Cyber_operations_results_model-checkpoint.ipynb

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       "</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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       "    <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",
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       "      <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": 265,
   "id": "6e0bd9e1-2f01-4363-a997-05571b2f4a3b",
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       "\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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Targeting of activists at Human Rights Watch, ...</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Charming Kitten</td>\n",
       "      <td>Iran-affiliated threat actor Charming Kitten c...</td>\n",
       "      <td>Confirmation   https://www.hrw.org/news/2022/1...</td>\n",
       "      <td>Human rights activists and journalists</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.hrw.org/news/2022/12/05/iran-state...</td>\n",
       "      <td>https://therecord.media/iranian-espionage-camp...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Targeting of Citrix Systems software</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>APT 5</td>\n",
       "      <td>The U.S. National Security Agency issued a war...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Users of Citrix Systems' application delivery ...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://media.defense.gov/2022/Dec/13/20031315...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Targeting of the Burmese government and passpo...</td>\n",
       "      <td>2022-12-05</td>\n",
       "      <td>Mustang Panda</td>\n",
       "      <td>Researchers discovered a compromised server be...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Burmese government agencies, and individuals w...</td>\n",
       "      <td>Myanmar</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://cyware.com/news/researchers-laid-bare-...</td>\n",
       "      <td>https://decoded.avast.io/threatintel/apt-treas...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Targeting of users of cryptocurrency applications</td>\n",
       "      <td>2022-12-03</td>\n",
       "      <td>Lazarus Group</td>\n",
       "      <td>North Korean hacking group Lazarus created a f...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Cryptocurrency applications</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Financial Theft</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.volexity.com/blog/2022/12/01/buyer...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Targeting of Chinese users with three zero days</td>\n",
       "      <td>2022-12-02</td>\n",
       "      <td>Ocean Lotus</td>\n",
       "      <td>Ocean Lotus, a Vietnamese APT, was found deplo...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Chinese organizations and surveillance companies</td>\n",
       "      <td>Vietnam</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://mp.weixin.qq.com/s/2RluW4O56UWiNSQB2hQtGA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Targeting of Ukrainian local government organi...</td>\n",
       "      <td>2022-11-26</td>\n",
       "      <td>Sandworm</td>\n",
       "      <td>Sandworm targeted Ukrainian local government n...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Local government entities throughout Ukraine</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Data destruction</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://thehackernews.com/2022/11/russia-based...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Targeting of the Pakistani government</td>\n",
       "      <td>2022-11-23</td>\n",
       "      <td>Patchwork</td>\n",
       "      <td>The threat actors behind Patchwork, an Indian ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Pakistani government agencies</td>\n",
       "      <td>India</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://mp.weixin.qq.com/s?__biz=MzUyMjk4NzExM...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Targeting of U.S. federal agency</td>\n",
       "      <td>2022-11-21</td>\n",
       "      <td>Charming Kitten</td>\n",
       "      <td>Iran-affiliated group Nemesis Kitten targeted ...</td>\n",
       "      <td>Confirmation   https://www.cisa.gov/uscert/nca...</td>\n",
       "      <td>U.S. Merit Systems Protections Board</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.cisa.gov/uscert/ncas/alerts/aa22-320a</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Targeting of Asian and Australian governments ...</td>\n",
       "      <td>2022-11-18</td>\n",
       "      <td>Mustang Panda</td>\n",
       "      <td>China-affiliated APT Mustang Panda conducted a...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Asian government agencies??including Japan, My...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.trendmicro.com/en_us/research/22/k...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Targeting of Asian government agencies and cer...</td>\n",
       "      <td>2022-11-15</td>\n",
       "      <td>Thrip</td>\n",
       "      <td>Chinese-affiliated APT Thrip compromised a dig...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Asian government agencies and one certificate ...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://symantec-enterprise-blogs.security.com...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Targeting of Uyghur populations</td>\n",
       "      <td>2022-11-10</td>\n",
       "      <td>Mirage</td>\n",
       "      <td>Chinese-affiliated threat actor APT 15 led a m...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Members of the Uyghur ethnic group</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.lookout.com/blog/uyghur-surveillan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Targeting of Polish and Ukrainian transportati...</td>\n",
       "      <td>2022-11-10</td>\n",
       "      <td>Sandworm</td>\n",
       "      <td>Russian threat actor Sandworm targeted transpo...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Ukrainian and Polish transportation companies</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.microsoft.com/en-us/security/blog/...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Targeting of Uyghur communities</td>\n",
       "      <td>2022-11-10</td>\n",
       "      <td>Poison Carp</td>\n",
       "      <td>Chinese-affiliated group Poison Carp conducted...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Uyghurs both within and outside China</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.lookout.com/blog/uyghur-surveillan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Targeting of Iranian citizens</td>\n",
       "      <td>2022-10-20</td>\n",
       "      <td>Prince of Persia</td>\n",
       "      <td>Iranian state-sponsored hacking group Prince o...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Iranian citizens</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.welivesecurity.com/2022/10/20/dome...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Targeting of companies in Hong Kong</td>\n",
       "      <td>2022-10-18</td>\n",
       "      <td>Winnti Umbrella</td>\n",
       "      <td>Winnti Umbrella targeted government organizati...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Technology and manufacturing companies in Hong...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Targeting of Japanese crypto-asset businesses</td>\n",
       "      <td>2022-10-14</td>\n",
       "      <td>Lazarus Group</td>\n",
       "      <td>Lazarus, a North Korean state-sponsored hackin...</td>\n",
       "      <td>Confirmation</td>\n",
       "      <td>Japanese cryptocurrency businesses</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Financial Theft</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://japannews.yomiuri.co.jp/politics/defen...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Targeting of Sri Lankan government</td>\n",
       "      <td>2022-10-12</td>\n",
       "      <td>Winnti Umbrella</td>\n",
       "      <td>Researchers found that Chinese-sponsored hacki...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Sri Lankan government entities</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.malwarebytes.com/blog/threat-intel...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Targeting of Myanmar government agencies</td>\n",
       "      <td>2022-10-06</td>\n",
       "      <td>Mustang Panda</td>\n",
       "      <td>Mustang Panda launched a watering-hole attack ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Myanmar government agencies</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://blogs.blackberry.com/en/2022/10/mustan...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Targeting of medical professionals</td>\n",
       "      <td>2022-10-04</td>\n",
       "      <td>Charming Kitten</td>\n",
       "      <td>As part of a larger Iranian espionage campaign...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Individual in the medical profession</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.proofpoint.com/us/blog/threat-insi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Targeting of Mexican journalists and human rig...</td>\n",
       "      <td>2022-10-02</td>\n",
       "      <td>Believed to be the work of the Mexican government</td>\n",
       "      <td>The Mexican government is reported to have use...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Mexican journalists and human rights advocates</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://citizenlab.ca/2022/10/new-pegasus-spyw...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Targeting of governments in the Middle East an...</td>\n",
       "      <td>2022-09-29</td>\n",
       "      <td>APT 10</td>\n",
       "      <td>APT 10 installed web shells on public-facing s...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Two Middle Eastern countries and one African s...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://symantec-enterprise-blogs.security.com...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Targeting of Ukrainian networks via fake telec...</td>\n",
       "      <td>2022-09-19</td>\n",
       "      <td>Sandworm</td>\n",
       "      <td>A Russian threat actor masqueraded as a Ukrain...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Ukrainian telecommunications infrastructure an...</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector, Government</td>\n",
       "      <td>https://www.recordedfuture.com/russia-nexus-ua...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Targeting of Ukrainian government agencies in ...</td>\n",
       "      <td>2022-09-15</td>\n",
       "      <td>Gamaredon</td>\n",
       "      <td>Gamaredon, a Russian threat actor, was found u...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Ukrainian government agencies</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://blog.talosintelligence.com/2022/09/gam...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Space Pirates</td>\n",
       "      <td>2022-09-15</td>\n",
       "      <td>Also known as Space Pirates</td>\n",
       "      <td>Researchers identified a Chinese cyber-espiona...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A multinational IT organization, and corporati...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector, Government</td>\n",
       "      <td>https://symantec-enterprise-blogs.security.com...</td>\n",
       "      <td>https://www.ptsecurity.com/ww-en/analytics/pt-...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Targeting of an Asian IT provider</td>\n",
       "      <td>2022-09-15</td>\n",
       "      <td>Space Pirates</td>\n",
       "      <td>Cybersecurity researchers identified a new cam...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>An IT provider operating in multiple Asian cou...</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Targeting of nuclear security researcher</td>\n",
       "      <td>2022-09-13</td>\n",
       "      <td>Charming Kitten</td>\n",
       "      <td>An expert in nuclear security was targeted as ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>A nuclear security researcher</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://www.proofpoint.com/us/blog/threat-insi...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Targeting of government officials in Europe, t...</td>\n",
       "      <td>2022-09-08</td>\n",
       "      <td>Mustang Panda</td>\n",
       "      <td>Mustang Panda targeted government organization...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Government organizations in Europe, the Middle...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.secureworks.com/blog/bronze-presid...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>APT 42</td>\n",
       "      <td>2022-09-07</td>\n",
       "      <td>Iran, APT 35</td>\n",
       "      <td>APT 42 has a wide variety of targets and typic...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Think tanks, Western government officials, jou...</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society, Private sector, Government</td>\n",
       "      <td>https://www.mandiant.com/resources/blog/apt42-...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Targeting of organizations in an Iranian ranso...</td>\n",
       "      <td>2022-09-07</td>\n",
       "      <td>Charming Kitten</td>\n",
       "      <td>Charming Kitten launched ransomware attacks ag...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Organizations in the United States and Europe</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Financial Theft</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.microsoft.com/security/blog/2022/0...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Targeting of Northwestern Polytechnical Univer...</td>\n",
       "      <td>2022-09-05</td>\n",
       "      <td>National Security Agency, Tailored Access Oper...</td>\n",
       "      <td>China accused the U.S. National Security Agenc...</td>\n",
       "      <td>Denouncement   https://www.bloomberg.com/news/...</td>\n",
       "      <td>Northwestern Polytechnical University</td>\n",
       "      <td>United States</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Civil society</td>\n",
       "      <td>https://therecord.media/china-linked-hackers-t...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Targeting of Australian, Malaysian, and Europe...</td>\n",
       "      <td>2022-08-30</td>\n",
       "      <td>APT 40</td>\n",
       "      <td>APT 40 launched an espionage campaign targetin...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Australian, Canadian, German, Japanese, Norweg...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Private sector</td>\n",
       "      <td>https://www.proofpoint.com/us/blog/threat-insi...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>https://therecord.media/china-linked-hackers-t...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Targeting of South Korean diplomats, professor...</td>\n",
       "      <td>2022-08-25</td>\n",
       "      <td>Kimsuky</td>\n",
       "      <td>Kimsuky was found launching spear-phishing att...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Six professors at different universities in So...</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://securelist.com/kimsukys-golddragon-clu...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Targeting of Israeli organizations using SysAid</td>\n",
       "      <td>2022-08-25</td>\n",
       "      <td>MuddyWater</td>\n",
       "      <td>MuddyWater discovered a new way to utilize the...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Organizations in Israel running the SysAid IT ...</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Private sector</td>\n",
       "      <td>https://www.microsoft.com/security/blog/2022/0...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Targeting of Montenegrin government infrastruc...</td>\n",
       "      <td>2022-08-25</td>\n",
       "      <td>Believed to be the work of the government of t...</td>\n",
       "      <td>Montenegro accused the Russian government of l...</td>\n",
       "      <td>Denouncement   https://www.bleepingcomputer.co...</td>\n",
       "      <td>Montenegrin government systems, including immi...</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Data destruction</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>https://me.usembassy.gov/security-alert-monten...</td>\n",
       "      <td>https://www.latimes.com/world-nation/story/202...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Targeting of Ukrainian government agencies</td>\n",
       "      <td>2022-08-11</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>33</th>\n",
       "      <td>Targeting of industrial enterprises and public...</td>\n",
       "      <td>2022-08-08</td>\n",
       "      <td>APT 18</td>\n",
       "      <td>Chinese hackers used phishing emails to plant ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Industrial plants, design bureaus, research in...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Private sector</td>\n",
       "      <td>https://ics-cert.kaspersky.com/publications/re...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Targeting of military and public institutions ...</td>\n",
       "      <td>2022-08-07</td>\n",
       "      <td>APT 18</td>\n",
       "      <td>The attackers sent phishing emails containing ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Manufacturers of military products and militar...</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Military</td>\n",
       "      <td>https://www.kaspersky.com/about/press-releases...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Targeting of Albanian government</td>\n",
       "      <td>2022-08-04</td>\n",
       "      <td>Believed to be the work of the Iranian government</td>\n",
       "      <td>Iranian threat actors targeted Albanian govern...</td>\n",
       "      <td>Denouncement   https://twitter.com/JasonMBrods...</td>\n",
       "      <td>Albanian government networks</td>\n",
       "      <td>Iran (Islamic Republic of)</td>\n",
       "      <td>Data destruction</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.mandiant.com/resources/blog/likely...</td>\n",
       "      <td>https://www.cisa.gov/uscert/ncas/alerts/aa22-264a</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Targeting of military personnel, government of...</td>\n",
       "      <td>2022-08-04</td>\n",
       "      <td>APT 36</td>\n",
       "      <td>A Pakistani advanced persistent threat actor u...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Military personnel, government officials, empl...</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://about.fb.com/news/2022/08/metas-advers...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Targeting of South Korea with multiple spear-p...</td>\n",
       "      <td>2022-07-25</td>\n",
       "      <td>Kimsuky</td>\n",
       "      <td>A North Korean threat actor targeted South Kor...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>South Korean defense, education, medical, and ...</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society, Private sector</td>\n",
       "      <td>https://ti.qianxin.com/blog/articles/king-of-p...</td>\n",
       "      <td>https://www.nknews.org/2022/05/north-korean-ha...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Targeting of European Union (EU) member states</td>\n",
       "      <td>2022-07-23</td>\n",
       "      <td>APT 37</td>\n",
       "      <td>A North Korean advanced persistent threat grou...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Czech Republic, Poland, and other EU countries</td>\n",
       "      <td>Korea (Democratic People's Republic of)</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Targeting of the Ukrainian Azov Regiment</td>\n",
       "      <td>2022-07-19</td>\n",
       "      <td>Turla</td>\n",
       "      <td>Turla distributed Android-related malware disg...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>Ukrainian Azov Regiment and their supporters</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government, Civil society</td>\n",
       "      <td>https://blog.google/threat-analysis-group/cont...</td>\n",
       "      <td>https://www.bleepingcomputer.com/news/security...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Targeting of high-profile individuals at Europ...</td>\n",
       "      <td>2022-07-19</td>\n",
       "      <td>The Dukes</td>\n",
       "      <td>The Dukes sent out phishing emails to targets ...</td>\n",
       "      <td>Unknown</td>\n",
       "      <td>European embassies</td>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Government</td>\n",
       "      <td>https://www.zdnet.com/article/hackers-turn-to-...</td>\n",
       "      <td>https://unit42.paloaltonetworks.com/cloaked-ur...</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Targeting of Belgian Defense Ministry</td>\n",
       "      <td>2022-07-18</td>\n",
       "      <td>Gallium</td>\n",
       "      <td>Chinese threat actors targeted the Belgian Def...</td>\n",
       "      <td>Denouncement   https://diplomatie.belgium.be/e...</td>\n",
       "      <td>Belgian Defense Ministry</td>\n",
       "      <td>China</td>\n",
       "      <td>Espionage</td>\n",
       "      <td>Military</td>\n",
       "      <td>https://diplomatie.belgium.be/en/news/declarat...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Targeting of the Belgian Federal Public Servic...</td>\n",
       "      <td>2022-07-18</td>\n",
       "      <td>Emissary Panda</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",
       "</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",
       "129  Targeting of activists at Human Rights Watch, ... 2022-12-05   \n",
       "48                Targeting of Citrix Systems software 2022-12-05   \n",
       "142  Targeting of the Burmese government and passpo... 2022-12-05   \n",
       "9    Targeting of users of cryptocurrency applications 2022-12-03   \n",
       "34     Targeting of Chinese users with three zero days 2022-12-02   \n",
       "71   Targeting of Ukrainian local government organi... 2022-11-26   \n",
       "86               Targeting of the Pakistani government 2022-11-23   \n",
       "43                    Targeting of U.S. federal agency 2022-11-21   \n",
       "57   Targeting of Asian and Australian governments ... 2022-11-18   \n",
       "119  Targeting of Asian government agencies and cer... 2022-11-15   \n",
       "17                     Targeting of Uyghur populations 2022-11-10   \n",
       "29   Targeting of Polish and Ukrainian transportati... 2022-11-10   \n",
       "99                     Targeting of Uyghur communities 2022-11-10   \n",
       "109                      Targeting of Iranian citizens 2022-10-20   \n",
       "96                 Targeting of companies in Hong Kong 2022-10-18   \n",
       "81       Targeting of Japanese crypto-asset businesses 2022-10-14   \n",
       "124                 Targeting of Sri Lankan government 2022-10-12   \n",
       "66            Targeting of Myanmar government agencies 2022-10-06   \n",
       "52                  Targeting of medical professionals 2022-10-04   \n",
       "137  Targeting of Mexican journalists and human rig... 2022-10-02   \n",
       "38   Targeting of governments in the Middle East an... 2022-09-29   \n",
       "24   Targeting of Ukrainian networks via fake telec... 2022-09-19   \n",
       "13   Targeting of Ukrainian government agencies in ... 2022-09-15   \n",
       "133                                      Space Pirates 2022-09-15   \n",
       "118                  Targeting of an Asian IT provider 2022-09-15   \n",
       "146           Targeting of nuclear security researcher 2022-09-13   \n",
       "90   Targeting of government officials in Europe, t... 2022-09-08   \n",
       "61                                              APT 42 2022-09-07   \n",
       "75   Targeting of organizations in an Iranian ranso... 2022-09-07   \n",
       "47   Targeting of Northwestern Polytechnical Univer... 2022-09-05   \n",
       "20   Targeting of Australian, Malaysian, and Europe... 2022-08-30   \n",
       "128  Targeting of South Korean diplomats, professor... 2022-08-25   \n",
       "113    Targeting of Israeli organizations using SysAid 2022-08-25   \n",
       "103  Targeting of Montenegrin government infrastruc... 2022-08-25   \n",
       "4           Targeting of Ukrainian government agencies 2022-08-11   \n",
       "33   Targeting of industrial enterprises and public... 2022-08-08   \n",
       "70   Targeting of military and public institutions ... 2022-08-07   \n",
       "8                     Targeting of Albanian government 2022-08-04   \n",
       "56   Targeting of military personnel, government of... 2022-08-04   \n",
       "42   Targeting of South Korea with multiple spear-p... 2022-07-25   \n",
       "28      Targeting of European Union (EU) member states 2022-07-23   \n",
       "95            Targeting of the Ukrainian Azov Regiment 2022-07-19   \n",
       "108  Targeting of high-profile individuals at Europ... 2022-07-19   \n",
       "16               Targeting of Belgian Defense Ministry 2022-07-18   \n",
       "123  Targeting of the Belgian Federal Public Servic... 2022-07-18   \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",
       "129                                    Charming Kitten   \n",
       "48                                               APT 5   \n",
       "142                                      Mustang Panda   \n",
       "9                                        Lazarus Group   \n",
       "34                                         Ocean Lotus   \n",
       "71                                            Sandworm   \n",
       "86                                           Patchwork   \n",
       "43                                     Charming Kitten   \n",
       "57                                       Mustang Panda   \n",
       "119                                              Thrip   \n",
       "17                                              Mirage   \n",
       "29                                            Sandworm   \n",
       "99                                         Poison Carp   \n",
       "109                                   Prince of Persia   \n",
       "96                                     Winnti Umbrella   \n",
       "81                                       Lazarus Group   \n",
       "124                                    Winnti Umbrella   \n",
       "66                                       Mustang Panda   \n",
       "52                                     Charming Kitten   \n",
       "137  Believed to be the work of the Mexican government   \n",
       "38                                              APT 10   \n",
       "24                                            Sandworm   \n",
       "13                                           Gamaredon   \n",
       "133                        Also known as Space Pirates   \n",
       "118                                      Space Pirates   \n",
       "146                                    Charming Kitten   \n",
       "90                                       Mustang Panda   \n",
       "61                                        Iran, APT 35   \n",
       "75                                     Charming Kitten   \n",
       "47   National Security Agency, Tailored Access Oper...   \n",
       "20                                              APT 40   \n",
       "128                                            Kimsuky   \n",
       "113                                         MuddyWater   \n",
       "103  Believed to be the work of the government of t...   \n",
       "4                                            Gamaredon   \n",
       "33                                              APT 18   \n",
       "70                                              APT 18   \n",
       "8    Believed to be the work of the Iranian government   \n",
       "56                                              APT 36   \n",
       "42                                             Kimsuky   \n",
       "28                                              APT 37   \n",
       "95                                               Turla   \n",
       "108                                          The Dukes   \n",
       "16                                             Gallium   \n",
       "123                                     Emissary Panda   \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",
       "129  Iran-affiliated threat actor Charming Kitten c...   \n",
       "48   The U.S. National Security Agency issued a war...   \n",
       "142  Researchers discovered a compromised server be...   \n",
       "9    North Korean hacking group Lazarus created a f...   \n",
       "34   Ocean Lotus, a Vietnamese APT, was found deplo...   \n",
       "71   Sandworm targeted Ukrainian local government n...   \n",
       "86   The threat actors behind Patchwork, an Indian ...   \n",
       "43   Iran-affiliated group Nemesis Kitten targeted ...   \n",
       "57   China-affiliated APT Mustang Panda conducted a...   \n",
       "119  Chinese-affiliated APT Thrip compromised a dig...   \n",
       "17   Chinese-affiliated threat actor APT 15 led a m...   \n",
       "29   Russian threat actor Sandworm targeted transpo...   \n",
       "99   Chinese-affiliated group Poison Carp conducted...   \n",
       "109  Iranian state-sponsored hacking group Prince o...   \n",
       "96   Winnti Umbrella targeted government organizati...   \n",
       "81   Lazarus, a North Korean state-sponsored hackin...   \n",
       "124  Researchers found that Chinese-sponsored hacki...   \n",
       "66   Mustang Panda launched a watering-hole attack ...   \n",
       "52   As part of a larger Iranian espionage campaign...   \n",
       "137  The Mexican government is reported to have use...   \n",
       "38   APT 10 installed web shells on public-facing s...   \n",
       "24   A Russian threat actor masqueraded as a Ukrain...   \n",
       "13   Gamaredon, a Russian threat actor, was found u...   \n",
       "133  Researchers identified a Chinese cyber-espiona...   \n",
       "118  Cybersecurity researchers identified a new cam...   \n",
       "146  An expert in nuclear security was targeted as ...   \n",
       "90   Mustang Panda targeted government organization...   \n",
       "61   APT 42 has a wide variety of targets and typic...   \n",
       "75   Charming Kitten launched ransomware attacks ag...   \n",
       "47   China accused the U.S. National Security Agenc...   \n",
       "20   APT 40 launched an espionage campaign targetin...   \n",
       "128  Kimsuky was found launching spear-phishing att...   \n",
       "113  MuddyWater discovered a new way to utilize the...   \n",
       "103  Montenegro accused the Russian government of l...   \n",
       "4    The Computer Emergency Response Team of Ukrain...   \n",
       "33   Chinese hackers used phishing emails to plant ...   \n",
       "70   The attackers sent phishing emails containing ...   \n",
       "8    Iranian threat actors targeted Albanian govern...   \n",
       "56   A Pakistani advanced persistent threat actor u...   \n",
       "42   A North Korean threat actor targeted South Kor...   \n",
       "28   A North Korean advanced persistent threat grou...   \n",
       "95   Turla distributed Android-related malware disg...   \n",
       "108  The Dukes sent out phishing emails to targets ...   \n",
       "16   Chinese threat actors targeted the Belgian Def...   \n",
       "123  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",
       "129  Confirmation   https://www.hrw.org/news/2022/1...   \n",
       "48                                             Unknown   \n",
       "142                                            Unknown   \n",
       "9                                              Unknown   \n",
       "34                                             Unknown   \n",
       "71                                             Unknown   \n",
       "86                                             Unknown   \n",
       "43   Confirmation   https://www.cisa.gov/uscert/nca...   \n",
       "57                                             Unknown   \n",
       "119                                            Unknown   \n",
       "17                                             Unknown   \n",
       "29                                             Unknown   \n",
       "99                                             Unknown   \n",
       "109                                            Unknown   \n",
       "96                                             Unknown   \n",
       "81                                        Confirmation   \n",
       "124                                            Unknown   \n",
       "66                                             Unknown   \n",
       "52                                             Unknown   \n",
       "137                                            Unknown   \n",
       "38                                             Unknown   \n",
       "24                                             Unknown   \n",
       "13                                             Unknown   \n",
       "133                                                NaN   \n",
       "118                                            Unknown   \n",
       "146                                            Unknown   \n",
       "90                                             Unknown   \n",
       "61                                             Unknown   \n",
       "75                                             Unknown   \n",
       "47   Denouncement   https://www.bloomberg.com/news/...   \n",
       "20                                             Unknown   \n",
       "128                                            Unknown   \n",
       "113                                            Unknown   \n",
       "103  Denouncement   https://www.bleepingcomputer.co...   \n",
       "4                                         Confirmation   \n",
       "33                                             Unknown   \n",
       "70                                             Unknown   \n",
       "8    Denouncement   https://twitter.com/JasonMBrods...   \n",
       "56                                             Unknown   \n",
       "42                                             Unknown   \n",
       "28                                             Unknown   \n",
       "95                                             Unknown   \n",
       "108                                            Unknown   \n",
       "16   Denouncement   https://diplomatie.belgium.be/e...   \n",
       "123  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",
       "129             Human rights activists and journalists   \n",
       "48   Users of Citrix Systems' application delivery ...   \n",
       "142  Burmese government agencies, and individuals w...   \n",
       "9                          Cryptocurrency applications   \n",
       "34    Chinese organizations and surveillance companies   \n",
       "71        Local government entities throughout Ukraine   \n",
       "86                       Pakistani government agencies   \n",
       "43                U.S. Merit Systems Protections Board   \n",
       "57   Asian government agencies??including Japan, My...   \n",
       "119  Asian government agencies and one certificate ...   \n",
       "17                  Members of the Uyghur ethnic group   \n",
       "29       Ukrainian and Polish transportation companies   \n",
       "99               Uyghurs both within and outside China   \n",
       "109                                   Iranian citizens   \n",
       "96   Technology and manufacturing companies in Hong...   \n",
       "81                  Japanese cryptocurrency businesses   \n",
       "124                     Sri Lankan government entities   \n",
       "66                         Myanmar government agencies   \n",
       "52                Individual in the medical profession   \n",
       "137     Mexican journalists and human rights advocates   \n",
       "38   Two Middle Eastern countries and one African s...   \n",
       "24   Ukrainian telecommunications infrastructure an...   \n",
       "13                       Ukrainian government agencies   \n",
       "133  A multinational IT organization, and corporati...   \n",
       "118  An IT provider operating in multiple Asian cou...   \n",
       "146                      A nuclear security researcher   \n",
       "90   Government organizations in Europe, the Middle...   \n",
       "61   Think tanks, Western government officials, jou...   \n",
       "75       Organizations in the United States and Europe   \n",
       "47               Northwestern Polytechnical University   \n",
       "20   Australian, Canadian, German, Japanese, Norweg...   \n",
       "128  Six professors at different universities in So...   \n",
       "113  Organizations in Israel running the SysAid IT ...   \n",
       "103  Montenegrin government systems, including immi...   \n",
       "4                        Ukrainian government agencies   \n",
       "33   Industrial plants, design bureaus, research in...   \n",
       "70   Manufacturers of military products and militar...   \n",
       "8                         Albanian government networks   \n",
       "56   Military personnel, government officials, empl...   \n",
       "42   South Korean defense, education, medical, and ...   \n",
       "28      Czech Republic, Poland, and other EU countries   \n",
       "95        Ukrainian Azov Regiment and their supporters   \n",
       "108                                 European embassies   \n",
       "16                            Belgian Defense Ministry   \n",
       "123            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",
       "129               Iran (Islamic Republic of)         Espionage   \n",
       "48                                     China         Espionage   \n",
       "142                                  Myanmar         Espionage   \n",
       "9    Korea (Democratic People's Republic of)   Financial Theft   \n",
       "34                                   Vietnam         Espionage   \n",
       "71                        Russian Federation  Data destruction   \n",
       "86                                     India         Espionage   \n",
       "43                Iran (Islamic Republic of)         Espionage   \n",
       "57                                     China         Espionage   \n",
       "119                                    China         Espionage   \n",
       "17                                     China         Espionage   \n",
       "29                        Russian Federation         Espionage   \n",
       "99                                     China         Espionage   \n",
       "109               Iran (Islamic Republic of)         Espionage   \n",
       "96                                     China         Espionage   \n",
       "81   Korea (Democratic People's Republic of)   Financial Theft   \n",
       "124                                    China         Espionage   \n",
       "66                                     China         Espionage   \n",
       "52                Iran (Islamic Republic of)         Espionage   \n",
       "137                                   Mexico         Espionage   \n",
       "38                                     China         Espionage   \n",
       "24                        Russian Federation         Espionage   \n",
       "13                        Russian Federation         Espionage   \n",
       "133                                    China         Espionage   \n",
       "118                                    China         Espionage   \n",
       "146               Iran (Islamic Republic of)         Espionage   \n",
       "90                                     China         Espionage   \n",
       "61                Iran (Islamic Republic of)         Espionage   \n",
       "75                Iran (Islamic Republic of)   Financial Theft   \n",
       "47                             United States         Espionage   \n",
       "20                                     China         Espionage   \n",
       "128  Korea (Democratic People's Republic of)         Espionage   \n",
       "113               Iran (Islamic Republic of)         Espionage   \n",
       "103                       Russian Federation  Data destruction   \n",
       "4                         Russian Federation         Espionage   \n",
       "33                                     China         Espionage   \n",
       "70                                     China         Espionage   \n",
       "8                 Iran (Islamic Republic of)  Data destruction   \n",
       "56                                  Pakistan         Espionage   \n",
       "42   Korea (Democratic People's Republic of)         Espionage   \n",
       "28   Korea (Democratic People's Republic of)         Espionage   \n",
       "95                        Russian Federation         Espionage   \n",
       "108                       Russian Federation         Espionage   \n",
       "16                                     China         Espionage   \n",
       "123                                    China         Espionage   \n",
       "\n",
       "                                      Category  \\\n",
       "104                             Private sector   \n",
       "91                                  Government   \n",
       "76                              Private sector   \n",
       "114                                 Government   \n",
       "62                               Civil society   \n",
       "129                              Civil society   \n",
       "48                              Private sector   \n",
       "142                  Government, Civil society   \n",
       "9                               Private sector   \n",
       "34                   Government, Civil society   \n",
       "71                                  Government   \n",
       "86                                  Government   \n",
       "43                                  Government   \n",
       "57                                  Government   \n",
       "119                                 Government   \n",
       "17                               Civil society   \n",
       "29                              Private sector   \n",
       "99                               Civil society   \n",
       "109                              Civil society   \n",
       "96                              Private sector   \n",
       "81                              Private sector   \n",
       "124                                 Government   \n",
       "66                                  Government   \n",
       "52                               Civil society   \n",
       "137                              Civil society   \n",
       "38                                  Government   \n",
       "24                  Private sector, Government   \n",
       "13                                  Government   \n",
       "133                 Private sector, Government   \n",
       "118                             Private sector   \n",
       "146                              Civil society   \n",
       "90                                  Government   \n",
       "61   Civil society, Private sector, Government   \n",
       "75                              Private sector   \n",
       "47                               Civil society   \n",
       "20                  Government, Private sector   \n",
       "128                  Government, Civil society   \n",
       "113                             Private sector   \n",
       "103                                 Government   \n",
       "4                                   Government   \n",
       "33                  Government, Private sector   \n",
       "70                        Government, Military   \n",
       "8                                   Government   \n",
       "56                   Government, Civil society   \n",
       "42   Government, Civil society, Private sector   \n",
       "28                                  Government   \n",
       "95                   Government, Civil society   \n",
       "108                                 Government   \n",
       "16                                    Military   \n",
       "123                                 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",
       "129  https://www.hrw.org/news/2022/12/05/iran-state...   \n",
       "48   https://media.defense.gov/2022/Dec/13/20031315...   \n",
       "142  https://cyware.com/news/researchers-laid-bare-...   \n",
       "9    https://www.volexity.com/blog/2022/12/01/buyer...   \n",
       "34   https://mp.weixin.qq.com/s/2RluW4O56UWiNSQB2hQtGA   \n",
       "71   https://thehackernews.com/2022/11/russia-based...   \n",
       "86   https://mp.weixin.qq.com/s?__biz=MzUyMjk4NzExM...   \n",
       "43   https://www.cisa.gov/uscert/ncas/alerts/aa22-320a   \n",
       "57   https://www.trendmicro.com/en_us/research/22/k...   \n",
       "119  https://symantec-enterprise-blogs.security.com...   \n",
       "17   https://www.lookout.com/blog/uyghur-surveillan...   \n",
       "29   https://www.microsoft.com/en-us/security/blog/...   \n",
       "99   https://www.lookout.com/blog/uyghur-surveillan...   \n",
       "109  https://www.welivesecurity.com/2022/10/20/dome...   \n",
       "96   https://symantec-enterprise-blogs.security.com...   \n",
       "81   https://japannews.yomiuri.co.jp/politics/defen...   \n",
       "124  https://www.malwarebytes.com/blog/threat-intel...   \n",
       "66   https://blogs.blackberry.com/en/2022/10/mustan...   \n",
       "52   https://www.proofpoint.com/us/blog/threat-insi...   \n",
       "137  https://citizenlab.ca/2022/10/new-pegasus-spyw...   \n",
       "38   https://symantec-enterprise-blogs.security.com...   \n",
       "24   https://www.recordedfuture.com/russia-nexus-ua...   \n",
       "13   https://blog.talosintelligence.com/2022/09/gam...   \n",
       "133  https://symantec-enterprise-blogs.security.com...   \n",
       "118  https://symantec-enterprise-blogs.security.com...   \n",
       "146  https://www.proofpoint.com/us/blog/threat-insi...   \n",
       "90   https://www.secureworks.com/blog/bronze-presid...   \n",
       "61   https://www.mandiant.com/resources/blog/apt42-...   \n",
       "75   https://www.microsoft.com/security/blog/2022/0...   \n",
       "47   https://therecord.media/china-linked-hackers-t...   \n",
       "20   https://www.proofpoint.com/us/blog/threat-insi...   \n",
       "128  https://securelist.com/kimsukys-golddragon-clu...   \n",
       "113  https://www.microsoft.com/security/blog/2022/0...   \n",
       "103  https://www.bleepingcomputer.com/news/security...   \n",
       "4                  https://cert.gov.ua/article/2681855   \n",
       "33   https://ics-cert.kaspersky.com/publications/re...   \n",
       "70   https://www.kaspersky.com/about/press-releases...   \n",
       "8    https://www.mandiant.com/resources/blog/likely...   \n",
       "56   https://about.fb.com/news/2022/08/metas-advers...   \n",
       "42   https://ti.qianxin.com/blog/articles/king-of-p...   \n",
       "28   https://www.bleepingcomputer.com/news/security...   \n",
       "95   https://blog.google/threat-analysis-group/cont...   \n",
       "108  https://www.zdnet.com/article/hackers-turn-to-...   \n",
       "16   https://diplomatie.belgium.be/en/news/declarat...   \n",
       "123  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",
       "129  https://therecord.media/iranian-espionage-camp...   \n",
       "48                                                 NaN   \n",
       "142  https://decoded.avast.io/threatintel/apt-treas...   \n",
       "9    https://www.bleepingcomputer.com/news/security...   \n",
       "34                                                 NaN   \n",
       "71                                                 NaN   \n",
       "86                                                 NaN   \n",
       "43                                                 NaN   \n",
       "57                                                 NaN   \n",
       "119                                                NaN   \n",
       "17                                                 NaN   \n",
       "29                                                 NaN   \n",
       "99                                                 NaN   \n",
       "109                                                NaN   \n",
       "96                                                 NaN   \n",
       "81                                                 NaN   \n",
       "124                                                NaN   \n",
       "66                                                 NaN   \n",
       "52                                                 NaN   \n",
       "137                                                NaN   \n",
       "38                                                 NaN   \n",
       "24                                                 NaN   \n",
       "13                                                 NaN   \n",
       "133  https://www.ptsecurity.com/ww-en/analytics/pt-...   \n",
       "118                                                NaN   \n",
       "146                                                NaN   \n",
       "90                                                 NaN   \n",
       "61                                                 NaN   \n",
       "75                                                 NaN   \n",
       "47                                                 NaN   \n",
       "20   https://www.bleepingcomputer.com/news/security...   \n",
       "128                                                NaN   \n",
       "113  https://www.bleepingcomputer.com/news/security...   \n",
       "103  https://me.usembassy.gov/security-alert-monten...   \n",
       "4                                                  NaN   \n",
       "33                                                 NaN   \n",
       "70   https://www.bleepingcomputer.com/news/security...   \n",
       "8    https://www.cisa.gov/uscert/ncas/alerts/aa22-264a   \n",
       "56                                                 NaN   \n",
       "42   https://www.nknews.org/2022/05/north-korean-ha...   \n",
       "28                                                 NaN   \n",
       "95   https://www.bleepingcomputer.com/news/security...   \n",
       "108  https://unit42.paloaltonetworks.com/cloaked-ur...   \n",
       "16                                                 NaN   \n",
       "123  https://www.bleepingcomputer.com/news/security...   \n",
       "\n",
       "                                             Sources_3  \n",
       "104                                                NaN  \n",
       "91                                                 NaN  \n",
       "76                                                 NaN  \n",
       "114                                                NaN  \n",
       "62                                                 NaN  \n",
       "129                                                NaN  \n",
       "48                                                 NaN  \n",
       "142                                                NaN  \n",
       "9                                                  NaN  \n",
       "34                                                 NaN  \n",
       "71                                                 NaN  \n",
       "86                                                 NaN  \n",
       "43                                                 NaN  \n",
       "57                                                 NaN  \n",
       "119                                                NaN  \n",
       "17                                                 NaN  \n",
       "29                                                 NaN  \n",
       "99                                                 NaN  \n",
       "109                                                NaN  \n",
       "96                                                 NaN  \n",
       "81                                                 NaN  \n",
       "124                                                NaN  \n",
       "66                                                 NaN  \n",
       "52                                                 NaN  \n",
       "137                                                NaN  \n",
       "38                                                 NaN  \n",
       "24                                                 NaN  \n",
       "13                                                 NaN  \n",
       "133                                                NaN  \n",
       "118                                                NaN  \n",
       "146                                                NaN  \n",
       "90                                                 NaN  \n",
       "61                                                 NaN  \n",
       "75                                                 NaN  \n",
       "47                                                 NaN  \n",
       "20   https://therecord.media/china-linked-hackers-t...  \n",
       "128                                                NaN  \n",
       "113                                                NaN  \n",
       "103  https://www.latimes.com/world-nation/story/202...  \n",
       "4                                                  NaN  \n",
       "33                                                 NaN  \n",
       "70                                                 NaN  \n",
       "8                                                  NaN  \n",
       "56                                                 NaN  \n",
       "42                                                 NaN  \n",
       "28                                                 NaN  \n",
       "95                                                 NaN  \n",
       "108                                                NaN  \n",
       "16                                                 NaN  \n",
       "123                                                NaN  "
      ]
     },
     "execution_count": 265,
     "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",
    "\n",
    "data_frame.head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 266,
   "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>Date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2018-11-16 02:04:18.167330560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>2005-08-25 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2017-03-30 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2019-12-22 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>2021-07-15 00:00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>2022-12-24 00:00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                Date\n",
       "count                            753\n",
       "mean   2018-11-16 02:04:18.167330560\n",
       "min              2005-08-25 00:00:00\n",
       "25%              2017-03-30 00:00:00\n",
       "50%              2019-12-22 00:00:00\n",
       "75%              2021-07-15 00:00:00\n",
       "max              2022-12-24 00:00:00"
      ]
     },
     "execution_count": 266,
     "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",
    "data_frame.describe()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 267,
   "id": "d08b7d07-90d2-42b3-97a2-eaaa68d4474f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_7_unique_Affiliations=data_frame[data_frame['Affiliations'] !='Not Provided']['Affiliations'].value_counts().nlargest(7)\n",
    "\n",
    "#print(top_7_unique_Affiliations)\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=top_7_unique_Affiliations.index, y=top_7_unique_Affiliations.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",
    "# Group by 'Year' and 'Type', count occurrences, and find the most occurring event for each year\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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Up08fW/9//PGHunbtqtjYWNsvaen9A7AfZ2SBPK5w4cK2s0npZ2f/zdfXV/PmzdOTTz6poKAgbd26VcHBwRo+fLjt1lIlSpTQZ599piZNmujcuXOKjIxU4cKFNWzYMD3//POSrp7tGzBggAoVKqRDhw7d8CrxokWLasmSJRo0aJDuvfde7dmzR9HR0QoJCdGoUaM0b94829fFXl5emj17tjp16qS0tDRt3bpVd999t15//XV17txZ0tW5vR988IEqV66sXbt26fz582rRooU++eQT2/tMnjxZFSpU0KlTp7R37169/fbbGS4sy0nvvPOO2rVrJ9M0tW/fPj3xxBNq0qSJJGWaLvFv6RdNXe/PtdMvOnToYHuv9HFK16NHD40ZM0Z33XWXtm3bJsMw1LNnT02aNMmu/WjVqpXq1KmjtLQ0/f3337p48WK2++7WrZvCw8NVsGBB7dq1S3fddZftjHtkZKSkrP2cnaVp06aaMmWKQkJCFBUVpcTERD366KOaNWuWvLy81Lx5cw0YMEDFihXTvn37VLBgQduDSNL7B2A/w3TmRCwAgF0uX76sjz/+WMWKFVODBg103333yTRNhYeHKyoqSvPmzbPdggwA8jqmFgCAGwkKCtJ3332nEydOKDg4WNWqVdPJkycVHR2tYsWKqUaNGq5uEQDcBlMLAMDNfPzxx3rwwQdlmqZ+/fVX/f3333rggQc0e/Zsp39FDgCehKkFAAAA8EickQUAAIBHIsgCAADAIxFkAQAA4JEIsgAAAPBIBFkAAAB4pDx/H9nz5y+K+zYAAAC4B8OQihQpkKVt83yQNU0RZAEAADwQUwsAAADgkQiyAAAA8EgEWQAAAHgkgiwAAAA8EkEWAAAAHokgCwAAAI9EkAUAAMhlLly4oPDwDtq+fWuG5bt27VDTpg0yLDNNU3Pnzlbnzu0UFvagnnjica1f/2NOtpttef4+sgAAALnJjh1/asKE13Ty5AnbMtM09f33yzV16mQlJydn2H7Roi/1/fcrNGnSVN17byn99tuveuWVF1W8+B2qVKlKTrdvF87IAgAA5BKrVn2n118fo379BmZY/tZb47RixTI99VS/TK+5ePGi+vR5WqVKlZZhGGrUqLFKlSqlnTujcqrtbOOMLAAAQC5Rp049NW/eQt7e3nr11Zdsy59++hndfnvxTFMNJOmpp/pn+PvRo0d05MhhhYRUdHq/t4ogCwAAkEsUKVL0ustvv714ll5//PgxvfDCMIWFtVSNGvc7sjWnYGoBAAAAtHHjBvXv30eNGzfR6NFjXd1OlnBGFgAAII+bO3e2FiyYrxdeeElhYS1c3U6WEWQBAADysIULP9fChZ9rxoyPVb58BVe3YxeCLAAAQB6Vfg/ZK1euaNCgvhnW9ezZR716PemizrLGME3TdHUTrhQTc1F5ewQAAADch2FIRYsWyNK2nJEFAADwYIYhGYbh1BqmabrliT+CLAAAgIcyDMknyFCKkm++8S3wka9SLrtfmCXIAgAAeCjDuBpi9yfvl8Wa5JQa/l5+CvENkWH4yt1mpBJkAQAAPJzFmiSL1eLqNnIcD0QAAACARyLIAgAAwCMRZAEAAOCRCLIAAADwSARZAAAAeCSCLAAAADwSQRYAAAAeiSALAAAAj0SQBQAAgEciyAIAAMAjEWQBAADgkQiyAAAA8EgEWQAAAHgkgiwAAAA8EkEWAAAAHokgCwAAAI9EkAUAAIBHIsgCAADAIxFkAQAA4JEIsgAAAPBIBFkAAAB4JIIsAAAAPBJBFgAAAB6JIAsAAACPRJAFAACARyLIAgAAwCMRZAEAAOCRCLIAAADwSARZAAAAeCSCLAAAADwSQRYAAAAeiSALAAAAj0SQBQAAgEciyAIAAMAjuUWQjY2NVfPmzbV582bbsqioKHXu3FmhoaFq2rSpFi1alOE133zzjZo3b64aNWqoY8eO+t///pfTbQMAAMCFXB5kt23bpvDwcB0/fty2LD4+Xv369VOHDh0UGRmpCRMm6K233tKOHTskSZs3b9b48eM1ceJERUZGql27dhowYICuXLniqt0AAABADnNpkP3mm280YsQIPfvssxmWr1mzRoUKFVL37t3l7e2t+vXrq23btlqwYIEkadGiRWrdurVq1qwpHx8f9e7dW8HBwVq5cqUrdgMAAAAu4NIg26hRI61du1atWrXKsPzgwYMqX758hmVly5bVvn37JEnR0dH/uR4AAAC5n7crixcrVuy6yy9fvqyAgIAMy/z9/ZWYmJil9fYwDLtfAgAA4BYMQzJzsFZO5CZ7arg0yN5IQECALl68mGGZxWJRUFCQbb3FYsm0Pjg42O5aRYoUyH6jAAAALpaQliA/01syfZzy/n6Gt3x9vVUwIL9T3v9WuGWQLV++vH777bcMy6Kjo1WuXDlJUrly5XTw4MFM6xs3bmx3rfPnL8rMqV9lAAAAHMjLy5A1IFVJSamyWFOcVCSfko1UxV65JKvV+aHJMLJ+otEtg2zz5s01adIkzZ07V927d9e2bdu0YsUKzZw5U5LUqVMnDRo0SC1btlTNmjW1YMECnT9/Xs2bN7e7lmmKIAsAADxSTmYYd8xMbhlkg4ODNWfOHE2YMEHTpk1T4cKFNWbMGNWrV0+SVL9+fb366qt67bXX9Pfff6ts2bKaNWuWChUq5NrGAQAArnHs2FFNnfqu9uzZpcDAILVv31E9e/aRl5eXoqMPavr097Rnz275+/srLKyFBgwYKm9vt4xnbskwTXfL1jkrJoapBQAAwPESExPVs2cX1alTT0OHPq/4+DiNGvWsHnywqTp27KIePTopPLy7unbtqXPnzurZZwerXbtH1a1bzyzX8PIyZAYmK8qyQxar5eYvyAZ/L39V968mI9E3x6YWFC3qwVMLAAAAPN2OHX/qwoULeu65UfLx8VFAQIB69XpSU6dOVkBAoO6++x717NlHknTnnSX0/vszJHE7JXsQZAEAAJzAarXKx8c7w1QBw/BSbOx5RUb+odKly2jSpDf166+/yN/fX61bt7MFW2SNyx9RCwAAkBtVrVpdfn7+ioj4QBaLRWfOnNaXX86XdDXkrly5QhUrVtbSpd9rwoRJ+vbbpVq4cIGLu/YsBFkAAAAnKFCggN59d6r27Nmljh1ba+zY0WrRorWkq0G2YsXKatOmvby9vVWuXHl16hSu9evXurhrz8LUAgAAACdISUlRWlqapk2LkPH/j6v65pvFKlXqPlWoUFHbt2/LsH1ampUL0O3EGVkAAAAnME1Tzz47WN9//61M09S+fXs1f/4cdenSVa1bt9fhw9FasGCe0tLSdOhQtJYu/VqPPNLK1W17FG6/xe23AACAk/z553ZNm/ae/vrruIKDg9WlS1d16vS4JGn37l2aOXOqDh2Klr+/vzp0eExPPPGU7extVuT1228RZAmyAADAQ+X1IMscWQAAgFtgGLLrLGp2mKbJibfrIMgCAABkk2FIPkGGUpTs1Do+8lXKZcLsvxFkAQAAsskwrobY/cn7ZbEmOaWGv5efQnxDZBi+yuMzQjMhyAIAANwiizXJaXNUcWMEWQAAkGsdO3ZUU6e+qz17dikwMEjt23dUz5595OXlpZ9/Xqe5cz/RqVMnVbBgQbVq1Va9ez8tLy/uTuopCLIAACBXSkxM1HPPDVadOvU0YcIkxcfHadSoZ5WWlqYGDR7Q+PGvaNy4iapfv6GOHz+mF14YpoCAQHXt2sPVrSOL+JUDAADkSjt2/KkLFy7ouedGKSAgQHfccad69XpSy5Yt0Zkzp9Shw2Nq2PABeXl5qVSp0mrc+CFFRW13dduwA2dkAQBArmS1WuXj4y1v73/ijmF4KTb2vO6/v7YeeqiZbXlSkkW//75RYWEtXdEqsokzsgAAIFeqWrW6/Pz8FRHxgSwWi86cOa0vv5wvSUpO/ucOA4mJl/XiiyPk5+ev8PBurmoX2UCQBQAAuVKBAgX07rtTtWfPLnXs2Fpjx45WixatJUn58199ctTx40fVv38fpaWladq0CAUGBrmyZdiJqQUAACBXSklJsQXU9CdvffPNYpUqdZ/8/f21adNGvfbay2rb9lE988zgDFMQ4Bk4IwsAAHIl0zT17LOD9f3338o0Te3bt1fz589Rly5dtWvXTr300gsaMuQ5DR48nBDroQwzjz8iIibmIo97AwAgl/rzz+2aNu09/fXXcQUHB6tLl67q1OlxjRr1rH7/faP8/f0zbF+tWqgmT56W5ff38jJkBiYryrLDaQ9E8PfyV3X/ajISfWW1Zgwtrq7vDIYhFS1aIGvbEmQJsgAAeDrDkG36gLOYppkpM7g6SLq6vjPYE2Q5jw4AADyaYUg+QYZSlOzUOj7yVcrlzGEWrkOQBQAAHs0wrobY/cn7ZbEm3fwF2eDv5acQ3xAZhq/y+JfZboUgCwAAcgWLNclpX6/DPXHXAgAAAHgkgiwAAAA8EkEWAAAAHokgCwAAAI9EkAUAAIBHIsgCAADAIxFkAQAA4JEIsgAAAPBIBFkAAAB4JIIsAAAAPBJBFgAAAB6JIAsAAACPRJAFAACARyLIAgAAwCMRZAEAAOCRCLIAAADwSARZAAAAeCSCLAAAADwSQRYAAAAeiSALAAAAj0SQBQAAgEciyAIAAMAjEWQBAADgkQiyAAAA8EgEWQAAAHgkgiwAAAA8EkEWAAAAHilbQTY6Olpnz56VJH311VcaNGiQvvzyS4c2BgAAAPwXb3tf8PPPP2vw4MGaMGGC7rrrLr366quSpJ9++kmGYejxxx93eJMAAADAv9l9RnbmzJmyWq3y9vbWihUr5OXlpeeee05+fn764osvnNEjAAAAkIndQfbQoUOqWbOmWrdurT/++EPly5dXv379VLNmTZ04ccIZPQIAAACZZGuOrI+Pj86dO6ejR4/q/vvvlyRdvHhRPj4+Dm0OAAAAuBG7g2zp0qW1detWDRkyRIZhqFGjRoqIiNCOHTtUqVIlZ/QIAAAAZGJ3kO3fv7/S0tL0559/qnLlymrcuLEOHTokHx8fDRw40Bk9AgAAAJnYfdeC5s2ba/ny5Tp+/Ljq1asnb29vtWnTRr169VLVqlWd0SMAAACQSbbmyJYpU0ZVq1bVpk2b9Mcff6hmzZpOCbG7d+9W9+7dVatWLTVq1EhvvPGGkpOTJUlRUVHq3LmzQkND1bRpUy1atMjh9QEAAOC+7A6yqampGjt2rB588EENGjRIn3/+uRYtWqTOnTsrLi7OYY1ZrVb1799fjzzyiLZs2aLFixdr48aNmjVrluLj49WvXz916NBBkZGRmjBhgt566y3t2LHDYfUBAADg3uwOstOnT9eiRYtUvHhxmaYpSfrrr7+0c+dOvfPOOw5rLD4+XufOnZPVarXV8fLyUkBAgNasWaNChQqpe/fu8vb2Vv369dW2bVstWLDAYfUBAADg3uyeI/vtt9/q7rvv1vfff69q1apJkkaPHq2ff/5ZP//8s8MaCw4OVu/evfX222/rnXfeUVpampo1a6bevXtr4sSJKl++fIbty5Ytq8WLF9tdxzAc1TEAAHAFw5DMHKx1bXZwZW13qO+sOllld5A9f/686tSpI19fX9syX19flSxZ0qFf7VutVvn7+2vs2LHq1KmTjh07psGDB2vatGm6fPmyAgICMmzv7++vxMREu+sUKVLAUS0DAAAXSUhLkJ/pLZnOuae9n+EtX19vFQzI71a13aG+K9kdZEuXLq3IyEitWbNGknTp0iV99dVX2rZtmypUqOCwxtauXasffvhBq1evliSVK1dOgwYN0oQJE9S2bVtdvHgxw/YWi0VBQUF21zl//qLMnPpVBgAAOJyXlyFrQKqSklJlsaY4qUg+JRupir1ySVbrP8HBlbXdob4zGEbWTzTaHWSHDh2qIUOGaNiwYTIMQ5s3b9bmzZtlmqb69u1rd7M3cvr0adsdCmzNenvLx8dH5cuX12+//ZZhXXR0tMqVK2d3HdMUQRYAAA+Wk/+O/zs3uLK2O9R3Nbsv9nr44YcVERGh0NBQ+fv7K3/+/AoNDdWHH36oli1bOqyxRo0a6dy5c4qIiFBaWpr++usvffjhh2rbtq2aN2+umJgYzZ07VykpKfrjjz+0YsUKPfbYYw6rDwAAAPdmmOatZ2vTNGU4Yfbv77//rvfff1+HDx9WgQIF1K5dOw0aNEi+vr7auXOnJkyYoAMHDqhw4cIaOHCgOnbsaHeNmBimFgAA4Mm8vAyZgcmKsuyQxWpxSg1/L39V968mI9E309QCV9V2h/rOYBhS0aJOmlogSTNnzlRKSoqGDRsmSerYsaOaNGmioUOHZuftbqhBgwZq0KDBdddVrVpVCxcudGg9AAAAeA67g+zHH3+sadOmqXbt2pKuXmS1d+9e7du3T/7+/urXr5/DmwQAAAD+ze45sosWLVKBAgU0YsQISVdve7V48WIVKFBAS5YscXiDAAAAwPXYHWTPnDmjatWqqXr16rZlVapUUdWqVXX69GmHNgcAAADciN1BtmjRotq1a5dOnTplW3b06FHt2LFDwcHBDm0OAAAAuBG758i2bt1as2fPVosWLVSqVCmlpaXp2LFjSktLU+fOnZ3RIwAAAJBJth6I8Ndff+mHH37QgQMHbMvDwsI0fPhwR/YGAAAA3JDdQdbX11dTp07VkSNHtG/fPpmmqYoVK6p06dLO6A8AAAC4rmzdR1aSSpcuTXgFAACAy9gdZA8dOqRx48YpKipKSUlJGdYZhqE9e/Y4rDkAAADgRuwOsuPGjdPmzZuvu84BT7sFAAAAssTuILtr1y4FBQXpjTfeUPny5eXj4+OMvgAAAID/ZHeQLVKkiO666y61bNnSGf0AAAAAWWL3AxGGDh2qP//8Uzt27HBGPwAAAECW2H1G9uuvv5a3t7fCw8MVEBCgwMBA2zrDMPTrr786tEEAAADgeuwOslu2bLH9d2JiohITE21/NwzDMV0BAAAAN2F3kJ0/f74z+gAAAADsYneQrVOnjjP6AAAAAOySrSd7bd26VR9//LGioqJUp04dtWvXTmfPnlX37t0d3R8AAABwXXYH2Q0bNmjAgAFKS0uTYRgyTVPbtm3TvHnzlC9fPj3++OPO6BMAAADIwO7bb02bNk2+vr6aNWuW7UlezZo1k7+/v+bNm+fwBgEAAIDrsTvIHjhwQPfff78eeOAB27LatWurWrVqOnnypEObAwAAAG7E7iBbsGBBHTlyRBaLxbYsNjZWBw4cUHBwsEObAwAAAG7E7iDbpk0bnTp1Sg8//LAMw9CWLVv0yCOPKC4uTo888ogzegQAAAAysftir+eee05///23Vq1aJUlKSEiQJIWFhenZZ591bHcAAADADdgdZP/++29NmTJFzz77rPbs2SNvb2+VL19e99xzjzP6AwAAAK7L7iDbtWtXlS5dWp999hnhFQAAAC5j9xxZwzCUmprqjF4AAACALLP7jOyTTz6pyZMn6/XXX1etWrWUP39+5cuXz7a+UaNGDm0QAAAAuB67g+zbb78twzC0cOFCLVy4MMM6wzC0Z88ehzUHAAAA3IjdQbZEiRLO6AMAAACwi91Bdt68ebr77rud0QsAAACQZXZf7NW1a1f17NnTGb0AAAAAWcZdCwAAAOCRuGsBAAAAPBJ3LQAAAIBH4q4FAAAA8Eh2B9mffvrJGX0AAAAAdrH7Yi8AAADAHdh9RrZixYo3XMccWQAAAOQUu4OsaZrZWgcAAAA4kt1Bds2aNbb/Nk1TycnJ2rFjhyZPnqyIiAiHNgcAAADciN1B9p577sm0rFy5ctq0aZMmTpyoL774wiGNAQAAAP/F7iB7PYmJiTp06JAOHz7siLcDAAAAbsruIPvvJ3dZrVZdvHhRqampuvfeex3WGAAAcIyEhHhNnTpZmzb9JqvVqtDQ+/X88y+qaNGiWrLkay1a9KXOn49RkSJF1bnz43rssXBXtwxkid1BNiYm5rrLAwICNHr06FtuCAAAONbLL49UgQIF9dVXy5Qvn5cmTHhN77zzhtq166jZsyM0ZcoMVahQUXv37tagQf1UunQZ3X9/LVe3DdyU3UF2/vz5mZb5+/urbNmyCgwMdEhTAADAMfbt26vdu3dpxYofFBSUX5I0atQYxcTE6L77ymjJkhUKDAxSamqq4uLiZBhS/vz5Xdw1kDV2B9k6depIki5dumT7oB85coQQCwCAG9q7d7dKlSqt5cuXadmyxbJYrqhu3QYaPHi4JCkwMEjHjx9Vz57hSktLU3h4d5UvX8G1TQNZZPeTvRISEtS7d29NmDDBtqxHjx7q0aOH4uLiHNkbAAC4RQkJ8Tp06KBOnDiuTz9doE8//ULnzp3VG2+8atumRIm7tG7db5o9e77WrVujzz+f67qGATvYHWQnTZqkP/74QydOnJAkWSwWSdK2bdv03nvvObY7AABwS3x8fCVJQ4c+r8DAIBUuXET9+g3Upk2/KTExUZLk7e0tb29vVahQSZ07P661a39wZctAltkdZNevX6+SJUvaHn7g7++vH3/8USVLltTPP//s6P4AAMAtKF26tEzTVGpqim1ZWppVkvT111/olVdezLB9SkqKChYsmKM9Atlld5CNj4/X3XffraCgINuygIAAlShRgqkFAAC4mdq166lEiZJ6661xSkxM1IULFzRr1kw98MBDqlevoX799WetW7dWVqtVO3b8qUWLvlSHDp1c3TaQJXYH2XvvvVdbt27V999/r/j4eMXGxmrJkiXatm3bdZ/6BQAAXMfb21sffPCx8uXLp65dH1XXrh1VrNjtevHFV1ShQkWNH/+25s+foxYtmujdd9/SsGEj1KxZc1e3DWSJ3Xct6NOnj15++WWNGDEiw3LTNPXEE084rDEAAGAfw5AMw8i0/Pbbb9f48ROv+5rGjR9U48YPZrmGaZoyzWy3CDiU3UH2sccek8ViUUREhM6dOydJKlasmJ555hl17tzZ4Q0CAICbMwzJJ8hQipKdWsdHvkq5TJiFe7A7yEpS9+7d1b17d8XGxso0TRUpUsTRfQEAADsYxtUQuz95vyzWJKfU8PfyU4hviAzDVyZJFm4gW0E2MjJSf//9t9q0aSNJeu211xQWFqYGDRo4tDkAAGAfizVJFqvF1W0AOcLui71+/PFH9e7dW8uXL5ckpaWlafHixerbt69+/PFHhzcIAAAAXI/dQXbmzJmSpMaNG0u6Oun7ueeek2EY+uijjxzbHQAAAHADdgfZI0eOqHbt2urRo4ekq7f1ePLJJ1WrVi0dOnTI4Q0CAAAA12N3kPX19dXJkyeVlpZmW5acnKzjx4/L2ztbU25vKC4uTiNHjlTdunVVu3ZtDRw4UGfPnpUkRUVFqXPnzgoNDVXTpk21aNEih9YGAACAe7M7yDZq1EgnTpxQhw4d9MYbb+j1119Xu3btdPr0aTVs2NChzQ0ZMkSJiYlau3at1q9fr3z58mns2LGKj49Xv3791KFDB0VGRmrChAl66623tGPHDofWBwAAgPuy+xTqyJEjFRUVpYMHDyo6Otp2+42SJUtq1KhRDmts165dioqK0u+//678+fNLksaPH69z585pzZo1KlSokLp37y5Jql+/vtq2basFCxaoWrVqDusBAAAA7svuIFu8eHEtX75cK1as0L59+2SapipWrKg2bdooKCjIYY3t2LFDZcuW1ddff60vv/xSV65c0QMPPKBRo0bp4MGDKl++fIbty5Ytq8WLFzusPgAAANxbtia15suXT02bNlW7du0UEBDg6J4kSfHx8dq/f7+qVKmib775RhaLRSNHjtSoUaNUtGjRTHX9/f2VmJhod53rPMkPAACPYxhSTj2i4OqjcHOoWBa4ct9dPe6uru+sOlllV5BduHChFixYoOjoaNuysmXLqmvXrurWrZs9b3VTvr6+kqSXX35Zfn5+yp8/v4YPH64uXbqoY8eOslgy3uzZYrFk64xwkSIFHNIvAACulpCWID/TWzJ9nPL+foa3fH29VTAgv1Pe/1a4ct9dPe6uru9KWQ6yzz//vFauXJnpkXQHDx7U+PHjFRkZqSlTpjissbJly8pqtSolJUV+fn6SJKvVKkmqWLGivvjiiwzbR0dHq1y5cnbXOX/+Is+LBgB4PC8vQ9aAVCUlpcpiTXFSkXxKNlIVe+WSrFb3+cfTlfvu6nF3dX1nMIysn2jMUpBdtmyZvv/+ewUGBqpPnz6qV6+eihQporNnz2rDhg364osvtHr1ajVu3FiPPvroLTWfrkGDBrr77rv10ksv6a233lJSUpKmTJmihx9+WG3atNG0adM0d+5cde/eXdu2bdOKFStsD2uwh2mKIAsA8Hg5+W+Zu/3b6cp9d/W4u7q+q2UpyC5evFj58uXTRx99pNq1a9uW33fffapXr57q16+vfv36adGiRQ4Lsj4+Pvrss880ceJEPfLII0pKSlLTpk318ssvq2DBgpozZ44mTJigadOmqXDhwhozZozq1avnkNoAAABwf1kKsvv371e5cuUyhNhrPfDAAypfvrwOHDjg0OaKFy9+w+kKVatW1cKFCx1aDwAAAJ4jSw9ESEpKUoEC/z1XoWDBgkpOTnZIUwAAAMDNZCnI3nHHHdq7d6/i4+Ovu/78+fPavXu37rzzToc2BwAAANxIloJs48aNdenSJQ0ePFjHjx/PsO7QoUMaPHiwrly5oiZNmjilSQAAAODfsjRHtl+/flq1apW2bt2qli1b6s4771TRokV19uxZnTlzRlarVUWLFlXfvn2d3S8AAAAgKYtnZG+//XZ99tlnqlixotLS0nTixAn9+eefOnXqlKxWqypWrKh58+apSJEizu4XAAAAkGTHAxHuu+8+LV26VDt37tSuXbsUHx+v/Pnzq0qVKqpRo4YTWwQAAAAys+sRtdLV215VrVrVGb0AAAAAWZalqQUAAACAu7H7jCwAAIA91q1bo3HjxsrX19e2rHHjhzR27HgtWfK1Fi36UufPx6hIkaLq3PlxPfZYuAu7hSchyAIAAKfau3ePHnmklV566dUMyzdu3KDZsyM0ZcoMVahQUXv37tagQf1UunQZ3X9/LRd1C0+SpakFjz76qMaOHStJ+uCDD7Ry5UqnNgUAAHKPffv2KCSkYqbljRo11pIlK1ShQkWlpqYqLi5OhiHlz5/fBV3CE2XpjGx0dLQKFiwo6WqQbd68uVq1auXUxgAAgOezWq3av3+f/P399cUX82W1WlWvXkMNGDBEBQsWVGBgkI4fP6qePcOVlpam8PDuKl++gqvbhofIUpC97bbbtGXLFtWvX1+StGHDBjVq1CjTdoZh6Ndff3VshwAAwGPFxV1Q+fIheuihZnrjjXcUFxenCRNe1fjxYzVp0lRJUokSd2ndut8UHX1Ao0c/r+DgYPXo0du1jcMjZGlqQdeuXWWapi5cuCDDMJSUlKSYmJjr/gEAAEhXuHARzZgxS23atJe/v7/uuOMODRw4VH/88bsSEy9Lkry9veXt7a0KFSqpc+fHtXbtDy7uGp4iS2dkBw0apDZt2ujs2bPq2bOnatasqWHDhjm7NwAA4OGiow9q7drVeuaZwTIMQ5KUnJwiLy8vLV26SAcO7Ne4cW/Ztk9JSbFNZwRuJst3Lbj33nt177336q233tKdd96pOnXqOLMvAACQCxQsWFBLl36tggULKjy8u2JiYjRz5lS1bNlGtWrV1SeffKR169aqSZNm2rVrhxYt+lLPPTfa1W3DQximaZr2vuj06dP64IMPtHXrVklSnTp1NGjQIN1xxx0Ob9DZYmIuyv4RAADAvXh5GTIDkxVl2SGL1eKUGv5e/qruX01Goq+s1qz/4/m//23TRx/N0OHDh+Tr66uHHw7TgAFD5efnp40bN2jWrA91+vQp3XHHHerRo7fCwlra1Zcr993V4+7q+s5gGFLRogWytK3d95E9ceKEwsPDFRsbq/QMfOzYMa1fv15fffWVSpYsae9bAgCAXCw0tKYiIuZcd12jRo3VqFHjHO4IuYXdj6idPHmyzp8/rwcffFDTp0/X9OnT9eCDDyomJkbvvfeeM3oEAABuzjCunh105p//n2IL2Nh9Rvb3339XqVKl9OGHH9ombTdr1kwtW7bUxo0bHd4gAABwb4Yh+QQZSlGyU+v4yFcpl02mBMLG7iCbnJysYsWK2UKsJHl5ealYsWI6e/asQ5sDAADuzzCuhtj9yftlsSY5pYa/l59CfENkGL7KxuU9yKXsDrLlypXT9u3b9d1336lNmzaSpOXLl2v79u2qVq2awxsEAACewWJNctoFR8D12D1H9qmnnlJaWppeeOEF1ahRQzVq1NCoUaNkmqaeeOIJZ/QIAAAAZGJ3kH3kkUc0btw4FSxYUBaLRRaLRfnz59eoUaPUsqV9t8sAAAAAssvuqQWS1KVLF3Xo0EHR0dHy8vLSfffdJ19fX0f3BgAAANxQtoKsJPn6+qpSpUqO7AUAAADIMrunFgAAAADugCALAAAAj0SQBQAAgEeyO8g+9thjmjhxojN6AQAAALLM7ou9/vrrLwUFBTmjFwAAACDL7D4j27VrV+3cuVOrVq3SuXPnZLFYlJycbPsDAAAA5AS7z8iuWLFCSUlJeu655zKtMwxDe/bscUhjAAAAwH+xO8ieOnXqhutM07ylZgAAAICssjvIrlu3zhl9AAAAAHaxO8iWLFlSkpSamqpDhw7ZHlGbL18+hzcHAAAA3Ei2HlEbERGhOXPm6OLFi2rWrJnq16+vzZs3691335Wvr6+jewQAAAAysfuuBZ9++qnef/99paSk2JYdPHhQa9as0eTJkx3aHAAAAHAjdgfZL7/8UsWKFdPPP/9su7hr6NChKlq0qFatWuXwBgEAAIDrsTvInjp1SiEhIbrttttsywoXLqyyZcsqLi7Okb0BAAAAN2R3kC1ZsqT+/PNP7d69W9LVi742btyobdu26a677nJ4gwAAAMD12B1kn3rqKV26dEmdOnWSYRj65Zdf1LdvX6WkpKh79+7O6BEAAADIxO67FnTp0kVpaWmKiIjQ33//LUkqXry4+vXrR5AFAABAjsnW7be6du2qrl27KjY2Vj4+PipQoICj+wIAAAD+U7aC7JkzZ7RgwQIdPXpU+fLlU9myZdWtWzcVLlzY0f0BAAAA12V3kN20aZMGDBigpKQk2+23DMPQvHnzNGvWLNWoUcPRPQIAAACZ2B1k33nnHVksFtWqVUtNmzaVl5eX1q1bp8jISE2YMEGLFi1yRp8AAABABnYH2ejoaJUuXVrz58+Xl9fVmx706tVLbdu21f79+x3eIAAAAHA9dgfZsmXLys/PzxZiJcnLy0t+fn4KCQlxaHMAAADAjWQpyB45csT237169dLYsWM1depUNW/eXKmpqVq+fLlOnDihTz75xGmNAgAAANfKUpBt1apVpmURERGKiIiw/d00TYWHh2vPnj2O6w4AAAC4gSwF2fS7E9yM1Wq9pWYAAACArMpSkN23b5+z+wAAAADskq0HIqRLTk7OtMzX1/dW3hIAAADIEruD7L59+/Tiiy9q//79maYcGIbBHFkAAADkCLuD7JgxY7R3797rrsvqXFoAAADgVtkdZA8cOKBixYppypQpKl68eIb7yQIAAAA5JVsPRAgICFCtWrWc0Q8AAACQJXYH2VdeeUV9+vTR2LFj9eCDD8rf3z/D+kaNGjmsOQAAAOBG7A6yp06dUmpqqhYvXqzFixdnWMfFXgAAAMgpdk9wnTRpklJSUuTv76877rhDd955p+3PHXfc4fAG09LS1LNnT40ePdq2LCoqSp07d1ZoaKiaNm2qRYsWObwuAAAA3JvdZ2Tj4uJUrlw5LVmyJEfuGfvBBx9o69atKlmypCQpPj5e/fr109ChQxUeHq7IyEgNGjRIISEhqlatmtP7AQAAgHuw+4xs06ZNZZqm8uXL54x+Mti0aZPWrFmjsLAw27I1a9aoUKFC6t69u7y9vVW/fn21bdtWCxYscHo/AAAAcB92n5ENDQ3VunXr9Oijj6pevXqZLvZ67rnnHNLY+fPn9fLLL2vmzJmaO3eubfnBgwdVvnz5DNuWLVs203zdrDKMW+kSAAD3YBhSTt3N3TAy/vvpytqurp+X992ZdbLK7iD7xhtvSLp6P9mDBw/alpumKcMwHBJkrVarXnjhBfXp00cVKlTIsO7y5csKCAjIsMzf31+JiYnZqlWkSIFs9wkAgDtJSEuQn+ktmT5OeX8/w1u+vt4qGJDfrWq7un5e3ndXszvIdujQQYaT4/hHH30kX19f9ezZM9O6gIAAXbx4McMyi8WioKCgbNU6f/6ieCAZAMDTeXkZsgakKikpVRZripOK5FOykarYK5dktf7zj6cra7u6fl7ed2cxjKyfaLQ7yE6cONHuhuz17bff6uzZs7aHLlgsFknSjz/+qJEjR+q3337LsH10dLTKlSuXrVqmKYIsAMDj5eS/Zf/+t9OVtV1dPy/vuzuwO8hGRkb+5/ratWtnu5l0q1evzvD39FtvTZw4URcuXNCkSZM0d+5cde/eXdu2bdOKFSs0c+bMW64LAAAAz2F3kO3Zs+d/Ti3Yu3fvLTV0M8HBwZozZ44mTJigadOmqXDhwhozZozq1avn1LoAAGTXtm2Rioj4QMeOHZW/v7+aNGmmgQOHys/PX9HRBzV9+nvas2e3/P39FRbWQgMGDJW3t93/RAN5jt3/l9x+++22IGuappKTkxUfH6+AgABVqVLF4Q1KmaczVK1aVQsXLnRKLQAAHOnChQt64YXhGjFitFq0aK3Y2Fg999wgff75PD32WLiGDx+g8PDumjx5us6dO6tnnx2sIkWKqVu3zNeJAMjI7iC7YcOGTMv++usvdevWTR07dnRIUwAA5BbBwcH67rs1CgwMkmmaSkiIU3JysgoVKqRVq77T3Xffo549+0iS7ryzhN5/f4Yk7g0JZIXdD0S4nrvvvluNGjVSRESEI94OAIBcJTDw6p11OnZsrV69HleRIkXVqlU77d27W6VLl9GkSW+qXbtH1KVLe/3ww0rdfvvtLu4Y8Ax2n5E9cuRIhr9brVadPn1av/32m+Lj4x3WGAAAuc3ChUt18eJFvf76GI0ZM0ppaanasGG9Rox4Uc8+O1JHjhzWqFHPysfHl6kFQBbYHWRbtWp13eWmaapmzZq33BAAALmVn5+//Pz8NWDAEPXr11v16zdUxYqV1aZNe0lSuXLl1alTuNavX0uQBbLA7qkFpmlm+uPn56fatWvbnvoFAACu2rkzSt26PaaUlH9uVp+SkiIfHx/dc8+9GZZLUlqa1e3u1Qm4K7vPyO7bt88ZfQAAkCuVKVNOFotFERHT9cwzQ3T+fIw++OB9tW7dXu3addQ33yzWggXz9PjjPXT06BEtXfq1unXr5eq2AY/ATeoAAHCiwMBATZ48XdOmTVbbtmHKnz+/wsJaqnfvp+Xr66vp0z/WzJlT9dlnc+Xv768OHR5Tp07hrm4b8AhZCrK9emXtN0PDMDRv3rxbaggAAE9lGLruQ4PKlCmjqVOv/wTKqlWr6sMPZ2e5xtVpfdluEchVshRkt2zZcsN11z4c4b+e+AUAQG5mGJJPkKEUJTu1jo98lXKZMAtIWQyy8+fPv+7y7du3KyIiQklJSZKk+vXrO64zAAA8iGFcDbH7k/fLYk1ySg1/Lz+F+IbIMHxlkmSBrAXZOnXqZPh7QkKCJk2apCVLlshqtapo0aIaPXq02rRp45QmAQDwFBZrkixWi6vbAPIEuy/2WrZsmd555x1duHBBkhQeHq4RI0aoQIECDm8OAAAAuJEsB9lDhw7ptdde09atW2WapkJCQvT666+rRo0aTmwPAAAAuL4sBdkpU6Zozpw5Sk1NlZeXlx5//HH17t1b+fLl06lTpzJsW6JECac0CgAAAFwrS0H2o48+st2RwGq16osvvtAXX3yRaTvDMLRnzx7HdggAAABcR5aCLGdZAQAA4G6yFGR/+uknZ/cBAAAA2MXL1Q0AAAAA2UGQBQAAgEey+z6yAABkx7ZtkYqI+EDHjh2Vv7+/mjRppoEDh8rPz1+7d+/S++9P0tGjh1WoULCeeOJJtWnTwdUtA3BznJEFADjdhQsX9MILw/Xoo520evV6zZmzQP/73zZ9/vk8JSQk6IUXhqlFi9ZatWq9Ro8eq2nTpmjPnl2ubhuAm+OMLADA6YKDg/Xdd2sUGBgk0zSVkBCn5ORkFSpUSL/88pMKFrxNjz3WRZJUs2ZthYW10NKli1SpUhUXdw7AnXFGFgDykIMHD2j48IFq2bKp2rV7ROPHv6K4uDhJ0qZNG9WnTzc1b95YTzzRVb/8st6htQMDgyRJHTu2Vq9ej6tIkaJq1aqdjhw5pDJlymTYtlSp0oqOPujQ+gByH4IsAOQRSUkWjRgxVFWrVtfy5T/os8++UkJCvN5883Xt379PL744Qh07dtGqVT/puedGasKE17R9+1aH97Fw4VItW7ZKXl5eGjNmlBITE+XvH5BhG39/f125kujw2gByF4IsAOQRf/99RmXLllfv3k/Lx8dHt91WSO3bd1RU1Hb99NNaVatWQ23bdpC3t7eqVw9VWFgLLVu2xOF9+Pn5q2jRYhowYIg2b/5d/v4BSkqyZNjGYrEoMDDQ4bUB5C4EWQDII+65p5QmT56mfPny2ZatX79OISEVZbVaM50VNQwvHTt21CG1d+6MUrdujyklJcW2LCUlRT4+PipVqrSOHDmcYfujR4/ovvvK/PttACADgiwA5EGmaerjj2fqt99+1bBhI9S48UOKjPxDP/+8Tqmpqdqx40+tW7dGSUlJDqlXpkw5WSwWRURMV0pKis6cOa0PPnhfrVu3V5MmzXT+/Hl9/fUXSk1N1fbtW7VmzWq1bt3eIbUB5F7ctQAA8pjLly/Z5sXOmDFLZcqUlSSNGTNOc+Z8rHfeeVPVq9dQq1ZtFRX1P4fUDAwM1OTJ0zVt2mS1bRum/PnzKyyspXr3flq+vr56//0Zmjr1Xc2e/ZEKFSqk4cNH6P77azmkNoDciyALAHnIyZMnNGLEUBUvfodmz/5MhQoVkiQlJMSrdOn7NH/+V7ZtX3nlRVWoUMnuGoYhGYaRaXmZMmU0derM676mUqXK+uijT7NcwzRNmabdrQHIZQiyAJBHJCQkaOjQZ1SzZm2NHj1WXl7/zC7766+/NHz4AM2c+YlKl75Pv/zyk377bYNmzZpvVw3DkHyCDKUo2dHtZ+AjX6VcJswCeR1BFgDyiJUrl+vvv8/op5/Wav36HzOsW7v2Vw0aNEwvvTRCcXFxuvfeUnr77Sl2X3BlGFdD7P7k/bJYHTO/9t/8vfwU4hsiw/CVSZIF8jSCLADkEY8/3kOPP97jhus7dOikDh06OaSWxZoki9Vy8w0B4BYQZAEgl7nRHFVH87R5qgcPHtCMGe9r//598vHxUe3adTVkyHMqVKiQoqMPavr097Rnz275+/srLKyFBgwYKm9v/pkE3Bm33wKAXCR9jqoZmOz0Pz5BhnIgLzvEfz3VLC4uTsOHD1CtWnW0atVP+vjjufrtt436+usvXd02gJvgV00AyEVyYo6q5HnzVK99qlm+fPlsTzUbP/4VrVr1ne6++x717NlHknTnnSX0/vszJHlISgfyMIIsAORCzFHNKP2pZtdKf6rZ3r27Vbp0GU2a9KZ+/fUX+fv7q3XrdrZgC8B9MbUAAJCn/PupZgkJ8Vq5coUqVqyspUu/14QJk/Ttt0u1cOECV7cK4CYIsgCAPOPy5UsaM2ak1qxZZXuqma+vrypWrKw2bdrL29tb5cqVV6dO4Vq/fq2r2wVwEwRZAECecPLkCT39dC9dvnxZs2d/Zns0b6lSpZWSkpJh27Q0q0fdkQHIqwiyAIBcL/2pZlWrVtd7731gezSvJLVu3V6HD0drwYJ5SktL06FD0Vq69Gs98kgr1zUMIEu42AsAkOvd7Klm06d/rJkzp+qzz+bK399fHTo8pk6dwl3ULYCsIsgCAHK9mz3VrHLlKpoxY1YOdgTAEQiyAIBcg6eaAXkLQRYAkCukP9UsRclOr+UjX6VcJswCrkaQBQDkCjzVDMh7CLIAgFyFp5oBeQe33wIAAIBHIsgCAADAIxFkAQAA4JEIsgAAAPBIBFkAAAB4JIIsAAAAPBJBFgAAAB6JIAsAAACPRJAFAACARyLIAgAAwCMRZAEAAOCRCLIAAADwSARZAAAAeCSCLAAAADySWwfZffv2qU+fPqpTp44aNmyokSNHKjY2VpIUFRWlzp07KzQ0VE2bNtWiRYtc3C0AAAByktsGWYvFoqefflqhoaHauHGjvvvuO8XFxemll15SfHy8+vXrpw4dOigyMlITJkzQW2+9pR07dri6bQAAAOQQtw2yp06dUoUKFTRo0CD5+voqODhY4eHhioyM1Jo1a1SoUCF1795d3t7eql+/vtq2basFCxa4um0AAADkEG9XN3Aj9913n2bPnp1h2Q8//KDKlSvr4MGDKl++fIZ1ZcuW1eLFi+2uYxi31CYAuBXDkMwcrnftcTQn67uytqvr/7u2q+uz766p7Q71nVUnq9w2yF7LNE29//77Wr9+vT7//HPNnz9fAQEBGbbx9/dXYmKi3e9dpEgBR7UJAFkWGxur8PBwvfHGG6pbt65eeeUVrVixIsM2FotFDRo00CeffGLXeyekJcjP9JZMH0e2nIGf4S1fX28VDMif4/VdWdvV9f+rtqvrs+95c99dze2D7KVLl/Tiiy9q9+7d+vzzzxUSEqKAgABdvHgxw3YWi0VBQUF2v//58xdl5uSv8ADyvB07/tQbb7ymkydPKD4+UTExFzV06AsaOvQF2zabN/+h1157Wf37D1FMzMX/eLeMvLwMWQNSlZSUKos1xRnt/3+hfEo2UhV75ZKs1n8OojlS35W1XV3/BrVdXZ99z5v77iyGkfUTjW4dZI8fP66+ffuqRIkSWrx4sQoXLixJKl++vH777bcM20ZHR6tcuXJ21zBNEWQB5JhVq77T7NkRGjhwqF599aXrHoPi4uI0btwYDR8+QqVLl7HrGJXTx7N/95+T9V1Z29X1r/e5yStjz75nXubK+q7mthd7xcfH64knntD999+vTz75xBZiJal58+aKiYnR3LlzlZKSoj/++EMrVqzQY4895sKOAeDm6tSpp6++WqZmzcJuuM2HH05TSEglhYW1zMHOAMDzuO0Z2aVLl+rUqVNatWqVVq9enWHd//73P82ZM0cTJkzQtGnTVLhwYY0ZM0b16tVzUbcAkDVFihT9z/WnTp3UDz+s1KxZ83KoIwDwXG4bZPv06aM+ffrccH3VqlW1cOHCHOwIAJzv+++Xq2rV6ipXLsTVrQCA23PbqQUAkBf98stPeuSRVq5uAwA8AkEWANxEfHycjh49oho17nd1KwDgEQiyAOAmTp8+JUkqVqyYizsBAM/gtnNkASC327hxa4a/V6hQKdMyAMCNEWQBwAmuPsrRuc9yNE3T7e7pCAA5iSALAA5mGJJPkKEUJTu1jo98lXKZMAsg7yLIAoCDGcbVELs/eb8s1iSn1PD38lOIb4gMw1cmSRZAHkWQBQAnsViTZLFaXN0GAORa3LUAAAAAHokgCwAAAI9EkAUAAIBHIsgCcJkLFy4oPLyDtm//596pP/+8Tr17d1NY2IPq1Kmt5sz5WFar1YVdAgDcFUEWgEvs2PGnnnmmj06ePGFbtm/fXo0f/4r69h2g1avX6913p2nVqu/01VdfuLBTAIC7IsgCyHGrVn2n118fo379BmZYfubMKXXo8JgaNnxAXl5eKlWqtBo3fkhRUdtd1CkAwJ0RZAHkuDp16umrr5apWbOwDMsfeqiZhgx5zvb3pCSLfv99o0JCKuZ0iwAAD8B9ZAHkuCJFit50m8TEyxozZpT8/PwVHt4tB7oCAHgazsgCcDvHjx9V//59lJaWpmnTIhQYGOTqlgAAboggC8CtbNq0UX37PqG6dRto8uTpKliwoKtbAgC4KaYWAHAbu3bt1EsvvaDnnx+tNm3au7odAICbI8gCcBuffTZHqampmjr1XU2d+q5tebVqoZo8eZoLOwMAuCOCLACX2rjxn4chvP32FBd2AgDwNARZAE5jGJJhGE6tYZqmTNOpJQAAboogC8ApDEPyCTKUomSn1vGRr1IuE2YBIC8iyAJwCsO4GmL3J++XxZrklBr+Xn4K8Q2RYfjKJMkCQJ5DkAXgVBZrkixWi6vbAADkQtxHFgAAAB6JIAsAAACPRJAFAACARyLIAgAAwCNxsRfcxpo1qzRp0psZlqWkpMgwDK1fv8lFXSG343MHAJ6LIAu3ERbWUmFhLW1/P3furJ5+upcGDhzqwq6Q2/G5AwDPxdQCuCXTNDV+/Ctq0KCRHnmklavbQR7B5w4APAtnZOGWfvhhpY4cOayJEyfnWM2EhHhNnTpZmzb9JqvVqtDQ+/X88y+qaNGiOdaDK+X1/Zdc87kDAGQfZ2ThdqxWq+bO/US9ej2pwMCgHKv78ssjdeXKFX311TItXfqdvLy89M47b+RYfVfL6/vvqs8dACD7OCMLt7N9+1adPx+jNm3a51jNffv2avfuXVqx4gcFBeWXJI0aNUYxMTE51oMr5fX9l1zzuQMA3BqCLNzOzz//pMaNH1JAQECO1dy7d7dKlSqt5cuXadmyxbJYrqhu3QYaPHh4jvXgSnl9/yXXfO4AALeGqQVwOzt3/qkaNe7P0ZoJCfE6dOigTpw4rk8/XaBPP/1C586d1RtvvJqjfbhKXt9/yTWfOwDArSHIwu2cOnVSRYsWy9GaPj6+kqShQ59XYGCQChcuon79BmrTpt+UmJiYo724Ql7ff8k1nzsAwK1hagFyhGFIhmFkadt16zZmq4ZpmjLNbL1UpUuXlmmaSk1NkZ+fnyQpLc2a/s7Ze1MPkhv3357PnOSazx0A4NYQZOF0hiH5BBlKUbJT6/jIVymXsxcqateupxIlSuqtt8bppZdeU1JSkmbNmqkHHngoT1zBntv2P6c+c9Ktfe4AALeGIAunM4yrgWJ/8n5ZrElOqeHv5acQ3xAZhq/MbCQKb29vffDBx5o+/T117fqokpKS1ahRYw0bNsIJ3bqf3Lb/OfGZk279cwcAuDUEWeQYizVJFqvF1W3cUNGixfT662+5ug2XyY377+6fOQDArSHIItezd65kdrjrPMmc2HfJffcfAJC7EWSRwbZtkYqI+EDHjh2Vv7+/mjRppoEDh8rPz9/VrWWLJ8zPTefosWeeKAAgtyPIwubChQt64YXhGjFitFq0aK3Y2Fg999wgff75PD31VH9Xt5ctnjA/V3LO2DNPFACQ2xFkYRMcHKzvvlujwMAgmaaphIQ4JScnq1ChQq5u7Za5+1xJZ469u+87AADZRZBFBum3WurYsbXOnTur6tVD1apVOxd3lTcw9gAA2Icne+G6Fi5cqmXLVsnLy0tjxoxydTt5CmMPAEDWEGRxXX5+/ipatJgGDBiizZt/V0JCgqtbyjMYewAAsoYgC5udO6PUrdtjSklJsS1LSUmRj4+PAgICXNhZ7sfYAwBgP4KsG7tw4YLCwzto+/atOVKvTJlyslgsioiYrpSUFJ05c1offPC+WrduLx8fnxzpIa9i7AEAsB8Xe7mpHTv+1IQJr+nkyRM5VjMwMFCTJ0/XtGmT1bZtmPLnz6+wsJbq3fvpHOshr2LsAQCwH0HWDa1a9Z1mz47QwIFD9eqrLznkPbP6hKcyZcpo6tSZ2arB052uj7EHAMA5CLJuqE6demrevIW8vb0dEmQ96elWuQ1jDwCA8xBk3VCRIkUd+n6e8nSr3IixBwDAeQiyeQhPeHIdxh4AAMfjrgUAAADwSARZAAAAeCSCLAAAADySR8+RPX/+vMaOHastW7YoX758ateunUaNGiVvb/fcrazehulav/++za7tuQ0TAADIK9wz8WXR8OHDVbx4cf3666+KiYnRgAEDNHfuXD39tPvdRJ7bMAEAADiWxwbZY8eOacuWLdqwYYMCAgJ09913a+DAgZo0aZKbBlluwwQAAOBIHhtkDx48qEKFCql48eK2ZWXKlNGpU6eUkJCgggULurC7G+M2TAAAAI7hsUH28uXLCggIyLAs/e+JiYlZDrJeXsqRr+HTp8YGeQUqn/I5pYa/l5+M/6/ldc1lfK6s7er67Ltza7u6PvvOvrPv7lGffc+b++4s9lxOZJge+h302rVrNWbMGG3evNm2bP/+/WrXrp22bt2qAgUKuLA7AAAAOJvH3n6rXLlyiouLU0xMjG3ZoUOHdMcddxBiAQAA8gCPDbKlSpVSzZo19eabb+rSpUv666+/NHPmTHXq1MnVrQEAACAHeOzUAkmKiYnRuHHjtHnzZnl5ealDhw4aMWKE8uVz3twoAAAAuAePDrIAAADIuzx2agEAAADyNoIsAAAAPBJBFgAAAB6JIAsAAACPRJB1oH379qlPnz6qU6eOGjZsqJEjRyo2NlaSFBUVpc6dOys0NFRNmzbVokWLMrz2m2++UfPmzVWjRg117NhR//vf/2zrYmJiFBISotDQUNufpk2b3rCPI0eO6IknnlBoaKgaNWqkiIgI5+ywAzlj7E6dOpVhzEJDQ1WtWjWFhIRkGN9rffzxx6pcuXKG10yZMsW5O3+LbmXs0n366afq2bNnhmVpaWl6++231aBBA4WGhmrAgAE6e/bsDfvIa5+7dNcbuwsXLmj06NFq2LChateurSeeeEJ79+69YR987v7B8S57Y5cXjnfZHTfTNDVjxgw1bdpU999/v9q2bavVq1fb1nOsy/7YucWxzoRDXLlyxWzYsKE5depUMykpyYyNjTX79u1r9u/f34yLizPr1Kljfv7552ZKSor5+++/m6GhoWZUVJRpmqb5xx9/mKGhoebWrVvN5ORk89NPPzXr1q1rJiYmmqZpmj/99JPZpEmTLPWRnJxshoWFmZMmTTKTkpLM3bt3m40aNTJXrlzptH2/Vc4cu2ulpKSYvXr1Ml966aUb9jJkyBBz+vTpTttXR7uVsTNN07x8+bL51ltvmeXLlzd79OiR4b2nT59utm3b1jx16pR58eJFc/jw4Wbfvn2v20de+9yZ5n+P3YABA8x+/fqZsbGxZlJSkvn++++bDRo0MC9fvnzdXvjc/YPjXfbH7lq57Xh3K+P26aefmk2bNjWjo6NNq9Vqrlu3zqxataptPce67I+dOxzrOCPrIKdOnVKFChU0aNAg+fr6Kjg4WOHh4YqMjNSaNWtUqFAhde/eXd7e3qpfv77atm2rBQsWSJIWLVqk1q1bq2bNmvLx8VHv3r0VHByslStXSpJ27typKlWqZKmPyMhInT17VkOHDpWvr68qVaqknj172mq5I2eO3bU+/PBDnT9/Xq+++uoNe7FnrN3BrYydJLVv317nzp1T165dM733okWL1LdvX915553Knz+/Xn75ZW3YsEF//fVXpm3z2udOuvHYmaYpwzA0bNgwBQcHy9fXV0899ZRiYmJ09OjR6/bC5+4fHO+yP3bXym3Hu1sZt4SEBA0aNEhlypSRYRhq2rSpypQpo+3bt0viWJfdsXOXYx1B1kHuu+8+zZ49O8PDGH744QdVrlxZBw8eVPny5TNsX7ZsWe3bt0+SFB0d/Z/rd+7cqTNnzqhNmzaqV6+e+vbtq+jo6Ov2cfDgQZUuXVq+vr7XfS935MyxS3f8+HF9/PHHeuONNzKMzbXOnz+vU6dO6euvv1ajRo3UtGlTvfPOO0pKSnLEbjrFrYydJH322WeaPHmyihQpkmG7ixcv6syZMxleX7RoUd12223av39/pj7y2udOuvHYGYahGTNmqFKlSrZlq1evVmBgoEqXLp2pDz53GXG8y/7YpcuNx7tbGbehQ4eqY8eOtnWHDh3SwYMHVblyZY51tzB27nKsI8g6gWmamjJlitavX6+XX35Zly9fVkBAQIZt/P39lZiYKEk3XV+wYEHVrFlT8+fP148//qhSpUqpT58+unjxYqba13uvgIAA23u5O0ePXbqIiAg9+OCDqlGjxg1rnzt3TrVq1VLHjh31008/adasWfr11181ceJEx+yck9k7dpJ0xx13XPe9Ll++LEkKDAzM9Pr0df/ePi997qQbj92/rVu3Tm+88YZeffXVTO8p8bn7N453t/65y+3Hu+yMW7ojR46ob9++ateunWrXrs2x7hbG7t9cdawjyDrYpUuXNHToUK1YsUKff/65QkJCFBAQIIvFkmE7i8WioKAgSbrp+smTJ2vUqFEqXLiw8ufPrxdffFGXL1/W1q1bM9UPDAzUlStXMiy7cuWK7b3cmTPGTrp64Pn+++/Vq1ev/6xfoUIFLViwQA8//LB8fX1VpkwZDRw48LrTFNxNdsbuv6QfhP79WbrR6/Pa5y4rTNPUzJkzNWLECL355pvq0KHDdbfjc5cRx7tb+9zl9uPdrYzbTz/9pPDwcIWFhWnChAmSONbdytilc/WxjiDrQMePH9djjz2mS5cuafHixQoJCZEklS9fXgcPHsywbXR0tMqVKydJKleu3A3XX7p0SW+//bZOnjxpW5eWlqbU1FT5+/tn6qFcuXI6evSoUlNTr1vLXTlj7NL98ssvKly48HV/g7zWli1b9NFHH2VYlpycfN1xdifZHbv/ctttt6l48eIZvtI9d+6c4uLiMn0NJeW9z93NXLlyRQMGDNCSJUu0YMECtWrV6obb8rn7B8e7W/vcSbn7eHcr4zZjxgw9//zzGjt2rEaPHi3DMCRxrLuVsZPc5Fjn0EvH8rC4uDjzoYceMkePHm2mpaVlWBcbG2vWqlXL/PTTT83k5GRz06ZNZmhoqLlp0ybTNE3bVYKbNm2yXXlfu3Zt88KFC6Zpmma7du3MIUOGmAkJCealS5fMsWPHmi1btjSTk5Mz9ZGSkmI2bdrUnDhxommxWMy9e/eajRo1MpcsWeL0McguZ46daZrm+PHjzeeff/6mfezYscOsXLmyuXz5cjMtLc08cOCAGRYWZs6YMcOh++tItzJ215o2bVqmK6CnTJlitmnTxjx+/LjtSt4bXSWd1z5317re2PXv399s3759hs/hjfC5yzh2HO+yP3ammXuPd7cybnPmzDFr1qxp7t69+7rvzbEu+2PnDsc6wzRN89aiMKSr9/SbOHGiAgICMvy2Ikn/+9//tHPnTk2YMEEHDhxQ4cKFNXDgwAwTqL/99lt9+OGH+vvvv1W2bFmNGTNG1atXlySdPHlSb731liIjI5WSkqK6detqzJgxKlmypCTp6aefVokSJTRu3DhJ0rFjxzRu3DhFRUUpMDBQPXr0UL9+/XJoJOznzLGTpP79+6ts2bJ64YUXMtX+99itWbNGM2bM0PHjx1WgQAF16dJFAwcOlJeXe355catjl2769OnasmWLPvvsM9uylJQUTZ06VcuXL9fly5dVt25djR8/3naRSV7/3KX799jt3r1bHTt2lK+vr7y9vTNsO2vWLNWqVYvP3f+73ueO4132x07Kvce77I6baZqqXbu2rly5kunCt/79++uZZ57hWJfNsXvggQfc4lhHkAUAAIBHcr9fuwAAAIAsIMgCAADAIxFkAQAA4JEIsgAAAPBIBFkAAAB4JIIsAAAAPBJBFgAAAB6JIAsAAACPRJAFADcwcOBAhYSEqEWLFkpJScmwbtiwYQoJCVHr1q0zrQOAvIwgCwBu4JVXXlFQUJCOHDmi+fPn25Zv3bpVq1evlmEYev311+Xj4+PCLgHAvRBkAcAN3HHHHRo2bJgkaebMmYqJiZHVatWbb74pSerSpYtq1arlyhYBwO0QZAHATfTs2VNVqlTRpUuXNHnyZC1dulS7d+9W0aJFNWLECEmS1WpVRESEmjRpoipVqqh169ZatmxZhvf58ccf1bFjR4WGhqpGjRrq0KGD1q5dm6FOSEiIZs6cqebNm6tu3bqKjIzMyV0FAIcwTNM0Xd0EAOCqPXv2qFOnTrJarSpYsKDi4+M1ZcoUtWrVSpL07rvvatasWQoODlblypW1Y8cOJSQk6J133lH79u1tr/fy8lKNGjWUlJSkHTt2yNvbWxs3blRwcLB69uypLVu2yDAMVapUSSkpKVq8eLH8/PxcvPcAYB9vVzcAAPhHpUqV1KtXL3366aeKj49X48aNbSE2MTFR8+fPV758+bRixQoVK1ZMhw4dUqtWrRQREaH27dsrICBAI0eOVMmSJdW8eXOZpql27drpwIEDOn78uIKDg221GjZsqE8++cRVuwoAt4wgCwBuZujQofr0009t/50uOjpaSUlJkqRGjRpleM3hw4eVkJCg0qVLy8vLSytXrtSSJUu0c+dOxcTESJLttelq167tzN0AAKcjyAKAmwkMDLzuf6ffscDHx0eNGzfO9Lrk5GRt3LhRgwYNUnBwsLp166Ynn3xS7777rqKiovTvmWQFChRw0h4AQM4gyAKAh7jnnnvk5+en5ORkPf/88ypTpowOHjyohQsXqmLFiipatKg+//xzWSwWde7cWf369dOFCxd08uTJ676flxfX+wLwbARZAPAQQUFB6t69u+bMmaPOnTurWrVq2r17txISEtSnTx9J0l133SVJioiI0LZt27R3717FxsZKujrHFgByE34dBwAP8vzzz2vw4MEqVKiQtm7dqgIFCmjIkCEaOXKkpKtzalu2bCk/Pz/t3r1b1atXV3h4uCRxiy0AuQ633wIAAIBH4owsAAAAPBJBFgAAAB6JIAsAAACPRJAFAACARyLIAgAAwCMRZAEAAOCRCLIAAADwSARZAAAAeCSCLAAAADwSQRYAAAAeiSALAAAAj0SQBQAAgEf6P13XlAxruYvMAAAAAElFTkSuQmCC",
      "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": 277,
   "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_Affiliations=data_frame[data_frame['Category'] !='N/A']['Category'].value_counts().nlargest(8)\n",
    "\n",
    "#print(top_8_unique_Affiliations)\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=top_8_unique_Affiliations.index, y=top_8_unique_Affiliations.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",
    "#for index, row in data_frame.iterrows():\n",
    " #   bar_graph.text(index, row['Count'] + 1, f'{row[\"Count\"]}', ha='center', fontsize=10)\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": 5,
   "id": "64795dcf-49d3-4b0d-8122-3b48b73899c5",
   "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>0</th>\n",
       "      <td>Targeting of dissidents and opposition politic...</td>\n",
       "      <td>2022-01-20</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",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Targeting of Ukrainian state entities</td>\n",
       "      <td>2022-03-07</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",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Targeting of Russian and Belarusian websites</td>\n",
       "      <td>2022-05-04</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",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Targeting of the Belgian Federal Public Servic...</td>\n",
       "      <td>2022-07-18</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",
       "      <td>2022.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Targeting of Ukrainian government agencies</td>\n",
       "      <td>2022-08-11</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",
       "      <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>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",
       "      <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>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",
       "      <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",
       "0    Targeting of dissidents and opposition politic... 2022-01-20   \n",
       "1                Targeting of Ukrainian state entities 2022-03-07   \n",
       "2         Targeting of Russian and Belarusian websites 2022-05-04   \n",
       "3    Targeting of the Belgian Federal Public Servic... 2022-07-18   \n",
       "4           Targeting of Ukrainian government agencies 2022-08-11   \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",
       "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    Year  \n",
       "0                                                  NaN  2022.0  \n",
       "1                                                  NaN  2022.0  \n",
       "2                                                  NaN  2022.0  \n",
       "3                                                  NaN  2022.0  \n",
       "4                                                  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": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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_Affiliations=data_frame[data_frame['Sponsor'] !='Not Provided']['Sponsor'].value_counts().nlargest(7)\n",
    "\n",
    "#print(top_7_unique_Affiliations)\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=top_7_unique_Affiliations.index, y=top_7_unique_Affiliations.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": [
    "#state sponsor of the cyber operation.\n",
    "top_7_unique_Affiliations=data_frame[data_frame['Type'] !='Not Provided']['Type'].value_counts().nlargest(7)\n",
    "\n",
    "#print(top_7_unique_Affiliations)\n",
    "sns.set_style(\"dark\")\n",
    "bar_graph=sns.barplot(x=top_7_unique_Affiliations.index, y=top_7_unique_Affiliations.values, palette='Accent')\n",
    "\n",
    "plt.xlabel('Type',fontsize=11, weight='bold')\n",
    "plt.ylabel('Counts',fontsize=11, weight='bold')\n",
    "plt.title('Top 7 Type of attack',fontsize=11, weight='bold')\n",
    "plt.xticks(rotation=45, ha='right')\n",
    "\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "538b26d9-3584-4f29-b6cd-935d64d4acce",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ac11b35d-30a0-4f55-979b-18b4874767ff",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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
}