0  Espionage     92\n",
      "2021.0  Espionage     96\n",
      "2022.0  Espionage    112\n"
     ]
    }
   ],
   "source": [
    "\n",
    "data_frame['Date'] = P.to_datetime(data_frame['Date'])\n",
    "\n",
    "# Extract year from 'Date'\n",
    "data_frame['Year'] = data_frame['Date'].dt.year\n",
    "\n",
    "most_occurring_event_per_year = data_frame.groupby(['Year', 'Type']).size().reset_index(name='Count').sort_values(['Year', 'Count'], ascending=[True, False]).groupby('Year').first()\n",
    "\n",
    "print(most_occurring_event_per_year)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "id": "a38cc4c1-d4d5-49f4-80b6-ff2792c68417",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 700x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(7, 5))\n",
    "Total_bars = plt.bar(most_occurring_event_per_year.index, most_occurring_event_per_year['Count'], color='lightgreen', alpha=0.6)\n",
    "\n",
    "# Add data labels\n",
    "for bar in Total_bars:\n",
    "    plt.text(bar.get_x() + bar.get_width() / 2, bar.get_height() + 0.5, str(int(bar.get_height())), ha='center')\n",
    "\n",
    "plt.title('Most Occurring Event Each Year',fontsize=11, weight='bold')\n",
    "plt.xlabel('Year',fontsize=11, weight='bold')\n",
    "plt.ylabel('Number of Occurrences',fontsize=11, weight='bold')\n",
    "\n",
    "plt.grid(axis='y')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "116d048a-835d-4bea-b89c-a851a487e73f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#data_frame\n",
    "#top 8 category of cyber category operation's victims\n",
    "top_8_unique_category=data_frame[data_frame['Category'] !='N/A']['Category'].value_counts().nlargest(8)\n",
    "\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=top_8_unique_category.index, y=top_8_unique_category.values, palette='viridis')\n",
    "\n",
    "plt.xlabel('Category',fontsize=11, weight='bold')\n",
    "plt.ylabel('Counts',fontsize=11, weight='bold')\n",
    "plt.title('Top 8 Categories',fontsize=11, weight='bold')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "\n",
    "for p in bar_graph.patches:\n",
    "    bar_graph.annotate(format(p.get_height(), '.0f'), \n",
    "                       (p.get_x() + p.get_width() / 2., p.get_height()), \n",
    "                       ha = 'center', va = 'center', \n",
    "                       xytext = (0, 9), \n",
    "                       textcoords = 'offset points')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "8be7a5d3-3beb-4deb-b9ca-0bc26582efae",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#state sponsor of the cyber operation.\n",
    "top_7_unique_sponsor=data_frame[data_frame['Sponsor'] !='N/A']['Sponsor'].value_counts().nlargest(7)\n",
    "\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=top_7_unique_sponsor.index, y=top_7_unique_sponsor.values, palette='Accent')\n",
    "\n",
    "plt.xlabel('Sponsor',fontsize=11, weight='bold')\n",
    "plt.ylabel('Counts',fontsize=11, weight='bold')\n",
    "plt.title('Top 7 Sponsor',fontsize=11, weight='bold')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "04c35ac5-b52f-447b-94dc-df9d5e7a2bec",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#top 7 type of the cyber attack.\n",
    "top_7_unique_type=data_frame[data_frame['Type'] !='Not Provided']['Type'].value_counts().nlargest(7)\n",
    "\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=top_7_unique_type.index, y=top_7_unique_type.values, palette='Accent')\n",
    "\n",
    "plt.xlabel('Spons',fontsize=11, weight='bold')\n",
    "plt.ylabel('Counts',fontsize=11, weight='bold')\n",
    "plt.title('Top 7 Sponsor',fontsize=11, weight='bold')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}