Merge pull request #117 from crocs-muni/dependency-analysis

Dependency analysis

5 files changed, 6089 insertions, 626 deletions

diff --git a/notebooks/cc/cpe_cve.ipynb b/notebooks/cc/cpe_cve.ipynb
index b7b95703..5158161a 100644
--- a/notebooks/cc/cpe_cve.ipynb
+++ b/notebooks/cc/cpe_cve.ipynb
@@ -11,32 +11,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 168,
+   "execution_count": 11,
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
     "import numpy as np\n",
     "import matplotlib.pyplot as plt\n",
-    "import matplotlib as mpl\n",
-    "import seaborn as sns\n",
-    "import itertools\n",
-    "from pathlib import Path\n",
-    "import shutil\n",
     "\n",
     "plt.style.use('ggplot')\n",
-    "sns.set_theme(style=\"whitegrid\")\n",
-    "mpl.rcParams['figure.dpi'] = 100\n",
-    "mpl.rcParams['figure.figsize'] = [8, 5]\n",
     "\n",
     "from sec_certs.dataset.common_criteria import CCDataset\n",
     "import datetime\n",
     "\n",
     "import itertools\n",
     "from sec_certs.dataset.cve import CVEDataset\n",
-    "from sec_certs.dataset.common_criteria import CCDatasetMaintenanceUpdates\n",
-    "\n",
-    "pd.set_option(\"display.max_colwidth\", 100)"
+    "from sec_certs.dataset.common_criteria import CCDatasetMaintenanceUpdates"
    ]
   },
   {
@@ -55,8 +45,8 @@
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "parsing cpe matching (by NIST) dictionary: 100%|██████████| 361174/361174 [00:27<00:00, 13106.33it/s]\n",
-      "Building-up lookup dictionaries for fast CVE matching: 100%|██████████| 172913/172913 [00:12<00:00, 14407.46it/s]\n"
+      "parsing cpe matching (by NIST) dictionary: 100%|██████████| 357664/357664 [00:28<00:00, 12678.12it/s]\n",
+      "Building-up lookup dictionaries for fast CVE matching: 100%|██████████| 172913/172913 [00:12<00:00, 13587.20it/s]\n"
      ]
     }
    ],
@@ -81,7 +71,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 23,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -102,7 +92,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 5,
    "metadata": {
     "collapsed": false,
     "pycharm": {
@@ -133,7 +123,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -168,7 +158,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -187,7 +177,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [
     {
@@ -234,22 +224,22 @@
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ebd276cca70fd723</th>\n",
-       "      <td>[CVE-2013-5420, CVE-2013-5421, CVE-2013-6745, CVE-2015-0235, CVE-2017-1732, CVE-2019-4513]</td>\n",
-       "      <td>[2013-12-23, 2013-12-22, 2013-12-22, 2015-01-28, 2018-08-17, 2019-08-26]</td>\n",
+       "      <td>[CVE-2013-5420, CVE-2013-5421, CVE-2013-6745, ...</td>\n",
+       "      <td>[2013-12-23, 2013-12-22, 2013-12-22, 2015-01-2...</td>\n",
        "      <td>2013-12-22</td>\n",
        "      <td>10.0</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>7a53ce3f91bf73c7</th>\n",
-       "      <td>[CVE-2017-14799, CVE-2017-14800, CVE-2017-14801, CVE-2017-14802, CVE-2017-9276]</td>\n",
-       "      <td>[2018-03-01, 2018-03-01, 2018-03-02, 2018-03-02, 2018-03-02]</td>\n",
+       "      <td>[CVE-2017-14799, CVE-2017-14800, CVE-2017-1480...</td>\n",
+       "      <td>[2018-03-01, 2018-03-01, 2018-03-02, 2018-03-0...</td>\n",
        "      <td>2018-03-01</td>\n",
        "      <td>6.1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>ac5e56e41a0b950e</th>\n",
-       "      <td>[CVE-2018-13367, CVE-2019-15703, CVE-2019-17655, CVE-2019-17656, CVE-2019-5591, CVE-2020-12812, ...</td>\n",
-       "      <td>[2019-08-23, 2019-10-24, 2020-06-16, 2021-04-12, 2020-08-14, 2020-07-24, 2020-09-24, 2021-03-04,...</td>\n",
+       "      <td>[CVE-2018-13367, CVE-2019-15703, CVE-2019-1765...</td>\n",
+       "      <td>[2019-08-23, 2019-10-24, 2020-06-16, 2021-04-1...</td>\n",
        "      <td>2019-08-23</td>\n",
        "      <td>9.8</td>\n",
        "    </tr>\n",
@@ -297,35 +287,35 @@
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>758 rows × 4 columns</p>\n",
+       "<p>730 rows × 4 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                                                                                         related_cves  \\\n",
-       "c4bd865f2ae51533                                                                                      [CVE-2019-5408]   \n",
-       "b9f476ad0695d397                                                                                     [CVE-2021-20740]   \n",
-       "ebd276cca70fd723           [CVE-2013-5420, CVE-2013-5421, CVE-2013-6745, CVE-2015-0235, CVE-2017-1732, CVE-2019-4513]   \n",
-       "7a53ce3f91bf73c7                      [CVE-2017-14799, CVE-2017-14800, CVE-2017-14801, CVE-2017-14802, CVE-2017-9276]   \n",
-       "ac5e56e41a0b950e  [CVE-2018-13367, CVE-2019-15703, CVE-2019-17655, CVE-2019-17656, CVE-2019-5591, CVE-2020-12812, ...   \n",
-       "...                                                                                                               ...   \n",
-       "48e7e9d2282c61b3                                                                                     [CVE-2021-35469]   \n",
-       "ffeef32299d913d6                                                        [CVE-2008-1130, CVE-2008-1592, CVE-2009-0439]   \n",
-       "a092aebf5a286ded                                                                                      [CVE-2004-2558]   \n",
-       "ace069b9b7c10f19                                                                                      [CVE-2000-0772]   \n",
-       "5da939327a14e438                                                                                      [CVE-2008-3014]   \n",
+       "                                                       related_cves  \\\n",
+       "c4bd865f2ae51533                                    [CVE-2019-5408]   \n",
+       "b9f476ad0695d397                                   [CVE-2021-20740]   \n",
+       "ebd276cca70fd723  [CVE-2013-5420, CVE-2013-5421, CVE-2013-6745, ...   \n",
+       "7a53ce3f91bf73c7  [CVE-2017-14799, CVE-2017-14800, CVE-2017-1480...   \n",
+       "ac5e56e41a0b950e  [CVE-2018-13367, CVE-2019-15703, CVE-2019-1765...   \n",
+       "...                                                             ...   \n",
+       "48e7e9d2282c61b3                                   [CVE-2021-35469]   \n",
+       "ffeef32299d913d6      [CVE-2008-1130, CVE-2008-1592, CVE-2009-0439]   \n",
+       "a092aebf5a286ded                                    [CVE-2004-2558]   \n",
+       "ace069b9b7c10f19                                    [CVE-2000-0772]   \n",
+       "5da939327a14e438                                    [CVE-2008-3014]   \n",
        "\n",
-       "                                                                                                  cve_published_dates  \\\n",
-       "c4bd865f2ae51533                                                                                         [2019-08-09]   \n",
-       "b9f476ad0695d397                                                                                         [2021-06-28]   \n",
-       "ebd276cca70fd723                             [2013-12-23, 2013-12-22, 2013-12-22, 2015-01-28, 2018-08-17, 2019-08-26]   \n",
-       "7a53ce3f91bf73c7                                         [2018-03-01, 2018-03-01, 2018-03-02, 2018-03-02, 2018-03-02]   \n",
-       "ac5e56e41a0b950e  [2019-08-23, 2019-10-24, 2020-06-16, 2021-04-12, 2020-08-14, 2020-07-24, 2020-09-24, 2021-03-04,...   \n",
-       "...                                                                                                               ...   \n",
-       "48e7e9d2282c61b3                                                                                         [2021-07-14]   \n",
-       "ffeef32299d913d6                                                                 [2008-03-04, 2008-03-31, 2009-02-24]   \n",
-       "a092aebf5a286ded                                                                                         [2004-12-31]   \n",
-       "ace069b9b7c10f19                                                                                         [2000-10-20]   \n",
-       "5da939327a14e438                                                                                         [2008-09-11]   \n",
+       "                                                cve_published_dates  \\\n",
+       "c4bd865f2ae51533                                       [2019-08-09]   \n",
+       "b9f476ad0695d397                                       [2021-06-28]   \n",
+       "ebd276cca70fd723  [2013-12-23, 2013-12-22, 2013-12-22, 2015-01-2...   \n",
+       "7a53ce3f91bf73c7  [2018-03-01, 2018-03-01, 2018-03-02, 2018-03-0...   \n",
+       "ac5e56e41a0b950e  [2019-08-23, 2019-10-24, 2020-06-16, 2021-04-1...   \n",
+       "...                                                             ...   \n",
+       "48e7e9d2282c61b3                                       [2021-07-14]   \n",
+       "ffeef32299d913d6               [2008-03-04, 2008-03-31, 2009-02-24]   \n",
+       "a092aebf5a286ded                                       [2004-12-31]   \n",
+       "ace069b9b7c10f19                                       [2000-10-20]   \n",
+       "5da939327a14e438                                       [2008-09-11]   \n",
        "\n",
        "                 earliest_cve  worst_cve  \n",
        "c4bd865f2ae51533   2019-08-09        6.5  \n",
@@ -340,10 +330,10 @@
        "ace069b9b7c10f19   2000-10-20        7.5  \n",
        "5da939327a14e438   2008-09-11        9.3  \n",
        "\n",
-       "[758 rows x 4 columns]"
+       "[730 rows x 4 columns]"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -362,7 +352,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 80,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [
     {
@@ -371,15 +361,15 @@
        "<AxesSubplot:title={'center':'Categories (without smartcards) comparison between CPE-rich, CVE-rich and all certificates'}>"
       ]
      },
-     "execution_count": 80,
+     "execution_count": 12,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 800x500 with 1 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -408,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 81,
+   "execution_count": 13,
    "metadata": {},
    "outputs": [
     {
@@ -417,15 +407,15 @@
        "<AxesSubplot:title={'center':'Years comparision between CPE-rich, CVE-rich and all certificates'}>"
       ]
      },
-     "execution_count": 81,
+     "execution_count": 13,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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GxoojR4449hk2bJjjGEII8f3334vY2Fixd+9e0ZCpU6eKcePGibKysjrP/ffffxdCCPG3v/1NzJw50ylAOH78uEhISBCfffaZEKJu4JaVlSXi4uLETz/9JIQQYuPGjSIxMVHMmDHD8WV48uRJxz5Wq1VMmjRJ3HTTTU7j27hxo4iNjRWrV68WQghx//33i3Hjxjk9z4KCAjFy5EhH8GAfy8KFC52ONW3aNHHbbbc1+Fo8/fTTIjY2VlRWVja4TU32x9m4caMjiKqoqBApKSni/vvvd3r/CGELBBr7X15eXqOP9/DDD4vY2FjHj6Oax7W/pp9++qmIi4sTBw4ccNxfXl4upk+fLr7++mvH9n/961+djvHggw+KpKSkZj1vu1tuuUWMGzfOpX0++ugjERcXJ06fPu247bfffhOxsbGOwECI6oCmof8lJiY2+Vj2vwmDwVDnuPZgtanPHvv29957r9Oxr7rqKnHppZc2+Njr1q0Tc+bMcXqfCiHEzJkzHYGdELZzcdVVVzlt88gjjzien9VqFWPHjq3z+PYf640Fq/fff7/46KOPnG5bsWKFiI2NFTt37hRCuB6sXnbZZeLSSy91/HgUQoiff/5ZTJ8+XeTk5DTr+8X+mj722GNOx7Z/fp46dcpxmz1YbejfNYNVi8Uixo4dK+644w6n4/7nP/8Rl112mTAajeK9995z2l8I2+dHzR8Rtd8jQjTvM/DGG28UN9xwg9OxP/300zrfB1LTZM7qWeK8887jwgsvZPny5Tz11FP07t3bcd+mTZtISEggMjLScXlOpVIxadIkfvzxRwASEhJYsmQJVquV1NRU0tLSSElJ4fjx44597BISEpz+PWbMGL766itmzZrFueeey+TJk7n44oudFqTUtn37dhITEwkPD3fcFhUVxerVqwG499576dGjB8OHD3fa75JLLuGbb75h9+7djrzAoUOHotFUv9XDwsLw8fHB39/fcVtQUBBHjhxxOta0adOctpk2bRoajYY///yTSZMmOS5LFRcXc/z4cdLS0hwrcWteYqrvNalp2LBh6PV6rrjiCs4//3wmTZrE6NGjGTp0aL3bb926FY1Gw/nnn1/nub/22mts3bqVAQMGALbcyZqLEewLdioqKhocD8DkyZOdLm3XfO5jxoxh9+7d3HTTTQghHOe/Z8+e9OvXjw0bNjBnzpw6x4yIiGDgwIFs3LiRmTNnsmnTJkaMGEH37t3ZunUrAGvXriUgIICRI0dy/PhxMjMzue2225zeY0lJSfj5+bFhwwamTJnC5s2bSU5OxsvLy7Gdn58fo0aNYuPGjU5jqP1+iYqKqpNSUJNarQZoNFWgPtdff32d20JDQ3niiSeYNGmS0+1XXnklV155Zb3HCQgIcDy+qFF1QFEUx9iCgoIazdHbvn070dHRTu9Bb29vVqxY4bTdyJEjnf4dHR3tdCm3OdRqtcuv1SWXXMJLL73EsmXLuPXWWwHbZduBAwfWyU8EuOuuu+pdYGV/PaDu66VSqVCpbFlvMTExjebpN/XZY1/oNWrUKKf9oqOj2b59e4PHnTBhAhMmTMBkMpGSkkJaWhpHjhwhPz+foKAgp21r59BGRUU5/maPHz9OXl4eU6dOddrmggsu4Msvv2zw8cG2VgEgPz/f8Zllf161P7Oao7KykgMHDnD33Xc7fZ5feOGFXHjhhUDzvl/sGvucbIkTJ06Ql5fHeeed53T7TTfdxE033QTAzTffDEBZWRknTpzg5MmT7N27F2j4NamoqGjWZ+Do0aN55ZVXuPrqq5k2bRpTpkxh7ty5bn2OZwsZrJ5FJk6cyPLly50Wd4AtQT0tLc2xerm2iooKvL29+fDDD3nnnXcoLCwkLCyMwYMH4+3tTUlJidP2tfP3LrzwQqxWK0uWLGHRokW88cYb9OjRgwcffNDxgVZbYWEh0dHRDT6XoqIipy8Tu7CwMACnL9mawVpDY6xP7ZXYKpWK4OBgioqKADh58iRPPfUUmzZtQqvVEhMT48gBFrXq8TX2eNHR0Xz22WcsXryYb775hk8++YSAgACuvvpq7r333jpBfVFREcHBwU5fzoDj9ah5Pry9ves8B8Apt7U+tV9b+3MvLi6muLgYq9XKe++9x3vvvVdnX71e3+BxJ0+ezA8//ADYvsTOO+88unXrxg8//IDRaGTdunVMnDgRjUbjyA9esGABCxYsqHOs7OxswPZeWb58OcuXL6+zTUhIiNO/vby86jyv2ueqph49egC2nLuGFrllZWURERHhdJ4WLFjg+HtSq9UEBgbSvXv3en+gRUREMGTIkAbHALbg1x7QAyQnJ/Ppp58C4Ovr2+i+hYWF9eaP1lb7PdrUa1OfHj168Mcff1BWVtbguDIzM52C6+DgYKZNm8ZPP/3ErbfeSlFRkaPSQkOP0dTrdd555zmVO7rssst44YUXgOa9Xo199tjV97fV2OtltVp59dVX+fzzzykvL6dbt24MHTq03r+Xxo5t//wJDg522qa+z8Pa9u7dy4IFC9i7dy/e3t7079+f7t27Ay2rIVpUVIQQotH3V3O+X+ya87nsCvtnSGPjy8/P5x//+AerVq1CURR69+7t+CHS0GvS3M/Am2++GV9fX7799ltefvllXnrpJQYMGMATTzzBmDFjWvnszi4yWJXw9/cnOTmZhx56qN77dTodP/30Ey+88ALz589n1qxZjiDgnnvucfwKbczMmTOZOXMmJSUlrF+/nvfee4/58+czcuTIesvz+Pv711nQA7YAJzo6msDAQNLS0urcn5OTA9T9IG+JmguuwDZbU1BQQEhICFarlVtvvRWtVss333xDQkICGo2GlJQURzDmiqFDh/Lmm29iNBrZvn07X331Fe+88w7x8fF1yvoEBgZSUFCAxWJxCljtwZs7nnvthWT25x4aGoqvry+KonD99ddz0UUX1dm39hdtTVOmTGHRokXs37+f/fv38/jjj9O9e3cMBgPbtm1jy5YtjsDUPqv40EMPkZycXOdY9tXj/v7+jBs3jhtuuKHONjVn1FtiwoQJgG0BSX3Bqtls5i9/+QsjRoxg0aJFjtv79u3bZEDligULFjgt3mkq4KrJ39/fMRtY044dOwgMDKRfv35uGSPYXq9PP/2UdevW1Zn5B1tgcM4553D11Vc7VSe54ooruOWWWzhy5Ajbt29HURQuvvjiFo/j7bffdpoVc+VvoqnPnsauCDVm8eLFfPTRRyxYsIDp06c7rtpcccUVLh3H/lzy8vKcbq/9N1tbaWkpN998M3Fxcfz888/ExMSgUqlYs2ZNnVn25vLz80NRlDqvl8FgYPPmzQwbNqxZ3y9txf4ZUnt8BQUFHDhwgOHDh/Pggw9y/PhxPvroI4YPH45Op6OiooKvv/66weM29zNQpVIxZ84c5syZQ15eHmvWrOGdd97h7rvvZsOGDbISjwtkNQCJ5ORkTpw44fiCtf/vhx9+4JtvvkGtVrN9+3YCAgK4+eabHYFqWVkZ27dvb3KW7t577+XOO+8EbF8EF1xwAXfccQdms9kRYNU2atQodu/e7fQhk5eXx80338yaNWtISkri9OnTdVY0//jjj2i12gYvobti7dq1Tl94v/32G2azmbFjx1JQUMCJEye44oorGDJkiCMoWrt2LdD0zGVNH330EVOnTsVoNKLT6Rg7dizPPvssQL0rfJOTkzGbzXVWUNsvqdW+nNsSGzZscLr0vmLFCsxmM6NHj8bPz4+BAwdy/Phxp/fLgAEDeOONNxypELVnfgGGDBlCSEgIixYtQq/XM3jwYCIiIoiJieHNN9/EYDA4LpPHxMQQGhpKenq60+NERkbyyiuvOFYT2yssJCQkOLYZPHgwH330Eb/++murXocBAwYwadIk3nvvPafqAnbvvvsuBQUFdaocuFtMTIzTaxATE9PsfUeNGsWpU6c4evSo4zaDwcDdd99dp3pGa02YMIHY2FgWLlxY58ce2C5Dm83mOoHohAkTiIqKYuXKlfzyyy9Mnz7dEWi0RFxcnNPr1ZyZUrumPntaavv27fTv35/LL7/cEahmZWVx5MgRlz4v+vTpQ7du3er8/dsv5zfk+PHjFBYWcu2119K/f3/HVZaWfGbZ+fr6kpCQUOex165dy6233kp2dnazvl8aYh9jS8XExBAcHFxnfD/88AO33norJpOJ7du3M336dEaPHu0IHmu/JrXH2NzPwNmzZ/PPf/4TsM3uzpo1izlz5lBcXNxkNRzJmZxZlbj++uv54YcfuP7667nxxhsJDg5m+fLlfP31147SIUOHDuWLL77ghRdeYOrUqWRnZ/P++++Tm5tbpz5ibWPGjOEf//gHL774IpMmTXJ0t+nTp4/jsnl9Y1q6dCk333wzt912G1qtlrfffpuoqCguvvhidDodS5Ys4c4772TevHlER0fz+++/8+2333LXXXe16ovOLiMjg9tvv51rr72WjIwMXn31VSZOnMjo0aMB2+XIzz//nKioKAICAli3bh2ffPIJ0HROaO3X5+WXX+bOO+9k7ty5qNVqvvzyS3Q6XZ28NMCR0/rEE0+QlZVFfHw8W7du5b333uOyyy5zS03WnJwc7r77bq655hpSU1N59dVXGT9+PGPHjgXg/vvv59Zbb+WBBx7gkksuwWKx8MEHH7B7927uuOMOAMcX8h9//EFgYCDx8fGOXLWlS5cyYcIER5A/evRovvjiC0aNGuXI31Or1dx333089dRTqNVqpk6dSnFxMYsWLSIrK8txWfGOO+5g9uzZ3HbbbVx11VXo9Xq++uorVq1axeuvv97q12LBggVcd911XHnllVx77bUMGzaMsrIy/ve///Hzzz8ze/bsemcRmyszM5Ndu3bVe5+3t3eru/HMmjWLTz/9lNtvv5158+YRHBzMJ598gslk4uqrr272cfLz8zl58mSdPOiaNBoN//73v7nxxhu5/PLLHU0B8vPz+e6771i3bh0PPPBAnR+TKpWKSy+9lKVLl3LmzBk+/PDDBsdx8uTJBl+vwMBA+vbt2+znVJ+mPntqpz0119ChQ1m0aBGLFy8mMTGRtLQ03n33XYxGo0ufF4qi8OCDD/LAAw/wxBNPcP7557Nr164mu3f17dsXPz8/3nnnHTQaDRqNhhUrVjh+sLgyhprmzZvH7bffzv3338+ll15Kbm4ur776Kueeey6xsbHN+n5piP1z/Ndff2XSpEkuXwVQq9XcfffdPPPMM4SGhjJt2jROnDjB66+/zpw5cwgMDGTo0KH89NNPDBo0iKioKHbs2MHixYtRFMXxmtg/yzZt2kS/fv0YNmxYsz4Dk5KS+OCDDwgLC2P48OFkZWXx4YcfkpycXCdFSWqcDFYlIiMj+fLLL3nllVd4+umnMRgM9OnTh+eee85xieqyyy4jPT2db7/9liVLlhAZGcnkyZO5+uqrefLJJzl27FiDHySzZ8/GZDLx5ZdfsmTJEry8vBg7dizz589Hq9XWu0+3bt1YsmQJL730Eo888gg6nY7Ro0ezcOFCR3D86aef8sorr/Daa69RWlpKTEyM05hb66KLLiIgIIB7770XHx8fLrvsMu677z7H/YsWLeK5555zjK9///68/fbbPP/882zbtq3Z7VHj4+N55513eOutt7j//vuxWCwMHjyYDz74oN4ZNEVRePfdd3n99df56KOPyM/PJzo6mvvvv7/eS+EtcfXVV1NSUsKdd96JTqfj4osvZv78+Y5LoBMmTOD999/nzTffZN68eWi1WgYNGsSHH37oWBwyYMAAZs6cyeeff866detYtmwZYMtbXbp0qSPoh+pgtfbCmb/+9a/4+vryn//8h6+++gofHx9GjBjByy+/7OhWFB8fz+eff87ChQt56KGHEEIQGxvLW2+95VSov6W6d+/OV199xccff8yyZctYvHgxOp2OmJgYXnnllQbzrpvrm2++aXCGMz4+vkVpJTX5+fnx2Wef8e9//5tnn30Wq9VKYmIin3zyiUsdn/744w8effRRPvnkE6dzV1tCQgLffPMNH374IV988QVZWVn4+PgQFxfHf/7znwa7C11xxRW8++679OzZs960D7u3336bt99+u977zjnnHKd0jJZo6rOnpcHqbbfdRkFBAZ988glvvfUW3bp14y9/+Yvj77m4uLjZP7JnzpyJSqVi0aJF/PDDD8TGxvLMM89w//33N7iPv78/ixYt4t///jf33HOPY1b0s88+45ZbbmHbtm1ONUSba+rUqbzzzju8+eab3HnnnYSEhHDxxRdz9913A837fmnI6NGjGTduHK+88gqbNm1i8eLFLo/PXgf5/fffd3R2u+WWW7jlllsAeOGFF3j22WcdV7P69OnDggUL+PHHHx2tov38/Ljhhhv46quvWLNmDRs2bGjWZ+A999yDTqfj22+/5a233sLf359p06bxwAMPuPw8znaKaElWtSR1cdOmTSM5OdmxKEOSJFv+8NVXXy07PkmS1K5kzqokSZLUpJSUFHbv3k1sbGxHD0WSpLOMDFYlSZKkJoWEhPDRRx+5vbyQJElSU2QagCRJkiRJkuSx5MyqJEmSJEmS5LFksCpJkiRJkiR5LBmsSpIkSZIkSR6ry9VZ3blzJ0KIBut3SpIkSZIkSR3LZDKhKArDhw9vctsuN7MqhECuGfMMQgiMRqM8H12IPKddkzyvXY88p11PVzunrsRrXW5m1T6jOmTIkA4eiVReXs7Bgwfp37+/LHfTRchz2jXJ89r1yHPa9XS1c7p3795mb9vlZlYlSZIkSZKkrkMGq5IkSZIkSZLHksGqJEmSJEmS5LFksCpJkiRJkiR5LBmsSpIkSZIkSR5LBquSJEmSJEmSx5LBqiRJkiRJkuSxZLAqSZIkSZIkeSwZrEqSJEmSJEkeSwarkiRJkiRJkseSwaokSZIkSZLksWSwKkmSJEmSJHksGaxKkiRJkiRJHksGq5IkSZIkSZLHksGqJEmS1ClZyoooWPdfzMV5HT0USZLakAxWJUmSpE6pcMuPFKz9kqItP3b0UCRJakMyWJUkSZI6JcOZFABMBVkdPBJJktqSDFYlSZKkTkcIgTHzOADm4twOHo0kSW1JBquSJElSp2MuzMJqKLf9d4nMWZWkrkwGq5IkSVKnY8g64fhva3kxVpOhA0cjSVJbksGqJEmS1OkYM447/VtWBJCkrksGq5IkSVKnY8g84fRvc3FOB41EkqS2JoNVSZIkqVMRQmDMss2sqrz9ALDImVVJ6rJcDlatViuvv/46EydOJDExkVtuuYVTp041a7+bb76ZN954o859v/zyCxdeeCFDhw7l0ksvZdOmTa4OS5IkSTpLWEoLsJQVgaLCp98IQFYEkKSuzOVgddGiRSxZsoRnn32WL7/80hGEGo3GBvcxGo089thjrFu3rs59mzdvZv78+cyePZvvv/+esWPHcuutt3Ls2DFXhyZJkiSdBQxVJau0YT3QhnQDwFwkg1VJ6qpcClaNRiMffPAB8+bNY8qUKcTHx7Nw4UIyMzNZuXJlvfvs2LGDWbNmsW3bNgICAurc/95773Huuedy7bXX0q9fPx5++GEGDRrExx9/3LJnJEmSJHVp9vqq+qgYNAFhAJhLZLAqSV2VS8HqoUOHKCsrY+zYsY7bAgICGDhwIH/++We9+6xZs4aJEyeydOlS/P39ne6zWq3s2LHD6XgAo0ePbvB4kiRJ0tnNUF+wKmdWJanL0riycWZmJgDdunVzuj0iIsJxX2333Xdfg8crLi6mvLycqKioZh+vOYQQlJeXt3h/yT0qKiqc/l/q/OQ57Zo623mtrCpbJYK6Y9L5Arac1bKyMhRF6ciheYzOdk6lpnW1cyqEaPbfq0vBqv0F0ul0Trfr9XqKiopcORQAlZWVDR7PYGh5gWeTycTBgwdbvL/kXqmpqR09BMnN5DntmjrDeVWM5QRVdaw6VlAJhUaCAWEycHjPToTOu2MH6GE6wzmVXNOVzmnt+K8hLgWrXl5egC131f7fAAaDAW9v1z8g9Hq943g1tfR4dlqtlv79+7d4f8k9KioqSE1NpU+fPq06n5LnkOe0a+pM59WQtpcCQB0UScKQRACy1vsjKkro1z0UbXjvDh2fp+hM51Rqnq52TlNSUpq9rUvBqv3yf3Z2Nr169XLcnp2dTVxcnCuHAiAoKAgfHx+ys7Odbs/OziYyMtLl49kpioKPj0+L95fcy9vbW56PLkae066pM5xXY8EZALy69XOMVRsYjrGiBI2xzOPH3946wzmVXNNVzqkrKTsuLbCKj4/Hz8+PLVu2OG4rLi7mwIEDJCUluXIowDbQESNGsHXrVqfbt2zZwqhRo1w+niRJktS1GbJsnav0UTGO2zQBoYBcZCVJXZVLM6s6nY65c+fy8ssvExISQo8ePXjppZeIiopi+vTpWCwW8vPz8ff3d0oTaMwNN9zArbfeysCBA5k0aRLffvstBw8e5LnnnmvRE5IkSZK6LnvZKl1UX8dt9ooAFlm+SpK6JJebAsybN48rrriCJ554gquuugq1Ws3777+PVqslIyODCRMmsHz58mYfb8KECTz//PN88cUXXHbZZWzevJl33nmHfv36uTo0SZIkqQuzGsox5WcAoI+sG6zKmVUbYTGT/+2L+O78BiFERw9HklrNpZlVALVazfz585k/f36d+6Kjozl8+HCD+/7+++/13n7ppZdy6aWXujoUSZIk6SxiTwFQB4Sh9g103O4IVmXLVQAqju/GeHIfOsBaXgS+vh09JElqFZdnViVJkiSpIxgz7fmqfZ1u1wTag9W8dh+TJyrZt8bx35aCltcslyRPIYNVSZIkqVMw2IPVyBin26tbruYhrJZ2H5cnsRrKKT9S3QHSLINVqQuQwaokSZLUKRjqWVwFoPYLBkUFVguWMtcb1HQlZYc2I8zVtcstBRkdOBpJcg8ZrEqSJEkez2oyYMpNB5zLVgEoKjVq/xBA5q2W7lsLgMo+21woZ1alzk8Gq5IkSZLHM2afBGFF7RvoCExrctRaPYuDVXNxHhWp+wDwS77EdptMA5C6ABmsSpIkSR7PUV81sm+9nW9kRQAo3b8OEHj1TEDfewgAlsKssz6PV+r8ZLAqSZIkeTx7vmrtFAA7WWsVSquqAPgNmYzKPwSh0oDVgrkop4NHJkmtI4NVSZIkyePZKwHomgpWz9KZVUNWqi1VQq3BN34siqLC4hMMgCnvTAePTpJaRwarkiRJkkcTFjPGnDSgbo1VO0fL1bM0WLUvrPLpPxK1tx8AVl9bbq8pXwarUucmg1VJkiTJoxlz08FiRqX3QRMUWe821TOrZ19jAGG1ULpvHQD+QyY7brf42had2VvUSlJnJYNVSZIkyaMZa9RXrW9xFVR3sbKUFSLMpnYbmyeoTNuPpTQflZcfPv1GOG63+siZValrkMGqJEmS5NGaWlwFoPL2R9HoAFsnq7OJvb2q78BxKBqt43aLPQ1A5qxKnZwMViVJkiSP1tTiKgBFUc7KWqtWk4GyQ5sB8B882fk+3+pGCVaTod3HJknuIoNVSZIkyWMJqwVjVioA+sj6F1fZnY3lq8qP/IkwVqIJikAfHed0n9B6o+h9AdkcQOrcZLAqSZIkeSxTfgbCVImi0aEN7d7otuqzsHxVyd6q2qqDJ9XN51UUNMFRABhl3qrUiclgVZIkSfJYRnsKQGRfFJW60W3PtooAlrIiKo7vAsCvVgqAnboqWDXlyYoAUuclg1VJkiTJYxmy7IurGk8BgJrB6tnRsan0wHoQVvTdB6BrYNbZPrMqKwJInZkMViVJkiSPVb24qjnBqn2B1dkxs1q619YIwG/wpAa3UQd1A2SwKnVuMliVJEmSPJIQwlFjtbGyVXaawHDg7MhZNeadxpCRAooKv4HjG9yuemZVpgFInZcMViVJkiSPZC7KxlpZBioNuvCeTW5vn1kVhnKshvK2Hl6Hss+q+vQbjto3sMHt1FUdv6zlxVgqStplbJLkbjJYlSRJkjySvRmALqIXilrbxNag0nmj8vIDuvbsqhCC0n1NpwAAqHReqP3tnazk7KrUOclgVZIkSfJI9koATdVXrcmRt9qFa60a0g9hLspG0XnjE5vU5PbaENviK5m3KnVWMliVJEmSPJJjZrUZ+ap2mrOg1mpJVQqAb/wYVFp9k9s7glVZvkrqpGSwKkmSJHkcp8VV3WSwaifMJsoObgTAv4kUADttqL0iwOk2G5cktSUZrEqSJEkex1JagKWsCBQVuojezd5P3cUbA5Sn7MBaWYraPwSv3oOatY+cWZU6OxmsSpIkSR7Hnq+qDevRrEvddprArj2zWrKvqr3qoIlNdvSycwSrBRkIYW2zsUlSW5HBqiRJkuRx7PmqriyugpqNAbpesGqpKKU8ZTsA/kPqb69aH21QBKjUCJMBS0lBWw1PktqMDFYlSZIkj9OSxVVQnbNqKc7rcrOIZQc3gsWMLqK3S6kRilqDtqreqqwIIHVGMliVJEmSPI4rnatq0viHAArCYsJSVtwGI+s4jtqqLsyq2mlDqhZZ5clgVep8ZLAqSZIkeRRLeYnjMr4+so9L+ypqLWq/INtxulAqgKkwm8pTBwEFv4ETXN5fGyprrUqdlwxWJUmSJI9iyLLNqmqCo1B5+bq8v6YLVgSwz6p69xnsyMt1RXVjAFkRQOp8ZLAqSZIkeRRH56oo1xZX2VUHqzluG1NHsrVXraoC0IIUAKiRBiBnVqVOSAarkiRJkkcxtDBf1a66fFXXmFk1ZhzDlHcGRaPDN25Mi45RXb4qC2Exu3N4ktTmZLAqSZIkeRT7zKqrlQDsutrMaklVCoBPXDIqvXeLjqH2D0HR6kFYMRVmu3N4ktTmZLAqSZIkeQyrodxxqdrVGqt2aket1c4/syqsFsoOrAea3161Poqi1MhblakAUucig1VJks4KhVt+JPd/73W52ptdjSErFQC1fyhq38AWHUMTEA50jcYAFcd3YykrQuUTgHffYa06lsxblTorTUcPQJIkqa1ZTQbyf/sUhBW/IZPx6hHb0UOSGtDS+qo12VfLW0oKEBYzirrzftVVt1ed0Orn4ZhZzZMVAaTORc6sSpLU5RmzT0LVjKo9H1LyTIYseyWAlgerat9AUGsAgbk0300ja39WQwXlh7cC4De4ZVUAatKGyplVqXOSwaokSV2eMas6QDVkyWDVkxkdbVZblq8KoCgqNP5VeatFnTcVoOzwFoTZiDa0O/pu/Vp9PJmzKnVWMliVJKnLs5dCgupgSPI8VpMBY0460LqZVaiuCGDpxIusHLVVB09GUZRWH8+es2opycdqrGj18SSpvchgVZKkLq9mgGrITpN1Jj2UPV1D5ROA2j+kVceqrrXaOWdWzSX5VJzYC4Df4IluOaba2x+VTwAApvxMtxxTktqDDFYlSerShMWMITvN9g9FBRYzxtz0jh2UVC9jjXzV1s4kOtIAOmmwWrp/HSDw6pmANijSbceVFQGkzkgGq5IkdWnG3HSwmFHpffDqlWC7TaYCeKTqzlUtz1e10wR27vJVpXttjQD8WlFbtT7VFQFksCp1HjJYlSSpS3Ms2Ins68iDNMiKAB6penFV6/JVobp8VWdcYGXMTsOYnQpqDb4J49x6bLnISuqMZLAqSVKXZg9M9VF9HUGQQc6sepya6RqtXVwFNVqulnS+YNXRXrX/SNTefm49dnX5KllrVeo8ZLAqSVKXZqgxW2cPgoxZqQirpSOHJdVSM11D44YcTXuwaq0oxWqsbPXx2osQVkqrgtXWtFdtiC6kB2CbWRVCuP34ktQWZLAqSVKXJYQVY1X7Tn1UDNqQbihaPcJUialArob2JDXTNdxRpknl5Yui8wY6V95qZdp+LCX5qLx88ek/0u3H1wRHAgrWyjKs5cVuP74ktQUZrEqS1GWZ8jMQpkoUjQ5taHcUlRpdRB9ALrLyNDXTNdylunxV56m1WlK1sMo3YRyKRuv246u0esfrIlMBpM5CBquSJHVZ1bN1fVBUaqA6GJJ5q57F4MbFVXYaf3uwmuO2Y7Ylq8lA2aFNAPgPaXl7VSEEP6f8zqb8XVir2gzXJBdZSZ2NDFYlSeqyqkshVQdAOlkRwOPUTtdwF0dFgE4ys1p+dBvCWIEmMAJ9dFyLj3MsP43/HvyZtfnbWLxzCeZa+dmy1qrU2chgVZKkLstYFZDW7DPvWGSVeUIuMPEQtdM13MVea9XSSXJWS/fa26tORFFa/vW8ImWN4783n97JS+vfwWA2Om6zv8ZGWWtV6iRksCpJUpckhKjOg4ysMbMaHg0qDdbKUsxFnePycFdXX7qGO1TPrHp+sGopK6L8+C6gdY0ASgylbDy5DYAJISPRqbTszNjHc2tep8xYDtRMA5A5q1LnIINVSZK6JHNRDtbKUlBp0IX3dNyuqLXoInoBcpGVp6gvXcMdHLVWO0GwWnpgA1gt6Lv1QxcW3eLjrD6xCZPVTO/AaMYFJ/LgmFvx0XpzKPcYC1YvpLCy2JEGYM7PQNST0ypJnkYGq5IkdUmO2brwnnVWVetlcwCPUl+6hjs4gtWiXI9P+bDXVvVrxcIqq7Dya4rtONP6jENRFGJDY3h66v0E6v1JLUznH7+9QoFGDSoNwmLqFIG8JLkcrFqtVl5//XUmTpxIYmIit9xyC6dOnWpw+4KCAh544AGSkpJITk5mwYIFVFRUOG3z888/M3PmTIYNG8aFF17I0qVLXX4ikiRJNVWXQqo7WycrAniOhtI13EFdlQYgzEasFaVuPbY7GfPOYDhzFBQVvgnjW3ycPZkHySrLxUfrzZjuwx239wmO5plzHiTcJ4SM0myeWv0q+WG2xgumPJkKIHk+l4PVRYsWsWTJEp599lm+/PJLrFYrN998M0ajsd7t582bR1paGh999BGvvfYaa9as4emnn3bcv3nzZh566CHmzp3LsmXLmDNnDo8++ihr1qyp93iSJEnN0VgpJF2NRVZSx2ooXcMdVBodat9A2+N48AyifVbVO2YYGr+gFh/HvrBqSt+x6DU6p/u6+Ufw7Dnz6REQRX5FIW8FWEjXa2RFgE7GbPHsKwRtxaVg1Wg08sEHHzBv3jymTJlCfHw8CxcuJDMzk5UrV9bZfufOnWzdupUXX3yRQYMGMXbsWJ555hl++OEHsrKyAPjtt9+Ii4tj9uzZ9OzZkzlz5hAfH8+6devc8wwlSTorGR15kHUvLesieoOiwlJWiLmkoL2HJtXQWLqGO6j9PTtvVQhR3V61FSkA2WV57DizD4Dp/SbWu02ITxALpj1Av5DelGFlcY8g9mUdavFjSu3ri1+P8tzXp9l3PL+jh9LuXApWDx06RFlZGWPHjnXcFhAQwMCBA/nzzz/rbL9t2zbCw8Pp16+f47bk5GQURWH79u0AhIaGcvToUTZv3owQgi1btnDs2DGGDh3a0uckSdJZzlxSgKWsEBSVLTCtRaXVow2z9UiXi6w6VmPpGu5Q3cXKM4NVw+nDmAuzUHRe+MQmt/g4q46tQyAYEhlP94CoBrcL0Pvx1JR7ifcOx6hS8VbJEf48vbvFjyu1jx2Hs1m6NhUhYO+xzlE32J1cClYzM229tLt16+Z0e0REhOO+mrKysupsq9PpCAoKIiPDlidzzTXXMHHiRK677joGDRrEtddeyw033MAll1zi0hORJEmyM2bZAlBtaHdUOq96t5GLrDxDdbqGexdX2Xl6+aqSqtqqvvFjUGn1LTqGyWLi9+MbAJjRv+nZWW+tFw8MvZyBpQbMCryyYTFrTmxu0WNLba+k3MhrX+50/DunsLIDR9MxNK5sbF8YpdM558Lo9XqKiorq3b72tvbtDQYDABkZGRQUFPDUU08xYsQINm/ezMKFC+nZsydXXHGFK8NzEEJQXl7eon0l97G/X2ovqJM6r85yTktPHQZAHda7wc8CJcQ2s1p+JgX9Wf550ZHn1ZBxDAAR1L1NPreFV4DtcfKzPO57QVjMlO63BZna/qNbPL5N6TsoNpQS7BVIQlA/ysvLmzynKt9w5mQW8V1EANsDvHhr68cUlBUyPablNV4l9xNC8PpXe8kvrkStUrBYBdn55R73Xm4JIQSKojRrW5eCVS8v2wyF0Wh0/DeAwWDA29u73u3rW3hlMBjw8fEB4O6772bmzJnMmTMHgISEBIqKinjppZeYNWsWKpXr1bVMJhMHDx50eT+pbaSmpnb0ECQ38/Rz6ntsLzogX3iR0cBngaZCwR8oTz9Kpvy8ANr/vCqVpQSVFyFQOJZXDkXuPw/a4kr8gJLsUw2+FzqKNusIfoYyrHo/jpcp0MLxLUtfBcAgn34cOXzE6b4Gz6kQBKl1XJ5djCpqEH+WH2PJ/h9IPXOSCSEjmh1ESG1r94kyNu8vQKXAjBGBLN9WSGZeWZeJceqb0KyPS8Gq/ZJ+dnY2vXr1ctyenZ1NXFzdPsZRUVGsWrXK6Taj0UhhYSERERHk5+dz/PhxhgwZ4rRNYmIib7/9NoWFhYSEhLgyRAC0Wi39+/d3eT/JvSoqKkhNTaVPnz71/piROp/Ock6zN+ZjBXoMGY2+Z0K921gNvcne+jnqyiLi+kSj8vZv30F6kI46r4YTuyjA1lEpYciwNnkMY6CG/N1L0Zsr6JlQ/3uhoxSk/IoBW8eq7gMHtegYJ4vOcDolC7Wi4vKRMwn2slU/aM45zd3ZA3P2CW7slURPEct3h39hY8FOfIJ8uXrQX1C1ouWr1Hq5hRX871tbesYV0/oxflAoy7dtpbTCwoABcWg0nfv8pKSkNHtbl4LV+Ph4/Pz82LJliyNYLS4u5sCBA8ydO7fO9klJSbz88sukpaXRu7dtkcPWrVsBGDlyJIGBgXh7e3P48GEmTaq+9HD48GECAgJaFKgCKIrimLmVOp63t7c8H12MJ59TS3kJ1qr8xIDe8ai9Ghinjw/5wVGYCzJRFWfiExrZjqP0TO19Xg0FtrJJXt37tdnj6iKiyQespQV4e+nd2s61NSyVZRhO2PIQg4efg76Fz3/tAdt3alJ0Ij1CutW5v7Fzqg+3Bavq8gJmj72UIN8APtjxFatOrMdgNXJ78rVoPOT1OttYrYJ3lu6kwmAmrncwV88YSGVlBRo1mC1QZlToFuCZn8HN5crsvUthuU6nY+7cubz88sv89ttvHDp0iPvuu4+oqCimT5+OxWIhJyeHykpb8u+wYcMYMWIE9913H3v27GHz5s089dRTXHrppURGRqJWq7n22mt5++23Wbp0KadOnWLp0qW8++67/P3vf3ftWUuSJAHGLNvqck1wFGov30a3tZe1kvVWO0ZbL64CUPsFgUoNwoqltLDNHsdVZQc3gcWMLqIX+sg+LTpGubGCdWm2YLU5C6tq04Z0B8CUZ/vRcP6AKcwbcwNqRcW6tK28vOFdjOb6a6hLbeuHtcfYeywXL52a+68egVqtQlEUAn1tc4zZBZ0/Z9UVLs2sgq3Iv9ls5oknnqCyspKkpCTef/99tFot6enpnHPOOfzrX/9i1qxZKIrCm2++yYIFC7juuuvQ6/Wcf/75PProo47j3XPPPQQHB/Puu++SkZFBdHQ08+fPZ/bs2W59opIknR0cfeYjmw6A9FExlB3cJCsCdJDqWrhtU7YKQFGp0fgFYy7OxVyc66gO0NEq02w1UX3jxzaxZcPWpm3BYDbQIyCKgeEDXN5fF1oVrNZoDDChdzI+Wm9e2fgeO87s5bm1b/LwhNvx0Xlu2k9Xk5pRzCfLbTmpN/9lMN3D/Bz3BfmoySs2kyOD1cap1Wrmz5/P/Pnz69wXHR3N4cOHnW4LDQ3l9ddfb/R4N9xwAzfccIOrQ5EkSaqjsc5VtclOVh3HUl6CuSgHAF0zfljURwhBbnk+oT7BjeZXagLDHcEq1F1f0REMVVcA9N1atr5CCMHKFFszgRn9J7doQZRjZjXfueXqiO5DeHzS3by4fhEHc46y4I+FPD7pbgK8zt687vZiMlt45fPtmC1WkgdGMX20c53oID8NYCAr37Mrsrhb587OlSRJqsXoKDLfjJnVqiDJlH8Gq+Hs+vDvaI50jaDIJtM1GrL6xCbuXPaEI2hriNrDaq1ajZWYck8DzftRVZ+DOUdJL85Ar9EzqffoFh1DW5XjaikrxFpZ5nTfwIgBPD31fgL0fpwoOMVTv79CbtnZ1zmpvX32yyFSM4oJ9NNx15XD6vwICfS15RCfbWkAMliVJKnLsBoqHLNEzbm0rPYNRO1vC2SM2altOTSpFoMbUgA2nLR1TmyqA5MmwLO6WNneawK1Xwgav6AWHWNFVYA+sXdyiy/Rq/Q+qH1tj197dhWgb3BPnjnnQcJ8QjhTksWTv7/MmeK6DYAk99h7LJfv19hWyN/910SC/es2NAnyOTtzVmWwKklSl+EIAvxDUPsGNmsf2cmqY7iSrlEfk8XE4VxbQ4Hj+WkIIRrc1hGsFnlGsGrIsAfqLUt/KKgoYmu6rZLA9H6tK+KvDa0/FcCuu38kz5zzAD38o8grL+DJ31/heP7JVj2mVFdZhYmFX+xACJg+ujejB9et7AAQ5GefWT27rgTJYFWSpC6jJbN1MljtGK6ka9TnaF4qRosJgDJTBZmlOQ1uWz2z6hk91e0pEC2tgvDb8Q1YhJW4sH70CY5u1VjseavGGousagvzCWHBtPuJCe5FiaGUBasXciD7SIPbS65bvHQvOQUVRIX6cNMlDdfctacB5BVWYLFY22t4HU4Gq5IkdRktma3TOcpXyWC1vbiarlGf/dnOi3mP5ac1uK09WLWUeMjMqiNQd/25W6wWVh1bB8CM/q1vjWrPWzU1EqwCBHj589TUexkYPoAKcyXPrX2T9VVls6TW2bD7DL9vO4VKgfuvGomPl7bBbf291KjVtrarecWV7TjKjiWDVUmSugxjC4IA+7bGnHSsJkObjEty1pJ0jdr2Vc3s+elsi7OaFayWFWHt4LqhwmzCmGO7jN6SYHX7mb3kVxQSoPdjdPTwVo+nutZq/WkANflovXls0l2M6j4Uk8XE65s/5J2tn2KQtVhbLK+ogre+2QXAFefEktC38WZIKpVCWIAtlzXnLEoFkMGqJEldgtVsxJhzCnDt0rLaPwSVTwAIq2N/qW21dnGVwWzkSJ7tGPZi+MfyUxvcXuXth6LVA2Dp4FQAY85JsFpQefujrgqiXbEiZQ0A02LGo1U3PAPXXNoatVYby/u102l0PDj+Nq4YdCEKCr+f2Mhjv75AelHTwa7kTAjB61/toqTcRL/oQGaf17yyamFBtmA1K//sWWQlg1VJkroEY/ZJEFZUPgGOFf7NoShK9eyqTAVoF61dXHU49xgWq4VQn2DG9xoFwImCU1islnq3VxTF0QygoysCGGrk6rpaG/VMcSZ7sw6hoHBev4luGY82KBIUFcJYgaWssFn7qFQqrhx8MU9MmUeQVwCnijN49NcX+OPEpmYFvJLN8g0n2HE4G51GxQNXj0SraV5IFh5sq/5wNjUGkMGqJEldQnU3JNeDALnIqn050jVa2AxgX1W+6qCIWLr7R+Kl0WOwGDndSFklTylfZWxFoL6yKld1RPfBhPu6pxOXotGiCQwHms5brW1IZDz/nvE4QyLjMViMLNr6CW9t+ZhK09mTS9lSp7JK+GDZAQCunzmInpHNb7gQFihnViVJkjql1ixakYus2o9Tuka3li6usuWrDo6IQ6VSERPcC4CUZuStdnRFgJamQFSaDfxxYhNQnfrgLq7krdYW5BXA45PvZvaQS1AUhbVpW3jk1xdIK0x36xi7ErPFyqtf7MBosjA8NpyLxrv2oy3CMbMqc1YlSZI6ldbMWDnSALJPIixmt45LctbSdA27clOFYzHV4Ahbjl+/EFtLysbyVtWOWqsNl7hqa8JqwZhtG7urJbs2ntxGuamCSN8whkYluHVc2tDmVQRoiEpRMWvgBTw99T5CvIM4U5LFY7++yK8p62RaQD2+/PUwKacK8fPWcs/s4ahUrl0Jsuesnk2NAWSwKklSpycs5uogoAWXljVBkaj0PgiLCWOunBFqS61J1wA4lJOCVViJ9AsnzNe2crpfSB+geRUBOnJm1ZR3GmE2oui80QRHNXs/IQQrjtoWVp3XfxIqxb1f3Y6Z1RYGq3YJ4QP494zHGd5tMCarmfe2L+G1Te9Tbjp7ZgCbcig1n/+usl0ZuOOKYYQGut59LDzItk92QQVW69nxY0AGq5IkdXrG3HSExYSi90ETHOny/oqiyFSAdmJP19C1OF+1OgXArn/VzGpa0WlMVY0CaqsOVjtuZtWRAhDZB8WFgDMlP5UThafQqjRM7TvW7eOqDlZbv6I/QO/HwxNvZ+6wWagVFRtPbefhlf/ieCM/JM4WFQYzry7ZgVXAlJHRTEzs0aLjhAToUSm2dILC0rOj3J4MViVJ6vTsHYH0kX1dCgJqss/I2oMpqW0YW1m2an9W9eIqu3DfUPx1vlisFtIKT9e7X81qAB11adoRqLv43O3lqsb2Gom/3s/t46pOA8hENFBRwRUqRcUl8eexYNoDhPuEkFWawxO/vcwvR1af1WkB7/+4j4y8MsKCvLntsqEtPo5GrSKkakY2+yxZZCWDVUmSOj1DZut6rUN1AGEPfCX3c0rXaEGwWmooI7Vq4c7gGsGqoiiOvNWUBvJW7TOrwliJ1dAxX/AtCdRLDKVsOrkdcP/CKjtNQBiKWgtWs1tzemPDYnhxxmMk9RiG2Wrmw51f8/KGdyk1lrntMTqLrfszWbE5DUWB+64ajp9362rkRob4AGdP3qoMViVJ6vSMma3rtQ41y1edQIizp+d2e2ptusaBnKMIBD0Cogjydu581VTeqkrnhcrbNitp6YDyVUJYnWqsNtfqE5swWc30De5J/6rn6G6KokJjb7ua17q81dr8dL48OP42bhh+JRqVhj9P7+bhFc9zJPfsSbcpLDHwxte7APjLpH4M7R/e6mPaa61mnyUVAWSwKklSp+YcBLTs0jLYOvkoGh3CVOmW3D2prup0DddyNu32VaUA1MxXtauuCNDYIitbkNARtVbNBVkIYwWKRoc2LLpZ+1iFlV9T1gK2WdWWLEhrLm1I6yoCNEZRFC6Inco/z3mQSN8wcsrz+cfvr/DjoV+xdvEfhkII3vzvLgpLDfTpFsA1F7inkkNkcNXMqkwDkCRJ8nym/AyEqdIWBIS2bMECgKJSo4vsA8hFVm2ltZ2r9lc1AxgcWTdYtS+yOl2cSUUDRekdeatF7R+sOp57RG8UlbpZ++zJPEhWWS4+Wm/G90pqy+GhC3XfIquGxIT05sXpjzG250gswspnu7/jxXVvU2wobbPH7Gi/bj3Jlv2ZaNQq7r96BDpt8859U8KDZRqAJElSp+FIAYjs0+wgoCE1UwEk9zO24DK4XWFlMaeKM1BQGBg+oM79Qd6BhHoHIxCcKDhZ7zE6sotVdaDe/OduX1g1pe9Y9Bpdm4zLzl3lq5rio/Pm3rE3ceuoq9GqNOzM2MdDK57jYM7RNn3cjpCRW8Z7S/cCcM0F8fTtHtjEHs0X4UgDkMGqJEmSx6suB9TyfFU7Wb6q7QhhxZDV8nSNA1Ulq3oH9WhwRXz1Iqv6UwE6Mlh1tcVsdlkeO87sA2B6v4ltNi47rX1m1c05q/VRFIVz+03k+fMeprt/JPkVhTy9eiHfHfily6QFWCxWFn6xg0qjhUExofxlcn+3Hr96gVXFWVFhQQarkiR1aq3pXFWb8yKrrv8F0J5M+ZkIY8vTNfY5SlbVTQGwaypvtaMaAwghXA7UVx1bh0AwJDKe7gHNbyDQUvaZVXNxLlZT+9TujPSJ4u9D7iAuYAhCCL7c+yPXffoMf/vHdzy2aAO5hZ138dC3q1M4mJqPt17D/VeNQO1il6qmhFU1BjAYLRSXGd16bE+k6egBSJIktZQQwi2Lq+x04T1BpcFaWYq5KAdtUESrjynZGFuQs1nTvkbyVe2aaruqCeyYmVVLSR7W8mJQqdFG9Gpye5PFxO/HNwBtV66qNpW3PyovP9t7vyATXURvtxzXahXkFlVwOruU0zmlnM4uJT3H9t/Vve27ow4TaHsfxKDPQvRfy/5jQ3ngtVKevGk0/aOD3DKW9pJyqpAlKw4B8PdZQ4iomgV1J51WTUiAnvxiA9kF5QT66d3+GJ5EBquSJHVa5uIcrJWloNLYAs1WUtRadOE9MWadwJh5XAarbmRoRTOA3PJ8MktzUCkqEsIbvpxqD1azy/IoNpQSUCtdQO1oDJCHENYWN5BwlSGjKlAP64mqGbmnW9J3UmwoJcQ7iJHdh7T18ADbpXltSDcMZ45izD/jcrBaXmniTE6ZLRCtEZiezi3FYGy40YCft5boCD96RPTCP3gE2yp+IY8cvOJ2kr8jkEfeWs/8OSMZPbhba59iuzCYLLyyZDsWq2D80O5MHdn6z6WGhAf7VAWrFQzoGdxmj+MJZLAqSVKnZcyoWlwV3hNF07oi23b6qBiMWScwZJ7AN36MW44ptS5dY3+WLV81JrgXPtqGe6n76nzo5hdBRmk2x/PTSOw2yOl+jV8IoIDVjKWsCI1f+3zBu1oFYUVVuapz+01E3cpFg67QhnbHcOYoprzGKwJUGsz8tu0UaRnFnM4pJT27lPzi+iswAKhVClGhvragNNyPHlX/Hx3hR4Cvzqkk11zzSOav+CeZpTn0TajgxH4Nz320lRsvHsxfJsW0afkud/jop/2kZ5cSEqDnjiuGtel4I4J9OJxWcFaUr5LBqiRJnZY7OlfVpouKgd2/OY4ttZ5zzqbr52p/1eKqxlIA7PqF9CajNJuUeoJVRa1B7R+MpSQfc1FuuwWrRheee2pBOodzj6FWVJwTM76th+akORUBLFbBsx9sYU9K3VSKID+9IxC1B6M9IvyIDPFBo27eLLZeo2NSn9F8vW8Z4TH5xPoPZsXmNN7/cR9ncku57dIhqJt5rPZUWm7k7W/3sHaXrd3vvL8NJ8C3bSs4nE0VAWSwKklSp9Xaup310Xerarsqg1W3MRfnYK0oBZUaXXjTOZs1CSEc+aqDarRYbUi/kN6sP/lnw3mrAWG2YLUkF6hbAqstuJICsfKYbVY1OXo4wd7uK3XUHM1pDLBkxSH2pOTipVNz8cQYx0xpdLgffj7uCc4m9Eri633L2Jd9iHdmXkuPcD8+XLafXzamkpVfzsPXjMLHyz1XUtxhT0oOC5fsILeoEpVK4fqLBjIy3vUOba6y58LmnAVdrGSwKklSp2VsRSmkhugieoOiwlJWiLmkAI1/184Faw/V6Rq9XE7XyCrLJbc8H7VKTVxYvya3r9l2VQhR5zKsJiAMw+kjWNqpIoC5tBBLST6goItsPA+03FjBurStAMzoP6kdRuesema1/jSAbQez+HqVbZb77isTmTS8eZ24XBXlH8GA0L4czTvBxlPbuWzKOUSF+vDy5zvYcSibh99cz5M3jSYi2P0Ll1xhMlv4ZPlBflh7DCGgW5gvD84ZSWyv9vnMsD//rLMgDcDz5tIlSZKawVxSgKW0AFDctnIZQKXVO2pOGrPk7Ko7tCZdY39VyaoBIX3w0jS94rlvcE9UiorCymLyKwrr3O8oX1WU4/JYWsL+g0ob2h2VruF8W4C1aVswmA1EB3QjoZ7GB21NG2IrkWUtL8ZSUeJ0X3ZBOa8u2Q7AheP6tFmgajexdzKAI3gfO6Q7L9w5nmB/PakZxTz42lqOnipo0zE0JjWjmPv/by1L19gC1RljevPa/VPaLVCF6jSAnLMgDUAGq5IkdUr2QFIb1gOVzsutx5adrNzLHrDpWtC4oTklq2rSa3T0DLBdzq6v3qqmRkWA9mB/DzXVuUoI4ehYNb3/pA5ZSKTSeaP2DwGcZ1dNZiv//mQbJeUm+vcM4ua/DG7zsYzrORK1ouJ4wUnSi21jGdAzmJfvmUSfbgEUlBh45K0NbNrb9k0MarJaBT+sPcb9/7eG1IxiAv10PHnjaO76ayLe+va9WG2fWS2rNFNaYWrXx25vMliVJKlTcmd91dp0jmBVzqy6g2NmtZtr50oIUb24qpFmALVVd7JKrXOfJiAcaL9aq8Zm5qseyDnK6eJM9Bo9k/qMbo+h1au+RVYfLdvP4ZMF+HprefiaUWg1bV+hIMDLn2FVC+TWV82ugi1Ae/GuCYyIj8BosvCvj//ku9Up7dLEI7ewgqcWb+Q/P+zDZLYyKiGSNx6cSvKgtm/aUB8vvcaxiKurz67KYFWSpE6pJb3Wm0sv2666jXO6Rh+X9j1dkklhZTFatZYBoc0/zzXzVmurnlltn2C1uYurVlaVq5rUO7nR8lxtzRGsVpWv2rD7DD+usz2H+68aQVSob7uNZZIjFeBPp2DUx0vLUzeO5sJxfRACPly2n7e+2Y3Z0natWtftOs3dL69m99FcdFo1d1w+lKduGk2wv3uv6rjKURGgi+etygVWkiR1Ssa2nFmtulxtLsrBUlGC2tvf7Y9xtmhNuoa9vmp8WAxadfMXZtlnVo/Xs8hKE2ibWbWUFiIsJhQXjusqS2UZ5sIsoPEUiIKKIram7wRsKQAdSRtqrwhwmjM5pbz2lW1cl0/t3+4ziCO7D8VLoyenLI/DuceJD69eYKdWq/j7rKH0CPfjPz/uY8XmNLLyy3nk2iR8vd13TssqTLz7/R5Wb08HoH/PIB64egTREZ7xmRAR4kNKehFZcmZVkiTJs1gqSjAXZQMty4NsitrLF02w7YvZKPNWW6U16RrVJauanwIA0CuoB1qVhjJTBZmlzgupVD4BVQGqwFyS7/KYXGHP1dUERqD29mtwu9+Ob8AirMSF9aN3UNsuXGqKfWbVmHeGf338JxUGM4NiQrnmgoR2H4teo2N09HAA1qVtqXO/oihcMqkfT9wwGi+dml1Hcpj/xjq3rY7ffzyPea+sZvX2dFQK/O3cWF66e6LHBKpQnbfa1ctXyWBVkqROxx5AaoIiUXu1zWVJeyqAzFttHUe6hos/KqzC2qJ8VQCNSk2fqqCvdr1VRVFqtF1t21SA5qSqWKwWVh1bB3RMuara7MFqRc4Z0jKKCPLTM3/uyA4rxG+vCrDx1HbMFnO92yQPiuKFOycQEuDFqawSHnxtLYfTWv5DxGS28snyAzy6aD3ZBRVEhvjwwp0TmXtBQrObG7SX8Ko0gK5evsqzXnVJkqRmMLRBfdXadJFykZU7VKdruBasniw8Q6mxDC+NnpgQ10uT2fNWU+rNW7WXr2rbYLU5qSrbz+wlv6KQAL2fYxaxI2mDIhCKCo0wEagq58E5IwkN7Lgc2sERcQR7BVJmLGdn5v4Gt+sXHcQr90wipnsghaUGHlu0gfW7T7v8eKeySpj/xlr++9tRhIBzk3rx+gNTSOgb0qz9M0uyOVOS5fLjtlSkY2a1awerMmdVkqROpy06V9XmWGSVJdMAWsqYd8aWrqGoXD5X9hSAhPD+aFSurz63563Wv8iqKlht4/JVzVlcZS9XNS1mvEt5uW0lLbucXIsf4apiZo8OYlhseIeOR6VSMb53EssOr2Jd2laSegxrcNuwIG9euGsCL322jT8PZPHiJ9vIuLCMK6YNaLIUmBCC5RtO8MFP+zGarfj7aLnzr4mMH9q92WPNKs3hgRX/xGQx0S+4N5P7jmF8r1H46xtOAWktexerbJkGIEmS5FmMrSgy31z2AMOUl4HV0LW/CNpK6T5bIOYdM8zldI39LcxXtesXagtWTxScxGK1ON1nD1YtbZgGYDVWYsq1zew1lAZwpjiTvVmHUFA4r9/ENhtLc5VXmnjh4z/JNttyMsf38YwQwZ4KsP30HsqNjf8teus1PH7DaC6ZaPv7/WT5Qd74ehcmc8OVAgqKK3n6P5t55/u9GM1WhseG88aDU10KVAF+PvI7Jout3umxgjQ+2PEVt/74CC9veJdtp3djrvU+dIfwqpnV4jIjlYb60yS6AjmzKklSp2I1VjjK6rTF4io7tW8gav9QLCV5GLNT8erZ/gtMOjMhBKX7bOWY/AdPdmlfi9XCgZyjAAyOiG3R43f3j8Rb40WFuZL04gynhUvtUb7KmJ0GCNR+wWj86u9qtLIqV3VE98GE+4a22ViaQwjBm//dzemcUoqDQoDTWArqb7va3voERRMd0I304gw2p+9kWsy4RrdXqxRuuXQI3cN8Wbx0L79uPUlWfjmPXpeEn4/OadtNe8/wxte7KSk3otWouGHmIC4a3xeVyrWmDKXGMlaf2ATAvDE3UmwoYc2JzZwoPMXW9F1sTd9FgN6PCb2SmNJ3LH2Ce7r2IjTAz1uLr5eGskoz2QXl9IoKcMtxPY1n/GySJElqJmNWVRDgH4LGL6hNH0susmo5Q/phzIXZKDovfOKSXdr3RMEpKkyV+Gq96RPUsi91laIiJqQXAMfyTzrdV50G0HbBalMpAJVmA39UBTcz+rsWzLeF5RtOsG7XadQqhVGjbZfaa3ax6kiKotRov1q3KkBDLpoQw5M3jcFbr2ZPSi4Pvr6OjNwywDaL/PpXO3n+oz8pKTcS0z2QhfdN5uKJMS4HqgCrjq3HYDbQO7AH43uN4sLYabw44zFemvE4M2PPIdArgGJDKcuPruahlc8z/3//ZNnhVRRWFrv8WLWdDakAMliVJKlTaW6RdXeQnaxarqQqBcA3bgwqrd6lfR35qhGxqFQNf01l5pWxeOleRwBSW3XeaqrT7ZrAtg9WjU1UAth4cjvlpgoifcMYGtWxs/ZHThbwnx/3AXD9zIH0iu0POHex6mgTeicBcCD7KLnlzV/pPyohkhfvmkhYoBenc0p58PW1rNicyr2vruHXrSdRFFsN2ZfvmUjvFs5Kmi1mfjm6GoCL4s5xyo/tHRTNtcOv4J2Ln+eRiXcwpucINCoNaUWn+WTXt/z9x0d5Ye1bbDq1HaOlZS1T7eWrsrvwIiuZBiBJUqfS0lJILWEPiGWtVdcIi4myAxsB8Bviejkme75qYykAJeVG/rF4E2dyyzhysoCX7p5YZxFNQ4us7DOr1soyrMYKVDr3r3Z31JeNrP9H1caT2wDbwiqV0nHzRiXlRl785E/MFsHYId34y6R+WKrqz5oKshAWM4q640OFcN9QEsIHcDDnKBvStvGXhOnN3rdv90BeuXcyz76/mZT0It78727bMYO9ue+qEQzpF9aqsW08tZ2CiiKCvQKZ0Cup3m3UKjUjug9hRPchlBrK2HhqG2tObOZofio7MvaxI2MfvjofxvccxeS+Y+gf0qfJRWF24WdBFys5sypJUqfS3F7r7uAIVnNOYTUb2/zxuorylB1YK0tR+wXj3XuwS/uaLWYO5RwDGq6varZYeeHjPzlTNaN6OK2ANTvS62xnL1+VVnTasfAFQKX3QaW3zUa1RUUAYTZhzDkFgK5b3R9VpcYyR0A+pucItz9+c1mtgoVf7CC7oIKoUB/m/W24rQ6tfwiKVg/Ciqkwu8PGV5s9FWB92laX9w0J8OJfd0xg7BBbh67Jw6N5/YGprQ5UhRD8dHgVAOcPmIKmGYG9n96X6f0n89x5D7Pwgn9wacIMQryDKDOWs/LYWh5f9W/u+2UB3x/4H3nlBU0eL1KmAUiSJHkOq9noCAL03do+WFX7h6DyCQBhxZh9sukdJADHwiq/QRNRXCw7lZKfisFiJEDvR8/AuquxhRC8890e9qTk4q1Xc16yLS/1o58P1FkNHe4Tgr/eD4vVQlqhc81NtaPWqnOHK3cw5pwCqxmVtx+agLqln3ac2YdFWOkZ0I1u/hFuf/zm+u6PFP48kIVWo+KRa5Pwq2pTqiiKozmAJ6UCjOk53HEJPa2w7o+TpnjpNTx6XRKfLTifB+eOdDzf1tiffZi0wnT0al2LKjr0CIji6qGXsmjmczwxeR4TeiejU2s5U5LFF3t/4I6fHufZP15jXepWDA38YA4/C9IAZLAqSVKnYco+CcKKyicAtX/br55WFKW63qrMW20WS0UpZUdtl7j9hri+cKhmi9X6LoP+sPY4KzanoVJg/txR/H3WUCJDfMgrquTb1SlO2yqKQv+qVICU2nmrjooA7p9ZrZlXXd9z2Hp6FwBJ0Yluf+zm2ncsl09/OQjArZcOoV90kNP92hDbDKQnBat+Ol9GdLPN1K9L+7NFx1AUhUA/13KoG/PT4d8AmNJ3LH76lnfTU6lUDI1KYN6YG1j8lxf5e9I1JIT3RyDYm3WIN7Z8yD2/Ps0v2esoMzoHpfbGADINQJIkyQM4goDIvs3O52otvWORlcxbbY6yQ5vAYkYb3gtdhOudp+wtVgfVk6/654FMPvjJthDohosHkzQwCp1WzQ0XDwLgu9VH68wuNZy3apvxNBe3wcxqI3nVBrOR3RkHADqsY1VBSSUvfbYNq1UwZWQ0M8bUPU+OmdU8z6gIYDexT3UqgFU0XDu1PaQXZ7AzYx8KChfFTnPbcX203kyLGceCaQ/wxkXPcMWgi4jwDaXSbGBP8WHWnnKuiGDPWS0oMWA0ub+WqyeQwaokSZ2GPWBsrNe6u+kci6zkzGpzOGqrDpns8g8Ko9nI4Vzb6zw40jlfNTWjmJc+24YQMGNMb/4yqToNZNyQbgzuF4rRbOXjZQec9rPnrdYNVttwZrWRdsC7Mw9gsBgJ9wmhT43ar+3FYhW8/Nl28osN9Iz0587Lh9V7nrShnjezCjC822B8td7kVxRyIPtoh45lWdWsalKPYUS1UTpHpF84Vw6eyesXPcP5MbYrFaeKnX9ABPjq0Ots6TY5hV0zb1UGq5IkdRrtubjKTl81O2bMTkNYum6HGHcwFWZTefIAoOA3aILL+x/JO47ZaibEO4huftVf/oUlBp59fzMVBgtD+4fx91lDnQIsRVG45S9DUBRYu+s0+49XB6D2mdXTxZlUmCodt9vLV7m7i5WwWjBmpQL1twOumQLQXlcHavpixSH2pOTipVPz6HVJeOnrXxDkiTmrADq1ljE9RwItW2jlLoWVxaxLtc1wzow7t80fT6WoGBBi+yw6XZLldJ+iKNXlq7poKoAMViVJ6hSExVzVFah9g1VNcCSK3gdhMWHMdX1Rx9mkdL+tI5NX70GO8lCuqM5XjXUEckaThec+3EJ2QQXdw3x55LokNOq6X10xPQKZPtoWmP7nh71YrQKAIK8AQn2CEQhOFFQvkmurxgCmvNMIsxFF54U2JMrpPrPVwvYzewFI7pHo1sdtju2HsvhqlS3N4s6/JtIz0r/Bbe05q5aSfKxNtDhtb/aqAJvSd7S4NmlrrUxZi8lqpn9IH+LC2ufzqIe/7f2UUZJVJwUiwl6+qotWBJDBqiRJnYIp7zTCYkLReaMJjmy3x1UUVfXsapbMW22IEILSvbZGAP4tWFgFsC/LFkjZS1YJIXjj610cSivA11vLUzePwb9Wu8ya5p6fgI+XhpT0In7fVh2Y9nMssqpOBagOVvMQQrRovPVxzqt2/oo9mHOUMmM5AXo/4sP6ue0xmyOnoIJXPt8BwAVj+zBlROMpCGpvf1slDMCUn9nm43NFfHg/Qn2CqTBVsqMq+G9PRrORFSm29/rMuHPbbYY8wjcUjaLGaDWRXeacvlLdxUrOrEqSJHWY6hXWdYOAtibbrjbNmHkcU95pFI0O3/gxLu9fYap0dJoaVJWv+vVvR/hjRzoqlcKj1ybRI9yv0WME+ev527m2fT9ZfpDyStusW7/guousNFXVJITZiLW89S0v7YyN5FVvTd8FwKjuQxvtzOVuJrOVFz+1tRXtFx3IzX9pXu1bT6wIALZL4vbZ1bUdkAqwNm0LJYZSwn1CGN2OFR1UiooQbRAA6UXO56Srd7GSwaokSZ2Co3NVO6YA2Okc5avkzGpDSqoWVvnEJjkK7rviUG4KFmElwjeUCN9QNuw+w2e/HALg77OGMiy2br3S+lw8MYZuYb4UlBj472+2BTj1tV1VNFrUvkGAexdZOTpX1XqfWoWVP0/bOiclt3PJqo9+3s/htAJ8vTQ8cm0SOm3zat9WVwTwrGAVqlMBdmbso9RQf7vdtmAVVsfCqgtjp6F2sY5wa4XpggA4VeS8yCqii3exksGqJEmdgtERBLRfJQA7R/mqrBOIDi6X44mE1ULZ/vUA+A12vb0q1CxZFcfRUwW8+oXtkvUlE2O4YGyfZh9Hq1FxU1Upq6VrjpGZV+YIVrPL8ig2lDq2dXfeqhDWBisBHM8/SX5FIV4aPYMj493yeM2xZX8WP661/dC796oRRIU2vxaopy6yAugZ2J0+QdFYrBY2ndrRbo+7K2M/Z0qy8NZ6MS1mfLs9rl2YLhioWxEgoot3sZLBqiRJHq+xIKA9aEN7oGh0CGOlx+XveYKKE3uwlBWi8gnAJyaxRcfYl2VbXNXHvy///GArRpOFkfER3HiJa+1aAZIHRZEYG47ZYuWDn/bjq/NxVBc4XiMVQO0oX+WeYNVckIUwlKOotWhDezjdZ68CMLzbYHTq1ndOao68EjNvf28r5XXZlP6MGdzNpf2ry1d5Vq1Vu4m9RwOwLm1LE1u6j7216rkxE/DWerXb49qF6W3BakNpAPlFFZgtXe8HtQxWJUnyeKb8TISxEkWjqxMEtAdFpUYX2QeQ9VbrY19Y5TdwPEozeqPX2d9YxolCWxvd5StLyC+upFeUPw9dMwq1yvXFK4qicPNfBqNSKWzam8GelJz6F1kF2hsDuCdYdaSqRPSu8zrY81WTo4e55bGaYjRZ+HpdHhUGMwP7hnDthQkuH0NXY2bVnYvQ3GV8r1EoKBzKPUZ2qXurOtTnRMEp9mcfQa2ouCB2aps/Xn3sM6unS7KwWquD0iA/PVqNCquA3C5Ya9XlYNVqtfL6668zceJEEhMTueWWWzh16lSD2xcUFPDAAw+QlJREcnIyCxYsoKLC+YXcs2cPc+bMYejQoUyePJnXX3/d6SRIknR2M9YMAto5R8zOXhFALrJyZjVUUHbYNrPV0hSAgzkpCCHQWwNJPWkkwFfHkzeOxser5TOQvaMCHOkD7y3dR9/gunmrGjfPrNqrRdTOq04vzuBMSRYalYbh3VyfKXaV1Sp4f9khsgpNBPhqeeiaUfWW+2qKJthWKslaWebWRWjuEuITxOBIW6ez9Sdb1n7VFfZZ1bE9RxLmE9Lmj1efII0/OpUWk8VEVln1+1alUggPsuWt5nTBVACX372LFi1iyZIlPPvss3z55ZdYrVZuvvlmjEZjvdvPmzePtLQ0PvroI1577TXWrFnD008/7bj/xIkTXHvttfTr148ff/yRxx57jI8++oj333+/xU9KkqSupSNTAOxkJ6v6lR3ZgjAb0YZ0Q999QIuOYU8BKMsJQKNW8fgNyS7lVjbk6hnx+HlrSc0oJi/T1g/+WH6aY5bQ3TmrNStW1GSfVR0SGYeP1tstj9WQsgoTz324lT922C4T3/3XIYQGtuwxVVq94zXy+FSA1K1tOvubV17AppPbAJgZd06bPU5TFEWhm7+tdN+pBlIBsrrgIiuXglWj0cgHH3zAvHnzmDJlCvHx8SxcuJDMzExWrlxZZ/udO3eydetWXnzxRQYNGsTYsWN55pln+OGHH8jKsnVgePfdd+nfvz8LFiygT58+zJgxg+uvv54dO9ovYVqSJM9m7MBKAHaORVaZJzzykmhHKd1rqwLgN3hSi+tNbknbB4ClOJS7r0xkYN9Qt4wtwFfHVTNspaxWri5ApagorCwmv6IQcK612lpCiBrtgJ3fp3+m26oAJLVxI4CTmcXc/39r2HogE61GxWVjgxnar3WvpT3txhMXWYGtsoJWreV0SaZT0wd3++XoH1iElYHhA4ipSinpKD2qgtX0BhZZ5XTB8lUuBauHDh2irKyMsWPHOm4LCAhg4MCB/Pln3Sn4bdu2ER4eTr9+1cWPk5OTURSF7du3A7B+/Xpmzpzp9CE3b9483n77bZefjCRJXY8tCKh/xqo96cJ7gkqDtbIUc3FOh43Dk5hL8qlItRVlb2kKwJ9HTpJvtL2eMxNHMW1UT7eND+DCcX3pGelHSakVH2z5fvZ6q/Zg1VKSj7BaWvU4lpI826VyRYUuopfj9tzyfI4VpKGgMKrH0FY9RmM27D7DA6+t5UxuGeHB3jxzcxLD+rZ+dtpTa63a+Wi9Sepue13XpbVNKkCFqZJVx2zd2dqjtWpT7J2s6s6sdt0uVi4Fq5mZtlWw3bo5ryiMiIhw3FdTVlZWnW11Oh1BQUFkZGRQWlpKTk4O/v7+PPbYY0yYMIELL7yQxYsXY7G07oNDkqSuwVycg7WiFFRqdOG9mt6hjSgarS1gBYwZst4qQOn+9SCs6KPj0AZHNb1DLVn55Sz88VcAvKzB3HThCHcPEY1axU1VFQWKsm1f5ilVeatqvyBQaUBYsZQWtOpxHLOq4T1Raaq7bNlnVePCYgjyCmjVY9THYhV8/PMBXvjkTyqNFob2D2PhvZOJ6eGex9KG2hZZGT2w1qrdxD62VIANJ//E0sofHfVZfWIj5aYKuvtHMqJ72+ccN8UerKbXrrXahbtYubRs074wSqdzbnen1+spKiqqd/va29q3NxgMlJba6t29+OKLXHvttbz33nscPHiQ5557jvLycu69915XhucghKC8vOudrM7G/n6pvaBO6rw64pxWptkKw2tCo6kwmsDYMb3AAdRhPSHrBKXph1F6DemwcbhbS89r8Z4/ANDHjnH5M7e80szT722l0jsLDTCuzyAqK9vmfZXQy5/hsWHsKQhAHQ5Hc447xqv2C8JSnEtpVjo6jevNDOxKT9nybtVhvZxei80nbSltiRGD3P69VFJu5PX/7mNPii2NYeb43lx9Xn/UKovb/latvrY0AmPuaY/9Xh0Q0Ac/rQ+FlcVsP7nH0a7XHSxWC8sO2ZoAnNdnIpUVlW47tqvs5zJUGwjA6ZJMSkpLHI0JArxt849ZeWUee65qEkI0O3XIpWDVy8tWU8xoNDr+G8BgMODtXTeB28vLq96FVwaDAR8fHzQa28OPGzeOu+66C4CEhATy8/N56623uOeee1qUA2UymTh48KDL+0ltIzU1taOHILlZe55Tr6Pb8AbKdEHkdPDftd7qhQ9QeHwf6cGDOnQsbcGV86oqySYwJw2hqDhJMMKFc2O1Cr5Ym0d6diXew/IBCDJ5t+nn9vhYNXtW277kj+SmceDAARRFwU/tjRY4eXgPpuKWz8r5HtuHDsizenGm6nlUWCo5lHcMgMAy9z6/jAIjX63No7DMglatcMnoYIb0tnDkyGGn7Vr7t6oqLyUQMBVkcPDAAWhhXnJbG+DTm51FB/nlwO+o89xXTehQ6XFyK/LxVukJLfPziNiiJLMIraLBZDWzae9WQqu6WhWVmQHIKaxg//4DqFpQ9q291TehWR+XglX7Jf3s7Gx69aq+HJednU1cXN1fMlFRUaxatcrpNqPRSGFhIREREQQHB6PX64mNjXXaZsCAAZSXl5Ofn09oqOvJ4Vqtlv79+7u8n+ReFRUVpKam0qdPn3p/zEidT0ec04LDyzEAYbHD8E1wvVakOxkDNeQfXIm+PI+eHTwWd2rJeS1Zt4cywCsmkW7DRrr0eB8vP8zRM5XofIygL0NB4Zxhk/Ft45Xyx/K0rDZtwaQyEhgdSo+ASApTe1JZcIpuAd6ten9lr8/FCkQPHY2uh+37cN2prQgEPQO6M3ZospueBazbncGHqw5gNFmJDPbmgauH0TvK32kbd/2tCquVrPWLUawWYqMjUFfl+XoabaQ3OzccJKX8JDEDYtBr9G457jfrbWkq5/WbxND4jr2aYj+nffv2JTq3GyeKTqEP9yWhu+19a7UK1D9lYbEKoqJjCA1s/6YFrkhJSWn2ti4Fq/Hx8fj5+bFlyxZHsFpcXMyBAweYO3dune2TkpJ4+eWXSUtLo3dv2+q5rVu3AjBy5EjUajUjRoxg9+7dTvsdPnyYgIAAgoKCXBmeg6Io+Pi0/HKO5F7e3t7yfHQx7XlOc3Jsi2H8e8Xh1cHvI69eceSjYC0rRGcxoPEP7tDxuFtzz6sQVnIObwIgcNg0l94L/9uUyvJNtlXbF57nz4oMiAnuRXigeyoANObai4ay5stAhE8Bv+zez7wZfakMiaQSUCqKWvyetpQVYS0tABQCesWj0tuCw93Ztlm4MT2Hu+XvxWyx8uGy/Y72qSPiI3hwzkj8fRqenXLH36o2pBum3HTU5QX4RHVc3nhjhngnEOkbRlZZLvsLUpjQO6nVxzyce4xjBWloVRpmDjwXHy/P+B7z9vamV3APThSdIseQ53R+Q4O8yc4vp6RS0LObZ4y3Ia5cOXdpgZVOp2Pu3Lm8/PLL/Pbbbxw6dIj77ruPqKgopk+fjsViIScnh8pKW07HsGHDGDFiBPfddx979uxh8+bNPPXUU1x66aVERtpKL9x+++2sW7eON954g5MnT7J8+XIWL17Mddddh1rdMcW/JUnyDObSgqqFLwq6iD4dPRxUOi+0YbZSPsass7feamXafiwleaj0PvgMaP6s6u6jObzz3R4A5p4fj9HLVgVgUGRsY7u5jZ+3lvgIW0WJDSkHKC4zuqXWqr1ahTa0myNQrTQb2J1lC1aToxNbMWqbwhIDT7670RGoXnluLE/dNKbRQNVdPL0iANgCn4l9bLPX69K2uuWY9iYAE3snt8niuNboGWg7J6dqLbKKrKq1mt3Faq263BRg3rx5XHHFFTzxxBNcddVVqNVq3n//fbRaLRkZGUyYMIHly5cDtjfPm2++SXR0NNdddx333nsvkyZNcmoKMHr0aN59911Wr17NhRdeyEsvvcStt97KHXfc4bYnKUlS52SsWmGtDeuBSucZl7Rq1ls9W5Xus9VW9U0Y57TyvTGnc0r518d/YrEKpoyI5spzY9mXbcuvdOeCmKZMSbCt5jbrC/hixSHHZW1zUWuC1br1VXdl7MdkMRHpG0avwNa1CD5ysoD7Fv7BvmN5eOs1PHZ9EtdckNCiVrQtoa3RdtWTTehtC1Z3Zx6gqLJ1HbcyS3MclRwu6sAmAA2JDrCdk/Ra5avCu2j5KpebOKvVaubPn8/8+fPr3BcdHc3hw87J3aGhobz++uuNHnPixIlMnDjR1aFIktTFOeqrRnZcfdXadFF9Yd/as7btqtVkoPTQZgD8hjSvtmpJuZFn/rOZsgoT8b2DufvKRHLK8sgpy0OtqIgP69f0QdxkQFgfAFQ+xSzfdJwZcbb1DeaSljcGMNbzPt16uqoRQHRii5slAPy6JY23v9uDyWylR7gfj9+QTM9I/6Z3dCNHsJrnmV2s7Lr7R9IvpDfH8tPYeHI7F8RObfGxlh/5HYEgMWogPQO7u3GU7mGfWT1Tmo3ZakFTVREgsouWr3K9WbAkSVI7MXhA56ra7AGJ8SydWS0/ug1hKEcTEIZXz6YXJJktVl74+E9HsfrHbkhGp1WzL/sIAP1D+uClbb9Z8+7+kXhrvFDUVoS+lM/WZgNgLS/GajK06Ji12wGbLWZ2nLE1S0huYdcqk9nCW9/s5vWvd2EyWxkzOIpX753U7oEq2NIbwPNnVsF2yR5alwpQaixj9QlbTrYnNAGoT5hPCF4aPRarhcySbMftjsYAZ3sagCRJUnuxB4Qd2bmqNnvgbC7KxlJR0sGjaX/2FABbe9Wmv0Le/X4ve1Jy8dareeqmMQT72wJTewrAoMj2SwEAUCkqYkJsi4Q0/sVsSSlGqG2pDC1pu2qpLMNcYGuKo6t6n+7POUK5qYJArwBiw1x/7+YVVfDYog38b1MqimLL7330umR8vLQuH8sd7DOr5qIchLnj6hw3x7heo1ApKlLyU8moEcS5YtWx9RjMBnoH9mBIZLybR+geiqIQHVCVt1pc/SMi3J6z2sXSAGSwKkmSR7JUlGIusn3ZeNLMqtrLF02QbYHo2Ta7aikrovzYTqB57VV/33bKEXA9OHcUfbrZFqkIIdjvyFdtn8VVNfWr6u3et78VUMiz2NqSWlqwyMpYNauqCYxA7W2b9dyavguApO5DUTUjoK9p//E87lu4hkNpBfh6a3nqpjH87by4Dq2ZqfYNQtF5g7BiKszqsHE0R5BXAMOibDP+LZldNVvM/HJ0NWCbVW1NCkdbi65nkZU9DSCnoBwhRIeMqy3IYFWSJI/kCAKCIlB7tb7HuTs5FlllnV3BaunBjWC1oIuKcbSebciprBLe/taWt3nV9HiSB1a3Y80oyaKgogitSkNsaPv/ELEHqyrfIoL89eSYbLO9LakIUJ2qYptBtQor207bKh64UgVACMHPG07w+NsbKCgx0KdbAK/eO4lRCZEuj8ndFEWpkbd6uoNH07SaqQCuBmwbTm6joKKIYK9Axvca1RbDc5uejkVW1cFqaKA3igJGs5XC0paltXgiGaxKkuSRHIurPGhW1c4emJxti6zsKQD+QyY3up3BZOHfn25z9Kq/8lzn2VN7CkBsWAy6ZlYTcKd+IX0ASC8+w1UzBlBYNbNamuP6rGF1qortfZqSl0pBZRHeWq9mVzkwmCy89tVO3vluDxarYGJiD166eyLdw/xcHk9bqc5b9exFVgCjegxDr9GTVZrD0bzm/6AUQrDsiK216vkDpqBRu7wGvV05ylfVSAPQalSEBth+fHWlvFUZrEqS5JE8cXGVnT0wMZ5Fwaop/wyG00dAUeE7cHyj2763dC+pGcUE+el5cM7IOiWW7IurBrVjyaqawn1C8Nf7YRFW+g1QofjbGhIcPnjM5WNV/6iy/YDZenoXACO6DW5WsJNdUM4jb67jtz9PoVLghpmDmD93JF56zwqUqmdWPX+RlZdGT3KPYYBrqQD7sg+TVpiOXq3jvH6eX6HIngaQWZKN2WJ23N4V81ZlsCpJkkeqPWPlSXRVFQFMeRlYDV3nC6ExJfvWAeDddxgav4Y7d63dmc6KzWkoCjwwZwTBAc4r/a3Cyv6qYLU966vWpCgK/atSAU4UpDFihG0RTXleJifOFDX7OFZjpSN400XFIIRw5Ks2JwVg99Ec7lu4hpT0Ivx9dDxz6zhmTe3vkXmSuk5Sa9VuYu/RAGw8tR2z1dKsfZZVNQGY2nccfnrPSj2qT6h3MN5aLyzCypmS6qsCEcHVeatdhQxWJUnyOFZjRXUQ4EE1Vu00fkGo/UMAgTE7taOH0+aEENVVABqprXomt5Q3/2vLU73ynFgSYyPqbJNelEGJoRS9WucIGDuCPW/1WH4avfv1ASBIVc57S/c1O8/RmJ0GworaNwiNXzCnis6QWZqDVqVheNSgevcpKKnk1y1p/PODLTy1eBPFZUb6RQfyf/dNZlhsuFueW1uo7mLl+WkAAEMi4wj0CqDEUMqezANNbp9elMHOjP0oKFwYN60dRth6NSsCpBdXn5eIEFv5qqwulAbgWdcZJEmSAGNWGiBQ+4Wg8Qtq9fGsVisvrl9EbnkBz057EB+dd6uPqY/sS3lJPobME82qN9qZGU4fwVyQiaL1wjc2ud5tTGYLL36yjQqDmUExoVw1vf5ZU3u+anx4/w7NCbTnrR7LT0Pd/zwAglVl7D2Ww6a9GYwb2nQh+NqpKvZGAEOiEhy1Y4UQnMoqYcv+TLbuz+TwyQJqxsLTRvXkjiuGodd6dntxe7BqKSvEWlmGysMWPdamVqkZ32sUy4/8ztq0rYzoPqTR7e2zqkk9hhHl57k/GmrrGdCNo3knnCoCRHTBNAAZrEqS5HFq5wG21m/HN7AzYz8Aq46v55L481p9TF1UDOUp28+KRVaO9qrxoxtse/vBj/s5ftp2OXv+3JGo1fVfuKvOV23/klU12WdWTxdnYvK2BV56xYy3YuSDn/YzKiESXRMBZO1UlT+rUgBGdRvK3mO5bN2fyZZ9mWTklTnt1z86kORB3RgzOIq+3QPd+bTajMrLF7VvEJayQkz5Gei79+/oITVpUu9klh/5nT9P76bcVIGPtv4fqYWVxY7cVk9tAtAQe3etmousIrpgFysZrEqS5HHq67XeUiWGUr7Y+4Pj378cWc2FsdMc7Qlb6mxZZCUsJkoPrAcarq26Yc8Zlm2wnbP7rx5BaGD9QYHVauVAB+er2gV5BRDqE0xeeQFppVn4+ARgLS+mt7+ZQ/nl/LD2GH89p/GAumbFirT8TE4UngKh8J9PcygrrW4woFGrGDYgjNGDokgaGEVYUOtn9juCNrR7pwpW+wb3ort/JGdKstiavospfcfWu93KlDWYrGYGhPQhLszzcuQbYw9W051mVm3vL3utVU/MgXaVzFmVJMnjGN1YtuqLPT9QaiyjV2APAr0CyKsoYPOp7a0+rr5bVbCacwqr2djq43mq8mO7sFaUovYNwrtP3UupmXllvPGVrVHA5VP7N1oX9EThKccMV9/gxuu0tgf77GpKfhqaqooAs5JCAPh61RHyiysb3FeYTRhzTgLw1uoC7v/gawAsJUGUlarw99ExbVRPHrkuic+fOZ+nbxnLBeP6dtpAFaorAhg7ySIrRVGabL9qNBtZkWK7cjAz3rObANTHURGgNAeTxdZdzF4NoMJgobTCszuONZcMViVJ8ihWsxFj7img9WkAx/LT+O34BgBuGvk3zu9vqw/60+FVre7uovYPReXtb+vqk32yVcfyZKV71wDgN3giSq3ZaJPZyr8/3UZZpZn43sHMvaDx3F1716qE8P6oWzmz7Q79a+StagLDAEiIgNheQVQaLXyy3HlhjhCCY+mFLFlxiOf+73uwWiiz6liXUgmBtparg0IH88KdE/j06Rncd9UIxg/t3mFtUt2tepFV5whWASb0TgJsudL5FYV17l+TuoUSQynhPiEk90hs38G5QbBXIL5ab6w1KgLotWqC/PVA11lkJYNVSZI8iin7JFgtqLz9UQeEtfg4VmHl/e1fIhBM7J1MQvgAzus/CZ1ay4mCUxzIOdqqcSqKUt3JqoumAlgqyyg/ug2oPwXgk+UHOHqqED9vLfOvGYWmgTxVu31Z9harHZsCYFddESAVTdV7zVqSyy2X2maQf/vzFAdO5LHjUDZvf7ubG59dyb0L1/DFysMoebYfKAXaSGZf0BdNQCEAd8+YwaCY0AZzdjuz6lqrnaMiAECkXzhxYf0QQrDx5Dan+6zCys9VTQAujJ3mET+gXKUoCtH2vNUGUgG6gq731yRJUqdmb2Gqj4pp1SW51cc3kpKfirfGi7nDZgEQoPdjcp8xQPXq39ao7mTVNduulh3ahLCY0Ib3rFNCbOv+TJausRXRv3f2cMcK5IaYrRYO5tq276hmALXFBPcCILssjwrfAADMxXnE9w5hyohoAB5+cz3/eG8TyzemkltUiV6nZuyQblwYb/v6HJQ0gm4xpQgEfYN7Eu4b2jFPph1oQ6trrXamvvOOVIBU51SAnRn7OVOShY/Wm2kxjTe68GQ9HeWraiyyqvp7zMrvGhUBZLAqSZJHqd1rvSVKDWUs2bMUgL8Onkmwd/WK64vizkFBYfuZvZwpzmzVWLv6IqvSvVXtVQdPcvrhkF1QzsIvdgBwyaQYRg/u1uSxjuWnYjAb8Nf50iuo6bJQ7cFX50M3f1st2PSq5cbm4lwArrtoIN5VXaRCAvScP7YP/7h5DEueuYDHrk8mQuQAtlQVRyOATngZ2RXaoEhQVAhjBZaywo4eTrON7TkCtUrNicJTnCqqDujsP1jP7TcBb239VS46A3vean3lq+TMqiRJUhtwR+eqL/f+SImxjJ4B3Th/wBSn+7r7RzKyqubisiO/t/gxoDqn1pidhqjR7rArMBflUHnSVu6rZgqA2WLl5c+2U1phon/PIK6/qP7i97XZUwAGRcShUjznq8debzXNapuBMhfZgtWwIG/eeHAq/3ffZD58cgZ3XjHMUc5KWC0Ys1IBsIT1YE/WIaB5Xas6M0WjRRNoq0HamfJW/fV+jiYN9oVWx/NPsj/7CGpFxQUDpnbk8Fqt3ooAIfaZVRmsSpIkuZWwmB1BQEsXVx3PP8mvx2ytQW8aObveElX2WoprUjdTXFnSssECmuAoFJ03wmLClHe6xcfxRPb2ql69BznyOQE+++UgB1Pz8fHS8PA1o9Bqmvc1st9D6qvWZu+ilWooAMBcko+oas8ZGeJDv+ggVCrndBRT3hmE2Yii82K/IQ+z1Uw3vwhHN6GurDPmrQJM7GNLBdiQ9idWYXXMqo7tOZJQn4bbB3cG9jSAzLIcjFUVAapzVmUagCRJkluZ8k4jLCYUnTea4CiX97cKK+/vsC2qGt9rFAMbCIwSwvsTE9wLk8XEyqrAtiUUReUIqrvSIitbe1V7FYDqWdXth7L4dnUKAPP+Npyo0OZ1MTJaTByuylcdHOkZ+ap29kVWx4szEIoKrGYsZUWN7uOorxrZl62n9wCQFJ3Y6coetYQ2tPNVBAAY2W0I3lovcsrz2XhyG5uqytd1tiYA9Qn0CsBP54sQwpHaVN3FSs6sSpIkuZXBkQLQF6UFl4rXnNjM0bwTeGn0XJN4eYPbKYri+JJacfQPx2xES+i6YEUAY9YJTLnpKGotfvG2Qup5RRW8usSWp3rR+L6Mb0Y7UrujeScwWc0EeQXQ3b/hOqwdoU9QT1SKisLKYkoDbDNs9rzVhthzlJWI3uw8sw+A5B7D2nagHsIxs9rJglWdRseY6BEAvPvn51iElUERscSE9OrgkbWeoij0rJW3Gl41s1paYaK8svPXWpXBqiRJHsOxuCrS9RSAUmMZn+/5HoArBl1EiHdQo9uP6TmCUJ9gigwlrG+gYHhz6KvGauxCFQHstVV9Ykeh8vLFYrHy0mfbKS4zEtM9kBsvbl6eql3NklWeNvuo1+gcOX9nAqsrAjTG/qPqhL8PFeZKgr0C6R/ap03H6Smqg9XOlQYA1VUBDBZbE4+uMKtqZ09Bsbdd9fHS4u9jq++b3QVSAWSwKkmSx2hN56qv9y6j2FBKj4AoLoyd1uT2GpWaCwfYtlt2+LcWl+Jx1FrNOoEQ1hYdw5MIq4XS/fb2qrYmCl/8epj9x/Pw1qt5+NpR6LSu1aPcl21fXOVZ+ap29lSAdC8dAObinAa3FcLqKK+2y2LLd07qMcyjFo21peo0gExHbm9nMTBigONHbHf/SIZ3c+1Hlyfr6ai1WqN8VdUiq+wusMjq7PjrkiTJ49UMAlwNVlMLTrHimG028KYRf6t3UVV9zokZj7fGi/TiDHZnHmh6h3pow3qgaHQIYyWm/NaVwvIEFSf2YCkrROXtj0+/RHYdyebrVbbFUXdekUj3cD+XjldpNpCSZzuvnpavamdfZHVKbfux0djMqrkwG2EoR6i17My3/bjq6lUAatIEhKGotWA1Yy5qOKj3RKoaK///OviiLvUDwz6zml5P+aqukLfadc6UJEmdmrkgE2GsRNHo0Ib1aPZ+jk5VQjC250gGR8Y3e18fXXUx8J9a2CRAUanRRdiCna5Qb7V0n622qt/A8RSWWXhlyQ6EgBljejO5qlC+Kw7lHMMirIT7hBDh2/KOZG3JXr7qpKUcAY0GYfZUldNR3SkylOCr9W5wIV9XpCgqNPa2q3mdK28V4JL48/jg0pcZ3yupo4fiVvac1eyyPAxmW5qDPW9VpgFIkiS5SeVp2+ydLqJ3nR70jVmbuoXDecfRa/Rc28iiqoZcGDsVlaJib9YhUgvSXd4fqhsYFG35kbIjf3a6y6N2VmMlZYe3AOAzaBKvLNlOYYmB3lH+3PyXwS065v7s6vqqnpavatczsDtatZZyq4k8rRpLIzOr9h8kBwJslRBGdB/S7Jn8rkJbFawWbvmRitS9nSr9RVEU/PTNq2LRmQR6BeCv90MgOF1sm12NDJZpAJIkSW5jNRkoWPs1AN59hjR7vzJjOZ/vti2qunzgBS2qlxjuG8qY6OEALDvSstlV3/6jAAVDxjGy/vsCJ9/4O/l/LMFUmNWi49W248zeOq0i24Lh2HaEyYAmOIofDwp2H81Fr1Pz8LVJeOk0LTqmPV/VU1MAwJa/3CfINmucrtc0Wg3AkHkCAewRtgDgbEoBsPOJSQSgMnUvGZ8/zam376Zw4/eYSws7dFxnO3u91eqKADINQJIkyW0K1/8Xc2EWav9QgsbNavZ+X+9bRpGhhO7+kcyMPafFj29fFbzh5DbyKwpd3t9nwEii//4agWMuQeUTgKU0n8IN33LqrTvJ+OIZSg9uQrSwPNbRvBO8uP5t3tjyIYdyUlp0jOaqOLgBgPIeo/hipS3IvOPyofSM9G/R8c6UZHE8/yTguYur7PoFV+WtemmxlBUizHXPlxACQ+ZxMnQacs3laNVahkUNbO+hdriAEdPpceO/8R8+HUXnjbkgk/zVn3HyjVvJ/ObflB/b2almW7sKR9tV+8xqSNcJVlv2U1mSJMlNDFmpFG76AYCw829Bpfdu1n5phen8L+UPAG4c8Tc06pZ/nPUP7UN8WD8O5R7jf0f/4Oqhl7p8DF1oD0LPuY6QyVdTdmQrJbtWUXFiDxXHd1NxfDdq30D8hk4lIPEcR/mfphjNRt7a8rGjUsG3B5bz+OR5Lo+tOZTKUownbTVD39nli1XAtFE9mTaq5XUovz/wPwSCEd0Ge3yXIHtFgNP2igAleWhrNaawlORjLS9mf4htkdmwqIF4afTtO1APoe/Wj/Bu/Qg991pKD2ygZOcqDGeOUn54C+WHt6AJDMd/2Dn4D5uGJiC0o4d7VugZYG+7assltnexKio1Umk0t/jqiCfovCOXJKnTE1YLucvfAWHFN34MvrHNW/QghHAsqhodPZyhUQmtHsvMuHM5lHuMX4+tY9bAC1ochCgaLX4Dx+M3cDymgkxKdv1Gye7fsZQVUrRpKUWbluLVezABw8/FJ240Ko2uwWN9ue8nzpRkEaj3p8RYxu7MgxzNO8GA0Ja1om2MLvMACEG2phvH8vVER/hx+6yhLT5eVmmOow/75YMudNcw20y/0KpgVa/Bgq0xQO1g1b646kCgLyDOmkYAjVHpvAlIPJeAxHMxZKVSsmsVpfvWYi7KoWDtlxSs+xqf/iPwTzwXn/4jXMpHl1zTs9bMqq+3Fm+9hgqDmZyCihZfIfEEMg1AkqQOU7x9BYYzR1H0PoROv6nZ+61L28qh3GPo1TquS7zCLWMZ1X0oUX7hlBnL+ePEJrccUxscRcjUOfS6+10iL38I737DAYXKtH1kL/0/Tr5+C7m/fogx51SdfQ/lHOPnw78B8Pfka5jUezQA3+5f7pax1aar6sS0pqgnOo3Klqeqb/l8xtKDK7EKK0MjE9okuHa37v6ReGu8MCmQrVPXm7dqyDxOnkZNhlqgUlSM6t7yYL4r0kf2IWzGzfSa9x7hl9yNV88EEFbKj26z5XK/+Xfy13yBqSi7o4faJUVX1VrNKcuj0lSJoihdJhVAzqxKktQhzMW55P/xOQChU+eg8Q9p1n7lpgo+2/0dALMGXkCYb9P7Wa2CZz/Ywr5juYQFeRMR7ENEiA8Rwd6EB9v+PzLEhwsHTOODnV/x8+HfmN5vEiqVe37PK2oNvvGj8Y0fjbkoh+Ldv1Oy6zcsJXkUb11G8dZl6KPjCRh+Lr4J4zApCou2foxAkBw1Cq/K7gz01bGGzezI2Mex/DTHZWt3MOedRlOciUUo7DT24dYrhtKnW0CLj5dbls8fqbaA/4pOMKsKthqcMSG92J99hHS9loFFdYNVY+YJ9vvZZsIHhg/okqvK3UGl1eM/ZAr+Q6ZgzE2nZNcqSvb8gaUkn8L131C4/lu8Y4YRMPw8fAaMQmlFCo9ULUDvR6DenyJDCenFmfQP7UN4sDepGcWdvnyVfIdIktQhclf8B2GsRB8dh/+I6c3e77/7fqawsphufhHMjGveoqqVW9LYdtC2Mj89u5T07NJ6t9NoLeiGaskqy+Xpr5eSEDyQ8GAfIkN8CA/2JizIG426dQGsySsYw8CZlPWYRsXxnWiOrccv7yCG9EPkpB8i/afFfBrWjcygCoRRz5qfA1ljsXWU0sZEoQnL4OGvP8Q/ZxxB/nqC/fUE+ekJDvCq+n/bv233eeHjpWmyZFTRHltt1QOmHoxK7M/00a3rl/7DoZVYrBYGRcQSH96/VcdqT/1CetuCVS9tvY0BDJnH2R9gSw85G6sAtIQuLJrQc68nZMocyo5spXjnr1Sm7qXi+C4qju9C7RuE39ApBCSe6yiJJbVcdGA3irJLSC/OoH9ony5TvkoGq5IktbuyQ1soP/InqNSEX/B3lGZ2kjlZeJpfjq4G4IYRf0Or1ja5T1GpgU+W27pTXT0jnoQ+wWQXVJBdUE5OQQVZ+eXkFJSTW1SJ2aSGrJ5oux9nf+mf7PzTOb9OpUBIgFfVrKwtgLXP0oYGelFRaaagxEBhSSWFJQbbf5caKCiupLDUQGGJgUpj7RqsIwlQEhitT2GsPoUiXwMpQbZZkIuyKsjxOkmqVwIWlY6C/DisoRmogrPIS88mt7DpHDStRmULaKuC1yD7f/vpCfL3IshPi2XPOvyAFF0Cd1wxtFX1UPMrCvn9uK2qwOUDL2jxcTqCo+1qPeWrLGVFFJYXcDLCtlgoSearusQplzs/g5Ldv1Gye7VzLnefIQQknotv3GgUTdN/21JdPQO6sz/7iKPtalcpXyWDVUmS2pW1sozcFf8BIGjspegimjeLJ4Tggx1fYRVWknskktiteSWDPv75ACXlJvp2D+DKcwagbmBm1GKxkldUybGsoby25xXwL2RMsheVBf62wLawApPZSm5RJblFlRw4kd+8J1wPvU5dd0bUfzgZPoKfMt8HaxlJxZVMMhSDPhdFux3vXoNApeIDqw+7KCdp4HauqAjCZLZgMlsd/zPW+LfFaqsigAnIr/of1TflAEWKmXhtCRVCywV/vQgfr9YFCT8e+hWT1UxcaAyDIjy3tmp97J2sMvQaKoqdu1gZMo9zwFeHUBT6hfT2+OoGnkwb0o2QqXMJnjSb8qPbKN65iorju6hM3Utl6l5U3v54RcdBGzWRUDQ6fGOTu2RQbC9flV61yCoixFYRIEemAUiSJDVf/h9LsJTmow3pRtCE5i+O2nByGwdyjqJTa7luePP2O5Saz69bbXU+b581rMFAFUCtVtlmTEP6srM4mT9SN+Hd8ySP/+0WwJb3WlhqsAWu+baZWdv/bP+dX1SJj5fGafay5mxmzdlN7wYWLv1n+xcUWcsI8wnh7zPmYTm4iZJdqzDlZ1Cesh2AyTo1u3qFsk9VwXl5p4kwNdAty8VP9/ygOEb2bF2JoaLKYlYdWwfA5YMu8tiOVQ0J9wnBX+tNiamC9MoCYmrcZ8w6wX7fqhSAHokdMr6uxpbLPQbf+DGYirKrK2eU5FN+dFubPnbZgQ2ovP3xHzIZ/+HnoQtzvZWwJ3JUBKhqDBBRNbOaJdMAJEmSmqcy/TDF21cAEHbBbY2WbaqpwlTJp7u/BeCyhPMJ9206qLJYrCz6djcA5yX3IqFv8xZwAVwUN40/UjexJX0n2WV5RPiGolIphAR4ERLgRbz71jY57M06xMoUW+7o35Pm4h8UCWMvJXDMX6g8dQBT7mkAwoDhZzazsyyDjYMTuTlqVKsf22SFAotfq4/z0+HfMFpM9AvpzTA3lBNrb0rVrOmurEOcVFmwGspR6W1f9oUZRznmY3u/ynxV99MGRhAy+SqCJ15JxYk9mItymt6phczFuVULvvIo2rqMoq3L8OqZgH/iufgmjEWl7by1c+21VnPL86kwVTqC1YKSSkxmC1pN5ywdJoNVSZLahbCYyFn+DiDwGzrVpbaq3+z/mYKKIiL9wrk4/rxm7fPzxhOcOFOMn7eW6y5yrctQ76BohkYmsCfrIMuP/M71w//q0v6uKjdV8PbWTwGY3m+SU91YRVHw7jXIlgZQ5W994tj56wtsKU3n6gE3E+Uf0brHLy+HgwdbdYwSQykrUtYAcPnACzvdrKpd/7AYdmUdcuSt6sJtaSq7CtKw+Ct08wqiR0BUE0eRWkpRqfHpN7zNHyd40t+oOLaL4p2/Up6yncpTB6k8dZD/b+/O42yu/geOv+46d/Z9X4x1rCNjj4QkREl9FWmh/ZvEtzDk6yt+WZI2Ku1UtCMJpRSp7LIzDINhNmZf7v75/THmMs1g9s37+XjMo3yW8zmfe+beed/zOed9Lmz4CLe2vXC/oR9OgZHVXo+q5ubkipfBg0xjduEkK59I9DoNZouNtMwCQvwq/6W0NkieVSFEjcjcuhpL2mnULh743vJQmc9LzEpibdxGAEZ3GI6+DJOq0rONLFt/BIAHb2+Np1v5e0qKlmDdeOIP8szV+wjts79XcD4/HX9XX0a1v+uaxzfxaUSH4LYoisKKw+urtW5l9UPcRkxWE5FeYXQMKfsXkbqmaNzq5RkB7MY89qsKx/x1Cav+QEpUP5Vag0vzjgQNjyVi7GK8bx6B1tMfuzGP7J3rOPvBc5z9OJbsv3/Gbq5f4z3DL+ZbPZOVhEqlcqxklZZev+7jchKsCiGqnSX9HJm/fw2A762j0biUbSWVoklVNsVOp5BoYkLalum8j1YfJN9opUWEF/27VuyZffugVoR7BGO0mvjlxJYKlVEWe5MP8fPF8v/d5UEMOkOZziuaaf97wjZS80qmWapJeeZ8R5aGYa0H1tteVbiUESBNpyE3o3BGdU7ScY5eHALQNbJLrdVNVA+thy/ePe8h/Om3CRrxX1xbdgO1BtO5Y5z/4R1OvfEYaWvfxZQUX9tVLZNwj4uTrIqWXW0ACwNIsCqEqFaKopC27j0UmwXnJu1xa3NTmc/968xuDqQeRafRlflR/L7jaWzak4hKdXFSlbpigZNKpeL2i72r6+J+w2q/wkSmSsgz57N4+2cADGjemzYBLcp8bgu/JrQLbIlNsbPq8I9VXrfyWHfsVwosRsI9guv9eE4vgwfeKh2KSsWJ9MLJeX8n7MCsVuOFpkoXYxB1i0qlxqXJDQTePZGIZ97Dp+8DaL2DUMwF5Oz5ibMfTSLxw4lk7/oRu6nuBn5FK1kVLbvqmGQlwaoQQpQud/9vGBP2o9Lq8RvweJl73YwWI5/8/Q0AQ1v2J8DN75rnWKx2Fq/YB8DA7pE0C/eqaLUBuKlRZzwNHlwoyGDrmV2VKqs0S//+hgsFGQS5+TMyemi5zy9aHeq3k39xIT+jimtXNvmWAn64OExjWJuBqMuYM7cuizQUpqU6kZMMwK4LxwG4wTW4Xvcai7LTunnh1X0o4U8tIvj+Gbi26QkaLebkE5xf/x6n3niU1O/fwng2DkVRaru6xRRlBEh0ZASo/+mr6v+nihCizrLlZXHh5yVA4YQGnXfZJ6Z8e2gd6QWZBLj6cmfLsq1w9d3meM6k5OLl5sQDAys/G12n0TGg2c0AfH/05yr9o7T73H5+O/kXKlSFj/+15R9X28q/Oa39m2O1W/nuyE9VVrfy+On4ZvLM+YS4B9I9rGOt1KGqNXEv/D1NMGdhs9vYZ8kCoEtIdG1WS9QClUqFc2Q7AodOoNG49/Hp9zA6vzAUi4ncfRs5t2QKie//h6wda7EVlL4yXk0LuzgM4EJBBvnmggaRvkqCVSFEtbnw8xLsBbnoAyLx7DK4zOedzU5mTdwvADzcYTj6MqS4Ss3I54sNRwEYPaQ1bi5lS4t1Lbc264Veo+NkxhkOpR2rkjJzzXm8u2MZALe36FupJUnvvti7+kv8FjIKsqqkfmVltJr4/ujPQGFKMbW6YfxJaerXGIDTiolDyYfJV4OLzU67pt1ruWaiNmlcPPDqOoSwx18n5MH/w61db1RaPZa001z46UNOv/kYqd+9gSkloVbr6ap3wcfZCyhcHKAoWE2TYQBCCFFc/om95B7YDKjwG/QkKk3ZMuU5JlXZbcQEt6VTaNl6sz747gAms402TXzp0zG8EjUvzsPJjZsjuwE4ArPKWrL7azKMWQS7B3BfuzsqVVbbgCha+DbBYrfy/ZENVVK/stpw/HdyTLkEuvrRs1HnGr12dWoW1BKAdA38cqTwS1Mrk4KT57WHooiGT6VSYQhvRcAdzxDx7Af43vYo+oBGKFYzuQc2c27pVExJJ2q1jpcWBzjnWMXqfJYRm81em9WqMAlWhRBVzm4xcX7duwB4dB6IIbR5mc/dlriH/SlH0Km1PBwzvEzn7Dycwl/7k1CrVTw5rHJr25fm9qhbUKFi97n9nMtOrlRZO87uZfOpbahUKp7u8lCZeo2vRqVScXebwswAG+J/J9uYU6nyyspsNbP6aGFwfFfrAWjU9TPZeGk8fULxM1sB+CutMAVaB2f/2qySqKM0Blc8Ow0k9NEFhDw8F0NEaxSLieSv5jhSn9WGMI9Lk6y83Q1oNWrsdoULWcZaq1NlSLAqhKhyGb9/hTUzBY27Lz43jyzzeUariaUXJ1Xd0bI/QW7XDhDMFhvvrdxfeM5NTYgM9qhYpa8ixD3QkTt0zcXJRBWRY8rlvZ3LARgSdSst/Jpc44yyuSGoDU29G2GymR3DJ6rbLyf+IMuYjZ+LD70ada2Ra9YUlUZHuK3wz6MC6OwK0YEta7dSok5TqVQYQpsT9K9YdH5h2HLTSf56LnZz7QSHl0+yUqtV+HsV9q7W1/RVEqwKIaqUKSWBrK2rAfAb8BhqJ+cyn7vi0Dou5Gfg7+LD0Fa3lemcbzceI+lCHj4eBkb0j6pQncuiaJGATQlbK9x7+eHuL8kyZhPqEcTwtmUfw3stl/eurj/2Gzmm6p3oYbFZHBO6hrbqj7aMQzzqk0YaF8f/t8g34R5c9qcD4vqlNrgSNHwKahcPzMknSF39JopS84/eiyZZnXHkWpVgVQghAFDsNs6vXQyKHdeW3XBtcfVxjFa7jdOZZ9mcsI1P/v6WNUcLewUf6vAvnMrweDzpfB5fbyyc9PTonW1xMVx7dauKauXfjCbeEVhsFn6K31zu87ee2c2fp3eiVqkLH/+XYSWu8ugYEk0jrzCMVhNr436t0rL/6beTW0kvyMTb2ZPejW+s1mvVlsbOvo7/b5trQh9UNb3gouHTeQcRdM8k0GjJP7qNjN8+r/E6hF3sWc0wZpFrznNMskqtp+mrGt7XYSFErcne9SOmc8dQObng2/+RYvvyzPmcykwk4eLPqcxEzmQlYbVbix0XE9yWzqHtr3ktRVF4d+U+LFY7N7Twp2f7kCq9l39SqVQMjurHm1s/4sdjm7ijZf8yB5xZxmze31X4B2toq/40842slvrd3Xogr/75PuuO/cqQqH646Mveq11WVruNVReXeL2zHK9BfRPpEYzL+TPYgVY2HVpPGbMqys4Q3gr/QU+R9v1CMv9cgc43FPfo3jV2fRedM74u3lzIzyAxK+nSKlb1NH2VBKtCiCphzT5P+m/LUACl513szjpNwqk/HYFp2hWWBHXWGmjkFUojrzAae0fQs1HnMk2Q2nogiV1HUtFq1NUyqao03cJjWLZvJRfyM9hyajt9m/S45jmKovDBri/IMeUS4RnK3a0HVVv9uoTdQJhHMInZSaw79qsjrVVV2pywjbT8dDwNHvRr0rPKy68rnD0DeHpPBooKvEJby2IAotzco3tjuXCWzD9XkLb2HXTegRjCK5//uazCPYK5kJ/BmawkArwLV16rr8MAJFgVQlSY2WYhMescCRmJHNr5Haf9DSQbPDGe2gCnSh7v5+JDpFcYkd5hNPIKI9IrDH9X33KvemQ0WXlv1QEAhvVpRqi/W1XczjVp1RoGNe/Lp3sLhyz0aXzjNYOYv87sYlviHjQqNf/u8iC6auyJVKvUDGs9kDe3fsQPcRsZ1KIvzjpDlZVvs9tYebFXdUhUv0pnMqjLtJ5++FoLl9h1Cmpcy7UR9ZV37xFY0s+Rd2Qryd+8TOjDc8q1OEplhHmG8HfyIc5kn6Ozd2GQLMMAhBANXnJuGtsy9rF5924Sc5I4m5OC/fLJA856QEGr1hLuEVwYkF4MTBt5heKmd62Senyx4SjnMwsI8HHhX7fU7MSXW5r04JuDP5CYncTfyQfpENz2isdmFmTxwa4vALir9UCa+ERUe/1uDO/I1wfXkJSTyo/HN5V5olpZ/HF6Jym5abjrXenf9KYqK7cu0rpfyqnqJONVRQWpVGr8hzyDJTMNc3I8yV/NIfSh2agNVfNZeDXhHpcyAgyOLFoYoAC7XUGtrl9PCiRYFUKUidlmYe6fb5Npyi623V3vQmBOLsH5Rpo26kDb7v8ixCMIbTXl3TyTksOqTfEAPDG0HQZ9zX6Mueid6dukBz/E/cKao79cMVhVFIX3dn1OrjmPSK8whrUaUCP1U6vV3NVqAG9v/4Q1R39mQPPeFVrK9Z/sdjsrDxX2qg6O6oehCnts6yLtZQsA6AOlZ1VUnFpvIGh4LGc/nozlfCIpK18l6N6pqKo5N3G456Vcq76eBtRqFVabnYwcI76eVT+evTpJNgAhRJlsObWDTFM2rhpn7m45kNibnmbxkDnMNUTx6JnzDFXcGXDrv4nwCq22QFVRFBav2IfNrtCldRBd2tTM47R/GtSiD2qVmv0pR0jISCz1mN9PbWfn2b1o1Br+3eWhGk3v1LNRFwJcfck25fJz/JYqKXNr4m7O5iTjqnfhtuY3V0mZdZnG1QvnJu1xjmyHzrd6J++Jhk/r7kPQv6ag0jlRcOJvLmz4uNqvGeZR+PmYZcwm35qPn2fhF8y0ejgUQIJVIcQ1KYrCDxeXGu3i1Y4hzfsRE9IWl/RkcnYX5tv0G/gE6moew7hpz1n2HT+PXqvmsaFXfvxe3fxdfekW1gGANXEll2BNL8jk491fAnBP60FEeofVaP20ag1DL/bkrj7yE2aruVLl2RU73x5aB8Cg5n1w0dWvXpmKUKlUBI+YTvD9M1CVc0y1EKVxCm5CwB3PApC9cx1ZO9dV6/UMOgP+Lj4AnMlKwv9i+qqUepgRoNzvQLvdzptvvslNN93EDTfcwGOPPcaZM2eueHxGRgbPPfccnTt3pkuXLrz44osUFJQe1ZvNZoYMGUJsbGx5qyWEqEZ7kw9xJjsJg9aJ9h6FK/koNgtpaxcDCm7RfXGObFetdcgrsPDR6sJJVcNvbUGQb/WP+bqaokUC/ji9k/SCTMd2RVF4b8cy8iwFNPGOqNIxo+XRO7Ibvi7eZBqz2Xjyz0qVtfPsPs5kncNZa2Bgiz5VVEMhrj+uLbvi0+d+AC789BH58Xuq9XphF4cCJGafI8C7/i4MUO5g9e2332b58uXMmjWLL774ArvdzqOPPorZXPo393HjxnHq1CmWLFnCG2+8waZNm5gxY0apx7788svExcWVt0pCiGr2/cVe1ZsjuuKkKew9zdy6GkvaGdQuHvje8mC112H5j0fIyDER6u/KsN7Nqv1619LMN5KWfk2x2W2sP/abY/umhK3sTjqAVq3l6a4PoanmcWlXotVoGdqyMFD+7vBPWGyWCpWjKArfHlwLwIDmvatskpwQ1yvP7nfhFt0bFDspK1/FnHblDr/KKlp29czluVYb+jAAs9nMRx99xLhx4+jduzctW7bktddeIzk5mZ9++qnE8Xv27GH79u3MmzePNm3a0L17d2bOnMl3331HSkpKsWN///131q1bR/PmsqSdEHXJqcxE9qccQa1Sc2vjwhng1oxkMn//GgC/W8egcXGv1jqcOJvFmi0nAHjirmh02toJAP+pqHd1Q/zvGK0mzuen8/GerwAY3nawY4JDbenT5Ea8DZ5cKMhgU8LWCpWxJ+kAJzPP4KR14vaoW6q4hkJcf1QqFf4Dn8QQ3grFlE/yV7Ox5WVVy7WKll1NzE66bBWrBt6zeuTIEfLy8ujevbtjm4eHB61bt2bHjh0ljt+5cyf+/v40bdrUsa1Lly6oVCp27drl2Jaens6UKVOYNWsW3t7eFbkPIUQ1KVoCtVtYB/xcfEBRyP7lIxSbBecm7XFtU72J4e12hXe+3YtdgZ7tQ+gQFVCt1yuPTiHRBLn5k2fO59cTf/Lujs8osBhp7hPJkIuBbG3Sa3Tc0fJWAFYe/hGr3Vau8xVF4ZuLvaq3NeuFh1PN5LMVoqFTaXUE3jMJrVcg1sxUUr6dj2Kt2NOPq3FkBMg6R6B3/V3FqlzTU5OTkwEIDg4utj0gIMCx73IpKSkljtXr9Xh5eZGUlOTY9sILL9CnTx/69u3Lxx9Xfoacoijk59e/xmhoisYmX2mMsqj7MoxZbDlV+EW0X6OeFBQUoD+7H/OZw6DV43rzg9Xevr/uOsuRUxkY9Bru79+0zr23b218E5/uX8GyvSsx2y1o1VpGRw/HZDTVdtUAuDG4IysPrSct7wK/HPudm8K7lDjmSu/VA6lHOZ6egF6t45aIHnXutRdXJp+/9YEWrzsmcOHLmRjPHCZp9SI8b3v8iguNVKRNfbQeAGSbclFpC9+/qRn55OXl1fqqbIqilLkO5QpWi14gvb74jF8nJyeyskp2YRcUFJQ4tuh4k6nwg/yLL74gPj6eBQsWlKcqV2WxWDh8+HCVlScqJyEhobarICpo04Ud2BQbYYZATMl5nDKn4nGxpzW/aU+OJV2ApNKXUa0K+SYbS9cVDhnq1caNlLMnSTlbbZerED+7Owa1E0Z74WfaTd4xZCWmk0V6Ldfskhj31vx2YTsrDq7DJ8f1iiuGXf5eVRSFL86uAaCdewvOnUjkXE1UVlQp+fyt+7Tt7sBt15cYD28h3abF1OTGqx5f3jb11LqTZc0h7sw+AMwWO7v+PoirofaHU5UWI5amXMGqwVCYo8tsNjv+H8BkMuHsXDKVicFgKHXilclkwsXFhRMnTjB//nw+/PBDXFxcylOVq9LpdDRrVvsTMK53BQUFJCQkEBkZWervh6jbTFYTi04tA+CutgNpFdyKCz+8jcVSgNo3jMa3PYCqmnOHvvfdIQpMdsICXHnozk5oNXUzhdCtmrN8f+xnmnlH8kD3f5V7+djq1tjahJ0/HyDDkk2Wh5EbwzoW21/ae/Xw+eMkxqegVWsZ1eVuvA2etVF1UUHy+VuftCLfw4nsjUtxifuNkBbRGJp3LnFURds0MiecvSmH0Ps54e1uJyPHhJd/OM3Cavc9ffz48TIfW66/NEWP9FNTU4mIuLRsYGpqKlFRUSWODwoK4uefi+cgNJvNZGZmEhAQwNq1a8nLy2P06NGO/Uajkd27d/Pjjz+yZ0/FUjqoVKoqDX5F5Tg7O0t71EObj20nz1JAkJs/PRp3xp6fjeVY4SQdr/6P4uruUa3XjzudwcZdhd2oY//VAQ/3ujteckT7O2nkE0ZMSNs6OVveBRcGt+zHF/tX80P8Rvo271FqQH35e/WH+I0A9G1yI6E+wSWOFfWDfP7WDy7d74DsNLJ3riVr/WJcA8JwCm5a6rHlbdNI7zD2phwiteACgT6hZOSYyClQav33ojzDEMr19b9ly5a4ubmxbds2x7bs7GwOHTpE584lvwV07tyZ5ORkTp065di2fft2ADp27MioUaP48ccfWbVqleOnbdu29O3bl1WrVpWnakKIKmS32/khrjBYGdSiL2q1mrxDW0BRsHqGoA8q/UO0qtjsCm9/uxdFgb6dwmnTxLdar1dZWo2WXpFd62SgWmRAs9646pw5m53MtsSrdwQcSYvnQOpRNGqNI/2VEKJ6+d76MM5NOqBYzSR/NRdrdtUMsbp82dWi9FX1bWGAcgWrer2eUaNG8corr/DLL79w5MgRJkyYQFBQEP3798dms5GWlobRaASgffv2xMTEMGHCBPbt28fWrVuZPn06Q4cOJTAwEC8vLxo1alTsx2Aw4OrqSqNGjarlhoUQ17bz3D5SctNw1bvQu3Fh9o+c/ZsBMIdU/8pR6/88SXxiFq4GLQ8Pbl3t17seuOidHQn9vz24Drtiv+Kx3x4qzABwc2Q3/Fx9aqR+QlzvVGoNgXdNQOcXhi03neSv52I3GytdriN9VdY5/L0Khw+k1bP0VeUeWDVu3Djuuecepk2bxogRI9BoNHz44YfodDqSkpLo2bMna9cWftCpVCoWLVpEWFgYDz30EOPHj6dXr15XXBRACFE3FC0C0L9pLwxaJ8znEzEnx4Nagzm4VbVeOyPHyKfrCidIPjCoNd7uhmucIcpqUPO+OGsNnM46y86z+0o95viFBPYmH0KtUnNXLa2+JcT1Sm1wJejeqahdPDAnnyB19ZsoV/liWRZhHkGoUJFjzsPDq3BbfVsYoNyzIzQaDRMnTmTixIkl9oWFhXH06NFi23x9fXnzzTfLXP6nn35a3ioJIarQsQsnOXo+Ho1aw4DmvQHI3b8JAKdG7VCq+VH3kjWHyDNaaRbmyYDukdV6reuNm5MrtzW/mVWHf+TbQ2vpHNq+xLixol7Vmxp1IdDNvzaqKcR1TecVSNA9kzm37H/kH91Gxm+fO5ZorQi9Vk+gmx/JuWnglA3Uv4UB6taUVSFErStaBKBnRGe8nT1RFDu5B38HwNCqehcAOBB/no07z6BSwVN3t0ejrt08gA3R4Ba34KTRczLjDHuSDhbbdyorkV3n9qNSqbir9YBaqqEQwhDeEv/b/w1A5p8ryNn3a6XKC7s4btWoLkwzmpqRj6IolatkDZJgVQjhkJp3ga2JuwEYfHFpTeOZw1iz0lA5uWBo2qHarm212XlnReGj6f5dG9EiQlazqw4eBndubdYLgG8P/lDsD9bquMLhHzeGdyTEPbBW6ieEKOTe7ma8etwNQNoPizEnHr3GGVcWfnHcapb1PAD5Rit5BVW/YlZ1kWBVCOGwNm4jiqIQHdiKRl5hAORenFjl1rIbKm3ZEjiXh6Io/LnvHOMW/Mbp5Bw8XPU8OEgmVVWnO6L6odPoOJaewP6UIwCkmdLZlbwfgGGtB9Zm9YQQF3nffB+uLbuD3UrG96+jzs+oUDnhnoXBalJuMp5uhZ/j9WncqgSrQggA8s0FbDzxBwCDL65rb7eayTv8JwBubXtV6fUURWHn4RQmvL6JOUt3cCYlB1dnHc/e1wEP16oPisUlXs6e9GtSOKSjaIzqXxl/A9AtLMaR6kYIUbtUKjX+dzyDU3BTFGMubru+wm4q/3jTMI9L6av8vQszAtSncasSrAohAPj5xBaMVhPhHsG0Dyqc8Z9/fBd2Uz4ad18MjdpU2bX2x58n9q0tvPjBVuITs3B20nDvrS344IVb6dI6qMquI67szpb90aq1HE47zm+ntnI49wQgvapC1DVqnROB/4pF7eaNJu8CBfvLP341xCMQlUpFnjkfb+/CuQCp9SjXavWulSiEqBesdhvr4go/AG+P6ueYIe4YAtD2JlRVsIRo3OkMPl13mL/j0gDQa9UM6tGYe/o2x9PNqdLli7LzcfGiT+PubIj/naX7vgGgQ2AbIr3DarlmQoh/0rr74BozkJzNyzGfjSv3+XqNjiA3f5JyUnHyKAxS69MwAAlWhRBsPbOLCwUZeBo8uKlR4Wp0tvwc8o8XTrZyb3tzpco/eS6LZeuPsO1gMgAatYr+3Rpxb78W+HrKuuW1ZWir29h44g9sF/M43tHi1lqukRDiSnQhzQEwJx1DUZRyLVcKEO4RQlJOKirnHMCpXg0DkGBViOucoiiORQAGNLsZnUYHUDhW1W5FH9gYfUBEhco+m5bL8vVH+H3vWRQF1Cro3TGcEf2jCPKtu0uTXi/8XX25ObIbG0/+SWOXMBp7hdd2lYQQV6ALiERRa6EgB0v6OfS+oeU6P8wzmO1n/8akzgQCJVgVQtQfh9OOcTLjDHqNzpHSCCDnQOFCABWZWJWans8XG47yy84z2O2FqZF6tA/h/ttaEh7oXjUVF1XiwQ734Gfwwb/Ao7arIoS4CpVGi9UzGF3GGYxnjpQ7WC3KCJBtuwAEkpouwwCEEPVEUa/qzZHd8HByA8CSkYwp8Sio1Li1KftCAOnZRr7+OY71WxOw2gqD1M6tAxk1oBVNQj2rvvKi0lx0zgxq1ofDhw/XdlWEENdg9QpDl3EGU+IRuOGWcp0bfjEjQGp+KtCKnHwzBSYrzk51PxSs+zUUQlSbc9nJhSsWoeL2qEsffLkHClesco5sh9bd55rlZOeZ+XbjMdb8cRKzxQZAdDM/HhjYipaR1z5fCCHEtdm8w+AkGCuwQECwewBqlZoCqxEXdxv5OVpSM/JpFFT3n6pIsCrEdWxN3EYAOoa0c6xYpCgKuWUcApBvtLBqUzyrNsVTYLICENXImwcGtqJ9c1lXXgghqpLVq/DRv+XCWWz5OWhcyj6sSqfREewWwNmcZLz9zIXBaroEq0KIOizblMumhK3ApaVVAUznjmNJT0Klc8K1ZddSzzWZbazbeoxvfz1GTn7hkn2NQzwYNbAVnVsFlnuWqhBCiGtT9C5ofEKwpZ/DmHgE1xady3V+mGcwZ3OScfIoAFzqTfoqCVaFuE79dHwzFpuFJt4RtPJv7tiee6Awt6priy6o9cXTSlmsdrYdzeX11VvIzDUDEOrvxv0DWtIjOgS1WoJUIYSoTvqQ5hRUMFgN9wxmW+Kei+mrfEmrJxkBJFgV4jpktln48dhvQOHSqkU9oYrNSu6hLUDJIQA2m52ZH+8k7nQWAAE+Loy4NYo+HcPQaGQxPCGEqAm6kBYUHNhUOAm2nIqWXTVpCj/HU+rJKlYSrApxHdpyajtZphx8XbzpFh7j2F5wYi/2/Gw0rp44N2lf7Jw1f5wk7nQWTjoVowZEcXvP5ui0EqQKIURN0l9cHMB07jiKzYLqYm7ssihKX5VjuwAopNWTYQDyl0aI64yiKKw5+gsAA5v3QavWOPYV5VZ1bd0T1WXbz2cWsGx9YWqj/h086d8lXAJVIYSoBRqvINQuHig2C6bkk+U6N9gtAI1KjdluRqU3klJPhgHIXxshrjN7kw+RmJ2Es9ZAvyaXcqjaTfnkx+0AwL1d8eVV31u1nwKTjRYRnnRoKitPCSFEbVGpVBhCowAwnjlSrnO1Gi3BFzO/qJxzycwxOdIN1mUSrApxnSlaBKBvkx64XDaBKu/IVhSrGZ1vKPqgJo7t2w8l89f+JNRqFY8NaYVaZvoLIUStMoS3BMCYWL5gFQozAgA4uecBkJZZ94cCSLAqxHUkISOR/SlHUKlUDGrRp9i+nItZANza9nJMuDKarby7Yh8AQ3s1JSJIlkoVQojaZggrDFZNiUdQFKVc54Z7XAxWPYxA/ZhkJcGqENeRNXGFvardwmLwd/V1bLdmX8CYcAAongXgyw1xpGYU4O/tzIj+UTVbWSGEEKXSBzcBjRZbXhbWzJRynRvuWZgRQO2cA1Av0ldJsCrEdSK9IJM/Tu8EYEhUv2L7cg/+DigYwluh8woA4FRSNit/Ow7AE0PbYagH60cLIcT1QK3V4xTcFCj/uNWiYQBmTRagSM+qEKLuWH/sN2x2Gy39mtLMN7LYPsfyqhcnVtntCm9/uxebXaFb2yC6tg2u6eoKIYS4CkPYxUlW5Ry3GuQWgEatwYYVlb6gXqSvkmBViOuA0WpiQ/zvQOEiAJczpSRgTj0NGi2uLbsD8MuO0xw6mY5Br+Gxoe1qvL5CCCGurmjcanmDVa1aQ8hlGQFSZRiAEKIu+O3kX+SZ8wl086dTSHSxfUW9qi7NOqJxdiMr18THaw4CMPK2lgR4u9R4fYUQQlxdUbBqSTuDrSC3XOcWTbJSO+eSKsMAhBC1zW6380PcRgBub9EXtfrS216x28g9ULi8alFu1SVrDpGTbyEy2IMhNzUpWaAQQohap3H1ROdTGHSazsaV69ywi5OsVC65pGcbsVjtVV6/qiTBqhAN3M5z+0jJTcNV70Lvxt2L7Ss4dQBbbjpqgxsuTWM4EH+en3ecRqWCp+9pj1YjHxFCCFFXOVVwKEDExWBV45yLXYELWXV73Kr8JRKigStaBKB/014YtE7F9uVezK3q2vpGrGh4+9u9ANzWLZKWkT41W1EhhBDlUtFJVkUZAVTOeYBS58etSrAqRAN27MJJjp6PR6PWcFvz4kuo2i0m8o5sBcC97c2s2nScMym5eLrpeWhQq9qorhBCiHJwLA5w9hiKzVrm84Jc/dGptaC2oXIqqPPjViVYFaIBK+pV7RnRGR9nr2L78uO2o5iNaL0CyHAO44ufjgLwyB1tcXPR13RVhRBClJPOLxS1wQ3FasaUklDm89RqNSEeQUBRRgAZBiCEqAWpeRfYlrgHgMFRt5TYn7P/4vKqbXrx7sr9mK12opv50TsmrEbrKYQQomJUKrVjKICpnEMBLmUEyJFhAEKI2rE2biOKohAd2IpGXsUDUGtuJgUn/gYgTteKXUdS0WrUPHV3NCqVqhZqK4QQoiIqOsnq0rjVXFLTpWdVCFHD8sz5bDzxB1B6r2re4T9AsaMLaso7PxeuK31P3+aEBbjXaD2FEEJUjmOS1ZmjKIpS5vPCL2YEUNeDhQEkWBWiAfrlxBaMVhPhHsG0D2pdYn/uxSEAB2hBeraRYF9X/nVL85quphBCiEpyCmkGag223HSsWWllPq9oGIDKOY/zmfnY7GUPdGuaBKtCNDBWu411cb8BcHtUvxKP9c0XzmJKOo6iUvPZETcAnrw7Gr1OU9NVFUIIUUlqnRNOQYULuJRnKECAqx86tQ6V2o5dl0d6lrG6qlhpEqwK0cBsPbOLCwUZeBo8uKlR5xL7i3pVE9QRZNud6XVDKDFRATVdTSGEEFXk0iSro2U+R61WE1YsI0DdHQogwaoQDYiiKI50Vbc1uxmdRveP/XbHQgCbssJxMWh55M62NV5PIYQQVccxyepMxSZZ1fVxqxKsCtGA7Dy3j5MZZ9BrdPRv1qvEflPiUaxZqRgVHQfM4Tw4qDU+HoZaqKkQQoiqUrQ4gDntNHZT2YPOoklWKhcJVoUQNSA+/RRvbv0YgH5Nb8LDya3EMUW5VfeaI4gM92NA98iarKIQQohqoHX3RusVAIod49m4Mp8X5nFZz2odTl8lwaoQDUByTipzNi/CZDXRLrAlo6LvKnGMYrWQdWALALvMTfj3Pe3RqCWnqhBCNASGCgwFCC/KtWrIJSUjt1rqVRUkWBWinssyZvPS5kVkm3Jp7BXO8z2eQKvRljzu6E7Ulnwy7S5Ede1OszCvmq+sEEKIalEUrJrOln2Slb+r78WMAAopuWVPe1XTJFgVoh4zWozM2fwWKblpBLj6MqXX0zjrSh+Deuy3tQAcohn3DyyZe1UIIUT95VS0OMDZOBS7rUznqFVqglwDAUg3n8deR3OtSrAqRD1ltVlZ8Od7nMg4jbuTGy/cPA4vZ89Sjz19KgnPjMJHQ8373I6LQVfqcUIIIeonvX84KicXFLMRc+qpMp8X6RMKgF2fTVauqbqqVykSrApRDymKwuIdn7E3+TBOGj1TbnqaYPfSc6UqisJvK1ahVdlJ1/rTpUfHGq6tEEKI6qZSazCEtgDKN241oigjgHMuKXU0I4AEq0LUQ8v3rWLzqW2oVWr+0+MxmvlGXvHY33YnEpy1D4DATn1LrGglhBCiYXBMsirHSlbhl+VaTaujGQEkWBWinlkbt5HvjvwEwJOdR9Eh+MpJ/XPyzXy7+i+a6lJRUBHc+ZaaqqYQQogaZgi/OMmqHCtZhRX1rBrySE7PqZZ6VZYEq0LUI3+e3sXSPd8AcF+7O+jduPtVj1/6wyGirIUfWoZGbdF6+FZ7HYUQQtQOp5BmoFJjzT6PNftCmc7xc/FGQ2FGgISM5GquYcVIsCpEPXEg5SiLti1BQeG2ZjdzV6sBVz3+8Ml0ftyaQCenEwB4RN9cE9UUQghRS9R6Z/SBkUDZhwKoVWq89X4AJOVKsCqEqKBTmYnM/2MxVruVrmEdGN1h+FXHnlptdt7+di/hmgsEarJRafW4RnWtwRoLIYSoDRVZHCDY7WL6KlPdzLUqwaoQdVxa3gVmb1pEgcVIK//mPNNtNGr11d+6qzefICEpmxtdEwBwadEZtZNLDdRWCCFEbSoat1qeSVbN/cMBsOqyq6VOlSXBqhB1WI4pl9mbFpFhzCLcI5iJPZ9Ar7l6jtTUjHyW/3QENXa6Op8GwL2dDAEQQojrQVHPqjklAbu5bLP7owIjAPAOsFRbvSpDglUh6iiT1cy839/hbE4yvs7eTL35Gdz0rtc8772V+zGZbfQPz0VjyUXt4oFz4/Y1UGMhhBC1Tevhi8bDDxQ7pnPHy3ROM59IXHTO+Lh4VHPtKqbkAuJCiFpns9t4468PibtwAle9Cy/c/Ay+Lt7XPO/XXWfYdjAZjVrFoMAklBPg1qYnKo281YUQ4nphCIsi79B5jGeO4BzZ7prHuzu58dbg/0Orrpt/K6RnVYg6RlEUPtj1BTvP7UOn0TG551OEXUzafDUHT1zgzS//BmB47wg4vQcAt7YyBEAIIa4nFVkcwFXvgpNWX11VqpRyB6t2u50333yTm266iRtuuIHHHnuMM2fOXPH4jIwMnnvuOTp37kyXLl148cUXKSgoKFbeBx98wG233cYNN9zA7bffztdff12xuxGiAfjm4A/8cmILKpWKZ7uNoaV/s2ueczYtl5c+3obVZqd7u2AGh2agWM3ofEJwCm5aA7UWQghRVzgmWZ2NQ7Hbark2lVfuYPXtt99m+fLlzJo1iy+++AK73c6jjz6K2Wwu9fhx48Zx6tQplixZwhtvvMGmTZuYMWOGY/+7777Lu+++y7PPPsvq1at58MEHmTFjBqtWraroPQlRb/0c/ztfH/wBgEdi7qNL2A3XPCcr18SLH2wlJ99Ciwgv/jMyhrxDmwFwa3ezLK8qhBDXGX1AI1R6A4opH8v5xNquTqWVK1g1m8189NFHjBs3jt69e9OyZUtee+01kpOT+emnn0ocv2fPHrZv3868efNo06YN3bt3Z+bMmXz33XekpKQA8PnnnzNmzBgGDRpEREQE9957L3feeaf0rorrzs6ze3l/1+cA3N16EP2b9brmOWaLjZc+3k7S+TwCfFyYNqYrWmMWBSf3A+DW9qZqrbMQQoi6R6XWYAhpDpQv32pdVa5g9ciRI+Tl5dG9+6UlHj08PGjdujU7duwocfzOnTvx9/enadNLjyG7dOmCSqVi165d2O125s2bx1133VW8Umo12dl1M9eXENXh6Pl4XvvrQxRFoW/jGxnedvA1z7HbFd74Yg+HE9JxNWj53yNd8XY3kHtoC6BgCG+Fziuw+isvhBCiznGqwLjVuqpc076SkwuX4QoOLj7ZIyAgwLHvcikpKSWO1ev1eHl5kZSUhFqtLhb4Apw7d44ffviB++67rzxVK0ZRFPLz8yt8vqgaRWOTLx+jLEo6l5PC3D/ewmKz0D6wNfe3Hlqm1+yLDcfZ/PdZNGoV/xnRHj8PLfn5+WTv+w0AfYtuVf4+kDZtmKRdGx5p04anvG2qCmhcePzpw3UyJlIUpczD1MoVrBa9QHp98dliTk5OZGVllXr8P48tOt5kMpXYfv78eR577DF8fX156qmnylO1YiwWC4cPH67w+aJqJSQk1HYV6hT9mb/RJx8CRSFbpfCeh4k8jUKYVcUdh09w7vD/rllGToGNkGwrT7uDn4cW999/48zvgKKgyziNotJwWvFCqab3gbRpwyTt2vBImzY8ZW5Tqw0vVNiy0ziyZweKwa1a61URpcWIpSlXsGowGIDCsatF/w9gMplwdnYu9fjSJl6ZTCZcXIov/XjixAkef/xxbDYbn3zyCR4eFU9Mq9PpaNbs2jOoRfUqKCggISGByMjIUn8/rkf5BzeTfXAtAAVqFZ+GepOl0eJntjI6MQNXu1KmcnwAn6KFrAou/lzGuXkngtvHVFm9i0ibNkzSrg2PtGnDU5E2Pb83HGvaaSJdFQwtWlVzDcvn+PGyLVgA5QxWix7pp6amEhER4diemppKVFRUieODgoL4+eefi20zm81kZmYSEBDg2LZr1y6eeuopAgMD+eCDDwgMrNw4O5VKVSIYFrXH2dlZ2gMoOH2Q7J8/BsC5w618bEsiOT8VT62BSS1uwy/m2t960zILWP7jEUwWG60jfbi9R+OSj1E0Glwio1Ebqu81lzZtmKRdGx5p04anPG3qEt6K7LTTKGkncbmhd/VWrJzKk6mmXMFqy5YtcXNzY9u2bY5gNTs7m0OHDjFq1KgSx3fu3JlXXnmFU6dO0ahRIwC2b98OQMeOHQHYt28fjz76KK1bt+add96pVI+qEHWVJSOZlG9eBrsV55bd+NxTzdHEVJy1Bl7o+x8ivcOvWUZGtpH/W7mZ1LwIWjf24e5HbkSn1dRA7YUQQtRHTuEtYfePGBOP1nZVKqVcwaper2fUqFG88sor+Pj4EBoayvz58wkKCqJ///7YbDbS09Nxd3fHYDDQvn17YmJimDBhAjNmzCA/P5/p06czdOhQAgMDsVqtPP/88/j6+jJ37lxMJhNpaWkAaDQafHx8quWmhahJNmMeyV/Oxl6Qiy64CWvCg9l68g80ag0Tez5RpkDVaLYy66NtpGYUEOLnyguju0qgKoQQ4qqKVrIyJZ/AbjGh1jnVco0qptyLwI4bNw6r1cq0adMwGo107tyZDz/8EJ1OR2JiIrfccgtz5sxh2LBhqFQqFi1axIsvvshDDz2Ek5MTAwYMYMqUKUBhr+qpU6cA6NevX7HrhIaGsnHjxiq4RSFqj2K3kbpiAZYLZ8Hdl+9atGDzyT8AGNv1IdoGtrxmGTa7woJluziVlEWEvzOTH+qAXmPHaDRWd/VLKJoYaTKZUKtlteaGQtq17tPpdGg08gVVlI/W0x+Nmw+23HRM547j3KhNbVepQlSKopRtRkc9sX9/YTL0du3a1XJNRH5+PocPH6ZVq1bX5ZgpRVG4sP59snf/iFXnxIqYjuy+cBy1Ss2/uzxIr8iuZSrnw9X7ST+fRkwzd/y9nWu1R9Vut2O1WtFqtRLUNCDSrvWDl5cXQUFBZRrrd71//jZEFW3TlBWvkHf4L7x7j8S7x93VWMPyKU+8Vu6eVSFE2WTvXEf27h8xqdR83iaKIxeOo1NrmXDjY3QKjS5TGT/8cZL082l0b+1N44gQfLw9anX5VJvNhslkwsnJSXp5GhBp17qtKHd4amoqUDLXuRBXYwhrSd7hvzDV43GrEqwKUQ3yj+/mwoaPyVOr+KRlE07lJuOsNTDppqdoE9CiTGXsOJTMku/38+SgYMLDggkNqf3VqGw2G1CYlk6CmoZD2rXuK0pVlJqaSkBAgLSTKLNLK1kdRVHsqFT17+lJ/auxEHWcOfU0KStfJUsN7zUN45Q5G3cnN/7XZ3yZA9UTZ7N4+dOduBo0uLno8feRLBlCXO+KHv1aLJZaromoT5wCI1HpnLAbc7GcP1vb1akQCVaFqEK2vCySv5pDqmJmcWQAKYoJX2dvZvZ9jiY+jcpUxvnMAl78YCtGs42Wkd64u+hkHKEQolaHAIn6S6XR4hRSuFCSMfFILdemYuQvoBBVxG41k/zNPE4XpPNuuC8ZKjvB7gHMuuV5Qj2CylRGvtHCzA+3kp5tJDzQnceGtpM/UEIIISrF4BgKIMGqENctRVE4/8M7HDl/gvfCvMlVQ2OvcGb2fQ4/17LlC7bZ7Lz86U5OnsvGy92J/z3aDVeD7ton1gNTpkwhOjqakydPltiXlpZGly5deP7552uhZpf07duXhQsXArBixYpSV+W7kl27drFz586rHhMVFcWKFSsAiI2N5YEHHqh4ZSl8FLxkyRLHvxcuXEjfvn0rVWZl/fN1u/w1rSkZGRl8/fXXjn8/8MADxMbGOv79zjvv0KVLFzp06MD+/fuJiopi27ZtVXLtf7aJEHWFIazwfVlfJ1lJsCpEFcj841t2ntjKhyFeGNUqWvk34399JuBpKNtYU0VReHfVfnYdSUWv0/DfMV0J9Gk46WamTJmCp6cn06dP55/Z8mbOnImzszPTp0+vpdqVNGjQILZs2VLm40eOHMnp06evesyWLVsYNGhQZavmsGbNGubMmeP495gxY/jmm2+qrPz66uWXX2b16tWOfy9cuJAXXngBgJycHN544w1GjhzJmjVriIqKYsuWLXTo0KFKrv3PNhGirnAKLQxWLelJ2PKyark25SfBqhCVlHv4L37dtYJPgj2xqlXEBLflhV7P4KJ3LnMZqzbFs+7PBFQqeP7+GFpEeFdjjWueh4cHM2fOZPv27Xz11VeO7T/++CMbNmxg9uzZdWqpZYPBgL+/f5WW6e/vj8FgqLLy/hn0u7q6yqp/lHxdvLy8cHd3BwqXB1cUhW7duhEaGoper8ff3x+9Xl8t1xairtA4u6HzL1wtsT4OBZBgVYhKMJ07zupfF/NloAd2lYqeEZ15vueT6LVl/+P3575zfLzmIABjhrShe7uQa56jKApGk7Xmf8zWCv9B7tOnD3fccQfz58/n/Pnz5ObmMmvWLEaOHEmPHj0AiI+P57HHHqNDhw707NmT5557zrEEM0BWVhbTpk3jpptuok2bNnTv3p1p06ZRUFAAwLZt22jdujXvvfceXbt2ZdiwYdjt9hJ1ycnJYfLkyXTq1Ilu3brx8ccfF9v/z8fZmzZtYtiwYbRv357u3bsTGxtLVlZh70TRcVOmTCE2NpbExESioqJ499136dGjB7fccgu5ubnFhgEAWK1WZs2aRUxMDF27dmXmzJmOlaSKyrj88fTl21asWOFYCbBo2z+HASQlJfH888/To0cPbrjhBh555BGOHLn0Ryo2NpbY2FjmzZtHz549ufHGG3nqqadISUm5YhueO3eOCRMm0L17d9q0aUOvXr2YP39+qa9xWZw/f55JkybRtWtXOnbsyBNPPOFY1RDg119/ZdiwYURHR3Prrbfy+uuvYzabHfujoqJ488036dOnj+P3ZeXKlWzfvt3RLkXDALZt2+Z4fR566CEeeOCBEq+zoigsXbqU2267jejoaG6//XbWrFnjuN7OnTt58MEHiYmJoW3btgwcOJDvvvsOoNQ2Kcs9XO13S4iqVJ/HrUqeVSEqyJJ1nmVrX2a9b+Hj+tua9mJ0x3tRlyOHXdzpDBYs342iwKAbI7mzV9NrnqMoCpMXbeFwQnqF614ZURGezH26Z4XOnTZtGn/99Rfz58/Hw8MDV1dXJk6cCEBKSgojR45kyJAhxMbGUlBQwMKFC7n33ntZs2YNLi4uxMbGkpKSwqJFi/D19WX37t1MnTqVZs2a8fDDDwOFOUM3bdrEl19+SUFBQamZFMaPH8+5c+dYvHgxrq6uzJ07l7NnS0/pkp6eztixY4mNjaV3794kJyczadIkXn75ZV566SW2bNlCz549mTp1KsOGDXMEGitXrmTp0qUUFBTg5uZWotzdu3cTGBjIl19+SWJiItOmTUOtVjNt2rRrvo6DBg0iJyeH2bNns2XLFjw9Pdm+fbtjf25uLiNGjCA8PJx33nkHvV7PwoULGTVqFN999x2hoaFA4WPrIUOG8Mknn5CUlMSUKVN4/fXXr/go+6mnnsLf35+PP/4YV1dXfvnlF+bMmUOHDh1KLJl9LVarlTFjxqDVann77bfx8vJi7ty5PProo6xfv54//viD8ePHM2XKFG688UZOnz7NrFmzOHnyJG+88YajnOXLl/P+++9js9lo2rQpNpuN5OTkEmNlO3TowNdff82//vUvFi5cSJcuXcjNzS12zAcffMBbb73FCy+8QNeuXdm0aROTJk3Cz8+Pxo0b88gjjzBq1ChmzZqFxWLh/fff54UXXqBHjx6ltsnmzZuveg/X+t0SoioZwlqSs2cDxjP1b9yqBKtCVIDNVMB7q19kk3thYu5hUbdyb/u7yjVzP/lCHrM+3IbZYqNTq0Aevw5m/nt6ejJjxgzGjh2LTqfjs88+cyQ7//zzzwkKCioWrL3++ut069aN9evXM2zYMHr06EHnzp0dvWZhYWF89tlnxMXFFbvOmDFjiIyMLLUOJ06cYMuWLSxZsoROnToBsGDBAvr06VPq8SkpKZjNZkJCQggNDSU0NJTFixc7EukXDRdwd3fH3d3dEayOHDmSZs2aXfG18Pf3Z968eTg5OdG8eXOeffZZZs6cyXPPPXetlxGDweB4tF3acIXVq1eTkZHBihUrHEMDFixYQL9+/Vi2bBmTJk1y1HnmzJmo1WpCQkIYNGgQmzdvLvWaRqORO++8k4EDBzpWUHr44Yd5//33OXr0aLmD1b/++oujR4+yfv16GjduDMD//d//sWTJErKysli8eDHDhw/nvvvuAyAiIoIXX3yRhx56iMTERMLCwgC48847iy3XaDAY0Ol0JV4XvV7veC08PT3x8vIqFqwW9ao++OCD/Otf/wIKe2WNRiNWqxWTycQzzzzDI4884nifPv7446xatYqEhAQ6depUok2udQ85OTlX/d0Soio5Jlklx2O3mlGX4wlgbZNgVYhystosvLFqOtv0VgBGRQ3gjhvuLFcZuQWFKaoyc000CfFk4qiOaDRl65FVqVTMG9sTk7nm/6DZ7DYUm6VSQXW/fv1o27YtoaGhtG/f3rH90KFDHDt2rMRkF5PJRHx8PFAYAG7cuJGVK1eSkJDA8ePHSUxMpEmTJsXOuVKgCjgC28sDHD8/P8LDw0s9vlWrVgwePJgnn3wSf39/evToQe/evbn11luvep+NGl09r27btm1xcnJy/Ds6OhqLxUJCQoIj6KmouLg4IiMji41hNRgMREdHFwvsIyIi0Ol0juDIzc3tignnDQYDo0aNYv369ezbt49Tp05x9OhRzp8/X6FhAHFxcXh6ejoCVYDAwEAmT54MFP4+7Nu3r9iksaIhKPHx8Y5g9Vqvc1llZGSQlpZW7HcS4LHHHnP8/7Bhw/jkk0+Ii4vj9OnTjmEVVwour3UPN998c4V+t4SoCK13EBpXT2x5WZiTTmAIb1nbVSozCVaFKAezzcIrq2fwN7moFYVHWvTn1nIGqharnTlLtnMmJRdfTwPTH+2KSzlTVKlUKgxONf/2tdlUGI3WSpfj7Ozs6FEtYrfb6datG//73/9KHO/u7o7dbueJJ57g2LFjDB48mEGDBtGmTRv++9//ljj+8iDwn4oC7X8GWFrtlV/PBQsW8PTTT7N582b+/PNPJk6cSMeOHVm6dOkVz7nWZKp/LpdZVJ8rTfYpT2/blcYV2+32YvdZnolF+fn5jBo1CqPRyIABA7jrrruIjo7m/vvvL3MZl7va611U10cffZS77rqrxL7Le02ratKaTnf19+Dx48cZOXIkbdq04cYbb6R///54e3s7emFLU5Z7qMjvlhAVoVKpcAprSf7RbRgTj0iwKkRDVGAxMmf9HI6Y09EoCk9G9OLmmGFlPt9uV9h7LI0Vvx5n3/HzODtp+N+j3fD1LHvWgIasefPmrF27luDgYEcQlZmZyeTJkxk9ejTu7u5s3ryZr776ytH7ZbFYOH369BV7RUvTqlUroHDMaO/evYHCWeJXSj21d+9efvjhB6ZOnUqTJk14+OGHWb16NRMnTuTChQv4+vpW6H4PHz6M3W53jKndtWsXBoOB8PBwMjIyAIo9pk5ISCh2/tV6t6Oioli1alWx+plMJg4cOMDQoUMrVN8tW7Zw8OBB/vjjD/z8/IDC9rlw4UKFJt01a9aMrKwsTp065egdTU9PZ+DAgbz77rs0b96ckydPFus53bZtG5988gkzZsxwLD36TxXt9Xd3dycgIID9+/dzyy23OLaPGzeO4OBgbDYbvr6+xSbjbdy4Ebj05eCf177WPRw7dqxafreEuBJDUbB65gh0r+3alJ0Eq0KUQY4pl//bMJ+T+ano7Xb+7dueG28cWaZz07ON/Lz9ND9tO0VKej4AarWKSQ90pnGIZ3VWu14ZOXIkX375Jc8//zz//ve/AZg3bx5Hjx6lRYsWWCwWtFot69atw8fHh8zMTBYvXkxaWlqx2dXXEhERwYABA5g5cyZ6vR4/Pz9effXVK5bh5ubG8uXL0el0DB8+HJPJxNq1a4mMjMTbuzDFmIuLC/Hx8Y4gsyySkpKYOnUqjzzyCCdOnGDhwoU8+uij6PV6AgICCA0NZenSpURGRpKZmckbb7xRLBgqCtYOHDhQYmzskCFDePfddxk/fjwTJ05Er9fz1ltvkZ+fz7333lvmOl4uKKhwFbbVq1dz2223kZSUxKuvvorFYinX61+ke/futG3blsmTJzN16lScnZ15+eWX8fHxoU2bNjz22GOMHz+eRYsWcfvtt5OcnMwLL7xAWFjYVdOKubi4kJqaypkzZ8r1JQYKx6C++uqrNG7cmA4dOvDbb7/xyy+/8PHHH7Nv3z6Sk5PZtGkTzZo14+DBg/zf//0fgOP+/9km17qH7Ozsa/5uCVGVinpTjWePoihKvZknIcGqENeQnp/JrI2vcjYvDRebnX/rw+l865NXPcdmV9hzNJUftyaw/VAKdnthz4urQUufjuEMvDGSiKC6k1e0LggPD+ezzz5jwYIFjBgxAo1GQ0xMDJ988olj7OXcuXNZuHAhy5Ytw9/fn969e/Pwww87erjKat68ecybN48JEyZgt9u59957SU8vPbtC06ZNWbhwIYsWLWL58uWo1Wq6devG+++/7+gVHTNmDB988AHx8fFlms0PcMstt6DRaBg+fDjOzs6MGDHCEaSrVCpefvllZs+ezZ133kmjRo2YMmUKjz/+uOP8bt260b59e+677z7mz59frGx3d3c+++wz5s6d68iS0LFjRz7//PNyB3BFoqOjmTJlCkuWLOH1118nMDCQQYMGERwczP79+8tdnlqt5u2332bOnDmMHj0alUpFt27d+OCDD9DpdAwYMIDXXnuNd999l8WLF+Pl5UXfvn2vudLZ0KFD2bBhA4MHD+ann34qV52Khjm88cYbpKWlERkZyWuvvUaXLl244YYbOHHiBJMmTcJsNhMZGcl//vMf3nzzTfbv30+vXr1KtMnAgQOveg9l+d0Soio5BTZGpdFhz8/Gkp6E3vfaqRLrApXSwLIYF31oXj55QtSO/Px8Dh8+TKtWra74yK6uS85JZeavr3O+IAMPq42nzB50GPUSal3pYyLPZxawYftpNmw/RVpGgWN768Y+3NatETdGh2DQl/07otFo5OTJkzRu3LhKE8pXlM1mw2g0YjAYSoy5FPWXtGv9UJ7Pg4bw+SuKq6o2PffJNIxnDuM/+Gnc29feEs3lidekZ1WIK0jISOSlTW+SZcrB12zl8SwV7R56oUSgarPZ2XUklfVbE9h1OIWLnai4u+jo0ymc27o2kl5UIYQQdYJTWBTGM4cxnjlSq8FqeUiwKkQpjqTFM/f3t8i3FBBssvBIqpGoUbPQul8aR5aans9P20+xYdtp0rONju3tmvrRv1sjbmwXjF4nvVRCCCHqDkNYS7KoXytZSbAqxD/Ep5/i/za9gdlmoVGBmYeTsokcNhGnoMZYbXZ2HEpm/dZT7DmaStEgGg9XPbd0jqB/1wjCAiqXI1MIIYSoLkWLA1gunMWWn4PGpe7/zZJgVYjLmG0WFm1bgtlmoXm+mQeSMgnq8wA5fm34du0hft5+mowck+P4G5r7079bI7q1DUKnlV5UIYQQdZvGxQOdbwiWC+cwnj2Ka/NOtV2la5JgVYjLfHXge85mJ+Nus3NfchaWsG4s+Nufv7/52XGMl7sT/TpH0L9rI4L9XGuxtkIIIUT5GcJaYrlwDlPiEQlWhahPjp6P5/sjhUHpXSnZpFoDWbi3KTbOo1JBhxYB3NatEV3aBKEt49KoQgghRF3jFNaSnL0bCxcHqAckWBUCMFnNvLVtKQoKMdkF+Oc48Wp2Lzw9XLi1SyNu7dqIQB9J/yKEEKL+K1ocwJQUj2KzoNKUb8nvmibBqhDAsr2rSM5Nw8Nqo1+qmW80dzH+oZ50aR2IRnpRhRBCNCA6nxDUzu7YC3IwJZ/EENqitqt0VfJXWFz3fjuyl/XHfgVgaEouR0PuYfpzQ+neLlgCVSGEEA2OSqVyZAWoDyms5C+xuG7Z7QorNh3h/e0fggo6ZRUQ1vwu7h89DBdD3X4kIoQQQlSGIaxwKEB9GLcqwaq4Ll3IKuDFD7ayat/nWJwseFpsDAvpxg1D/lXbVWuQpkyZQnR0NCdPniyxLy0tjS5dulxzzffq1rdvXxYuXAjAihUriIqKKvO5u3btYufOnVc9JioqihUrVgAQGxvLAw88UPHKAhaLhSVLljj+vXDhQvr2rZnVaFauXMnIkSPp1KkTnTp1YsSIEfz444/FjnnggQeIiopy/LRs2ZIOHTpwzz33sGHDhmL1vvy4f/6sX7++XHUrT9uVt52FaEgc41YTj6IUJQ2voyRYFdedP/ed45lXfuVY0h6MAakAjNQG0nTQY7Vcs4ZrypQpeHp6Mn369BIfijNnzsTZ2Znp06fXUu1KGjRoEFu2bCnz8SNHjuT06dNXPWbLli0MGjSoslVzWLNmDXPmzHH8e8yYMXzzzTdVVn5pFEXh2WefZe7cuQwaNIgvvviCL7/8kl69ejFhwgTee++9YscPHDiQLVu2sGXLFjZv3uwIDseNG8e+ffscxwUFBTmO++dPeQPw8radENcrfXBTUGux5WVizUyp7epclUywEteNfKOF91cd4Ocdp9GrC/Buv49sVHQ3abj53imo1JLUv7p4eHgwc+ZMnnzySb766ivuvfdeAH788Uc2bNjAhx9+iIeHRy3X8hKDwYDBYKjSMv39/au0vH8G/a6urri6Vm/e3+XLl7Nhwwa+/vpr2rRp49j+1FNPYbPZePPNNxk8eDAhISFA4ev4z/v+3//+x9q1a1mzZg3R0dEAaDSaKnt9qqPthGiI1Fo9TsFNMJ2Nw3jmCDrvoNqu0hVJz6q4Lhw+mc6zr/7GzztOo1YpxLTZSrZOhbdV4ZFBk1E71a+0VIqiYDcba+Wnoo+L+vTpwx133MH8+fM5f/48ubm5zJo1i5EjR9KjRw8A4uPjeeyxx+jQoQM9e/bkueeeIy0tzVFGVlYW06ZN46abbqJNmzZ0796dadOmUVBQAMC2bdto3bo17733Hl27dmXYsGHY7fYSdcnJyWHy5Ml06tSJbt268fHHHxfb/8/Hw5s2bWLYsGG0b9+e7t27ExsbS1ZWFoDjuClTphAbG0tiYiJRUVG8++679OjRg1tuuYXc3NxiwwAArFYrs2bNIiYmhq5duzJz5kxMpsLV0YrK2LZtm+P4y7etWLGCKVOmOK6/bdu2EsMAkpKSeP755+nRowc33HADjzzyCEeOXBqbFhsbS2xsLPPmzaNnz57ceOONPPXUU6SkXLmH5YsvvqB3797FAtUiDz30EEuWLMHPz++K5wNotYV9JHq9/qrHlcXChQsZNWoUEyZMICYmhlmzZpVou7y8PGbNmkXPnj3p0KEDo0aN4sCBA8XKWbFiBf369aNdu3YMGzaMvXv3VrpuQtQHjnGriUdruSZXJz2rokGz2ux88dNRvv4lDrsCAd7ODGu5n6W2wqDgifb34OEXXsu1LB9FUTj3yQuYaunDRRfSHMMD/1ehc6dNm8Zff/3F/Pnz8fDwwNXVlYkTJwKQkpLCyJEjGTJkCLGxsRQUFLBw4ULuvfde1qxZg4uLC7GxsaSkpLBo0SJ8fX3ZvXs3U6dOpVmzZjz88MMA2Gw2Nm3axJdffklBQQFqdcnv5OPHj+fcuXMsXrwYV1dX5s6dy9mzZ0utc3p6OmPHjiU2NpbevXuTnJzMpEmTePnll3nppZfYsmULPXv2ZOrUqQwbNswRxK5cuZKlS5dSUFCAm5tbiXJ3795NYGAgX375JYmJiUybNg21Ws20adOu+ToOGjSInJwcZs+ezZYtW/D09GT79u2O/bm5uYwYMYLw8HDeeecd9Hq9I7D77rvvCA0NBQqHEgwZMoRPPvmEpKQkpkyZwuuvv15seEERk8lEXFwcd955Z6l1cnd3p1Onq6+Ek5GRwVtvvYXRaKR///7XvM+y2LFjBw8++CDfffcdNpuN3bt3F9s/fvx4EhISmDNnDhERESxevJgxY8YUGzf71Vdf8eqrr2IwGJg+fTrjx4/n119/rZL6CVGXGcJakrVtdZ3PCCDBqmiwzqblsmDZLo6dyQSgT8cw/tU0hZnHjoJOwy0+LYhp2692K1lhqtquQIV4enoyY8YMxo4di06n47PPPsPZ2RmAzz//nKCgoGLB2uuvv063bt1Yv349w4YNo0ePHnTu3NnRcxYWFsZnn31GXFxcseuMGTOGyMjIUutw4sQJtmzZwpIlSxzB1YIFC+jTp0+px6ekpGA2mwkJCSE0NJTQ0FAWL16MzWYDLj3ed3d3x93d3RGsjhw5kmbNml3xtfD392fevHk4OTnRvHlznn32WWbOnMlzzz13rZcRg8GAu7t7setfbvXq1WRkZLBixQp8fHwc99ivXz+WLVvGpEmTHHWeOXMmarWakJAQBg0axObNm0u9ZtF9eXp6XrN+Rb7//nvHxCubzYbJZCI0NJTZs2c7hgAAnDt3jg4dOpQ439vbm40bN17zOuPGjXO8HpcHqydOnGDz5s18+OGH9OzZE4AZM2bg4eFBRkaG47iXXnqJpk2bAvDII48wduxYLly4gK+vb5nvVYj6yOli+ipL2hlsxjw0hrq5hLgEq6LBURSF9VtP8eHqA5jMNtycdfz7nvZ08s5k4U9fk+VhwE9j4KE+/67tqlaISqUi5MH/Q7GYavzaNpsNk01Bpap4sNyvXz/atm1LaGgo7du3d2w/dOgQx44dKxG0mEwm4uPjgcIAcOPGjaxcuZKEhASOHz9OYmIiTZo0KXbOlQJVwBHYtmvXzrHNz8+P8PDSe9hbtWrF4MGDefLJJ/H396dHjx707t2bW2+99ar32ahRo6vub9u2LU5OTo5/R0dHY7FYSEhIcAReFRUXF0dkZKQjUIXCADc6OrpYYB8REYFOp3ME3m5ublgsllLL9PLyQqVSFQvyrqVv376OLA9qtRo3Nze8vb1LHBcQEMCnn35aYntRr/i5c+e4/fbbi+3bs2cPAL6+vld8vYru9YYbbnBsc3JycgyhKApsL/99KRo7bTQar3l/QtR3WjcvtN5BWDOSMSUexaVZTG1XqVQSrIoGJSPHyMKv/mbHocJxd+2b+zH+vhg87Zn88vkr7PQzoALG9noKg9bp6oXVYSqVCpW+5ieRKDYbqir4I+7s7OzoUS1it9vp1q0b//vf/0oc7+7ujt1u54knnuDYsWMMHjyYQYMG0aZNG/773/+WOP7yIPCfigLtf45lLRpLWZoFCxbw9NNPs3nzZv78808mTpxIx44dWbp06RXPudYkH42m+IS+ovpcaSxnUUBZFlcaV2y324vdZ3nGjer1etq2bVviMXuR7Oxsxo4dy9ixY+nSpQtQOOnrWkE7FL72VzsuICCAVatWlbrvaq/z1dr0cv9sC7jyayhEQ2MIa0luRjLGxCN1NliVCVaiwdh+MJlnXvmVHYdS0GrUPHJHW2Y+fiPeTjZOfP0S33gVJvof2OxmWgfU7aXlrkfNmzcnPj6e4OBgGjVqRKNGjfD09GT27NnExcVx+PBhNm/ezBtvvMHzzz/PHXfcQUREBKdPny5XYNGqVSug+OPi7OzsK6ae2rt3L7Nnz6ZJkyY8/PDDvPfee8yePZutW7dy4cKFCt/v4cOHiwXMu3btwmAwEB4ejk5X+Luam5vr2J+QkFDs/Kv1bkdFRZGQkFCsfiaTiQMHDlx1aMK1DB8+nM2bN3Pw4MES+z755BN27txJWFhYhcu/kqJg9vKfsih6tL9//37HNqvVSt++fcudv1WIhurSSlZ1d5KV9KyKes9osvLh9wdZ/1cCAJHBHjx3f0cigz1QbFZSVi5gpTqXbK0zwa5+jGg/rHYrLEo1cuRIvvzyS55//nn+/e/CIRrz5s3j6NGjtGjRAovFglarZd26dfj4+JCZmcnixYtJS0vDbDaX+ToREREMGDCAmTNnotfr8fPz49VXX71iGW5ubixfvhydTsfw4cMxmUysXbuWyMhIxyNtFxcX4uPjy/WIPCkpialTp/LII49w4sQJFi5cyKOPPoperycgIIDQ0FCWLl1KZGQkmZmZvPHGG8UCVBeXwgwWpQWgQ4YM4d1332X8+PFMnDgRvV7PW2+9RX5+viNtWEXcc889/PLLL4wePZpnn32WHj16YDQaWb16NR9//DGTJ092pK0qD5vNVizrw+WcnZ1LnaBWFo0bN6Z///68+OKLzJgxg8DAQN577z1MJhNdunTht99+q1C5QjQkjsUBzh1DsVlRaepeaFj3aiREOcSdzmDBsl2cO58HwNCbm/LAwFbodRoUReH8Tx+yK+UIu0O8UKHi6W6jcdJWPmWOqHrh4eF89tlnLFiwgBEjRqDRaIiJieGTTz5xjL2cO3cuCxcuZNmyZfj7+9O7d28efvjhMk3Cudy8efOYN28eEyZMwG63c++995Kenl7qsU2bNmXhwoUsWrSI5cuXo1ar6datG++//75jTOWYMWP44IMPiI+PL9NsfoBbbrkFjUbD8OHDcXZ2ZsSIEY4gXaVS8fLLLzN79mzuvPNOGjVqxJQpU3j88ccd53fr1o327dtz3333MX/+/GJlu7u789lnnzF37lxHloSOHTvy+eefX3Fsblmo1WreeustPvvsM77++msWLFiAVqulefPmLFq0iFtuuaVC5SYnJzsmQP3T/fffX6kFI2bPns3LL7/Ms88+i9lspn379nz44YfFxvMKcT3T+YWhNrhiN+ZhTknAKaTiT1+qi0ppYANzih73XD55QtSO/Px8Dh8+TKtWrRy9QFXFZrPz9cZjfP7TUex2BV9PAxPui6F9i0szo7N2/MCZnz/mtQgfcrQa7mh5K6PqWa+q0Wjk5MmTNG7cuE4kOrfZbBiNRgwGQ6nj/ET9JO1aP5Tn86A6P39F7ajONk364iUK4nfje+toPLsMrtKyr6Q88Zr0rIo6zWi2knQ+j8TUXM6m5XI2NZfE1BzOpuVRYLIC0LN9CE/f0x43l0s9pvnHd3NhwxJWB7iTo9UQ6h7E8LZDaus2hBBCiDrLEBZFQfxujIlHaixYLQ8JVkWts9sVzmcVcPbygDSt8P/TMgqueJ6bs47H72pH75iwYmP5zKmnSVn5KgdcdPztbkClUvF014fQa3Q1cTtCCCFEvVI0btWcklC7FbkCCVZFjck3WjiXlkdiak5hMHoxOD13Pg+T+cppedycdYQFuBEa4Eaov1vh//u7Eeznhk5bPKGFLS+L5K9mk2M1sio8AFAY2vI2mvlGVu/NCSGEEPWUIbwVbtF90fsG13ZVSiXBqqgWyRfy+GtfIvuOZPD1XztJulBAevaV83Nq1CqCfF0dgejlgamHq75MSejtVjPJ38zDmpXG9+EB5KoUwj1DuKfNoKq8NSGEEKJBUak1BAx5urarcUUSrIoqYbcrxJ3JYPvBZLYdTOZ0cs5le/Mc/+fppicswL0wIC3qJQ1wI9DHBa2m4ml/FUXh/A/vYEo8yn5vD/Y6gVql5ukuD6GTx/9CCCFEvSXBqqgwo9nKvmPn2XogiR2HU8jMubT8p1qtomUjL3ycrUS3jKBxmA9h/m7FJkFVpcw/viX3wGZytBq+C/QCq5FhrQfQxCeiWq4nhBBCiJohwaool4wcIzsOpbD9YDJ74tIwWy6NNXUxaOnYMpAubYLo1DIANdaLaTZCqjV1Su7hP8nY9DkKsLZNW3LzkmjkFcawVgOr7ZpCCCGEqBkSrIqrUhSFMyk5bLv4eD/udAaXZ+b193ama+sgurYNok0Tv2ITnvLzrdVeP+O546StXghAXPtu7Mk7gUat4ekuD6Gtg6twCCGEEKJ85K+5KMFms3PoZDrbDiaz/WAySRfyiu1vFu5F1zZBdG0TRGSwR5kmP1UHa/Z5Ur6ag2I1Y2l2A1+ZkwG4p/UgIr2rfn1yIYQQQtS8is9oEQ1KvtHC73+fZcGyXYz633qmvvMH322OJ+lCHlqNmo4tA/j3Pe1ZMr0/r42/mftujaJxiGetBap2cwHJX83FlpeJLiCcVUHe5FnyaeIdwZ2tbquVOokrmzJlCtHR0Zw8ebLEvrS0NLp06cLzzz9fCzW7pG/fvixcWNhLv2LFCqKiosp87q5du9i5c+dVj4mKimLFihUAxMbG8sADD1S8soDFYmHJkiWOfy9cuJC+fftWqsyyWrlyJSNHjqRTp0506tSJESNG8OOPPzr2T5kyhRtvvBGbrfSUdO+88w6dOnXCaDSycOFCoqKirvizfv36ctWtPG1X3nYWQtQO6Vm9jqVm5LPj4uP9/fHnsdouPd93d9HTuXUgXdsE0SEqAGenuvWrcmHDEswpJ9G4enKsxyB27V+JVq3l310eRKuW5SLrmilTprBlyxamT5/OJ598UuxLzsyZM3F2dq7U+u9VbdCgQdx0001lPn7kyJHMmTOHTp06XfGYLVu24O7uXhXVA2DNmjXMmTOHhx9+GIAxY8Zw//33V1n5pVEUhfHjx7N161aeeeYZZs6ciUql4qeffmLChAmMHz+exx9/nLvvvpsVK1bwxx9/0KtXrxLlrFq1isGDBzuWDA0KCuKbb74p9Zqenp7lqmN5204IUffVrQhEVCtFUYhPzHI83j9xLqvY/hA/V7q2DaZrmyBaRvqgUddOr2lZKFYzaoMruiFP88neZQAMbzuYCK/QWq6ZKI2HhwczZ87kySef5KuvvuLee+8F4Mcff2TDhg18+OGHeHh41HItLzEYDNdce728/P39q7Q85fLB44Crqyuurq5Veo1/Wr58ORs2bODrr7+mTZs2ju1PPfUUNpuNN998k8GDB9OpUyciIyP5/vvvSwSrf//9NwkJCSxYsMCxTaPRVNnrUx1tJ4SoXTIMoIGzWG3sOpLC29/uZfSsn5jw+ia+2HCUE+eyUKugVaQPowe35p3JfXl3Sj/GDGlDmya+dTpQBfC/Yxzh495nSeKf5FsKaOYTyZCofrVdLXEVffr04Y477mD+/PmcP3+e3NxcZs2axciRI+nRowcA8fHxPPbYY3To0IGePXvy3HPPkZaW5igjKyuLadOmcdNNN9GmTRu6d+/OtGnTKCgoXJZ327ZttG7dmvfee4+uXbsybNgw7HZ7ibrk5OQwefJkOnXqRLdu3fj444+L7f/n4+FNmzYxbNgw2rdvT/fu3YmNjSUrq/DLXtFxU6ZMITY2lsTERKKionj33Xfp0aMHt9xyC7m5ucWGAQBYrVZmzZpFTEwMXbt2ZebMmZhMhenfisrYtm2b4/jLt61YsYIpU6Y4rr9t27YSwwCSkpJ4/vnn6dGjBzfccAOPPPIIR44cceyPjY0lNjaWefPm0bNnT2688UaeeuopUlJSrtiGX3zxBb179y4WqBZ56KGHWLJkCX5+fgDcfffd/Pzzz462KbJy5UpatmxJ27Ztr3idslq4cCGjRo1iwoQJxMTEMGvWrBJtl5eXx6xZs+jZsycdOnRg1KhRHDhwoFg5K1asoF+/frRr145hw4axd+/eStdNCFF1pGe1AcrKNbHrSArbDiaz52gqBaZL48ac9BpiogLo0jqIzq0D8XRzqsWaVpxKpWLTmZ38nXwInVrLv7s+iOY6evyvKAomm7nGr2uz2Ur06JXHtGnT+Ouvv5g/fz4eHh64uroyceJEAFJSUhg5ciRDhgwhNjaWgoICFi5cyL333suaNWtwcXEhNjaWlJQUFi1ahK+vL7t372bq1Kk0a9bM8TjcZrOxadMmvvzySwoKClCrS34nHz9+POfOnWPx4sW4uroyd+5czp49W2qd09PTGTt2LLGxsfTu3Zvk5GQmTZrEyy+/zEsvvcSWLVvo2bMnU6dOZdiwYY4gduXKlSxdupSCggLc3NxKlLt7924CAwP58ssvSUxMZNq0aajVaqZNm3bN13HQoEHk5OQwe/ZstmzZgqenJ9u3b3fsz83NZcSIEYSHh/POO++g1+sdgd13331HaGjhE4g1a9YwZMgQPvnkE5KSkpgyZQqvv/46c+bMKXFNk8lEXFwcd955Z6l1cnd3LzYMYujQobz++uv88ssvDB48GACz2cy6desYN27cNe+xrHbs2MGDDz7Id999h81mY/fu3cX2jx8/noSEBObMmUNERASLFy9mzJgxbNiwwXHMV199xauvvorBYGD69OmMHz+eX3/9tcrqKISoHAlWG4hzabmO9FKHT17Aflk84ePhRJc2hY/3o5v5odfVTFBns9sw2y2YrCbU1qq9ZkZBFkv3FI5xu6/dnYR51M31jKuDoihM/+UVjl44USvXb+4dyYt9n6vQuZ6ensyYMYOxY8ei0+n47LPPcHZ2BuDzzz8nKCioWLD2+uuv061bN9avX8+wYcPo0aMHnTt3dvSchYWF8dlnnxEXF1fsOmPGjCEyMrLUOpw4cYItW7awZMkSR3C1YMEC+vTpU+rxKSkpmM1mQkJCCA0NJTQ0lMWLFzsmDxU9vnZ3d8fd3d0RrI4cOZJmzZpd8bXw9/dn3rx5ODk50bx5c5599llmzpzJc89d+7U1GAyO8a+lPT5fvXo1GRkZrFixAh8fH8c99uvXj2XLljFp0iRHnWfOnIlarSYkJIRBgwaxefPmUq9ZdF9lHUMaEBBAr169+P777x3B6saNGzEajQwZMqTYsefOnaNDhw4lyvD29mbjxo3XvNa4ceMcr8flweqJEyfYvHkzH374IT179gRgxowZeHh4kJGR4TjupZdeomnTpgA88sgjjB07lgsXLuDr61umexVCVK9yB6t2u51Fixbx9ddfk5OTQ+fOnZk+fTrh4eGlHp+RkcH//d//sXnzZlQqFbfffjuTJk1y/IECWLduHQsXLiQxMZEmTZowefJkunfvXvG7ug7Y7ApHT6U7ljdNTM0ttj8y2IOubQvTSzUN9UJdw4/1k3PTmPLTHPIsBVCNMVWUbxNub1EzM6DrlFrKwlAV+vXrR9u2bQkNDaV9+/aO7YcOHeLYsWMlghaTyUR8fDxQGABu3LiRlStXkpCQwPHjxx2fG5e7UqAKOALbdu3aObb5+fld8TOsVatWDB48mCeffBJ/f3969OhB7969ufXWW696n40aNbrq/rZt2+LkdOnJRnR0NBaLhYSEhEpPxIqLiyMyMtIRqEJhgBsdHV0ssI+IiECn0zkCbzc3NywWS6llenl5oVKpigV513LPPffw7LPPkp6ejo+PD6tWreLWW28tEfAGBATw6aeflji/qFf83Llz3H777cX27dmzBwBfX98rvl5F93rDDTc4tjk5OTmGUBQFtpf/vhSNnTYajWW9TSFENSt3sPr222+zfPly5s6dS1BQEPPnz+fRRx/l+++/R68vuZTmuHHjKCgoYMmSJWRnZ/PCCy+Qn5/PvHnzANi6dSsTJ05k0qRJ9OjRg2+++YbHH3+cVatWOb7pikJGk5U9cWlsP5jMjsPJZOVeegysUato19SPLm2C6NImiECf6lsxquyqN6DycHLjqa4PlvqYtyFTqVTM7Ptc7Q0DsNgrnbLM2dm52BdWKPwi3K1bN/73v/+VON7d3R273c4TTzzBsWPHGDx4MIMGDaJNmzb897//LXH85UHgPxXV/Z9jWbXaK38cLliwgKeffprNmzfz559/MnHiRDp27MjSpUuveM61JvloNMWfNhTVp7TPUeCKaaBKc6WhGna7vdh9XulapdHr9bRt27bEY/Yi2dnZjB07lrFjx9KlSxcAevfujZeXF+vWrWPgwIH8/vvvfPDBByXO1Wq1Vw3uAwICWLVqVan7rvY6X61NL/fPtoArv4ZCiJpXrmDVbDbz0Ucf8fzzz9O7d28AXnvtNW666SZ++uknx6OeInv27GH79u2sXbvWEXjOnDmTRx99lP/85z8EBgby/vvv069fPx588EEAJk+ezJ49e1i6dCkzZ86sglusXxRFwWZXsFjtmC028o1W9h5LY9vBZPYeS8NivfQH1tWgpVOrwt7TmJYBuDrrarHmxQW5+fNm/xkcPHyIqKioalluVafWXneBahGVSoVBW/PjjW0qG0Zr9fQ4NW/enLVr1xIcHOwIojIzM5k8eTKjR4/G3d2dzZs389VXXzl6ZC0WC6dPn75ir2hpWrVqBRT2qhV9jmVnZ3P69OlSj9+7dy8//PADU6dOpUmTJjz88MOsXr2aiRMnVupR8eHDh7Hb7Y7f4V27dmEwGAgPD3f0XubmXnpikpCQUOz8q31hiIqKYtWqVcXqZzKZOHDgAEOHDq1QfQGGDx/OjBkzOHjwYIlJVp988gk7d+4kLOzSghxarZY77riDdevWoVKpCAoKolu3buW+7rWC2Ssp+ruzf/9+x9M6q9VK//79HUMhhBB1X7mC1SNHjpCXl1fsEb2HhwetW7dmx44dJYLVnTt34u/vX6yHtEuXLqhUKnbt2sWAAQPYvXs3sbGxxc7r2rUrP/30U0Xup8ZlZBvZfigZo9mGxWrHYrFhttoxW21YLBf/a7U7gs+i/5qtdizWon8X/r/54vn2q3yhD/BxodvF3tM2TXzRaupusKZRa9CptThp9Thpy96DI65PI0eO5Msvv+T555/n3//+NwDz5s3j6NGjtGjRAovFglarZd26dfj4+JCZmcnixYtJS0vDbC57L3NERAQDBgxg5syZ6PV6/Pz8ePXVV69YhpubG8uXL0en0zF8+HBMJhNr164lMjISb29vAFxcXIiPjy/XI/KkpCSmTp3KI488wokTJ1i4cCGPPvooer2egIAAQkNDWbp0KZGRkWRmZvLGG28UC1CLvgAeOHCgxNjYIUOG8O677zJ+/HgmTpyIXq/nrbfeIj8/35E2rCLuuecefvnlF0aPHs2zzz5Ljx49MBqNrF69mo8//pjJkycTEhJS4pylS5eSl5fH3XffXWqQbbPZimV9uJyzs3OpE9TKonHjxvTv358XX3yRGTNmEBgYyHvvvYfJZKJLly789ttvFSpXCFGzyhWsJicXLmcZHFx8MktAQIBj3+VSUlJKHKvX6/Hy8iIpKYns7Gzy8/MJCgoqU3llpSgK+fn5FT6/PBZ+tZcdh1OrrXyNRkXjYHc6tQygY0t/wgNcHR/2ZpORmn8QXHZFKWv+mbpGlJ3JZMJut2Oz2cr1GLi6FD0aVRSlUvVRFKVEGSEhISxdupTXXnuN++67D61WS4cOHfj4448dYxxnz57NokWLWLZsGX5+fvTu3ZuHHnqIjRs3YrPZHI/Si16zK5k9ezbz589n/PjxKIrC8OHDuXDhguO8onJsNhuRkZG88cYbvP322yxbtgyNRkPXrl1ZvHix4x4efvhhPvroI+Lj45k6deoV61C0TVEU+vbti1qt5l//+hcuLi7cd999PPHEE45z5s6dy5w5c7jzzjuJiIggNjaWJ5980lFG586diY6O5r777mPevHnY7XZHfVxcXFi6dCkvv/yyI0tCTEwMy5YtIyQkxFGHouMvf+R9rbZ98803WbZsGV999RULFixAo9HQvHlz3nzzTfr27Vvi3MjISKKjo9m7dy+LFi0q9TVJTk52TID6p5EjR14xQ8Ll93z5tqK2A5g1axavvPIKzz77LGazmejoaN5//308PT1LHHv5+df6HaoNRb+bBQUFpaZku5x8/jY8Da1NFUUp85AylVKOgTnfffcdkyZN4vDhw8Uev06aNInU1NRiS/8BvPDCCyQkJLBs2bJi23v37s3w4cMZNmwYN998M0uWLCnWW/vNN98wffp0Dh06VNaqOezfv79cvSyVFZ9sZNfxPNQq0GpUhT9q1aX/1+D4t6a0fSW2XSpDowF1PZ5II6qGVqslPDz8quMwhRANn8lk4syZM1it1tquihBVQq/XF5vseiXl6lktGshuNpuLDWo3mUwlJksUHV9a4GgymXBxcXH88f3nMVcqr6x0Ot1VU8ZUpVatYHDpGW+uewUFBSQkJBAZGVmp9ryemUwmzp07h5OTU51YlUdRFEwmE05OTpWeZCXqDmnX+kOr1RIREXHNL6/y+dvwNLQ2PX78eJmPLVewWvRIPzU1lYiICMf21NTUYiuGFAkKCuLnn38uts1sNpOZmUlAQABeXl64uLiQmlr8MXpqaiqBgYHlqVoxKpWqWib0iIpxdnaW9qggtVqNWq1Go9GUOmO5phU9FlWpVHWiPqJqSLvWDxqNBrVajbOzc5m/vMrnb8PTUNq0PF+MyzU7p2XLlri5uRVbAjA7O5tDhw7RuXPnEsd37tyZ5ORkTp065dhWtMpKx44dUalUxMTEFFt5BQqXTLx8JRQhhBBCCHF9KlfPql6vZ9SoUbzyyiv4+PgQGhrK/PnzCQoKon///thsNtLT03F3d8dgMNC+fXtiYmKYMGECM2bMID8/n+nTpzN06FBHz+no0aN5/PHHad26Nb169eLbb7/l8OHDvPTSS9Vyw0IIIYQQov4od96jcePGcc899zBt2jRGjBiBRqPhww8/RKfTkZSURM+ePVm7di1Q2MW7aNEiwsLCeOihhxg/fjy9evVixowZjvJ69uzJ7Nmz+fzzz7nrrrvYunUrixcvlgUBhBBCCCFE+Vew0mg0TJw4kYkTJ5bYFxYWxtGjR4tt8/X15c0337xqmUOHDq1UomohGjpZTUcIIZ8D4npVdzPKCyHQ6QpXJaupvMFCiLqr6HOg6HNBiOtFuXtWhRA1R6PR4OXl5ciY4eLiUquphWw2GyaTyVE30TBIu9ZtRQvdpKam4uXlJW0krjsSrApRxxWt8PbPFG+1wW63Y7Va0Wq1xRYGEfWbtGv94OXlVWLFRyGuBxKsClHHqVQqgoODCQgIwGKx1GpdCgoKOHHiBBEREQ0iKbUoJO1a9+l0OulRFdctCVaFqCfqwsIAReuR15UVtUTVkHYVQtRl8rxHCCGEEELUWRKsCiGEEEKIOkuCVSGEEEIIUWdJsCqEEEIIIeosldLAlsTYvXs3iqKg1+truyrXPUVRsFgs6HS6Ws0NKqqOtGnDJO3a8EibNjwNrU3NZjMqlYqYmJhrHtvgsgE0hAZsKFQqlXxpaGCkTRsmadeGR9q04WlobapSqcocszW4nlUhhBBCCNFwyJhVIYQQQghRZ0mwKoQQQggh6iwJVoUQQgghRJ0lwaoQQgghhKizJFgVQgghhBB1lgSrQgghhBCizpJgVQghhBBC1FkSrAohhBBCiDpLglUhhBBCCFFnSbAqhBBCCCHqLAlWhRBCCCFEnSXBqriqzMxMpk+fTq9evYiJiWHEiBHs3LnTsf+vv/5i2LBhtG/fngEDBvDDDz8UO99kMvHiiy/SvXt3OnTowHPPPUd6enqxY65Vhqh6NdGuo0ePJioqqtjPAw88UCP3dz2qbJtebvr06cTGxpbYLu/VmlUTbSrv05pX2XZNSkriP//5Dz169KBz58488sgjHDt2rNgx69atY9CgQURHRzN06FD++uuvGrm3aqMIcRWjR49WBg8erOzYsUM5ceKE8uKLLyrR0dFKfHy8cvz4caVdu3bKq6++qhw/flz54IMPlNatWyt//vmn4/zY2FilX79+yo4dO5S9e/cqQ4cOVe6//37H/rKUIapedberoihK9+7dleXLlyupqamOn4yMjBq+0+tHZdtUURTFZrMpCxYsUFq0aKFMnjy52D55r9a86m5TRZH3aW2oTLuaTCZl8ODByqhRo5R9+/YpcXFxyjPPPKN0795duXDhgqIoivLXX38pbdq0UZYuXaocP35cmTt3rtK2bVvl+PHjtXnblSLBqriihIQEpUWLFsrOnTsd2+x2u9KvXz/l9ddfV/773/8q99xzT7Fz/vOf/yhjxoxRFEVRkpOTlZYtWyq//fabY/+JEyeUFi1aKLt371YURblmGaLq1US7nj9/XmnRooVy8ODBGrgjUdk2VZTCYPTee+9VunXrpvTu3btEYCPv1ZpVE20q79OaV9l2/eOPP5QWLVooycnJjv1Go1Fp37698vXXXyuKoihjxoxRnn322WJl3Hvvvcp///vfarqr6ifDAMQVeXt7895779GuXTvHNpVKhUqlIjs7m507d9K9e/di53Tr1o1du3ahKAq7du1ybCvSuHFjAgMD2bFjB8A1yxBVryba9ejRo6hUKho3blwDdyQq26YAW7dupWnTpqxZs4awsLAS15D3as2qiTaV92nNq2y7Nm/enPfee4/AwEDHfrW6MJTLzs7Gbreze/fuEmV07drV8flcH0mwKq7Iw8ODm2++Gb1e79j2448/curUKW666SaSk5MJCgoqdk5AQAAFBQVkZGSQkpKCt7c3Tk5OJY5JTk4GuGYZourVRLvGxcXh7u7OzJkz6dWrFwMGDOD111/HbDZX/w1ehyrbpgD3338/L730Er6+vqVeQ96rNasm2lTepzWvsu3q7+/PzTffXGz/p59+itFopEePHmRnZ5Ofn19qGUWfz/WRtrYrIOqP3bt3M2XKFPr370/v3r0xGo3F3nCA499ms5mCgoIS+wGcnJwwmUwA1yxDVL/qaNe4uDhMJhPR0dGMHj2aw4cP8/LLL3Pu3Dlefvnl6r+p61x527Qs5L1au6qjTeV9Wvsq264bNmxgwYIFPPzww0RFRTkC0n+Wcfnnc30kwaook59//pnnn3+emJgYXnnlFaDwl/+fb56ifzs7O2MwGEp9c5lMJpydnctUhqhe1dWuM2fOZPLkyXh6egLQokULdDodEyZMYNKkSfj5+VXnbV3XKtKmZSHv1dpTXW0q79PaVdl2/fzzz5k1axZ33HEHkyZNcpx/+TlFLv98ro9kGIC4ps8++4xnnnmGPn36sHjxYsebITg4mNTU1GLHpqam4uLigru7O0FBQWRmZpZ406SmpjrG21yrDFF987raLgAAAs9JREFUqrNdtVqt4w9gkebNmwPU60dRdV1F27Qs5L1aO6qzTeV9Wnsq267z589nxowZPPjgg8yZM8cxbtXLywsXF5dSy7h8nGt9I8GquKrly5cza9Ys7r//fl599dVijxY6derE9u3bix2/detWYmJiUKvVdOzYEbvd7piQA3Dy5ElSUlLo3LlzmcoQ1aO62/WBBx5gypQpxcrYv38/Op2OyMjI6rux61hl2rQs5L1a86q7TeV9Wjsq267z58/ngw8+YPLkycTGxqJSqRzHqlQqYmJiSpSxbds2OnXqVI13Vc1qMROBqONOnDihtGnTRnn66aeL5eBLTU1VsrOzlbi4OKVNmzbK/PnzlePHjysffvhhiTx///nPf5S+ffsqW7dudeTjHDVqlGN/WcoQVasm2vXTTz9VWrVqpSxfvlw5ffq08sMPPyhdu3ZVXn311dq45QavKtr0cqNGjSqR5kjeqzWrJtpU3qc1r7LtunXrVqVFixbKrFmzSpyfm5urKIqi/P7770qrVq2Ujz76SDl+/Lgyb948JTo6ul7nWVUpiuQcEaVbvHgxr732Wqn77rrrLubOncvmzZuZP38+CQkJhIWF8cwzzzBo0CDHcfn5+cyePZsff/wRgF69ejFt2jS8vb0dx1yrDFG1aqpdly1bxrJlyzhz5gz+/v4MHz6cxx9/XHrhqkFVtOnlHnjgAUJDQ5k7d26x7fJerTk11abyPq1ZlW3X//73v3z11Velnj927FieeeYZAFatWsXbb79NcnIyzZo1Y+LEiSXSWdUnEqwKIYQQQog6S746CSGEEEKIOkuCVSGEEEIIUWdJsCqEEEIIIeosCVaFEEIIIUSdJcGqEEIIIYSosyRYFUIIIYQQdZYEq0IIIYQQos6SYFUIIYQQQtRZEqwKIYQQQog6S4JVIYQQQghRZ0mwKoQQQggh6iwJVoUQQgghRJ31//BhpJRvEGrlAAAAAElFTkSuQmCC",
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",
       "text/plain": [
-       "<Figure size 800x500 with 1 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -451,7 +441,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 82,
+   "execution_count": 14,
    "metadata": {},
    "outputs": [
     {
@@ -460,15 +450,15 @@
        "<AxesSubplot:title={'center':'Highest security level comparision between CPE-rich, CVE-rich and all certificates'}>"
       ]
      },
-     "execution_count": 82,
+     "execution_count": 14,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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",
       "text/plain": [
-       "<Figure size 800x500 with 1 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -494,7 +484,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 83,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [
     {
@@ -503,15 +493,15 @@
        "<AxesSubplot:title={'center':'Common vendors comparison between CPE-rich, CVE-rich and all certificates'}>"
       ]
      },
-     "execution_count": 83,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
-      "image/png": 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",
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CBQtYtWrV8qSZO0/5/RjIHeS0bNmS/fLLLwUeR37q16/PFi5cyL22tbXN89zhc3xdu3ZlQ4YMEbRvxhgrtFKZ8Zy7MyoqChkZGWjdurXC8jZt2iAyMlJhWYMGDbi/TU1NIZFIUL9+fW6ZoaEh1NXVERcXV+B2FhYWAKCwnXyZfLvIyEg0a9YM6urqCmno6+sr5Kly5cowNTVVeM0Yy7P/nIYMGYJz585x6+zYsQNNmjRBrVq1AAC3bt3CnTt3oKOjw/3T1dXF69ev8fz5cy4dkUikcFzyhowfP34EADx69AhNmjRR6JnRsmVLhbxERkbC3t5eod7U3NwctWrVynPuGzdurPDa29sbixYtQtOmTTF9+nSEhIQUeMwAcOfOHbi4uKBixYr5vh8ZGZnvNcAYw6NHj7hlderUUfhcLCwsUKtWLWhoaCgsy/0ZNGnSBBKJhHvdokULpKen48WLFwCAV69eYdCgQbCzs4Oenh709PTw+fNnvHnzJk86hWnXrh1sbGxQvXp19O3bF5s3b0Z8fLzg46xdu7bCMVWuXJn7bAvTvHlzhdctWrRATEwMvnz5gtu3b4MxBmdnZ4Xra9GiRQrXVn7c3NwQFxeHhw8f4uLFi2jZsiU8PT1x6dIlAMDFixfh5uYGAPj06RPevHmDSZMmKeynY8eOALK/85GRkfj+/Tt+/fVXhXVGjRqFz58/49OnT9y+c7d9Kepc8L33yI0YMQI6OjrQ1NTExIkTMWPGDIwaNYp7XyKRICIiQuHfnTt3uPfzO0a5oq6Xor4XQNHfdT6EnJOhQ4ciLS0Ne/fuBQCcPHkSsbGx+M9//pNn3cDAwDznpmHDhgCAjh07KpybnPicF0NDQzg7Oxe6Xs5rQyKRwMzMrNDzIpPJsGTJEjg6OsLExAQ6OjrYuHFjnu95Ud+/R48ewcXFRWGb3PfX/PC9zwhx584d2Nvbo2rVqvm+z/eZAuS9z5ekO3fuoH379gW+/+nTJ4wZMwa1a9eGgYEBdHR0EBkZWeS54XN8Y8aMwcGDB+Hg4IAJEybg9OnTkMlkRea50H6NNWrUgFgsxqNHj9CzZ88iE+OjQoUKRS4TiUR5Mp9zHZFIVOAyPgedU86HLd902rdvDxMTE+zZswdjx47F3r17FVqLy2QyuLu7Y/369Xm21dfX5/4Wi8UKD+3iHgMfEokkT4PAoUOHwtPTE2fOnMGlS5fQsWNH9OjR41/vSp3f583nGihK586dYWJigg0bNsDS0hLq6upo2bIl1yhSrrCHEZD9wLt9+zZCQ0MRFBSEjRs3Ytq0abhw4QIaNWrEOz/5XVtCH965yc9JWFgYtLW186RfmGrVqsHGxgYXLlxAWFgY2rZtCycnJ6Snp+PBgwcIDg7metXI97NmzRou8MmpatWquHfvHgDgwIEDqFmzZp51jIyMuL/zOxeFfb61atXCly9fEBMTU+CNPydfX19069YNOjo6XBfY3ArrChsREcH9raWlpfBeUdcLHyXxXRdyTuQNkDdv3ozhw4fn2+BYrkqVKgWem61bt+L79+/5vlcS5wUQfm34+flh8eLFWLVqFRo2bAhdXV2sWrUKJ0+eLDJdZb9/AP/7TEni+0zJ7z5fmn777TdER0dj2bJlqF69OrS0tNC3b98izw2f4+vQoQOio6Nx9uxZBAcHY+DAgahXrx4uXLig8N3KrdCSHCMjI3Ts2BHr16/H58+f87yfmZmJb9++wc7ODhoaGnlKAi5fvgwHB4dCD+7fUrduXVy/fl3h5N67dw+fP39WOk8SiQQDBgzAzp07cfr0aXz+/Bl9+/bl3nd2dkZkZCSqVq0KOzs7hX85S42KYm9vj5s3byIrK4tbFhoaqrBO3bp18ejRI4WSho8fP+Lp06e8jrNSpUoYOnQoduzYgYCAAOzevRtfvnzJd91GjRohLCwM3759y/f9unXr5nsNiEQi1K1bt8i8FOXWrVsK5yIsLAwaGhqwtbVFQkICHj16hBkzZqBDhw6wt7eHpqZmoSVyhZFIJGjdujXmz5+PO3fuoFKlStizZw+Af/84c3fZDAsLQ5UqVaCnp8cFWdHR0XmuLVtbW24bdXV1hXMl5+bmhgsXLiA4OBju7u6QSCRo06YNVq9ejfj4eLRt2xZAdmmgpaUlnj59mmc/dnZ20NTURN26daGpqYmXL1/mu05hN56i9O7dGxoaGgWOGZSUlKTw2tzcHHZ2drCwsCgy2MtPznxXqVJF0LZFfS9KitBzMmrUKNy8eROnT5/G6dOnFUq2+JIHQPJ/QjRq1AhJSUnF6qZfmJCQEHh6emLYsGFo2LAh7OzsiizFzI+9vT3CwsIUluW+v+ZW0vcZuUaNGuHRo0cFjs+jzDOloHtBcfN57ty5At8PCQnBmDFj0LVrV9SrVw+VKlXCy5cvi8wP3+MzMjJCv379sGnTJpw8eRKXL19WKD3PT5F9IP39/VGhQgU0atQIe/bswaNHjxAVFYVdu3bB2dkZz58/h7a2Nv744w/MmTMHBw4cwLNnz7Bo0SIcPXoUs2bNKmoX/4px48bhy5cv+O233/Dw4UNcvXoVgwYNQqtWrdCqVSul0x88eDDCw8Mxd+5cdO7cWeFX67hx45CVlYVu3brhypUreP36Na5evYrZs2fn+VIVZvTo0fj06RP+85//4PHjx7hw4QJmz56tsE7//v1hamoKLy8vhIeH486dO+jbty+qVKkCLy+vQtMfN24cTp06hRcvXiAyMhKHDh2CpaUldHV1811/zJgxkMlk6NatG0JDQ/Hq1SucOHECp0+fBgBMnToV4eHhmDhxIp48eYIzZ85g/PjxGDBgAKysrHgfd0ESEhIwduxYPH78GCdPnsScOXMwatQoVKxYEYaGhjA1NcWWLVvw7NkzXLt2Df369cvzq5yPo0ePYtWqVbhz5w6io6Nx5MgRvH37Fvb29qVynBEREZg3bx6ePXuGPXv2YM2aNZg8eTKA7IfxsGHDMHLkSOzcuRNRUVG4d+8etm3bhqVLl3JpVK9eHZcuXcL79+8VAuC2bdvi9OnTSE9Ph5OTE7dsx44dsLOzg6WlJbeur68v1q5dC19fXzx8+BBPnz7FkSNHuIeljo4OZs2ahVmzZmHDhg14+vQpIiMjsXfvXkyfPl2pc1ClShWsX78eW7ZsQd++fXHhwgW8fv2a+85169ZNcJofPnzI8y89PV2pfAJFfy9KitBz4u7uDltbWwwYMABGRkbo0aNHvukmJibmOS9fv35VOr9t27ZFq1at4OXlhaNHj+LVq1cIDQ3F1q1blUq3Vq1aCA4OxqVLl/Ds2TP4+Pjgxo0bgtOZPHky9u3bhzVr1uD58+cIDAzEzp07C92mJO8zOfXr1w/VqlVD165dERQUhFevXuHChQvYt28fAOWeKdWrV8eHDx9w7do1xMfHIzU1tdj5nDNnDk6fPg1vb2/cv38fT58+xd9//42nT58CyP5sdu/ejQcPHiAiIgL9+vXLE9BUr14doaGhiI6ORnx8PGQyGa/jmz17Ng4dOoSnT5/i+fPn2L17N3R0dIq85xYZ5FhZWSE8PBzdu3fHvHnz4OTkBBcXF2zZsgVTp07lSgt8fX0xcuRIeHt7w8HBAbt27cKuXbvg7u5erJOpLHNzc5w7dw4xMTFo3LgxOnfuDAcHBxw8eLBE0q9fvz4cHR0RERGBwYMH59n3tWvXYGJigp49e6JWrVoYMGAA3rx5g0qVKvHeR5UqVXD8+HHcvHkTjo6OmDBhgsLgTUB20fq5c+egoaGB1q1bo02bNqhYsSLOnDmTp7g2N8YY93m1bt0a3759w+nTpwv8JVypUiVcvXoVurq66NSpE+rWrYvZs2dzRcD169fHsWPHEBISggYNGmDQoEH45ZdfsHHjRt7HXJhevXpBV1cXLVu2RN++fdG5c2csWbIEQHZ1wIEDB/DixQvUr18fv/32G7y9vQWdbzlDQ0McP34cnp6eqFmzJqZNmwYfHx8MHz68VI5z/PjxePPmDZydnTF+/HiMGzdOYVyYzZs3Y+LEifD19YW9vT3c3d2xfft22NjYcOv4+fnhzp07sLa2Vvgl5ObmBqlUijZt2nAlLW3btoVUKuVKceQGDRqE/fv348SJE2jSpAkaN26MefPmKZR0zJkzBytXrsSWLVvQoEEDtGzZEqtWrcp38DGhRowYgcuXLyMtLQ39+vVDrVq10KtXL7x69Qpr164VlFZWVhYqVaqU59/x48eVzmdR3wu+rK2t8dtvvxW6jpBzIhKJMHLkSCQlJWHIkCEF3g+6deuW57zMnDlTUN7zIxKJcPLkSXTq1Am///47atWqhYEDByoE3cUxZ84ctGnTBt26dUPz5s2RlJSEP/74Q3A6PXr0gJ+fH5YtW4b69etj9+7dCj8U8lOS95mctLW1uZqPvn37ok6dOhg7dixXVajMM6V79+7o3bs3fvnlF5iammLZsmXFzmf79u1x6tQp3LhxA02bNkWTJk2wfft2rrlBYGAgZDIZmjRpgu7du8PT0zNPG6E///wTycnJqFWrFkxNTREdHc3r+DQ1NfHf//4XjRo1grOzM+7fv4/Tp08rVNflR8RKopKSkH+Zq6sr7OzslP4VSEhZlJqaCmNjY2zbtg39+vX70dkhRGXQ3FWEEPKDBQUFoWnTphTgEFLCKMghhJAfrGvXrggODv7R2SBE5VB1FSGEEEJUEpXkEEIIIUQlUZBDCCGEEJVEQQ4hhBBCVFKh0zqQn9f79+8Lfd/ExESp8SqU3V6V0igLeSgraZSFPJSVNMpCHspKGmUhD3zSkM8pRlQHleQQQgghRCVRkEMIIYQQlURBDiGEEEJUEo2To6KoTU7BGGNIS0uDTCaDSCSChoaGUhM1Kru9KqVRFvJQVtIoC3koK2mUhTzI00hLS4NYLIampmaeefqoTY7qoYbHpNxJS0tDhQoVoKaWffmrqalxk1UWh7Lbq1IaZSEPZSWNspCHspJGWchDzjSkUinS0tKUnj2clH0U5JSSiIgIboZWd3d3dO/eXeH9c+fO4ezZs9wvjFGjRqFq1aoAgMOHD+PixYsQi8UYOnQoHB0dS/8AVIhMJuMCHEJI+aOmpqZ0qRD5OdCdvhTIZDIEBATAx8cHxsbGmDlzJpydnbkgBgBatmyJ9u3bAwBu376N7du3Y/bs2YiJiUFYWBhWrlyJpKQkLFiwAGvWrIFYTM2piit3ETUhpPyh+0D5QE/KUhAVFQULCwuYm5tDTU0NLi4uuHXrlsI62tra3N9paWncF/DWrVtwcXFBhQoVYGZmBgsLC0RFRZVq/knJi4uLw+jRo+Hi4gJPT0/0798fL168+NHZ+qH8/PywcePGf3Uf3t7eOHHiBABgypQpePbsWYHr7t27Fx8+fCjw/eXLlyMkJAQA0LRpUyQmJvLOx9u3b3H48GHu9b179zBnzhze2xdHr169cO/ePQDC88tHYceUnp4OLy8vtGvXDkePHi3y3Bfk4cOHuHDhQonlmag+KskpBYmJiTA2NuZeGxsb4/nz53nWO3PmDE6ePAmpVIr//ve/3LY1atTg1jEyMlLq5tRt9xPu76MDahc7HVWSPrSTUttn5Xot2XKs0PUZYxg+fDh69+6Nv/76CwDw9OlTxMfHw9bWVqm8lCdSqVSpascVK1YU+v6+fftQo0YNWFhY5HkvKysLU6dOLfa+5QFBjx49AAANGjRAgwYNip3ejyaVSgs9pgcPHgAAzp8/DwDo1q1bsfYTGRmJ+/fvw93dvQRyTcoDCnLKEE9PT3h6euLq1av4559/MG7cON7bBgUFISgoCACwZMkSmJiYFLkNn3UKoqamptT2PzKNjx8/KjwccwcpyirqwXvlyhWoq6tj2LBh3LK6desCyA6A5s+fjwsXLkAkEmHixIno3r07QkNDsXz5cujp6eHx48fo2rUr6tSpgy1btiAtLQ3bt2+HtbU1Jk2aBE1NTTx48ADx8fFYvXo19u/fjzt37sDJyQlr164FABw6dAhr1qwBYwzt2rXjfnFXr14dI0eOxPnz56GpqYnt27fDzMyMy6dMJkOTJk1w4cIF6OvrAwCaNWuGY8eOQSwWY9q0aXj37h0AYMGCBWjSpAmWL1+OmJgYREdHIyYmBv/5z38wcuRIAMCqVauwf/9+mJiYoHLlytxD8cmTJ5g6dSq+f/8Oa2trrF69GgYGBujRowfq1q2LmzdvokePHqhSpQpWrFgBiUQCPT09HD16VOFzYIxh1qxZuHz5MipXrgx1dXVIJBKoqamhR48emDt3LurVq4eJEyciIiICIpEI/fr1Q5UqVRAREYHx48dDU1MTJ0+eRKtWrdCtWzdcvnwZY8eOxaVLl9CuXTt06dIFIpEIGzduxIULF6CpqYmNGzeievXqmDRpEreO/Py+evUKixcvxvPnz9G+fXv06dMH9erVg7+/P3bv3o2kpCR4e3vjzZs30NLSwooVK1C3bt1Cz2NO06ZNQ0REBNLS0tC5c2dMmzYNampqEIlE3LHn/DunixcvYtGiRcjKyoKRkRH++ecffPv2DZMnT8aTJ08glUoxZcoUdOzYEXv37sXJkyfx7ds3yGQypKen53tMq1evxtixY5GQkID27dtj27ZtmDhxIubOnQtHR8d89xkeHg4fHx+kp6dDU1MTa9asgZWVFfz8/JCWloZbt27hjz/+QLt27TBr1qw8eXvy5AkmTJiAzMxMyGQybNu2DTY2NgrfTw0NDaXvP6TsoyCnFBgZGSEhIYF7nZCQACMjowLXd3FxwZYtW/LdNjExMd9tPTw84OHhwb3m0626vHYhT09PV7qXRmGkUmmh7z969AgODg4K66mpqUEqleLkyZN48OABzp8/j8TERHTq1AmNGzdGVlYWIiMjERwcDAMDA7i4uKBfv344efIktm7dis2bN2PRokWQyWRISkrCsWPHcO7cOQwePBhHjhzB8uXL0alTJ0RERMDExAQLFizAmTNnoK+vj379+uHEiRPw9PREamoqHB0dMW3aNCxcuBA7duyAt7e3Qv7bt2+PEydOwMvLC+Hh4ahSpQqMjIwwduxYjBo1Co0aNcK7d+/Qv39/XL58GTKZDM+fP8eBAwfw7ds3tGrVCgMHDsTjx49x5MgRnDt3DlKpFJ6enqhXrx4AYNy4cViwYAGaN2+O5cuXY9myZZg/fz4YY0hPT8epU6cAAO7u7ti9ezcqVaqEz58/c+dUfj5PnTqF58+f49KlS/j06RPc3NzQp08fSKVSMMaQlZWFe/fu4f3797h48SIA4PPnz9DX14ejoyN8fHy4wIsxBn19fZw5cwYAcOHCBWRlZXFpVaxYERcuXMCBAwcwe/Zs7NmzBzKZjFsn5/Uxc+ZMbNy4ETt27AAAhIWFgTEGqVSKpUuXom7duggICMC1a9cwbtw4nD9/vsDzWKFCBYXPZ+rUqTA0NERWVha8vLwQGRmJWrVqcceb89hz5ishIQGTJk3CoUOHYGVlhaSkJEilUqxcuRKtWrWCn58fPn/+jF9++QUtWrRAVlYW7t+/j6CgIBgaGiIsLCzfYzI0NMTKlSuxYcMG7j35/j9+/JjvPqtXr45Dhw5BTU0NISEh8PX1RWBgICZPnoz79+/D19cXALB48WK4uLjkydvff/+N4cOHo2fPnsjIyOCOVX5dANn3gdz3DupCrnqoTU4psLW1RWxsLOLi4iCVShEWFgZnZ2eFdWJjY7m/w8PDUalSJQCAs7MzwsLCkJmZibi4OMTGxsLOzq5U809Kz82bN9G9e3dIJBKYmpqiWbNmXDuKBg0awNzcHBoaGqhWrRratGkDAKhduzZiYmK4NNq1aweRSITatWvDxMQEderUgVgsRs2aNRETE4N79+6hefPmMDY2hpqaGnr27Inr168DANTV1dGuXTsAQL169RTSlevSpQuOHcuukjt69Ci6du0KILuEaubMmWjXrh1+++03pKSk4Nu3bwCygxENDQ0YGRnBxMQEnz59wo0bN+Dp6QktLS3o6upy+/3y5Qs+f/6M5s2bAwB69+6NGzducPuX7w/I/n5MnDgRu3fvRlZW3jK569evc+fTwsICLVq0yLOOlZUVoqOj4ePjg0uXLkFXV7fAzyfnvnOT95js3r077ty5U+B6Rbl58yZ+/fVXAECrVq2QlJSEr1+/Asj/POZ2/PhxdOjQAR06dMDTp095t325c+cOmjVrBisrKwCAoaEhACAkJARr165Fu3bt0KtXL6Snp3Olda1bt+bWK46C9vnlyxeMGjUKbdu2xZ9//omnT5/mu31ISAg2bNiQJ2+NGjXCunXrsGHDBsTExFBX8XKMSnJKgUQiwbBhw+Dr6wuZTAY3NzdYWlpi3759sLW1hbOzM86cOYMHDx5AIpFAR0cHY8eOBQBYWlqiefPmmDRpEsRiMYYPH049q35yNWvWxMmTJwVvp66uzv0tFou512KxWOEXec7lGhoaCttIpdI8v/xzkldlAODGE8nN2dkZr1+/RkJCAs6ePYsJEyYAyK7KOnXqVL7VdTnzIZFI8g1I+MrZSH/p0qUIDw/HhQsX0LFjR5w+fbrQUtL8GBgY4Pz58wgODsbOnTtx/PhxrFy5ssh955azt478bzU1NchkMgDZ5yczM1NQ3nIr6jxGR0dj06ZNOHnyJAwMDODt7a10V2nGGLZt2wZra2uF5eHh4YWeD2UsX74cLi4uCAgIwNu3b9GrV68C87Z58+Y8P/xq1KiBhg0b4sKFCxg0aBCWLl2Kli1b/it5JWUbPS1LiZOTE9asWYN169ahZ8+eAAAvLy+uRGfo0KFYuXIlli9fjrlz58LS0pLbtmfPnli3bh3WrFmDhg0b/pD8k5LTsmVLZGRkYNeuXdyyyMhI3LhxA02bNsWxY8eQlZWFhIQE3Lhxo8THRXJ0dMT169eRmJiIrKwsHDlyhCs14UMkEsHT0xPz5s1DjRo1uKCiTZs2CAgI4NZ7+PBhoek0a9YMZ8+exffv35GSksI1StXT04O+vj5XevPPP/+gWbNm+abx+vVrODk5YerUqTA2Ns4z0re8vZC8aiQsLCxPGomJiZDJZPjll18wbdo0rpFsxYoVkZKSwvOsgCvdOnbsGBo1agQAqFq1KpfeuXPnuCBHR0eHK+XKrWnTpjh06BAAIDQ0FEZGRoWWLuX09etXaGlpQU9PD58+fcKlS5d4579Ro0a4fv06oqOjAQBJSUkA/v9zlQ+OX9DnWtgxCd3n169fuQbf+/fvV9hHzs+kTZs2CAwMzJO3N2/eoFq1ahg+fDg6dOiAx48fC8oXUR1UkkNIKROJRNi6dSvmzp0Lf39/aGhowMrKCnPnzkWTJk1w584drspp9uzZMDMzK9FhA8zNzTFr1iz07t0bjDG4u7ujQ4cOgtLo2rUrOnXqhFWrVnHLFixYgNmzZ8PDwwNSqRRNmzbF0qVLC0yjXr166NKlC9q1awcTExOFYG716tWYMWMG0tLSYGVlVWDJysKFC/Hq1SswxtCyZUuuAbdcx44dERoaCldXV1SpUoULPnKKjY3FpEmTuBKXmTNnAgD69u2LGTNmQFNTkwtgCvP582d4eHhAXV0dGzZsAAAMGDAAQ4cOhYeHB9zc3LiSD3kVooeHB/r06QMHBwcunUmTJmHy5Mnw8PCAlpYWVq9eXeS+5erWrQsHBwe0bt0alStXRuPGjXlva2xsjGXLlmHEiBGQyWQwMTHB3r174e3tjT///BMeHh6QyWSwtLTk2tbkVNgxCd3n6NGj4e3tjTVr1ij0pHJxceGqp8aNGwdvb2/MnTs3T96OHz+Of/75B2pqajAzM8P48eN5nweiWmjuKhVV0NxVJdWF/GdueJyamqpQzJ6zMWJxKLu9KqVRFvJQVtIoC3koK2mUhTzkTiP3fQCghseqiKqrCCGEEKKSKMghhBBCiEqiIIcQQgghKomCHEIIIYSoJApyCCGEEKKSKMghhBBCiEqiIIeQHyAuLg6jR4+Gi4sLPD090b9/f7x48eJHZ+uH8vPzw8aNG//VfXh7e+PEiRMAgClTphQ65cHevXvx4cOHAt9fvnw5QkJCAGQP4JeYmMg7H/IZu+Xu3bvHTZKqrG/fvmHatGnctdWjRw+Eh4cDyB5BvV27dmjbti3+85//4Pv37wrL5f/Wr1/Pa1+FTXMBAL169eKmJSHkR6DBAEm598v2wkfmFaqo8YcYYxg+fDh69+6Nv/76CwDw9OlTxMfHw9bWtkTzosrkEy4W14oVKwp9f9++fahRowY38m5OWVlZmDp1arH3LQ9yevToASB7XjL5RKDKmjJlCqysrHD16lWIxWK8e/eOG/FXU1OTG1l63Lhx2LFjB0aNGqWwnA/5ueczSCIhPxIFOYSUstDQUFSoUAGDBw/mltWtW5ebHXrhwoW4dOkSRCIR/vjjD3Tr1g1hYWHw8/ODnp4enjx5gi5duqB27doICAhAWloaAgICYGdnB29vb2hqauLhw4dISEiAn58fDh48iDt37qBhw4bc6LlHjhzBunXruBGPZ8+eDQCoXr06hg8fjqCgIGhqaiIwMBCmpqZcPmUyGZo3b45z585BX18fANCiRQscOXIEYrEYM2fO5Cb1/PPPP9G4cWP4+fnh3bt3iI6Oxrt37zBixAgMHz4cALBmzRocOHAAJiYmqFy5MurXrw8ge3h++YjH1apVg5+fHwwMDNCrVy/Y29vj1q1b6NatG6pUqYJVq1ZBLBZDT0+Pmw5BjjEGHx8fhISEoHLlygrzf/Xq1Qtz5syBg4MDN7u1SCSCl5cXKleujIiICIwbN44b8djV1RVdu3ZFSEgIxowZg0uXLsHDwwOdO3cGAPj7++PSpUvQ1NTE+vXrUaNGDXh7eyusU6NGDTx//hyLFi1CVFQU2rVrh969e8PBwYGbwTspKQmTJ09GdHQ0tLS0sHTpUtjb2xd6HuVev36Nu3fvYv369dwcd9WqVUOVKlXyXIdNmjQRNN1BWFgYli9fDn19fURFReHq1avc8QDAhg0bcOjQIYhEIrRt2xazZs0CAJw4cQKzZs3C58+f4efnh6ZNm/LeJyHKoiCHkFL29OlT1KtXL9/3Tp06hcjISJw/fx6JiYno1KkTN2/To0ePEBwcDAMDA7i4uKBfv344efIktm7dim3btmHRokUAsqcXOH78OM6dO4ehQ4fiyJEjWLFiBTp16oSHDx/CxMQEvr6+OHPmDPT19dGvXz+cOXMGnp6eSE1NhZOTE2bMmIGFCxdi9+7d8Pb25vInFovRoUMHnDlzBl5eXggPD0fVqlVhamqKsWPHYtSoUWjUqBHevXuH/v374/LlywCAqKgoHDhwAN++fUOrVq0wePBgPH78GMeOHcP58+chlUrh6enJBTne3t5YsGABmjdvjuXLl2PlypWYP38+ACAzMxOnT58GkD0r9+7du1GpUiV8/vw5z/k8ffo0Xrx4geDgYHz69Alubm7w8vJSWCcyMhIfPnzAxYsXufOnr6+P7du3w8fHR6GExdDQEGfPngWAPPNC6erq4sKFCzhw4ADmzp2LPXv2FHgNzJo1iwtqACjMqeXn5wcHBwds27YN165dw4QJE7hSlvzOY84JV589e4a6detCIpEUuG8guyTm0qVLcHV1BQCkpaVxs8AD2aU83bp1y7PdgwcPcPHiRW7WcLmLFy/i7NmzOHHiBLS0tLg5qOT7Onv2LM6ePYuVK1di3759heaNkJJEQQ4hZcjNmzfRvXt3SCQSmJqaolmzZrh37x50dHTQoEEDmJubA8j+dd6mTRsAQO3atRUekvJ5r2rXrg0TExPUqVMHQPbs5zExMXj37h2aN28OY2NjANkTwF6/fh2enp5QV1fnHnb16tXDlStX8uSxS5cuWL16Nby8vHD06FGuXcaVK1fw/PlzbrLElJQUbsJGd3d3aGhoQENDAyYmJvj06RNu3LgBT09PaGlpcfkGgC9fvuDz58/cpKG9e/fGqFGjuP3nbAfi7OyMiRMnokuXLujYsWOevF6/fp07nxYWFmjRokWedaysrBAdHQ0fHx+4u7tz5zU/hbVB6d69O/f/vHnzClyvKDdv3sSWLVsAAK1atUJSUhK+fv0KIP/zKGQqgpzBTNOmTdGvXz8A4F1d5ejomCfAAbI/ey8vL+6zNDQ05N7r1KkTAKB+/fpcKR8hpYWCHEJKWc2aNXHy5EnB2+WsahGLxdxrsVisMKdPzuUaGhoK20ilUoVf/rmpqalBJBIBACQSSb5zBTk7O+P169dISEjA2bNnMWHCBADZVVmnTp3Kt51MznxIJBJkZWXxOub85JxvaOnSpQgPD8eFCxfQsWNHnD59mpsVnS8DAwOcP38ewcHB2LlzJ44fP17ghKC55zrKSX7ecv6tpqbGTfwpk8m4WciLq6jzWLNmTTx69AhZWVn5luYIaXsTHh6O6dOnAwCmT58ObW3tQo+/IPLrsaDriZB/E/WuIqSUtWzZEhkZGdi1axe3LDIyEjdu3EDTpk1x7NgxZGVlISEhATdu3FCYnbskODo64vr160hMTERWVhaOHDnClZrwIRKJ4OnpiXnz5qFGjRpcUNGmTRsEBARw6z18WHiD7mbNmuHs2bP4/v07UlJSuIevnp4e9PX1cePGDQDAP//8w1XZ5fb69Ws4OTlh6tSpMDY2zjMxbbNmzbjz+fHjR4USL7nExETIZDL88ssvmDZtGh48eAAAqFixIlJSUnieFXCNcI8dO8bNdl61alUuvXPnznFBjo6ODlfKlVvTpk25tkWhoaEwMjKCrq4urzxYW1ujfv36WLFiBVeiFh0djaCgIN7HIefk5ITz58/j/Pnz8PT0LHTd1q1bY9++fVxvrZzVVYT8SFSSQ0gpE4lE2Lp1K+bOnQt/f39oaGjAysoKc+fORZMmTXDnzh2uymn27NkwMzNDVFRUie3f3Nwcs2bNQu/evbmGxx06dBCURteuXdGpUyesWrWKW7ZgwQLMnj0bHh4ekEqlaNq0KZYuXVpgGvXq1UOXLl3Qrl07mJiYKARzq1ev5hoeW1lZFViysnDhQrx69QqMMbRs2RJ169ZVeL9jx44IDQ2Fq6srqlSpwgUfOcXGxmLSpElcicvMmTMBAH379sWMGTO4hsdF+fz5Mzw8PKCuro4NGzYAAAYMGIChQ4fCw8MDbm5uXElInTp1IBaL4eHhgT59+sDBwYFLZ9KkSZg8eTI8PDygpaXFNRbna8WKFZg/fz5atGgBTU1NGBsbcw3LC5K7TY6bmxvXcJgPNzc3REZGomPHjqhQoQLatm3LnUdCfiQRk4f7RKXk/kUr1233E+7voro6F8bExATx8fHF3v5HppGamqpQ7K6mpqZUMbqy26tSGmUhD2UljbKQh7KSRlnIQ+40ct8HAAhq30R+DlRdRQghhBCVREEOIYQQQlQSBTmEEEIIUUkU5BBCCCFEJVGQQwghhBCVREEOIYQQQlQSBTmE/ABxcXEYPXo0XFxc4Onpif79++PFixc/Ols/lJ+fHzZu3Piv7sPb2xsnTpwAkD1b97Nnzwpcd+/evfjw4UOB7y9fvhwhISEAsgfwS0xM5J0P+Szkcvfu3cOcOXN4b1+Yb9++Ydq0ady11aNHD4SHh6NXr14IDg5WWHfLli2YMWMG3r59C1tbW7Rr1477d+DAgSL39eHDB4wcObLQdZo2bYqEhARlDomQYqPBAEm5d3i3cmP15NbFy6DQ9xljGD58OHr37o2//voLQPaknfHx8bC1tS3RvKgyqVSa7xQSfK1YsaLQ9/ft24caNWrAwsIiz3tZWVmYOnVqsfctD3J69OgBAGjQoIHCRKDKmDJlCqysrHD16lWIxWK8e/cOjx8/Rvfu3XH06FFuUk4AOHr0KHx8fABkz4fGd8oHIPv8W1hYcPNsEVIWUZBTjh3fl8z9XdSDmZSc0NBQVKhQAYMHD+aW1a1bF1KpFIwxLFy4EJcuXYJIJMIff/yBbt26ISwsDH5+ftDT08OTJ0/QpUsX1K5dGwEBAUhLS0NAQADs7Ozg7e0NTU1NPHz4EAkJCfDz88PBgwdx584dNGzYkBs998iRI1i3bh034rF8RNzq1atj+PDhCAoKgqamJgIDA2FqasrlUyaToXnz5jh37hz09fUBAC1atMCRI0cgFosxc+ZMbhLGP//8E40bN4afnx/evXuH6OhovHv3DiNGjMDw4cMBAGvWrMGBAwdgYmKCypUrc7OQP3z4kBvxuFq1avDz84OBgQF69eoFe3t73Lp1C926dUOVKlWwatUqiMVi6OnpcdMhyDHG4OPjg5CQEFSuXFlh/q9evXphzpw5cHBwwOTJk3H//n2IRCJ4eXmhcuXKiIiIwLhx47gRj11dXdG1a1eEhIRgzJgxuHTpEjw8PNC5c2cAgL+/Py5dugRNTU2sX78eNWrUgLe3t8I6NWrUwPPnz7Fo0SJERUWhXbt26N27NxwcHLhZyZOSkjB58mRER0dDS0sLS5cuhb29faHnUe7169e4e/cu1q9fD7E4u6C+WrVqqFKlCpKSkrBs2TJkZGRAXV0db9++xcePH9G0aVPeE2fu27cPp0+fxrdv3yCTybB69WoMGTIEFy9eRFZWFnx9fREcHAyxWIz+/ftj2LBhAICAgACcPXsWUqkUmzZtgp2dHa/9EaIsCnJKSUREBAIDAyGTyeDu7s7NWCx34sQJXLhwARKJBHp6ehg9ejT3cPHy8uJm/jUxMeEmzSM/p6dPn6JevXr5vnfq1ClERkbi/PnzSExMRKdOnbh5mx49eoTg4GAYGBjAxcUF/fr1w8mTJ7F161Zs27YNixYtApA9vcDx48dx7tw5DB06FEeOHMGKFSvQqVMnPHz4ECYmJvD19cWZM2egr6+Pfv364cyZM/D09ERqaiqcnJwwY8YMLFy4ELt374a3tzeXP7FYjA4dOuDMmTPw8vJCeHg4qlatClNTU4wdOxajRo1Co0aN8O7dO/Tv3x+XL18GAERFReHAgQP49u0bWrVqhcGDB+Px48c4duwYzp8/D6lUCk9PTy7I8fb2xoIFC9C8eXMsX74cK1euxPz58wEAmZmZOH36NIDsWbl3796NSpUq4fPnz3nO5+nTp/HixQsEBwfj06dPcHNzg5eXl8I6kZGR+PDhAy5evMidP319fWzfvh0+Pj4KJSyGhoY4e/YsAODSpUsK6ejq6uLChQs4cOAA5s6diz179hR4DcyaNYsLagAozKnl5+cHBwcHbNu2DdeuXcOECRO4Epb8zmPOCVefPXuGunXr5js5p6GhIRwdHXHp0iV06NABR48eRZcuXbjJRN+8eaMwtcPChQvRtGnTPOk8ePAAQUFBMDQ0xNu3b7nlu3btwtu3b3Hu3DmoqakpzF9lZGSEs2fP4u+//8bGjRuLLEUjpKRQkFMKZDIZAgIC4OPjA2NjY8ycORPOzs6oWrUqt461tTWWLFkCDQ0NnDt3Drt27cLEiRMBZM/iu3z58h+VfVKKbt68ie7du0MikcDU1BTNmjXDvXv3oKOjgwYNGsDc3BxA9q/zNm3aAABq166t8JCUz3tVu3ZtmJiYoE6dOgCyZ6iOiYnBu3fv0Lx5cxgbGwMAevbsievXr8PT0xPq6urcg65evXq4cuVKnjx26dIFq1evhpeXF44ePYquXbsCAK5cuYLnz59zE0OmpKRwk1C6u7tDQ0MDGhoaMDExwadPn3Djxg14enpCS0uLyzcAfPnyBZ8/f+YmDe3duzdGjRrF7V++PyB7RvSJEyeiS5cu6NixY568Xr9+nTufFhYWaNGiRZ51rKysEB0dDR8fH7i7u3PnNT85952b/IdL9+7dMW/evALXK8rNmze5KqBWrVohKSkJX79+BZD/eRQyFYG8ykoe5Pj5+XHv8a2uat26NQwNDfMsv3r1KgYNGsRVIeZc55dffgEA1K9fnwtQCSkN1PC4FERFRcHCwgLm5uZQU1ODi4sLbt26pbCOg4MDNDQ0AGQXaQtpxEh+LjVr1uRmphYiZ1WLWCzmXovFYoU5fXIul19T+a2XHzU1Ne6XvUQiyXd9Z2dnvH79GgkJCTh79iwXXMhkMpw6dYqbufrOnTuoWLEiACjkQyKRICsrS9Cx55RzvqGlS5di2rRpeP/+PTp27Fis742BgQHOnz+P5s2bY+fOnZgyZQqvfecmP285/1ZTU+Mm/pTJZNws5MVV1HmsWbMmHj16VOD57dChA65evYoHDx7g+/fvXMlZQU6fPo127dqhbdu2uHfvHoDCz0FB5Neksp89IUJRkFMKEhMTuV/NAGBsbFzozfjixYsKMzJnZmZixowZmD17Nm7evJnvNkFBQZgxYwZmzJgBILtaK79/BSlo/YL+qampCd6mrKShoaEBNTU17l9Jy5l2fv9cXV2RkZGBPXv2cMsiIyNx+/ZtuLi44Pjx4xCJREhOTsbNmzfh7OwMiUQCkUjErS8SiSCRSKCmpsa9B2QHMjmX58yP/D1nZ2fcuHEDnz9/hkgkwtGjR9GiRQvuXMjXl0gkEIvFefJfoUIFdOrUCfPnz0fNmjVhZmbGHVdAQAC33pMnT7j95kwHyH7YtWjRAmfPnkVmZibS0tIQFBTEta0xMDDA7du3oaamhsOHD8PFxSXPcaupqSEmJgZNmjTBzJkzYWJigri4OIXjaNGiBXc+ExISEBYWxm0vT+vz588Qi8Xo1q0bZs6ciYcPH0JNTQ0VK1bE9+/f8z3nOc+n/L0TJ05ATU0NJ0+ehLOzM4DsUqLIyEioqakhKCgImZmZUFNTg76+PlJTUxXOtfzzbdasGY4ePQo1NTWEhobC2NgYhoaGBZ7HnJ+NnZ0dHB0dsXLlSu696OhoXLp0idtvixYtMHnyZPTs2VNh//ldu126dMGlS5dw8eJFNGrUKM81kXM7V1dX7N69m3v99etXhaA593EK/cfnuyUkDXlpGJ/7I/l5UXVVGRMSEoKXL18qFHf7+/vDyMgIHz9+xPz582FlZZWnx4eHhwc8PDy410Jn5ha6/s88C3l6enq+bRZKCp+Zkrdu3Yq5c+di/fr10NDQgJWVFebOnYtGjRrh5s2bcHNzg0gkwqxZs2BkZISsrCwwxri0GWPIysqCVCrl3gOySwtyLs+ZH/l78irTnj17cg2P27Vrx60n/z8rKwsymSzf4+ncuTM6deqEVatWce/Pnz8fs2fPhqurK6RSKZo2bYqlS5dCJpPlSScrKwv29vbo0qUL3NzcYGJiggYNGnClHqtWreIaHltZWWHlypVcw2z58QHAvHnz8OrVKzDG0LJlS9SqVYvrdSWVStG+fXuEhISgZcuWqFKlCho1asRtL08rJiYGkyZN4vY9c+ZMSKVS9O3bF1OnTuUaHufed85zzRhDUlISXF1doa6ujg0bNgAA+vXrh6FDh8LV1RVubm7Q1taGVCpFzZo1IRKJ4Orqij59+sDBwYH7fCdOnIjJkyfD1dUVWlpa3Dku6Dzm/nyWLVuG+fPno2nTptDU1ISxsTFmz57NrdetWzcMHz4c/v7+Cp/1mzdv4ObmxqXTt29frmGz/HzmviZyXmNeXl54/vw5XF1doaamhgEDBmDo0KHctZnzWi3ObOIlPQt5enp6nnsHzUKuekRMfgWSf82zZ89w4MABrgeLfHwMefdRufv37yMwMBDz5s3jeq7ktmHDBjRq1IhrjFqQ9+/f57u82+4n3N8j1P4/UBLau+pnDnJSU1MVityVvXmW9M33Z06jLOShrKRRFvJQVtIoC3nInUbu+wBAQY4qouqqUmBra4vY2FjExcVBKpUiLCyMK86We/XqFbZs2YJp06YpBDgpKSlcPf6XL1/w9OlThQbLhBBCCMkfVVeVAolEgmHDhsHX1xcymQxubm6wtLTEvn37YGtrC2dnZ+zatQtpaWlYuXIlgP/vKv7u3Tts3rwZYrEYMpkM3bt3pyCHEEII4YGCnFLi5OQEJycnhWU5x+soaEj3WrVqKXTzJIQQQgg/VF1Fyh1qhkYIoftA+UBBDil3+IwXQwhRXVKplJv2gqg2qq4i5Y6mpibS0tKQnp4OkUgEDQ0NpKenFzs9ZbdXpTTKQh7KShplIQ9lJY2ykAd5GmlpaRCLxdDU1FQqLfJzoCCHlDsikYibSgBQviv7z9ydvqTTKAt5KCtplIU8lJU0ykIeSioN8nOh8jpCCCGEqCQKcgghhBCikijIIYQQQohKoiCHEEIIISqJghxCCCGEqCQKcgghhBCikijIIYQQQohKoiCHEEIIISqJghxCCCGEqCQKcgghhBCikijIIYQQQohKoiCHEEIIISqJghxCCCGEqCQKcgghhBCikijIIYQQQohKUvvRGSCkvOu2+wn399EBtX9gTgghRLVQSQ4hhBBCVBIFOYQQQghRSRTkEEIIIUQlUZBDCCGEEJVEQQ4hhBBCVBL1riolERERCAwMhEwmg7u7O7p3767w/okTJ3DhwgVIJBLo6elh9OjRMDU1BQAEBwfj0KFDAICePXvC1dW1lHNPCCGE/HyoJKcUyGQyBAQEYNasWVi1ahVCQ0MRExOjsI61tTWWLFmCFStWoFmzZti1axcAICUlBQcPHsSiRYuwaNEiHDx4ECkpKT/iMAghhJCfCgU5pSAqKgoWFhYwNzeHmpoaXFxccOvWLYV1HBwcoKGhAQCoUaMGEhMTAWSXANWvXx86OjrQ0dFB/fr1ERERUdqHQAghhPx0KMgpBYmJiTA2NuZeGxsbc0FMfi5evAhHR8d8tzUyMip0W0IIIYRkozY5ZUxISAhevnyJefPmCdouKCgIQUFBAIAlS5bAxMRE0PZC11dTUxO8jaqmURJ5kPvR+SgL50JV0igLeSgraZSFPJRUGuTnQkFOKTAyMkJCQgL3OiEhAUZGRnnWu3//Pg4fPox58+ahQoUK3LaPHj3i1klMTIS9vX2ebT08PODh4cG9jo+PF5RHoeubmJgI3kZV0yiJPMj96HyUhXOhKmmUhTyUlTTKQh74pFG5cmWl0idlD1VXlQJbW1vExsYiLi4OUqkUYWFhcHZ2Vljn1atX2LJlC6ZNmwZ9fX1uuaOjI+7du4eUlBSkpKTg3r17XFUWIYQQQgpGJTmlQCKRYNiwYfD19YVMJoObmxssLS2xb98+2NrawtnZGbt27UJaWhpWrlwJIPsXx/Tp06Gjo4Nff/0VM2fOBAD06tULOjo6P/JwCCGEkJ8CBTmlxMnJCU5OTgrLvLy8uL/nzJlT4LZt27ZF27Zt/7W8EUIIIaqIqqsIIYQQopIoyCGEEEKISqIghxBCCCEqiYIcQgghhKgkCnIIIYQQopIoyCGEEEKISqIghxBCCCEqiYIcQgghhKgkCnIIIYQQopIoyCGEEEKISqIghxBCCCEqiYIcQgghhKgkCnIIIYQQopIoyCGEEEKISqIghxBCCCEqiYIcQgghhKgktR+dAULI/zu+LxkA0MXL4Ifmg2STfx4AfSaE/IyoJIcQQgghKomCHEIIIYSoJApyCCGEEKKSKMghhBBCiEqiIIcQQgghKomCHEIIIYSoJApyCCGEEKKSKMghhBBCiEqiwQBLSUREBAIDAyGTyeDu7o7u3bsrvP/o0SNs374db968gbe3N5o1a8a95+XlBSsrKwCAiYkJpk+fXppZJ4QQQn5KFOSUAplMhoCAAPj4+MDY2BgzZ86Es7Mzqlatyq1jYmKCMWPG4Pjx43m2V1dXx/Lly0szy4QQQshPj4KcUhAVFQULCwuYm5sDAFxcXHDr1i2FIMfMzAwAIBKJfkgeCSGEEFVDQU4pSExMhLGxMffa2NgYz58/5719ZmYmZsyYAYlEgm7duqFJkyb/RjYJIYQQlUJBzk/A398fRkZG+PjxI+bPnw8rKytYWFgorBMUFISgoCAAwJIlS2BiYiJoH0LXV1NTE7yNqqZREnnIrTjpqcq5KEtp5ETfEbouyM+HgpxSYGRkhISEBO51QkICjIyMBG0PAObm5rC3t8fr16/zBDkeHh7w8PDgXsfHxwvKo9D1TUxMBG+jqmmURB5yK056qnIuylIaOdF3RPWvi8qVKyuVPil7qAt5KbC1tUVsbCzi4uIglUoRFhYGZ2dnXtumpKQgMzMTAPDlyxc8ffpUoS0PIYQQQvJHJTmlQCKRYNiwYfD19YVMJoObmxssLS2xb98+2NrawtnZGVFRUVixYgW+ffuGO3fuYP/+/Vi5ciXevXuHzZs3QywWQyaToXv37hTkEEIIITxQkFNKnJyc4OTkpLDMy8uL+9vOzg4bN27Ms12tWrXg5+f3r+ePEEIIUTVUXUUIIYQQlURBDiGEEEJUEgU5hBBCCFFJFOQQQgghRCVRkEMIIYQQlURBDiGEEEJUEgU5hBBCCFFJFOQQQgghRCVRkEMIIYQQlURBDiGEEEJUEgU5hBBCCFFJFOQQQgghRCVRkEMIIYQQlURBDiGEEEJUEgU5hBBCCFFJFOQQQgghRCVRkEMIIYQQlURBDiGEEEJUEgU5hBBCCFFJaj86A4QQ1XN8XzL3dxcvgx+WD0JI+UYlOYQQQghRSVSSQwhRGd12P+H+Pjqg9g/MCSGkLKCSHEIIIYSoJApyCCGEEKKSKMghhBBCiEqiIIcQQgghKokaHpeSiIgIBAYGQiaTwd3dHd27d1d4/9GjR9i+fTvevHkDb29vNGvWjHsvODgYhw4dAgD07NkTrq6upZhzQggh5OdEJTmlQCaTISAgALNmzcKqVasQGhqKmJgYhXVMTEwwZswYtGzZUmF5SkoKDh48iEWLFmHRokU4ePAgUlJSSjP7hBBCyE+JSnJKQVRUFCwsLGBubg4AcHFxwa1bt1C1alVuHTMzMwCASCRS2DYiIgL169eHjo4OAKB+/fqIiIjIEwwRQgjJHw0tUH5RSU4pSExMhLGxMffa2NgYiYmJxdrWyMiI97aEEEJIeUYlOSoiKCgIQUFBAIAlS5bAxMRE0PZC11dTUxO8jaqmURJ5yK046ZWtc5HMLfsR11Zx9ptfPpRJryx8HmUljbKQB7mS/q6Sso2CnFJgZGSEhIQE7nVCQgKMjIx4b/vo0SPudWJiIuzt7fOs5+HhAQ8PD+51fHy8oDwKXd/ExETwNqqaRknkIbfipFdWz8WPuLaKs9/88qFMemXh8ygraZSFPMgVlkblypWVTp+ULVRdVQpsbW0RGxuLuLg4SKVShIWFwdnZmde2jo6OuHfvHlJSUpCSkoJ79+7B0dHx380wIYQQogKoJKcUSCQSDBs2DL6+vpDJZHBzc4OlpSX27dsHW1tbODs7IyoqCitWrMC3b99w584d7N+/HytXroSOjg5+/fVXzJw5EwDQq1cvrhEyIYQQQgpGQU4pcXJygpOTk8IyLy8v7m87Ozts3Lgx323btm2Ltm3b/qv5I4QQQlQNVVcRQgghRCVRSQ4hhOSQc0yVEWoWPzAnquf4vmQAQBcvgx+aD1J+UEkOIYQQQlQSleQQUk5ljezK/S3ZcuwH5oSoGrq2SFlBJTmEEEIIUUkU5BBCCCFEJVF1FSGEEA5VNRFVQiU5hBCiQrJGdlUIVAgpz6gkpxxQuOG5LvtxGSGEEEJKEZXkEEIIIUQlUZBDCCGEEJVEQQ4hhBBCVBIFOYQQQghRSdTwmBBCSLkhnz8LoDm0ygMqySGEEEKISqKSHEJ+AOrWTwgh/z4qySGEEEKISqIghxBCCCEqiYIcQgghhKgkCnIIIYQQopIoyCGEEEKISqIghxBCCCEqibqQE0JUEg36RgihkhxCCCGEqCQKcgghhBCikqi6qpREREQgMDAQMpkM7u7u6N69u8L7mZmZWL9+PV6+fAldXV14e3vDzMwMcXFxmDhxIipXrgwAqFGjBv7zn/+Uev5zjtAr2XKs1PdPCCGECEVBTimQyWQICAiAj48PjI2NMXPmTDg7O6Nq1arcOhcvXkTFihWxbt06hIaGYvfu3Zg4cSIAwMLCAsuXL/9R2SeEl267n3B/j1Cz+IE5IYSQbFRdVQqioqJgYWEBc3NzqKmpwcXFBbdu3VJY5/bt23B1dQUANGvWDA8fPgRj7AfklhBCCFENVJJTChITE2FsbMy9NjY2xvPnzwtcRyKRQFtbG1+/fgUAxMXFYdq0adDS0kLfvn1Rp06d0ss8IYQQ8pOiIKeMMzQ0hL+/P3R1dfHy5UssX74cfn5+0NbWVlgvKCgIQUFBAIAlS5bAxMSEe+8jj/3kXD8/OdMwMTGBmppakdsURVXSKM72RX0mxcmP0Hzk/kyLkwYfQtMrC3koiTR+1LUp/1yL+5mWxHVR8P0iWSFdIcrqdUHKNgpySoGRkRESEhK41wkJCTAyMsp3HWNjY2RlZSE1NRW6uroQiUSoUKECAMDGxgbm5uaIjY2Fra2twvYeHh7w8PDgXsfHxwvKo5D14+PjYWJiIngfualKGiWRh9yKk54y+ZBvVxaOpSzkoSTS+NHXZkl8piWVRu7tS/v6Lkju9OQdPIjqoDY5pcDW1haxsbGIi4uDVCpFWFgYnJ2dFdZp1KgRgoODAQDXr19H3bp1IRKJ8OXLF8hkMgDAx48fERsbC3Nz89I+BEIIIeSnQyU5pUAikWDYsGHw9fWFTCaDm5sbLC0tsW/fPtja2sLZ2Rlt27bF+vXrMX78eOjo6MDb2xsA8OjRI+zfvx8SiQRisRgjR46Ejo7Ojz0gQggh5CdAQU4pcXJygpOTk8IyLy8v7m91dXVMmjQpz3bNmjVDs2bN/vX8EUIIIaqGghxCSLmXc7BLuC4rE/mgQTcJUR61ySGEEEKISqIgh5CfVNbIroolEIQQBfQdIVRdRQiA4/uSub+7eBn8sHyQnxdVNRFS9lCQQwghZZB8LrCjA2ortb0yaRDys6PqKkIIIYSoJCrJIYT8UFTNQwj5t1CQQ0oNPcxUT1npek0IIfmhIIcQQkiZQz+KSEmgIIf8VOQ3vuLe9Erixkk337KH+0yoNIkQkgM1PCaEEEKISqKSHEIIIf+anF3ZR6hZ/MCckPKISnIIIYQQopIoyCGEEEKISqLqKkIIKcNoyhFCio9KcgghhBCikijIIYQQQohKoiCHEEIIISqJghxCCCGEqCQKcgghhBCikijIIYQQQohKoiCHEEIIISqJxskhRAk5h6w/OqD2D8wJIYSQ3KgkhxBCCCEqiYIcQgghhKgkCnIIIYQQopKoTU4piYiIQGBgIGQyGdzd3dG9e3eF9zMzM7F+/Xq8fPkSurq68Pb2hpmZGQDg8OHDuHjxIsRiMYYOHQpHR8fSPwAVlLM9zQg1ix+Ykx+P2hYRQlQRleSUAplMhoCAAMyaNQurVq1CaGgoYmJiFNa5ePEiKlasiHXr1uGXX37B7t27AQAxMTEICwvDypUrMXv2bAQEBEAmk/2IwyCEEEJ+KhTklIKoqChYWFjA3NwcampqcHFxwa1btxTWuX37NlxdXQEAzZo1w8OHD8EYw61bt+Di4oIKFSrAzMwMFhYWiIqK+gFHQYpyfF8y94+QsoSuTVJeiRhj7EdnQtVdv34dERER+P333wEAISEheP78OYYPH86tM3nyZMyaNQvGxsYAgPHjx8PX1xcHDhxAjRo10Lp1awDAX3/9hYYNG6JZs2YK+wgKCkJQUBAAYMmSJaVxWIQQQkiZRiU5KsLDwwNLlizhHeDMmDFDqf0pu70qpVEW8lBW0igLeSgraZSFPJSVNMpCHkoqDfJzoSCnFBgZGSEhIYF7nZCQACMjowLXycrKQmpqKnR1dfNsm5iYmGdbQgghhORFQU4psLW1RWxsLOLi4iCVShEWFgZnZ2eFdRo1aoTg4GAA2dVbdevWhUgkgrOzM8LCwpCZmYm4uDjExsbCzs7uBxwFIYQQ8nOhLuSlQCKRYNiwYfD19YVMJoObmxssLS2xb98+2NrawtnZGW3btsX69esxfvx46OjowNvbGwBgaWmJ5s2bY9KkSRCLxRg+fDjEYuVjUw8Pjx+6vSqlURbyUFbSKAt5KCtplIU8lJU0ykIeSioN8nOhhseEEEIIUUlUXUUIIYQQlURBDiGEEEJUEgU5hBBSwlJSUvDmzZsfnQ1Cyj1qeEz+dS9fviz0fRsbmyLTuHXrFhISEuDp6QkAmDVrFr58+QIAGDhwYJ7BEYUKCgpSqlFicbZPTEzEp0+fkJWVxS2zt7cvdh6EePv2LT5+/Mj18vv777+RmpoKAPD09OT1mZSU9evXY+jQoahYsSKA7ABhx44dGDNmjFLp7t+/H3369BG0zdOnT/N8Jm3atOG17bx58zBt2jTIZDJMnz4d+vr6qFWrFoYMGcJ7/5mZmbhx4wbi4uIUpm/p1asX/4Moo16+fFmq1xUAPHnyBAcOHEB8fDyysrLAGINIJML69etLNR/kx6EgpxybPn06li5dWuztN23ahFGjRhW53s6dO7m/87vRzZ07t8g0jh07hgkTJnCvMzMzsXjxYqSnp8Pf31/pIEfZ9vdCt9+1axeuXbuGqlWrQiQSAQBEIlGxg5zPnz8jMzOTe21iYlLo+rt370aPHj241/fu3YOXlxcyMjJw8OBBTJs2rVj5AIRfV9HR0VyAAwA6Ojp4/fp1sfcvJ/SBum7dOnz8+BHW1tYKPRj5BjmpqanQ1tbGhQsX0KZNG/Tp0wdTpkwRlIdly5ZBW1sbNjY2qFChgqBtCyP0M9m1axd69uwJdXV1LFq0CG/evMGQIUO4kdeL49y5c9yo73zcuHEDu3fvxufPnwGAC1C2b9/OO42NGzdiyJAhsLGxKZFeqeTnQ0FOOaZMgAMA7dq147VeziBm2rRpvIKa3KRSqcKDu3bt2tDV1YWuri7S09MFp5cb32Mpqe1v3bqF1atXK/0gu337Nnbs2IGkpCTo6ekhPj4eVapUwcqVKwvdLjk5GbVq1eJea2trc4Hi+fPnlcqT0OuKMYaUlBTo6OgAyC7JyVmSUly5x6IqysuXL7Fy5Uou6BQqKysLSUlJuHbtGvr27VusNBITEzF79uxibVsYoZ/JvXv3MHDgQNy8eROmpqaYMmUK5s6dq1SQIyTAAbIDrenTp6Nq1arF3qe2tjYaNmxY7O3Jz4+CnHIiLi4OBgYGUFdXBwBkZGQgOTkZZmZmxU6zOEXPxX2ApKSkKLzOOe+XvNqKrz179qBbt24K1SMnTpwo8sF04sSJQt/v3Lkz7zyYm5sjKytL6SBn37598PX1xYIFC7Bs2TI8fPgQV65cKXK779+/K7z29fXl/hZyPkviuurcuTN8fHy4IOv69evo2bMn7+2BkqnysrS0RHJyMgwNDQXtW653797w9fVF7dq1YWdnh48fP8LCwkJQGjVr1kR0dDSsrKyKlYeSIq8qCw8PR/PmzaGtrc1ru5KompYzMDBQKsABgLp162Lnzp1o2rQp1NT+/3FX2tVm5MehIKecWLlyJRYuXMi9FovFWLVqFRYvXlzodkuWLCk0MJk+fXqJ5bEwNWrUyLfdy/nz52FraysorYiICPTv3597raOjg7t37xYZ5MgDg/fv3+PFixdcScGdO3cE50FdXR1Tp05FvXr1FG6+w4YNE5SORCKBrq4uGGOQyWRwcHDgVZxvZGSE58+fo0aNGgrLnz17JughX9zrKqc2bdrAxsYGkZGRAIApU6YIfriVRJXX169fMWnSJNjZ2Sl8JnyucZlMhvj4eKxYsYJbZm5uLri66smTJwgODoaZmRkqVKjAVdHkTLcggwcPLvS7KqSax8nJCd7e3lBXV8eIESPw5csXXgG5vGo6IyMDL1++RLVq1cAYQ3R0NGxsbBSC6aLY2Nhg1apVaNy4scK+mzZtyjuNqKgoAHmDr+KUJpOfEwU55URWVpbCjVtNTQ1SqbTI7bp27Qogu348OTkZrVq1AgCEhoZCX1+f1763bdvG/Z2QkKDwGuD3YB8yZAiWL1+O0NBQVK9eHUD2jSszMxNTp07llQ85mUyGzMxM7saZkZGh0J6lIL179waQfYNcunQptLS0uOVCZ353dnYWXJ2Sn4oVKyItLQ116tTB2rVroa+vDw0NjSK3GzBgAFatWgVXV1eF83n58mVMnDiR9/6Le13lVqVKFVSsWJErQYiPjy+yXVFOJVHlJf98i0MsFiM0NFRQaV5+Zs2aVextd+zYAQDYu3cvDA0N0bp1azDGcPXqVSQlJQlKa8CAAejWrRu0tbUhFouhrq7Oq52WPHhYsWIFli5dypVIRUdH48CBA4Ly8P37d2hoaOD+/fsKy4UEORTMEApyygk9PT3cvn2be7DeunULurq6RW4nbwi7Y8cOhQe5s7Mz7xl9cxYNF7eYWF9fHwsXLsTDhw/x9u1bANm/Nh0cHASn1bJlS8yfPx9ubm4AgEuXLvFuXApkt2fJ/WBPTk4WlAdXV1dIpVK8f/8eAFC5cmWFNPmaOnUq1NXVMWTIEFy5cgWpqam8euLY2dlh0aJFOHPmDDdnmqWlJXx9fWFgYMB7/8W9rnI6ffo0Dh48CH19fYjFYkGlF3IlUeVlb2+P5ORkvHjxAkD2OeIbyANArVq1EBAQABcXF4VAU8g1b2pqitevX+PJkycAstueWVtb894eyC5ZXL58Ofe6ffv2mDp1Kry8vHincebMGbRq1YprrCuVSnHjxg106NCB1/bv379XqHKzsrLCu3fveO8fgNK964DsxuAHDhzA48ePAWR/xr169eJd/UZ+fjStQznx4cMHrFu3DomJiQAAY2NjjBs3jnebgYkTJ2LGjBkwNzcHkN0WY/HixVi1apXgvKSmpkIkEnElIcX14cMHXL16FWFhYUU2tM3t7t27ePDgAQCgfv36cHR05L3toUOHcO3aNTRu3BhA9oO9efPmgh6qkZGR2LBhA0xNTQFkl1yMHTu21LqQF+TJkye4evUqRowYwWt9Za8rABg/fjwWLVokODjK7e3bt1yVl4ODg+Aqr7CwMOzatYv7DB4/foxBgwbx7rn3559/5rtcSGnCqVOncOHCBTRp0gQAcPPmTXh4eKBjx4680/Dx8UGHDh3QokULANmlrmfPnlWoVizK1KlTFQIlILvTwLJly3htv3r1amhqanIlv1euXEFaWho3Jx8f8lLfp0+fAsgO+IYOHQpjY2PeaaxYsQJWVlbcj5iQkBC8efNGcDUi+XlRkFPOpKWlAQA0NTUFbRcREYFNmzbB3NwcjDHEx8dj5MiRgoKDFy9ewN/fH2lpaWCMoWLFihg9erSgX7qJiYkICwtDaGgooqOj0b17dzRt2rTUG2q+fPmS+7Vdp04drsqHr+nTp2PChAmoXLkygOxfvmvWrOHdC2bOnDlYsGAB1w5DXvpRnG62r169QmhoKK5duwYzMzM0adJE0EMVKP51BWQHBz4+PpBIJIK3zUkmkyE5OVlhfBkhVV5Tp06Fj48PV3rz5csXLFiwIM/D/t80ZcoULFy4kDuPaWlp8PHxEVSqFRcXh7///psLDmrVqoXffvtNUGPwyZMnY8WKFVwbH5lMhilTpvD+MZGRkYFz585xJSh16tRBhw4dBDW0X7BgAVq2bMn16Lpy5QquXLmCOXPm8E4jv2Atv2VEdVF1VTmh7CBjdevWxdq1a7ki5ypVqgjOw19//YURI0agTp06ALJLDfz9/XndwIOCghAaGorExEQ0b94cv//+O5YtW1asdhTKjr+xbt06jB8/XiE4ky/jKysriwtwgOzqKiFtSBYsWADg/9thCPX+/XuEhoYiNDQUurq6cHFxAWNMcBuGkhi8zszMDPPmzYOTk5PCQ1BI+5aSqPKSyWQK1VM6OjoKx1SUkqgaYYwpjOciPxYhEhMT87SfefLkiaAgx9HREatWreKGRjh//rygHzRBQUHo3Lmzwmd46tQpdOrUiXcaX7584aqUgewq3pMnT/LeHshu4P/kyRPUrl0bQPZ5kPcEJOUDBTnlhLKDjPn4+GDp0qUK7QOEDjAmFou5AAfILn7m++s9ICAANWvWxB9//MH1ZCpud3Rlx9+IiYlReC2TyYrsOpubjY0NNm7cqFCcX9z2SikpKUhISFAIkopKa+LEiahduzZmzJjBVS0JfYAAJTN4nYmJCUxMTCCVSovVaBnIfoCuXr1aqSovR0dH+Pr6ctU8YWFhgsZY8ff3h5WVFddwOyQkBP7+/oKqRtzc3DB79myFqtC2bdsKOAogMDAwz/cyv2WFGTBgAIKCgnDu3DkA2VW67u7uvLe/fPlynoAmODhYUJCjq6uLkJAQtGzZEgBw9epVwZ/vyJEjsWHDBqSmpoIxBh0dnRJp60N+HhTklBPFHWQsOTkZiYmJyMjIwKtXr7hfld+/f+c9CJ88ALC3t8fmzZvRokULiEQihIWF8W6DsnnzZly7dg07duxAcnIymjdvXuwB44o7/sbhw4dx+PBhZGRkcEP1M8agpqYmeEqHkSNH4uzZszh9+jSA7ICPb6POnPbu3YvLly/DzMxMoQSgqBKZyZMnIywsDH/++ScaNGiAFi1aFGvU55IYvE6ZXk1yJiYmSjcmHTRoEK5fv85V83h4eHBtY/j4+PGjQkDTu3dvwT3/OnfuDHt7e64qdMyYMbyrQp89e4anT5/iy5cvCmM6paamCiqRArJ/kLRv3x7t27cXtN3Vq1dx9epVxMXFKQRVaWlpXM83vkaPHo1t27Zh+/btEIlEqFmzpuAAxdraGsuXL+emLKEGx+UPtckpJzZt2oSOHTsKbrsSHByMy5cv48WLFwpjwWhpacHV1ZXXQ6CgBplyQqtIEhISuHY56enpaNy4scK4N0UJDAxEcnJyscff2LNnT579JSYmwsjIiHceSsqECRPg5+dXrJ5ZQPbD5/bt27h69SoiIyPRunVrNGnSBA0aNOC1fXGvK6Bkx2D666+/8P79e6WqvJQ1e/ZsDBo0SKFqZOfOnbzGhpFPCZF70Es5PgHCo0ePEBkZifPnzyuMwK2lpQVnZ2dejcFXrlyJSZMmYfLkyfl+NkVV/3369AlxcXHYs2cPBgwYwC3X1NTMM13GvykkJAStW7cucADP0rwuyI9FQU45MXHiRHz48KFYg4wB2V1yc/cyyW9ZaXv//j3CwsIEtQHx9/fPd7kyxdijR4/GX3/9VeR6yj5E8lt/5MiRgro6FyQlJQXXr19HWFgY/vvf//LaRpnr6tGjR4W+L6SnWUFjsPApJcrdiFtOaFut169fc1UjQPYYRmPHjkW1atWK3HbJkiWYMWMGxo4dm28ehEwo+enTJ67XntyOHTswePDgIrdNSkqCoaEhPn36lO/7udMVQn6ei3L06FF069Ytz3hacnzG1ZIHevldFyKRSCUmPCX8UJBTTvwbNy2+D3a5b9++4fLly3lmeRY6ym9ZxPdclPRD5MWLF1i2bBmsrKwEj9JbEv6N6+pnFRcXBzMzM4WqEfmyH03od/VH5kE+7pJ8/KbcXF1dee8zZ6PjwpYR1UVtclScvPhb2TFpSsLixYtRo0YNWFlZFbvRsDIK+mUoVxrBlnzKhLNnz2LgwIEK7+3atSvPsqJs2LAB3bp1g5WVVanOslxWrquSrPLKr4eckF5zfn5+WLp0qUK7D/kyvubPn5+nFC2/Zf+2kpgBvLjkA0tqaGigefPmCu9du3ZNUFol0Qib/NwoyFFx06dP58ZPyU1oMbiyMjMzuQa7P4Kyk/IVFiTJf73zJR+IMKeIiAjBQY6GhoagHislpaxcV/JpR0pC7l5zWVlZvHrNvXv3Dm/fvkVqaipu3LjBLf/+/Tuv6UKA7HFlMjIy8PXrV4V2OampqdxAi0UpqD0PY0xwo/Li9kDMefy585CRkSEorSNHjuQJcvJblp+SbIRNfm4U5Ki4DRs2KLV9QW1HGGPcrzy+WrVqhaCgIDRq1EihcaiQXhdPnjyBtbU1NDU1ERISglevXqFTp068qkeEFHPnp7AgiW8Ade7cOZw9exZxcXEKPXG+f/+OWrVqCc5T7dq1sWfPHjg7OxdrluW0tDSoq6tDLBbj/fv3eP/+PRwdHYtsyKzsdVVSSmKEaGV7zb1//x7h4eH49u0b7ty5wy3X1NTEqFGjeOUhKCgIJ0+eRFJSEmbMmMEFJdra2vD09OSVRmGBp9CG6cXtgZjz+HNr1KgRrzTu3r2Lu3fvIjExUeGHxffv33mXVkqlUqSlpSErK4ubWBfIPp+TJk3ilQZRDdQmhxSqoDYXckLaXpw5cwZ79+5VmC1a6K/+KVOmYPny5Xjz5g38/f3Rtm1bXLt2rcgeXGVFamoqUlJS8vQ+0dLSEtzFFlB+KoHp06dj/vz5+PbtG+bMmQNbW1uoqanhjz/+EJyXkrJnzx5oa2vD3d1d6akehO5XSC+93J49e4aaNWsqlYfTp08LHm3636BsD0RlvH79Gq9fv8b+/fvRp08fbrmWlhbq1q0r6HuSXyNsUr5QSQ4pVEneIE6cOIG1a9dCT0+v2GlIJBKIRCLcvn0bnp6eaNu2LS5dulRiefy3aWtrQ1tbm5vD5/Pnz8jMzERaWhrS0tIETUMAlMwsyxoaGrh48SLat2+Pbt26CR7bpaTZ2dnh48eP2L59O8aNG1dq++3fvz9SUlLw4cMHhaoVvqVF586d42ZTB7Krj3bs2CGo117Hjh0RHR2NmJgYhaouIRPIloSSmAG8uKytrWFtbY2WLVsWe2gEOQ0NDezcuRMxMTEKnynNTl5+UJBDSo2FhYXC7MzFoampicOHDyMkJATz58+HTCYTPEruly9flAq0SsLt27exY8cOJCUlQU9PD/Hx8ahSpYrgiUaTk5Pxv//9D0lJSZg1axZiYmLw7Nkz3qPkMsbw7NkzXL16Fb///jsA/PA2C0IG4CtJFy5cwKlTp5CYmAhra2uuZIbvAzE6OlqhlFJHRwevX78WlIcDBw7g0aNHiImJQcOGDXH37l3Url271IOcsjAq8KdPn7Bnz548AZ+Qkt+1a9fCxcUF4eHhGDlyJIKDg3/4d5+UrtLrjkHKPQ0NDUybNg2bN2/Gtm3buH9CTJw4ERUqVMDo0aNhYGCAxMRE3o1Pb9++jeHDh2PKlCn4/fffuZFtf4R9+/bB19cXlSpVwoYNGzBnzhzUqFFDcDr+/v5o0KABkpKSAACVKlUSND3Db7/9hsOHD6Nx48awtLTEx48fUbduXcH5UMauXbuQmpoKqVSK+fPnY/jw4QgJCVEqzT179uDIkSP4+vUr721OnTqFxYsXw8TEBHPnzsWyZcsUgpaiMMYUGv+mpKQIHpX7+vXrmDNnDgwMDDBmzBiF0XpLU0JCApYvX44RI0ZgxIgRWLFiBRISEko1D/7+/mjfvj0kEgnmzp2L1q1bc9Og8PX161e0bdsWEokE9vb2GDNmDDdTPSkfKMgppyZOnIiJEyfizJkzpbbPxo0bo0ePHqhZsyZsbGy4f0IYGBigadOm3C87XV1d3r/89+7di/nz52Pz5s2YPHky9uzZI/gYClJYg8v8SCQS6OrqgjEGmUwGBwcHwfNfAdk3cRcXF65xuEQiEdSV3N7eHtOnT+fagZibmyvVlb4419W9e/egra2N8PBwmJqaYt26dTh+/Hix8wBkV3lJJBJBXZ7V1dW5yRszMzNRpUoVvH//nvf2nTt3ho+PD/bu3Yu9e/fCx8cH3bp1E5RveSNwsViM1NRU6Ovrl3pwAWQHGM7Ozti0aRM2bdoEZ2fnAgfR5OPFixe8e4nJZWRkoF69emCMwdTUFH369EF4eLigNOTVXYaGhggPD8erV68K7IVGVBNVV5VTq1atwtevX/H8+fNibb9+/XpoaGigQ4cOvIf0V7Z3E5DdC+XChQtISUnBunXrkJiYiC1btvAaR0QikXCzp9eoUQNpaWlK50fuxYsXvHuPANmj4aalpaFOnTpYu3Yt9PX1i1WVp6Ghga9fv3JBzrNnzwTNz/Ps2TP89ddfSEtLw19//YXXr18jKCgII0aMEJwXoHjXlbx6LDw8HM2bNy+R+YWKU+VlZGSEb9++oXHjxli4cCEqVqwoqE1amzZtYGtri4cPHwLIbiQvtIeSra0tvn37Bnd3d8yYMQOamppKN2aWTxjaoUMH3j21SmIG8JxOnz6N6OhoVKpUictPUSpUqACZTIZKlSrhzJkzMDIyEvyd7dmzJ1JTUzFo0CAEBgYiNTX1hw5jQUof9a4qJ4rbVbggUVFRiI+PR1RUVJFju9y6dQsJCQncDXbWrFn48uULAGDgwIGCpoaYOnUqFi9ejFmzZmHZsmUAsru5+/n5Fbnt77//rjBnzYkTJxRel+Z8NvLPgzGGK1euIDU1Fa1atRLcm+jly5cIDAxEdHQ0rKys8OXLF0yaNInXVAJA9mcxadIkLFu2TPD5zHkcylxXu3fvxq1bt6Curo5FixYhNTUVS5YswaJFi3in8f79e2zduhWfP3+Gn58f3rx5g9u3b+PXX3/lnUZOjx49QmpqqqBjiY+Pz3e50MbkcnFxcfj+/Tvvz7Iw8sDTycmJ1/rz58+Hq6urwgzgwcHBSg9K+P37d94DSEZFRaFq1ar49u0b9u3bh9TUVHTt2pV30CeTyXDq1Cmap6qco5KccmLu3LlcV2FfX1/Y2toiLCys2F2F7ezsYGdnxytAOXbsGCZMmMC9zszMxOLFi5Geng5/f39BQU6FChUUHjpZWVm8R092d3dXGDMj92u+UlNTsX//fm6maHt7e/Tq1Yt3CYRMJsPSpUu5Bq3KlHDZ2Nhg3rx5eP/+PRhjqFy5suDANfdDWEh1V0lcVwMGDEC3bt2gra0NsVgMdXV1TJs2jff2QPZEoYMGDcLmzZsBANWqVcPatWt5BzkymQyTJk3C6tWrARRv/J3Fixdz12JGRgbi4uJQuXJlQY3Jb968CQcHB2hra8PMzAzfvn3DzZs3BZVMnT59Gq1atVLoaq2rq8s7wAFKZgbw/PANcGQyGcLCwjB48GBoamoWa99isRihoaEU5JRzFOSUIyXdVTgoKIjXYGlSqVThQVq7dm3o6upCV1cX6enpgvZpb2+PQ4cOISMjA/fv38fZs2d5VxPxmayRD39/f1hZWXHF7iEhIfD391cY3K8wYrEYIpGIm3m6OAoaWTY2NhYA/66+xsbGePr0KUQiEaRSKU6dOsVV6fGl7HWVnp6Os2fPIj4+HqNGjUJSUhLev38vqPovIyMDdnZ2CsuEBGtisRiVK1dGfHx8sUtecpd+vXz5EufOnROUxoEDBxQCmooVK+LgwYOCgpzPnz9j5syZqF69Otq2bYsGDRoImkZFJpPhf//7X4nPfzZ9+nTe0ymIxeIS6RhQq1YtBAQEwMXFRaE6WNnRz8nPg4KccuLf6CrMt6Yzd0O/4cOHc3/Lq6346t+/Py5evAgrKyucP38eDRs2hLu7O69tS2ruqo8fPyoENL179xb8YNfU1MTkyZNRv359hZsv3zzIGzp//vwZz54943pERUZGolatWryDnJEjR+Lvv/9GYmIifv/9d9SvX1/h8ylKSVxX/v7+sLGxwbNnzwBkt41ZuXKloCBHV1cXHz584B7m169f5+YJ4+vbt2+YNGkS7OzsFD6T4j7sbWxsBLd5y+87JbSHVt++feHl5YV79+4hODgYAQEBaN68Odq2bQsLC4sitxeLxfj06ROkUqnS49TkJHS+KGtrayxduhTNmzdX+DyEjNXz5s0bAMD+/fsVltM4OeUHBTnlxL/RVbhdu3a81qtRo0a+pT7nz5+Hra2toH2KxWJ4eHjwKkHKLeevtwMHDhS7ZEddXV1hJuMnT55wvXL4atKkiVLjwciL7xcuXIiVK1dyD/SkpCRBvWD09PSUGt24JK6rjx8/YuLEiQgNDQWAYjXAHj58ODZv3ox3795h1KhRMDMz4z2xppyXl5fg/eaUc44kmUyGV69ewcjISFAaNjY22L59Ozp06AAgeyLX4pQ6iEQiGBgYwMDAABKJBN++fcPKlStRv359XvOjmZubY86cOWjUqBE0NTW55UKqfl6/fs1V6dauXRvW1taCjiEzMxO6urpcQ245IUEOBTOEgpxywt7eXqGdgdCuwgkJCdi2bRuePHkCkUiE2rVrY+jQoTA2Ni5y2yFDhmD58uUIDQ1F9erVAWQX5WdmZvIuAVm5ciUmTZpU4FxaK1asKDKNnG1fTp06Vey2MCNHjsSGDRu48UsqVqwouM2Aq6srpFIp10W5OG1pgOzPJWeJhb6+foENYHM6evQounXrVmDpFt9rw8TERKGkw9zcHK1bt+a1rZyamhoyMjK4z/XDhw+Cz4X8oZyWlgbGWLFmR7e3t0dycjJevHgBILvdmb6+Pu/tc7bvkkgkcHJyEjxC8LBhw/DPP/9wbYOElqwB2df25cuXoaenh7Zt22LgwIFQU1ODTCbDhAkTeAc55ubmYIxxxyWkyuvUqVO4cOECF8ivW7cOHh4egqasKIk2QKmpqThw4AAeP34MQHj7OfLzo95V5cSLFy9w+PBhfPr0SaH4m09wAAALFixAy5YtuQfYlStXcOXKFcyZM4d3Hh4+fIi3b98CACwtLeHg4MB726SkJBgaGhY4l5bQ6SeEtA8oiDzIKc4NMzIyEhs2bODyHR8fj7Fjxwpu8BoQEIAPHz6gRYsWAICwsDBYWFgUGaTcvn0bzs7OCA4Ozvd9vgHg9OnTMX36dK7E4tGjRwgICODdOwsA7t+/j3/++QcxMTFo0KABnj59ijFjxggqEVJ25Gcg+9zt2rWL+wweP36MQYMGCWoYXxbs378fbm5u+X4nYmJieHVrv3btWp7ZvvNbVpApU6Zg4cKFXClQWloafHx8eN9vgP//YSVvmyPkh5XcihUrYGVlxY0YHRISgjdv3vBuP0d+flSSU06sXbsWgwYNgpWVlaBfZHIlMW6Gg4ODoMAmJ3lpxY+cbO/EiRPQ1tbmHpzy4ObixYv4/v07fvnlF95p7dixAz4+PqhcuTKA7C7Qa9asERx4DR8+HDdu3OB+qXp4ePCqBnN2dgag/NhFI0eOxPLlyzF9+nS8fPkS//vf/zBz5kxBadSvXx/Vq1fH8+fPwRjDb7/9JnjofX9/f7i6uuLw4cMAskd+XrVqlaAg5/Dhw1i8eDFXevPlyxcsWLCgyCBnyZIlhX6n+LTp+fvvv/Hbb78VmJaQdkF9+vSBTCZDYmKiQvsoExMT3uP2HDlyJE9Ak9+ygjDGFBp+i8Vi3m345Pz9/dGyZUtu1vArV67A399f0A+rkmg/R35uFOSUE3p6etyDrTh0dXUREhKiMG5Gac4QLTd48OA8DwFtbW3Y2Nhg8ODBMDc357Vteno6NygYYwwikajI0XGvXLkCX1/fPMtbt26NGTNmCApysrKyuAAHyK6uEtrAVK5p06bFnjgxv4eqtrY2bG1t4eHhUWRbIzs7OwwdOhQLFy5EhQoVMGfOHN4Byrt371ClShVupGcDAwMA2aVa8fHxgtqiyEd+PnLkCADhIz8D2e1oclZP6ejo8GpELZ9W5MaNG0hOTuamHggNDeVd3SUvIeU7RUlhzpw5gwMHDkBfX5/7bEUiEa9SlLt37+Lu3btITExUqMr8/v27oPPp5uaG2bNno3HjxgCyx8oSEnACJfPDqiTaz5GfGwU55USfPn2wceNGODg4oEKFCtxyvg/Hf2vcDKE6deoEY2NjtGzZEowxhIWF4cOHD7CxscFff/2FefPmFbjtjh07lNq3TCbLt62Impqa4F+pNjY22LhxI/dAvHLliqCHen7BHsA/YJMzNzfHly9fFKq7tLS08P79e2zatKnAxru5g6P09HRoa2vjr7/+AsCv5OHEiRMYNWoUdu7cme/7QhqNKjvyMwA4OjrC19dX4Vw0bNiwyO3k1Vs7duzAkiVLuOXOzs6YMWMGr33v2rUL//3vfxEeHs6rzUxhTp48idWrVxfrR4ihoSFsbGxw+/ZthetRS0tL0EjBnTt3hr29PdfweMyYMVx7PL5K4odVzvZzjDHo6Ohg7NixgtIgPzcKcsqJS5cu4f3795BKpQq/yPgGOaampkqPm5HfIGVC3blzB8uXL+dee3h4YOrUqRg4cCBXVfFvkclkSE5O5koc5JKTkwWnNXLkSJw9exanT58GkN3eQN6jhg9lAza5Z8+eYfHixdxrZ2dnzJw5E4sXL+aqCfJTEiUOo0aNAlAyPWAGDx6MZcuW4cOHD5gzZw438rMQgwYNwo0bN7gHM9+qP7n09HR8/PiRK02Mi4vjPQ5UUlISnj59ijt37qBFixZ5gmYhAbCJiUmxG9ZaW1vD2toaTZo0gaamJnevkMlkCjOBFyQqKgpfv35Fw4YNFeamCw8PB2NM0HHk/GEFZI95I/SHlbW1tcIkp9TguPyhIKecePHiBdasWSN4u507d8LCwiJPd/Hz588jLi4OAwYM4J2WsoOUAdnFz2FhYVw7ievXr5da8XPXrl2xZMkSDB48WKGX2K5du9ClSxdBaVWoUAGenp5wcHDgBqIryTFJ+EpLS1MYAC8+Pp6bH6iw/Njb20Mmk2HBggVKByn5DWyora0NKyurIqt75I1hdXR0lB75Gch+kMoHa8w9uGBRhgwZgnnz5nG9kuLj4zFy5Ehe23p5eeGff/5BQkJCvgGskHNsZmaGefPmwcnJSaHUVkj3b19fX8yZM4drOJyRkYGFCxdi4cKFhW63e/fufAMRS0tL+Pv7CzqOkvhh9fXrVxw4cECh8XKvXr1+SFU7+TEoyCknatWqxbtnRU4PHz7Mt/jc3d0dU6dOFRTkKDtIGQD88ccfCAwMREBAAIDsMXjGjx+PjIwMwV1thWrTpg309PSwb98+vH37FiKRCFWrVkWfPn14VWvkFB4eji1btnAPxLi4OPznP/8RnI6yBg0ahDlz5sDCwoLLx4gRI5CWlsb1SClISYzcDGQ33M45oOGjR49gY2ODuLg49OrVq9Au6fLGsH5+fli6dCksLS2LnY8LFy7g4MGDcHBwAGMMgYGB+PXXX3m3JXF0dMTatWvx7t07AECVKlUUgozCNGvWDM2aNcPBgwfRq1evYh8DkF2SY2JiAqlUCqlUWqw0MjIyFMbH0dTU5FUqlZaWlm/nAFNTU3z9+lVQHj5+/IjAwEA8f/6cqyIfMmRIoe3uclu9ejXq1KmDyZMnA8iuFl69erWgxsvk50ZBTjnx/PlzTJ06FWZmZqhQoQLXdqOoxohSqTTf0pbi9JYASmaQsoLaOcgbF/6bGjZsWCKByI4dOzB37lwuuPvw4QOWLFlS6kGOk5OTwoO5cuXKXMkYn4bUyo7cDGRXhaxatYqrBkxOTsaGDRuwaNEizJ07t9AgR0dHBwsXLkRcXFy+PdOElAQcO3YMy5Yt437lf/36FT4+PoIazL58+ZIbpkE+2m5RwSLw/42wnZycuIbYOQmp5imJ6Us0NTXx8uVLbr8vX77kVWKae3TznIRO4bJ27Vp06NCB6w0VGhqKNWvWCJq4NTk5WSFo/PXXXxEWFiYoH+TnRkFOOTFr1qxibaeuro7Y2FhUqlRJYXlsbKzgaqKSGKSsJMbOKAu0tLQUSq/Mzc2LNYCdsqRSKc6fP891Qa9bty48PDx4V/UoO3IzkF1FlrOdk3xAQx0dHUgkkkK3nTlzJl6+fIn169cLrjLMTVdXV+Ez0NLSElStsW7dOnz8+BHW1tYK7d74BDkl2Qj7y5cvOHr0KGJiYpCRkVGsNIYMGYJVq1bB0NAQjDEkJydzc7UVpl69evjf//6Hvn37cj+OGGPYv3+/4OEj0tPTFQLc1q1b4/jx44LSqF+/PkJDQ7mu79evX0eDBg0EpUF+bjQYYDny5MkTxMbGws3NDV++fEFaWhrMzMwK3ebu3bvYtm0bfv31V+5X3YsXL3DkyBEMGTJE0MzGJTFIWUkMSlgWbNmyBfHx8Qo3XxMTE9SrVw+AsKHrlbFx40ZIpVJuvJyQkBCIxWJuHio+lB25eevWrYiPj1doZ2ViYoKBAwcqzNZemC9fvnBd19PS0nDz5k2EhoYKGrNn/fr1iI6OhrOzM0QiEW7fvg0rKytUq1YNQNFtWiZOnIiVK1cWaxwquYyMjDw/HvJbVpiFCxfCxcUFx48fx8iRIxEcHAw9PT3BvbaK87mmpaVh48aNePHiBXfe3rx5A1tbW/z+++8KVWBF2bVrF3R0dODi4gKRSISwsDB8+/aNa/TOpwPD4MGDkZ6ertCAWl7iKKQXIvl5UUlOOXHgwAG8ePGCC3KkUinWrVuHBQsWFLpdw4YNMXXqVBw7dozrCWRpaYnJkyfDyspKUB4+fvyYJ8BZt24dxo8fz7utUEmMnVEWZGZmQl9fH48ePQKQPY5RRkYGN/FmaQU5L168UOit5uDgIGiwtJIYuVk+oKG8V5OrqyuaNm0KkUjEu/RBW1sbN2/exNWrV3Hv3j00bdqU99xqcvKpDOTk40rlnK6hMJaWlkhOThY8MWhOc+bMyVPtlt+ywnz9+hVt27bFqVOnuOlchA7QmJ6ejhMnTuDTp0/4/fffERsby2tmeE1NTXh7e+Pjx48Ko5sLaUcjd+3aNQDZnRxyCg0NhUgkwvr16wvdnjGGlStXFntWeaIaKMgpJ27evIlly5ZxbRSMjIx437ytrKwwbtw4pfMQExOj8Fomk+Xb/qAwZWFQQvm8V1paWti4cSNev36N/v378y4Gl8lksLKyEtTb5d8iFovx4cMHrurs48ePggZ9K4mRm+VzoampqXG9mviWhty7dw+hoaG4d+8e6tati9atW+PFixeCuxrLZDJ8//4dgwcPFrRdTl+/fuVmMc9Z6sGnXVBycjISExORkZGBV69ece3dvn//Lrgti3zfhoaGCA8Ph6GhYaFtZfIjnxlePou60JnhcweMQslkMowfP16pdnYikQiLFy8WNMUIUT0U5JQT8geI/OEh7yZcGg4fPozDhw8jIyNDYZRhNTU1wbOJl4VBCS9duoROnTohIiIC3759w7hx47B+/XreQY5YLEZoaGiZCHIGDhyIP//8U6Hb8+jRo3lvXxIjN+eeM2rbtm2854xatGgRateujQULFnBVr3///beg/QPZn4m8nVdxKdPgNyIiApcvX87ThVxTUxP9+vUTlFbPnj2RmpqKQYMGITAwEKmpqYIG8gNKZmZ4ZYjFYmzbtg3Lli1TKp3q1asjKipK8HAARHVQkFNONG/eHJs3b8a3b98QFBSES5cuCR5mvbh69OiBHj16YM+ePejfv79SaZXE2BnKkv/Kvnv3Llq3bg1LS0vBPc1q1aqFgIAAuLi4KDxAhPSiKQn16tXD2rVrFdpe8O32DCg/cjNQ/DmjAGDp0qUIDQ3lgpwWLVrwmoohP9bW1li6dCmaN2+u8JnwrTpUZhZzV1dXuLq64vr160pPCCovbbGysir2GEYlMTO8shwcHHD9+nWu6rI4oqKi4OPjA1NTU2hoaPDuVUpUBzU8Lkfu37+Pe/fugTEGR0dH1K9fX6n0pFIprxtf7jmKcuPzUMw5j05+hHRZVpa/vz8SExMRFxeH5cuXQyaTYd68eYKqaP788898l5fE6L985DcAX058H+yZmZk4e/Ys155GPnKzkEBp8uTJClUKMpkMU6dOFVzN8PTpU4SGhuLGjRuoVq0amjRpIqik0N/fP9/lfEsKS2IW88zMTNy4cQNxcXEKwZqQsXNKYnwZZWeG//DhA4yNjVGhQgVERkbizZs3aNOmDSpWrMg7DzkbDaurqwuesgQAPn36lO/yHznRLyldFOSUE7t27crTuyK/ZQWZN28exowZw1UJREVFYdOmTQqNVguyadMmjBo1SqkHe3BwcKHvKzubthAymQyvX7+Gubk5KlasiK9fvyIxMZHrTfIzKOiBLsf3wf7gwQPUqlVLqVGnd+7ciejoaIU5o6ysrIo9h5NMJsODBw8QFhYmqOpNWVOnToWPj0+eEik+3xE5X19fbsLZnG2jhHSPnz17Njp06MCdz9DQUJw5c0bQ+DJAdhsj+czwNWrUEDQz/NSpU7FkyRJ8+vQJixcvhrOzM2JiYgQ3gC4Jr1+/VgjCra2tSz0P5Meh6qpy4sGDB3mWRURE8H6QdO/eHYsWLULHjh2RmJiIiIgI3g+QUaNGQSaTwcvLq9gNCXMHMfI2RUK6pJYUkUiEmJgYhIeHo1evXkhPT+c1r09OqampOHDgADc+jb29PXr16lVqc+uUVDumy5cvY+vWrdDR0UHt2rVRp04d1K5dW9D8ZIMGDcL169e5NjFC54wCshvWOzg4QFtbG2KxGHZ2doIb7Co7BlNxZzHPKTExEbNnzxa0TW7KjC+Tu7S1uDPDi8ViSCQS3Lx5E56enujYsSOmTZvG7wByuH37NtcDsW7durwbPsudOnUKFy5c4K6ndevWwcPDAx07dhScF/JzoiBHxZ07dw5nz55FXFwcpkyZwi3//v07atWqxTsdR0dHjBw5EgsXLoSuri6WLVuWZ6LKwpRUQ8Lo6GisX78eKSkpYIxBT08P48aNU2o4f6G2bt0KkUiEyMhI9OrVC5qamggICFCY6LIo/v7+sLKy4gZYCwkJgb+/v8JnVBqUDbbkve4SExNx/fp1BAQEICkpCXv37hWUD/m0BsV14MABhcCoYsWKOHjwoKBgyd/fHy1btuQm9rxy5Qr8/f15j8FU3FnMc6pZsyaio6MFD8+QOx9HjhxRGF+mYcOGXA+rwgLQggYjlONbnSqRSHD16lVcvnyZa0MntEH67t278eLFC64n5alTp/D06VNB7fouXrwIX19f7sdQt27d4OPjQ0FOOUJBjopr2bIlHB0dsWfPHoV5prS0tAT92j548CCuXbuGP//8E2/evMG8efMwePBgQYMBlkRDws2bN2Pw4MHc6KmRkZHYtGlTkRMHlqSoqCgsXbqU+2Wqo6MjeI6gjx8/KgQ0vXv3FjQ+TUlRNtgKCQnBkydPEB0dDV1dXXh6eqJOnTq8th08eHC+10Fx2l7kV+su9KGq7BhMys5iDmQP2BkcHCx4+pWclBlfpqTahI0ZMwbnzp1Djx49YGZmhri4OK5xOl93797FsmXLuGo7V1dXTJs2TVCQwxhTqPYr7nQ05OdFQY6K09bWhra2Nvr27QsDA4NiNwRMSUnB4sWLoa6ujpo1a8LR0REbN24UFOQEBQXh5MmTSjUkTE9PVxgevm7duoKrJZQlkUggk8m4B/SXL1+KNZv6kydPuOq7J0+elNps6jkpG2xt374d5ubmaNeuHerWrVvkCNo55TfbdnHZ2Nhg+/bt6NChAwDg7Nmzgnt5KTsGU1xcHBo2bMg12s7IyEBcXJygc1Lc6Vdy2rBhg9JpyAcDjI+Px6hRo3gPBihnYmKC3377jQswTExMilV6kpqayv0YS01NFby9m5sbZs+ejcaNGwMAbt26VWq9SknZQA2Py4mSaAhY3O6xJWn58uWoXr26wrQOL1++LNVSkCtXriAsLAyvXr1CmzZtcP36dfTt25ebooGP169fY8OGDdyNu2LFihgzZkypN4qcPXs2Bg0apBBs7dy5E76+vrzTePv2LR4/fsxNG1K5cmWMHz9eUD5yNg6tU6eO4EbcaWlp+Oeff7i2Z/Xr10fPnj0Ftdn69OkTtm3bhmfPnnG9koYNG8Z7xNwZM2Zg4cKFXI9DqVSKOXPmCKrGBIo3/UpOMpkM4eHheXpoCRmXadWqVbCxsUFISAj8/PyQnp4OHx8f3o2oZ8+ejTlz5nDnPy0tDQsXLhRU4nr16lXs2bMHdevWBWMMjx8/xoABA+Di4sI7DSC7nVHOa6t69eqCtic/NyrJKSfkDQFv3LhRrIaA165dw86dO4s1YJucvAFhbkKmABg9ejT279/PdS+uXbt2qfagAYBWrVrBxsaGe6BOnTqV97QUctbW1li+fDkX5JRWg+PcRo4cyQVbjDHo6OgIapScmpqK+Ph4fPr0CZ8+fUJqaqrgUq3cjUPXrl0ruHGopqamQnVscSg7BlNWVpbCkApqamqCqzGLO/1KTkuXLkWFChVgZWVV7GphZQcDzMjIUAgwNTU1BZe4tmzZEnXr1uV+WA0cOJB3O8CoqCh8/foVDRs2hI2NDVeqFx4eDsZYqY9HRX4cCnLKCXlDwJCQkGI1BDx06FCxB2yTO3bsGPd3ZmYmoqKiYGNjI6gdgI6OTqmOiZNTamoqtLW1kZKSAn19fa5aA8iuzuPTxunEiRPQ1tbmiszlwc3Fixfx/ft3/PLLL/9O5gugbLD13//+F7Vr10bt2rXh6elZrNnglWkcWtTYRHyClp07d8LCwiLPXFfnz59HXFwc7+BJT08Pt2/f5ua8unXrluApR5SZfkUuISFB6cHulB0MUFNTEy9fvuSCiZcvX/Kujo2IiEBaWhqaNWsGQ0ND7nxev34d2travMb32r17d77BuqWlJfz9/UttPCry41GQU04o2xCwJLrHzpgxQ+F1fHy84CH4379/j+PHj+PTp08KQVpp3LTWrl2LGTNmYPr06RCJRFybIvn/RU0YCGRXdeVXFdS6dWvMmDGj1IMcZQef69mzZ57qg2vXrgmqulOmceizZ89gYmKCFi1aFHvo/ocPH+Y7lIK7uzumTp3KO8gZOXIk1q1bh4CAAACAsbGx4DnfSmL6FUdHR9y7d4/3NCP56dOnD3x9fREfH4+1a9dygwHyNWTIEKxatQqGhoZgjCE5OZlr3F6Uf/75J9/qZ3t7eyxdupRXkJOWlpbvgH+mpqb4+vUrr3wQ1UBBTjnx4cMHhYaAZmZm6N69O+/tS6J7bG7GxsZ49+6doG1WrVqFdu3awd3dXdBEkiVBHqQp07BTJpPl+4tYTU3th/T6WLZsGTf4nJBRiuWOHj2aJ8g5cuSIoCBHmcahW7Zswf3793H16lVcvXoVTk5OaNGihaAhBaRSab7VOkJ74lhYWMDX11epMZzym37F3d1dUBo1a9bEihUruGutOA3869evj+rVq3ODAf7222+CBgO0s7PDqlWrFKYL4VsSlJmZme++9PT0eFd5FTYhaWl3VCA/FgU55URYWBi2b9+Opk2bws3NDVWqVOG9LWMMHTt2xIsXL5TqHptzagbGGF6/fi24EaBYLEb79u0FbVPS8pueQltbG6amppBIJIVuK5PJkJycnKdtQXJycgnmkL/iDj539+5d3L17F4mJiQqf6/fv3wUHn507d4a9vT13bY0ZM4b3dSEWi+Ho6AhHR0dkZmYiNDQU8+bNQ+/eveHp6ckrDXV1dcTGxqJSpUoKy2NjY3lVsYSEhKB169Y4ceJEvu8LafDbtWtX3L9/H1paWnj//j28vLwET7+yfft2LFy4UKk2OUD2NBk529Hx6Vn18OFDODg45Jk2JDY2FgC/6UK+f/+OrKysPN8lqVSKjIwMPllHvXr18L///Q99+/blzgFjDPv371fonUlUHwU55cQff/yB1NRUhIaGckP6u7m5oUWLFtDS0ip0W5FIhMWLF8PPz4/3nEb5ydnYTyKRoEWLFoJHQG7UqBHOnj2LJk2aKJQ8CBnzR1kBAQF4+fIlqlWrBsYYN3hbamoqRowYUWg1QdeuXbFkyRIMHjyYe5C/fPkSu3btEjR0f0kp7uBzhoaGsLGxwe3btxU+Vy0tLcEzXgPZbYMMDAy4KrP4+HjevZoyMzMRHh6O0NBQfPr0CR07dhQUgPfp0weLFi3Cr7/+yh3LixcvcOTIEV7HIi8ZENp2piD169dXal45ExMTWFpaKhXgFHcgvkePHsHBwQF37tzJ930+948mTZpg06ZNGDZsmELvrMDAQN6f6+DBg7Fx40b88ccfXE+9N2/ewNbWFr///juvNIhqoC7k5czXr18REhKCU6dOoUqVKvjw4QM6duxYZCPP9evXw9PTs9jtHoDsG5W6ujr3S18mkyEzM1NQz42xY8fmWca3PUxJWbFiBby8vLgqkZiYGOzbtw8DBw7EihUriuxme/fuXRw5cgRv376FSCRC1apV0b17d6Wr/4pj4sSJ+PDhQ7EHn5NKpZDJZIiPj0flypWLlYfTp0/j4MGD0NfX56qI+OZh/fr1ePv2LRo2bAgXF5dijxQcHR2NY8eO4e3btwCyG6h27dpVqZGHhShoYEQ5IVVNGzZsQFxcHBwdHRV+CAgpUZoyZYrCQHwymQzTpk0rldm7s7KysHfvXly8eJELdOPj49G2bVt4eXkJagD98eNHhc9UyCSlRDVQSU45cfv2bVy6dAkfPnxAmzZtsGjRIujr6yM9PR2TJk0qMsiJiorC7NmzYWZmBg0NjWKNxLpgwQKFsTMyMjIEj51REgOdKSs2NlahzUfVqlXx/v173jfQhg0b/pCAJj/KDj4XERGBnTt3QiqVYsOGDXj9+jX27dsnqCv2qVOnsHr1asE9kYDshtwaGhqIjY3F6dOnueVC26FYWVkJbiScW1xcHE6fPp2nUTyfcyEfGHHv3r0wNDRE69atwRjD1atXkZSUJCgfZmZmMDMzg1QqFdyFPSdlBuJTpkG7RCLBgAED0Lt3b3z48AFAdnun4gyWaW5uToFNOUdBTjlx/fp1/PLLL3nGpNHQ0OBVfKvspIFAyYydAWS3Fcj9IGnTpo3S+eOratWq2LJli0Ij7CpVqiAzM1PQr8yywNTUlGsnJLS3HJA9rsvixYsxb948ANnVTnFxcYLSMDExKfY4Qfv27SvWdv+G5cuXw83NDf/X3p2Hx3iv/wN/T3aJSETElqRpikYaBLXT2M5p+Wr1qKWoFm2oansQxKFOqSUEUVt6BEmVOrW3qlTtxBIirQhii4glq0gi60wy8/sjv3lOhmA288wzeb+uq9eVeabz5LZl7vl87s99t2vXTu+i+PPnz2usBP7973/H1KlTMXToUK3vMXjwYACGDbH9xz/+gWnTpj3RiE9bhha0A5W1UqZaSSPLJa2fyKQ39afUR48e4cqVK3B3dxfqD1q2bPnc19evX7/aTqy6MKR3htrKlSuRmZkJHx8fjTcSUyY5EyZMwP79+4W5Rq+++ipGjhwJa2tryfXfqLpVpN4u0WWFzsbG5okERddaEA8PD8yePRtt27bVe3vFHNja2qJfv34G3cPe3h4nTpwQEuiTJ0/q3Iiv6hBboHJchS5DbNUjS+bPn69XIz7AONPUiYyBSY6FW7hwIYYPHw5vb288fPgQoaGh8PX1RWZmJvr06aN1XxZjdGI1pHeGWkpKCiIiIgwqqjSUnZ0d+vbtKxQYVz0eq8+nZjEZslUEVK5qxcbGQqlUCltGzZs31+ke7u7ucHd3N3h7xVBVZ4k969rT9OvXD9u2bUPr1q01VvR06a775Zdf4vvvvxf6R7366qv48ssvtX49YPgQWysrK+zevRtdunQRGvHpyhjT1I0hMTHxiSLuo0ePokePHuIERCbHJMfCZWVlCT9ojhw5glatWuHzzz9HSUkJZs2apXWSY4xOrIb0zlDz8vJCXl4e6tatq9PrjOnSpUtYvXq10GwsJycHEyZM0Go8xdOOGauZevXCkK0iABgzZgx27twJW1tbLF++HK1bt8Z7772n0z3U2ytii4mJeaKDcnXXniYtLQ3Hjx9HUlKSxiqjLqt7Hh4eOo1bqY4xhti2bNlSSHSqJu7anmI0xjR1AMJUd5lMBj8/P53bVuzYsQNxcXEYOXIkSktL8Z///Ae2trZMcmoQJjkWrmqviaSkJKGxWK1atXRaDTFGJ1b1ZOPs7Gx8+umnOk02XrhwIWQyGUpLSzF58mQ0bdpUI0EyZOaQrn744Qd89dVXwmmi+/fvY/ny5Vq9GW7cuBE+Pj7CyRexDjeqky1Dt4rs7e0xbNgwDBs2TO9YxOxiDVR2Tb569SoKCgo0ktDi4mKd6pROnz6NVatW6VWXVbXXUHV0GWXi4eGB7du3awyx1WXAJ1BZZwZUTnNX0+UUozGmqa9btw4ZGRnC1t2BAweQmJiITz75ROt7zJ49G7/++quQOA4ZMkRjHAtZPiY5Fq5evXrYt28f6tWrh1u3biEwMBBAZRGwLrOrquvEqm1XWrXIyEj4+vri+vXrACpXgyIiIrRKct555x2dvteLVFFRoXFcunHjxlr/Xi5atAgnT55EQkICfH190bVrV7Rs2dLk22/qVTh9t4rUvZaqI5PJdBqaKmYXa6DyGHxpaSkqKio0VicdHR0xefJkre/j5eWFoqIijfEn2jLmwMjHh9i2aNFC5yG2hp5irF+/vsZkeT8/P/j4+Oh0j6SkJCxbtkz4txEUFISQkBCd7lFUVIQbN26gQYMGyM3NRU5OjrCqRDUDkxwLN378eGzZsgUXL17ExIkT4eTkBKDy06suS7bG6MRqyGRj9VZQVlYWXF1dhYJluVxu8m7Bvr6++M9//iPM/jpx4oTWb1I+Pj7w8fHBiBEjcPXqVZw8eRIxMTEYMWKE3vUP+jB0i6ht27ZPXHvw4AF+++03nU9pid3Fevv27fj3v/+NO3fuGPT7UlxcjIkTJ+q1ymiM7RO5XI7S0lLUqVNHY+UnPz9f5wL/33//Hd27dxd+XhQWFuLkyZN48803tXr945PlV65cqfNk+YYNGyInJ0fYFn7w4IHOx8FnzpyJAQMGoFevXpDL5di0aRNmzZqlU9sKkjYmORbOxcUFY8eOfeJ6QECAVu3No6OjMWzYMNSqVUujE+vdu3eFvjfaMnSyMQBERERo/ICysrLCsmXLEBYWptN9DBEcHIz9+/cLfVn8/Py0/uGvVlBQgFu3biEtLQ1ubm46zQUyprlz52Ly5Mkab2bLly9/7smYqtPnMzMzsWvXLly5cgXvvvuu1it86tM/YnexfvjwIa5evYo7d+7g1q1bT2whapvADhky5EWEp7WYmBgEBgY+0VX46tWruHDhAoKDg7W+16FDhzTGYtSuXRuHDh3S+u+5IZPl1UpKSjBp0iQ0bdoUMpkMN27cgK+vr7AtrE3yOGvWLKGhoJ2dHcaMGaMxqoIsH5MceiZXV1dMmzYNQ4cORbdu3VBWVoZt27bh7Nmz1U5ufhZDJxsDlVtFVRMjGxsbk5/IsbW1Rf/+/fUqEj58+DBOnz4NhUKBTp06YdKkSXptbxhLQUGBkOAAlW9m+fn5Wr323r172LFjB1JTU/HOO+8gODj4ubO7qqo6zR0Adu/eLTxnyi7WQ4cOxY4dO/DgwQOhKV9V2tYG+fv7Izs7G+np6WjVqhXKysr06j2kr5SUFIwbN+6J6x06dMBPP/2k072USqXGto5SqdTp35khk+XVdOkN9DSOjo7YsGEDLl++DJlMBn9/f60aEpLlYJJDzzRw4EB07doV0dHROHDgAHJzc9G5c2csXrxY5/4dhk42BionEcfHxwtbO+fOndP7+LOuQkJCnrmXr83JkTVr1sDLywvu7u7466+/cOHCBY3nTVlADVS++VSdE5Wdna1VvUJERARSUlLQv39/Ybp91XoWbVZhzKF7NVC5KtWpUyds377doDfAgwcP4tChQygsLMTKlSuRm5uLtWvX4t///rcRo326Zw2v1DXBCAwMFGqlgMqiX3U9nzYMmSwPVCZV27ZtM7j4PDIyEt7e3kJt1fHjxxEZGYkpU6YYdF+SDiY59FzqN72KigoolUp4enrqlOBkZ2fDyckJjo6OcHZ2hp2dHc6dO4f09HS89dZbOm1ZBQcHY+XKlVi/fj2AysJqQ9vxa2v69OkG38PcmgUOGzYMs2bNgr+/P1QqFZKTk6vd3nycukncr7/+KpxIUr+R6roKY2j9h7EMGjQI8fHxwnbGa6+9plVRvNr+/fsRFhYmnCxq1KiR1qtiavfv38e6deuQn5+PpUuX4vbt24iPj9fqWH6dOnVw48aNJ+bL3bhxQ+cPEyNGjMDBgwfxxx9/AKj8gKI+mfk8SqUSzZo103uyPFCZfMtkMhQXFxvU4iAzM1MjoRk8eDCmTp2q9/1Iepjk1BAPHjxAdHS0Rs+J0aNHo169es983fbt23Hs2DEMGzYMXbp0QW5uLmJiYnDo0CEEBwfD09Pzud972bJlmDJlChwdHZGamoply5bh3XffRWpqKtatW6fTVOCGDRti/vz5BrWs15e6ABIA8vLyhDf6pk2bar3lpE0vHVMKDAzEokWLhBNv2q6uGXMVxtD6D2PZvHkzbty4ofPkbTVbW1uNhL2iokLnUzxr1qzByJEjERUVBQB46aWXsGLFCq2SnJEjR2LZsmUICgrS6Cp+7NgxTJw4Uac41MXg+hSEW1lZYf369QgPDzfo1JiDgwNCQkLQqlUrjQ9Vuhynt7Oz02jomJycrNcMLJIuJjk1RGRkJLp16yYs2544cQKRkZHPLRx+9OgRwsPDUatWLQCVx75DQkLw559/YunSpVi2bNlzv7dcLoebmxuAyuXinj174u233xYmG+siLy8P//3vf/Hw4UPMmDEDd+/exbVr13Q+zm6IU6dOYdOmTULCEh0djZEjR2oU4z5Neno6du3aBScnJ/Tv3x9r1qzBlStX0LBhQ3z66ad45ZVXXnT4GlQqFf766y9kZWVh0KBByMnJqXY14EUytP7DWBISEjQmb/fo0QPTpk3TOsnx9/fHzp07IZfLkZiYiP379+u0EgRU/lt5/Pde22P1TZs2xYIFC7B//34cPXoUQOWxdvUwXm1ERERg8uTJT92a1baZX0BAAM6cOYOOHTvqfVy7Q4cOOjf/e1xwcDBWr14tDBh1cnLChAkTDLonSQuTnBqioKAAPXv2FB736NFDmL30LKNHj672eps2bbQ6nQVo1gNcunRJaBynT0+UyMhI9OjRA7t27QJQuSWwbNkykyY5u3btQlhYmPDGUVBQgLlz52qV5ERGRiIoKAjFxcWYMWMGRo0ahSlTpiA5ORnr16/HggULXnT4GtatWweZTIZLly5h0KBBcHBwwPr16016Ws3Q+g9jMmTy9vDhw3H48GF4e3vjwIEDaNOmjdZbPGrOzs7IyMgQEoMzZ87o1N3bxcXFoFNe6n/vhm7NHjx4EL/99husrKxgZ2en81R4wPBj9UqlEsePH8fixYuFP0tDtr5Impjk1BDOzs44fvy4sBQfGxtrcMGuttOFAwICEBERgbp166KwsFBIjh4+fKjzEfJHjx6hS5cu+PnnnwFUdnQ2dQM5pVKp8cm4du3aWp+iKS0tRZ8+fQBUvpl37twZQGXNw8aNG40f7HPcuHEDixYtElbUateubfJVFEPqP4zp3XffNWjytpWVFfr06YMePXrgzp07cHNz03kV4+OPP0ZUVBTu3buHcePGwcPDA1988YWuvxS9qROqqluz+qjulJqu0tPTsXnzZty9excKhUK4rm29l5WVFa5evQqAyU1NxiSnhhg/fjyio6OxYcMGyGQyNG/eXOfj2/oaNWoUTp06hYcPH2Lu3LlCYpOXl4f3339fq3tUVFTA2toa9vb2ePTokfDmce3aNZP/AAsMDMT8+fOFdvOnTp1CmzZttHpt1YTs8bjF6PZrbW0tTJ0GKleltH1jViqVmDx5Mr799luDYrCyskKPHj0QEBCg0Una1Lp164bXXntN58nbUVFR6Nu3L7y8vFBcXIyZM2fCysoKhYWFGDlypE5jBBo0aIBZs2ahtLQUKpVK2CY2lQ8//FDjz1+9AqPrSsw333zzxKmy6q49S2RkJIYMGYINGzZgxowZOHLkiM6nxHx8fLBo0SJ07txZo67n8V5CZLmY5NQQ9evXN/nxZDWZTCYkBFXpctpixowZWLRoET788EOEh4cjIyMDs2bNQkFBgU6t941h5MiROHPmjPApsU+fPlrXDty7dw9TpkyBSqXSOPmhUqmQlZX1wmJ+3OrVqzFhwgT07dsXixcvRn5+Pv773//izJkzWieeVlZWaNy4scYRdH3Ex8dj48aNKC8vx+rVq5GamootW7aY/O9rcnIyfHx88Prrr+P48eP45Zdf0K9fv+eualQ9kXbkyBE0atQI06ZNQ15eHhYsWKBTkqNQKBAXF4esrCyN1UFT9XYJCAhAfn4+OnTogK5du+r85yqXyyGXy/Ho0SOh2SNQufWXm5ur871atmwJlUqF+vXrY8iQIQgNDdWpf45CoYCzszOSkpI0rjPJqTmY5NQQq1atwujRozWO6f7www/PXc05fvw43njjjadOzzbV1Gz1JzhfX1/Mnj0b9+/fh0ql0muSuTGoe6voSptCbVNIS0sDAHTv3h2+vr64ePEiAGDq1KlanZhTKyoqEgamVv2krEuCsm3bNoSFhWH27NkAKj99mzLhU1u3bh0WL16M1NRU/Pbbb+jZsydWrVqFOXPmPPN1Vf/+JSYmCluQ2qwCPS48PByOjo7w9fXVejv4cffv38fu3buRk5Oj88DTadOmobi4GHFxcVizZg3kcjm6dOmCrl27atX7SF2L8/DhQ0yfPl34d+vo6Khxgk4btra2UCqVaNSoEX7//Xe4ubnpPBjYVKvVZL6Y5NQQaWlpT3S2TU1Nfe7rysrKAECj0ZsYHp8QrZaYmAjAdMkWAMTFxeHHH38UeqDospRvaK2DsZSVlWmMMGjevDmAyk/PKSkpWh/9NUZXWhsbmye27sQYoGhtbQ2ZTIb4+Hi8+eab6NWrF44cOfLc1zk5OeH8+fNwc3PD1atXhWGYFRUVz2zQV53c3NznjtR4HnURd58+ffTaAnV0dETPnj0RFBSEU6dOISYmBgqFQqt/Y/369UO/fv2wb98+nUY4VGfUqFGQy+UYPXo0tmzZgqSkJJ1PRhnSd4gsA5OcGkKlUqGwsFD4NFZYWKjV5Gz1iRdDBzqqyeVy5OTk6Fx7oVQqhToFsW3atAmhoaE6rXioPV7zoKbP6RND5ObmPrM41BSjDOLi4tCxY0d4enoiNjYWSqUS6enp2Ldvn5B0mZKDgwN27dqF48eP45tvvtH6KHtwcDBiYmKQl5eHUaNGCSs4Fy9erHaQ6bM0b94caWlp8Pb21ueXAMDwgafqwbFXrlyBn58fpkyZghYtWuh0D5lMhqKiIoMaPKqP0js4OOi9ImNI3yGyDExyaoj+/fvjq6++ErZYzpw5g4EDBz73db/88gsGDBiA6OjoJ56TyWSoXbs2unfvjoYNGz73XobUXtStW9dsZs64urrqleAAxjl1YgwNGzY0SvdlQ0YZ7Ny5Ex07dsSYMWOwc+dO2NraYvny5WjdurUob0KTJk1CbGwsxo8fD1dXV+Tk5OCdd9557usaN25c7epLYGCgzkfhk5OTcfToUXh4eMDW1lZIfrXpT2OMgaefffYZnJyc0LVrV4wbN05YCUpJSQGg/bBSYzR4NGTbTc2QvkNkGZjk1BBBQUF45ZVXhAK8KVOmaPVG3aRJEwBP/+FWWFiIpUuXYvHixc+9lyG1F+awgqPm6+uLZcuWoX379hpvIjWxmNEYowzs7e0xbNgwoX+SWFxdXdGtWzfcvHkT58+fR9OmTREUFGTSGNS/j/owxsBTDw8PyGQyXLhw4Ym5aoD2CYYxGjwauu0GGN53iKSPSU4NkZGRgQYNGsDT0xOXLl1CYmIi6tatq1GnUx31IMxnNebSdo6VIbUXphpyqI2SkhLY29sL9UBqUkpydOn/8iyGjDJQnzR7Gm276xqLIZ2sDaWe0WTIkXFjjNoYPny4UbYKjdHg0dBtN6D6vkNffvmlQfckaWGSU0MsXboUCxcuREZGBqKiovD6669jxYoV+Ne//qXV6592wuTrr78WfpA9jyG1F9ostZuKJZzYaN26tVHuY8goAw8PD9HaGlTHkE7WhlqxYgWmT5/+xGoMoPvA0/Lycvzxxx+4cuUKgMpBo3369NHqFOL69euxaNEi3X8BjzGkwaMxtt3UbQ2q6zt05coVszkAQC8ek5wawsrKCtbW1oiLi8Nbb72Fvn376jQ3auTIkcLXcrkccXFxsLa21ikGc6m9MFRBQQEOHjyI7OxsjVoBS0h+dGXIKAMbGxuzerPRt5P19evXERUVhYyMDHh7e2P8+PE612ypxyhUtxqja3+ZdevWoby8XKh/OX78uNaDcI21LWxIg0djbLvNnj0bf/vb3/D222/DysoKDg4OyMvLw9q1a3H//n0sXLhQt18QSRaTnBrC2toasbGxOH78uPDpWZvTVWqP1+T4+flpvQqkZi61F4YKDw+Hn58fWrZsWeOLGNVvZs2aNYNMJkPjxo213q569dVXX3B0utG3k/X69esxcuRItGjRAvHx8diwYYPBx8CrmjlzJr777jut//+bN29q1MgFBARg6tSpWr02KyvrmSs52q68GXLIwBjbbgsXLsTmzZsxdepUjB49GmlpadizZw/eeecdfP755wbfn6SDSU4N8dlnn+GPP/7AP/7xD3h4eCArKwvdu3fX+vVVu5cqlUqkpKRoPcBw4cKFz3zj02XLwpAeNcZSVlaGDz74wGTf70Uy9ARLQkIC1q5diwYNGghdm8eOHatVcvDxxx/rHbexqVQq9O3bFzdv3kRycjIA7TtZq1QqtGrVCgDQuXNnYa6aWKysrJCRkSGceMzMzNQ6Ga9Tpw7efvttg2Mw5JDBjRs34O7uLhzFP3bsGOLi4uDu7o4hQ4ZotV1Vu3ZtjB07Fnv37sXcuXNRt25dzJ8/H/Xq1dP3l0QSxSSnhvD09MSYMWOExx4eHnj33Xe1fn3VRMTa2hoeHh5C07Pn0eYYrrYM6VFjLO3atUNCQoLOPVDMkaEnWH744Qd8/fXXwhtqRkYGFi5cqPUsL3Mhk8kQFhaGpUuX6lxAXlRUhLi4uKc+NnVB+gcffIA5c+YIiWdOTo7W/1YdHByEwmtDGHLIYO3atZg1axYA4PLly9i8eTNGjx6N1NRUrFmzBiEhIc+9R1FREX788Udcv34dM2bMwJ9//okFCxZg9OjRwoBgqhmY5Fi4iIgITJ48GSEhIdUO3nveCRZ1AZ8hS8jG+KGpZkiPGkOpG/mpVCrs2rULNjY2sLGxEWU1yVgMPcFSq1YtjR5JDRo0MPlQSWN5+eWXcePGjSf6qjxPixYtcP78eeGxv7+/xmNtkpzq+lCpabtiqtayZUusWLEC9+/fB1DZx0fbERFOTk7Iy8szaBUFMOyQgVKpFL7PqVOn0Lt3b2GMirbbbqGhofj73/+Ojz/+GNbW1mjdujVSU1Oxbt06uLu7Y+LEiVrdh6RPpjKnBiRkdA8fPkTdunWRnZ1d7fPPK/wMDQ0V9uiXLFnyzCO/T2NoolWVurMse9QYx9atW+Hi4qLXCRag8lN3Tk6OMK/pzJkzcHd3R8uWLQFo9+dy+vRpBAYGolatWtixYwdu3bqFgQMHat14zlgmTpyIjIwM1K9fH/b29nr9/dTX0aNHn/n8s1o4PO73339H9+7d9eo2HBoailmzZqF27dq4fPkyli9fLqyi3Lt3T6tVFKByS3fnzp1ITEyESqUSDhnY2dk997UhISEIDw+HtbU1Jk6ciLFjxwoflEJCQrB06dLn3uPBgwdP3Zo6ePAg+vTpo9Wvg6SPKzkWrqysDMnJyfDz89O4npycrNUAwao5sL5DE0ePHg3gfydIDGEOPWrOnj2LgIAAYTm+qKgIly5d0noSuTk5duwYAP1OsACVU55dXFxw+fJlAJU1HXK5XFjJ0ObPZceOHejcuTOSk5Nx8eJFvPPOO1i3bh0WLFig6y/HIPoWC0dHR2PYsGFPrGDdu3cP0dHRwtbLs+iSxDyPId2GjbGKAhh2yKBr166YPXs2nJ2dYWdnJ4yUyMjIeGIL7GmeVXvDBKdmYZJj4b7//nsMHz78ieuOjo74/vvvn5t4VF150XdoorrDaP369ZGXl4cbN24AqJxNo+ukZnM4pr1t2zaNhMbJyQnbt2+XZJJj6EkWY/x5qGuBEhIS0KdPH7Rt2xY//fSTwffV1cOHD+Hl5SUkK8XFxbh3795zVztdXV0xbdo0DB06FN26dUNZWRm2bduGs2fPilKgbki3YaVSiYqKClhbWyMpKQljx47VeO55jHHIYODAgQgICEBeXh5atWql8etQf2Ai0haTHAuXn59f7bA/b2/vp25hVZWamoqPPvoIKpUKcrkcH330EQD9TjUdOnQI27dvR0BAAFQqFWJiYvDee++hV69eWt/jwYMHiI6OxtWrVwFUHmUfPXq0SU9NVLfDq8txfHOib+O4Z800A6BR5P48bm5uiIqKQmJiIgYMGACFQiHKGI9169ZpHJ92cHB44lp1Bg4ciK5duyI6OhoHDhxAbm4uOnfujMWLF2vdDdyYDOk2bOgqirEOGVRXv6Nrvx0igEmOxSsqKnrqc3K5/Lmv37Jli9Fi2b17N8LDw+Hs7AwAePToEb766iudkpzIyEh069YNkydPBgCcOHECkZGRWm0JGIuvry82bNggLP/v37/f5PUjxqJv47jnzTTTxaRJk/DXX3/h7bffhpOTEx4+fCjKCkjV1Q+gcoVJ2+RV/bqKigoolUp4enqKkuAAhnUbNnQVxcfH56nJUE5Ojpa/AiLjYZJj4Xx9fasttDt06JDJ35idnZ016hZq1aolJDzaKigoQM+ePYXHPXr0wG+//Wa0GLUxZswY7NixA99++y1kMhlatmxpVj1fdKFv4zhtZppp6+HDh2jbti1sbW1x6dIl3L592+SDMYHKk2F79+4VTpv98ccf8PDweO7rtm/fjmPHjmHYsGHo0qULcnNzERMTg0OHDiE4OFin04CbNm3CwIEDYWdnhwULFuD27dv46KOP8MYbb2h9D/WJOX1PzRmyijJnzhxh5eubb77RmDm3ePFio4yMINIFkxwLN2rUKCxZsgSxsbFCUnPz5k2Ul5frVEhoiD179gAAGjZsiBkzZuD111+HTCZDfHx8tVtpz+Ls7Izjx4+jW7duAIDY2FidEyVDOTg4YMSIESgtLYWDg4NJv7exGdI4DqhsJvjrr78+MeJC22aCgOFz1YwlODgYMTEx2LlzJ2QyGQICAjBu3Ljnvu7Ro0cIDw8XEng3NzeEhITgzz//xNKlS7Fs2TKtY7hw4QI++OADnD17FvXr18eUKVPw9ddfa5XkPO0Uo5opTolV3Was2kD08eeITIVJjoVzdXXFvHnzkJSUhDt37gAA2rZta9KGWCUlJQAqPyk3aNBAuK5eDdDF+PHjER0djQ0bNkAmk6F58+YmL0a+evUq/vOf/6C0tBTfffcdUlNTcfDgQXzyyScmjcMYDGkcB/yvmWDv3r31HnFh6Fw1Y3FxcdGrf8rTtnHatGmj878zdXFvQkICOnfurPVpoqpxGOMUo76edVBB34MLRIZgklNDBAQEiNbpc/DgwRqPS0tLAUCvVZD69euLPrlaPZsoPDwcQGUdgrpwV2oMaRwHGN5MEDB8rpqhDC2i3r59+zOfHzRokNaxtG3bFhMnToSdnR0++eQTFBQUaP3nUfUUY1VKpRInT540yTDU/Px87NmzByqVSvgaqFzFKSgoeOHfn+hxTHLIZNLS0rBq1SphGdvZ2Rmff/45vLy8tL7H/fv3sW7dOuTn52Pp0qW4ffs24uPjTT7N3N3dXeOxVAd1lpWVYc+ePcjOzsann36K9PR03L9/H+3atdPq9e3atcP+/fv1biYIGD5XzVCGFlFXV2BcVlaGw4cP49GjRzolOSNGjMCAAQPg6OgIKysr2Nvba72qVVxcjP379yM3Nxevv/46WrVqhd9//x179uzBSy+9ZJLf0969ewsrt1W/BqDTAQMiY2GSQyYTFRWFDz/8UFhRunTpEtasWYN58+ZpfY81a9Zg5MiRiIqKAgC89NJLWLFihUmSnGvXrqF58+aoV68erl69CplMhvLycuzdu1d4o5SayMhI+Pr64vr16wAq60kiIiK0TnIMbSYIVI4A+OCDD4TTN7rOVTOUoUXUVQdalpSUYO/evThy5Ai6dOmi87BLdfdnKysrje7P2vSTWrVqFZycnNC8eXMcOnQIu3btgkqlwtSpU+Hj46Pjr0o/j6/aEomNSQ6ZTFlZmcaW2WuvvYaysjKd7iGXy5+YLWSqVZT169dj0aJFCA4Oxvfff4/c3Fx8+umnaNWqlWRPV2VmZmLSpEk4efIkgOpXJZ7F0GaCABAfH4+NGzeivLwcq1evRmpqKrZs2WKybcnnnfjRJo7CwkLs2bMHJ06cQFBQEBYtWqTTapaaId2fMzMzhZEHvXv3xtixYxEZGanVKAUiS8Ukh0zGw8MD27dvF06KnDhxQqsjulU5OzsjIyNDKGI8c+aMUItgKnXq1MGXX35p0u/5otjY2EAulwu/nxkZGc9tBFiVeiXncbocAd+2bRvCwsIwe/ZsAJU1TvqOENHHtWvX4O7ujq5du+o8nBMANm7ciLNnz6J3795YunSpQSfuDOn+XPXPzcrKCvXq1WOCQzUekxwymfHjx2Pr1q3Cp00/Pz+dTvIAwMcff4yoqCjcu3cP48aNg4eHB7744osXEe4TMjMzn/mpX+yCaH0MGTIE8+fPR05ODlasWIGrV6/qdFrt5s2bwtdyuRxJSUl4+eWXdUpybGxsnjhFZMqTOGvXrkViYiJiY2MRGxuLtm3bomvXrlrXiu3Zswc2NjbYuXMndu3aJVzXpyu4Id2f1d3J1d9b3aFcnziILAWnkJMklZaWQqVSPTEU8UX68ssvn9kJWD0pWWoePXqE69evQ6VSoVmzZqhTp47e9yoqKsK3336r07DL7777Di1btsTPP/+MkJAQ7Nu3D+Xl5Rpzk0xFoVDg5MmT2LhxIwYPHqwx6NIUysrK8Ndff8Hb2xuNGjXCw4cPkZaWhtatW5s0DkOpT1VV5ejoCF9fX5PVBxEBXMkhEzBGzYOaQqFAXFwcsrKyNAYG6nKCRV+1atWSbCLzLAqFAk5OTqioqMDdu3cB6J+w2dvb67zVNGbMGOzcuRO2trZYvnw5WrdubfLTcgqFAgkJCTh58iSys7PRt29fUQau2tvbw8XFBcnJyWjUqBGsra3RqFEjk8dhqJs3byIlJUUoYD9//jxeeuklHDhwAJ06dcKAAQNEjpBqCiY59MIZWvNQVXh4uPCJUJd+LsZgij4jprZp0yacPn0anp6ewhaRTCbTOsmpOnVaqVTi7t276Ny5s04x2NvbY9iwYRg2bJhuwRvJqlWrcOfOHbRp0waDBg3SuQu3MW3btg03b95Eeno6evbsifLycqxcuRJz584VLSZ95ObmYtGiRUJ90pAhQxAWFoY5c+YgNDSUSQ6ZDJMceuEMrXmoKjc3V6etEGOaMmWKKN/3RTp37hy+/fZbvRPGqlOnra2tUb9+fbi5uel0D2OMhjDEiRMnYG9vj/T0dOzbt0+4LkYty9mzZxEeHi6sbrq5uWn0mpGK/Px8jUJoa2tr5Ofnw87OzuQfTqhmY5JDL5yVlRUCAwMRGBgo1DzMnj1br5qH5s2bIy0tTdRP25akQYMGqKio0PmN58MPP4RMJnuiKFYmk8HGxgYNGzbE+++/j5YtWz73XsYYDWGILVu2mPx7Po2NjQ1kMpmwOqbuDi413bp1w8yZM4UeROfPn0e3bt1QWlqq08BSIkOx8JhM4vGah3bt2qFXr146f+qfNGkSMjIy4OHhAVtbW+HTtimGD1qiJUuW4Pbt22jZsqXGJ+/njTJ4FqVSibS0NKxcuVI4SfcsoaGhnE79/+3evRsZGRlITEzEu+++iyNHjqBbt27o27ev2KHp7MaNG7h27RoA4NVXX8Urr7wickRUEzHJoReuas1Dly5dDFqFyc7Orva6Kepl7t27hyZNmiAlJaXa5/UdCyCmo0ePVntd3+6/VR04cAB/+9vfnvv/bd26FS4uLgaNhrAkiYmJuHDhAlQqFQIDA9GqVSuxQ9KLUqlEXl6exgGBx8ehEL1oTHLohRs6dKjQSbdq/xNdah6Ki4vh6OgozL16nCneENesWYNx48Zhzpw51T5vqhoSSzNhwoQnruk6GoLMy759+7B9+3a4uLjAysqKK64kGiY5JAkLFy7E9OnTMWHChCdqQfiGqLuIiAhMnjwZISEh1Tbe45uROOLi4vDjjz8iPz8fgDjFz8bwxRdfYMGCBXB2dhY7FKrhmOSQJCQnJ8PPzw9yuVz0VvXqyd05OTkYN26czpO7zUFubi7c3NxE3f5LSkpCQEAA4uLiqn2+Y8eOLzwGc/PFF18gNDRU8sW5c+bMwVdffQVra2uxQ6EazvRHGYj0EBMTAwCYNWuWyJFUTu62sbERiird3Ny0ni9kLtSFvj/99BPq16//xH+mcPnyZQCVJ2+q+68mcnV1lXyCA1TOqZs9ezZ27dqFPXv2CP8RmRqPkJMk2NjYYM2aNXjw4AGio6OfeN6Q00C6MnRytzkoLy9HbGwsrl27Vu1KiilWUYYMGQIAOs3KsnS+vr5YtmwZ2rdvr1GELbVVLXd3d7i7u6O8vBzl5eVih0M1GJMcMpmioiKkp6cDABo3bvzEUMZnCQ0NxcWLF3HhwgXRTzEZOrnbHAQHB+PEiRMoKiqqdtXElG+qe/fuRY8ePVCrVi2sWbMGt27dwvDhwyU3r8kYSkpKYG9vj8TERI3rUktyBg8eLHYIRABYk0MmoFAoEBUVhXPnzsHDwwMqlQo5OTlo3749xo4dq1OCkJqaKvqAvwsXLmDnzp24e/cuWrduLUzufu2110SNSx+HDx9Gr169RI1h6tSpWLx4Mf766y8cOHAA77//PlatWsXeORLGE4hkLqT18ZMkaefOnaioqMB3330nTA0vKSnB+vXrsX37drz//vta38vNzQ07d+58YgSAKbc8WrduDV9fX2Fy96hRowya3C2mXr164erVq0/8fgYFBZksBvXnrD///BNBQUHw8vJ6opOypfvll18wYMCAardiAdNuxxrDyJEjha/lcjni4uJYhEyiYJJDL9zZs2exYMECjdqVWrVq4ZNPPsHMmTN1SnLCw8Ph5+eHli1bijICAABWrFgBf39/tGjRAk2aNBElBmNZuXIlMjMz4ePjo/H7acokx9fXF/PmzUNWVhaGDx+OkpKSao+1WzL13yOxt2KN5fFfh5+fH/71r3+JFA3VZExy6IWTyWTVFueqJxTroqysDB988IExwtJbr169kJycjOjoaCFB8Pf3R79+/USNSx8pKSmIiIgQNan49NNPkZqaigYNGsDe3h6PHj2qccXI6hlPVTtNK5VKlJaW6lS7Zi6qNu1UKpVISUlBcXGxiBFRTcUkh144mUz21E7Fuq7GtGvXDgkJCWjbtq0xQtNLQEAA/P39cePGDVy6dAkHDhzA3bt3JZnkeHl5IS8vD3Xr1hUthuTkZADA7du3RYvBXCxfvhzBwcGwsrLCv/71L5SUlKBfv34a096lIDQ0VGjaaW1tDQ8PD4wfP17ssKgGYpJDL1xxcTGmT59ebZ2FrisIe/fuxa5du2BjYwMbGxtROsJ+8803KCsrQ7NmzdCiRQuEhYXBxcXFZN/fmB49eoTJkyejadOmGgXgoaGhJoth9+7dwtcKhQI3btyAr69vjSxSvXv3LhwdHXHixAm0adMGw4cPx/Tp0yWX5KxevVrsEIgAMMkhEzDmD7wffvjBaPfSl7e3N27duoU7d+7A0dERTk5OqFWrluidmPVhDkd9p0+frvE4JycH33//vTjBiKyiogLl5eU4d+4c3nrrLdjY2EiyPun06dMIDAxErVq1sGPHDty6dQsDBw60mJojkg4mOWRyhYWFOg/UfNrkbzVT/vAcNWoUgMoTYkePHkVkZCTy8vKwefNmk8VgLP7+/mKH8IR69erh3r17Yochij59+mDChAnw8fFBixYtkJ2dLZxIlJIdO3agc+fOSE5OxsWLF/HOO+9g3bp1WLBggdihUQ3DJIdMbu7cuTr3QNm4ceMznzfl1sbvv/+OK1euICUlBR4eHujZsydatGhhsu9vDB9++GG1KwRibP9VPTatUqmQmpqKl19+2WTf35z069dPo7arfv36kty2U9faJSQkoE+fPmjbtq3kRp+QZWCSQyanTw8Uc/pBL5fL0b9/f/j6+kq294c5bPupVV2Fs7a2RteuXeHn5ydiROLZvn17tdcHDRpk4kgM4+bmhqioKCQmJmLAgAFQKBQ1rvcRmQd2PCaTOHbsGIDKBGfbtm3C3CLAtD1ZjCk/Px8KhUJ47O7uLmI0ZAl+/fVX4WuFQoHz58+jSZMmkjtSX1ZWhr/++gve3t5o1KgRHj58iLS0tBo5qoPExZUcMomsrCzha4VCgezsbGFrRGri4+Pxww8/4OHDh6hTpw5ycnLQpEkTREREiB2apKSnp2Pnzp2oXbs2+vfvjzVr1uDKlSto2LAhxo0bh6ZNm4odosm9/fbbTzyeP3++SNHoz97eHq+99hoePHgg1NM5OzuLHBXVRExyyCSqnuKJj4+X3PJ7VVu2bMH8+fMxd+5chIeHIykpCSdOnBA7LMmJjIxEUFAQiouLMWPGDIwaNQpTpkwRGi2ySLVyReTBgwdih6Gzn376CceOHUODBg00PsiY07Yz1QxMcsjkjLVDunXrVo1tL1OxtraGs7MzVCoVlEolAgICTFqoaylKS0vRp08fAMCBAwfQuXNnAECrVq2eW2huqUJCQoSkQKlUoqCgQJIfCE6fPo2VK1fqNHyX6EXg30Ayuc8//9wo9zl//rwoSY6TkxNKS0vRokULrFixAi4uLtWOraBnq9rt+vHRBWLNJRNb1Z5B1tbWcHFxkWRxu5eXF4qKiiTbJJMsBwuPSbKmTZuG8PBwk3/f0tJS2NnZQaVS4cSJEyguLkb37t1Zc6CjDz74AA0bNoRKpUJmZiYaNmwIoHKlLysrq8au5gCV21R3795F/fr1JTnh/ubNmwgPD4e3t7donbSJACY5ZALnzp3DgwcP8NZbbwEAZsyYgYKCAgCVb3SdOnXS675KpbLGfuK3BNnZ2c98vn79+iaKRHzx8fGIiYlB7dq1MXToUKxfvx6urq7IysrCiBEjNAZ3SsHkyZPRp08feHt7a/wbNcfmk2TZuF1FL9zu3bvxz3/+U3isUCgQFhaGsrIyREZG6p3kiJXgVG2kV15ejvLycjg4OLAuR0c1KYl5ni1btmDmzJkoLi7GnDlzsGTJEjRo0AD5+fn45ptvJJfk2NvbS3JgLVkeJjn0wpWXl2v0kPHz84OzszOcnZ1RVlYmYmT6qdpIT6VS4dy5c7h+/bqIEZHUyWQyNG7cGADg4eGBBg0aAIBka3L8/PywefNmvP766xrbVZxdRabGJIdeuMLCQo3HH3/8sfC1ettKqmQyGTp06IDt27djxIgRYodDEqVSqVBYWAiVSgUrKyuNfzNSrChITU0FgCeSfx4hJ1NjkkMvXLNmzXDw4EHhuLDagQMH8Morr+h0r+LiYmzduhXJyckAKvf4Bw0a9MTpnBcpLi5O+FqlUuHmzZuwtbU12fcny1NcXIzp06cLCU3VAl0pNsxkMkPmgoXH9MLl5+dj8eLFsLW1FQYvpqSkQKFQYOrUqXB1ddX6XkuWLIG3t7cwCuL48eO4ffs2pkyZ8iJCr1ZkZKTwtZWVFTw8PNC7d28el9VTeno6Nm/ejLt372qMyVi1apWIUZGhEhIScOfOHY0/Uyn2/CFp40oOvXAuLi6YN28ekpKScOfOHQBA27ZtERAQoPO9MjMzNRKawYMHY+rUqUaLVRtSmyNk7iIjIzFkyBBs2LABM2bMwJEjRyS5RUP/ExUVBblcjkuXLqFXr144c+ZMjRzTQeJjkkMmExAQoFdiU5WdnR2Sk5OFKdXJycmws7MzRnjPFR0d/cznx4wZY5I4LI1cLkfLli2hUqlQv359DBkyBKGhoRg6dKjYoZGerl27hiVLlmDKlCkYPHgw3n77bY7pIFEwySFJCQ4OxurVq1FcXAygsvvwhAkTTPK9q54M2bZtm8Y8LtKfra0tlEolGjVqhN9//x1ubm4oLS0VOywygPqDh729PXJzc+Hs7IyHDx+KHBXVRKzJIUnJysqCh4eHkOQ4OjoK10xJrG7LlujGjRvw9PREUVERtmzZguLiYgwYMADNmjUTOzSTefwE4uNq165tokiMY/v27ejbty8uXryI9evXQyaToXfv3lydI5PjSg5JytKlS7Fo0SKN01Tqa6YkxRMv5io7OxtNmzaFg4ODUO90+vTpGpXkhIaGQiaTQaVSIS8vD3Xr1hXqkmQymeSKsNUFxp06dUK7du2gUChMegKSSI1JDknCvXv3cOfOHRQXF2sc4S4pKdE4vUHS8/PPPwsTyJ91zZKtXr1a+FrKq4Q3btyAu7u7cGLy2LFjiIuLg7u7O4YMGSK5FSmSPiY5JAn3799HQkICioqKcP78eeG6g4MDxo0bZ5IYqo5zKCsrw0cffQSgsleOTCbjWAcd/fnnn/jzzz+Rm5urUdRdUlJSo2eSSXmVcO3atZg1axYA4PLly9i8eTNGjx6N1NRUrFmzBiEhISJHSDUNkxyShPbt26N9+/a4du0amjdvLkoMVcc5kOHq1q0LX19fxMfHaxR116pVS0ggSVqUSqWwWnPq1Cn07t0bnTp1QqdOnUze6oEIYJJDElH1k35sbOwTz/P4tvT4+PjAx8cH3bt3l+R8JmPas2eP8HV+fr7GYwDo37+/qUPSi1KpREVFBaytrZGUlISxY8dqPEdkakxySBI42M/yhISEPHNrZsmSJSaMRlwlJSXC171799Z4LCVdu3bF7Nmz4ezsDDs7O7Ro0QIAkJGRwcJjEgWPkBORKLKzs5/5fP369U0UCRnTtWvXkJeXh1atWsHBwQFAZU1daWkpP6yQyTHJIUkpKCjAzz//jHv37kEulwvXORBQ2vLy8nDz5k0AQNOmTWvsHLDMzEzExMTg+vXrkMlkaN68OT766CM0aNBA7NCIJKnmHmEgSVqxYgU8PT2RlZWFwYMHo379+jpPMifzcurUKcyYMQOnT5/G6dOnMWPGDJw5c0bssESxYsUKdOnSBVFRUVizZg06deqE5cuXix0WkWSxJock5dGjR+jVqxf27t0Lf39/+Pv741//+pfYYZEBdu3ahbCwMGH1pqCgAHPnzkWnTp1Ejsz0ysrK8MYbbwiP33jjDfz6668iRkQkbUxySFJsbCr/ytatWxcJCQmoW7fuc1vik3lTKpUa21O1a9eucSdx1H+HAwMD8fPPP6NLly6QyWQ4deoU2rRpI3J0RNLFmhySlPPnz6NFixbIyclBTEwMiouLMXjwYLz++utih0Z62rhxI9LS0tC1a1cAldtX3t7e+OCDD0SOzHQmTJggjHV4nBTHOhCZCyY5RCS6M2fO4OrVqwCAFi1aoEOHDiJHRESWgEkOSUpWVhb27duH7OxsVFRUCNdDQ0NFjIrIOJRKJRISEpCVlaWxZSeVZoBE5oY1OSQpixcvRs+ePdGuXbsaPd/IksTFxeHHH39Efn4+gJo9C2zRokWwtbWFt7e3pGdYEZkLJjkkKba2tujXr5/YYZARbdq0CaGhofD09BQ7FNE9ePCgRnV6JnrRmOSQpPTr1w/btm1D69athZNWAMc+SJmrqysTnP8vMDAQFy5cQOvWrcUOhcgiMMkhSUlLS8Px48eRlJSksV3FjsfS5evri2XLlqF9+/awtbUVrnfs2FHEqMTRvHlzLFmyBEqlEjY2NjV6647IGJjkkKScPn0aq1at0ljFIWkrKSmBvb09EhMTNa7XxCRnw4YNmDdvHmtyiIyE7xQkKV5eXigqKqqxs40s0WeffSZ2CGbD3d0dXl5eTHCIjIRJDklKcXExJk6ciKZNm2qs5vAIufT88ssvGDBgAKKjo6t9fsyYMSaOSHweHh6YM2cOAgMDNbbueIScSD9MckhShgwZInYIZCRNmjQBwKLxqjw8PODh4YHy8nKUl5eLHQ6R5LEZIElOdnY20tPT0apVK5SVlUGpVKJWrVpih0VERGaGKzkkKQcPHsShQ4dQWFiIlStXIjc3F2vXrsW///1vsUMjHS1atOiZz9ekLcjk5GRkZmYiKCgIALB06VJhaOd7772HgIAAMcMjkiwmOSQp+/fvR1hYGGbMmAEAaNSokdApl6Tl2rVrcHd3R9euXdG0aVOxwxHV1q1bNWqQ7t+/jwkTJqC0tBS7du1ikkOkJyY5JCm2trYaBccVFRU8iSJRa9euRWJiImJjYxEbG4u2bduia9eu8PLyEjs0kyspKdFoiNioUSOhVum///2vWGERSR6THJIUf39/7Ny5E3K5HImJidi/fz/atWsndlikBysrKwQGBiIwMBAKhQInT57E7NmzMXjwYLz11ltih2dSRUVFGo+nTJkifJ2Xl2fiaIgsB5MckpThw4fj8OHD8Pb2xoEDB9CmTRv07t1b7LBITwqFAgkJCTh58iSys7PRt29fdOjQQeywTK5x48ZISEhA27ZtNa6fP38ejRs3FikqIunj6SoiEsWqVatw584dtGnTBl26dIG3t7fYIYkmIyMDYWFhePXVV/Hyyy8DAFJSUnDt2jWEhoYy0SHSE5MckoRz587hwYMHwjbGjBkzUFBQAAAYMWIEOnfuLGZ4pIehQ4fC3t4eADTqqmrqvCaFQoETJ07g7t27AABPT09069YNdnZ2IkdGJF3criJJ2L17N/75z38KjxUKBcLCwlBWVobIyEgmORK0ZcsWsUMwK7a2tujVq5fYYRBZFCY5JAnl5eVwd3cXHvv5+cHZ2RnOzs4oKysTMTIiIjJXVmIHQKQNdWM0tY8//lj4Wr1tRUREVBWTHJKEZs2a4eDBg09cP3DgAF555RURIiIyvvj4eCiVSrHDILIYLDwmScjPz8fixYtha2urcfpEoVBg6tSpcHV1FTdAIiNYsWIFrl+/jo4dO6Jnz57CEFMi0g+THJKUpKQk3LlzBwDg5eXFdvcW4Nq1a4iJicHdu3dRXl4OpVIJBweHGne6Sq24uBgnT57E0aNHAQA9e/ZE165dOYSWSA9McohIVNOnT8fEiRMRERGBhQsX4tixY0hPT8fw4cPFDk00jx49wvHjx7F37140adIEGRkZ6Nu3L/r27St2aESSwtNVRCS6hg0bQqlUwsrKCj179sS0adNqZJITHx+PI0eOICMjA0FBQViwYAFcXFxQVlaGyZMnM8kh0hGTHCISlb29PcrLy+Hj44NNmzbB1dUVNXWB+cyZM/i///s/+Pv7a1y3t7fHp59+KlJURNLF7SoiElV2djZcXFxQXl6O3377DcXFxXjzzTfRsGFDsUMjIoljkkNEoiotLYWdnR2srCo7WiiVSigUCmHkQ00SFxeHH3/8Efn5+QBq7ogLImPhdhURiWru3LmYNWsWHBwcAAByuRzz5s3DvHnzRI7M9DZt2oTQ0FB4enqKHQqRRWAzQCISlVwuFxIcAHBwcKixozpcXV2Z4BAZEVdyiEhUDg4OSElJga+vL4DKJo81dfK2r68vli1bhvbt28PW1la43rFjRxGjIpIuJjlEJKqPPvoIy5YtQ926daFSqZCXl4dJkyaJHZYoSkpKYG9vj8TERI3rTHKI9MPCYyISXXl5Oe7fvw8AaNy4MWxs+PmLiAzHJIeIRJGUlISAgADExcVV+3xNXL2Qy+U4fPgw7t69C7lcLlz/7LPPRIyKSLr4cYmIRHH58mUEBATg/Pnz1T5fE5OcVatWoXHjxrhw4QLee+89xMbGckgnkQGY5BCRKIYMGQKAqxRVZWRkYPLkyYiPj0ePHj3QrVs3fP3112KHRSRZTHKISFQKhQJxcXHIysqCUqkUrg8aNEjEqMRhbW0NAHByckJaWhpcXV2FxoBEpDsmOUQkqvDwcDg6OsLX11fj2HRN1KdPHxQWFmLo0KEIDw9HaWmpsOJFRLpj4TERiSokJARLly4VOwwiskBcySEiUTVv3hxpaWnw9vYWOxTRFRUV4dixY8jOzkZFRYVwfcyYMSJGRSRdTHKISFTJyck4evQoPDw8YGtrKwylXLJkidihmVxYWBiaNWsGb29vyGQyscMhkjwmOUQkqhkzZogdgtlQKBT46KOPxA6DyGKwJoeIRJeamork5GQAgJ+fH3x8fMQNSCR79uyBg4MD2rVrp1GEXbt2bRGjIpIuJjlEJKq9e/fi0KFD6NChAwDg7Nmz6NOnD/r27StyZKb3+++/46effoKTk5NwTSaTYdWqVSJGRSRd3K4iIlEdPnwY8+fPh4ODAwBgwIAB+Oqrr2pkkrNnzx6sWLECderUETsUIotgJXYARFSzqVQqWFn970eRlZUVauoCc8OGDWFvby92GEQWgys5RCSqnj17YubMmWjfvj0A4Ny5c+jVq5fIUYnD3t4e06ZNw2uvvaYxiZ1HyIn0w5ocIhJFTk4O3N3dAQApKSlC4XGLFi2Qm5uLdu3aiRmeKI4ePVrt9R49epg0DiJLwZUcIhLFvHnzMGPGDHh4eMDX1xe+vr4AKmt0du3aVeOSHKVSiWPHjnEgJ5ERsSaHiETx4YcfYv78+UhPTxeu/fzzz/jtt98we/Zs8QITiZWVFWQyGYqLi8UOhchicLuKiERz8eJFREVFYerUqTh8+DBu3LiB6dOn19i+MOHh4bh16xZatWqlUYDMmhwi/TDJISJRXblyBUuWLEHz5s0xadIk2NnZiR2SaFiTQ2RcTHKISBQffvghZDIZVCoVFAoFbGxshOPjMpkMGzZsEDtEUcjlcuTk5KBx48Zih0IkeUxyiIjMRHx8PDZu3Ijy8nKsXr0aqamp2LJlC0JDQ8UOjUiSWHhMRGQmtm3bhrCwMGGsg4+PD7KyskSOiki6mOQQEZkJGxsbODo6alyTyWQiRUMkfeyTQ0RkJjw9PREbGwulUon09HTs27cPzZs3FzssIsliTQ4RkZkoKyvDzp07kZiYCJVKhdatW+O9996r0SfOiAzBJIeIiIgsEreriIhElpycjMzMTAQFBQEAli5disLCQgDAe++9h4CAADHDI5IsFh4TEYls69ateOWVV4TH9+/fx8iRIzF48GD88ssvIkZGJG1McoiIRFZSUgJPT0/hcaNGjeDr6wt/f3+UlpaKGBmRtDHJISISWVFRkcbjKVOmCF/n5eWZOBoiy8Ekh4hIZI0bN0ZCQsIT18+fP8/xDkQG4OkqIiKRZWRkICwsDK+++ipefvllAEBKSgquXbuG0NBQJjpEemKSQ0RkBhQKBU6cOIG7d+8CqGwM2K1bN/bIITIAkxwiIiKySKzJISIiIovEJIeIiIgsEpMcIiIzVFhYiNu3b4sdBpGkMckhIjITs2fPRnFxMQoLCxEaGoo1a9Zgw4YNYodFJFlMcoiIzERxcTEcHR0RFxeHoKAgLFiwABcvXhQ7LCLJYpJDRGQmKioq8PDhQ5w+fRpt27YVOxwiyWOSQ0RkJgYPHoz58+ejYcOGaNq0KTIzM9GwYUOxwyKSLPbJISIyA0qlEnv37kX//v3FDoXIYnAlh4jIDFhZWeHkyZNih0FkUbiSQ0RkJr7//ntUVFSgS5cusLe3F677+vqKGBWRdNmIHQAREVVS98XZunWrxvWvv/5ajHCIJI8rOURERGSRuJJDRGQmiouLsW3bNly5cgUA4O/vj0GDBsHR0VHkyIikiSs5RERmYsmSJfD29kZQUBAA4Pjx47h9+zamTJkicmRE0sTTVUREZiIzMxNDhgxBgwYN0KBBAwwePBiZmZlih0UkWUxyiIjMhJ2dHZKTk4XHycnJsLOzEzEiImnjdhURkZlITU3F6tWrUVxcDABwcnLChAkT8NJLL4kcGZE0MckhIjITWVlZ8PDwEJIcR0dH4RoR6Y7bVUREZmLp0qUAKpMb9Ykq9TUi0h2PkBMRiezevXu4c+cOiouLERcXJ1wvKSmBQqEQMTIiaWOSQ0Qksvv37yMhIQFFRUU4f/68cN3BwQHjxo0TMTIiaWNNDhGRmbh27RqaN28udhhEFoM1OUREZuKPP/5AUVGR8LiwsBCRkZEiRkQkbUxyiIjMRFpaGpycnITHtWvXRmpqqngBEUkckxwiIjOhUqlQWFgoPC4sLERFRYWIERFJGwuPiYjMRP/+/fHVV1+hU6dOAIAzZ85g4MCBIkdFJF0sPCYiMiN3795FUlISACAgIACenp4iR0QkXUxyiIjMRE5OTrXX3d3dTRwJkWVgkkNEZCZCQkIgk8kAAHK5HFlZWWjcuDEiIiJEjoxImpjkEBGZqZSUFPzxxx/49NNPxQ6FSJJ4uoqIyEz5+vri+vXrYodBJFk8XUVEZCb27NkjfK1UKnHr1i24ubmJGBGRtDHJISIyEyUlJcLX1tbWaNu2LTp27ChiRETSxpocIiIiskhcySEiEtnChQuFU1XVCQ0NNWE0RJaDSQ4RkcjeeecdAEBcXBzy8vLQvXt3AMDJkyfh4uIiZmhEksYkh4hIZP7+/gCAH374AQsXLhSuv/7665g+fbpYYRFJHo+QExGZibKyMmRmZgqPs7KyUFZWJmJERNLGwmMiIjPx119/Yc2aNWjQoAFUKhVycnIQHByMwMBAsUMjkiQmOUREZkShUODevXsAgCZNmsDW1lbkiIiki0kOEZEZuXr1KrKzs1FRUSFcCwoKEjEiIuli4TERkZlYuXIlMjMz4ePjAyur/5VMMskh0g+THCIiM5GSkoKIiIhn9swhIu3xdBURkZnw8vJCXl6e2GEQWQyu5BARmYlHjx5h8uTJaNq0KWxs/vfjmR2PifTDJIeIyEwMHjxY7BCILApPVxERmZG8vDzcvHkTANC0aVOOdSAyAJMcIiIzcerUKWzatEkY83DlyhWMHDkSnTp1EjkyImnidhURkZnYtWsXwsLChNWbgoICzJ07l0kOkZ54uoqIyEwolUqN7anatWtDqVSKGBGRtHElh4jITAQGBmL+/Pno2rUrgMrtqzZt2ogcFZF0sSaHiMiMxMXFITk5GQDQokULdOjQQeSIiKSLSQ4RkZnIysqCq6sr7OzsAAByuRx5eXnw8PAQOTIiaWJNDhGRmYiIiNCYWWVlZYVly5aJGBGRtDHJISIyExUVFRqdjm1sbFBeXi5iRETSxiSHiMhM1KlTB/Hx8cLjc+fOwdnZWcSIiKSNNTlERGYiIyMDK1euRG5uLgCgXr16+Pzzz9GwYUORIyOSJiY5RERmprS0FADg4OAgciRE0sY+OUREIjt+/DjeeOMN7Nmzp9rn+/fvb+KIiCwDkxwiIpGVlZUBAEpKSkSOhMiycLuKiIiILBJXcoiIzERWVhb27duH7OxsVFRUCNdDQ0NFjIpIupjkEBGZicWLF6Nnz55o166dRlNAItIPkxwiIjNha2uLfv36iR0GkcVgTQ4RkZmIjY1Feno6WrdurdH52NfXV8SoiKSLKzlERGYiLS0Nx48fR1JSksZ21ddffy1iVETSxSSHiMhMnD59GqtWrdJYxSEi/bGyjYjITHh5eaGoqEjsMIgsBj8uEBGZieLiYkycOBFNmzbVWM3hEXIi/bDwmIjITFy+fLna6/7+/iaOhMgyMMkhIjIj2dnZSE9PR6tWrVBWVgalUolatWqJHRaRJLEmh4jITBw8eBARERFYu3YtACA3NxeLFy8WOSoi6WKSQ0RkJvbv34+5c+cKKzeNGjVCfn6+yFERSReTHCIiM2Fra6tRcFxRUQGZTCZiRETSxtNVRERmwt/fHzt37oRcLkdiYiL279+Pdu3aiR0WkWSx8JiIyEwolUocPnwYiYmJUKlUaN26NXr37s3VHCI9MckhIjIz5eXluHPnDtzc3ODi4iJ2OESSxe0qIiKRRUVFoW/fvvDy8kJxcTFmzpwJKysrFBYWYuTIkejWrZvYIRJJEguPiYhElpycDC8vLwDAkSNH0KhRIyxduhSLFi3C7t27RY6OSLqY5BARiazqiarExER06NABAODq6ipSRESWgUkOEZHInJyccP78edy6dQtXr15FYGAggMoj5HK5XNzgiCSMNTlERCILDg5GTEwM8vLyMGrUKGEF5+LFi2jbtq24wRFJGE9XERERkUXidhURERFZJCY5REREZJGY5BAREZFFYuExEZHIrl+/jqioKGRkZMDb2xvjx4+Hp6en2GERSR5XcoiIRLZ+/XqMHDkS0dHR6N+/PzZs2CB2SEQWgUkOEZHIVCoVWrVqBVtbW3Tu3BkFBQVih0RkEbhdRUQksqKiIsTFxT31cceOHcUIi0jy2CeHiEhkq1evhkwme+rzn332mQmjIbIcTHKIiIjIIrEmh4hIZNHR0SgpKXni+r179zB37lwRIiKyDExyiIhE5urqimnTpiE2NhYAUFZWhk2bNmHRokV48803RY6OSLq4XUVEZAYyMzMRHR2N0tJS5ObmonPnznjvvfdgb28vdmhEksWVHCIiM6AuPK6oqIBSqYSnpycTHCIDcSWHiEhk27dvx7FjxzBs2DB06dIFubm5iImJQUFBAYKDg9n9mEhPTHKIiEQWExOD999/H7Vq1dK4/ueff+KHH37AsmXLRIqMSNqY5BARmTGFQgFbW1uxwyCSJHY8JiIS2fbt25/5/KBBg0wUCZFlYZJDRCSy6gqMy8rKcPjwYTx69IhJDpGeuF1FRGRGSkpKsHfvXhw+fBidO3fG22+/DRcXF7HDIpIkJjlERGagsLAQe/bswYkTJxAUFIR+/fqhdu3aYodFJGlMcoiIRLZx40acPXsWvXv3xltvvQUHBwexQyKyCExyiIhENnToUNjY2MDa2lpjGrlKpYJMJsOGDRtEjI5IupjkEBERkUXiWAciIiKySExyiIiIyCIxySEiIiKLxCSHiIiILBKTHCIiIrJITHKIiIjIIv0/yjzWRa9/+uEAAAAASUVORK5CYII=",
       "text/plain": [
-       "<Figure size 800x500 with 1 Axes>"
+       "<Figure size 432x288 with 1 Axes>"
       ]
      },
      "metadata": {},
@@ -538,16 +528,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 84,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Correlation between security level and number of CVES: -0.10419188582272582\n",
-      "Correlation between security level and number of CVEs (excluding vulnerability-free certs): -0.11196590058883345\n",
-      "Correlation between security level and the worst CVE (excluding vulnerability-free certs): -0.07045231825033621\n"
+      "Correlation between security level and number of CVES: -0.08666305714054567\n",
+      "Correlation between security level and number of CVEs (excluding vulnerability-free certs): -0.08212016584434104\n",
+      "Correlation between security level and the worst CVE (excluding vulnerability-free certs): -0.06663087161248082\n"
      ]
     }
    ],
@@ -555,425 +545,11 @@
     "# Compute correlation of security level and number of cves\n",
     "# Only very weak correlation found, higher level => less CVEs, definitely not conclusive, just for our information\n",
     "print(f'Correlation between security level and number of CVES: {df.highest_security_level.cat.codes.corr(df.n_cves)}')\n",
-    "print(f'Correlation between security level and number of CVEs (excluding vulnerability-free certs): {df_cve_rich.highest_security_level.cat.codes.corr(df_cve_rich.n_cves)}')\n",
+    "vuln_rich_df = df.loc[df.n_cves > 0]\n",
+    "print(f'Correlation between security level and number of CVEs (excluding vulnerability-free certs): {vuln_rich_df.highest_security_level.cat.codes.corr(vuln_rich_df.n_cves)}')\n",
     "\n",
     "# Compute correlation of security level and the base-score of the worst CVE\n",
-    "print(f'Correlation between security level and the worst CVE (excluding vulnerability-free certs): {df_cve_rich.highest_security_level.cat.codes.corr(df.worst_cve)}')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Correlation between more specific SAR levels and CVEs\n",
-    "The info related to SARs can be found at: https://www.commoncriteriaportal.org/files/ccfiles/CCPART3V3.1R5.pdf"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 165,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Correlation (ATE_COV, n_cves): 0.132798380772924, (support 425)\n",
-      "Correlation (ATE_COV, worst CVE score): -0.054886987749844574\n",
-      "\n",
-      "Correlation (ATE_DPT, n_cves): 0.034317244801649334, (support 237)\n",
-      "Correlation (ATE_DPT, worst CVE score): -0.12838941167307333\n",
-      "\n",
-      "Correlation (ATE_FUN, n_cves): 0.0875143736138674, (support 430)\n",
-      "Correlation (ATE_FUN, worst CVE score): -0.09659621475508744\n",
-      "\n",
-      "Correlation (ATE_IND, n_cves): -0.04412314548757147, (support 478)\n",
-      "Correlation (ATE_IND, worst CVE score): -0.03743162032691404\n",
-      "\n",
-      "Correlation (AVA_VAN, n_cves): 0.0013216394375797677, (support 329)\n",
-      "Correlation (AVA_VAN, worst CVE score): -0.06746364678999538\n",
-      "\n",
-      "Correlation (ALC_FLR, n_cves): 0.11089990197775774, (support 407)\n",
-      "Correlation (ALC_FLR, worst CVE score): -0.02864608579340732\n",
-      "\n",
-      "Correlation (ASE_INT, n_cves): nan, (support 273)\n",
-      "Correlation (ASE_INT, worst CVE score): nan\n",
-      "\n",
-      "Correlation (ASE_CCL, n_cves): nan, (support 250)\n",
-      "Correlation (ASE_CCL, worst CVE score): nan\n",
-      "\n",
-      "Correlation (ASE_SPD, n_cves): nan, (support 241)\n",
-      "Correlation (ASE_SPD, worst CVE score): nan\n",
-      "\n",
-      "Correlation (ASE_OBJ, n_cves): -0.027465650686841526, (support 276)\n",
-      "Correlation (ASE_OBJ, worst CVE score): 0.04384845732948368\n",
-      "\n",
-      "Correlation (ASE_ECD, n_cves): nan, (support 253)\n",
-      "Correlation (ASE_ECD, worst CVE score): nan\n",
-      "\n",
-      "Correlation (ASE_REQ, n_cves): -0.027465650686841526, (support 276)\n",
-      "Correlation (ASE_REQ, worst CVE score): 0.04384845732948368\n",
-      "\n",
-      "Correlation (ASE_TSS, n_cves): 0.05713952888953313, (support 280)\n",
-      "Correlation (ASE_TSS, worst CVE score): -0.09464218402661964\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Stuff related to SAR parsing\n",
-    "sar_ate = {'ATE_COV': 3, 'ATE_DPT': 4, 'ATE_FUN': 2, 'ATE_IND': 3}\n",
-    "sar_ava = {'AVA_VAN': 5}\n",
-    "sar_aco = {'ACO_VUL': 3}\n",
-    "sar_alc = {'ALC_FLR': 3}\n",
-    "sar_ase = {'ASE_INT': 1, 'ASE_CCL': 1, 'ASE_SPD': 1, 'ASE_OBJ': 2, 'ASE_ECD': 1, 'ASE_REQ': 2, 'ASE_TSS': 2}\n",
-    "all_sar_keys = list(sar_ate.keys()) + list(sar_ava.keys()) + list(sar_alc.keys()) +list(sar_ase.keys())\n",
-    "\n",
-    "def get_sar_level(dset, dgst, sar_key):\n",
-    "    \"\"\"\n",
-    "    Will get SAR level out of certificate.\n",
-    "    \"\"\"\n",
-    "    def dct_get_sar_level(keyword_dict):\n",
-    "        if not keyword_dict:\n",
-    "            return np.nan\n",
-    "\n",
-    "        viable_keys = [x for x in keyword_dict['rules_security_assurance_components'].keys() if sar_key in x]\n",
-    "        viable_keys = [int(x.split('.')[1]) for x in viable_keys if '.' in x]\n",
-    "        return max(viable_keys) if viable_keys else np.nan\n",
-    "\n",
-    "    report_level = dct_get_sar_level(dset[dgst].pdf_data.report_keywords) if dset[dgst].pdf_data.report_keywords else np.nan\n",
-    "    st_level = dct_get_sar_level(dset[dgst].pdf_data.st_keywords) if dset[dgst].pdf_data.st_keywords else np.nan\n",
-    "    if report_level == np.nan and st_level == np.nan:\n",
-    "        return np.nan\n",
-    "    else:\n",
-    "        return max(report_level, st_level)\n",
-    "\n",
-    "# Compute correlations between SAR and number of CVEs or Worst CVE respectively\n",
-    "df_cve_sar = df_cve_rich.loc[:, ['highest_security_level', 'cve_published_dates', 'earliest_cve', 'worst_cve', 'n_cves']].copy()\n",
-    "df_cve_sar.index.name = 'dgst'\n",
-    "for sar in all_sar_keys:\n",
-    "    df_cve_sar[sar] = df_cve_sar.apply(lambda x: get_sar_level(dset, x.name, sar), axis=1)\n",
-    "    print(f'Correlation ({sar}, n_cves): {df_cve_sar[sar].corr(df_cve_sar.n_cves)}, (support {df_cve_sar[sar].count()})')\n",
-    "    print(f'Correlation ({sar}, worst CVE score): {df_cve_sar[sar].corr(df_cve_sar.worst_cve)}\\n')"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "metadata": {},
-   "source": [
-    "## Plot time distribution of CVEs w.r.t. to date when certificate gets certified\n",
-    "\n",
-    "TODO: This plot is a crap, as it can be generated by two certs. alone (one that has vulns before certification, other that has vulns after certification). We should introduce some locality\n",
-    "\n",
-    "The following plot describes number of CVEs over whole dataset depending on their release date. on x axis, 0 denotes the date when a certificate was certified (`not_valid_before` field). Each tick on x axis is a month in the timeline. Thus, -10 on x-axis shows proportion of vulnerabilities described generally 10 months before certifying a device. Similarly for 7, number of vulns. disclosed 7 months after certification is displayed"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 167,
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(2.3194444444444446, 0.5, 'Number of released CVEs')"
-      ]
-     },
-     "execution_count": 167,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 500x500 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Get vuln_n_months_from_release variable that holds a list of months where CVEs were released before or after certification.\n",
-    "def get_month_difference(lst, dt):\n",
-    "    def find_diff(x, y):\n",
-    "        return (x.year - y.year) * 12 + (x.month - y.month)\n",
-    "    return [find_diff(x, dt) for x in lst]\n",
-    "\n",
-    "df_cve_rich['vuln_n_months_from_release'] = df_cve_rich.apply(lambda x: get_month_difference(x['cve_published_dates'], x['not_valid_before']), axis=1)\n",
-    "# Drop the (20) extreme values that hold too many vulnerabilities\n",
-    "cuttof_cves = df_cve_rich.sort_values(by='n_cves', ascending=False)[20:].copy()\n",
-    "month_data = list(itertools.chain.from_iterable(cuttof_cves['vuln_n_months_from_release'].tolist()))\n",
-    "\n",
-    "ax = sns.displot(month_data, kde=True)\n",
-    "plt.xlabel(\"Months before or after certification\")\n",
-    "plt.ylabel(\"Number of released CVEs\")"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 89,
-   "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>name</th>\n",
-       "      <th>status</th>\n",
-       "      <th>category</th>\n",
-       "      <th>manufacturer</th>\n",
-       "      <th>scheme</th>\n",
-       "      <th>security_level</th>\n",
-       "      <th>not_valid_before</th>\n",
-       "      <th>not_valid_after</th>\n",
-       "      <th>report_link</th>\n",
-       "      <th>st_link</th>\n",
-       "      <th>...</th>\n",
-       "      <th>indirectly_affecting</th>\n",
-       "      <th>highest_security_level</th>\n",
-       "      <th>year_from</th>\n",
-       "      <th>n_maintenances</th>\n",
-       "      <th>maintenance_dates</th>\n",
-       "      <th>n_cves</th>\n",
-       "      <th>cve_published_dates</th>\n",
-       "      <th>earliest_cve</th>\n",
-       "      <th>worst_cve</th>\n",
-       "      <th>vuln_n_months_from_release</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>c4bd865f2ae51533</th>\n",
-       "      <td>HP XP7 Device Manager Software, HP XP7 Tiered Storage Manager Software 8.0.1-02</td>\n",
-       "      <td>active</td>\n",
-       "      <td>Access Control Devices and Systems</td>\n",
-       "      <td>Hewlett Packard Enterprise Company</td>\n",
-       "      <td>JP</td>\n",
-       "      <td>[ALC_FLR.1, EAL2+]</td>\n",
-       "      <td>2017-07-31</td>\n",
-       "      <td>2022-07-31</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/c0567_erpt.pdf</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/c0567_est.pdf</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>EAL2+</td>\n",
-       "      <td>2017</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[2019-08-09]</td>\n",
-       "      <td>2019-08-09</td>\n",
-       "      <td>6.5</td>\n",
-       "      <td>[25]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>b9f476ad0695d397</th>\n",
-       "      <td>Hitachi Virtual Storage Platform G1000, Hitachi Virtual Storage Platform VX7 Control Program 80-...</td>\n",
-       "      <td>active</td>\n",
-       "      <td>Access Control Devices and Systems</td>\n",
-       "      <td>Hitachi, Ltd.</td>\n",
-       "      <td>JP</td>\n",
-       "      <td>[ALC_FLR.1, EAL2+]</td>\n",
-       "      <td>2016-06-06</td>\n",
-       "      <td>2021-06-06</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/c0514_erpt.pdf</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/c0514_est.pdf</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>EAL2+</td>\n",
-       "      <td>2016</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>1</td>\n",
-       "      <td>[2021-06-28]</td>\n",
-       "      <td>2021-06-28</td>\n",
-       "      <td>8.8</td>\n",
-       "      <td>[60]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ebd276cca70fd723</th>\n",
-       "      <td>IBM Security Access Manager for Enterprise Single Sign-On Version 8.2</td>\n",
-       "      <td>active</td>\n",
-       "      <td>Access Control Devices and Systems</td>\n",
-       "      <td>IBM Corporation</td>\n",
-       "      <td>DE</td>\n",
-       "      <td>[ALC_FLR.1, EAL3+]</td>\n",
-       "      <td>2014-12-05</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/0683a_pdf.pdf</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/0683b_pdf.pdf</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>EAL3+</td>\n",
-       "      <td>2014</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>6</td>\n",
-       "      <td>[2013-12-23, 2013-12-22, 2013-12-22, 2015-01-28, 2018-08-17, 2019-08-26]</td>\n",
-       "      <td>2013-12-22</td>\n",
-       "      <td>10.0</td>\n",
-       "      <td>[-12, -12, -12, 1, 44, 56]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7a53ce3f91bf73c7</th>\n",
-       "      <td>NetIQ Access Manager 4.0</td>\n",
-       "      <td>active</td>\n",
-       "      <td>Access Control Devices and Systems</td>\n",
-       "      <td>NetIQ Corporation</td>\n",
-       "      <td>SE</td>\n",
-       "      <td>[ALC_FLR.1, EAL3]</td>\n",
-       "      <td>2014-09-17</td>\n",
-       "      <td>NaT</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/Certification%20Report%20NetIQ%20Access%20man...</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/NetIQ%20Access%20Manager%20EAL3%20ST%20v1-13....</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>EAL3</td>\n",
-       "      <td>2014</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>5</td>\n",
-       "      <td>[2018-03-01, 2018-03-01, 2018-03-02, 2018-03-02, 2018-03-02]</td>\n",
-       "      <td>2018-03-01</td>\n",
-       "      <td>6.1</td>\n",
-       "      <td>[42, 42, 42, 42, 42]</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>ac5e56e41a0b950e</th>\n",
-       "      <td>Fortinet FortiGate/FortiOS 6.0.9</td>\n",
-       "      <td>active</td>\n",
-       "      <td>Boundary Protection Devices and Systems</td>\n",
-       "      <td>Fortinet, Inc.</td>\n",
-       "      <td>CA</td>\n",
-       "      <td>[]</td>\n",
-       "      <td>2021-01-05</td>\n",
-       "      <td>2026-01-05</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/497%20LSS%202019%20CR.pdf</td>\n",
-       "      <td>https://www.commoncriteriaportal.org/files/epfiles/497%20LSS%202019%20ST%20v1.1.pdf</td>\n",
-       "      <td>...</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>2021</td>\n",
-       "      <td>0</td>\n",
-       "      <td>NaN</td>\n",
-       "      <td>10</td>\n",
-       "      <td>[2019-08-23, 2019-10-24, 2020-06-16, 2021-04-12, 2020-08-14, 2020-07-24, 2020-09-24, 2021-03-04,...</td>\n",
-       "      <td>2019-08-23</td>\n",
-       "      <td>9.8</td>\n",
-       "      <td>[-17, -15, -7, 3, -5, -6, -4, 2, -3, 7]</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>5 rows × 28 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                                                                                                 name  \\\n",
-       "c4bd865f2ae51533                      HP XP7 Device Manager Software, HP XP7 Tiered Storage Manager Software 8.0.1-02   \n",
-       "b9f476ad0695d397  Hitachi Virtual Storage Platform G1000, Hitachi Virtual Storage Platform VX7 Control Program 80-...   \n",
-       "ebd276cca70fd723                                IBM Security Access Manager for Enterprise Single Sign-On Version 8.2   \n",
-       "7a53ce3f91bf73c7                                                                             NetIQ Access Manager 4.0   \n",
-       "ac5e56e41a0b950e                                                                     Fortinet FortiGate/FortiOS 6.0.9   \n",
-       "\n",
-       "                  status                                 category  \\\n",
-       "c4bd865f2ae51533  active       Access Control Devices and Systems   \n",
-       "b9f476ad0695d397  active       Access Control Devices and Systems   \n",
-       "ebd276cca70fd723  active       Access Control Devices and Systems   \n",
-       "7a53ce3f91bf73c7  active       Access Control Devices and Systems   \n",
-       "ac5e56e41a0b950e  active  Boundary Protection Devices and Systems   \n",
-       "\n",
-       "                                        manufacturer scheme  \\\n",
-       "c4bd865f2ae51533  Hewlett Packard Enterprise Company     JP   \n",
-       "b9f476ad0695d397                       Hitachi, Ltd.     JP   \n",
-       "ebd276cca70fd723                     IBM Corporation     DE   \n",
-       "7a53ce3f91bf73c7                   NetIQ Corporation     SE   \n",
-       "ac5e56e41a0b950e                      Fortinet, Inc.     CA   \n",
-       "\n",
-       "                      security_level not_valid_before not_valid_after  \\\n",
-       "c4bd865f2ae51533  [ALC_FLR.1, EAL2+]       2017-07-31      2022-07-31   \n",
-       "b9f476ad0695d397  [ALC_FLR.1, EAL2+]       2016-06-06      2021-06-06   \n",
-       "ebd276cca70fd723  [ALC_FLR.1, EAL3+]       2014-12-05             NaT   \n",
-       "7a53ce3f91bf73c7   [ALC_FLR.1, EAL3]       2014-09-17             NaT   \n",
-       "ac5e56e41a0b950e                  []       2021-01-05      2026-01-05   \n",
-       "\n",
-       "                                                                                                          report_link  \\\n",
-       "c4bd865f2ae51533                                    https://www.commoncriteriaportal.org/files/epfiles/c0567_erpt.pdf   \n",
-       "b9f476ad0695d397                                    https://www.commoncriteriaportal.org/files/epfiles/c0514_erpt.pdf   \n",
-       "ebd276cca70fd723                                     https://www.commoncriteriaportal.org/files/epfiles/0683a_pdf.pdf   \n",
-       "7a53ce3f91bf73c7  https://www.commoncriteriaportal.org/files/epfiles/Certification%20Report%20NetIQ%20Access%20man...   \n",
-       "ac5e56e41a0b950e                         https://www.commoncriteriaportal.org/files/epfiles/497%20LSS%202019%20CR.pdf   \n",
-       "\n",
-       "                                                                                                              st_link  \\\n",
-       "c4bd865f2ae51533                                     https://www.commoncriteriaportal.org/files/epfiles/c0567_est.pdf   \n",
-       "b9f476ad0695d397                                     https://www.commoncriteriaportal.org/files/epfiles/c0514_est.pdf   \n",
-       "ebd276cca70fd723                                     https://www.commoncriteriaportal.org/files/epfiles/0683b_pdf.pdf   \n",
-       "7a53ce3f91bf73c7  https://www.commoncriteriaportal.org/files/epfiles/NetIQ%20Access%20Manager%20EAL3%20ST%20v1-13....   \n",
-       "ac5e56e41a0b950e                  https://www.commoncriteriaportal.org/files/epfiles/497%20LSS%202019%20ST%20v1.1.pdf   \n",
-       "\n",
-       "                  ... indirectly_affecting highest_security_level year_from  \\\n",
-       "c4bd865f2ae51533  ...                  NaN                  EAL2+      2017   \n",
-       "b9f476ad0695d397  ...                  NaN                  EAL2+      2016   \n",
-       "ebd276cca70fd723  ...                  NaN                  EAL3+      2014   \n",
-       "7a53ce3f91bf73c7  ...                  NaN                   EAL3      2014   \n",
-       "ac5e56e41a0b950e  ...                  NaN                    NaN      2021   \n",
-       "\n",
-       "                 n_maintenances maintenance_dates  n_cves  \\\n",
-       "c4bd865f2ae51533              0               NaN       1   \n",
-       "b9f476ad0695d397              0               NaN       1   \n",
-       "ebd276cca70fd723              0               NaN       6   \n",
-       "7a53ce3f91bf73c7              0               NaN       5   \n",
-       "ac5e56e41a0b950e              0               NaN      10   \n",
-       "\n",
-       "                                                                                                  cve_published_dates  \\\n",
-       "c4bd865f2ae51533                                                                                         [2019-08-09]   \n",
-       "b9f476ad0695d397                                                                                         [2021-06-28]   \n",
-       "ebd276cca70fd723                             [2013-12-23, 2013-12-22, 2013-12-22, 2015-01-28, 2018-08-17, 2019-08-26]   \n",
-       "7a53ce3f91bf73c7                                         [2018-03-01, 2018-03-01, 2018-03-02, 2018-03-02, 2018-03-02]   \n",
-       "ac5e56e41a0b950e  [2019-08-23, 2019-10-24, 2020-06-16, 2021-04-12, 2020-08-14, 2020-07-24, 2020-09-24, 2021-03-04,...   \n",
-       "\n",
-       "                  earliest_cve  worst_cve  \\\n",
-       "c4bd865f2ae51533    2019-08-09        6.5   \n",
-       "b9f476ad0695d397    2021-06-28        8.8   \n",
-       "ebd276cca70fd723    2013-12-22       10.0   \n",
-       "7a53ce3f91bf73c7    2018-03-01        6.1   \n",
-       "ac5e56e41a0b950e    2019-08-23        9.8   \n",
-       "\n",
-       "                               vuln_n_months_from_release  \n",
-       "c4bd865f2ae51533                                     [25]  \n",
-       "b9f476ad0695d397                                     [60]  \n",
-       "ebd276cca70fd723               [-12, -12, -12, 1, 44, 56]  \n",
-       "7a53ce3f91bf73c7                     [42, 42, 42, 42, 42]  \n",
-       "ac5e56e41a0b950e  [-17, -15, -7, 3, -5, -6, -4, 2, -3, 7]  \n",
-       "\n",
-       "[5 rows x 28 columns]"
-      ]
-     },
-     "execution_count": 89,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "df_cve_rich.head()"
+    "print(f'Correlation between security level and the worst CVE (excluding vulnerability-free certs): {vuln_rich_df.highest_security_level.cat.codes.corr(df.worst_cve)}')"
    ]
   },
   {
@@ -987,28 +563,27 @@
     "- We assume that a maintance update released *after* (by date comparison) CVE fixes that vulnerability\n",
     "- The sample size is small. Only 36 certificates have at least one CVE and at least one Maintenance update. Out of those, only 23 certificates have maintenance update that comes after a CVE\n",
     "- Some stats is shown below, the quantiles in the number of days that it takes to fix the CVE are (267, 382, 562)\n",
-    "- Many certificates have some CVE (167) that is not fixed in a form of a maintenance update\n",
-    "- Last snippet of this block copies the identified maintenance updates into just created folder, so that they can be manually investigated. The assumption is that the `dset` dataset holds the files related to maintenance updates."
+    "- Many certificates have some CVE (167) that is not fixed in a form of a maintenance update"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 91,
+   "execution_count": 24,
    "metadata": {},
    "outputs": [
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "Number of certificates with >0 CVEs but 0 maintenance reports: 651\n",
-      "Number of certificates with >0 CVEs and >0 maintenance reports: 107\n",
-      "count                              86\n",
-      "mean     1320 days 08:05:34.883720928\n",
-      "std      1271 days 19:39:45.527318128\n",
+      "Number of certificates with >0 CVEs but 0 maintenance reports: 626\n",
+      "Number of certificates with >0 CVEs and >0 maintenance reports: 104\n",
+      "count                              81\n",
+      "mean               1253 days 08:53:20\n",
+      "std      1288 days 15:13:54.595766064\n",
       "min                  12 days 00:00:00\n",
-      "25%                 377 days 18:00:00\n",
-      "50%                 691 days 12:00:00\n",
-      "75%                2327 days 18:00:00\n",
+      "25%                 338 days 00:00:00\n",
+      "50%                 643 days 00:00:00\n",
+      "75%                1694 days 00:00:00\n",
       "max                5161 days 00:00:00\n",
       "Name: time_to_fix_cve, dtype: object\n"
      ]
@@ -1031,7 +606,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 92,
+   "execution_count": 25,
    "metadata": {},
    "outputs": [
     {
@@ -1048,10 +623,10 @@
        "8a3ca0abcdb5a6c3         NaT\n",
        "bf0f130ebce2e124    127 days\n",
        "5f1df5ad8e51ba75   2602 days\n",
-       "Name: time_to_fix_cve, Length: 107, dtype: timedelta64[ns]"
+       "Name: time_to_fix_cve, Length: 104, dtype: timedelta64[ns]"
       ]
      },
-     "execution_count": 92,
+     "execution_count": 25,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1059,124 +634,6 @@
    "source": [
     "df_fixed.time_to_fix_cve"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# TODO: Only 75 files are found, 11 are missing. What they are?\n",
-    "# This cell copies files that should fix vulns into special folder\n",
-    "\n",
-    "# This snippet will get filenames of all maintenance updates that are assumed to fix a vulnerability (for manual investigation)\n",
-    "fixed_dgsts = df_fixed.index[~df_fixed.time_to_fix_cve.isna()].tolist()\n",
-    "fixed_dates = df_fixed.loc[~df_fixed.time_to_fix_cve.isna(), 'earliest_maintenance'].tolist()\n",
-    "tuples = set(zip(fixed_dgsts, fixed_dates))\n",
-    "main_df['vulnerability_key'] = list(zip(main_df.related_cert_digest, main_df.maintenance_date))\n",
-    "main_files = main_df.index[main_df.vulnerability_key.isin(tuples)].tolist()  # <-- Here are the filenames\n",
-    "\n",
-    "txt_dir = dset.certs_dir / 'maintenance/reports/txt'\n",
-    "pdf_dir = dset.certs_dir / 'maintenance/reports/pdf'\n",
-    "txt_destination = Path('./maintenance_updates_that_should_fix_vulns/txt').resolve()\n",
-    "pdf_destination = Path('./maintenance_updates_that_should_fix_vulns/pdf').resolve()\n",
-    "\n",
-    "txt_destination.mkdir(parents=True, exist_ok=True)\n",
-    "pdf_destination.mkdir(parents=True, exist_ok=True)\n",
-    "\n",
-    "set_fixed_reports = set(main_files)\n",
-    "for report in pdf_dir.iterdir():\n",
-    "    if report.name.strip('.pdf') in set_fixed_reports:\n",
-    "        dst = pdf_destination / report.name\n",
-    "        shutil.copy(report, dst)\n",
-    "for report in txt_dir.iterdir():\n",
-    "    if report.name.strip('.txt') in set_fixed_reports:\n",
-    "        dst = txt_destination / report.name\n",
-    "        shutil.copy(report, dst)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 94,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/Users/adam/phd/projects/certificates/sec-certs/certsvenv/lib/python3.8/site-packages/seaborn/_decorators.py:36: FutureWarning: Pass the following variables as keyword args: x, y. From version 0.12, the only valid positional argument will be `data`, and passing other arguments without an explicit keyword will result in an error or misinterpretation.\n",
-      "  warnings.warn(\n",
-      "/Users/adam/phd/projects/certificates/sec-certs/certsvenv/lib/python3.8/site-packages/seaborn/categorical.py:1296: UserWarning: 16.7% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
-      "  warnings.warn(msg, UserWarning)\n",
-      "/Users/adam/phd/projects/certificates/sec-certs/certsvenv/lib/python3.8/site-packages/seaborn/categorical.py:1296: UserWarning: 43.9% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
-      "  warnings.warn(msg, UserWarning)\n",
-      "/Users/adam/phd/projects/certificates/sec-certs/certsvenv/lib/python3.8/site-packages/seaborn/categorical.py:1296: UserWarning: 29.4% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
-      "  warnings.warn(msg, UserWarning)\n",
-      "/Users/adam/phd/projects/certificates/sec-certs/certsvenv/lib/python3.8/site-packages/seaborn/categorical.py:1296: UserWarning: 47.8% of the points cannot be placed; you may want to decrease the size of the markers or use stripplot.\n",
-      "  warnings.warn(msg, UserWarning)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 800x500 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Scatter plot of vulnerabilities. X axis: Security level, Y axis: Highest score of affecting vulns. Color: Category.\n",
-    "df_plot = df_cve_rich.loc[~df_cve_rich.highest_security_level.isna()].copy()\n",
-    "level_numbers = {x: y for x, y in zip(eals, range(len(eals)))}\n",
-    "df_plot['highest_security_level_number'] = df.highest_security_level.map(level_numbers)\n",
-    "sns.set_theme(style=\"whitegrid\")\n",
-    "sns.set(style='ticks', context='talk')\n",
-    "\n",
-    "g = sns.swarmplot('highest_security_level', 'worst_cve', data=df_plot, s=3, hue='category')\n",
-    "g = g.set_xticklabels(g.get_xticklabels(), rotation=45)\n",
-    "plt.xlabel(\"Security level\")\n",
-    "plt.ylabel(\"Worst CVE score\")\n",
-    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)\n",
-    "plt.show()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 182,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# TODO: Only 75 files are found, 11 are missing. What they are?\n",
-    "# This cell copies files that should fix vulns into special folder\n",
-    "\n",
-    "# This snippet will get filenames of all maintenance updates that are assumed to fix a vulnerability (for manual investigation)\n",
-    "fixed_dgsts = df_fixed.index[~df_fixed.time_to_fix_cve.isna()].tolist()\n",
-    "fixed_dates = df_fixed.loc[~df_fixed.time_to_fix_cve.isna(), 'earliest_maintenance'].tolist()\n",
-    "tuples = set(zip(fixed_dgsts, fixed_dates))\n",
-    "main_df['vulnerability_key'] = list(zip(main_df.related_cert_digest, main_df.maintenance_date))\n",
-    "main_files = main_df.index[main_df.vulnerability_key.isin(tuples)].tolist()  # <-- Here are the filenames\n",
-    "\n",
-    "txt_dir = dset.certs_dir / 'maintenance/reports/txt'\n",
-    "pdf_dir = dset.certs_dir / 'maintenance/reports/pdf'\n",
-    "txt_destination = Path('./maintenance_updates_that_should_fix_vulns/txt').resolve()\n",
-    "pdf_destination = Path('./maintenance_updates_that_should_fix_vulns/pdf').resolve()\n",
-    "\n",
-    "txt_destination.mkdir(parents=True, exist_ok=True)\n",
-    "pdf_destination.mkdir(parents=True, exist_ok=True)\n",
-    "\n",
-    "set_fixed_reports = set(main_files)\n",
-    "for report in pdf_dir.iterdir():\n",
-    "    if report.name.strip('.pdf') in set_fixed_reports:\n",
-    "        dst = pdf_destination / report.name\n",
-    "        shutil.copy(report, dst)\n",
-    "for report in txt_dir.iterdir():\n",
-    "    if report.name.strip('.txt') in set_fixed_reports:\n",
-    "        dst = txt_destination / report.name\n",
-    "        shutil.copy(report, dst)"
-   ]
   }
  ],
  "metadata": {
diff --git a/notebooks/cc/dependency_analysis.ipynb b/notebooks/cc/dependency_analysis.ipynb
new file mode 100644
index 00000000..9ab06dcc
--- /dev/null
+++ b/notebooks/cc/dependency_analysis.ipynb
@@ -0,0 +1,6004 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "40eb700c",
+   "metadata": {},
+   "source": [
+    "## Dependency analysis\n",
+    "\n",
+    "This notebook contains analysis of dependencies in Common Criteria certificates."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32456ebd",
+   "metadata": {},
+   "source": [
+    "### Interesting occurences I have noticed during analysing data\n",
+    "- 3970 certificates referencing no other certificates: directly_affecting == Nan && indirectly_affecting == NaN\n",
+    "- 158 certificates which are affected by at least one certificates and affecting no certificates.\n",
+    "- 311 certificates are affected by at least one archived certicates.\n",
+    "- 16 BSI certificates affecting ANSSI certificates out of total 831 BSI certs.\n",
+    "- 38 ANSSI certificates affecting BSI certificates out of total 682 ANSSI certs.\n",
+    "- 25 certificates are crossed referenced\n",
+    "- Certificates with security level EAL6+ are directly affecting other certificates with levels: {'EAL6+': 38, 'EAL5+': 6, 'EAL4+': 5} (EAL6+ is directly affecting certificates with lower security levels)\n",
+    "- Most common security level among smart-cards is EAL5+ with 671 occurences.\n",
+    "- Highest Smart Card BSI level: EAL6+, most common level: EAL4+\n",
+    "- Highest Smart Card ANSSI level: EAL7, most common level: EAL5+\n",
+    "- Lowest security level among smart cards in dataset: EAL1+ ['ATMEL AT90SC6464C Integrated circuit (reference AT568A9 rev. F)',\n",
+    " 'CT2000 embedded Component (reference ST16RFHD50/RSG-A)',\n",
+    " 'M/Chip Select v2.0.5.2 Application',\n",
+    " 'MODEUS electronic purse : MODEUS carrier card v1.1 (reference : ST16RF58/RSE+) and SAM TC/C v1.1 retailer security module (reference : ST19SF16FF/RVN)',\n",
+    " \"Oberthur B0' application v1.0.1 and GemClub v1.3 loaded on Javacard/VOP GemXpresso platform 211 V2\",\n",
+    " 'Palmera Protect platform V2.0 JavaCard (SLE66CX320P/SB62 embedded component)',\n",
+    " 'VOP 2.0.1 / Javacard 2.1.1 JPH33V2 Operating system version 1 installed on Integrated circuit PHILIPS P8WE5033',\n",
+    " 'Javacard/VOP GemXpresso 211 platform (Philips Integrated circuit P8WE5032/MPH02)',\n",
+    " 'Javacard/VOP GemXpresso 211 platform V2 (Philips P8WE5032/MPH04 embedded component, A000000018434D Card Manager)',\n",
+    " 'S3C8975 for smart cards Integrated circuit',\n",
+    " \"'Mondex Purse 2' electronic purse version 0203 component SLE66CX160S, MULTOS V4.1N operating system)\",\n",
+    " \"B4/B0' V2 bank application of the MONEO/CB hybrid card (reference : ST19SF16B RCL version B303/B002)\",\n",
+    " \"Javacard/VOP GemXpresso 211 platform (Philips P8WE5032/MPH02 Integrated circuit ) with Oberthur B0' v0.32 and Visa VSDC v1.08 applets\",\n",
+    " 'MONEO electronic wallet card carrier (ST19SF16B RCL v. B303) and PSAM retailer security module (ST19SF16B RCL v. C103)']\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "f1e12b36",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import os\n",
+    "import sys\n",
+    "module_path = os.path.abspath(os.path.join('../..'))\n",
+    "if module_path not in sys.path:\n",
+    "    sys.path.append(module_path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "36688df6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import seaborn as sns\n",
+    "import matplotlib.pyplot as plt\n",
+    "import numpy as np\n",
+    "import pandas as pd\n",
+    "import collections \n",
+    "import datetime\n",
+    "\n",
+    "from sec_certs.dataset.common_criteria import CCDataset\n",
+    "from typing import Tuple, List\n",
+    "\n",
+    "plt.style.use(\"ggplot\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "257e2aa9",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Dataset has 4616 rows and 20 columns.\n"
+     ]
+    }
+   ],
+   "source": [
+    "dset: CCDataset = CCDataset.from_json(\"/home/george/Downloads/dependency_json_final2.json\")\n",
+    "dset._compute_dependencies()\n",
+    "df = dset.to_pandas()\n",
+    "\n",
+    "print(f\"Dataset has {df.shape[0]} rows and {df.shape[1]} columns.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "e5b76a1a",
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>st_link</th>\n",
+       "      <th>manufacturer_web</th>\n",
+       "      <th>extracted_versions</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a89ee15539d006d1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>DriveLock Agent 2019.2 (Device and Application...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>DriveLock SE</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.3, EAL3]</td>\n",
+       "      <td>2021-04-07</td>\n",
+       "      <td>2026-04-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.drivelock.com/</td>\n",
+       "      <td>[2019.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309ac2fd7f2dcf17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NetIQ Identity Manager 4.7</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ Corporation</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.2, EAL3+]</td>\n",
+       "      <td>2020-06-15</td>\n",
+       "      <td>2025-06-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.7]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8cf86948f02f047d</th>\n",
+       "      <td>KECS-CR-19-70</td>\n",
+       "      <td>Magic SSO V4.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Dreamsecurity Co., Ltd.</td>\n",
+       "      <td>KR</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-11-15</td>\n",
+       "      <td>2024-11-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.dreamsecurity.com/</td>\n",
+       "      <td>[4.0]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0fc32111e368dcf5</th>\n",
+       "      <td>NSCIB-CC-0006151-CR</td>\n",
+       "      <td>NetIQ Access Manager 4.5</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ, Incorporated</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ALC_FLR.1, EAL3+]</td>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>2024-11-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.5]</td>\n",
+       "      <td>[cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5e87de1cddf1ae43</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Illumio Adaptive Security Platform v18.2.2</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Illumio</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-07-12</td>\n",
+       "      <td>2024-07-12</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.illumio.com/</td>\n",
+       "      <td>[18.2.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              cert_id  \\\n",
+       "dgst                                    \n",
+       "a89ee15539d006d1                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN   \n",
+       "8cf86948f02f047d        KECS-CR-19-70   \n",
+       "0fc32111e368dcf5  NSCIB-CC-0006151-CR   \n",
+       "5e87de1cddf1ae43                  NaN   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "a89ee15539d006d1  DriveLock Agent 2019.2 (Device and Application...  active   \n",
+       "309ac2fd7f2dcf17                         NetIQ Identity Manager 4.7  active   \n",
+       "8cf86948f02f047d                                     Magic SSO V4.0  active   \n",
+       "0fc32111e368dcf5                           NetIQ Access Manager 4.5  active   \n",
+       "5e87de1cddf1ae43         Illumio Adaptive Security Platform v18.2.2  active   \n",
+       "\n",
+       "                                            category             manufacturer  \\\n",
+       "dgst                                                                            \n",
+       "a89ee15539d006d1  Access Control Devices and Systems             DriveLock SE   \n",
+       "309ac2fd7f2dcf17  Access Control Devices and Systems        NetIQ Corporation   \n",
+       "8cf86948f02f047d  Access Control Devices and Systems  Dreamsecurity Co., Ltd.   \n",
+       "0fc32111e368dcf5  Access Control Devices and Systems      NetIQ, Incorporated   \n",
+       "5e87de1cddf1ae43  Access Control Devices and Systems                  Illumio   \n",
+       "\n",
+       "                 scheme      security_level not_valid_before not_valid_after  \\\n",
+       "dgst                                                                           \n",
+       "a89ee15539d006d1     SE   [ALC_FLR.3, EAL3]       2021-04-07      2026-04-07   \n",
+       "309ac2fd7f2dcf17     SE  [ALC_FLR.2, EAL3+]       2020-06-15      2025-06-15   \n",
+       "8cf86948f02f047d     KR                  []       2019-11-15      2024-11-15   \n",
+       "0fc32111e368dcf5     NL  [ALC_FLR.1, EAL3+]       2019-11-07      2024-11-07   \n",
+       "5e87de1cddf1ae43     CA                  []       2019-07-12      2024-07-12   \n",
+       "\n",
+       "                                                        report_link  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "\n",
+       "                                                            st_link  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "\n",
+       "                                manufacturer_web extracted_versions  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1      https://www.drivelock.com/           [2019.2]   \n",
+       "309ac2fd7f2dcf17          https://www.netiq.com/              [4.7]   \n",
+       "8cf86948f02f047d  https://www.dreamsecurity.com/              [4.0]   \n",
+       "0fc32111e368dcf5          https://www.netiq.com/              [4.5]   \n",
+       "5e87de1cddf1ae43        https://www.illumio.com/           [18.2.2]   \n",
+       "\n",
+       "                                                        cpe_matches  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1                                                NaN   \n",
+       "309ac2fd7f2dcf17                                                NaN   \n",
+       "8cf86948f02f047d                                                NaN   \n",
+       "0fc32111e368dcf5  [cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...   \n",
+       "5e87de1cddf1ae43                                                NaN   \n",
+       "\n",
+       "                 verified_cpe_matches related_cves directly_affected_by  \\\n",
+       "dgst                                                                      \n",
+       "a89ee15539d006d1                  NaN          NaN                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN          NaN                  NaN   \n",
+       "8cf86948f02f047d                  NaN          NaN                  NaN   \n",
+       "0fc32111e368dcf5                  NaN          NaN                  NaN   \n",
+       "5e87de1cddf1ae43                  NaN          NaN                  NaN   \n",
+       "\n",
+       "                 indirectly_affected_by directly_affecting  \\\n",
+       "dgst                                                         \n",
+       "a89ee15539d006d1                    NaN                NaN   \n",
+       "309ac2fd7f2dcf17                    NaN                NaN   \n",
+       "8cf86948f02f047d                    NaN                NaN   \n",
+       "0fc32111e368dcf5                    NaN                NaN   \n",
+       "5e87de1cddf1ae43                    NaN                NaN   \n",
+       "\n",
+       "                 indirectly_affecting  \n",
+       "dgst                                   \n",
+       "a89ee15539d006d1                  NaN  \n",
+       "309ac2fd7f2dcf17                  NaN  \n",
+       "8cf86948f02f047d                  NaN  \n",
+       "0fc32111e368dcf5                  NaN  \n",
+       "5e87de1cddf1ae43                  NaN  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "98ac89ea",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Index: 4616 entries, a89ee15539d006d1 to 09b17cb9b3c8b1bb\n",
+      "Data columns (total 20 columns):\n",
+      " #   Column                  Non-Null Count  Dtype         \n",
+      "---  ------                  --------------  -----         \n",
+      " 0   cert_id                 3252 non-null   object        \n",
+      " 1   name                    4616 non-null   object        \n",
+      " 2   status                  4616 non-null   category      \n",
+      " 3   category                4616 non-null   category      \n",
+      " 4   manufacturer            4615 non-null   object        \n",
+      " 5   scheme                  4616 non-null   category      \n",
+      " 6   security_level          4616 non-null   object        \n",
+      " 7   not_valid_before        4616 non-null   datetime64[ns]\n",
+      " 8   not_valid_after         4327 non-null   datetime64[ns]\n",
+      " 9   report_link             4616 non-null   object        \n",
+      " 10  st_link                 4616 non-null   object        \n",
+      " 11  manufacturer_web        4554 non-null   object        \n",
+      " 12  extracted_versions      4616 non-null   object        \n",
+      " 13  cpe_matches             721 non-null    object        \n",
+      " 14  verified_cpe_matches    356 non-null    object        \n",
+      " 15  related_cves            758 non-null    object        \n",
+      " 16  directly_affected_by    466 non-null    object        \n",
+      " 17  indirectly_affected_by  466 non-null    object        \n",
+      " 18  directly_affecting      646 non-null    object        \n",
+      " 19  indirectly_affecting    646 non-null    object        \n",
+      "dtypes: category(3), datetime64[ns](2), object(15)\n",
+      "memory usage: 664.2+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "df.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "48d18524",
+   "metadata": {
+    "scrolled": false
+   },
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>st_link</th>\n",
+       "      <th>manufacturer_web</th>\n",
+       "      <th>extracted_versions</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a89ee15539d006d1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>DriveLock Agent 2019.2 (Device and Application...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>DriveLock SE</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.3, EAL3]</td>\n",
+       "      <td>2021-04-07</td>\n",
+       "      <td>2026-04-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.drivelock.com/</td>\n",
+       "      <td>[2019.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309ac2fd7f2dcf17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NetIQ Identity Manager 4.7</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ Corporation</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.2, EAL3+]</td>\n",
+       "      <td>2020-06-15</td>\n",
+       "      <td>2025-06-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.7]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8cf86948f02f047d</th>\n",
+       "      <td>KECS-CR-19-70</td>\n",
+       "      <td>Magic SSO V4.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Dreamsecurity Co., Ltd.</td>\n",
+       "      <td>KR</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-11-15</td>\n",
+       "      <td>2024-11-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.dreamsecurity.com/</td>\n",
+       "      <td>[4.0]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0fc32111e368dcf5</th>\n",
+       "      <td>NSCIB-CC-0006151-CR</td>\n",
+       "      <td>NetIQ Access Manager 4.5</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ, Incorporated</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ALC_FLR.1, EAL3+]</td>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>2024-11-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.5]</td>\n",
+       "      <td>[cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5e87de1cddf1ae43</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Illumio Adaptive Security Platform v18.2.2</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Illumio</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-07-12</td>\n",
+       "      <td>2024-07-12</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.illumio.com/</td>\n",
+       "      <td>[18.2.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              cert_id  \\\n",
+       "dgst                                    \n",
+       "a89ee15539d006d1                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN   \n",
+       "8cf86948f02f047d        KECS-CR-19-70   \n",
+       "0fc32111e368dcf5  NSCIB-CC-0006151-CR   \n",
+       "5e87de1cddf1ae43                  NaN   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "a89ee15539d006d1  DriveLock Agent 2019.2 (Device and Application...  active   \n",
+       "309ac2fd7f2dcf17                         NetIQ Identity Manager 4.7  active   \n",
+       "8cf86948f02f047d                                     Magic SSO V4.0  active   \n",
+       "0fc32111e368dcf5                           NetIQ Access Manager 4.5  active   \n",
+       "5e87de1cddf1ae43         Illumio Adaptive Security Platform v18.2.2  active   \n",
+       "\n",
+       "                                            category             manufacturer  \\\n",
+       "dgst                                                                            \n",
+       "a89ee15539d006d1  Access Control Devices and Systems             DriveLock SE   \n",
+       "309ac2fd7f2dcf17  Access Control Devices and Systems        NetIQ Corporation   \n",
+       "8cf86948f02f047d  Access Control Devices and Systems  Dreamsecurity Co., Ltd.   \n",
+       "0fc32111e368dcf5  Access Control Devices and Systems      NetIQ, Incorporated   \n",
+       "5e87de1cddf1ae43  Access Control Devices and Systems                  Illumio   \n",
+       "\n",
+       "                 scheme      security_level not_valid_before not_valid_after  \\\n",
+       "dgst                                                                           \n",
+       "a89ee15539d006d1     SE   [ALC_FLR.3, EAL3]       2021-04-07      2026-04-07   \n",
+       "309ac2fd7f2dcf17     SE  [ALC_FLR.2, EAL3+]       2020-06-15      2025-06-15   \n",
+       "8cf86948f02f047d     KR                  []       2019-11-15      2024-11-15   \n",
+       "0fc32111e368dcf5     NL  [ALC_FLR.1, EAL3+]       2019-11-07      2024-11-07   \n",
+       "5e87de1cddf1ae43     CA                  []       2019-07-12      2024-07-12   \n",
+       "\n",
+       "                                                        report_link  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "\n",
+       "                                                            st_link  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "\n",
+       "                                manufacturer_web extracted_versions  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1      https://www.drivelock.com/           [2019.2]   \n",
+       "309ac2fd7f2dcf17          https://www.netiq.com/              [4.7]   \n",
+       "8cf86948f02f047d  https://www.dreamsecurity.com/              [4.0]   \n",
+       "0fc32111e368dcf5          https://www.netiq.com/              [4.5]   \n",
+       "5e87de1cddf1ae43        https://www.illumio.com/           [18.2.2]   \n",
+       "\n",
+       "                                                        cpe_matches  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1                                                NaN   \n",
+       "309ac2fd7f2dcf17                                                NaN   \n",
+       "8cf86948f02f047d                                                NaN   \n",
+       "0fc32111e368dcf5  [cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...   \n",
+       "5e87de1cddf1ae43                                                NaN   \n",
+       "\n",
+       "                 verified_cpe_matches related_cves directly_affected_by  \\\n",
+       "dgst                                                                      \n",
+       "a89ee15539d006d1                  NaN          NaN                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN          NaN                  NaN   \n",
+       "8cf86948f02f047d                  NaN          NaN                  NaN   \n",
+       "0fc32111e368dcf5                  NaN          NaN                  NaN   \n",
+       "5e87de1cddf1ae43                  NaN          NaN                  NaN   \n",
+       "\n",
+       "                 indirectly_affected_by directly_affecting  \\\n",
+       "dgst                                                         \n",
+       "a89ee15539d006d1                    NaN                NaN   \n",
+       "309ac2fd7f2dcf17                    NaN                NaN   \n",
+       "8cf86948f02f047d                    NaN                NaN   \n",
+       "0fc32111e368dcf5                    NaN                NaN   \n",
+       "5e87de1cddf1ae43                    NaN                NaN   \n",
+       "\n",
+       "                 indirectly_affecting  \n",
+       "dgst                                   \n",
+       "a89ee15539d006d1                  NaN  \n",
+       "309ac2fd7f2dcf17                  NaN  \n",
+       "8cf86948f02f047d                  NaN  \n",
+       "0fc32111e368dcf5                  NaN  \n",
+       "5e87de1cddf1ae43                  NaN  "
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "99e4cd1f",
+   "metadata": {},
+   "source": [
+    "### Filter top 10 manufacturers and see which categories are the most common"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "9eb0d337",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "ICs, Smart Cards and Smart Card-Related Devices and Systems    445\n",
+       "Multi-Function Devices                                         164\n",
+       "Other Devices and Systems                                      108\n",
+       "Network and Network-Related Devices and Systems                 96\n",
+       "Operating Systems                                               75\n",
+       "Trusted Computing                                               44\n",
+       "Databases                                                       30\n",
+       "Data Protection                                                 25\n",
+       "Mobility                                                        23\n",
+       "Boundary Protection Devices and Systems                         19\n",
+       "Access Control Devices and Systems                              13\n",
+       "Detection Devices and Systems                                    5\n",
+       "Key Management Systems                                           4\n",
+       "Products for Digital Signatures                                  3\n",
+       "Biometric Systems and Devices                                    0\n",
+       "Name: category, dtype: int64"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "MANUFACTURER_COUNT = 10\n",
+    "top_manufacturers_list = df[df[\"manufacturer\"].notna()][\"manufacturer\"].value_counts().head(MANUFACTURER_COUNT).index.tolist()\n",
+    "top_manufacturers_df = df[df[\"manufacturer\"].isin(top_manufacturers_list)]\n",
+    "top_manufacturers_df[\"category\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "37718d3d",
+   "metadata": {},
+   "source": [
+    "### How many archived certificates are in dataset?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "a2052bdc",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are total 3057 archived certificates.\n"
+     ]
+    }
+   ],
+   "source": [
+    "archived_df = df[df[\"status\"] == \"archived\"]\n",
+    "print(f\"There are total {archived_df.shape[0]} archived certificates.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2d97b1ec",
+   "metadata": {},
+   "source": [
+    "### How many active certificates are in dataset?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "5baf49e6",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are total 1559 active certificates.\n"
+     ]
+    }
+   ],
+   "source": [
+    "active_df = df[df[\"status\"] == \"active\"]\n",
+    "print(f\"There are total {active_df.shape[0]} active certificates.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "12b152a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 1.0, 'Archived certs vs. active certs')"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(8, 4))\n",
+    "plt.rcParams.update({'font.size': 14})\n",
+    "sns.countplot(x=df[\"status\"]).set_title(\"Archived certs vs. active certs\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c607ef59",
+   "metadata": {},
+   "source": [
+    "### Which certificates are referenced at least by one certificate? "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "1019d39a",
+   "metadata": {
+    "scrolled": false
+   },
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>extracted_versions</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_directly_affected_by</th>\n",
+       "      <th>directly_affected_by_sum</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>f041e5b526e79ef4</th>\n",
+       "      <td>BSI-DSZ-CC-0410-2007</td>\n",
+       "      <td>NXP Secure Smart Card Controller P5CD080V0B, P...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>NXP Semiconductors Germany GmbH Business Line ...</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, AVA_MSU.3, AVA_VLA.4, EAL5+]</td>\n",
+       "      <td>2007-07-05</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[-]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-0798-2012, BSI-DSZ-CC-0797-2012, B...</td>\n",
+       "      <td>{BSI-DSZ-CC-0603-2010, ANSSI-2009/20, BSI-DSZ-...</td>\n",
+       "      <td>{BSI-DSZ-CC-0404-2007}</td>\n",
+       "      <td>{BSI-DSZ-CC-0404-2007}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>33.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9dab3f1341f54c42</th>\n",
+       "      <td>BSI-DSZ-CC-0555-2009</td>\n",
+       "      <td>NXP Smart Card Controller P5CD081V1A and its m...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>NXP Semiconductors</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[EAL5+]</td>\n",
+       "      <td>2009-11-10</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[-]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-0784-2013, BSI-DSZ-CC-0857-2013, B...</td>\n",
+       "      <td>{BSI-DSZ-CC-0812-2012, BSI-DSZ-CC-0633-2010, B...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>19.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dbbf02a1cd0ad33b</th>\n",
+       "      <td>ANSSI-CC-2010/02</td>\n",
+       "      <td>STMicroelectronics SA23YR48/80B and SB23YR48/8...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>STMicroelectronics</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[ALC_FLR.1, EAL6+]</td>\n",
+       "      <td>2010-02-10</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[3.0, 2.0]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-0877-2013, ANSSI-CC-2010/34, BSI-D...</td>\n",
+       "      <td>{ANSSI-CC-2010/32, ANSSI-CC-2010/57, BSI-DSZ-C...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>19.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7d4585a4b5b6e873</th>\n",
+       "      <td>ANSSI-CC-2010/02</td>\n",
+       "      <td>Ucard UBJ31-G11 V1.1</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>UBIVELOX</td>\n",
+       "      <td>KR</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL4+]</td>\n",
+       "      <td>2012-10-31</td>\n",
+       "      <td>2019-06-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[1.1]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-0877-2013, ANSSI-CC-2010/34, BSI-D...</td>\n",
+       "      <td>{ANSSI-CC-2010/32, ANSSI-CC-2010/57, BSI-DSZ-C...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>19.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>f2c2231b0ffae4d7</th>\n",
+       "      <td>BSI-DSZ-CC-0978-2016</td>\n",
+       "      <td>NXP Secure Smart Card Controller P60x144/080yV...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>NXP Semiconductors Germany GmbH Business Line ...</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, ASE_TSS.2, EAL6+]</td>\n",
+       "      <td>2016-02-05</td>\n",
+       "      <td>2021-02-05</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[-]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-0978-V2-2017, BSI-DSZ-CC-0957-V2-2...</td>\n",
+       "      <td>{ANSSI-CC-2016/30, BSI-DSZ-CC-0957-V2-2016, BS...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "      <td>18.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               cert_id  \\\n",
+       "dgst                                     \n",
+       "f041e5b526e79ef4  BSI-DSZ-CC-0410-2007   \n",
+       "9dab3f1341f54c42  BSI-DSZ-CC-0555-2009   \n",
+       "dbbf02a1cd0ad33b      ANSSI-CC-2010/02   \n",
+       "7d4585a4b5b6e873      ANSSI-CC-2010/02   \n",
+       "f2c2231b0ffae4d7  BSI-DSZ-CC-0978-2016   \n",
+       "\n",
+       "                                                               name    status  \\\n",
+       "dgst                                                                            \n",
+       "f041e5b526e79ef4  NXP Secure Smart Card Controller P5CD080V0B, P...  archived   \n",
+       "9dab3f1341f54c42  NXP Smart Card Controller P5CD081V1A and its m...  archived   \n",
+       "dbbf02a1cd0ad33b  STMicroelectronics SA23YR48/80B and SB23YR48/8...  archived   \n",
+       "7d4585a4b5b6e873                               Ucard UBJ31-G11 V1.1  archived   \n",
+       "f2c2231b0ffae4d7  NXP Secure Smart Card Controller P60x144/080yV...  archived   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "f041e5b526e79ef4  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "9dab3f1341f54c42  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "dbbf02a1cd0ad33b  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "7d4585a4b5b6e873  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "f2c2231b0ffae4d7  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                                                       manufacturer scheme  \\\n",
+       "dgst                                                                         \n",
+       "f041e5b526e79ef4  NXP Semiconductors Germany GmbH Business Line ...     DE   \n",
+       "9dab3f1341f54c42                                 NXP Semiconductors     DE   \n",
+       "dbbf02a1cd0ad33b                                 STMicroelectronics     FR   \n",
+       "7d4585a4b5b6e873                                           UBIVELOX     KR   \n",
+       "f2c2231b0ffae4d7  NXP Semiconductors Germany GmbH Business Line ...     DE   \n",
+       "\n",
+       "                                            security_level not_valid_before  \\\n",
+       "dgst                                                                          \n",
+       "f041e5b526e79ef4  [ALC_DVS.2, AVA_MSU.3, AVA_VLA.4, EAL5+]       2007-07-05   \n",
+       "9dab3f1341f54c42                                   [EAL5+]       2009-11-10   \n",
+       "dbbf02a1cd0ad33b                        [ALC_FLR.1, EAL6+]       2010-02-10   \n",
+       "7d4585a4b5b6e873             [ALC_DVS.2, AVA_VAN.5, EAL4+]       2012-10-31   \n",
+       "f2c2231b0ffae4d7             [ALC_FLR.1, ASE_TSS.2, EAL6+]       2016-02-05   \n",
+       "\n",
+       "                 not_valid_after  \\\n",
+       "dgst                               \n",
+       "f041e5b526e79ef4      2019-09-01   \n",
+       "9dab3f1341f54c42      2019-09-01   \n",
+       "dbbf02a1cd0ad33b      2019-09-01   \n",
+       "7d4585a4b5b6e873      2019-06-01   \n",
+       "f2c2231b0ffae4d7      2021-02-05   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "f041e5b526e79ef4  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "9dab3f1341f54c42  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "dbbf02a1cd0ad33b  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "7d4585a4b5b6e873  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "f2c2231b0ffae4d7  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 extracted_versions cpe_matches verified_cpe_matches  \\\n",
+       "dgst                                                                   \n",
+       "f041e5b526e79ef4                [-]         NaN                  NaN   \n",
+       "9dab3f1341f54c42                [-]         NaN                  NaN   \n",
+       "dbbf02a1cd0ad33b         [3.0, 2.0]         NaN                  NaN   \n",
+       "7d4585a4b5b6e873              [1.1]         NaN                  NaN   \n",
+       "f2c2231b0ffae4d7                [-]         NaN                  NaN   \n",
+       "\n",
+       "                 related_cves  \\\n",
+       "dgst                            \n",
+       "f041e5b526e79ef4          NaN   \n",
+       "9dab3f1341f54c42          NaN   \n",
+       "dbbf02a1cd0ad33b          NaN   \n",
+       "7d4585a4b5b6e873          NaN   \n",
+       "f2c2231b0ffae4d7          NaN   \n",
+       "\n",
+       "                                               directly_affected_by  \\\n",
+       "dgst                                                                  \n",
+       "f041e5b526e79ef4  [BSI-DSZ-CC-0798-2012, BSI-DSZ-CC-0797-2012, B...   \n",
+       "9dab3f1341f54c42  [BSI-DSZ-CC-0784-2013, BSI-DSZ-CC-0857-2013, B...   \n",
+       "dbbf02a1cd0ad33b  [BSI-DSZ-CC-0877-2013, ANSSI-CC-2010/34, BSI-D...   \n",
+       "7d4585a4b5b6e873  [BSI-DSZ-CC-0877-2013, ANSSI-CC-2010/34, BSI-D...   \n",
+       "f2c2231b0ffae4d7  [BSI-DSZ-CC-0978-V2-2017, BSI-DSZ-CC-0957-V2-2...   \n",
+       "\n",
+       "                                             indirectly_affected_by  \\\n",
+       "dgst                                                                  \n",
+       "f041e5b526e79ef4  {BSI-DSZ-CC-0603-2010, ANSSI-2009/20, BSI-DSZ-...   \n",
+       "9dab3f1341f54c42  {BSI-DSZ-CC-0812-2012, BSI-DSZ-CC-0633-2010, B...   \n",
+       "dbbf02a1cd0ad33b  {ANSSI-CC-2010/32, ANSSI-CC-2010/57, BSI-DSZ-C...   \n",
+       "7d4585a4b5b6e873  {ANSSI-CC-2010/32, ANSSI-CC-2010/57, BSI-DSZ-C...   \n",
+       "f2c2231b0ffae4d7  {ANSSI-CC-2016/30, BSI-DSZ-CC-0957-V2-2016, BS...   \n",
+       "\n",
+       "                      directly_affecting    indirectly_affecting  \\\n",
+       "dgst                                                               \n",
+       "f041e5b526e79ef4  {BSI-DSZ-CC-0404-2007}  {BSI-DSZ-CC-0404-2007}   \n",
+       "9dab3f1341f54c42                     NaN                     NaN   \n",
+       "dbbf02a1cd0ad33b                     NaN                     NaN   \n",
+       "7d4585a4b5b6e873                     NaN                     NaN   \n",
+       "f2c2231b0ffae4d7                     NaN                     NaN   \n",
+       "\n",
+       "                 is_directly_affected_by directly_affected_by_sum  \n",
+       "dgst                                                               \n",
+       "f041e5b526e79ef4                    True                     33.0  \n",
+       "9dab3f1341f54c42                    True                     19.0  \n",
+       "dbbf02a1cd0ad33b                    True                     19.0  \n",
+       "7d4585a4b5b6e873                    True                     19.0  \n",
+       "f2c2231b0ffae4d7                    True                     18.0  \n",
+       "\n",
+       "[5 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def is_directly_affected_by(references):\n",
+    "    if references is np.nan:\n",
+    "        return False\n",
+    "    \n",
+    "    return True\n",
+    "\n",
+    "def count_directly_affected_by(references):\n",
+    "    if references is np.nan:\n",
+    "        return np.nan\n",
+    "    return len(references)\n",
+    "\n",
+    "directly_affected_by_df = df.copy()\n",
+    "directly_affected_by_df[\"is_directly_affected_by\"] = df[\"directly_affected_by\"].apply(is_directly_affected_by)\n",
+    "directly_affected_by_df[\"directly_affected_by_sum\"] = directly_affected_by_df[\"directly_affected_by\"].apply(count_directly_affected_by)\n",
+    "directly_affected_by_df.sort_values(by=\"directly_affected_by_sum\", ascending=False, inplace=True)\n",
+    "directly_affected_by_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "ae45f0ef",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 864x1440 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1, ax2) = plt.subplots(2,1, figsize=(12,20))\n",
+    "normalized_serie = directly_affected_by_df[\"category\"].value_counts(normalize=True)\n",
+    "plt.rcParams.update({'font.size': 20})\n",
+    "sns.countplot(y=\"category\", hue=\"is_directly_affected_by\", data=directly_affected_by_df, ax=ax1).set_title(\"Which certificates are referenced at least by one certificate vs. which are affected by no certificates\")\n",
+    "sns.barplot(y=normalized_serie.index, x=normalized_serie.values, ax=ax2).set_title(\"Normalized values for each category\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "909bfe81",
+   "metadata": {},
+   "source": [
+    "### Which certificates are referencing no other?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "a1bf7637",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are total 3970 certificates referencing no other certificates.\n"
+     ]
+    }
+   ],
+   "source": [
+    "no_affecting_df = df[df[\"directly_affecting\"].isna() & df[\"indirectly_affecting\"].isna()]\n",
+    "\n",
+    "print(f\"There are total {no_affecting_df.shape[0]} certificates referencing no other certificates.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "875eba0a",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>st_link</th>\n",
+       "      <th>manufacturer_web</th>\n",
+       "      <th>extracted_versions</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a89ee15539d006d1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>DriveLock Agent 2019.2 (Device and Application...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>DriveLock SE</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.3, EAL3]</td>\n",
+       "      <td>2021-04-07</td>\n",
+       "      <td>2026-04-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.drivelock.com/</td>\n",
+       "      <td>[2019.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309ac2fd7f2dcf17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NetIQ Identity Manager 4.7</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ Corporation</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.2, EAL3+]</td>\n",
+       "      <td>2020-06-15</td>\n",
+       "      <td>2025-06-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.7]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8cf86948f02f047d</th>\n",
+       "      <td>KECS-CR-19-70</td>\n",
+       "      <td>Magic SSO V4.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Dreamsecurity Co., Ltd.</td>\n",
+       "      <td>KR</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-11-15</td>\n",
+       "      <td>2024-11-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.dreamsecurity.com/</td>\n",
+       "      <td>[4.0]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0fc32111e368dcf5</th>\n",
+       "      <td>NSCIB-CC-0006151-CR</td>\n",
+       "      <td>NetIQ Access Manager 4.5</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ, Incorporated</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ALC_FLR.1, EAL3+]</td>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>2024-11-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.5]</td>\n",
+       "      <td>[cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5e87de1cddf1ae43</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Illumio Adaptive Security Platform v18.2.2</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Illumio</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-07-12</td>\n",
+       "      <td>2024-07-12</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>https://www.illumio.com/</td>\n",
+       "      <td>[18.2.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              cert_id  \\\n",
+       "dgst                                    \n",
+       "a89ee15539d006d1                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN   \n",
+       "8cf86948f02f047d        KECS-CR-19-70   \n",
+       "0fc32111e368dcf5  NSCIB-CC-0006151-CR   \n",
+       "5e87de1cddf1ae43                  NaN   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "a89ee15539d006d1  DriveLock Agent 2019.2 (Device and Application...  active   \n",
+       "309ac2fd7f2dcf17                         NetIQ Identity Manager 4.7  active   \n",
+       "8cf86948f02f047d                                     Magic SSO V4.0  active   \n",
+       "0fc32111e368dcf5                           NetIQ Access Manager 4.5  active   \n",
+       "5e87de1cddf1ae43         Illumio Adaptive Security Platform v18.2.2  active   \n",
+       "\n",
+       "                                            category             manufacturer  \\\n",
+       "dgst                                                                            \n",
+       "a89ee15539d006d1  Access Control Devices and Systems             DriveLock SE   \n",
+       "309ac2fd7f2dcf17  Access Control Devices and Systems        NetIQ Corporation   \n",
+       "8cf86948f02f047d  Access Control Devices and Systems  Dreamsecurity Co., Ltd.   \n",
+       "0fc32111e368dcf5  Access Control Devices and Systems      NetIQ, Incorporated   \n",
+       "5e87de1cddf1ae43  Access Control Devices and Systems                  Illumio   \n",
+       "\n",
+       "                 scheme      security_level not_valid_before not_valid_after  \\\n",
+       "dgst                                                                           \n",
+       "a89ee15539d006d1     SE   [ALC_FLR.3, EAL3]       2021-04-07      2026-04-07   \n",
+       "309ac2fd7f2dcf17     SE  [ALC_FLR.2, EAL3+]       2020-06-15      2025-06-15   \n",
+       "8cf86948f02f047d     KR                  []       2019-11-15      2024-11-15   \n",
+       "0fc32111e368dcf5     NL  [ALC_FLR.1, EAL3+]       2019-11-07      2024-11-07   \n",
+       "5e87de1cddf1ae43     CA                  []       2019-07-12      2024-07-12   \n",
+       "\n",
+       "                                                        report_link  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "\n",
+       "                                                            st_link  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...   \n",
+       "\n",
+       "                                manufacturer_web extracted_versions  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1      https://www.drivelock.com/           [2019.2]   \n",
+       "309ac2fd7f2dcf17          https://www.netiq.com/              [4.7]   \n",
+       "8cf86948f02f047d  https://www.dreamsecurity.com/              [4.0]   \n",
+       "0fc32111e368dcf5          https://www.netiq.com/              [4.5]   \n",
+       "5e87de1cddf1ae43        https://www.illumio.com/           [18.2.2]   \n",
+       "\n",
+       "                                                        cpe_matches  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1                                                NaN   \n",
+       "309ac2fd7f2dcf17                                                NaN   \n",
+       "8cf86948f02f047d                                                NaN   \n",
+       "0fc32111e368dcf5  [cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...   \n",
+       "5e87de1cddf1ae43                                                NaN   \n",
+       "\n",
+       "                 verified_cpe_matches related_cves directly_affected_by  \\\n",
+       "dgst                                                                      \n",
+       "a89ee15539d006d1                  NaN          NaN                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN          NaN                  NaN   \n",
+       "8cf86948f02f047d                  NaN          NaN                  NaN   \n",
+       "0fc32111e368dcf5                  NaN          NaN                  NaN   \n",
+       "5e87de1cddf1ae43                  NaN          NaN                  NaN   \n",
+       "\n",
+       "                 indirectly_affected_by directly_affecting  \\\n",
+       "dgst                                                         \n",
+       "a89ee15539d006d1                    NaN                NaN   \n",
+       "309ac2fd7f2dcf17                    NaN                NaN   \n",
+       "8cf86948f02f047d                    NaN                NaN   \n",
+       "0fc32111e368dcf5                    NaN                NaN   \n",
+       "5e87de1cddf1ae43                    NaN                NaN   \n",
+       "\n",
+       "                 indirectly_affecting  \n",
+       "dgst                                   \n",
+       "a89ee15539d006d1                  NaN  \n",
+       "309ac2fd7f2dcf17                  NaN  \n",
+       "8cf86948f02f047d                  NaN  \n",
+       "0fc32111e368dcf5                  NaN  \n",
+       "5e87de1cddf1ae43                  NaN  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "no_affecting_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0fa6bb88",
+   "metadata": {},
+   "source": [
+    "### How many no affecting certificates are affected by other certificates?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "009f9c73",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are total of 158 certificates which are affected by other certificates and affecting no certificates.\n"
+     ]
+    }
+   ],
+   "source": [
+    "affected_but_no_affecting_df = no_affecting_df[no_affecting_df[\"directly_affected_by\"].notna() & no_affecting_df[\"indirectly_affected_by\"].notna()]\n",
+    "print(f\"There are total of {affected_but_no_affecting_df.shape[0]} certificates which are affected by other certificates and affecting no certificates.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0512b68d",
+   "metadata": {},
+   "source": [
+    "### How many certificates are not affected by other certificates, nor affecting other certificates?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "f5398edd",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>manufacturer_web</th>\n",
+       "      <th>extracted_versions</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_no_affecting_nor_affected</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a89ee15539d006d1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>DriveLock Agent 2019.2 (Device and Application...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>DriveLock SE</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.3, EAL3]</td>\n",
+       "      <td>2021-04-07</td>\n",
+       "      <td>2026-04-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>https://www.drivelock.com/</td>\n",
+       "      <td>[2019.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309ac2fd7f2dcf17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NetIQ Identity Manager 4.7</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ Corporation</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.2, EAL3+]</td>\n",
+       "      <td>2020-06-15</td>\n",
+       "      <td>2025-06-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.7]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8cf86948f02f047d</th>\n",
+       "      <td>KECS-CR-19-70</td>\n",
+       "      <td>Magic SSO V4.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Dreamsecurity Co., Ltd.</td>\n",
+       "      <td>KR</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-11-15</td>\n",
+       "      <td>2024-11-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>https://www.dreamsecurity.com/</td>\n",
+       "      <td>[4.0]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0fc32111e368dcf5</th>\n",
+       "      <td>NSCIB-CC-0006151-CR</td>\n",
+       "      <td>NetIQ Access Manager 4.5</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ, Incorporated</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ALC_FLR.1, EAL3+]</td>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>2024-11-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>https://www.netiq.com/</td>\n",
+       "      <td>[4.5]</td>\n",
+       "      <td>[cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5e87de1cddf1ae43</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Illumio Adaptive Security Platform v18.2.2</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Illumio</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-07-12</td>\n",
+       "      <td>2024-07-12</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>https://www.illumio.com/</td>\n",
+       "      <td>[18.2.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 21 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              cert_id  \\\n",
+       "dgst                                    \n",
+       "a89ee15539d006d1                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN   \n",
+       "8cf86948f02f047d        KECS-CR-19-70   \n",
+       "0fc32111e368dcf5  NSCIB-CC-0006151-CR   \n",
+       "5e87de1cddf1ae43                  NaN   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "a89ee15539d006d1  DriveLock Agent 2019.2 (Device and Application...  active   \n",
+       "309ac2fd7f2dcf17                         NetIQ Identity Manager 4.7  active   \n",
+       "8cf86948f02f047d                                     Magic SSO V4.0  active   \n",
+       "0fc32111e368dcf5                           NetIQ Access Manager 4.5  active   \n",
+       "5e87de1cddf1ae43         Illumio Adaptive Security Platform v18.2.2  active   \n",
+       "\n",
+       "                                            category             manufacturer  \\\n",
+       "dgst                                                                            \n",
+       "a89ee15539d006d1  Access Control Devices and Systems             DriveLock SE   \n",
+       "309ac2fd7f2dcf17  Access Control Devices and Systems        NetIQ Corporation   \n",
+       "8cf86948f02f047d  Access Control Devices and Systems  Dreamsecurity Co., Ltd.   \n",
+       "0fc32111e368dcf5  Access Control Devices and Systems      NetIQ, Incorporated   \n",
+       "5e87de1cddf1ae43  Access Control Devices and Systems                  Illumio   \n",
+       "\n",
+       "                 scheme      security_level not_valid_before not_valid_after  \\\n",
+       "dgst                                                                           \n",
+       "a89ee15539d006d1     SE   [ALC_FLR.3, EAL3]       2021-04-07      2026-04-07   \n",
+       "309ac2fd7f2dcf17     SE  [ALC_FLR.2, EAL3+]       2020-06-15      2025-06-15   \n",
+       "8cf86948f02f047d     KR                  []       2019-11-15      2024-11-15   \n",
+       "0fc32111e368dcf5     NL  [ALC_FLR.1, EAL3+]       2019-11-07      2024-11-07   \n",
+       "5e87de1cddf1ae43     CA                  []       2019-07-12      2024-07-12   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                                manufacturer_web extracted_versions  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1      https://www.drivelock.com/           [2019.2]   \n",
+       "309ac2fd7f2dcf17          https://www.netiq.com/              [4.7]   \n",
+       "8cf86948f02f047d  https://www.dreamsecurity.com/              [4.0]   \n",
+       "0fc32111e368dcf5          https://www.netiq.com/              [4.5]   \n",
+       "5e87de1cddf1ae43        https://www.illumio.com/           [18.2.2]   \n",
+       "\n",
+       "                                                        cpe_matches  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1                                                NaN   \n",
+       "309ac2fd7f2dcf17                                                NaN   \n",
+       "8cf86948f02f047d                                                NaN   \n",
+       "0fc32111e368dcf5  [cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...   \n",
+       "5e87de1cddf1ae43                                                NaN   \n",
+       "\n",
+       "                 verified_cpe_matches related_cves directly_affected_by  \\\n",
+       "dgst                                                                      \n",
+       "a89ee15539d006d1                  NaN          NaN                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN          NaN                  NaN   \n",
+       "8cf86948f02f047d                  NaN          NaN                  NaN   \n",
+       "0fc32111e368dcf5                  NaN          NaN                  NaN   \n",
+       "5e87de1cddf1ae43                  NaN          NaN                  NaN   \n",
+       "\n",
+       "                 indirectly_affected_by directly_affecting  \\\n",
+       "dgst                                                         \n",
+       "a89ee15539d006d1                    NaN                NaN   \n",
+       "309ac2fd7f2dcf17                    NaN                NaN   \n",
+       "8cf86948f02f047d                    NaN                NaN   \n",
+       "0fc32111e368dcf5                    NaN                NaN   \n",
+       "5e87de1cddf1ae43                    NaN                NaN   \n",
+       "\n",
+       "                 indirectly_affecting is_no_affecting_nor_affected  \n",
+       "dgst                                                                \n",
+       "a89ee15539d006d1                  NaN                         True  \n",
+       "309ac2fd7f2dcf17                  NaN                         True  \n",
+       "8cf86948f02f047d                  NaN                         True  \n",
+       "0fc32111e368dcf5                  NaN                         True  \n",
+       "5e87de1cddf1ae43                  NaN                         True  \n",
+       "\n",
+       "[5 rows x 21 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "def is_no_affecting_nor_affected(directly_affecting, indirectly_affecting, directly_affected_by, indirectly_affected_by):\n",
+    "    if directly_affecting is np.nan and indirectly_affecting is np.nan and directly_affected_by is np.nan and indirectly_affected_by is np.nan:\n",
+    "        return True\n",
+    "    \n",
+    "    return False\n",
+    "\n",
+    "\n",
+    "no_affecting_no_affected_df = df.copy()\n",
+    "no_affecting_no_affected_df[\"is_no_affecting_nor_affected\"] = df.apply(lambda x: is_no_affecting_nor_affected(x[\"directly_affecting\"], x[\"indirectly_affecting\"], x[\"directly_affected_by\"], x[\"indirectly_affected_by\"]), axis=1)\n",
+    "no_affecting_no_affected_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "97870d41",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x1440 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1, ax2) = plt.subplots(2,1, figsize=(12,20))\n",
+    "normalized_serie = no_affecting_no_affected_df[\"scheme\"].value_counts(normalize=True)\n",
+    "plt.rcParams.update({'font.size': 20})\n",
+    "sns.countplot(y=\"scheme\", hue=\"is_no_affecting_nor_affected\", data=no_affecting_no_affected_df, ax=ax1).set_title(\"Distribution of schemes which certs from categories are not affecting, nor affected by other certs\")\n",
+    "sns.barplot(y=normalized_serie.index, x=normalized_serie.values, ax=ax2).set_title(\"Normalized values for each scheme\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c65fb79b",
+   "metadata": {},
+   "source": [
+    "### Which certificates are dependent on the archived certificates?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "fc547955",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total 311 certificates are affected by at least one archived certicates.\n"
+     ]
+    }
+   ],
+   "source": [
+    "archived_cert_id_list = df[df[\"cert_id\"].notna() & (df[\"status\"] == \"archived\")][\"cert_id\"].tolist()\n",
+    "\n",
+    "def contains_archived_cert_dependency(affected_by):\n",
+    "    if affected_by is np.nan:\n",
+    "        return False\n",
+    "    \n",
+    "    for cert_id in affected_by:\n",
+    "        if cert_id in archived_cert_id_list:\n",
+    "            return True\n",
+    "        \n",
+    "    return False\n",
+    "\n",
+    "\n",
+    "depends_on_archived_df = df.copy()\n",
+    "depends_on_archived_df[\"depends_on_archived\"] = depends_on_archived_df[\"directly_affected_by\"].apply(contains_archived_cert_dependency)\n",
+    "total_records_dependent = sum(depends_on_archived_df[\"depends_on_archived\"])\n",
+    "print(f\"Total {total_records_dependent} certificates are affected by at least one archived certicates.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "8a6e379d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x1440 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1, ax2) = plt.subplots(2,1, figsize=(12,20))\n",
+    "normalized_serie = depends_on_archived_df[\"category\"].value_counts(normalize=True)\n",
+    "plt.rcParams.update({'font.size': 20})\n",
+    "sns.countplot(y=\"category\", hue=\"depends_on_archived\", data=depends_on_archived_df, ax=ax1).set_title(\"Distribution of categories among certificates dependent on archived certs.\")\n",
+    "sns.barplot(y=normalized_serie.index, x=normalized_serie.values, ax=ax2).set_title(\"Normalized values for each category\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "4c7d3d3c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x1440 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, (ax1, ax2) = plt.subplots(2,1, figsize=(12,20))\n",
+    "normalized_serie = depends_on_archived_df[\"scheme\"].value_counts(normalize=True)\n",
+    "plt.rcParams.update({'font.size': 20})\n",
+    "sns.countplot(y=\"scheme\", hue=\"depends_on_archived\", data=depends_on_archived_df, ax=ax1).set_title(\"Distribution of schemes among certificates dependent on archived certs.\")\n",
+    "sns.barplot(y=normalized_serie.index, x=normalized_serie.values, ax=ax2).set_title(\"Normalized values for each scheme\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "75891368",
+   "metadata": {},
+   "source": [
+    "### How frequently are BSI certificates referencing ANSSI certs and vice versa?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e532eb30",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are 16 BSI certs affecting ANSSI certs out of total 831 BSI certs.\n",
+      "There are 38 ANSSI certs affecting BSI certs out of total 682 ANSSI certs.\n",
+      "Success hit for BSI certs: 0.019253910950661854\n",
+      "Success hit for ANSSI certs: 0.05571847507331378\n"
+     ]
+    }
+   ],
+   "source": [
+    "from typing import Set\n",
+    "\n",
+    "\n",
+    "def is_bsi_cert(cert_id: str) -> bool:\n",
+    "    if cert_id is np.nan:\n",
+    "        return False\n",
+    "    \n",
+    "    if cert_id.lower().startswith(\"bsi\"):\n",
+    "        return True\n",
+    "    \n",
+    "    return False\n",
+    "\n",
+    "\n",
+    "def is_anssi_cert(cert_id: str) -> bool:\n",
+    "    if cert_id is np.nan:\n",
+    "        return False\n",
+    "    \n",
+    "    if cert_id.lower().startswith(\"anssi\"):\n",
+    "        return True\n",
+    "\n",
+    "    return False\n",
+    "\n",
+    "\n",
+    "def is_affecting_anssi(directly_affecting: Set[str]) -> bool:\n",
+    "    if directly_affecting is np.nan:\n",
+    "        return False\n",
+    "    \n",
+    "    for cert_id in directly_affecting:\n",
+    "        if is_anssi_cert(cert_id):\n",
+    "            return True\n",
+    "        \n",
+    "    return False\n",
+    "\n",
+    "\n",
+    "def is_affecting_bsi(directly_affecting: Set[str]) -> bool:\n",
+    "    if directly_affecting is np.nan:\n",
+    "        return False\n",
+    "    \n",
+    "    for cert_id in directly_affecting:\n",
+    "        if is_bsi_cert(cert_id):\n",
+    "            return True\n",
+    "    \n",
+    "    return False\n",
+    "    \n",
+    "    \n",
+    "df[\"is_bsi_cert\"] = df[\"cert_id\"].apply(is_bsi_cert)\n",
+    "df[\"is_anssi_cert\"] = df[\"cert_id\"].apply(is_anssi_cert)\n",
+    "\n",
+    "bsi_df = df[df[\"is_bsi_cert\"] == True].copy()\n",
+    "anssi_df = df[df[\"is_anssi_cert\"] == True].copy()\n",
+    "\n",
+    "bsi_df[\"is_affecting_anssi\"] = bsi_df[\"directly_affecting\"].apply(is_affecting_anssi)\n",
+    "bsi_affecting_anssi_df = bsi_df[bsi_df[\"is_affecting_anssi\"] == True]\n",
+    "\n",
+    "anssi_df[\"is_affecting_bsi\"] = anssi_df[\"directly_affecting\"].apply(is_affecting_bsi)\n",
+    "anssi_affecting_bsi_df = anssi_df[anssi_df[\"is_affecting_bsi\"] == True]\n",
+    "\n",
+    "bsi_total_records = bsi_df.shape[0]\n",
+    "anssi_total_records = anssi_df.shape[0]\n",
+    "bsi_affecting_records = bsi_affecting_anssi_df.shape[0]\n",
+    "anssi_affecting_records = anssi_affecting_bsi_df.shape[0]\n",
+    "\n",
+    "print(f\"There are {bsi_affecting_records} BSI certs affecting ANSSI certs out of total {bsi_total_records} BSI certs.\")\n",
+    "print(f\"There are {anssi_affecting_records} ANSSI certs affecting BSI certs out of total {anssi_total_records} ANSSI certs.\")\n",
+    "\n",
+    "print(f\"Success hit for BSI certs: {bsi_affecting_records / bsi_total_records}\")\n",
+    "print(f\"Success hit for ANSSI certs: {anssi_affecting_records / anssi_total_records}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "8613862c",
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "      <th>is_affecting_anssi</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>424f6d496746258b</th>\n",
+       "      <td>BSI-DSZ-CC-1064-2020</td>\n",
+       "      <td>MTCOS Pro 2.5 EAC with PACE / ST31G480 D01</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL5+]</td>\n",
+       "      <td>2020-09-29</td>\n",
+       "      <td>2025-09-29</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-1065-2020]</td>\n",
+       "      <td>{BSI-DSZ-CC-1065-2020}</td>\n",
+       "      <td>{ANSSI-CC-2019/12, BSI-DSZ-CC-0995-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>b8437dbfeeaf0f04</th>\n",
+       "      <td>BSI-DSZ-CC-1065-2020</td>\n",
+       "      <td>MTCOS Pro 2.5 EAC with PACE / ST31G480 D01 (BAC)</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, EAL4+]</td>\n",
+       "      <td>2020-09-29</td>\n",
+       "      <td>2025-09-29</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{ANSSI-CC-2019/12, BSI-DSZ-CC-1064-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4832a44c0df0bad2</th>\n",
+       "      <td>BSI-DSZ-CC-1074-V2-2020</td>\n",
+       "      <td>Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, EAL4+]</td>\n",
+       "      <td>2020-07-30</td>\n",
+       "      <td>2025-07-30</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>{BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7f9eb1b8217d15ad</th>\n",
+       "      <td>BSI-DSZ-CC-1073-V2-2020</td>\n",
+       "      <td>Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL4+]</td>\n",
+       "      <td>2020-07-30</td>\n",
+       "      <td>2025-07-30</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>{BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>06e505abb8dad1b8</th>\n",
+       "      <td>BSI-DSZ-CC-1003-2018</td>\n",
+       "      <td>Smart Meter Gateway Security Module Applicatio...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Gemalto</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[AVA_VAN.5, EAL4]</td>\n",
+       "      <td>2018-09-18</td>\n",
+       "      <td>2028-09-18</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{ANSSI-CC-2017/54, BSI-DSZ-CC-0891-V2-2016}</td>\n",
+       "      <td>{ANSSI-CC-2017/54, BSI-DSZ-CC-0891-2015, BSI-D...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  cert_id  \\\n",
+       "dgst                                        \n",
+       "424f6d496746258b     BSI-DSZ-CC-1064-2020   \n",
+       "b8437dbfeeaf0f04     BSI-DSZ-CC-1065-2020   \n",
+       "4832a44c0df0bad2  BSI-DSZ-CC-1074-V2-2020   \n",
+       "7f9eb1b8217d15ad  BSI-DSZ-CC-1073-V2-2020   \n",
+       "06e505abb8dad1b8     BSI-DSZ-CC-1003-2018   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "424f6d496746258b         MTCOS Pro 2.5 EAC with PACE / ST31G480 D01  active   \n",
+       "b8437dbfeeaf0f04   MTCOS Pro 2.5 EAC with PACE / ST31G480 D01 (BAC)  active   \n",
+       "4832a44c0df0bad2  Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...  active   \n",
+       "7f9eb1b8217d15ad  Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...  active   \n",
+       "06e505abb8dad1b8  Smart Meter Gateway Security Module Applicatio...  active   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "424f6d496746258b  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "b8437dbfeeaf0f04  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "4832a44c0df0bad2  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "7f9eb1b8217d15ad  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "06e505abb8dad1b8  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                                 manufacturer scheme  \\\n",
+       "dgst                                                   \n",
+       "424f6d496746258b  MaskTech International GmbH     DE   \n",
+       "b8437dbfeeaf0f04  MaskTech International GmbH     DE   \n",
+       "4832a44c0df0bad2  MaskTech International GmbH     DE   \n",
+       "7f9eb1b8217d15ad  MaskTech International GmbH     DE   \n",
+       "06e505abb8dad1b8                      Gemalto     DE   \n",
+       "\n",
+       "                                 security_level not_valid_before  \\\n",
+       "dgst                                                               \n",
+       "424f6d496746258b  [ALC_DVS.2, AVA_VAN.5, EAL5+]       2020-09-29   \n",
+       "b8437dbfeeaf0f04             [ALC_DVS.2, EAL4+]       2020-09-29   \n",
+       "4832a44c0df0bad2             [ALC_DVS.2, EAL4+]       2020-07-30   \n",
+       "7f9eb1b8217d15ad  [ALC_DVS.2, AVA_VAN.5, EAL4+]       2020-07-30   \n",
+       "06e505abb8dad1b8              [AVA_VAN.5, EAL4]       2018-09-18   \n",
+       "\n",
+       "                 not_valid_after  \\\n",
+       "dgst                               \n",
+       "424f6d496746258b      2025-09-29   \n",
+       "b8437dbfeeaf0f04      2025-09-29   \n",
+       "4832a44c0df0bad2      2025-07-30   \n",
+       "7f9eb1b8217d15ad      2025-07-30   \n",
+       "06e505abb8dad1b8      2028-09-18   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "424f6d496746258b  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "b8437dbfeeaf0f04  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "4832a44c0df0bad2  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "7f9eb1b8217d15ad  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "06e505abb8dad1b8  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 cpe_matches verified_cpe_matches related_cves  \\\n",
+       "dgst                                                             \n",
+       "424f6d496746258b         NaN                  NaN          NaN   \n",
+       "b8437dbfeeaf0f04         NaN                  NaN          NaN   \n",
+       "4832a44c0df0bad2         NaN                  NaN          NaN   \n",
+       "7f9eb1b8217d15ad         NaN                  NaN          NaN   \n",
+       "06e505abb8dad1b8         NaN                  NaN          NaN   \n",
+       "\n",
+       "                    directly_affected_by  indirectly_affected_by  \\\n",
+       "dgst                                                               \n",
+       "424f6d496746258b  [BSI-DSZ-CC-1065-2020]  {BSI-DSZ-CC-1065-2020}   \n",
+       "b8437dbfeeaf0f04                     NaN                     NaN   \n",
+       "4832a44c0df0bad2                     NaN                     NaN   \n",
+       "7f9eb1b8217d15ad                     NaN                     NaN   \n",
+       "06e505abb8dad1b8                     NaN                     NaN   \n",
+       "\n",
+       "                                                 directly_affecting  \\\n",
+       "dgst                                                                  \n",
+       "424f6d496746258b           {ANSSI-CC-2019/12, BSI-DSZ-CC-0995-2018}   \n",
+       "b8437dbfeeaf0f04           {ANSSI-CC-2019/12, BSI-DSZ-CC-1064-2020}   \n",
+       "4832a44c0df0bad2  {BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "7f9eb1b8217d15ad  {BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "06e505abb8dad1b8        {ANSSI-CC-2017/54, BSI-DSZ-CC-0891-V2-2016}   \n",
+       "\n",
+       "                                               indirectly_affecting  \\\n",
+       "dgst                                                                  \n",
+       "424f6d496746258b  {BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...   \n",
+       "b8437dbfeeaf0f04  {BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...   \n",
+       "4832a44c0df0bad2  {BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "7f9eb1b8217d15ad  {BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "06e505abb8dad1b8  {ANSSI-CC-2017/54, BSI-DSZ-CC-0891-2015, BSI-D...   \n",
+       "\n",
+       "                 is_bsi_cert is_anssi_cert is_affecting_anssi  \n",
+       "dgst                                                           \n",
+       "424f6d496746258b        True         False               True  \n",
+       "b8437dbfeeaf0f04        True         False               True  \n",
+       "4832a44c0df0bad2        True         False               True  \n",
+       "7f9eb1b8217d15ad        True         False               True  \n",
+       "06e505abb8dad1b8        True         False               True  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bsi_affecting_anssi_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e357818b",
+   "metadata": {},
+   "source": [
+    "### Which certificates are referencing each other? (= are crossed referenced)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "1376bb24",
+   "metadata": {},
+   "outputs": [
+    {
+     "ename": "KeyboardInterrupt",
+     "evalue": "",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
+      "\u001b[0;32m/tmp/ipykernel_5791/2939454344.py\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m     22\u001b[0m         \u001b[0mcerts_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcert_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0manother_cert_id\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     23\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 24\u001b[0;31m         \u001b[0;32mif\u001b[0m \u001b[0mis_cert_affecting_other_cert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcert_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0manother_cert_id\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mis_cert_affecting_other_cert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0manother_cert_id\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcert_id\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mis_already_involved\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcross_reference_list\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcerts_set\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     25\u001b[0m             \u001b[0mcross_reference_list\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcerts_set\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     26\u001b[0m     \u001b[0mcount\u001b[0m \u001b[0;34m+=\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/tmp/ipykernel_5791/2939454344.py\u001b[0m in \u001b[0;36mis_cert_affecting_other_cert\u001b[0;34m(root_cert_id, affected_cert_id)\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mis_cert_affecting_other_cert\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mroot_cert_id\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maffected_cert_id\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0mbool\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0;32mreturn\u001b[0m \u001b[0maffected_cert_id\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mcross_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mcross_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"cert_id\"\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0mroot_cert_id\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"directly_affecting\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0mcross_reference_list\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mList\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mSet\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mstr\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/ohmygit/sec-certs/notebooks/cc/env/lib/python3.8/site-packages/pandas/core/ops/common.py\u001b[0m in \u001b[0;36mnew_method\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m     63\u001b[0m         \u001b[0mother\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mitem_from_zerodim\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 65\u001b[0;31m         \u001b[0;32mreturn\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mother\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     66\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     67\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnew_method\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/ohmygit/sec-certs/notebooks/cc/env/lib/python3.8/site-packages/pandas/core/ops/__init__.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(self, other)\u001b[0m\n\u001b[1;32m    368\u001b[0m         \u001b[0mrvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mextract_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mother\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mextract_numpy\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    369\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 370\u001b[0;31m         \u001b[0mres_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcomparison_op\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    371\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    372\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_construct_result\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mres_values\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mres_name\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/ohmygit/sec-certs/notebooks/cc/env/lib/python3.8/site-packages/pandas/core/ops/array_ops.py\u001b[0m in \u001b[0;36mcomparison_op\u001b[0;34m(left, right, op)\u001b[0m\n\u001b[1;32m    242\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    243\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mis_object_dtype\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlvalues\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 244\u001b[0;31m         \u001b[0mres_values\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcomp_method_OBJECT_ARRAY\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlvalues\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    245\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    246\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m~/ohmygit/sec-certs/notebooks/cc/env/lib/python3.8/site-packages/pandas/core/ops/array_ops.py\u001b[0m in \u001b[0;36mcomp_method_OBJECT_ARRAY\u001b[0;34m(op, x, y)\u001b[0m\n\u001b[1;32m     54\u001b[0m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvec_compare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     55\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 56\u001b[0;31m         \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlibops\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscalar_compare\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mravel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     57\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     58\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
+     ]
+    }
+   ],
+   "source": [
+    "def is_already_involved(cross_reference_list: List[Tuple[str, str]], certs_set: Set[str]) -> bool:\n",
+    "    return certs_set in cross_reference_list\n",
+    "\n",
+    "def is_cert_affecting_other_cert(root_cert_id: str, affected_cert_id: str) -> bool:\n",
+    "    return affected_cert_id in cross_df[cross_df[\"cert_id\"] == root_cert_id].iloc[0][\"directly_affecting\"]\n",
+    "\n",
+    "cross_reference_list: List[Set[str]] = []\n",
+    "cross_df = df[(df[\"cert_id\"].notna()) & (df[\"directly_affecting\"].notna())]\n",
+    "count = 1\n",
+    "total = cross_df.shape[0]\n",
+    "\n",
+    "for cert_record in cross_df.itertuples():\n",
+    "    cert_id = cert_record.cert_id\n",
+    "\n",
+    "    for another_cert_record in cross_df.itertuples():\n",
+    "\n",
+    "        another_cert_id = another_cert_record.cert_id\n",
+    "        \n",
+    "        if cert_record.cert_id == another_cert_record.cert_id:\n",
+    "            continue\n",
+    "            \n",
+    "        certs_set = set([cert_id, another_cert_id])\n",
+    "        \n",
+    "        if is_cert_affecting_other_cert(cert_id, another_cert_id) and is_cert_affecting_other_cert(another_cert_id, cert_id) and not is_already_involved(cross_reference_list, certs_set):\n",
+    "            cross_reference_list.append(certs_set)\n",
+    "    count += 1 \n",
+    "    \n",
+    "    \n",
+    "print(f\"Total of {len(cross_reference_list)} crossed referenced certificates.\")\n",
+    "print(cross_reference_list)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b03da278",
+   "metadata": {},
+   "source": [
+    "### What are the EAL levels typically affecting a certificate? E.g. are certificates referencing EAL5 typically higher or same level?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "e604ee18",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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+       "\n",
+       "    .dataframe tbody tr th {\n",
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+       "\n",
+       "    .dataframe thead th {\n",
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+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>extracted_versions</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>a89ee15539d006d1</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>DriveLock Agent 2019.2 (Device and Application...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>DriveLock SE</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.3, EAL3]</td>\n",
+       "      <td>2021-04-07</td>\n",
+       "      <td>2026-04-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[2019.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>309ac2fd7f2dcf17</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NetIQ Identity Manager 4.7</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ Corporation</td>\n",
+       "      <td>SE</td>\n",
+       "      <td>[ALC_FLR.2, EAL3+]</td>\n",
+       "      <td>2020-06-15</td>\n",
+       "      <td>2025-06-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[4.7]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8cf86948f02f047d</th>\n",
+       "      <td>KECS-CR-19-70</td>\n",
+       "      <td>Magic SSO V4.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Dreamsecurity Co., Ltd.</td>\n",
+       "      <td>KR</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-11-15</td>\n",
+       "      <td>2024-11-15</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[4.0]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0fc32111e368dcf5</th>\n",
+       "      <td>NSCIB-CC-0006151-CR</td>\n",
+       "      <td>NetIQ Access Manager 4.5</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>NetIQ, Incorporated</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ALC_FLR.1, EAL3+]</td>\n",
+       "      <td>2019-11-07</td>\n",
+       "      <td>2024-11-07</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[4.5]</td>\n",
+       "      <td>[cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5e87de1cddf1ae43</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>Illumio Adaptive Security Platform v18.2.2</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Access Control Devices and Systems</td>\n",
+       "      <td>Illumio</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>[]</td>\n",
+       "      <td>2019-07-12</td>\n",
+       "      <td>2024-07-12</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>[18.2.2]</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 22 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                              cert_id  \\\n",
+       "dgst                                    \n",
+       "a89ee15539d006d1                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN   \n",
+       "8cf86948f02f047d        KECS-CR-19-70   \n",
+       "0fc32111e368dcf5  NSCIB-CC-0006151-CR   \n",
+       "5e87de1cddf1ae43                  NaN   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "a89ee15539d006d1  DriveLock Agent 2019.2 (Device and Application...  active   \n",
+       "309ac2fd7f2dcf17                         NetIQ Identity Manager 4.7  active   \n",
+       "8cf86948f02f047d                                     Magic SSO V4.0  active   \n",
+       "0fc32111e368dcf5                           NetIQ Access Manager 4.5  active   \n",
+       "5e87de1cddf1ae43         Illumio Adaptive Security Platform v18.2.2  active   \n",
+       "\n",
+       "                                            category             manufacturer  \\\n",
+       "dgst                                                                            \n",
+       "a89ee15539d006d1  Access Control Devices and Systems             DriveLock SE   \n",
+       "309ac2fd7f2dcf17  Access Control Devices and Systems        NetIQ Corporation   \n",
+       "8cf86948f02f047d  Access Control Devices and Systems  Dreamsecurity Co., Ltd.   \n",
+       "0fc32111e368dcf5  Access Control Devices and Systems      NetIQ, Incorporated   \n",
+       "5e87de1cddf1ae43  Access Control Devices and Systems                  Illumio   \n",
+       "\n",
+       "                 scheme      security_level not_valid_before not_valid_after  \\\n",
+       "dgst                                                                           \n",
+       "a89ee15539d006d1     SE   [ALC_FLR.3, EAL3]       2021-04-07      2026-04-07   \n",
+       "309ac2fd7f2dcf17     SE  [ALC_FLR.2, EAL3+]       2020-06-15      2025-06-15   \n",
+       "8cf86948f02f047d     KR                  []       2019-11-15      2024-11-15   \n",
+       "0fc32111e368dcf5     NL  [ALC_FLR.1, EAL3+]       2019-11-07      2024-11-07   \n",
+       "5e87de1cddf1ae43     CA                  []       2019-07-12      2024-07-12   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "a89ee15539d006d1  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "309ac2fd7f2dcf17  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "8cf86948f02f047d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "0fc32111e368dcf5  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "5e87de1cddf1ae43  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 extracted_versions  \\\n",
+       "dgst                                  \n",
+       "a89ee15539d006d1           [2019.2]   \n",
+       "309ac2fd7f2dcf17              [4.7]   \n",
+       "8cf86948f02f047d              [4.0]   \n",
+       "0fc32111e368dcf5              [4.5]   \n",
+       "5e87de1cddf1ae43           [18.2.2]   \n",
+       "\n",
+       "                                                        cpe_matches  \\\n",
+       "dgst                                                                  \n",
+       "a89ee15539d006d1                                                NaN   \n",
+       "309ac2fd7f2dcf17                                                NaN   \n",
+       "8cf86948f02f047d                                                NaN   \n",
+       "0fc32111e368dcf5  [cpe:2.3:a:netiq:access_manager:4.5:hotfix1:*:...   \n",
+       "5e87de1cddf1ae43                                                NaN   \n",
+       "\n",
+       "                 verified_cpe_matches related_cves directly_affected_by  \\\n",
+       "dgst                                                                      \n",
+       "a89ee15539d006d1                  NaN          NaN                  NaN   \n",
+       "309ac2fd7f2dcf17                  NaN          NaN                  NaN   \n",
+       "8cf86948f02f047d                  NaN          NaN                  NaN   \n",
+       "0fc32111e368dcf5                  NaN          NaN                  NaN   \n",
+       "5e87de1cddf1ae43                  NaN          NaN                  NaN   \n",
+       "\n",
+       "                 indirectly_affected_by directly_affecting  \\\n",
+       "dgst                                                         \n",
+       "a89ee15539d006d1                    NaN                NaN   \n",
+       "309ac2fd7f2dcf17                    NaN                NaN   \n",
+       "8cf86948f02f047d                    NaN                NaN   \n",
+       "0fc32111e368dcf5                    NaN                NaN   \n",
+       "5e87de1cddf1ae43                    NaN                NaN   \n",
+       "\n",
+       "                 indirectly_affecting is_bsi_cert is_anssi_cert  \n",
+       "dgst                                                             \n",
+       "a89ee15539d006d1                  NaN       False         False  \n",
+       "309ac2fd7f2dcf17                  NaN       False         False  \n",
+       "8cf86948f02f047d                  NaN       False         False  \n",
+       "0fc32111e368dcf5                  NaN       False         False  \n",
+       "5e87de1cddf1ae43                  NaN       False         False  \n",
+       "\n",
+       "[5 rows x 22 columns]"
+      ]
+     },
+     "execution_count": 24,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "c23e0981",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Introduce security level EAL variable\n",
+    "eals = ['EAL1', 'EAL1+', 'EAL2', 'EAL2+', 'EAL3', 'EAL3+', 'EAL4', 'EAL4+', 'EAL5', 'EAL5+', 'EAL6+', 'EAL7', 'EAL7+']\n",
+    "df['highest_security_level'] = df.security_level.map(lambda all_levels: [eal for eal in all_levels if eal.startswith('EAL')] if all_levels else np.nan)\n",
+    "df.highest_security_level = df.highest_security_level.map(lambda x: x[0] if x and isinstance(x, list) else np.nan)\n",
+    "df.highest_security_level = pd.Categorical(df.highest_security_level, categories=eals, ordered=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 26,
+   "id": "faa13c35",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "      <th>highest_security_level</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>98c1ac41aedcdae2</th>\n",
+       "      <td>BSI-DSZ-CC-1142-2020</td>\n",
+       "      <td>genuscreen 7.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Boundary Protection Devices and Systems</td>\n",
+       "      <td>genua GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]</td>\n",
+       "      <td>2020-08-18</td>\n",
+       "      <td>2025-08-17</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1085-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-1085-2019}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0eff4063e68d7cd6</th>\n",
+       "      <td>BSI-DSZ-CC-0823-2014</td>\n",
+       "      <td>genuscreen 4.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Boundary Protection Devices and Systems</td>\n",
+       "      <td>GeNUA mbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]</td>\n",
+       "      <td>2014-10-29</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-0966-2015]</td>\n",
+       "      <td>{BSI-DSZ-CC-0966-2015}</td>\n",
+       "      <td>{BSI-DSZ-CC-0565-2009}</td>\n",
+       "      <td>{BSI-DSZ-CC-0565-2009, BSI-DSZ-CC-0382-2007}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>e62f50581d828477</th>\n",
+       "      <td>BSI-DSZ-CC-0519-V3-2021</td>\n",
+       "      <td>ORGA 6141 online Version 3.7.2:1.2.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Ingenico Healthcare GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ADV_FSP.4, ADV_IMP.1, ADV_TDS.3, ALC_TAT.1, A...</td>\n",
+       "      <td>2021-03-22</td>\n",
+       "      <td>2026-03-22</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-0519-V2-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0519-V2-2018}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL3+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6a5cb89e80f86ce9</th>\n",
+       "      <td>BSI-DSZ-CC-0977-V3-2021</td>\n",
+       "      <td>NXP Secure Smart Card Controller N7021 VA incl...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>NXP Semiconductors Germany GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, ASE_TSS.2, EAL6+]</td>\n",
+       "      <td>2021-02-24</td>\n",
+       "      <td>2026-02-24</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-0977-V3, BSI-DSZ-CC-0977-V2-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-0977-2017, BSI-DSZ-CC-0977-V3, BSI...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL6+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41fb9717f70d3037</th>\n",
+       "      <td>BSI-DSZ-CC-1052-V3-2021</td>\n",
+       "      <td>RISE Konnektor V3.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Research Industrial Systems Engineering (RISE)...</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ADV_FSP.4, ADV_INT.1, ADV_TDS.3, ALC_FLR.2, A...</td>\n",
+       "      <td>2021-02-22</td>\n",
+       "      <td>2026-03-21</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V3}</td>\n",
+       "      <td>{BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V2, ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL3+</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  cert_id  \\\n",
+       "dgst                                        \n",
+       "98c1ac41aedcdae2     BSI-DSZ-CC-1142-2020   \n",
+       "0eff4063e68d7cd6     BSI-DSZ-CC-0823-2014   \n",
+       "e62f50581d828477  BSI-DSZ-CC-0519-V3-2021   \n",
+       "6a5cb89e80f86ce9  BSI-DSZ-CC-0977-V3-2021   \n",
+       "41fb9717f70d3037  BSI-DSZ-CC-1052-V3-2021   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "98c1ac41aedcdae2                                     genuscreen 7.0  active   \n",
+       "0eff4063e68d7cd6                                     genuscreen 4.0  active   \n",
+       "e62f50581d828477               ORGA 6141 online Version 3.7.2:1.2.0  active   \n",
+       "6a5cb89e80f86ce9  NXP Secure Smart Card Controller N7021 VA incl...  active   \n",
+       "41fb9717f70d3037                                RISE Konnektor V3.0  active   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "98c1ac41aedcdae2            Boundary Protection Devices and Systems   \n",
+       "0eff4063e68d7cd6            Boundary Protection Devices and Systems   \n",
+       "e62f50581d828477  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "6a5cb89e80f86ce9  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "41fb9717f70d3037  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                                                       manufacturer scheme  \\\n",
+       "dgst                                                                         \n",
+       "98c1ac41aedcdae2                                         genua GmbH     DE   \n",
+       "0eff4063e68d7cd6                                          GeNUA mbH     DE   \n",
+       "e62f50581d828477                           Ingenico Healthcare GmbH     DE   \n",
+       "6a5cb89e80f86ce9                    NXP Semiconductors Germany GmbH     DE   \n",
+       "41fb9717f70d3037  Research Industrial Systems Engineering (RISE)...     DE   \n",
+       "\n",
+       "                                                     security_level  \\\n",
+       "dgst                                                                  \n",
+       "98c1ac41aedcdae2           [ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]   \n",
+       "0eff4063e68d7cd6           [ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]   \n",
+       "e62f50581d828477  [ADV_FSP.4, ADV_IMP.1, ADV_TDS.3, ALC_TAT.1, A...   \n",
+       "6a5cb89e80f86ce9                      [ALC_FLR.1, ASE_TSS.2, EAL6+]   \n",
+       "41fb9717f70d3037  [ADV_FSP.4, ADV_INT.1, ADV_TDS.3, ALC_FLR.2, A...   \n",
+       "\n",
+       "                 not_valid_before not_valid_after  \\\n",
+       "dgst                                                \n",
+       "98c1ac41aedcdae2       2020-08-18      2025-08-17   \n",
+       "0eff4063e68d7cd6       2014-10-29             NaT   \n",
+       "e62f50581d828477       2021-03-22      2026-03-22   \n",
+       "6a5cb89e80f86ce9       2021-02-24      2026-02-24   \n",
+       "41fb9717f70d3037       2021-02-22      2026-03-21   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "98c1ac41aedcdae2  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "0eff4063e68d7cd6  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "e62f50581d828477  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "6a5cb89e80f86ce9  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "41fb9717f70d3037  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 cpe_matches verified_cpe_matches related_cves  \\\n",
+       "dgst                                                             \n",
+       "98c1ac41aedcdae2         NaN                  NaN          NaN   \n",
+       "0eff4063e68d7cd6         NaN                  NaN          NaN   \n",
+       "e62f50581d828477         NaN                  NaN          NaN   \n",
+       "6a5cb89e80f86ce9         NaN                  NaN          NaN   \n",
+       "41fb9717f70d3037         NaN                  NaN          NaN   \n",
+       "\n",
+       "                    directly_affected_by  indirectly_affected_by  \\\n",
+       "dgst                                                               \n",
+       "98c1ac41aedcdae2                     NaN                     NaN   \n",
+       "0eff4063e68d7cd6  [BSI-DSZ-CC-0966-2015]  {BSI-DSZ-CC-0966-2015}   \n",
+       "e62f50581d828477                     NaN                     NaN   \n",
+       "6a5cb89e80f86ce9                     NaN                     NaN   \n",
+       "41fb9717f70d3037                     NaN                     NaN   \n",
+       "\n",
+       "                                             directly_affecting  \\\n",
+       "dgst                                                              \n",
+       "98c1ac41aedcdae2                         {BSI-DSZ-CC-1085-2019}   \n",
+       "0eff4063e68d7cd6                         {BSI-DSZ-CC-0565-2009}   \n",
+       "e62f50581d828477                      {BSI-DSZ-CC-0519-V2-2018}   \n",
+       "6a5cb89e80f86ce9  {BSI-DSZ-CC-0977-V3, BSI-DSZ-CC-0977-V2-2019}   \n",
+       "41fb9717f70d3037  {BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V3}   \n",
+       "\n",
+       "                                               indirectly_affecting  \\\n",
+       "dgst                                                                  \n",
+       "98c1ac41aedcdae2                             {BSI-DSZ-CC-1085-2019}   \n",
+       "0eff4063e68d7cd6       {BSI-DSZ-CC-0565-2009, BSI-DSZ-CC-0382-2007}   \n",
+       "e62f50581d828477                          {BSI-DSZ-CC-0519-V2-2018}   \n",
+       "6a5cb89e80f86ce9  {BSI-DSZ-CC-0977-2017, BSI-DSZ-CC-0977-V3, BSI...   \n",
+       "41fb9717f70d3037  {BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V2, ...   \n",
+       "\n",
+       "                 is_bsi_cert is_anssi_cert highest_security_level  \n",
+       "dgst                                                               \n",
+       "98c1ac41aedcdae2        True         False                  EAL4+  \n",
+       "0eff4063e68d7cd6        True         False                  EAL4+  \n",
+       "e62f50581d828477        True         False                  EAL3+  \n",
+       "6a5cb89e80f86ce9        True         False                  EAL6+  \n",
+       "41fb9717f70d3037        True         False                  EAL3+  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 26,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "levels_df = df[(df[\"highest_security_level\"].notna()) & (df[\"directly_affecting\"].notna()) & (df[\"cert_id\"].notna())].copy()\n",
+    "levels_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "2238bb57",
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "      <th>highest_security_level</th>\n",
+       "      <th>affecting_security_levels</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>98c1ac41aedcdae2</th>\n",
+       "      <td>BSI-DSZ-CC-1142-2020</td>\n",
+       "      <td>genuscreen 7.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Boundary Protection Devices and Systems</td>\n",
+       "      <td>genua GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]</td>\n",
+       "      <td>2020-08-18</td>\n",
+       "      <td>2025-08-17</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1085-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-1085-2019}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>0eff4063e68d7cd6</th>\n",
+       "      <td>BSI-DSZ-CC-0823-2014</td>\n",
+       "      <td>genuscreen 4.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>Boundary Protection Devices and Systems</td>\n",
+       "      <td>GeNUA mbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]</td>\n",
+       "      <td>2014-10-29</td>\n",
+       "      <td>NaT</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-0966-2015]</td>\n",
+       "      <td>{BSI-DSZ-CC-0966-2015}</td>\n",
+       "      <td>{BSI-DSZ-CC-0565-2009}</td>\n",
+       "      <td>{BSI-DSZ-CC-0565-2009, BSI-DSZ-CC-0382-2007}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL4+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>e62f50581d828477</th>\n",
+       "      <td>BSI-DSZ-CC-0519-V3-2021</td>\n",
+       "      <td>ORGA 6141 online Version 3.7.2:1.2.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Ingenico Healthcare GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ADV_FSP.4, ADV_IMP.1, ADV_TDS.3, ALC_TAT.1, A...</td>\n",
+       "      <td>2021-03-22</td>\n",
+       "      <td>2026-03-22</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-0519-V2-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0519-V2-2018}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL3+</td>\n",
+       "      <td>{}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6a5cb89e80f86ce9</th>\n",
+       "      <td>BSI-DSZ-CC-0977-V3-2021</td>\n",
+       "      <td>NXP Secure Smart Card Controller N7021 VA incl...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>NXP Semiconductors Germany GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, ASE_TSS.2, EAL6+]</td>\n",
+       "      <td>2021-02-24</td>\n",
+       "      <td>2026-02-24</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-0977-V3, BSI-DSZ-CC-0977-V2-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-0977-2017, BSI-DSZ-CC-0977-V3, BSI...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL6+</td>\n",
+       "      <td>{'EAL6+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>41fb9717f70d3037</th>\n",
+       "      <td>BSI-DSZ-CC-1052-V3-2021</td>\n",
+       "      <td>RISE Konnektor V3.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Research Industrial Systems Engineering (RISE)...</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ADV_FSP.4, ADV_INT.1, ADV_TDS.3, ALC_FLR.2, A...</td>\n",
+       "      <td>2021-02-22</td>\n",
+       "      <td>2026-03-21</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V3}</td>\n",
+       "      <td>{BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V2, ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL3+</td>\n",
+       "      <td>{'EAL3': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>cc533c087f06ad0d</th>\n",
+       "      <td>BSI-DSZ-CC-1147-2020</td>\n",
+       "      <td>MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121)</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL5+]</td>\n",
+       "      <td>2020-12-18</td>\n",
+       "      <td>2025-12-18</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-1148-2020]</td>\n",
+       "      <td>{BSI-DSZ-CC-1148-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-1033-2019, BSI-DSZ-CC-1040-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-1034-2019, BSI-DSZ-CC-1040-2019, B...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL5+</td>\n",
+       "      <td>{'EAL5+': 1, 'EAL6+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>a69ec271f8651d1b</th>\n",
+       "      <td>BSI-DSZ-CC-1148-2020</td>\n",
+       "      <td>MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121) ...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, EAL4+]</td>\n",
+       "      <td>2020-12-18</td>\n",
+       "      <td>2025-12-18</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1040-2019, BSI-DSZ-CC-1147-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-1034-2019, BSI-DSZ-CC-1147-2020, B...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL6+': 1, 'EAL5+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dc45c7a6ef17f8b5</th>\n",
+       "      <td>BSI-DSZ-CC-1161-2020</td>\n",
+       "      <td>Bundesdruckerei Document Application with tamp...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Bundesdruckerei GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[EAL3]</td>\n",
+       "      <td>2020-12-11</td>\n",
+       "      <td>2025-12-10</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1125-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-1125-2019}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL3</td>\n",
+       "      <td>{'EAL3': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15d68159595eae09</th>\n",
+       "      <td>BSI-DSZ-CC-0782-V5-2020</td>\n",
+       "      <td>Infineon Security Controller M7892 B11 with op...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Infineon Technologies AG</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, EAL6+]</td>\n",
+       "      <td>2020-11-26</td>\n",
+       "      <td>2025-11-26</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-0782-V4-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0782-2012, BSI-DSZ-CC-0782-V2, BSI...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL6+</td>\n",
+       "      <td>{'EAL6+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>424f6d496746258b</th>\n",
+       "      <td>BSI-DSZ-CC-1064-2020</td>\n",
+       "      <td>MTCOS Pro 2.5 EAC with PACE / ST31G480 D01</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL5+]</td>\n",
+       "      <td>2020-09-29</td>\n",
+       "      <td>2025-09-29</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-1065-2020]</td>\n",
+       "      <td>{BSI-DSZ-CC-1065-2020}</td>\n",
+       "      <td>{ANSSI-CC-2019/12, BSI-DSZ-CC-0995-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL5+</td>\n",
+       "      <td>{'EAL5+': 2}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>b8437dbfeeaf0f04</th>\n",
+       "      <td>BSI-DSZ-CC-1065-2020</td>\n",
+       "      <td>MTCOS Pro 2.5 EAC with PACE / ST31G480 D01 (BAC)</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, EAL4+]</td>\n",
+       "      <td>2020-09-29</td>\n",
+       "      <td>2025-09-29</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{ANSSI-CC-2019/12, BSI-DSZ-CC-1064-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL5+': 2}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>90c290ed4ded479d</th>\n",
+       "      <td>BSI-DSZ-CC-0961-V5-2020</td>\n",
+       "      <td>Infineon smart card IC (Security Controller) I...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Infineon Technologies AG</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, EAL6+]</td>\n",
+       "      <td>2020-09-02</td>\n",
+       "      <td>2025-09-02</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-0961-V4-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-0961-V4-2019, BSI-DSZ-CC-0891-2015...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL6+</td>\n",
+       "      <td>{'EAL6+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>05a8a84b60a30ceb</th>\n",
+       "      <td>BSI-DSZ-CC-1076-2020</td>\n",
+       "      <td>STARCOS 3.7 ID eAT BAC C1, STARCOS 3.7 ID ePas...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>G+D Mobile Security GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, EAL4+]</td>\n",
+       "      <td>2020-08-18</td>\n",
+       "      <td>2025-08-18</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1110-V3-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-1110-V3-2020}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL5+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>598b6c745cdcd404</th>\n",
+       "      <td>BSI-DSZ-CC-1077-2020</td>\n",
+       "      <td>STARCOS 3.7 ID ePA C1, STARCOS 3.7 ID eAT C1, ...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>G+D Mobile Security GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, ATE_DPT.2, AVA_VAN.5, EAL4+]</td>\n",
+       "      <td>2020-08-05</td>\n",
+       "      <td>2025-08-05</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1110-V3-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-1110-V3-2020}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL5+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>96d69242a699323d</th>\n",
+       "      <td>BSI-DSZ-CC-1098-2020</td>\n",
+       "      <td>IDEMIA_HC_Germany_NEO_G2.1_COS, V1</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>IDEMIA Germany GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, ATE_DPT.2, AVA_VAN.5, EAL4+]</td>\n",
+       "      <td>2020-07-30</td>\n",
+       "      <td>2025-07-30</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1110-V3-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-1110-V3-2020}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL5+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4832a44c0df0bad2</th>\n",
+       "      <td>BSI-DSZ-CC-1074-V2-2020</td>\n",
+       "      <td>Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, EAL4+]</td>\n",
+       "      <td>2020-07-30</td>\n",
+       "      <td>2025-07-30</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>{BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL5+': 1, 'EAL4+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7f9eb1b8217d15ad</th>\n",
+       "      <td>BSI-DSZ-CC-1073-V2-2020</td>\n",
+       "      <td>Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>MaskTech International GmbH</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL4+]</td>\n",
+       "      <td>2020-07-30</td>\n",
+       "      <td>2025-07-30</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>{BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "      <td>{'EAL5+': 1, 'EAL4+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>59b026d889aa0309</th>\n",
+       "      <td>BSI-DSZ-CC-1025-V3-2020</td>\n",
+       "      <td>Infineon smart card IC (Security Controller) I...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Infineon Technologies AG</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, EAL6+]</td>\n",
+       "      <td>2020-07-24</td>\n",
+       "      <td>2025-07-24</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1025-V2-2019}</td>\n",
+       "      <td>{BSI-DSZ-CC-1025-2018, BSI-DSZ-CC-1025-V2-2019}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL6+</td>\n",
+       "      <td>{'EAL6+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>87286bdc06061018</th>\n",
+       "      <td>BSI-DSZ-CC-0827-V8-2020</td>\n",
+       "      <td>Infineon Technologies Smart Card IC (Security ...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Infineon Technologies AG</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL5+]</td>\n",
+       "      <td>2020-07-06</td>\n",
+       "      <td>2025-07-06</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>[BSI-DSZ-CC-1158-2020]</td>\n",
+       "      <td>{BSI-DSZ-CC-1158-2020}</td>\n",
+       "      <td>{BSI-DSZ-CC-0827-V7-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0827-V6-2017, BSI-DSZ-CC-0827-V3-2...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL5+</td>\n",
+       "      <td>{'EAL5+': 1}</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4750f5114dcaa60d</th>\n",
+       "      <td>BSI-DSZ-CC-1105-2020</td>\n",
+       "      <td>Infineon Security Controller M7892 Design Step...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Infineon Technologies AG</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, EAL6+]</td>\n",
+       "      <td>2020-06-30</td>\n",
+       "      <td>2025-06-30</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-0891-V4-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0891-V4-2018}</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL6+</td>\n",
+       "      <td>{}</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>20 rows × 24 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  cert_id  \\\n",
+       "dgst                                        \n",
+       "98c1ac41aedcdae2     BSI-DSZ-CC-1142-2020   \n",
+       "0eff4063e68d7cd6     BSI-DSZ-CC-0823-2014   \n",
+       "e62f50581d828477  BSI-DSZ-CC-0519-V3-2021   \n",
+       "6a5cb89e80f86ce9  BSI-DSZ-CC-0977-V3-2021   \n",
+       "41fb9717f70d3037  BSI-DSZ-CC-1052-V3-2021   \n",
+       "cc533c087f06ad0d     BSI-DSZ-CC-1147-2020   \n",
+       "a69ec271f8651d1b     BSI-DSZ-CC-1148-2020   \n",
+       "dc45c7a6ef17f8b5     BSI-DSZ-CC-1161-2020   \n",
+       "15d68159595eae09  BSI-DSZ-CC-0782-V5-2020   \n",
+       "424f6d496746258b     BSI-DSZ-CC-1064-2020   \n",
+       "b8437dbfeeaf0f04     BSI-DSZ-CC-1065-2020   \n",
+       "90c290ed4ded479d  BSI-DSZ-CC-0961-V5-2020   \n",
+       "05a8a84b60a30ceb     BSI-DSZ-CC-1076-2020   \n",
+       "598b6c745cdcd404     BSI-DSZ-CC-1077-2020   \n",
+       "96d69242a699323d     BSI-DSZ-CC-1098-2020   \n",
+       "4832a44c0df0bad2  BSI-DSZ-CC-1074-V2-2020   \n",
+       "7f9eb1b8217d15ad  BSI-DSZ-CC-1073-V2-2020   \n",
+       "59b026d889aa0309  BSI-DSZ-CC-1025-V3-2020   \n",
+       "87286bdc06061018  BSI-DSZ-CC-0827-V8-2020   \n",
+       "4750f5114dcaa60d     BSI-DSZ-CC-1105-2020   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "98c1ac41aedcdae2                                     genuscreen 7.0  active   \n",
+       "0eff4063e68d7cd6                                     genuscreen 4.0  active   \n",
+       "e62f50581d828477               ORGA 6141 online Version 3.7.2:1.2.0  active   \n",
+       "6a5cb89e80f86ce9  NXP Secure Smart Card Controller N7021 VA incl...  active   \n",
+       "41fb9717f70d3037                                RISE Konnektor V3.0  active   \n",
+       "cc533c087f06ad0d      MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121)  active   \n",
+       "a69ec271f8651d1b  MTCOS Pro 2.5 EAC with PACE / P71D352 (N7121) ...  active   \n",
+       "dc45c7a6ef17f8b5  Bundesdruckerei Document Application with tamp...  active   \n",
+       "15d68159595eae09  Infineon Security Controller M7892 B11 with op...  active   \n",
+       "424f6d496746258b         MTCOS Pro 2.5 EAC with PACE / ST31G480 D01  active   \n",
+       "b8437dbfeeaf0f04   MTCOS Pro 2.5 EAC with PACE / ST31G480 D01 (BAC)  active   \n",
+       "90c290ed4ded479d  Infineon smart card IC (Security Controller) I...  active   \n",
+       "05a8a84b60a30ceb  STARCOS 3.7 ID eAT BAC C1, STARCOS 3.7 ID ePas...  active   \n",
+       "598b6c745cdcd404  STARCOS 3.7 ID ePA C1, STARCOS 3.7 ID eAT C1, ...  active   \n",
+       "96d69242a699323d                 IDEMIA_HC_Germany_NEO_G2.1_COS, V1  active   \n",
+       "4832a44c0df0bad2  Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...  active   \n",
+       "7f9eb1b8217d15ad  Xaica-Alpha PLUS ePassport on MTCOS Pro 2.5 wi...  active   \n",
+       "59b026d889aa0309  Infineon smart card IC (Security Controller) I...  active   \n",
+       "87286bdc06061018  Infineon Technologies Smart Card IC (Security ...  active   \n",
+       "4750f5114dcaa60d  Infineon Security Controller M7892 Design Step...  active   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "98c1ac41aedcdae2            Boundary Protection Devices and Systems   \n",
+       "0eff4063e68d7cd6            Boundary Protection Devices and Systems   \n",
+       "e62f50581d828477  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "6a5cb89e80f86ce9  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "41fb9717f70d3037  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "cc533c087f06ad0d  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "a69ec271f8651d1b  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "dc45c7a6ef17f8b5  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "15d68159595eae09  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "424f6d496746258b  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "b8437dbfeeaf0f04  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "90c290ed4ded479d  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "05a8a84b60a30ceb  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "598b6c745cdcd404  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "96d69242a699323d  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "4832a44c0df0bad2  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "7f9eb1b8217d15ad  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "59b026d889aa0309  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "87286bdc06061018  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "4750f5114dcaa60d  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                                                       manufacturer scheme  \\\n",
+       "dgst                                                                         \n",
+       "98c1ac41aedcdae2                                         genua GmbH     DE   \n",
+       "0eff4063e68d7cd6                                          GeNUA mbH     DE   \n",
+       "e62f50581d828477                           Ingenico Healthcare GmbH     DE   \n",
+       "6a5cb89e80f86ce9                    NXP Semiconductors Germany GmbH     DE   \n",
+       "41fb9717f70d3037  Research Industrial Systems Engineering (RISE)...     DE   \n",
+       "cc533c087f06ad0d                        MaskTech International GmbH     DE   \n",
+       "a69ec271f8651d1b                        MaskTech International GmbH     DE   \n",
+       "dc45c7a6ef17f8b5                               Bundesdruckerei GmbH     DE   \n",
+       "15d68159595eae09                           Infineon Technologies AG     DE   \n",
+       "424f6d496746258b                        MaskTech International GmbH     DE   \n",
+       "b8437dbfeeaf0f04                        MaskTech International GmbH     DE   \n",
+       "90c290ed4ded479d                           Infineon Technologies AG     DE   \n",
+       "05a8a84b60a30ceb                           G+D Mobile Security GmbH     DE   \n",
+       "598b6c745cdcd404                           G+D Mobile Security GmbH     DE   \n",
+       "96d69242a699323d                                IDEMIA Germany GmbH     DE   \n",
+       "4832a44c0df0bad2                        MaskTech International GmbH     DE   \n",
+       "7f9eb1b8217d15ad                        MaskTech International GmbH     DE   \n",
+       "59b026d889aa0309                           Infineon Technologies AG     DE   \n",
+       "87286bdc06061018                           Infineon Technologies AG     DE   \n",
+       "4750f5114dcaa60d                           Infineon Technologies AG     DE   \n",
+       "\n",
+       "                                                     security_level  \\\n",
+       "dgst                                                                  \n",
+       "98c1ac41aedcdae2           [ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]   \n",
+       "0eff4063e68d7cd6           [ALC_FLR.2, ASE_TSS.2, AVA_VAN.4, EAL4+]   \n",
+       "e62f50581d828477  [ADV_FSP.4, ADV_IMP.1, ADV_TDS.3, ALC_TAT.1, A...   \n",
+       "6a5cb89e80f86ce9                      [ALC_FLR.1, ASE_TSS.2, EAL6+]   \n",
+       "41fb9717f70d3037  [ADV_FSP.4, ADV_INT.1, ADV_TDS.3, ALC_FLR.2, A...   \n",
+       "cc533c087f06ad0d                      [ALC_DVS.2, AVA_VAN.5, EAL5+]   \n",
+       "a69ec271f8651d1b                                 [ALC_DVS.2, EAL4+]   \n",
+       "dc45c7a6ef17f8b5                                             [EAL3]   \n",
+       "15d68159595eae09                                 [ALC_FLR.1, EAL6+]   \n",
+       "424f6d496746258b                      [ALC_DVS.2, AVA_VAN.5, EAL5+]   \n",
+       "b8437dbfeeaf0f04                                 [ALC_DVS.2, EAL4+]   \n",
+       "90c290ed4ded479d                                 [ALC_FLR.1, EAL6+]   \n",
+       "05a8a84b60a30ceb                                 [ALC_DVS.2, EAL4+]   \n",
+       "598b6c745cdcd404           [ALC_DVS.2, ATE_DPT.2, AVA_VAN.5, EAL4+]   \n",
+       "96d69242a699323d           [ALC_DVS.2, ATE_DPT.2, AVA_VAN.5, EAL4+]   \n",
+       "4832a44c0df0bad2                                 [ALC_DVS.2, EAL4+]   \n",
+       "7f9eb1b8217d15ad                      [ALC_DVS.2, AVA_VAN.5, EAL4+]   \n",
+       "59b026d889aa0309                                 [ALC_FLR.1, EAL6+]   \n",
+       "87286bdc06061018                      [ALC_DVS.2, AVA_VAN.5, EAL5+]   \n",
+       "4750f5114dcaa60d                                 [ALC_FLR.1, EAL6+]   \n",
+       "\n",
+       "                 not_valid_before not_valid_after  \\\n",
+       "dgst                                                \n",
+       "98c1ac41aedcdae2       2020-08-18      2025-08-17   \n",
+       "0eff4063e68d7cd6       2014-10-29             NaT   \n",
+       "e62f50581d828477       2021-03-22      2026-03-22   \n",
+       "6a5cb89e80f86ce9       2021-02-24      2026-02-24   \n",
+       "41fb9717f70d3037       2021-02-22      2026-03-21   \n",
+       "cc533c087f06ad0d       2020-12-18      2025-12-18   \n",
+       "a69ec271f8651d1b       2020-12-18      2025-12-18   \n",
+       "dc45c7a6ef17f8b5       2020-12-11      2025-12-10   \n",
+       "15d68159595eae09       2020-11-26      2025-11-26   \n",
+       "424f6d496746258b       2020-09-29      2025-09-29   \n",
+       "b8437dbfeeaf0f04       2020-09-29      2025-09-29   \n",
+       "90c290ed4ded479d       2020-09-02      2025-09-02   \n",
+       "05a8a84b60a30ceb       2020-08-18      2025-08-18   \n",
+       "598b6c745cdcd404       2020-08-05      2025-08-05   \n",
+       "96d69242a699323d       2020-07-30      2025-07-30   \n",
+       "4832a44c0df0bad2       2020-07-30      2025-07-30   \n",
+       "7f9eb1b8217d15ad       2020-07-30      2025-07-30   \n",
+       "59b026d889aa0309       2020-07-24      2025-07-24   \n",
+       "87286bdc06061018       2020-07-06      2025-07-06   \n",
+       "4750f5114dcaa60d       2020-06-30      2025-06-30   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "98c1ac41aedcdae2  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "0eff4063e68d7cd6  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "e62f50581d828477  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "6a5cb89e80f86ce9  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "41fb9717f70d3037  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "cc533c087f06ad0d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "a69ec271f8651d1b  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "dc45c7a6ef17f8b5  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "15d68159595eae09  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "424f6d496746258b  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "b8437dbfeeaf0f04  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "90c290ed4ded479d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "05a8a84b60a30ceb  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "598b6c745cdcd404  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "96d69242a699323d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "4832a44c0df0bad2  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "7f9eb1b8217d15ad  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "59b026d889aa0309  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "87286bdc06061018  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "4750f5114dcaa60d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 verified_cpe_matches related_cves    directly_affected_by  \\\n",
+       "dgst                                                                         \n",
+       "98c1ac41aedcdae2                  NaN          NaN                     NaN   \n",
+       "0eff4063e68d7cd6                  NaN          NaN  [BSI-DSZ-CC-0966-2015]   \n",
+       "e62f50581d828477                  NaN          NaN                     NaN   \n",
+       "6a5cb89e80f86ce9                  NaN          NaN                     NaN   \n",
+       "41fb9717f70d3037                  NaN          NaN                     NaN   \n",
+       "cc533c087f06ad0d                  NaN          NaN  [BSI-DSZ-CC-1148-2020]   \n",
+       "a69ec271f8651d1b                  NaN          NaN                     NaN   \n",
+       "dc45c7a6ef17f8b5                  NaN          NaN                     NaN   \n",
+       "15d68159595eae09                  NaN          NaN                     NaN   \n",
+       "424f6d496746258b                  NaN          NaN  [BSI-DSZ-CC-1065-2020]   \n",
+       "b8437dbfeeaf0f04                  NaN          NaN                     NaN   \n",
+       "90c290ed4ded479d                  NaN          NaN                     NaN   \n",
+       "05a8a84b60a30ceb                  NaN          NaN                     NaN   \n",
+       "598b6c745cdcd404                  NaN          NaN                     NaN   \n",
+       "96d69242a699323d                  NaN          NaN                     NaN   \n",
+       "4832a44c0df0bad2                  NaN          NaN                     NaN   \n",
+       "7f9eb1b8217d15ad                  NaN          NaN                     NaN   \n",
+       "59b026d889aa0309                  NaN          NaN                     NaN   \n",
+       "87286bdc06061018                  NaN          NaN  [BSI-DSZ-CC-1158-2020]   \n",
+       "4750f5114dcaa60d                  NaN          NaN                     NaN   \n",
+       "\n",
+       "                  indirectly_affected_by  \\\n",
+       "dgst                                       \n",
+       "98c1ac41aedcdae2                     NaN   \n",
+       "0eff4063e68d7cd6  {BSI-DSZ-CC-0966-2015}   \n",
+       "e62f50581d828477                     NaN   \n",
+       "6a5cb89e80f86ce9                     NaN   \n",
+       "41fb9717f70d3037                     NaN   \n",
+       "cc533c087f06ad0d  {BSI-DSZ-CC-1148-2020}   \n",
+       "a69ec271f8651d1b                     NaN   \n",
+       "dc45c7a6ef17f8b5                     NaN   \n",
+       "15d68159595eae09                     NaN   \n",
+       "424f6d496746258b  {BSI-DSZ-CC-1065-2020}   \n",
+       "b8437dbfeeaf0f04                     NaN   \n",
+       "90c290ed4ded479d                     NaN   \n",
+       "05a8a84b60a30ceb                     NaN   \n",
+       "598b6c745cdcd404                     NaN   \n",
+       "96d69242a699323d                     NaN   \n",
+       "4832a44c0df0bad2                     NaN   \n",
+       "7f9eb1b8217d15ad                     NaN   \n",
+       "59b026d889aa0309                     NaN   \n",
+       "87286bdc06061018  {BSI-DSZ-CC-1158-2020}   \n",
+       "4750f5114dcaa60d                     NaN   \n",
+       "\n",
+       "                                                 directly_affecting  \\\n",
+       "dgst                                                                  \n",
+       "98c1ac41aedcdae2                             {BSI-DSZ-CC-1085-2019}   \n",
+       "0eff4063e68d7cd6                             {BSI-DSZ-CC-0565-2009}   \n",
+       "e62f50581d828477                          {BSI-DSZ-CC-0519-V2-2018}   \n",
+       "6a5cb89e80f86ce9      {BSI-DSZ-CC-0977-V3, BSI-DSZ-CC-0977-V2-2019}   \n",
+       "41fb9717f70d3037      {BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V3}   \n",
+       "cc533c087f06ad0d       {BSI-DSZ-CC-1033-2019, BSI-DSZ-CC-1040-2019}   \n",
+       "a69ec271f8651d1b       {BSI-DSZ-CC-1040-2019, BSI-DSZ-CC-1147-2020}   \n",
+       "dc45c7a6ef17f8b5                             {BSI-DSZ-CC-1125-2019}   \n",
+       "15d68159595eae09                          {BSI-DSZ-CC-0782-V4-2018}   \n",
+       "424f6d496746258b           {ANSSI-CC-2019/12, BSI-DSZ-CC-0995-2018}   \n",
+       "b8437dbfeeaf0f04           {ANSSI-CC-2019/12, BSI-DSZ-CC-1064-2020}   \n",
+       "90c290ed4ded479d                          {BSI-DSZ-CC-0961-V4-2019}   \n",
+       "05a8a84b60a30ceb                          {BSI-DSZ-CC-1110-V3-2020}   \n",
+       "598b6c745cdcd404                          {BSI-DSZ-CC-1110-V3-2020}   \n",
+       "96d69242a699323d                          {BSI-DSZ-CC-1110-V3-2020}   \n",
+       "4832a44c0df0bad2  {BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "7f9eb1b8217d15ad  {BSI-DSZ-CC-1074-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "59b026d889aa0309                          {BSI-DSZ-CC-1025-V2-2019}   \n",
+       "87286bdc06061018                          {BSI-DSZ-CC-0827-V7-2018}   \n",
+       "4750f5114dcaa60d                          {BSI-DSZ-CC-0891-V4-2018}   \n",
+       "\n",
+       "                                               indirectly_affecting  \\\n",
+       "dgst                                                                  \n",
+       "98c1ac41aedcdae2                             {BSI-DSZ-CC-1085-2019}   \n",
+       "0eff4063e68d7cd6       {BSI-DSZ-CC-0565-2009, BSI-DSZ-CC-0382-2007}   \n",
+       "e62f50581d828477                          {BSI-DSZ-CC-0519-V2-2018}   \n",
+       "6a5cb89e80f86ce9  {BSI-DSZ-CC-0977-2017, BSI-DSZ-CC-0977-V3, BSI...   \n",
+       "41fb9717f70d3037  {BSI-DSZ-CC-1052-V2-2020, BSI-DSZ-CC-1052-V2, ...   \n",
+       "cc533c087f06ad0d  {BSI-DSZ-CC-1034-2019, BSI-DSZ-CC-1040-2019, B...   \n",
+       "a69ec271f8651d1b  {BSI-DSZ-CC-1034-2019, BSI-DSZ-CC-1147-2020, B...   \n",
+       "dc45c7a6ef17f8b5                             {BSI-DSZ-CC-1125-2019}   \n",
+       "15d68159595eae09  {BSI-DSZ-CC-0782-2012, BSI-DSZ-CC-0782-V2, BSI...   \n",
+       "424f6d496746258b  {BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...   \n",
+       "b8437dbfeeaf0f04  {BSI-DSZ-CC-0973-2016, ANSSI-CC-2019/12, BSI-D...   \n",
+       "90c290ed4ded479d  {BSI-DSZ-CC-0961-V4-2019, BSI-DSZ-CC-0891-2015...   \n",
+       "05a8a84b60a30ceb                          {BSI-DSZ-CC-1110-V3-2020}   \n",
+       "598b6c745cdcd404                          {BSI-DSZ-CC-1110-V3-2020}   \n",
+       "96d69242a699323d                          {BSI-DSZ-CC-1110-V3-2020}   \n",
+       "4832a44c0df0bad2  {BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "7f9eb1b8217d15ad  {BSI-DSZ-CC-1073-V2, ANSSI-CC-2019/12, BSI-DSZ...   \n",
+       "59b026d889aa0309    {BSI-DSZ-CC-1025-2018, BSI-DSZ-CC-1025-V2-2019}   \n",
+       "87286bdc06061018  {BSI-DSZ-CC-0827-V6-2017, BSI-DSZ-CC-0827-V3-2...   \n",
+       "4750f5114dcaa60d                          {BSI-DSZ-CC-0891-V4-2018}   \n",
+       "\n",
+       "                 is_bsi_cert is_anssi_cert highest_security_level  \\\n",
+       "dgst                                                                \n",
+       "98c1ac41aedcdae2        True         False                  EAL4+   \n",
+       "0eff4063e68d7cd6        True         False                  EAL4+   \n",
+       "e62f50581d828477        True         False                  EAL3+   \n",
+       "6a5cb89e80f86ce9        True         False                  EAL6+   \n",
+       "41fb9717f70d3037        True         False                  EAL3+   \n",
+       "cc533c087f06ad0d        True         False                  EAL5+   \n",
+       "a69ec271f8651d1b        True         False                  EAL4+   \n",
+       "dc45c7a6ef17f8b5        True         False                   EAL3   \n",
+       "15d68159595eae09        True         False                  EAL6+   \n",
+       "424f6d496746258b        True         False                  EAL5+   \n",
+       "b8437dbfeeaf0f04        True         False                  EAL4+   \n",
+       "90c290ed4ded479d        True         False                  EAL6+   \n",
+       "05a8a84b60a30ceb        True         False                  EAL4+   \n",
+       "598b6c745cdcd404        True         False                  EAL4+   \n",
+       "96d69242a699323d        True         False                  EAL4+   \n",
+       "4832a44c0df0bad2        True         False                  EAL4+   \n",
+       "7f9eb1b8217d15ad        True         False                  EAL4+   \n",
+       "59b026d889aa0309        True         False                  EAL6+   \n",
+       "87286bdc06061018        True         False                  EAL5+   \n",
+       "4750f5114dcaa60d        True         False                  EAL6+   \n",
+       "\n",
+       "                 affecting_security_levels  \n",
+       "dgst                                        \n",
+       "98c1ac41aedcdae2                        {}  \n",
+       "0eff4063e68d7cd6              {'EAL4+': 1}  \n",
+       "e62f50581d828477                        {}  \n",
+       "6a5cb89e80f86ce9              {'EAL6+': 1}  \n",
+       "41fb9717f70d3037               {'EAL3': 1}  \n",
+       "cc533c087f06ad0d  {'EAL5+': 1, 'EAL6+': 1}  \n",
+       "a69ec271f8651d1b  {'EAL6+': 1, 'EAL5+': 1}  \n",
+       "dc45c7a6ef17f8b5               {'EAL3': 1}  \n",
+       "15d68159595eae09              {'EAL6+': 1}  \n",
+       "424f6d496746258b              {'EAL5+': 2}  \n",
+       "b8437dbfeeaf0f04              {'EAL5+': 2}  \n",
+       "90c290ed4ded479d              {'EAL6+': 1}  \n",
+       "05a8a84b60a30ceb              {'EAL5+': 1}  \n",
+       "598b6c745cdcd404              {'EAL5+': 1}  \n",
+       "96d69242a699323d              {'EAL5+': 1}  \n",
+       "4832a44c0df0bad2  {'EAL5+': 1, 'EAL4+': 1}  \n",
+       "7f9eb1b8217d15ad  {'EAL5+': 1, 'EAL4+': 1}  \n",
+       "59b026d889aa0309              {'EAL6+': 1}  \n",
+       "87286bdc06061018              {'EAL5+': 1}  \n",
+       "4750f5114dcaa60d                        {}  \n",
+       "\n",
+       "[20 rows x 24 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "from typing import Dict\n",
+    "\n",
+    "def get_cert_id_security_level(cert_id: str) -> str:\n",
+    "    cert_id_df = df[df[\"cert_id\"] == cert_id]\n",
+    "    \n",
+    "    if cert_id_df.empty:  # we do not have record in main dset for this cert_id\n",
+    "        return None\n",
+    "    \n",
+    "    return cert_id_df.iloc[0][\"highest_security_level\"]\n",
+    "\n",
+    "\n",
+    "def get_levels_of_affected_certs(affected_certs: Set[str]) -> Dict[str, int]:\n",
+    "    result = {}\n",
+    "    \n",
+    "    for affected_cert_id in affected_certs:\n",
+    "        security_level = get_cert_id_security_level(affected_cert_id)\n",
+    "        \n",
+    "        if security_level is None:  # cert_id does not follow condition for levels_df\n",
+    "            continue\n",
+    "            \n",
+    "        result[security_level] = result.get(security_level, 0) + 1\n",
+    "        \n",
+    "    return result\n",
+    "        \n",
+    "\n",
+    "levels_df[\"affecting_security_levels\"] = levels_df[\"directly_affecting\"].apply(get_levels_of_affected_certs)\n",
+    "levels_df.head(20)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 28,
+   "id": "79b1d0da",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Certs with security level EAL1 are directly affecting other certificates with levels: {'EAL4+': 1}\n",
+      "Certs with security level EAL1+ are directly affecting other certificates with levels: {}\n",
+      "Certs with security level EAL2 are directly affecting other certificates with levels: {'EAL2': 4, 'EAL4+': 1}\n",
+      "Certs with security level EAL2+ are directly affecting other certificates with levels: {'EAL2+': 8}\n",
+      "Certs with security level EAL3 are directly affecting other certificates with levels: {'EAL3': 8, 'EAL5+': 1}\n",
+      "Certs with security level EAL3+ are directly affecting other certificates with levels: {'EAL3': 1, 'EAL3+': 14}\n",
+      "Certs with security level EAL4 are directly affecting other certificates with levels: {'EAL5+': 1, 'EAL4+': 5, 'EAL4': 3, 'EAL6+': 1}\n",
+      "Certs with security level EAL4+ are directly affecting other certificates with levels: {'EAL4+': 274, 'EAL6+': 41, 'EAL5+': 238, 'EAL4': 2, 'EAL3+': 3}\n",
+      "Certs with security level EAL5 are directly affecting other certificates with levels: {'EAL5+': 1, 'EAL5': 3, 'EAL4+': 1}\n",
+      "Certs with security level EAL5+ are directly affecting other certificates with levels: {'EAL5+': 187, 'EAL6+': 34, 'EAL4+': 44}\n",
+      "Certs with security level EAL6+ are directly affecting other certificates with levels: {'EAL6+': 38, 'EAL5+': 6, 'EAL4+': 5}\n",
+      "Certs with security level EAL7 are directly affecting other certificates with levels: {}\n",
+      "Certs with security level EAL7+ are directly affecting other certificates with levels: {}\n"
+     ]
+    }
+   ],
+   "source": [
+    "result = {}\n",
+    "\n",
+    "for security_level in eals:\n",
+    "    security_level_list = []\n",
+    "    counter = collections.Counter()\n",
+    "    security_level_df = levels_df[levels_df[\"highest_security_level\"] == security_level][\"affecting_security_levels\"]\n",
+    "    \n",
+    "    for security_dict in security_level_df:\n",
+    "        counter.update(security_dict)\n",
+    "                \n",
+    "    print(f\"Certs with security level {security_level} are directly affecting other certificates with levels: {dict(counter)}\")\n",
+    "        \n",
+    "    result[security_level] = counter"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "id": "e3701a93",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 21.5, 'Security levels affected by specific security level')"
+      ]
+     },
+     "execution_count": 29,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10,5))\n",
+    "plt.rcParams.update({'font.size': 20})\n",
+    "heatmap_result = []\n",
+    "\n",
+    "\n",
+    "for security_level, counter in result.items():\n",
+    "    security_level_list = []\n",
+    "    for security_level_key in eals:\n",
+    "        security_level_list.append(counter.get(security_level_key, 0))\n",
+    "    \n",
+    "    heatmap_result.append(security_level_list)\n",
+    "    \n",
+    "sns.set(style=\"whitegrid\")\n",
+    "ax = sns.heatmap(heatmap_result, xticklabels=eals, yticklabels=eals,cmap=\"Greens\").set_title(\"Archived certs vs. active certs\")\n",
+    "plt.ylabel(\"Specific security level\")\n",
+    "plt.xlabel(\"Security levels affected by specific security level\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6403ed38",
+   "metadata": {},
+   "source": [
+    "### Basic Analysis of most common category"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 30,
+   "id": "ab4ed23d",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are total 1488 rows ICs, Smart Cards and Smart Card-Related Devices and Systems category.\n"
+     ]
+    }
+   ],
+   "source": [
+    "cards_df = df[df[\"category\"] == \"ICs, Smart Cards and Smart Card-Related Devices and Systems\"]\n",
+    "print(f\"There are total {cards_df.shape[0]} rows ICs, Smart Cards and Smart Card-Related Devices and Systems category.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "39cfb0e3",
+   "metadata": {},
+   "source": [
+    "#### How many certificates are active/archived"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "cc6bb09a",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There are total 924 archived records among smart-cards\n",
+      "There are total 564 active records among smart-cards\n"
+     ]
+    }
+   ],
+   "source": [
+    "total_archived_certs = sum(cards_df[\"status\"] == \"archived\")\n",
+    "total_active_certs = sum(cards_df[\"status\"] == \"active\")\n",
+    "\n",
+    "print(f\"There are total {total_archived_certs} archived records among smart-cards\")\n",
+    "print(f\"There are total {total_active_certs} active records among smart-cards\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "72f3db18",
+   "metadata": {},
+   "source": [
+    "#### Which manufacturer is the most common in this category?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "1982c2a3",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The most common manufacturer in smart cards category is: Infineon Technologies AG\n"
+     ]
+    }
+   ],
+   "source": [
+    "most_common_smart_card_manufacturer = cards_df[\"manufacturer\"].value_counts().index[0]\n",
+    "print(f\"The most common manufacturer in smart cards category is: {most_common_smart_card_manufacturer}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "22cd65ee",
+   "metadata": {},
+   "source": [
+    "#### Analysis of security levels of smart-cards"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "d47c6bd5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Most common security level among smart-cards is EAL5+ with 671 occurences.\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The most common security level among smart-cards\n",
+    "most_common_sec_level = cards_df[\"highest_security_level\"].value_counts().index[0]\n",
+    "sec_level_amount = cards_df[\"highest_security_level\"].value_counts()[0]\n",
+    "\n",
+    "print(f\"Most common security level among smart-cards is {most_common_sec_level} with {sec_level_amount} occurences.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "581fc32b",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Lowest security level among smart cards in dataset: EAL1+\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The lowest common security level achieved in dataset\n",
+    "security_level_occurences = cards_df[\"highest_security_level\"].value_counts()\n",
+    "filtered_sec_levels = [sec_level for sec_level, count in security_level_occurences.items() if count > 0]\n",
+    "level_numbers = {x: y for x, y in zip(eals, range(len(eals)))}\n",
+    "\n",
+    "lowest_smart_card_security_level = None\n",
+    "lowest_security_level_int = None\n",
+    "\n",
+    "for sec_level in filtered_sec_levels:\n",
+    "    if lowest_security_level_int is None:\n",
+    "        lowest_security_level_int = level_numbers[sec_level]\n",
+    "        lowest_smart_card_security_level = sec_level\n",
+    "    \n",
+    "    if level_numbers[sec_level] < lowest_security_level_int:\n",
+    "        lowest_security_level_int = level_numbers[sec_level]\n",
+    "        lowest_smart_card_security_level = sec_level\n",
+    "        \n",
+    "print(f\"Lowest security level among smart cards in dataset: {lowest_smart_card_security_level}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "022402ff",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Highest security level among smart cards in dataset: EAL7\n"
+     ]
+    }
+   ],
+   "source": [
+    "# The highest common security level in smart-card dataset\n",
+    "highest_smart_card_security_level = None\n",
+    "highest_security_level_int = None\n",
+    "\n",
+    "for sec_level in filtered_sec_levels:\n",
+    "    if highest_security_level_int is None:\n",
+    "        highest_security_level_int = level_numbers[sec_level]\n",
+    "        highest_smart_card_security_level = sec_level\n",
+    "    \n",
+    "    if level_numbers[sec_level] > highest_security_level_int:\n",
+    "        highest_security_level_int = level_numbers[sec_level]\n",
+    "        highest_smart_card_security_level = sec_level\n",
+    "        \n",
+    "print(f\"Highest security level among smart cards in dataset: {highest_smart_card_security_level}\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d91f895",
+   "metadata": {},
+   "source": [
+    "#### View data with lowest security level (EAL1+)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 36,
+   "id": "2d6a8849",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
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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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "      <th>highest_security_level</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>be0806db6fd6bbe8</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>ATMEL AT90SC6464C Integrated circuit (referenc...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>ATMEL Smart Card ICs</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[AVA_VLA.2, EAL1+]</td>\n",
+       "      <td>2001-01-01</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL1+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1a95d138ccc7814a</th>\n",
+       "      <td>Rapport de certification 2001/16</td>\n",
+       "      <td>CT2000 embedded Component (reference ST16RFHD5...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>ASK</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[AVA_VLA.2, EAL1+]</td>\n",
+       "      <td>2001-01-01</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL1+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35ac4cfd1f62df75</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>M/Chip Select v2.0.5.2 Application</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Mondex International Ltd</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[AVA_VLA.2, EAL1+]</td>\n",
+       "      <td>2001-01-01</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL1+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7c062b969e50e2af</th>\n",
+       "      <td>Rapport de certification 2001/20</td>\n",
+       "      <td>MODEUS electronic purse : MODEUS carrier card ...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>ASK, CP8, STMicroelectronics</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[AVA_VLA.2, EAL1+]</td>\n",
+       "      <td>2001-01-01</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL1+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>f66157c81ab85729</th>\n",
+       "      <td>Rapport de certification 2001/03</td>\n",
+       "      <td>Oberthur B0' application v1.0.1 and GemClub v1...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Oberthur Card Systems, Gemplus, Trusted Logic</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[AVA_VLA.2, EAL1+]</td>\n",
+       "      <td>2001-01-01</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL1+</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                           cert_id  \\\n",
+       "dgst                                                 \n",
+       "be0806db6fd6bbe8                               NaN   \n",
+       "1a95d138ccc7814a  Rapport de certification 2001/16   \n",
+       "35ac4cfd1f62df75                               NaN   \n",
+       "7c062b969e50e2af  Rapport de certification 2001/20   \n",
+       "f66157c81ab85729  Rapport de certification 2001/03   \n",
+       "\n",
+       "                                                               name    status  \\\n",
+       "dgst                                                                            \n",
+       "be0806db6fd6bbe8  ATMEL AT90SC6464C Integrated circuit (referenc...  archived   \n",
+       "1a95d138ccc7814a  CT2000 embedded Component (reference ST16RFHD5...  archived   \n",
+       "35ac4cfd1f62df75                 M/Chip Select v2.0.5.2 Application  archived   \n",
+       "7c062b969e50e2af  MODEUS electronic purse : MODEUS carrier card ...  archived   \n",
+       "f66157c81ab85729  Oberthur B0' application v1.0.1 and GemClub v1...  archived   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "be0806db6fd6bbe8  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "1a95d138ccc7814a  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "35ac4cfd1f62df75  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "7c062b969e50e2af  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "f66157c81ab85729  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                                                   manufacturer scheme  \\\n",
+       "dgst                                                                     \n",
+       "be0806db6fd6bbe8                           ATMEL Smart Card ICs     FR   \n",
+       "1a95d138ccc7814a                                            ASK     FR   \n",
+       "35ac4cfd1f62df75                       Mondex International Ltd     FR   \n",
+       "7c062b969e50e2af                   ASK, CP8, STMicroelectronics     FR   \n",
+       "f66157c81ab85729  Oberthur Card Systems, Gemplus, Trusted Logic     FR   \n",
+       "\n",
+       "                      security_level not_valid_before not_valid_after  \\\n",
+       "dgst                                                                    \n",
+       "be0806db6fd6bbe8  [AVA_VLA.2, EAL1+]       2001-01-01      2019-09-01   \n",
+       "1a95d138ccc7814a  [AVA_VLA.2, EAL1+]       2001-01-01      2019-09-01   \n",
+       "35ac4cfd1f62df75  [AVA_VLA.2, EAL1+]       2001-01-01      2019-09-01   \n",
+       "7c062b969e50e2af  [AVA_VLA.2, EAL1+]       2001-01-01      2019-09-01   \n",
+       "f66157c81ab85729  [AVA_VLA.2, EAL1+]       2001-01-01      2019-09-01   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "be0806db6fd6bbe8  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "1a95d138ccc7814a  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "35ac4cfd1f62df75  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "7c062b969e50e2af  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "f66157c81ab85729  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 cpe_matches verified_cpe_matches related_cves  \\\n",
+       "dgst                                                             \n",
+       "be0806db6fd6bbe8         NaN                  NaN          NaN   \n",
+       "1a95d138ccc7814a         NaN                  NaN          NaN   \n",
+       "35ac4cfd1f62df75         NaN                  NaN          NaN   \n",
+       "7c062b969e50e2af         NaN                  NaN          NaN   \n",
+       "f66157c81ab85729         NaN                  NaN          NaN   \n",
+       "\n",
+       "                 directly_affected_by indirectly_affected_by  \\\n",
+       "dgst                                                           \n",
+       "be0806db6fd6bbe8                  NaN                    NaN   \n",
+       "1a95d138ccc7814a                  NaN                    NaN   \n",
+       "35ac4cfd1f62df75                  NaN                    NaN   \n",
+       "7c062b969e50e2af                  NaN                    NaN   \n",
+       "f66157c81ab85729                  NaN                    NaN   \n",
+       "\n",
+       "                 directly_affecting indirectly_affecting is_bsi_cert  \\\n",
+       "dgst                                                                   \n",
+       "be0806db6fd6bbe8                NaN                  NaN       False   \n",
+       "1a95d138ccc7814a                NaN                  NaN       False   \n",
+       "35ac4cfd1f62df75                NaN                  NaN       False   \n",
+       "7c062b969e50e2af                NaN                  NaN       False   \n",
+       "f66157c81ab85729                NaN                  NaN       False   \n",
+       "\n",
+       "                 is_anssi_cert highest_security_level  \n",
+       "dgst                                                   \n",
+       "be0806db6fd6bbe8         False                  EAL1+  \n",
+       "1a95d138ccc7814a         False                  EAL1+  \n",
+       "35ac4cfd1f62df75         False                  EAL1+  \n",
+       "7c062b969e50e2af         False                  EAL1+  \n",
+       "f66157c81ab85729         False                  EAL1+  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 36,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eal1_plus_df = cards_df[cards_df[\"highest_security_level\"] == \"EAL1+\"]\n",
+    "eal1_plus_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 37,
+   "id": "04ac7242",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "FR    14\n",
+       "US     0\n",
+       "JP     0\n",
+       "CA     0\n",
+       "DE     0\n",
+       "ES     0\n",
+       "IN     0\n",
+       "IT     0\n",
+       "KR     0\n",
+       "UK     0\n",
+       "MY     0\n",
+       "NL     0\n",
+       "NO     0\n",
+       "SE     0\n",
+       "SG     0\n",
+       "TR     0\n",
+       "AU     0\n",
+       "Name: scheme, dtype: int64"
+      ]
+     },
+     "execution_count": 37,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eal1_plus_df[\"scheme\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1d580c0d",
+   "metadata": {},
+   "source": [
+    "#### View data with highest security level (EAL7)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 38,
+   "id": "5030f8eb",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "      <th>highest_security_level</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8ee7145a1b48b578</th>\n",
+       "      <td>ANSSI-CC-2020/33</td>\n",
+       "      <td>MultiApp V4 JavaCard Virtual Machine</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Gemalto</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[EAL7]</td>\n",
+       "      <td>2020-05-28</td>\n",
+       "      <td>2025-05-28</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>EAL7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>d08b5ddedd34448d</th>\n",
+       "      <td>ANSSI-CC-2018/50</td>\n",
+       "      <td>IDMotion V2 Multos Virtual Machine OS Multos V...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Gemalto / Trusted Labs</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[EAL7]</td>\n",
+       "      <td>2018-12-14</td>\n",
+       "      <td>2023-12-14</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>EAL7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ff45605151ec4eb1</th>\n",
+       "      <td>ANSSI-CC-2013/40</td>\n",
+       "      <td>Virtual Machine of Multos M3 G230M mask with A...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Multos international / Trusted Labs</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[EAL7]</td>\n",
+       "      <td>2013-07-04</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>EAL7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9231adbf747903df</th>\n",
+       "      <td>ANSSI-CC-2013/12</td>\n",
+       "      <td>Memory Management Unit des microcontrôleurs SA...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Samsung Electronics Co., Ltd. / Trusted Labs</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[EAL7]</td>\n",
+       "      <td>2013-03-29</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>EAL7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>890f788a91fc2fa1</th>\n",
+       "      <td>ANSSI-CC-2013/11</td>\n",
+       "      <td>Virtual Machine of ID Motion V1 G231 mask with...</td>\n",
+       "      <td>archived</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Gemalto / Trusted Labs</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[EAL7]</td>\n",
+       "      <td>2013-03-29</td>\n",
+       "      <td>2019-09-01</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>EAL7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           cert_id  \\\n",
+       "dgst                                 \n",
+       "8ee7145a1b48b578  ANSSI-CC-2020/33   \n",
+       "d08b5ddedd34448d  ANSSI-CC-2018/50   \n",
+       "ff45605151ec4eb1  ANSSI-CC-2013/40   \n",
+       "9231adbf747903df  ANSSI-CC-2013/12   \n",
+       "890f788a91fc2fa1  ANSSI-CC-2013/11   \n",
+       "\n",
+       "                                                               name    status  \\\n",
+       "dgst                                                                            \n",
+       "8ee7145a1b48b578               MultiApp V4 JavaCard Virtual Machine    active   \n",
+       "d08b5ddedd34448d  IDMotion V2 Multos Virtual Machine OS Multos V...    active   \n",
+       "ff45605151ec4eb1  Virtual Machine of Multos M3 G230M mask with A...  archived   \n",
+       "9231adbf747903df  Memory Management Unit des microcontrôleurs SA...  archived   \n",
+       "890f788a91fc2fa1  Virtual Machine of ID Motion V1 G231 mask with...  archived   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "8ee7145a1b48b578  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "d08b5ddedd34448d  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "ff45605151ec4eb1  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "9231adbf747903df  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "890f788a91fc2fa1  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                                                  manufacturer scheme  \\\n",
+       "dgst                                                                    \n",
+       "8ee7145a1b48b578                                       Gemalto     FR   \n",
+       "d08b5ddedd34448d                        Gemalto / Trusted Labs     FR   \n",
+       "ff45605151ec4eb1           Multos international / Trusted Labs     FR   \n",
+       "9231adbf747903df  Samsung Electronics Co., Ltd. / Trusted Labs     FR   \n",
+       "890f788a91fc2fa1                        Gemalto / Trusted Labs     FR   \n",
+       "\n",
+       "                 security_level not_valid_before not_valid_after  \\\n",
+       "dgst                                                               \n",
+       "8ee7145a1b48b578         [EAL7]       2020-05-28      2025-05-28   \n",
+       "d08b5ddedd34448d         [EAL7]       2018-12-14      2023-12-14   \n",
+       "ff45605151ec4eb1         [EAL7]       2013-07-04      2019-09-01   \n",
+       "9231adbf747903df         [EAL7]       2013-03-29      2019-09-01   \n",
+       "890f788a91fc2fa1         [EAL7]       2013-03-29      2019-09-01   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "8ee7145a1b48b578  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "d08b5ddedd34448d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "ff45605151ec4eb1  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "9231adbf747903df  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "890f788a91fc2fa1  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 cpe_matches verified_cpe_matches related_cves  \\\n",
+       "dgst                                                             \n",
+       "8ee7145a1b48b578         NaN                  NaN          NaN   \n",
+       "d08b5ddedd34448d         NaN                  NaN          NaN   \n",
+       "ff45605151ec4eb1         NaN                  NaN          NaN   \n",
+       "9231adbf747903df         NaN                  NaN          NaN   \n",
+       "890f788a91fc2fa1         NaN                  NaN          NaN   \n",
+       "\n",
+       "                 directly_affected_by indirectly_affected_by  \\\n",
+       "dgst                                                           \n",
+       "8ee7145a1b48b578                  NaN                    NaN   \n",
+       "d08b5ddedd34448d                  NaN                    NaN   \n",
+       "ff45605151ec4eb1                  NaN                    NaN   \n",
+       "9231adbf747903df                  NaN                    NaN   \n",
+       "890f788a91fc2fa1                  NaN                    NaN   \n",
+       "\n",
+       "                 directly_affecting indirectly_affecting is_bsi_cert  \\\n",
+       "dgst                                                                   \n",
+       "8ee7145a1b48b578                NaN                  NaN       False   \n",
+       "d08b5ddedd34448d                NaN                  NaN       False   \n",
+       "ff45605151ec4eb1                NaN                  NaN       False   \n",
+       "9231adbf747903df                NaN                  NaN       False   \n",
+       "890f788a91fc2fa1                NaN                  NaN       False   \n",
+       "\n",
+       "                 is_anssi_cert highest_security_level  \n",
+       "dgst                                                   \n",
+       "8ee7145a1b48b578          True                   EAL7  \n",
+       "d08b5ddedd34448d          True                   EAL7  \n",
+       "ff45605151ec4eb1          True                   EAL7  \n",
+       "9231adbf747903df          True                   EAL7  \n",
+       "890f788a91fc2fa1          True                   EAL7  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eal7_df = cards_df[cards_df[\"highest_security_level\"] == highest_smart_card_security_level]\n",
+    "eal7_df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 39,
+   "id": "9b577aca",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "FR    6\n",
+       "US    0\n",
+       "JP    0\n",
+       "CA    0\n",
+       "DE    0\n",
+       "ES    0\n",
+       "IN    0\n",
+       "IT    0\n",
+       "KR    0\n",
+       "UK    0\n",
+       "MY    0\n",
+       "NL    0\n",
+       "NO    0\n",
+       "SE    0\n",
+       "SG    0\n",
+       "TR    0\n",
+       "AU    0\n",
+       "Name: scheme, dtype: int64"
+      ]
+     },
+     "execution_count": 39,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eal7_df[\"scheme\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 40,
+   "id": "0452927f",
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "      <th>highest_security_level</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>8ee7145a1b48b578</th>\n",
+       "      <td>ANSSI-CC-2020/33</td>\n",
+       "      <td>MultiApp V4 JavaCard Virtual Machine</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Gemalto</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[EAL7]</td>\n",
+       "      <td>2020-05-28</td>\n",
+       "      <td>2025-05-28</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>EAL7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>d08b5ddedd34448d</th>\n",
+       "      <td>ANSSI-CC-2018/50</td>\n",
+       "      <td>IDMotion V2 Multos Virtual Machine OS Multos V...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Gemalto / Trusted Labs</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>[EAL7]</td>\n",
+       "      <td>2018-12-14</td>\n",
+       "      <td>2023-12-14</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>True</td>\n",
+       "      <td>EAL7</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>2 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                           cert_id  \\\n",
+       "dgst                                 \n",
+       "8ee7145a1b48b578  ANSSI-CC-2020/33   \n",
+       "d08b5ddedd34448d  ANSSI-CC-2018/50   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "8ee7145a1b48b578               MultiApp V4 JavaCard Virtual Machine  active   \n",
+       "d08b5ddedd34448d  IDMotion V2 Multos Virtual Machine OS Multos V...  active   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "8ee7145a1b48b578  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "d08b5ddedd34448d  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                            manufacturer scheme security_level  \\\n",
+       "dgst                                                             \n",
+       "8ee7145a1b48b578                 Gemalto     FR         [EAL7]   \n",
+       "d08b5ddedd34448d  Gemalto / Trusted Labs     FR         [EAL7]   \n",
+       "\n",
+       "                 not_valid_before not_valid_after  \\\n",
+       "dgst                                                \n",
+       "8ee7145a1b48b578       2020-05-28      2025-05-28   \n",
+       "d08b5ddedd34448d       2018-12-14      2023-12-14   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "8ee7145a1b48b578  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "d08b5ddedd34448d  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 cpe_matches verified_cpe_matches related_cves  \\\n",
+       "dgst                                                             \n",
+       "8ee7145a1b48b578         NaN                  NaN          NaN   \n",
+       "d08b5ddedd34448d         NaN                  NaN          NaN   \n",
+       "\n",
+       "                 directly_affected_by indirectly_affected_by  \\\n",
+       "dgst                                                           \n",
+       "8ee7145a1b48b578                  NaN                    NaN   \n",
+       "d08b5ddedd34448d                  NaN                    NaN   \n",
+       "\n",
+       "                 directly_affecting indirectly_affecting is_bsi_cert  \\\n",
+       "dgst                                                                   \n",
+       "8ee7145a1b48b578                NaN                  NaN       False   \n",
+       "d08b5ddedd34448d                NaN                  NaN       False   \n",
+       "\n",
+       "                 is_anssi_cert highest_security_level  \n",
+       "dgst                                                   \n",
+       "8ee7145a1b48b578          True                   EAL7  \n",
+       "d08b5ddedd34448d          True                   EAL7  \n",
+       "\n",
+       "[2 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 40,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "eal7_df[eal7_df[\"status\"] == \"active\"]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "556ea87d",
+   "metadata": {},
+   "source": [
+    "#### BSI certs in smart cards dataset"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 41,
+   "id": "9c685c2e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There is total of 487 BSI records among smart cards\n"
+     ]
+    }
+   ],
+   "source": [
+    "bsi_smart_cards_df = cards_df[cards_df[\"is_bsi_cert\"]]\n",
+    "\n",
+    "print(f\"There is total of {bsi_smart_cards_df.shape[0]} BSI records among smart cards\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "462627db",
+   "metadata": {},
+   "source": [
+    "#### Most common security levels among BSI smart card records"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 42,
+   "id": "41736158",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "EAL4+    198\n",
+       "EAL5+    185\n",
+       "EAL6+     70\n",
+       "EAL3+     14\n",
+       "EAL3      11\n",
+       "EAL4       8\n",
+       "EAL7+      0\n",
+       "EAL7       0\n",
+       "EAL5       0\n",
+       "EAL2+      0\n",
+       "EAL2       0\n",
+       "EAL1+      0\n",
+       "EAL1       0\n",
+       "Name: highest_security_level, dtype: int64"
+      ]
+     },
+     "execution_count": 42,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "bsi_smart_cards_df[\"highest_security_level\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "13a58439",
+   "metadata": {},
+   "source": [
+    "#### ANSSI certs in smart cards dataset\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 43,
+   "id": "941699e7",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "There is total of 595 records ANSSI among smart cards\n"
+     ]
+    }
+   ],
+   "source": [
+    "anssi_smart_cards_df = cards_df[cards_df[\"is_anssi_cert\"]]\n",
+    "\n",
+    "print(f\"There is total of {anssi_smart_cards_df.shape[0]} records ANSSI among smart cards\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be2911f7",
+   "metadata": {},
+   "source": [
+    "#### Most common security levels among ANSSI smart card records "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 44,
+   "id": "454287f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "EAL5+    366\n",
+       "EAL4+    183\n",
+       "EAL6+     29\n",
+       "EAL7       6\n",
+       "EAL5       6\n",
+       "EAL3+      3\n",
+       "EAL4       2\n",
+       "EAL7+      0\n",
+       "EAL3       0\n",
+       "EAL2+      0\n",
+       "EAL2       0\n",
+       "EAL1+      0\n",
+       "EAL1       0\n",
+       "Name: highest_security_level, dtype: int64"
+      ]
+     },
+     "execution_count": 44,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "anssi_smart_cards_df[\"highest_security_level\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7e955c25",
+   "metadata": {},
+   "source": [
+    "#### Smarts cards which expires next year\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 45,
+   "id": "59fbcf9b",
+   "metadata": {
+    "scrolled": true
+   },
+   "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>cert_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>status</th>\n",
+       "      <th>category</th>\n",
+       "      <th>manufacturer</th>\n",
+       "      <th>scheme</th>\n",
+       "      <th>security_level</th>\n",
+       "      <th>not_valid_before</th>\n",
+       "      <th>not_valid_after</th>\n",
+       "      <th>report_link</th>\n",
+       "      <th>...</th>\n",
+       "      <th>cpe_matches</th>\n",
+       "      <th>verified_cpe_matches</th>\n",
+       "      <th>related_cves</th>\n",
+       "      <th>directly_affected_by</th>\n",
+       "      <th>indirectly_affected_by</th>\n",
+       "      <th>directly_affecting</th>\n",
+       "      <th>indirectly_affecting</th>\n",
+       "      <th>is_bsi_cert</th>\n",
+       "      <th>is_anssi_cert</th>\n",
+       "      <th>highest_security_level</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>dgst</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>503a0d9db4445cbc</th>\n",
+       "      <td>BTBD-03-01-FR-01</td>\n",
+       "      <td>Udea SSR_Core v1.0</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>UDEA ELEKTRONİK SAN. TİC. A.Ş</td>\n",
+       "      <td>TR</td>\n",
+       "      <td>[ALC_DVS.2, EAL4+]</td>\n",
+       "      <td>2020-02-11</td>\n",
+       "      <td>2023-02-11</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>a269f33d8469d45f</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NXP Secure Smart Card Controller P60x080/052/0...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>NXP Semiconductors Germany GmbH, Business Unit...</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ALC_FLR.1, ASE_TSS.2, EAL6+]</td>\n",
+       "      <td>2019-07-30</td>\n",
+       "      <td>2023-02-21</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL6+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>ed10036ddfbda912</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IDeal Pass v2.3-n JC with Privacy Protection (...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Idemia</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ADV_FSP.5, ADV_INT.2, ADV_TDS.4, ALC_CMC.5, A...</td>\n",
+       "      <td>2019-02-18</td>\n",
+       "      <td>2023-06-26</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>625b243397001f01</th>\n",
+       "      <td>NaN</td>\n",
+       "      <td>IDeal Pass v2.3-n JC with Privacy Protection (...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Idemia</td>\n",
+       "      <td>NL</td>\n",
+       "      <td>[ALC_DVS.2, AVA_VAN.5, EAL5+]</td>\n",
+       "      <td>2019-02-18</td>\n",
+       "      <td>2023-06-26</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>False</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL5+</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6dde54b8c6d592ef</th>\n",
+       "      <td>BSI-DSZ-CC-1100-2018</td>\n",
+       "      <td>Infineon Technologies AG OPTIGA™ Trusted Platf...</td>\n",
+       "      <td>active</td>\n",
+       "      <td>ICs, Smart Cards and Smart Card-Related Device...</td>\n",
+       "      <td>Infineon Technologies AG</td>\n",
+       "      <td>DE</td>\n",
+       "      <td>[ALC_FLR.1, AVA_VAN.4, EAL4+]</td>\n",
+       "      <td>2018-12-18</td>\n",
+       "      <td>2023-12-18</td>\n",
+       "      <td>https://www.commoncriteriaportal.org/files/epf...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>{BSI-DSZ-CC-1086-2018}</td>\n",
+       "      <td>{BSI-DSZ-CC-0998-2016, BSI-DSZ-CC-1086-2018, B...</td>\n",
+       "      <td>True</td>\n",
+       "      <td>False</td>\n",
+       "      <td>EAL4+</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>5 rows × 23 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                               cert_id  \\\n",
+       "dgst                                     \n",
+       "503a0d9db4445cbc      BTBD-03-01-FR-01   \n",
+       "a269f33d8469d45f                   NaN   \n",
+       "ed10036ddfbda912                   NaN   \n",
+       "625b243397001f01                   NaN   \n",
+       "6dde54b8c6d592ef  BSI-DSZ-CC-1100-2018   \n",
+       "\n",
+       "                                                               name  status  \\\n",
+       "dgst                                                                          \n",
+       "503a0d9db4445cbc                                 Udea SSR_Core v1.0  active   \n",
+       "a269f33d8469d45f  NXP Secure Smart Card Controller P60x080/052/0...  active   \n",
+       "ed10036ddfbda912  IDeal Pass v2.3-n JC with Privacy Protection (...  active   \n",
+       "625b243397001f01  IDeal Pass v2.3-n JC with Privacy Protection (...  active   \n",
+       "6dde54b8c6d592ef  Infineon Technologies AG OPTIGA™ Trusted Platf...  active   \n",
+       "\n",
+       "                                                           category  \\\n",
+       "dgst                                                                  \n",
+       "503a0d9db4445cbc  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "a269f33d8469d45f  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "ed10036ddfbda912  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "625b243397001f01  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "6dde54b8c6d592ef  ICs, Smart Cards and Smart Card-Related Device...   \n",
+       "\n",
+       "                                                       manufacturer scheme  \\\n",
+       "dgst                                                                         \n",
+       "503a0d9db4445cbc                      UDEA ELEKTRONİK SAN. TİC. A.Ş     TR   \n",
+       "a269f33d8469d45f  NXP Semiconductors Germany GmbH, Business Unit...     NL   \n",
+       "ed10036ddfbda912                                             Idemia     NL   \n",
+       "625b243397001f01                                             Idemia     NL   \n",
+       "6dde54b8c6d592ef                           Infineon Technologies AG     DE   \n",
+       "\n",
+       "                                                     security_level  \\\n",
+       "dgst                                                                  \n",
+       "503a0d9db4445cbc                                 [ALC_DVS.2, EAL4+]   \n",
+       "a269f33d8469d45f                      [ALC_FLR.1, ASE_TSS.2, EAL6+]   \n",
+       "ed10036ddfbda912  [ADV_FSP.5, ADV_INT.2, ADV_TDS.4, ALC_CMC.5, A...   \n",
+       "625b243397001f01                      [ALC_DVS.2, AVA_VAN.5, EAL5+]   \n",
+       "6dde54b8c6d592ef                      [ALC_FLR.1, AVA_VAN.4, EAL4+]   \n",
+       "\n",
+       "                 not_valid_before not_valid_after  \\\n",
+       "dgst                                                \n",
+       "503a0d9db4445cbc       2020-02-11      2023-02-11   \n",
+       "a269f33d8469d45f       2019-07-30      2023-02-21   \n",
+       "ed10036ddfbda912       2019-02-18      2023-06-26   \n",
+       "625b243397001f01       2019-02-18      2023-06-26   \n",
+       "6dde54b8c6d592ef       2018-12-18      2023-12-18   \n",
+       "\n",
+       "                                                        report_link  ...  \\\n",
+       "dgst                                                                 ...   \n",
+       "503a0d9db4445cbc  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "a269f33d8469d45f  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "ed10036ddfbda912  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "625b243397001f01  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "6dde54b8c6d592ef  https://www.commoncriteriaportal.org/files/epf...  ...   \n",
+       "\n",
+       "                 cpe_matches verified_cpe_matches related_cves  \\\n",
+       "dgst                                                             \n",
+       "503a0d9db4445cbc         NaN                  NaN          NaN   \n",
+       "a269f33d8469d45f         NaN                  NaN          NaN   \n",
+       "ed10036ddfbda912         NaN                  NaN          NaN   \n",
+       "625b243397001f01         NaN                  NaN          NaN   \n",
+       "6dde54b8c6d592ef         NaN                  NaN          NaN   \n",
+       "\n",
+       "                 directly_affected_by indirectly_affected_by  \\\n",
+       "dgst                                                           \n",
+       "503a0d9db4445cbc                  NaN                    NaN   \n",
+       "a269f33d8469d45f                  NaN                    NaN   \n",
+       "ed10036ddfbda912                  NaN                    NaN   \n",
+       "625b243397001f01                  NaN                    NaN   \n",
+       "6dde54b8c6d592ef                  NaN                    NaN   \n",
+       "\n",
+       "                      directly_affecting  \\\n",
+       "dgst                                       \n",
+       "503a0d9db4445cbc                     NaN   \n",
+       "a269f33d8469d45f                     NaN   \n",
+       "ed10036ddfbda912                     NaN   \n",
+       "625b243397001f01                     NaN   \n",
+       "6dde54b8c6d592ef  {BSI-DSZ-CC-1086-2018}   \n",
+       "\n",
+       "                                               indirectly_affecting  \\\n",
+       "dgst                                                                  \n",
+       "503a0d9db4445cbc                                                NaN   \n",
+       "a269f33d8469d45f                                                NaN   \n",
+       "ed10036ddfbda912                                                NaN   \n",
+       "625b243397001f01                                                NaN   \n",
+       "6dde54b8c6d592ef  {BSI-DSZ-CC-0998-2016, BSI-DSZ-CC-1086-2018, B...   \n",
+       "\n",
+       "                 is_bsi_cert is_anssi_cert highest_security_level  \n",
+       "dgst                                                               \n",
+       "503a0d9db4445cbc       False         False                  EAL4+  \n",
+       "a269f33d8469d45f       False         False                  EAL6+  \n",
+       "ed10036ddfbda912       False         False                  EAL4+  \n",
+       "625b243397001f01       False         False                  EAL5+  \n",
+       "6dde54b8c6d592ef        True         False                  EAL4+  \n",
+       "\n",
+       "[5 rows x 23 columns]"
+      ]
+     },
+     "execution_count": 45,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "next_year = datetime.datetime.now().year + 1\n",
+    "\n",
+    "def is_expiring_next_year(series_datetime):\n",
+    "    return series_datetime.year == next_year\n",
+    "\n",
+    "\n",
+    "cards_next_year_expires_df = cards_df[cards_df[\"not_valid_after\"].apply(is_expiring_next_year)]\n",
+    "cards_next_year_expires_df.head()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "aab6cbec",
+   "metadata": {},
+   "source": [
+    "### Which schemes are directly affecting certs with other schemes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 46,
+   "id": "dc154008",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "US    884\n",
+       "FR    859\n",
+       "DE    854\n",
+       "JP    522\n",
+       "CA    431\n",
+       "NL    153\n",
+       "ES    147\n",
+       "KR    130\n",
+       "UK    121\n",
+       "AU    101\n",
+       "NO    100\n",
+       "SE     98\n",
+       "MY     66\n",
+       "TR     66\n",
+       "IT     60\n",
+       "IN     16\n",
+       "SG      8\n",
+       "Name: scheme, dtype: int64"
+      ]
+     },
+     "execution_count": 46,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df[\"scheme\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 47,
+   "id": "b5758f83",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total of 646 certs are directly affecting other certs.\n"
+     ]
+    }
+   ],
+   "source": [
+    "scheme_df = df[df[\"directly_affecting\"].notna()]\n",
+    "print(f\"Total of {scheme_df.shape[0]} certs are directly affecting other certs.\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 48,
+   "id": "ec96a506",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def get_scheme_from_cert_id(cert_id: str) -> str:\n",
+    "    scheme_list = df[df[\"cert_id\"] == cert_id][\"scheme\"].tolist()\n",
+    "    \n",
+    "    if not scheme_list:\n",
+    "        return None \n",
+    "    \n",
+    "    \n",
+    "    return df[df[\"cert_id\"] == cert_id][\"scheme\"].tolist()[0]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 49,
+   "id": "7c537844",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{'US': Counter(), 'FR': Counter({'FR': 57, 'DE': 56, None: 25, 'KR': 17}), 'DE': Counter({'DE': 723, None: 134, 'FR': 22, 'KR': 14, 'ES': 13, 'NL': 9, 'TR': 7, 'US': 2}), 'JP': Counter({'DE': 2}), 'CA': Counter(), 'NL': Counter({'KR': 1, None: 1}), 'ES': Counter({'DE': 1}), 'KR': Counter({'KR': 3, None: 3, 'DE': 1}), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}\n"
+     ]
+    }
+   ],
+   "source": [
+    "CC_SCHEMES = [\"US\", \"FR\", \"DE\", \"JP\", \"CA\", \"NL\", \"ES\", \"KR\", \"UK\", \"AU\", \"NO\", \"SE\", \"MY\", \"TR\", \"IT\", \"IN\", \"SG\"]\n",
+    "result = {}\n",
+    "\n",
+    "\n",
+    "for scheme in CC_SCHEMES:\n",
+    "    counter = collections.Counter()\n",
+    "    scheme_affecting_series = scheme_df[scheme_df[\"scheme\"] == scheme][\"directly_affecting\"]\n",
+    "    \n",
+    "    for affecting_set in scheme_affecting_series:\n",
+    "        tmp_dict = {}\n",
+    "        \n",
+    "        for cert_id in affecting_set:\n",
+    "            current_scheme = get_scheme_from_cert_id(cert_id)\n",
+    "            tmp_dict[current_scheme] = tmp_dict.get(current_scheme, 0) + 1\n",
+    "            \n",
+    "        counter.update(tmp_dict)\n",
+    "    \n",
+    "    result[scheme] = counter    \n",
+    "\n",
+    "print(result)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 50,
+   "id": "67c2b3c7",
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "US Counter()\n",
+      "FR Counter({'FR': 57, 'DE': 56, None: 25, 'KR': 17})\n",
+      "DE Counter({'DE': 723, None: 134, 'FR': 22, 'KR': 14, 'ES': 13, 'NL': 9, 'TR': 7, 'US': 2})\n",
+      "JP Counter({'DE': 2})\n",
+      "CA Counter()\n",
+      "NL Counter({'KR': 1, None: 1})\n",
+      "ES Counter({'DE': 1})\n",
+      "KR Counter({'KR': 3, None: 3, 'DE': 1})\n",
+      "UK Counter()\n",
+      "AU Counter()\n",
+      "NO Counter()\n",
+      "SE Counter()\n",
+      "MY Counter()\n",
+      "TR Counter()\n",
+      "IT Counter()\n",
+      "IN Counter()\n",
+      "SG Counter()\n",
+      "[[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 57, 56, 0, 0, 0, 0, 17, 0, 0, 0, 0, 0, 0, 0, 0, 0], [2, 22, 723, 0, 0, 9, 13, 14, 0, 0, 0, 0, 0, 7, 0, 0, 0], [0, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 1, 0, 0, 0, 0, 3, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0], [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Text(0.5, 21.5, 'Schemes affected by specific scheme')"
+      ]
+     },
+     "execution_count": 50,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x360 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "plt.figure(figsize=(10,5))\n",
+    "plt.rcParams.update({'font.size': 20})\n",
+    "heatmap_result = []\n",
+    "\n",
+    "\n",
+    "for scheme, counter in result.items():\n",
+    "    print(scheme, counter)\n",
+    "    scheme_list = []\n",
+    "    for scheme_key in CC_SCHEMES:\n",
+    "        scheme_list.append(counter.get(scheme_key, 0))\n",
+    "    \n",
+    "    heatmap_result.append(scheme_list)\n",
+    "    \n",
+    "print(heatmap_result)\n",
+    "sns.set(style=\"whitegrid\")\n",
+    "ax = sns.heatmap(heatmap_result, xticklabels=CC_SCHEMES, yticklabels=CC_SCHEMES,cmap=\"Greens\").set_title(\"Archived certs vs. active certs\")\n",
+    "plt.ylabel(\"Specific cert scheme\")\n",
+    "plt.xlabel(\"Schemes affected by specific scheme\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cd388919",
+   "metadata": {},
+   "source": [
+    "#### Dependencies among scheme\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 66,
+   "id": "c956178b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def return_unique_years_in_dataset():    \n",
+    "    unique_years = set()\n",
+    "\n",
+    "    for timestamp_record in scheme_df[\"not_valid_before\"]:\n",
+    "        unique_years.add(timestamp_record.year)\n",
+    "        \n",
+    "    return unique_years"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 69,
+   "id": "be0b4b80",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'US': Counter(),\n",
+       " 'FR': Counter({'DE': 56, 'FR': 57, None: 25, 'KR': 17}),\n",
+       " 'DE': Counter({None: 134,\n",
+       "          'DE': 723,\n",
+       "          'FR': 22,\n",
+       "          'NL': 9,\n",
+       "          'KR': 14,\n",
+       "          'US': 2,\n",
+       "          'ES': 13,\n",
+       "          'TR': 7}),\n",
+       " 'JP': Counter({'DE': 2}),\n",
+       " 'CA': Counter(),\n",
+       " 'NL': Counter({'KR': 1, None: 1}),\n",
+       " 'ES': Counter({'DE': 1}),\n",
+       " 'KR': Counter({'KR': 3, None: 3, 'DE': 1}),\n",
+       " 'UK': Counter(),\n",
+       " 'AU': Counter(),\n",
+       " 'NO': Counter(),\n",
+       " 'SE': Counter(),\n",
+       " 'MY': Counter(),\n",
+       " 'TR': Counter(),\n",
+       " 'IT': Counter(),\n",
+       " 'IN': Counter(),\n",
+       " 'SG': Counter()}"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "CC_SCHEMES = [\"US\", \"FR\", \"DE\", \"JP\", \"CA\", \"NL\", \"ES\", \"KR\", \"UK\", \"AU\", \"NO\", \"SE\", \"MY\", \"TR\", \"IT\", \"IN\", \"SG\"]\n",
+    "\n",
+    "def discover_scheme_dependiencies_in_dataset(dataset):\n",
+    "    result = {}\n",
+    "\n",
+    "    for scheme in CC_SCHEMES:\n",
+    "        counter = collections.Counter()\n",
+    "        scheme_affecting_series = dataset[dataset[\"scheme\"] == scheme][\"directly_affecting\"]\n",
+    "\n",
+    "        for affecting_set in scheme_affecting_series:\n",
+    "            tmp_dict = {}\n",
+    "\n",
+    "            for cert_id in affecting_set:\n",
+    "                current_scheme = get_scheme_from_cert_id(cert_id)\n",
+    "                tmp_dict[current_scheme] = tmp_dict.get(current_scheme, 0) + 1\n",
+    "\n",
+    "            counter.update(tmp_dict)\n",
+    "\n",
+    "        result[scheme] = counter\n",
+    "\n",
+    "    return result\n",
+    "\n",
+    "discover_scheme_dependiencies_in_dataset(scheme_df)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 103,
+   "id": "cc3b31bd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "CC_SCHEMES = [\"US\", \"FR\", \"DE\", \"JP\", \"CA\", \"NL\", \"ES\", \"KR\", \"UK\", \"AU\", \"NO\", \"SE\", \"MY\", \"TR\", \"IT\", \"IN\", \"SG\"]\n",
+    "\n",
+    "def discover_scheme_dependiencies_in_dataset(year: int):\n",
+    "    result = {}\n",
+    "\n",
+    "    for scheme in CC_SCHEMES:\n",
+    "        counter = collections.Counter()\n",
+    "        current_scheme_df = scheme_df[scheme_df[\"scheme\"] == scheme]  # [\"directly_affecting\"]\n",
+    "        \n",
+    "        for index, row in current_scheme_df.iterrows():\n",
+    "            if row[\"not_valid_before\"].year != year:\n",
+    "                continue\n",
+    "            \n",
+    "            tmp_dict = {}\n",
+    "            for cert_id in row[\"directly_affecting\"]:\n",
+    "                current_scheme = get_scheme_from_cert_id(cert_id)\n",
+    "                tmp_dict[current_scheme] = tmp_dict.get(current_scheme, 0) + 1\n",
+    "\n",
+    "            counter.update(tmp_dict)\n",
+    "\n",
+    "        result[scheme] = counter\n",
+    "\n",
+    "    return result"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 104,
+   "id": "965e6f3e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{2016: {'US': Counter(), 'FR': Counter({'DE': 28}), 'DE': Counter({'DE': 28, 'NL': 6, None: 3}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter({'KR': 1, None: 1}), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2017: {'US': Counter(), 'FR': Counter(), 'DE': Counter({'DE': 44, None: 9, 'NL': 1, 'FR': 1}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2018: {'US': Counter(), 'FR': Counter({'DE': 1}), 'DE': Counter({'DE': 46, None: 11, 'FR': 7}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2019: {'US': Counter(), 'FR': Counter(), 'DE': Counter({'DE': 44, None: 15, 'FR': 3}), 'JP': Counter({'DE': 2}), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2020: {'US': Counter(), 'FR': Counter(), 'DE': Counter({'DE': 33, None: 9, 'FR': 7}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2021: {'US': Counter(), 'FR': Counter(), 'DE': Counter({'DE': 14, None: 4}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2004: {'US': Counter(), 'FR': Counter(), 'DE': Counter({None: 5}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2005: {'US': Counter(), 'FR': Counter(), 'DE': Counter({'DE': 9, None: 4}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2006: {'US': Counter(), 'FR': Counter({None: 5, 'DE': 1}), 'DE': Counter({'DE': 24, None: 5}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2007: {'US': Counter(), 'FR': Counter({None: 8, 'FR': 1, 'DE': 1}), 'DE': Counter({'DE': 40, None: 8, 'US': 1, 'TR': 1, 'FR': 1, 'ES': 1}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2008: {'US': Counter(), 'FR': Counter({'FR': 9, 'DE': 2, None: 1}), 'DE': Counter({'DE': 53, None: 16, 'TR': 5, 'FR': 2, 'US': 1, 'ES': 1}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter({'DE': 1}), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2009: {'US': Counter(), 'FR': Counter({'DE': 18, 'FR': 10, None: 5}), 'DE': Counter({'DE': 49, None: 8}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2010: {'US': Counter(), 'FR': Counter({'KR': 16, 'FR': 16, None: 4, 'DE': 1}), 'DE': Counter({'DE': 47, None: 5, 'ES': 1, 'TR': 1, 'KR': 1}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2011: {'US': Counter(), 'FR': Counter({'FR': 5, None: 2, 'DE': 2, 'KR': 1}), 'DE': Counter({'DE': 67, 'ES': 7, None: 4, 'KR': 3}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2012: {'US': Counter(), 'FR': Counter({'FR': 8, 'DE': 1}), 'DE': Counter({'DE': 82, None: 3, 'ES': 1}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter({'DE': 1, 'KR': 1, None: 1}), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2013: {'US': Counter(), 'FR': Counter({'FR': 4}), 'DE': Counter({'DE': 57, None: 9, 'ES': 2, 'KR': 2}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2014: {'US': Counter(), 'FR': Counter({'FR': 1}), 'DE': Counter({'DE': 60, None: 9, 'KR': 5, 'FR': 1}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter(), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}, 2015: {'US': Counter(), 'FR': Counter({'FR': 3, 'DE': 1}), 'DE': Counter({'DE': 26, None: 7, 'KR': 3, 'NL': 2}), 'JP': Counter(), 'CA': Counter(), 'NL': Counter(), 'ES': Counter(), 'KR': Counter({'KR': 2, None: 2}), 'UK': Counter(), 'AU': Counter(), 'NO': Counter(), 'SE': Counter(), 'MY': Counter(), 'TR': Counter(), 'IT': Counter(), 'IN': Counter(), 'SG': Counter()}}\n"
+     ]
+    }
+   ],
+   "source": [
+    "UNIQUE_YEARS = return_unique_years_in_dataset()\n",
+    "year_result = {}\n",
+    "\n",
+    "for year in UNIQUE_YEARS:\n",
+    "    scheme_year_df = scheme_df[scheme_df[\"not_valid_before\"] == year]\n",
+    "    year_result[year] = discover_scheme_dependiencies_in_dataset(year)\n",
+    "\n",
+    "print(year_result)"
+   ]
+  }
+ ],
+ "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": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/sec_certs/model/dependency_finder.py b/sec_certs/model/dependency_finder.py
index acd2e09b..a86bc198 100644
--- a/sec_certs/model/dependency_finder.py
+++ b/sec_certs/model/dependency_finder.py
@@ -65,24 +65,24 @@ class DependencyFinder:
         return referenced_by, referenced_by_indirect
 
     @staticmethod
-    def _get_affecting_directly(cert: str, referenced_by_direct: ReferencedByDirect) -> Set[str]:
+    def _get_affecting_directly(cert: str, referenced_by_direct: ReferencedByDirect) -> Optional[Set[str]]:
         filter_direct = set()
 
         for cert_id in referenced_by_direct:
             if cert in referenced_by_direct[cert_id]:
                 filter_direct.add(cert_id)
 
-        return filter_direct
+        return filter_direct if filter_direct else None
 
     @staticmethod
-    def _get_affecting_indirectly(cert: str, referenced_by_indirect: ReferencedByIndirect) -> Set[str]:
+    def _get_affecting_indirectly(cert: str, referenced_by_indirect: ReferencedByIndirect) -> Optional[Set[str]]:
         filter_indirect = set()
 
         for cert_id in referenced_by_indirect:
             if cert in referenced_by_indirect[cert_id]:
                 filter_indirect.add(cert_id)
 
-        return filter_indirect
+        return filter_indirect if filter_indirect else None
 
     @staticmethod
     def _get_affected_directly(cert: str, referenced_by_direct: ReferencedByDirect) -> Optional[List[str]]:
diff --git a/sec_certs/sample/common_criteria.py b/sec_certs/sample/common_criteria.py
index 178efce2..39070906 100644
--- a/sec_certs/sample/common_criteria.py
+++ b/sec_certs/sample/common_criteria.py
@@ -220,6 +220,7 @@ class CommonCriteriaCert(Certificate, PandasSerializableType, ComplexSerializabl
 
     pandas_columns: ClassVar[List[str]] = [
         "dgst",
+        "cert_id",
         "name",
         "status",
         "category",
@@ -311,6 +312,7 @@ class CommonCriteriaCert(Certificate, PandasSerializableType, ComplexSerializabl
     def pandas_tuple(self):
         return (
             self.dgst,
+            self.heuristics.cert_id,
             self.name,
             self.status,
             self.category,
diff --git a/tests/test_cc_heuristics.py b/tests/test_cc_heuristics.py
index caa6b1fb..7d3bc057 100644
--- a/tests/test_cc_heuristics.py
+++ b/tests/test_cc_heuristics.py
@@ -239,7 +239,7 @@ class TestCommonCriteriaHeuristics(TestCase):
     def test_dependency_dataset(self):
         dependency_dataset = CCDataset.from_json(self.data_dir_path / "dependency_dataset.json")
         dependency_dataset._compute_dependencies()
-        test_cert: CommonCriteriaCert = dependency_dataset["692e91451741ef49"]
+        test_cert = dependency_dataset["692e91451741ef49"]
 
         self.assertEqual(test_cert.heuristics.directly_affected_by, ["BSI-DSZ-CC-0370-2006"])
         self.assertEqual(test_cert.heuristics.indirectly_affected_by, {"BSI-DSZ-CC-0370-2006", "BSI-DSZ-CC-0517-2009"})