model3-attack.ipynb

{
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   "cell_type": "markdown",
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   "source": [
    "# Cisco - Ariel University API Security Detection Challenge 2023\n",
    "\n",
    "## Student ID: 207276775\n",
    "GitHub project: https://github.com/RazElbaz/API_security_challenge\n",
    "\n",
    "The site that helped me find algorithms:\n",
    "https://scikit-learn.org/stable/modules/classes.html#module-sklearn.ensemble\n",
    "\n",
    "### Imports and global settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept</th>\n",
       "      <th>request.headers.Connection</th>\n",
       "      <th>request.headers.Accept-Language</th>\n",
       "      <th>request.headers.Sec-Fetch-Site</th>\n",
       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-User</th>\n",
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       "      <th>request.Attack_Tag</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...</td>\n",
       "      <td>Wed, 14 Dec 2022 23:59:27 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...</td>\n",
       "      <td></td>\n",
       "      <td>RCE</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>48</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <th>1</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
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       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
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       "      <td>document</td>\n",
       "      <td>['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:36:21 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/about/greet?id=8730419.2...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>93</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:40 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/static/download_txt/Inez...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>88</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:45:52 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/categories/check/all?res...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>871</td>\n",
       "      <td>200</td>\n",
       "      <td>[{\"category_id\": \"1\", \"category_name\": \"Bevera...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:48:06 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/id/4581?id=62...</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>404 NOT FOUND</td>\n",
       "      <td>application/json</td>\n",
       "      <td>31</td>\n",
       "      <td>404</td>\n",
       "      <td>{\"error\": \"Order ID not found\"}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "  request.headers.Host                         request.headers.User-Agent  \\\n",
       "0       127.0.0.1:5000  Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...   \n",
       "1       127.0.0.1:5000  Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...   \n",
       "2       127.0.0.1:5000  Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "3       127.0.0.1:5000  Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
       "4       127.0.0.1:5000  Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...   \n",
       "\n",
       "  request.headers.Accept-Encoding request.headers.Accept  \\\n",
       "0               gzip, deflate, br                    */*   \n",
       "1               gzip, deflate, br                    */*   \n",
       "2               gzip, deflate, br                    */*   \n",
       "3               gzip, deflate, br                    */*   \n",
       "4               gzip, deflate, br                    */*   \n",
       "\n",
       "  request.headers.Connection request.headers.Accept-Language  \\\n",
       "0                 keep-alive                           de-CH   \n",
       "1                 keep-alive                  en-US,en;q=0.5   \n",
       "2                 keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "3                 keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "4                 keep-alive                              de   \n",
       "\n",
       "  request.headers.Sec-Fetch-Site request.headers.Sec-Fetch-Mode  \\\n",
       "0                           none                    same-origin   \n",
       "1                           none                    same-origin   \n",
       "2                           none                      websocket   \n",
       "3                           none                      websocket   \n",
       "4                           none                      websocket   \n",
       "\n",
       "  request.headers.Sec-Fetch-User request.headers.Sec-Fetch-Dest  \\\n",
       "0                             ?1                       document   \n",
       "1                             ?1                       document   \n",
       "2                             ?1                       document   \n",
       "3                             ?1                       document   \n",
       "4                             ?1                       document   \n",
       "\n",
       "                          request.headers.Set-Cookie  \\\n",
       "0  ['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...   \n",
       "1  ['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...   \n",
       "2  ['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...   \n",
       "3  ['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...   \n",
       "4  ['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...   \n",
       "\n",
       "            request.headers.Date request.method  \\\n",
       "0  Wed, 14 Dec 2022 23:59:27 GMT            GET   \n",
       "1  Thu, 15 Dec 2022 00:36:21 GMT            GET   \n",
       "2  Thu, 15 Dec 2022 00:47:40 GMT            GET   \n",
       "3  Thu, 15 Dec 2022 00:45:52 GMT            GET   \n",
       "4  Thu, 15 Dec 2022 00:48:06 GMT            GET   \n",
       "\n",
       "                                         request.url request.body  \\\n",
       "0  http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...                \n",
       "1  http://127.0.0.1:5000/about/greet?id=8730419.2...                \n",
       "2  http://127.0.0.1:5000/static/download_txt/Inez...                \n",
       "3  http://127.0.0.1:5000/categories/check/all?res...                \n",
       "4  http://127.0.0.1:5000/orders/get/id/4581?id=62...                \n",
       "\n",
       "  request.Attack_Tag response.status response.headers.Content-Type  \\\n",
       "0                RCE          200 OK      text/html; charset=utf-8   \n",
       "1                NaN          200 OK      text/html; charset=utf-8   \n",
       "2                NaN          200 OK              application/json   \n",
       "3                NaN          200 OK              application/json   \n",
       "4                NaN   404 NOT FOUND              application/json   \n",
       "\n",
       "  response.headers.Content-Length  response.status_code  \\\n",
       "0                              48                   200   \n",
       "1                              93                   200   \n",
       "2                              88                   200   \n",
       "3                             871                   200   \n",
       "4                              31                   404   \n",
       "\n",
       "                                       response.body  \\\n",
       "0                           text/html; charset=utf-8   \n",
       "1                           text/html; charset=utf-8   \n",
       "2  {\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...   \n",
       "3  [{\"category_id\": \"1\", \"category_name\": \"Bevera...   \n",
       "4                    {\"error\": \"Order ID not found\"}   \n",
       "\n",
       "  request.headers.Content-Length response.headers.Location  \\\n",
       "0                            NaN                       NaN   \n",
       "1                            NaN                       NaN   \n",
       "2                            NaN                       NaN   \n",
       "3                            NaN                       NaN   \n",
       "4                            NaN                       NaN   \n",
       "\n",
       "  request.headers.Cookie response.headers.Set-Cookie  \n",
       "0                    NaN                         NaN  \n",
       "1                    NaN                         NaN  \n",
       "2                    NaN                         NaN  \n",
       "3                    NaN                         NaN  \n",
       "4                    NaN                         NaN  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Imports, settings and first dataset view\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import json\n",
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer, HashingVectorizer\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "from collections import Counter\n",
    "\n",
    "# Set pandas to show all columns when you print a dataframe\n",
    "pd.set_option('display.max_columns', None)\n",
    "\n",
    "# Global setting here you choose the dataset number and classification type for the model\n",
    "dataset_number = 3 # Options are [1, 2, 3, 4]\n",
    "test_type = 'attack_type' # Options are ['label', 'attack_type']\n",
    "\n",
    "# Read the json and read it to a pandas dataframe object, you can change these settings\n",
    "with open(f'./dataset_{str(dataset_number)}_train.json') as file:\n",
    "    raw_ds = json.load(file)\n",
    "df = pd.json_normalize(raw_ds, max_level=2)\n",
    "\n",
    "# Shoe the first five lines of the dataframe to see if everything was read accordingly \n",
    "df.head()"
   ]
  },
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   "cell_type": "code",
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      " 'gzip, deflate, br${jndi:ldapmontreal-business-kit.com/lasalle-district.html}'\n",
      " 'gzip, deflate, br${jndi:ldapjrtinius.net/Surname_001.html}'\n",
      " 'gzip, deflate, br${jndi:ldapcbc.ca/news/canada/ottawa/story/2010/05/10/wellington-change.html}'\n",
      " 'gzip, deflate, br${jndi:ldapdesjardins.com/en/a_propos/profil/histoire/sommaire_biographique.jsp}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Heavy_MTL}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://candiinside88.com/old_aol.1.3/?Login=&amp;Lis=10&amp;LigertID=1993745&amp;us=1}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.bjorklidensgolfklubb.se/index.php/bokakursbromma}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://distractify.com/post/related/id/5548ef6a4a0c4b405b89ea5a/skip/20/limit/10/back/0}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.theregister.co.uk/2002/11/29/where_the_heck_is_all/}'\n",
      " 'gzip, deflate, br${jndi:ldapterewastpcv0.blogspot.co.uk/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://pesoafisic1.hut4.ru/Pessoafisica//?#}'\n",
      " 'gzip, deflate, br${jndi:ldapkundencenter-paypal.com/?de/cgi-bin/webscr?cmd=_verifi-run&dispatch=5885d80a13c0db1f8e263663d3faee8d8494db9703d295b4a2116480ee01a05c}'\n",
      " 'gzip, deflate, br${jndi:ldapweb.utk.edu/~mse/pages/Textiles/index.html}'\n",
      " 'gzip, deflate, br${jndi:ldaputa.edu/english/tim/baseball/film/1940.html}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://justlookapp.com/blog/wp-content/themes/storefront/assets/fonts/d77722bd1cf46a12214c17ad4b362a5c/}'\n",
      " 'gzip, deflate, br${jndi:ldapcampacield.com/plugins/search/content/onlinebanking.bankofamerica.com/accesonline/}'\n",
      " 'gzip, deflate, br${jndi:ldappacifichistoricparks.org/honor_roll.php?iframe=true&width=80%25&height=80%25}'\n",
      " 'gzip, deflate, br${jndi:ldaplibrarything.com/work/2990767}'\n",
      " 'gzip, deflate, br${jndi:ldapwimbledon.com/heritage/history/championships-history}'\n",
      " 'gzip, deflate, br${jndi:ldappoliticalgraveyard.com/bio/harrison.html}'\n",
      " 'gzip, deflate, br${jndi:ldapanti-dockingalliance.co.uk/}'\n",
      " 'gzip, deflate, br${jndi:ldappeople.famouswhy.com/andre_malraux/}'\n",
      " 'gzip, deflate, br${jndi:ldapsocietyoffellows.uchicago.edu/events_archive.html}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.pubyun.com/wiki/lib/exe/css.php?t=dokuwiki&tseed=f1f16e8c6142fab8553f2b9cfe045961}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://enigreen.net/ck/content/21482e44919ae959c9bdc44756e588ac}'\n",
      " 'gzip, deflate, br${jndi:ldapdantemarsh.com/blog.html}'\n",
      " 'gzip, deflate, br${jndi:ldapblog.strangemusicinc.com/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.marketingendesign.nl/sprekers/103-erik-roscam-abbing}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://sltru.org.uk/Attttt/att/index.html}'\n",
      " 'gzip, deflate, br${jndi:ldapyoutube.com/watch?v=kEoO_U_t0w4}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://openup.nl/activiteiten/open-up-tour/festivals?vsig19_0=7}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Kamala_(wrestler)}'\n",
      " 'gzip, deflate, br${jndi:ldapcustomharleypaintsets.com/real-fire.aspx}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.methoni.gov.gr/Default.aspx?tabid=86}'\n",
      " 'gzip, deflate, br${jndi:ldapupdate.com.webscrlcmdl.login.submit.dispatch.5885d80a13c0db187867hf4gh8f76hgf56786.415479vb5465ujg456456785464254.gilbertandgilbert.co.uk/9702623e3e11d94d1a8cc3f49f30a801/login.php}'\n",
      " 'gzip, deflate, br${jndi:ldapberkeleyside.com/tag/julia-scheeres/}'\n",
      " 'gzip, deflate, br${jndi:ldapsciencedaily.com/articles/c/cardiac_arrest.htm}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Jimmy_Rollins}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://haraj.com.sa/pic/%D8%AE%D8%AF%D9%85%D8%A7%D8%AA%20%D8%AA%D8%B9%D9%82%D9%8A%D8%A8}'\n",
      " 'gzip, deflate, br${jndi:ldapfreepages.genealogy.rootsweb.ancestry.com/~markfreeman/rlf.html}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://www.eendrachthummelo.nl/index.php?option=com_contact&view=contact&id=7:be-de-vries&catid=12:contacts&Itemid=55}'\n",
      " 'gzip, deflate, br${jndi:ldapacronyms.thefreedictionary.com/Geographic+location}'\n",
      " \"gzip, deflate, br${jndi:ldap'9d345009-a-62cb3a1a-s-sites.googlegroups.com/site/stickamcomlogindo/login.html?amp\\\\%3Battredirects=2&attachauth=ANoY7cpLw8j8hoC3NF2hCZct9QxFGVBoL9MqEpzpAVqXTEmdZBRhoRJf8KhFmFnxt-eNxZUDVP0EO4EgWqTKJCARQ0uytMMIWVu4GzGlTWppFtXOrc53DLh10Ppw-B1ccJ7QxN8n2oV3bVTau7tdQUefGdvWAShABhESva_sa5G5OBTbE9fMK3R4YQ_diD17J0GSCicnL602s3VMlQ4vubvmX2jEdEILSg\\\\%3D\\\\%3D&attredirects=0'}\"\n",
      " 'gzip, deflate, br${jndi:ldappastehtml.com/view/bfv2tcev1.html}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Blodgett}'\n",
      " 'gzip, deflate, br${jndi:ldapen.wikipedia.org/wiki/Stowers_Institute}'\n",
      " 'gzip, deflate, br${jndi:ldapgeorgesmithmusic.com/}'\n",
      " 'gzip, deflate, br${jndi:ldaprottentomatoes.com/celebrity/emmanuelle_chriqui/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://szgs.ru/on-the-company/vacancies/73-2009-09-29-10-26-28.html}'\n",
      " 'gzip, deflate, br${jndi:ldapimdb.com/name/nm0004921/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://pornsharing.com/latina-luna-star-strokes-and-rides-hard-dick-by-the-pool_v77959}'\n",
      " 'gzip, deflate, br${jndi:ldapusidentify.com/l/hosey}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://udn.com/news/story/7086/897895-Photoshop-25%E6%AD%B2-%E6%B8%AC%E9%A9%97%E8%AE%93%E4%BA%BA%E7%9C%9F%E5%81%87%E9%9B%A3%E8%BE%A8}'\n",
      " 'gzip, deflate, br${jndi:ldaphttps://www.ballroad.com/wp-includes/widgets/billingdetails/ntxlogin/9a70874e5fe3c296ac4f334801b29414/STORE/GB-EN716/login.php?session=64343164386364393866}'\n",
      " 'gzip, deflate, br${jndi:ldapwebapps-verification-mxnza.com}'\n",
      " 'gzip, deflate, br${jndi:ldapwebmii.asia/Result.aspx/David/Patrick}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.w3.org/TR/SVG/}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.ankarahalitemizleme.com//wp-admin/user/IBlogin.htm}'\n",
      " 'gzip, deflate, br${jndi:ldapthevintageperfumevault.blogspot.com/2010/01/jacqueline-jean-jacques-diener.html}'\n",
      " 'gzip, deflate, br${jndi:ldapwww.zetema.org/templates/rhuk_milkyway/e3bay.co.uk5e.htm}'\n",
      " 'gzip, deflate, br${jndi:ldapfreebase.com/view/en/robert_j_cenker}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://9779.info/%E5%B0%8F%E7%8F%AD%E5%B9%BC%E5%84%BF%E5%89%AA%E7%BA%B8%E8%B4%B4%E7%94%BB/}'\n",
      " 'gzip, deflate, br${jndi:ldapfacebook.com/pages/Don-Ross/40012748727}'\n",
      " 'gzip, deflate, br${jndi:ldapkathakusa.com/}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://tobogo.net/cdsb/board.php?board=comic&bm=view&no=191&category=&auth=&page=1&search=&keyword=&recom=}'\n",
      " 'gzip, deflate, br${jndi:ldaptv.com/people/lynda-bellingham-1/}'\n",
      " 'gzip, deflate, br${jndi:ldapcalhospital.org/}'\n",
      " 'gzip, deflate, br${jndi:ldapflickchart.com/Charts.aspx?genre=Romantic+Fantasy}'\n",
      " 'gzip, deflate, br${jndi:ldapca.ratemyteachers.com/loyola-high-school/36738-s}'\n",
      " 'gzip, deflate, br${jndi:ldaphttp://tinnhanh360.net/mobifone-vinaphone-viettel-se-trien-khai-ipv6-tu-giua-nam-2016.html}']\n"
     ]
    }
   ],
   "source": [
    "# print(df['request.headers.Accept-Encoding'].tolist())\n",
    "print(df['request.headers.Accept-Encoding'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "request.headers.Host               object\n",
       "request.headers.User-Agent         object\n",
       "request.headers.Accept-Encoding    object\n",
       "request.headers.Accept             object\n",
       "request.headers.Connection         object\n",
       "request.headers.Accept-Language    object\n",
       "request.headers.Sec-Fetch-Site     object\n",
       "request.headers.Sec-Fetch-Mode     object\n",
       "request.headers.Sec-Fetch-User     object\n",
       "request.headers.Sec-Fetch-Dest     object\n",
       "request.headers.Set-Cookie         object\n",
       "request.headers.Date               object\n",
       "request.method                     object\n",
       "request.url                        object\n",
       "request.body                       object\n",
       "request.Attack_Tag                 object\n",
       "response.status                    object\n",
       "response.headers.Content-Type      object\n",
       "response.headers.Content-Length    object\n",
       "response.status_code                int64\n",
       "response.body                      object\n",
       "request.headers.Content-Length     object\n",
       "response.headers.Location          object\n",
       "request.headers.Cookie             object\n",
       "response.headers.Set-Cookie        object\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from user_agents import parse\n",
    "# j=0\n",
    "# for i in range(1000):\n",
    "#     user_agent = parse(df['request.headers.User-Agent'][j])\n",
    "#     print(j)\n",
    "# #     us = user_agent.is_pc\n",
    "#     print( str(user_agent))\n",
    "#     j+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "\"['ck=CO2bCCcDwMqZweLr1CnvcYOVNfJB_lj2705Rpuq_siHHFo19JEkYHf_J_9EIubdXiZppjKQXSbQFF4P88fn2cwCGHQ2JKZDBciznGQKHBYvIAr7tAdAqt3QF9aDFRfUupUjNfqOIfIlUVsJs63kYScWDuYabSYX3tld-xLZPQws; Domain=localhost:5000; Expires=Sat, 14 Jan 2023 00:40:25 GMT', 'uu=ZVRufqOuYB-RNcWyqsMhIfKzX937OmSVTp4PtHztYHgqGErC6njHArR2K6uSBALXdl4qdvIHyE6SZJn4Pjm7mlmV-_yiWL5vAUFABw0OR0MuuiayKMYCyFv2gSO1Y_hqrFrzNCKKgwNZBJYMooeBvnupJaTUPod7MAoZUcwp09g; Domain=localhost:5000; Expires=Fri, 30 Dec 2022 00:40:25 GMT', 'session=f4c056f0-a7ed-417d-9381-2559cb40754a; Expires=Thu, 15 Dec 2022 01:10:25 GMT']\""
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['request.headers.Set-Cookie'].iloc[10]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Basic dataset label arrangements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept</th>\n",
       "      <th>request.headers.Connection</th>\n",
       "      <th>request.headers.Accept-Language</th>\n",
       "      <th>request.headers.Sec-Fetch-Site</th>\n",
       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-User</th>\n",
       "      <th>request.headers.Sec-Fetch-Dest</th>\n",
       "      <th>request.headers.Set-Cookie</th>\n",
       "      <th>request.headers.Date</th>\n",
       "      <th>request.method</th>\n",
       "      <th>request.url</th>\n",
       "      <th>request.body</th>\n",
       "      <th>response.status</th>\n",
       "      <th>response.headers.Content-Type</th>\n",
       "      <th>response.headers.Content-Length</th>\n",
       "      <th>response.status_code</th>\n",
       "      <th>response.body</th>\n",
       "      <th>request.headers.Content-Length</th>\n",
       "      <th>response.headers.Location</th>\n",
       "      <th>request.headers.Cookie</th>\n",
       "      <th>response.headers.Set-Cookie</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...</td>\n",
       "      <td>Wed, 14 Dec 2022 23:59:27 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>48</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>RCE</td>\n",
       "      <td>Malware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:36:21 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/about/greet?id=8730419.2...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>93</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:40 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/static/download_txt/Inez...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>88</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:45:52 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/categories/check/all?res...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>871</td>\n",
       "      <td>200</td>\n",
       "      <td>[{\"category_id\": \"1\", \"category_name\": \"Bevera...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:48:06 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/id/4581?id=62...</td>\n",
       "      <td></td>\n",
       "      <td>404 NOT FOUND</td>\n",
       "      <td>application/json</td>\n",
       "      <td>31</td>\n",
       "      <td>404</td>\n",
       "      <td>{\"error\": \"Order ID not found\"}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144495</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:49:47 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>34</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144496</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>python-requests/2.28.1</td>\n",
       "      <td>gzip, deflate</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</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>GET</td>\n",
       "      <td>http://127.0.0.1:5000/bookstore</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>41</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"message\": \"Welcome to the Book Store!\"}</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144497</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:04 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/Manuel</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>22</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144498</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:42:00 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/6</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>20</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144499</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:44:39 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/10</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>32</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>144500 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       request.headers.Host  \\\n",
       "0            127.0.0.1:5000   \n",
       "1            127.0.0.1:5000   \n",
       "2            127.0.0.1:5000   \n",
       "3            127.0.0.1:5000   \n",
       "4            127.0.0.1:5000   \n",
       "...                     ...   \n",
       "144495       127.0.0.1:5000   \n",
       "144496       127.0.0.1:5000   \n",
       "144497       127.0.0.1:5000   \n",
       "144498       127.0.0.1:5000   \n",
       "144499       127.0.0.1:5000   \n",
       "\n",
       "                               request.headers.User-Agent  \\\n",
       "0       Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...   \n",
       "1       Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...   \n",
       "2       Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "3       Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
       "4       Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...   \n",
       "...                                                   ...   \n",
       "144495  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...   \n",
       "144496                             python-requests/2.28.1   \n",
       "144497  Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...   \n",
       "144498  Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....   \n",
       "144499  Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "\n",
       "       request.headers.Accept-Encoding request.headers.Accept  \\\n",
       "0                    gzip, deflate, br                    */*   \n",
       "1                    gzip, deflate, br                    */*   \n",
       "2                    gzip, deflate, br                    */*   \n",
       "3                    gzip, deflate, br                    */*   \n",
       "4                    gzip, deflate, br                    */*   \n",
       "...                                ...                    ...   \n",
       "144495               gzip, deflate, br                    */*   \n",
       "144496                   gzip, deflate                    */*   \n",
       "144497               gzip, deflate, br                    */*   \n",
       "144498               gzip, deflate, br                    */*   \n",
       "144499               gzip, deflate, br                    */*   \n",
       "\n",
       "       request.headers.Connection request.headers.Accept-Language  \\\n",
       "0                      keep-alive                           de-CH   \n",
       "1                      keep-alive                  en-US,en;q=0.5   \n",
       "2                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "3                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "4                      keep-alive                              de   \n",
       "...                           ...                             ...   \n",
       "144495                 keep-alive                              de   \n",
       "144496                 keep-alive                             NaN   \n",
       "144497                 keep-alive                           de-CH   \n",
       "144498                 keep-alive                  en-US,en;q=0.5   \n",
       "144499                 keep-alive                           de-CH   \n",
       "\n",
       "       request.headers.Sec-Fetch-Site request.headers.Sec-Fetch-Mode  \\\n",
       "0                                none                    same-origin   \n",
       "1                                none                    same-origin   \n",
       "2                                none                      websocket   \n",
       "3                                none                      websocket   \n",
       "4                                none                      websocket   \n",
       "...                               ...                            ...   \n",
       "144495                           none                      websocket   \n",
       "144496                            NaN                            NaN   \n",
       "144497                           none                    same-origin   \n",
       "144498                           none                      websocket   \n",
       "144499                           none                      websocket   \n",
       "\n",
       "       request.headers.Sec-Fetch-User request.headers.Sec-Fetch-Dest  \\\n",
       "0                                  ?1                       document   \n",
       "1                                  ?1                       document   \n",
       "2                                  ?1                       document   \n",
       "3                                  ?1                       document   \n",
       "4                                  ?1                       document   \n",
       "...                               ...                            ...   \n",
       "144495                             ?1                       document   \n",
       "144496                            NaN                            NaN   \n",
       "144497                             ?1                       document   \n",
       "144498                             ?1                       document   \n",
       "144499                             ?1                       document   \n",
       "\n",
       "                               request.headers.Set-Cookie  \\\n",
       "0       ['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...   \n",
       "1       ['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...   \n",
       "2       ['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...   \n",
       "3       ['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...   \n",
       "4       ['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...   \n",
       "...                                                   ...   \n",
       "144495  ['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...   \n",
       "144496                                                NaN   \n",
       "144497  ['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...   \n",
       "144498  ['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...   \n",
       "144499  ['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...   \n",
       "\n",
       "                 request.headers.Date request.method  \\\n",
       "0       Wed, 14 Dec 2022 23:59:27 GMT            GET   \n",
       "1       Thu, 15 Dec 2022 00:36:21 GMT            GET   \n",
       "2       Thu, 15 Dec 2022 00:47:40 GMT            GET   \n",
       "3       Thu, 15 Dec 2022 00:45:52 GMT            GET   \n",
       "4       Thu, 15 Dec 2022 00:48:06 GMT            GET   \n",
       "...                               ...            ...   \n",
       "144495  Thu, 15 Dec 2022 00:49:47 GMT            GET   \n",
       "144496                            NaN            GET   \n",
       "144497  Thu, 15 Dec 2022 00:47:04 GMT            GET   \n",
       "144498  Thu, 15 Dec 2022 00:42:00 GMT            GET   \n",
       "144499  Thu, 15 Dec 2022 00:44:39 GMT            GET   \n",
       "\n",
       "                                              request.url request.body  \\\n",
       "0       http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...                \n",
       "1       http://127.0.0.1:5000/about/greet?id=8730419.2...                \n",
       "2       http://127.0.0.1:5000/static/download_txt/Inez...                \n",
       "3       http://127.0.0.1:5000/categories/check/all?res...                \n",
       "4       http://127.0.0.1:5000/orders/get/id/4581?id=62...                \n",
       "...                                                   ...          ...   \n",
       "144495  http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...                \n",
       "144496                    http://127.0.0.1:5000/bookstore                \n",
       "144497                 http://127.0.0.1:5000/greet/Manuel                \n",
       "144498          http://127.0.0.1:5000/orders/get/random/6                \n",
       "144499         http://127.0.0.1:5000/orders/get/random/10                \n",
       "\n",
       "       response.status response.headers.Content-Type  \\\n",
       "0               200 OK      text/html; charset=utf-8   \n",
       "1               200 OK      text/html; charset=utf-8   \n",
       "2               200 OK              application/json   \n",
       "3               200 OK              application/json   \n",
       "4        404 NOT FOUND              application/json   \n",
       "...                ...                           ...   \n",
       "144495          200 OK      text/html; charset=utf-8   \n",
       "144496          200 OK              application/json   \n",
       "144497          200 OK      text/html; charset=utf-8   \n",
       "144498          200 OK              application/json   \n",
       "144499          200 OK              application/json   \n",
       "\n",
       "       response.headers.Content-Length  response.status_code  \\\n",
       "0                                   48                   200   \n",
       "1                                   93                   200   \n",
       "2                                   88                   200   \n",
       "3                                  871                   200   \n",
       "4                                   31                   404   \n",
       "...                                ...                   ...   \n",
       "144495                              34                   200   \n",
       "144496                              41                   200   \n",
       "144497                              22                   200   \n",
       "144498                              20                   200   \n",
       "144499                              32                   200   \n",
       "\n",
       "                                            response.body  \\\n",
       "0                                text/html; charset=utf-8   \n",
       "1                                text/html; charset=utf-8   \n",
       "2       {\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...   \n",
       "3       [{\"category_id\": \"1\", \"category_name\": \"Bevera...   \n",
       "4                         {\"error\": \"Order ID not found\"}   \n",
       "...                                                   ...   \n",
       "144495                           text/html; charset=utf-8   \n",
       "144496          {\"message\": \"Welcome to the Book Store!\"}   \n",
       "144497                           text/html; charset=utf-8   \n",
       "144498                           [{}, {}, {}, {}, {}, {}]   \n",
       "144499           [{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]   \n",
       "\n",
       "       request.headers.Content-Length response.headers.Location  \\\n",
       "0                                 NaN                       NaN   \n",
       "1                                 NaN                       NaN   \n",
       "2                                 NaN                       NaN   \n",
       "3                                 NaN                       NaN   \n",
       "4                                 NaN                       NaN   \n",
       "...                               ...                       ...   \n",
       "144495                            NaN                       NaN   \n",
       "144496                            NaN                       NaN   \n",
       "144497                            NaN                       NaN   \n",
       "144498                            NaN                       NaN   \n",
       "144499                            NaN                       NaN   \n",
       "\n",
       "       request.headers.Cookie response.headers.Set-Cookie attack_type    label  \n",
       "0                         NaN                         NaN         RCE  Malware  \n",
       "1                         NaN                         NaN      Benign   Benign  \n",
       "2                         NaN                         NaN      Benign   Benign  \n",
       "3                         NaN                         NaN      Benign   Benign  \n",
       "4                         NaN                         NaN      Benign   Benign  \n",
       "...                       ...                         ...         ...      ...  \n",
       "144495                    NaN                         NaN      Benign   Benign  \n",
       "144496                    NaN                         NaN      Benign   Benign  \n",
       "144497                    NaN                         NaN      Benign   Benign  \n",
       "144498                    NaN                         NaN      Benign   Benign  \n",
       "144499                    NaN                         NaN      Benign   Benign  \n",
       "\n",
       "[144500 rows x 26 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Fill the black attack tag lines with \"Benign\" string\n",
    "df['request.Attack_Tag'] = df['request.Attack_Tag'].fillna('Benign')\n",
    "df['attack_type'] = df['request.Attack_Tag']\n",
    "\n",
    "# This function will be used in the lambda below to iterate over the label columns \n",
    "# You can use this snippet to run your own lambda on any data with the apply() method\n",
    "def categorize(row):  \n",
    "    if row['request.Attack_Tag'] == 'Benign':\n",
    "        return 'Benign'\n",
    "    return 'Malware'\n",
    "\n",
    "df['label'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "\n",
    "# After finishing the arrangements we delete the irrelevant column\n",
    "df.drop('request.Attack_Tag', axis=1, inplace=True)\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "adult_names = df.loc[df['attack_type'] == \"LOG4J\" , \"request.url\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1182946.6302660294&resource=B6627CGqFXYlJwNTOYAFRZAXmmdb_xMqVo9fs52kqb0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Morocco',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6813269.106963856&resource=gU0zIRWMkewYV8-lo2J3l6VO4SetIREmXed6EetOYmc&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5033?id=9411914.976792265',\n",
       " 'http://127.0.0.1:5000/?resource_id=6pbLCHMrD0u-nTXSW__lGE_529TClxr8gnlmenOicSs',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=6828594.241267416&resource=FjyT4ttf5f8EbxEW25E-9Pgb0b3llriP_rtlkuNtCLE',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7508$id=4191938.788574398',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=gu0S3FKxKIwACDm4K0zWqr6safX89mP9AojBt6CEvTI',\n",
       " 'http://127.0.0.1:5000/greet/Gina',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Montserrat',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/about/random_page?filename=U2CkpiDMKWTl3uG2sBawxxgyMQepIcKwx5fMLpuFWJg',\n",
       " 'http://127.0.0.1:5000/states/French%20Southern%20Territories?id=944170.552101566&res_id=bf6upLOCB6vVYwUXL1hFSOGiMsU0C5EaxJoojR4n6Ms',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9216135.98906314&filename=b_3wHrUAeF_6Pnq9EtsITLe8gwIT8531uayXq3hiuJ4',\n",
       " 'http://127.0.0.1:5000/states/Poland?id=7716201.472416602&object_id=pgTjgy1MI_Z6_E-TBJBynCRrfxBa6dK-CcK5uvXKSTY',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=DeliaBessler',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6928792.251072312&res_id=0f5JExnTNttZ0exh3P-YjmIV3PyZqjrtMIM7vj3LPoQ&res=640x360',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=GeorgePfeifer',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5300?id=4478192.837294116&object_id=WDC2LwhedYnZOJ_NNrUt30DAUeb_zPzHyvVFjVe7Oug&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=TPrhEm1cDlT204BailfTg2HrD0cRTj7jM_zPWZqnVx0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Tokelau',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8582?id=984880.1074604996&resource_id=nLlRCdL3DFz6-bd8U3F_GIbrcd0sooNanYdJu9nAx6Y',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1602$id=6429944.554867861&res_id=I2YovbxzWJErcfWa6oK_YuL29RbsyM-I1TyYSWNQ2mU&screen=426x240',\n",
       " 'http://127.0.0.1:5000/post/new?id=462903.35440458846&res_id=BPFjUi7y2Us8PGArkx9XGblp1KXJDl7V1GVwLe2O55o',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9335405.26326231',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1426826.3040445272&resource=0zdMe4rti2ci4cI_EJfR3-fahAuiRWUoSxNxyLbt7LI&ssize=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Tajikistan',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6988$object_id=TtnujBJgNbToMf2YGCSg71ltz-FJDNNNLaZ--loaUlQ',\n",
       " 'http://127.0.0.1:5000/?filename=2Bp1ADJ6yDvHEdKg06xH2uFKbDp3KxXHkdNayVb_nIk&res=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Sint%20Maarten%20(Dutch%20part)',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=188587.932991288&resource=QsyUs2pMZJMtv7Fnkx2AyhgwQ8x9XYSCitAs7NrhE20&res=426x240',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtid%3D7620258.217555406%26res_id%3DrQdL9hpsBDrZdIE-uIlxbotEwZpUEBzNJ-ZDWyI9oxs',\n",
       " 'http://127.0.0.1:5000/states/Hong%20Kong?resource=gG2Moaf7WaRVE30nlW7UfY8ofaU3TerskQ6GA6OKNNI',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9849?id=3706290.9135844246&object_id=MaKvGxKcGzHfef37uFERI_UuGGQ8u2K8rIcJpYq6eCw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=Gk0rsdKacZnMeWcdSTb9hw9k8nMiYFl2yz3uOqvCuO4&resolution=720p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=LeahSchaming',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=P4jvSBaNu4Ni0vSdNPdZqHkkaMt6ZrHvm-xnN5XT3as&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7803177.0197214745&file_id=WlCb2ro3J8cISXwsVbv_kviTuFX307a7yrlcyLbbHHY&resolution=480p',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=BKb0VXnAK6toP-uq3npXPgrZJ2dEjDd9wM7lB_6vFV4&res=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=BarbaraDrake',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1433?id=4166939.9574142587&res_id=1PJwzGsjFJZ7BWFFL5u1sKxTeJnkgFiCO-1K8Ci9ki8&resolution=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3315$id=5178777.0614179345',\n",
       " 'http://127.0.0.1:5000/post/new?id=8666172.167569112&resource=tRgHXFcn7uQZ67_zmydM2yHCgnoEl1IJem5RZVd9c2s&res=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=KarenGrant',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2069579.7903144383&resource=ssXs0_auLAMLJLb5ojPnmYj6ZaIb-KNiol0V5X35Y3c',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/states/NV?filename=rMXDPpaYmec3ytt4mVylo8XWZ8-xym_6lkfj91OVhaU&screen=480p',\n",
       " 'http://127.0.0.1:5000/states/Saint%20Kitts%20and%20Nevis?id=4658828.630755997',\n",
       " 'http://127.0.0.1:5000/post/new?id=7307326.744972625',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Cuba',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/post/new/?id=214515.55630563849',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5953?resource_id=YiMNjxiWRhtaWVv3-AIKpmF9VaePIv_rkn85WAtIMgs',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6799815.075186229&object_id=txH6CNVZN3S_5Lo2hEhIz9sHsqljEbHJDTKgKamiG6k',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Timor-Leste',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/number/14',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Armenia',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=A3y0jsp8hl37v1JwP3B25v0qoDawFjx5_gs1OrTMWng',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=FCaOgLi20pJDZWJk4XSr_jKV5_Z67pnB_T50PZ0cHMA',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=UdY1qlvIfSUBaJNzKOKFYqvcgwr67qgxdiz7l43-0-Q&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8794$object_id=0em5ot98O-HguMmMtiWmCApUKFklTvx4lJvxJSLzwsI',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/post/new?id=4801022.851810923&resource_id=iSdDJlzMoW5zRTcgY_ESH54QuS23lb_NjWCM7pxqsGA&resolution=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5955?id=6007304.503089597',\n",
       " 'http://127.0.0.1:5000/categories/check/number/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Amy.txtobject_id%3D2S_2Exvv1Eo_sx78zx6O2xndm_vO89iGQioAkUuCSrI',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Montserrat',\n",
       " 'http://127.0.0.1:5000/states/CT?object_id=3j4G2pDR4BnLXpxYUxwg7Dh5CyyDcKxorvQUB8ph0k8',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8501?object_id=ATNmn_hD7TrM08X_H0nmdx59EVuRhYOyNxkuH7TggEw',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5543359.027227015&resource_id=6OXDoBKyMpNzUDB-oLwJ67c_W0Ilo8dRcVHYNjFWtMM',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/?id=9810050.833012622&object_id=N-Es3gD7fzdpJaLvyUYeEmQG6IrEgD63IV-DVAfchKU&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/?id=5493697.736413464&resource=08y08EvpOvbuEDsEIbqcx1AIAIGCRxmUshxnBK8hGiY&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=1WCrusuIQDqnhi2NQ5w8owJZdtAIyPLfNKotpWmPcmg',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6685$filename=zVs5VWf7C0a-e03QuI17hDD0nlw_XMscHBcb0hR1CwA&resolution=360p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=_a8RsNLhw-QTAmRK94Ol6Dakc3Nuxd0FCzGib3ECiHQ',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4651377.519584245',\n",
       " 'http://127.0.0.1:5000/login/admin/password/sknwjcnnrtkyfne',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2613$res_id=OuFcd4n5AVX6BhPjmM2uXjc3SjW5gDQRjm1rrghi0E0&res=640x360',\n",
       " 'http://127.0.0.1:5000/post/new?id=3813561.749049702',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7062$id=9584541.80540302',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2673$id=4258704.125256319',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Tuvalu',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7430719.726505835&filename=cMlqzYkPQoC3CJg1_XJXk48EnvwCZaVgbd_Z4xzqKQ4',\n",
       " 'http://127.0.0.1:5000/?id=2619394.0768188303&object_id=TFL5IbV3Y40HXTAAdzSOgfQzXwOSgg6Cgn1GQLzmWcE&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=0pDdNUJ8rOLdOv18QdJz-jfx8vRCvH1AQZit7fV0hlg',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=Nm8AM1c5BqztRflJfADTfA2cyBZyyKesRHSB37KI9xA&screen=854x480',\n",
       " 'http://127.0.0.1:5000/categories/check/number/11',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=R6kpnyYjkmI3BaPJeuqmrQyfpXgu_wucifzpW4WnXgc',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Turkmenistan',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtres_id%3D8GZwaiyR3kBIPHpf4xNBduhkxoNocTp6UXAt2md0wsk%26ssize%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8912$object_id=uMV1KsbuQ5w7k5TI7jp6o74o2Ld6-hnxQH1X7idpx4k&res=240p',\n",
       " 'http://127.0.0.1:5000/?id=2630108.181638457',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=1553837.6950115652&res_id=9jHvQHtrghHOFyBO8TTACc982DPKPW1uarktrR78nyw&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5088090.127323219',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtid%3D8971634.069395728%26resource%3DzrXY7ldcVlrlFnkLQBa5AP9kliVruhQu6Rqgtc21WuE%26resolution%3D1080p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1168$res_id=2moHpRLfC8B9HVgNmZq6jqGPZ22QEhPTZZBiRI3lkLQ&ssize=720p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9461?file_id=YwNFB4Q3FmRH9on-ls1j_IxmvB_Bzc38niW5Bax-efU',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10344?id=936466.5295224403',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=dyE1cBXu4O4EUBVugpomeSq6-I_GuOnN97ZDtWVS-S4',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=1200702.431863178&res_id=qR1zK8A4H4jn7DHq9KIPxTeNBmrx3Rx8mlCWBF9YbfM&resolution=360p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3330401.5852728784&resource=bGhwHjfHmjbaj9jIf7yCYREleRZwPyeZkSb21BFNUR8&ssize=240p',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D7749080.900615649%26filename%3Dp0Nw0tdhyail84B87EH1XT7PMIUFml7ZyAia55xLZPw',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?file_id=s8k_dYiZhUyApX-mRuIVVwzsg7V-Dn8vzG68aIxA8TM&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?id=7652570.391722441&file_id=a9tNtJZhn2dYIEHKQUShr5d6cZhd1MWUbq8ma2K2EEE',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=17zSPWbtTQgYlY_cgzfvwHuVCly-L2PNn3PXrIgJMME',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/?id=6316569.337990946&resource=qit6olJzT1v50mIGxp2b2uQZNTqjJMrfo8oejavn_J0&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7555192.403462875&file_id=yzH7QWXI-Oj_QHnOU6CVU8TFmsU4S5bpcZuDU3fSYmU',\n",
       " 'http://127.0.0.1:5000/?object_id=mKo0E1Pw8yyq8UCFvdyvMsPpknbZeuL2LMCTPypvBuA',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?resource=LQTaVXx1wTsoFpjnrtfW91KW3ULqcGNMcWZ8L_XxJXk&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/?id=1908121.1056881058&filename=kSTCQT9E3HN-ONSPYBlaUi5y2QSB80bO8wXi9JP6Bfs&res=640x360',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3387328.237101578&resource_id=bMxs51g48Oanzs0EwzsTRnRPec3zIuQWXTb85K-Om-E',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/admin/password/yndkruzriafnby',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=JolieArruda',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=9a51y_7IZPEaOx-e_hRZyaCLiZFddUf65NRMn3cksOM&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5932549.668248501&res_id=5EgABdtqpzRqWA8NVV-6bWu1gPrnLcP-2d4f7ofkrNc&screen=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=-tn3xd_DrVxAS2ZczvZVfeNM3GtH7U03MYt2L9qgM2s',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?id=881941.7339142499&filename=fPgp1U1NMnDCDnJMb7AqfbGPql5B5IGhyf9t0IVr3a8&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=4RSQOA-2covPmrCKDO9lpj7Ru8fbflDgY5hXowXt_Mc',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9183461.348363264',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1514000.417232019&resource_id=mE2Oj8o1u4scRp5AmVfkMM5bhuDbZWiW3ZwikWkJCuE',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1910044.7961862234',\n",
       " 'http://127.0.0.1:5000/post/new?id=5543359.027227015&resource_id=6OXDoBKyMpNzUDB-oLwJ67c_W0Ilo8dRcVHYNjFWtMM',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtres_id%3DAWbo42X73sHSXUd5apQyUROkwDm-Rl4zPl1oUEt1RdI%26screen%3D240p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/post/new?filename=9oWHKtD8BRRKTJU2qQl6T2oOtZxjq33sNmzpsLf-iKg&screen=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2876$id=6910001.350216172&resource_id=zEdBUizw6x9qkC3uwR0i-Mtl8qHgAbp6ckiuehdviEc',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/?id=7313395.010156086',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=3Va4y_xt0iNudSM6RNjARSdkblDRxMN9h280bqFH7aI',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6656056.6061996&filename=DYWgDkanSqzu2GLm1HTejKaBVHcVkgHkk2fqdap9Gn4&screen=1080p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1081$id=9442941.6727872&object_id=t_wd0WTkxwes3ir4vLmQ5RcT9Ii2Tc_BwLAFEDACK68',\n",
       " 'http://127.0.0.1:5000/?id=1005483.373634752',\n",
       " 'http://127.0.0.1:5000/login/admin/password/viwgajrwkco',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10097$resource_id=pv1jdCYyEcJVpGER-tlsIMhnt-1ZNGx76v4fefbNElo&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ycqynbilpaheso',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Haiti',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=VJc_oHFHKJzWaf6HUsuQ3nEr4Nzz9a59pBEv11XBBjE',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Thailand',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=RonaldWhitson',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=4lw1aM0Q9uSX0svrbO26b3vAc6YbKlLCLYA5S5j71LU&res=240p',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=SusanGioe',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtfilename%3D2YKAyHuemtYBQDpz1HqoIVhpudet_Sk6fWVhieRMNL0',\n",
       " 'http://127.0.0.1:5000/post/new?id=9335405.26326231',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=IzDEJKByYP5Px0_As2Ecso-gNFXgr9rAqU7oQOFOWgE',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtobject_id%3DdmupSRzWYFnNXzEOuO-rtvV4AFINyCUC7szKCaRvLTs',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/login/admin/password/pvcvzufsijgj',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/login/user?username=Ethel&password=KevinGokey',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=3931017.9668348026',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9709?resource=lL6qWjkVCDVJ_Z7UBiUJX_lhn8iiYxKUvD70rVazZsI&screen=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Eswatini',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=v97YcT9IWG_7UjincBon4iKBmhc1REdB067bBgzQ51U&res=854x480',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1629097.575436977&object_id=hzYF49XJ8M3sPgYX6e0aWfkhj_TLL89Ic_OMk0CrPAM&screen=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Morocco',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=380937.51789224416&filename=vMvffxblGA8YJrVgBFrloXMc_j-9IVf2YtDFcxMy2sc',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/login/admin/password/kdzpgmkdgttom',\n",
       " 'http://127.0.0.1:5000/states/Tanzania,%20United%20Republic%20of?id=9126038.476114754',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4741954.754494967&object_id=BjYs-yxZLKppX_AyWJ12y-jlabhArbPW8iPbuZJwUWw&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3866$id=1206628.0953617066&res_id=iCaJOg2G8zA5rPQFWavjpf10nfFX2tTKBv2pID3brFQ',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9376717.135330506',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7163836.89841258',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6368992.541514709&resource_id=eeydfUdx3w0P2BGKMAAbYz32205uK8sRu_5Nxca-29c&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9877921.856671277&res_id=OMUXkhN4XioEvA_qOppSz-wZsIqZONKos4qXPFDFcIQ&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8050751.790914228&resource_id=rlFkcyqDszBPTN_2BCMU9gfDGxG-vkim6jpJARX7hFc',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Paraguay',\n",
       " 'http://127.0.0.1:5000/categories/check/number/4',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/post/new?file_id=b6-jYKzdRs52w8eMn0zuXdof2WZoJ7l8G8XpmJ_AfCw&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/login/admin/password/yrycfedqdgouttez',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7822269.365838593&file_id=SP-JbryA_RVUv7_ZqC7ZzsAWys9cU8m-DQEprxqBEBo',\n",
       " 'http://127.0.0.1:5000/?filename=tZxZshxdsUjuZ3_0H96T1hC8pu8WiotyAc_Z7NQKufw&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=ED8Vcs0diaOlyDZPXtFApzeRM4pGI_uPO16R_rq_HjU',\n",
       " 'http://127.0.0.1:5000/login/admin/password/rttenckqffcxu',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=346225.7103621775',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=DixieBritt',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=qtMbS-fburJ32QnG668Y_RAn3jKR2zHKQwuu3TcjkA0&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Viet%20Nam',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3119772.8273764034&file_id=SX_JdbdZBug0PZSbMbtulNAlglTIMxrSMMXcoTBA0YI',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=ovleYb8trcqBxfotB0ATyJFONmmPn0aaCM6EUAIE0zM',\n",
       " 'http://127.0.0.1:5000/categories/check/all?file_id=EhqhlKW5eaV-xGBMqGOiKgp5GVnOthw3T5Hj3dIQHXo',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?id=4261444.610367061&resource_id=SdZ5VGbYAJWbQGat6x9SGLqij-_btl3ojUexIwq72Os&res=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?file_id=upHVjfyWWcOJ2097zz23pU5rzBwu9mTNjhQWSruCk0g&res=1280x720',\n",
       " 'http://127.0.0.1:5000/post/new/?id=8956053.908353707&resource=ZEJmoOCckpn4phWItDlevX7LiMEYtrcV8bnggD7bX_Q&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/?id=6186243.617127523&res_id=_PD7OgILs2gfaB4qjGK1m60ca079VyqMJ74emzuyJX8&res=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtid%3D6877405.487399993',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=552403.6026835907&resource=bDRGhmAvtcEG9a9EUC4Vv8na0q8DdnIYIh_7zeJtfE4',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Hong%20Kong',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=HP6H7_SMytEqp4aOLZJCbaxeU2noH3dqgbYTTI_Pj98',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=Iyc3LAewyWb36a7XeGuBJfTEr5lRA4CDlnoW7DCJu9I',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=uRUkfZiDK9gRZ1jTRtz7HpXORC7XRh7vsg3nZWg8IXc',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=DesMkq59WX7A5kXdpCoYC6VCe2_tS95_wg-RjNM8aVw&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/states/GA?id=8022504.324784469&filename=v0c4TXigNLjVSYRYP8D17jUHYWZljG46qiIQtn-0u9M',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtresource%3DcTbxxS0AdD7biD-KtIGW_454nxwhpfETL0kVNa3424g%26ssize%3D1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/login/admin/password/nzhfabjormk',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=a37d1VIYu9mjLGDvDpspcud_zl4Jh0iDhXZSjZi6PsM',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?object_id=k8B-Ayus8kEP58t9M5vSsSJC0g2wlL_UZwUo6sAFNWM&resolution=360p',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=YVSkZovVueBM934SQ9WIjkLSnrgxI_8Bnt8lqgXUiCk&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/?id=8942457.800293518&res_id=gvRg99WZ6zajvebWj4K2zwaDgLhnYqa5S7rBmIFDp64',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=6175235.283247219&file_id=izzhSoEDHT-neKEgB421eGuy_wcDTL9mEOMqhHCh_uw',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7489725.529106469&file_id=JBcl9mk1fhG4ND1SmYM5bAY1-uwzoXOmN0FD-0M8grk',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtresource_id%3DFFgO9yTYIEhYnYdzvTbo_pDlYeAqagIZ55z3lpxo9K8',\n",
       " 'http://127.0.0.1:5000/login/admin/password/jqunmakgromlx',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=jC30AAgQE1VuG3J3Pt43fF5i84KC77udKr7mI-hXE8o&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7855786.414928628',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5318?file_id=9kKhvrDI10ZfR-vD47dImmVHFiR1NVwc1SuPRTbbQj8',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6317779.145165933&res_id=m6TGzUQqn7q-ciJQCuWAJN8INAunn30jgo8jtKKryPs&res=1280x720',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8568088.056935836&resource_id=oc8eFK6RW75r30OvhQmsz0t4S05_GnNfPeGt_aGNWeM&res=720p',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtres_id%3DWwrccUMhIP2OfwprlIStT4iQ0yjYsoFmPJTVMcGtaxc%26resolution%3D720p',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=BluTJmgtsX08csmhjlp__DhtLuBobkch5J9wFcP9wIs&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ensttcnrzrp',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1378721.145818613',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2427845.134557705&resource_id=6QnIt2b_T_8uTURxuha9V5jHh_bv8KOAf3R4LEjW4Ho',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roberto.txtfilename%3Di3LedkKNOTReybgCN7zOKf6dxYMeua_Cz4s4_XHQdDM%26ssize%3D640x360',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6228?resource=H77EgNxhGoC1FVxNQm2luToUGi-SwyR0it94C3mbN4w',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Fiji',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?file_id=de9RMrJ6IZ2ok5Haht5YZ-aNunsA3p7SF0PblB1hIek&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/number/5',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Albania',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=MSwVExgLOjM12hvl4h2-qQz6QPJWQdvlkzGpdAaiETA&screen=2160p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8619771.782687992',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D7842132.755467766%26filename%3DZkgUrsH10D3VJankeywCpd0McEaZgkc5Dp7T91jV9VI',\n",
       " 'http://127.0.0.1:5000/states/Diana?object_id=-0_TdapJBMDA4TawUfzKrigKAAiDCL-KTBH2QD-noGw',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=7880597.766513992',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Andorra',\n",
       " 'http://127.0.0.1:5000/login/admin/password/diijgciykubpcknx',\n",
       " 'http://127.0.0.1:5000/?id=9395919.965326156&res_id=0SBt3IfCdla31RNCnHBaJk3tiKHKXsZTWvwlV8jHw68',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtid%3D6726770.09040033%26object_id%3D55Kqol0vU17RoNnUNr5qICpIpTPFdseZPfEwjFclpW8',\n",
       " 'http://127.0.0.1:5000/post/new?id=1510235.14683901&res_id=ewGqYY6SMMrMOsuTfm9b-BKsm_9chv3Mmg5KaDczCCo&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ytyjpnklceii',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=587232.183852757&resource=_BATlh8zKyCW16Mrzj7RsTQWiveOowE4hGOfE5R0FiM',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/about/greet?id=233510.88961548923&resource_id=xxJCeTLqsDp5ozfwXa5iDf45BpMVGV5ebtBt76Z0JMc',\n",
       " 'http://127.0.0.1:5000/states/Comoros?id=8723323.476212343&filename=lWpF0oBwFrXoqq19lnPH4E_eEttZBc0Hf5vJsUYlVz0',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1574740.3966416488&resource=9pbmmCJuEF3InQQ0maARrkIaZRYlerH37AinTTw4osg',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/login/admin/password/bwydkcwbpbhpj',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/login/user?username=Gina&password=MarcellaKoenig',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=9oWHKtD8BRRKTJU2qQl6T2oOtZxjq33sNmzpsLf-iKg&screen=240p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=MaryHulsey',\n",
       " 'http://127.0.0.1:5000/states/Chile?id=3365281.2407940887&file_id=iFa7a2e0za9KlVCVuuXfkRf0sQ4DGGts99VXIWi0AwQ',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=bDRPLkp3AVvrN5VMU8o7HG07JW_BSMM6PCZSrZxA9wA&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=oMAEJMUh3OdvnhWjYni0ew64JX7KJZQwl4WTyDG6RmA&res=640x360',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7150358.768595682&resource=AslJTUlyWe3iIte0uiI5riQuL5GMLbyNj5SENzMmpdI&resolution=240p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=327749.60654118593&filename=yFk8_oY9xtNXa8D3VyUhjtzGIaj4byMwifydMY67juo',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/?id=8243860.76556036&object_id=GBTY-LroWJ6jgdZh4yKOuYH7IwQfVUdZHmqnl2YFYHU&resolution=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20States',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Uruguay',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4066437.9888101746&object_id=OEo6AC6orxtFMVjPiuYpqD1gHznzPDdFG2lfQxSfM0I',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/states/Lesotho?id=356731.11237817584',\n",
       " 'http://127.0.0.1:5000/post/new/?id=8666172.167569112&resource=tRgHXFcn7uQZ67_zmydM2yHCgnoEl1IJem5RZVd9c2s&res=720p',\n",
       " 'http://127.0.0.1:5000/?id=722571.3314806741&object_id=2I-iJduBIvpLG6hAhsqaJnvIyGXcfrgFGS3PunD-TnM&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/number/11',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=6XHXaMeqy8gWyJ0BafW90k1KfMne_kbTHiEpUoIGeDM&res=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/login/user?username=Manuel&password=RosieHern',\n",
       " 'http://127.0.0.1:5000/states/Bolivia,%20Plurinational%20State%20of?file_id=Mq9Ry_VMTL-KJDZIO_es0MeQW7I_uvIBBcmP8FVT9gk',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/?id=5917633.713930864&file_id=FkSdFyYYImFNMCL2iDhdEOjGX5aOeypyH5d1KQAgBCo',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6166?id=9573807.611815121&filename=v__Ti6An9Ztv_g-8Nn5neogyn9QOBq-swNvG5pibc04',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2751?id=3113645.299021652&filename=I5hobTlqX-3LvRm4ztqHc6gG6ZvF6GW-OQ7GPuKl3Zo',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2122?id=4762365.189255641',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=6p4o5zhEM_Y-NWyeHX1XqZj9ZwqsbGwYU-1VQUODso8&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=DeliaBessler',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mkqjrwzkpmmtouy',\n",
       " 'http://127.0.0.1:5000/post/new/?id=7284438.2821720615&resource_id=P95IG_r1m-qJYEzCcdDblJFw1qp_EgaID2lttsrVLMc&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Estonia',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qdqhaqrnnblwz',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=6180654.679811154&object_id=V8ImbbBjm2VmflR4TE9wmZUsWTdDm50vHfId-4n9zd0&res=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9877$id=6166658.322127588',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5520210.608102992',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=392132.7801265314&resource=iCXSjAwdUWGUvZKrDq7OGffN8yAccVQJL0zeEd2IPtM&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/login/admin/password/jfmlukkgciad',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=3351369.489395011&resource=REPfg_Ompa8gWrNl3NOHymdJqkflbbbsm7uKaim18v0',\n",
       " 'http://127.0.0.1:5000/login/admin/password/suhviwrxopxnoi',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?file_id=Nw0Wr8Qf4HvIAak5LLsTe7DfSPjkr1_jvkXg4dK_7-s&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=cgM3UUJVoMIjzyfwh99E4PjlEMvdUBBcOvsujcWNS7c&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/id/3153?object_id=-a85CvlhqWBGbDeGRTGnMV-UYOwpCzhov_HLi-zj048',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9847196.28613204',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=Ysx61tHyeF2gcXIWRTVRvvRUtK3N4MRtJ5n4KcGBmOw&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?filename=ne0IFG2K4Z4H3Bxd5eweJObNSPj-KTCtc_5meXtBPig',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtid%3D9509703.619374886',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7439650.818771076',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Ukraine',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=HelenArmstrong',\n",
       " 'http://127.0.0.1:5000/post/new?id=64084.12014732593',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10847?id=3967612.0445469823&resource=OgsxUsFyxasM_8E3P1T6Q79sAObfMDpqOhyujYKnlbQ&resolution=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3113569.606402233&res_id=6_7hFkn0Q0NaehYpBgqvbfvdb4YN3lClAeKdZNJz5uw&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=5548127.251927806&resource_id=Xz1nyaYuYgTlXmKIkvMK3f-DT50XCTsGduoAnhhYP3Y',\n",
       " 'http://127.0.0.1:5000/?file_id=j1iQBd1V-zYYIqLeNakvGS9IwnK7zVpdjSURJVaiO14&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/login/admin/password/swqnwpcqgiedg',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Israel',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4522624.922731406&object_id=33ihAZNPBOz4TZk5l5SrnYs-YQcko3f5ppp38UxVaVw',\n",
       " 'http://127.0.0.1:5000/states/San%20Marino?object_id=u0I43BIQNM0TLrxe_-INr5wVpCYN2445ZUhYTdi26Qw&screen=240p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=JenniferMock',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtid%3D2414042.5307763405',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mjrodowiktqvnyb',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?id=2946261.9309659307&res_id=BMYMVUzDRUfekfBu3dK8AkGnoDxyudnX-efNlRec5qY',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=AngelLichtenberg',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10250$id=6789632.963296214',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=P4jvSBaNu4Ni0vSdNPdZqHkkaMt6ZrHvm-xnN5XT3as&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=-du47aE2GnaljDoFI2KK4tehbaUe4XBODjLB6-KJG0U&ssize=240p',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=MjR23qowLZPtf00VEh3NBKKYkFAzBNegoid1yV8xJ38&screen=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=EvelynStamm',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Jordan',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/random/11',\n",
       " 'http://127.0.0.1:5000/?id=4251141.26152246&object_id=BMDVnAeHmu4qhgc8f4kqFsOW9VixZgKRbjIRXARHfCk&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/post/new?id=8510724.74897538&object_id=sjeIQHs_6lmZw6I7LfD5MJtOxm1kD6R4I-EXkHu6uBo',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/states/Mali?id=4145743.5603145426',\n",
       " 'http://127.0.0.1:5000/?res_id=ZWwc3gAVfknDu-e-KatNTUpxo1rt0osPaTHnXjVVbKA',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=StephaineNutt',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=WilliamMadison',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=a37d1VIYu9mjLGDvDpspcud_zl4Jh0iDhXZSjZi6PsM',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2194?id=8123035.3954227455&file_id=2HxGKAMHVntw4fwHGWaMouG13f907YRZ_XrrBGkhsXc',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/states/Chile?id=1919851.5266731374&resource=gU7yJRDIS-uU0P63F5_pEmaFbfsTpofu6c-da4suvEU',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=87iFOlAsJe6OA7zWheJ8AwA7lsYMzaqDIR9vbNjZ5Dc&resolution=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8374?id=1887755.1035107037&res_id=Arv0t-lzrFGVqIKqAsgjs2QfWq_LC_IMv3Aplq4RHZA&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5360849.147098889&file_id=SMU12FlH29t3-Fi682wLw4dPNnr0O9r6xXBfL1Ftmkc',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/login/admin/password/kzfilifynxkn',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1040371.9408578504',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtid%3D8208525.83438029',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=o-dLTVycYUMFAcAzUzRLaOv-QrspAmOgA_cHBBQNZeY&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10207?id=6308991.694033586&resource_id=LSeRVM_Jp27hgMMLDs0TCQ-_-6OcyPMeSVCNP67i4qo&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/orders/get/random/11',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtid%3D7654762.682631444%26file_id%3DMNKHNb9wf7tsDWTryNDpb1pb1__rZNVJRNPwoTYANTA%26resolution%3D2160p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=291560.39632821205',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5202$res_id=X-zZ3HDOYLVl5HkYWLwh7hWvT7-PKrHuTBHzAcDF4eA&res=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=South%20Georgia%20and%20the%20South%20Sandwich%20Islands',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/greet/Roseanna',\n",
       " 'http://127.0.0.1:5000/states/ME?res_id=5ROD-XEQZywFsMQgSuDH5auQFftEmTiMWaXf1eyg4aA',\n",
       " 'http://127.0.0.1:5000/states/Peggy?object_id=FZxswiYY2lZ8ovd3dc__YjxFsRRucUB5e_3ZTvPFBkI&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?filename=XgwAQ_PaNGdnSRX-rzqaiXtasBZy-7_6RIlb6ik-h1k&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/John.txtfilename%3DK5ihO3PORsD8mg-Bgb7qVm9SKqEnqaplT56nsFwVg5U',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4011$id=1550826.6981962284&resource_id=BzJRjmjxPnxNHAvc9cxqZGbaM9yj56-YtCBybxwxZoY',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Cambodia',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=VanOrtiz',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=RosieHern',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/states/Virgin%20Islands,%20British?id=9011104.632474998&object_id=HDvXm9u48u8I6sbON7vKZWTe3WkFV9OLPMpOeBAwf5M',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/admin/password/gbhftcccodrtnj',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6193816.240821523',\n",
       " 'http://127.0.0.1:5000/post/new/?id=3943912.0996839465',\n",
       " 'http://127.0.0.1:5000/login/admin/password/dllkfjjcjcnvcl',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4310$filename=Cjl1qilqHfd5w7TuoxWX7tVexk2u2z_zzxbLBYumVRk',\n",
       " 'http://127.0.0.1:5000/post/new?id=214515.55630563849',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7167?file_id=LoS5zAw9QUx5Xq45pgnhm9ZJ7cv_vpkcU95zSQMtHvQ&screen=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/Guinea-Bissau?id=7798403.020688717&filename=YHYq1WsWgGulYGRXhCE4UXwaLYf5xH0U1v2gHAOqiSM&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=226129.90458170345&res_id=LhB22dZmkiIsoMBt382UeaF4koakEdMUdgnTvceROgk',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7566?id=9491034.160267768',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1374768.3507477285&object_id=RQen3ya7teS7d4NtoqXHI44P8-oC6dxnLtZw0QML_EM&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9835168.572455281&resource=w8-FTVXuljDSxkv1by-az2bSJXQAyHSl1bpZuCt3eSE&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtid%3D7598298.456923765%26res_id%3Dup_UZi93MMhOPIuYOEdOzDLosoNwGhqQQxI1Q_0dbp0',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=2842630.2370709563',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4158326.350255276&resource_id=-7_9Hftn8VtA1cJuUgQ5mgW-lP5aV0xZbo0ud84JHAQ',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9178026.984426597&resource=70Pn51QMrf-1uiMbBq6tmtau0WGwcH40hjb5B6zSJ10&screen=1080p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3457415.2383991447&resource_id=MV1RF7jUpACZy1DSKc_dR_Y4BzZQViO_tcDW7BaR20g',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6015$res_id=Yijg-WK-A1YFNHFg7Ac9ji_yGVbCNhzYbsPR03ZlLyQ',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2239$id=8298051.516401775',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=RubyCarbone',\n",
       " 'http://127.0.0.1:5000/?res_id=mJ5DG8CiiugD4jpcHuDAa_2iPO_NhvU1NEYBGER-CpM&resolution=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1967$id=8191828.418068144',\n",
       " 'http://127.0.0.1:5000/post/new/?id=2715639.635344818',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6270415.884826498',\n",
       " 'http://127.0.0.1:5000/?id=3581572.128033417&object_id=27BBDRESD34fEXOVZ3ZrxpObQsJKOUlf4EmkC5m1RAo&screen=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9865019.94260697',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5613$id=4076368.3399926787&object_id=fEHLKmddq6itYKy82c6M0mEhsNZyoIKvtQs4Exc9Ogc',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/login/admin/password/xdookwksmgjpwk',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=AlvinMackie',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3368121.3978758655&resource=5L-NKDkxDNjKlOEKEF9U7Z_vzl7rIMZrmjn670jxkp8&resolution=240p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5774467.6449045&filename=ZwgkWACteS_KvS6lXcDkVSvOZgUx_tfzZwr9udrL680&res=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?resource_id=kFAYnu-t0DMTHOaiV0BPNVfYDHBpj0y_2v-D_T0iP5I&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new?resource=5wBI0I7KLFuRBIfeENhu2ZOk77EV_8V_D11cFgvX8Xk',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10607?resource=td-Qv1vB52tbm9GhF7WifaVVQHQWHYCgUKmxrrI-Axg&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=866078.377475939',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=5-w5iabD4CUoJ9ySsOS_gTMVTycKQhWthTEyV9mnMJo&screen=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/number/14',\n",
       " 'http://127.0.0.1:5000/login/admin/password/lxqktiweaea',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9588?id=9123991.599667856',\n",
       " 'http://127.0.0.1:5000/about/random_page?filename=BFWtz_X2XxHV6ujv7VG3pCj_PAbK6_0JT_ZDtevlqXY',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10932$id=297795.48635361117&file_id=aPUWRR0BCYLP7v3-kS7JV2VwUOX0APpfoNWvKiomZ58&ssize=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9485392.348795708&resource=3C8ffay8nBY-xFGTY_sTUAXvvjpYTxKH13bhV2meJnY',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=818319.4430591302',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtid%3D2200872.116098384%26object_id%3Dl8L2-cEC3341eQjeoZ6u3ybpZYWAS5CHtnHgdlC3anU',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?object_id=KXv7QBLIwbCw3-pFTxq6bYNd5O0SHIXF-paGASMTRCk',\n",
       " 'http://127.0.0.1:5000/states/Lesotho?id=9727557.545532811&filename=B-3JkES7Kq1AmzZhQBikl6jiBs4ps_Dybprg31FQCr0',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=5058753.208159414&res_id=W7YvCpiXiV4gR_p1lZu9iqZWpdA4LREeZvEa2HS-tyk',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8227?id=2483265.8645114615&resource=JBN5mUDsM2A37lH1AREA2aaTAWm29kA4PuCnDLIRRTI',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?filename=EesSHKyOjGpTZxaygujiPGwi7UR0gUSTAJ6pNvqg7OI',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Angola',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=Uj_bUyZPnpCyoM0lM44PhOOhE0ZgQLrltlhDVDNpePg&resolution=480p',\n",
       " 'http://127.0.0.1:5000/states/Jamaica?id=9803018.687861416&filename=kMKEdrwilZAtYSikdL_iTgb8Ls8Lo6LyZdb_nMakBJ4',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=wg5VYQQX--KVM8tvWRNTrlwdLBCc8r_RtWIuqwRhOEo',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=2021345.8854499625&res_id=3LmaFVUJj7rRA8eQ-DhNao-edxk2AOhLpMrgMh-CSiM&screen=1440p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/togpmagajugdsjf',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20States%20Minor%20Outlying%20Islands',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Iceland',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3169$id=3576959.1695992025&res_id=wADr1P1X-AVc9kPdHBN7jU7hPvm6pRCVewA9fvDxBD4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5704$resource_id=LsINu6KiEXdgtPSeRwk4OoXxXUOtae6iGJ25HSjetwY&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Iceland',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4077965.436876996&resource_id=EJys8ecOcvSiGKPQ7t9ixof9kMp9QO9brJrmP8vIU9A',\n",
       " 'http://127.0.0.1:5000/categories/check/all?file_id=SygqncgvawhwGsfBFdpGlIepcT3mb9YXcQ_tAddqPRg&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/login/admin/password/fuuigbljjwifl',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=WilliamMunoz',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6551052.801128347',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Chad',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qsefgpzxsltwtrq',\n",
       " 'http://127.0.0.1:5000/?id=4894896.526619081&resource_id=6vfTu8sVbosjf2ixD_HcO-1WNWYB4K5FgkY4zKFSLps',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?id=8164774.654714693&resource=_tG2DmnfB3FPq4wxjkjbSSZKdCscVR-2aaDivy8Jzmo',\n",
       " 'http://127.0.0.1:5000/?id=6290058.520804239',\n",
       " 'http://127.0.0.1:5000/login/admin/password/xhntcmvkxwvmxny',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=uO5gSbzsJqlNXQaWYklCJ8pbzFzEMumvNDhkJSGin0c',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/?id=2221087.3722752957&resource_id=Cz-ODPGiCjpGpm4NEhDcF_ZGuHoJeDYDjJBLIDKdHjg&res=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Faroe%20Islands',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=B_RFaPpgf2ZI06KgbiQl0d-M3tHwHrvsnwMuBbNPySs&res=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6357320.06006235',\n",
       " 'http://127.0.0.1:5000/post/new?id=7690269.6407445045',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8116?object_id=P4uyTTtWmx_t6K_eeZfbTJF74e000jVGmbMnYAgtPMA&screen=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9545?id=8141965.244144819',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Taiwan,%20Province%20of%20China',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9263$filename=c5rtIpXNkQCXNpSR-681BG-4Nh7C-L27hOA7rorpa74&resolution=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=SharonGray',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=1622691.960948877&res_id=CZAjWa8jbMUAn6akbojGqYdNMmNPzUmniLMrd4zqGzs',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?id=6206163.870283379&resource=cbIKkVOlM7GjAiSDG4UH1G6KeGbBiTPcik8zcKTwAFo&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Franklyn.txtid%3D8076376.6787270475%26filename%3DAbSlr-DRT2HUIRjLsNF-c1cgR3hzNomfFxwUkSXdYuw%26resolution%3D640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4784474.091219243&filename=rAcHe92ARFNuQ3RdNd_COAC-B2JY1KL1TuUhOnxTXxo',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=OfOjFd0_1mfZ4iQSAsR7qx7diFh-Olf4jivokVlgKL4',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=ElizabethSelf',\n",
       " 'http://127.0.0.1:5000/?resource_id=QraruXA3UoXw4kl2-aBGGhBQ3nWbK-GQx-1SqUPF1Vc&res=480p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?filename=v97YcT9IWG_7UjincBon4iKBmhc1REdB067bBgzQ51U&res=854x480',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/?res_id=EPntWLUiVsQGLwiNKIbP9IgxhViwJPLYSZe5Sxds--w',\n",
       " 'http://127.0.0.1:5000/?id=8795090.084506545&resource_id=PzV7rxfro_yunOqSJU8qFA27eeisGIQ7PcRIyzlSCA4&screen=480p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4404?id=5558667.107958991&file_id=XWCnEtcNEuQVWfgM4UcMGFjZTJGCr7HuHtGM91cVE5Q&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=p1HOS30RGW5S-tFBOejf0tcMU-zA0q5J5yAaX4A0fyo&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Franklyn.txtid%3D9985953.344915362%26res_id%3Dwf3NingL1VM64AhYZx8RK7dr8etfmEoal9Fe38QPI50',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=hbA4ZfEYgSxVFC6azp10Ev53nP9XMXBxq_DbjbpGcZc',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=Sd5-OJ0Y0a0UFO83jz7RibNdGEiHJamBY6hokMdpfdQ&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=JasonDavis',\n",
       " 'http://127.0.0.1:5000/?resource=zB_NpZM8buiolIe42CDxFkALWy6nzTAz5UdDLp1x2gg&screen=2160p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3945155.602073636&object_id=IQNYSKjBsx1Nu5l6GuJu9WxVyOveBZptbZVcZZ32taQ&res=240p',\n",
       " 'http://127.0.0.1:5000/?id=4173688.435748356',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/states/Virgin%20Islands,%20British?res_id=DJmhBQ_QY3lQmJVXd7ECuK9tj_TQwNZKGaWJSidgMM0',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=MargaretWestmoreland',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4804419.466123424&res_id=RCDgBmrLDajpAq3cuSKr9bhZV3ymwbDAjJPol3h7vXU',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5683?id=7848888.242124102&resource=zL28JPn2QEOFLhSGH3tjcyOMPtt6EYm7mKckg1_rddU&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/?filename=Ab8UIy0_FtzVUA6e9JBlZrMQw_nnHKxiaHqqrwkUX1M&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/?filename=ZlgEFNpWsD8RpswOUmo00mEBGtC7ae9CMIOjP6mWzGw&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8717?id=2979377.6545516346&object_id=dDJQzoLSvlrd19YXl3_-4-_On9f69S0vX-aU_-m9SW8&screen=240p',\n",
       " 'http://127.0.0.1:5000/greet/Gina',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Syrian%20Arab%20Republic',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Dominica',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/login/admin/password/anbzckcyeowszb',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=5353968.680723357&filename=hIe_wvseqp78WIJ-0tNO3TOyHm_KD_3rO0l-8EloWOI',\n",
       " 'http://127.0.0.1:5000/post/new/?id=462903.35440458846&res_id=BPFjUi7y2Us8PGArkx9XGblp1KXJDl7V1GVwLe2O55o',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1055?id=5309528.212829431',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=1312446.1273321172',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/8?id=6811977.220156615',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8210$id=4276722.016969208',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/states/Azerbaijan?resource_id=g4kHubOM44_YafTvG8PV_WTN1pzlIlhqbJkIXrn7ed8&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Philippines',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8438061.832261179',\n",
       " 'http://127.0.0.1:5000/states/Serbia?id=1635397.8514182037',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=co3LjveQq7k8-RjvKccFNk8l8qYQ0q1_TUhOgusOkvQ&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Diana.txtfilename%3DLh1-j85xksiFp0l7SnAVuBrR_rNJ4j5wLq7RxRhhj9A',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8557210.072456416&object_id=qvKAxvfiXAQ2N4qpgSg6TqV44WogswhLTdYVNfd7bXI',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4836233.670988391',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=DB1kDQCG5x89-c9uUz8Z6btz3joBwQ7mFxyhyvCQyG4',\n",
       " 'http://127.0.0.1:5000/login/admin/password/hbhgzkpcfkehomf',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=VJc_oHFHKJzWaf6HUsuQ3nEr4Nzz9a59pBEv11XBBjE',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1318979.8595583932&resource_id=mhFBgp4adS411ZQ7J5WBiQqYS29atWuGlh-5Chx-olY',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=oa7_GgWkaj4qgq4Et38-zq-_xeMZ66BTVn2u2T52Pgs&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/post/new?id=7652570.391722441&file_id=a9tNtJZhn2dYIEHKQUShr5d6cZhd1MWUbq8ma2K2EEE',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Niue',\n",
       " 'http://127.0.0.1:5000/?filename=nL-Wze-WA1Tj-G1ToRG9Tq2xpCUjNB331_e0ODPidMw&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Antarctica',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4208?id=1728765.1166296501&res_id=PRmetelT9S9edsb2LLZMc7-NfeTGZPe6SO0WBoznaMI',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=729611.3239136667&resource=VtQQP0EtY7z3MA62XJ85QvrrgF3FF1mUTFv-w5VzcMQ',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9404$id=4516229.435379019&res_id=4LvC7KCwS_PTV_kll7zAxxkY6HqHhqzWQ9vIF9Cyp3U&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/login/admin/password/hyatzvmljrmhoh',\n",
       " 'http://127.0.0.1:5000/states/Mauritius?res_id=5laoOkfhfj5dCLQ5YTWprMmcojzA_kRwxb_lmJ_ObxQ',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4820?id=7569077.033400891&res_id=UN9k6IcHTHLPk73xQmh7bi-BIDEVqXef-UV2Nr3iox8&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9214058.23194983&filename=NLAqhZzcQzzJPVwWqo1sA7n7cBIuc2I6Nnd0WZS9jk4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=U-u6tTp7KINAkxgUdnXKwOBI-Pir1XcSGKjNIRbo9kg&resolution=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=9lPmMd_NWQ1Q9DLwG0Xs_M22h_etODNG5b7zXc3b45g',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2695$id=4295778.414580737',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=584245.2235224168&resource=t7LkkEKDGJa6CUCBnnj0jT5-0oSxzG1uVaopGDcjmCQ&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3134516.3260153984&resource=nAyxRic_dVpGuXhvUouYUpqDQb0EyzHj0o-kX5OJbwM',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Qatar',\n",
       " 'http://127.0.0.1:5000/post/new?filename=qnevy1ZqA_LdAz3JQjYQoSWp0VMuU75Jt229ofrb4Ao&res=480p',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1206698.2538899628',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saint%20Barthélemy',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1036$resource_id=2O0Vkggry8uSQz4MCi5jH_1r2QFcYc8lgfVmNicJcdI',\n",
       " 'http://127.0.0.1:5000/login/admin/password/izbhjnemomido',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=2EFzydGLcbxs_9hlSSUXKLeO8_tXmTEcqPb7JwvGfyo&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=QuintonManning',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2338$id=5789804.35308515&resource_id=GTJD9_jVeUyiWn9JpRWE9DpaXrxN0Tt5cH4JvYwXoP8&res=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10867$resource_id=cJJUZAXkbtnr79Bvr2huHVo-y5pG78oZHjVD4hslAi8&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=109885.93746380828&resource=pe2pVWLTUliRRj75ndiTXISXdOfrmby8btq6iwr0Lz4',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6327?filename=NxuEFWst0vUa6WkOLwxakx51zo3c1082iFUSvVneqUs&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=kzqUaUaFbEVAlhxA2vPpm6VJaryJmyOsqsbcb0ce61c',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=jM2Dw0zHN-a0DFkFiZ25xyKzgVwRZ5_AIrw1tgnk-n0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5571$object_id=_iR5WAEhMp52L-LEWeIDfEFWSw-KEelO5nirBi2dWI0&screen=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=-XPM5GmcvV2F1GkI8MyK-lt-fiR5rnNPqLBiTV_Kzdc&screen=1080p',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=VSQKP4I_hmiWqI1AhhQADKFrUN7mTb8mv38ugVoEZe8&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20Kingdom',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4795332.664694771&file_id=gMcqTTpCcO6pLe-L6CIcYY9xEdfMmJJDjshWkX9c0Gs&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/states/Namibia?id=7247197.348651298&filename=7y_paQ0g9T95usRkqZn9zSAYoglD9ZvUyPiQGr3HuVE&res=854x480',\n",
       " 'http://127.0.0.1:5000/states/Singapore?id=5670827.553221973',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6010$resource=_xj-alyLMIX1QAkgncWOGXOLwJoYRLBz9yHsm4VyN8Y&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2515577.9641986974&resource=IcZRKIIUSgeng_36B6MMn1VJNl7XFzLyQaPNZmE6gb4',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=EvaCorum',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3966$id=729458.0573644468&resource_id=qy5Rfm8B2jB607BMQTCQxcTm0Ql5Qd7BKRu4KEcmMyw',\n",
       " 'http://127.0.0.1:5000/post/new?id=2111470.801631078',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=6603656.354837789&object_id=PxY-LUulR1QlVcZxJgGS6MxSdcpgMksvFFAd26A9avQ&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4908078.6909662755',\n",
       " 'http://127.0.0.1:5000/orders/get/random/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D6652937.141976755%26filename%3Dx0oCQ1MOOl3YoX2T6NTrhgXZKNKVx5MrlN6oB4RYPQ4%26screen%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/post/new/?id=64084.12014732593',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6301?res_id=DuSltK929PS7b-UCXrDIyyVvOP1wlKmnQS6BV3Fhn9U',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=8K98AdZ0hCjFJBJPTYzoV7ZBkgB7DndKnj45suXoD2s',\n",
       " 'http://127.0.0.1:5000/states/Greenland?id=6440192.041932734',\n",
       " 'http://127.0.0.1:5000/categories/check/number/5',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Kazakhstan',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6427?res_id=KbLGEVsKBKMVXNALAVtx_1v9hXTM64nyFYwdQ3T0WPU',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=JoeFields',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?resource=TAMtEZcfFuhsdgbwlZMmA7s92Wepm056WrZ7VeWGPjU',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1721?id=5945217.830269051&resource_id=0DuVsILM9XXTzaNpwyPaRqD6UD7ZNZY2I7Bsj1PSzIU&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/states/South%20Georgia%20and%20the%20South%20Sandwich%20Islands?id=2843250.6188549115&resource_id=9KYkH2oQum8xSqH8DU8pXgO9zzLNssBkN2AFtlw3yOQ',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10854?id=5938474.871074635',\n",
       " 'http://127.0.0.1:5000/states/Guam?id=2516596.4054444297',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D9162736.49140676%26object_id%3D9Zc12XzfjVAeUghf9gLi-1gSXhyrNd7KlALJwSXN-XQ%26res%3D1440p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=895550.8691587031&res_id=ZYTuuT16PSpI5jfN9eTdAG9RWwoRfDWq1gO6TIfFPzs',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2049735.7969735402&filename=K5KpN1IcFJghaw6ya_W0LI3HIVzBTxDBXJpUcNKWrX0&res=1440p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/login/user?username=Manuel&password=BryanShumaker',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Angola',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=2phzn0T0vGjlXJt5FxHfp4rCABCRkPHDVRNv67n-IpY',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=5154063.4305468025&resource=osOue32e3TDdVBRtYOVRAEmROd86-L4D9qucLNKPPVU&ssize=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Central%20African%20Republic',\n",
       " 'http://127.0.0.1:5000/post/new?id=6087555.215160089&filename=Z4a2kdb6hrJm1RYY5b8Yxc1yEMR3v0Esm6dWnCsNYqA&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=5242526.852126259&object_id=vU7d2nWMmhDA8qotrH_z1yQzP5vyJG2oJyAPywd0kb0&ssize=480p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=SharonGray',\n",
       " 'http://127.0.0.1:5000/post/new?id=2150304.147136851&file_id=KHu-6aveZFaAoDRb-Ki4iEZH5wc3Ufhsw94SGv8eaNY',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Peggy.txtobject_id%3DaYY6ESWCKUDxdjXItTdt2Xt4BMXQPi9NKNsApY_5n4E',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saint%20Helena,%20Ascension%20and%20Tristan%20da%20Cunha',\n",
       " 'http://127.0.0.1:5000/post/new?id=4077965.436876996&resource_id=EJys8ecOcvSiGKPQ7t9ixof9kMp9QO9brJrmP8vIU9A',\n",
       " 'http://127.0.0.1:5000/states/MT?id=5176434.53500788&filename=aEcl6XJco1OGLCycmCRAVDSaAs6-YiKKJ8xll5y20nI',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/login/admin/password/cdecvuntsgu',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtfilename%3DRBJ-EfGFTeUY3KaUXSxljZS6eE_dqqagNfVk98cLH70',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4169477.8231077646&resource=MVew_5c5MIFTNELyRUZJ1rPIyo7foHJo8jFzBuz6InE&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=8120177.225275054&resource_id=O7PNZ7t_tubu6yv7y0Vztnhz91yq8VjB1xAmf5U5-FU&res=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/id/8809?resource=puOZizsq2SwzuyYkW6KmvtpC30zRmnzdoeBvnxrSTn0&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5157?id=4010472.245566633',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=pYB2dU2Lgc4bF51Liqh4Ncy9cUkRWMBejp0R3rZmu3I',\n",
       " 'http://127.0.0.1:5000/post/new/?file_id=b6-jYKzdRs52w8eMn0zuXdof2WZoJ7l8G8XpmJ_AfCw&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Matthew.txtfile_id%3DfwEhEzkAn7ItcZD1cURXhbTx3cJuo7PLNXNoncrwees',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=HubertBarksdale',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5019890.783007118&object_id=N9UDzNe6qDREkFEbD_d4w1qx85ER0JfkCSaKrlRpy1Y',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/?id=3289759.618599002&filename=icHlfBobwPHtpN7SeW61Wi9yJeRL1CegdcrIkDFBR3Q',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4204711.009519451&resource=3dGjfRANR0iFT4OwrTj6LK76Br3uTLaHCmEhvN7pmUA',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6653629.62840858&object_id=mmj2OtIz4xKsMR7qTCaduHfZgwruTWMHNXLyfMDIAKs&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/4',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?file_id=QtP7VKyc1U7duDUEG0UNukzAoF72_XBHJRSCi0R6SkA',\n",
       " 'http://127.0.0.1:5000/orders/get/id/3619?id=5188864.542935401&file_id=Mu9CVNBumA1uIyuhayQFa2suFZ3WsOSJCDbFsEqfGNE&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Franklyn.txtobject_id%3DS3h-oNh60WA2yy-7ryg_xufbGvm06FmF3UClWSdDLj0%26ssize%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9294$id=9431936.845497463&file_id=UVK2AblL-fpGNpmN-qsAtTaWAiJsc29EOa5d2Fl5E-M&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=ChristianNelson',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saudi%20Arabia',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=VanessaWheeler',\n",
       " 'http://127.0.0.1:5000/post/new?id=4059947.5521416073',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7510$object_id=X8ePpuOA2PERV-efL8T2SRS7-GGacAQ6sBZlZ-vDsA8',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?object_id=arZ_gmgLGZ4KVVb_A2vWWptAkohcbd604RmnQUEJAoU&screen=720p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/petkzbbzgzenu',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7594$id=447255.8004038111&res_id=tv9WFPDN4dBvJqXxOpxqvu2NarsdnHFJ5gdXioV8Gnw',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=2401597.465081749&file_id=LMbswdhGPTjXlAiph2pBr8a2SeWL_EZvaKaAxG74b2A&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6386?id=4494516.266547062&filename=DjRQjA-9zWoMivnpzZnFO8yJCrupFuh1skH721H-Rp8',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4106904.5631465893&resource_id=tgBkmK9k3LRPebdwefM4w38Q8y5Wemeg6lcEvcowtfc&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/number/11',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10799$id=3510822.148699372&res_id=imr1UfexkpIBNoZWvtwACAnGAV_zlqF025fNwoLuz7A',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1517$id=4029310.788850253&file_id=ZyzYGH1cU-6JUtRn6gPBBgaohJaGuJaJR7avPGEzLRw',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6252$resource_id=AO6M8xgmFK_i1M4N3YuOv4379TVeaH1XQMD9C3wB5tU&res=1440p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4896988.84450215',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=ypUu7_xqD-0zfULhV2CjfcaVGwpmK3Yl1V28cHtxR-0',\n",
       " 'http://127.0.0.1:5000/post/new?file_id=QtP7VKyc1U7duDUEG0UNukzAoF72_XBHJRSCi0R6SkA',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?filename=TAlIchiigdpmjZKRRScgXRr1N48dnlHuoGW2UpRUZVU&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/states/Belgium?id=4151909.1601785',\n",
       " 'http://127.0.0.1:5000/about/greet?id=7631914.996138144&filename=oxHazvSO5Urt0yA8wQnoEAC1r-BBZgpamKEPb_L3nII&res=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/login/admin/password/rrtapvsjkuqlyjio',\n",
       " 'http://127.0.0.1:5000/?id=8374312.4483189&filename=VVWjuq7n0d6f5jfjK0O5FPiy3IaplbVzYsUVSURKkVA',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Ethel.txtobject_id%3Duf_NNjIBFD_updQ3n2UWpwi0W6SWxB49eBY2aGKcQ_s',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=263745.99324273586&resource_id=riRDlDlb0ADYKYOp-TtTnV6n1Bi-YVBPlfrqLEX9rho&ssize=480p',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=Yy1LYeZ3jlGl6IT1lI0Zf_4H-IfZxsgo6mQrVEkszJQ&res=2160p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/post/new?id=2745689.8986994023&file_id=bEnhaVxmWFk0QAZHM4O6tt3Gk_37-_-HoFiiCeTYEmc&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5163$id=5771277.785333229&object_id=iLddzAcr2Qh6JxOzdWMvAkuF3Q85m3G_oe7C08P3i0g',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtid%3D8328459.386114418%26object_id%3DcC8lO9V9BHdX1wm0aSItc6RDmg14cCLqNmHtj89tMgk%26resolution%3D240p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?id=4836103.249607056',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/login/admin/password/rxdwxgywetcvx',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=6j-RCLG3Fz04CsSz5eK7fouZptwE2CCKYHRUzmcIyus',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=5078894.244909017',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=1850025.8300389326',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Namibia',\n",
       " 'http://127.0.0.1:5000/login/admin/password/bumvmuynfqko',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=FUjpg75j7pGwphaC1yGh0KE0Hnou8-OefhgnMKxoQug',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?resource=RGUyvwT69c2ZWbrNJkJk4OgH8e8p2grC_UmebQskjas&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=c-IG2JBnwNgZj9Pd_hpjgraWPShG3gdm3p-RcLX7pa4&resolution=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9410219.824575698',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5225?id=5611943.839940286&filename=hsyJDSIHTj3wH5d5A3jghpomyTKHewXo-5h_pOZzDJY&ssize=360p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5893212.752686832',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1947?object_id=39wcvzRIKbh_hFdpb4q9TF9D1Z7pbNjUVhy4lrMPg7M',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=RobertPenderel',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7911540.895298446&resource_id=PHhmbc9LfDIAkkFCG4Klxsj09q-5QUnPQIaVGCEimSw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=ZYcExK3xGZ_eff8KKe2s46zZsCsGHBeLy54RdB7kYfU&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/8?id=226004.90161762538',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3497068.2856784845&resource_id=sgzQEwD5crXu6O3Xef-_nqLyvudp6T1jJ6oSlUPCMAk&res=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/login/user?username=Ethel&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/login/admin/password/odyuigzmsmta',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8053878.38760034',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=RQY5xswIGtdVbMOpcZDgP07zmxQBNKq632T0nusxF5U&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7450330.258912605&res_id=Vv6vaK0gyZCWz4gPc72OKlafr-DnhjOR-tHFIjDEiPA',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/post/new?filename=ckB1t1eaUAjmMrNxn_IcnnemMoGPRA6foxB2w3Te5xY',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/login/admin/password/afyakchdifoufnw',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9034?id=5954542.217731348',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4229382.238689135&filename=-Jc_QWKK6DBJxYv2rq84ibzWBHjB88sW_TGmIW8hHZM',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=3377958.813662374&object_id=splRLd8t67TAdU284yNABwllBkXXKct3LUSKYr8Yk-A',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4463$id=6523049.274806202',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=Fil8XoLLANejKGNdAhYGH5F2KWAaGk1JODYCOh6qGJg',\n",
       " 'http://127.0.0.1:5000/post/new?id=2580233.7075387686',\n",
       " 'http://127.0.0.1:5000/login/admin/password/byhcrwldwnwix',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?resource_id=169NNusGO2cfK7h7k4jhbhFBlkfHxJ515_59ShroPS4&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=RJnKyIllWSmqZ2BLkhfDxMy_NO_dryMp_PCCRzFRAJU&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8041919.480886043&object_id=gqnGfY8stkaQpRxtgXntV7zMYM0VXJm17823sewnOb4',\n",
       " 'http://127.0.0.1:5000/states/MT?id=5595434.145583602&filename=kpCCNtZ4F01KzNZJ4eNGMd2EJk6FBFUxNJEocQvj2zs',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=PhGUg3kD5squlOKm38LIjyfIRDFEKTP0FoEJWNRuNWc',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=1uZFf1dFQJ97HpORZBSIxsKUjlfH_NONKWuiKc4Ai58',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6201$id=9546421.808518026',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=676802.0384125011&file_id=KTzDuSpmJq8ln-4jqPpc91gTy2TUTynzKXmGEB8D6EE&screen=480p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2826?id=8160142.558174848&resource_id=IDV650SNehl_T9MVTG64h5P0vmLfJmgPflRnkZq2vRg',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Lloyd.txtid%3D7022594.143478457%26filename%3DKJ4iZalsN6FG3b5d5tSpHweGjiEyOVeLwaEMyICb70A%26resolution%3D360p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5881652.482086876&filename=ZokRI3GWfQCZ_2LbN4Sj7uK5SJ3HkEOQ4CJXuA7LFFw',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=8405255.03214408',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=DavidCollins',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Australia',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2063$id=575559.1850506037&resource_id=OdayOHC_u3q5e_uyAlIeI8IDtOOBF2RRUHrVAIFwmnI',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=eW6r_kdGv7hxXN0VO9cpgghjseffk88DPmHDyFmefTw&ssize=720p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5250579.663122322&resource_id=5m8UsNT8eeKJO1tjxNNbK_HXz-5hc5JILwk2uU14kug',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/states/Bonaire,%20Sint%20Eustatius%20and%20Saba?id=4949483.03262435&file_id=OdZWf3qvZW_8K8J-fSVqsPsh8pl1L7LyunVARvIcytw',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=NNj7gYppgjBs0HJnXX2w7QEv2A3NPgEHR-SF8s2m2P4&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/states/NC?id=6701825.462378344',\n",
       " 'http://127.0.0.1:5000/post/new/?id=677329.7150013314',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/?id=8982002.210659815&res_id=G1TospCwV8y0dHvCBPFNeHuSE5k0OuC1TOIfGO-aW6w',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=WilliamRushing',\n",
       " 'http://127.0.0.1:5000/post/new?resource=PhGUg3kD5squlOKm38LIjyfIRDFEKTP0FoEJWNRuNWc',\n",
       " 'http://127.0.0.1:5000/post/new?id=6101910.081943736',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=1966428.3264804757',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2821065.194722334',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10850$id=6313225.66667463&filename=UnS4xWrD_Qc6frg_UXv3q1JhCcnXIBIZUl_nxUs4zME&screen=854x480',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7417685.055475018',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8846$file_id=mxBVDkFDB3NTL1ttBxEKNGbSOhhorGkijihp7WM_Wbk',\n",
       " 'http://127.0.0.1:5000/about/greet?resource=mQpyQX8X9h7i8V2tr6W60Kb3VkDmQ7zeL_vhL67TqIc&screen=640x360',\n",
       " 'http://127.0.0.1:5000/states/Kuwait?file_id=RPFZ3jEQb9zLypmd6F2fVIOPog7_hMtOzuIzyVoVGDo',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=_8LcHgxM2xzR6-Srm1avOodAax2UnnkkRiH4FBe7-yw',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Trinidad%20and%20Tobago',\n",
       " 'http://127.0.0.1:5000/post/new?id=2134412.938889285&res_id=ET5Nmw9st0y4xto7kxJ8BZDJZ--4joiagaAFIqviEzc&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/states/Nepal?object_id=g4Funcx89Dq4cez8zcShCzTZjspe8vd465SujLeGopA&screen=426x240',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=MartinRzeczycki',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2649454.794857627&object_id=3TBD8zXHW8oIw8OUJzUpnvTleWJ1Rimw61r31u6wJXU&res=1080p',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/login/admin/password/idvecxewabb',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4605315.262242508',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/post/new?id=7284438.2821720615&resource_id=P95IG_r1m-qJYEzCcdDblJFw1qp_EgaID2lttsrVLMc&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/13?id=5538921.576295102&res_id=SJ26n2cQdZ5gzrgUpcCQw_ZBWbv0yTKUChPgDqRthpw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3794869.3095126664&resource_id=5Y-HdO8sHvbeduqgthxbWBfEOXlSydNGOhMO2BOWJNg&res=480p',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Amy.txtid%3D7035780.35680259',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=ChaunceySinclair',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?id=8411003.285175316',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=oDxDJJW7WZ_BVxebGo8HDbS5aMlWTXSRuriSlN3uILw',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D1317228.6913651717%26resource_id%3DNabh1yMsjeVVLFniKk1tIaMd6AzrTzf9emk1xXidKbU',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Papua%20New%20Guinea',\n",
       " 'http://127.0.0.1:5000/?id=3099174.4744708934&object_id=0HNQ9oQN-QgXbkO7jgp9FzYTRCEbMxhlzUVE7HTYhm4&res=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=IplBSxj_w4BTK3upaY-mu9Nmo6lCE3u9dDvnI6qEXZs',\n",
       " 'http://127.0.0.1:5000/post/new?filename=YAvT2lKW6uaqlb8cRd3om1jIX3ORucKCvI39Pl4I_q8&screen=640x360',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1356191.2766886628&file_id=U4fYIBswmBCcVvpBiob75YcL245tzPPcCS8UAOlUmlw&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=MarkSorell',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Matthew.txtid%3D8902269.795524228',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1709290.7755648529',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6080494.721590035&resource=8EUVMLMvloLC0N4Oy4LVsQGC4r9w9eQW5x67snB_LmY&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/post/new?resource=kzqUaUaFbEVAlhxA2vPpm6VJaryJmyOsqsbcb0ce61c',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1216725.7437750194&object_id=lTd70quUSrc1w8TIl_HnqP-eLXu5fAMPZxjZsbrnjDI&res=1080p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=YE6I63tSi4Q1L0-7QXrAS4P2w74pbYb04mlMb97gjtk',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/orders/get/random/4',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=Ysx61tHyeF2gcXIWRTVRvvRUtK3N4MRtJ5n4KcGBmOw&screen=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=MabelBurks',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtid%3D9696223.64872416%26resource%3DsvupmGHIIe1BHfrW1G2vdgvn4gglIOwLZIWIS6DN0rc%26res%3D2160p',\n",
       " ...]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print(adult_names.uniqe())\n",
    "adult_names.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "adult_names = df.loc[df['attack_type'] == \"Benign\" , \"request.url\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['http://127.0.0.1:5000/about/greet?id=8730419.269779723&resource_id=2wI0Z0uehihwDeer6dW4XYLVOJ3TFhyfCtBX8N02zvM&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtfilename%3D0MGnu5_DtpSPyXzrxytllTIWWSR3Y1fKP73MQFNFZIY',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=I5VeE2hcp0kx726mh6LmxWSLwnhwOGTYeMOB3-AUqV8&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4581?id=6201978.255995754',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2504858.393548126',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/about/greet?res_id=TESAmZTd5Eh_8IKSZeX4TP3bjArh503ZjWqM0ov3Fxg&res=1440p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Cook%20Islands?id=9023030.488211732&file_id=OKC-Qwy0N0N4NRQTodqiGS_QaQHuv2fOjMDUgKoad2A&res=640x360',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8352$id=5283411.170176999&filename=XRAjoMUAhUs5meKGKBrlcVu3azZ3Zr2Kr1neSOgx7gY&res=360p',\n",
       " 'http://127.0.0.1:5000/states/Sri%20Lanka?id=6014440.782183899&file_id=a-LMx4l-iUH1Sg09SpfIE1kxWdcIkFn9BaV6Kva1Ipk',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6635493.40858501',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Sierra%20Leone',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=8862448.215801427',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=qPN4NDofM7XQ9ikzf-O2_X5NAPLlTXgRuIP5pNSNgSI&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Micronesia,%20Federated%20States%20of',\n",
       " 'http://127.0.0.1:5000/states/OR?object_id=exbNpcpOCGidM1d9XAqa7-vUEs-qeakAGnQUYYpGC8c',\n",
       " 'http://127.0.0.1:5000/?id=4567678.220907649',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=526733.7770598682&resource_id=hRNxWyIrkTbWcABdi4U_28YBaqfh4C4OTX3yiglkG1Y',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/states/Israel?id=8113797.520621032&filename=quqZllbF-rNUpF_vXAY_7IYA97FAtt2eAlEUpr5G9Hc&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new?id=5970020.632564017',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=LarryStratton',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4264111.424216177&file_id=-Tr02gsHXmtmBkp_bRArq2_fojCcuwS4YqwPKwb2V4U',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2558720.581130983',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6047246.688760784',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10763$id=3988335.3695291285&res_id=QPN4b6Vwn24NAPAmdT3MzzTdZfRWyjeSKIYQHOmpe_k&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?object_id=QuTklhD0XCSyd9I3hDqasRGDR9DBtvSbHa4eyrNrNK8',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Linda&password=Peggy',\n",
       " 'http://127.0.0.1:5000/login/admin/password/yqtwgvbbbbempopm',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2598$id=6100836.921625887&file_id=4sF4XSCQ-YGS0JIO2h6nXiw82w0bpXfMSUGQ66EwqFk&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1538$id=3376649.551355676',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=4ctYUaMWCoOx2Lxm5hVBatc8XPaBCyXOSlRml_xP25o&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtres_id%3DZKAGGXQglBLRelmKYAIgksJypQ6y0g2Na7f628Drk7U',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=668052.9277187678',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?object_id=n0f_G3ucW9_3ti9992aDC5HUPW_KFQ6JLtFhHAUHTmY&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qretmkprjxwr',\n",
       " 'http://127.0.0.1:5000/states/Mozambique?res_id=vVlVnlRnw4nwghekurullAd7QrJp7zTNmNXSe2A5N-U&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=MartinRzeczycki',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Tajikistan?object_id=E4j8v0vdfpBdAm__RP-6S791HTBN0KGoP3ClZzlvZdI',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?id=9617836.838870626',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=EmilHubert',\n",
       " 'http://127.0.0.1:5000/orders/get/random/10',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=3629978.2013560357',\n",
       " 'http://127.0.0.1:5000/?id=2142089.4277506075&resource=j-Qi3cfnog2YvHwYxQt4iA5ARxVjsz2_XMjLi2R879M&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7091521.490756809&res_id=wmR3NHoJKdxFmtNKIcSStsMpEE_9DCvIMBPYv-eP_Ag&resolution=720p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Franklyn',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtresource_id%3D0IP7GGh8mjyupO4-MvWF5Eo-AAQbRq9E7Qq4ucprp3Y%26screen%3D640x360',\n",
       " 'http://127.0.0.1:5000/?resource_id=mr-45Wmlm-l-Psuyp3h5ob8bkFcM4a6pwyJslNCpaYk&screen=480p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4193149.580154192&res_id=ZDIIG15-sizgLvef4ej_4WfALF5u3RKQCfu-fywSbWo&res=854x480',\n",
       " 'http://127.0.0.1:5000/?id=2374364.507076767&resource_id=MlrVem00FBdhpQ5gS-EsWB5QhjV6Lx0cemimqfeMuEs',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtid%3D1758002.056713356%26resource%3DDlEGR04QRwgLIRRU4OcusOpRsQYFGtvQFooF5WnD_rw',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=2950909.6617717072&file_id=IpY7nhNLgRoWpTf2m_vgpj-CNX4G2kH2jOmtIemV78g',\n",
       " 'http://127.0.0.1:5000/post/new?id=3132911.4524713513&resource_id=FzyVXAhvzwtVCgB5A3Eog-_AyWrT7LLSJi4ZxWA-eIY',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/greet/Franklyn',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=6VhGBHvBbWGkA9qT8otN-XFp4dmoCN9pgWgWQF0URfs',\n",
       " 'http://127.0.0.1:5000/?id=1190977.6599564073',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=StephanieBode',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Kara&password=Gina',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/post/new?id=4141887.6957105407&file_id=WqERUpRwQ3DCFzBImiQXmnMXpuwQADAlteB8Xnh34tM',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=United%20States',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Paraguay?object_id=aKXCQpoxbCrlIdb4nSwmIUJ1xgbWlaPyXElRnVJ3E3s',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D4810671.59524334',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5760234.050737892&file_id=XTyHL1AudCmUxBbfwV-0-rG5ghDdxpq0yDrsLKWGe6A',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9926?id=2214459.6978672813&resource=xQ0oUYS6IN8uK75mnSdexVpa1qqaLAmtWKRKd5SAYbg&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/?id=5173771.331238119&res_id=QK0zkcvGje8h5EVXaTdXA7fLmT_EkO4U7guKGucr8mQ&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2192?res_id=s_unL08BIoDXSkq8vAamkRqSwEsRZTs6kL_UU5Crsxo&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1660326.4390292803&filename=OpZuUNSuSgAt0ey0y15qS13XvUsrRqDKB0o4WnaM1o8&res=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=MjYZ6X0Elu-Fe4qAFws5k60ncFIiyW3yYPUuCZzYceQ&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=6196509.441587934&resource=KbnmKyiLf_KMk2IyWnN15-9bf1345GYTOGgfbN4uJlg&screen=2160p',\n",
       " 'http://127.0.0.1:5000/states/IL?resource_id=xctvygW3Ym_I1KM-LfnDQnfeY5kwzxK8zt7Qpmy5GqI',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Finland',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=973596.296704005&file_id=QR1XhOBU2c_RVXDLfmoUl7qkgD94Ej9UI-Q9h9who_A&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Lloyd&password=Sandra',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=GaryChagoya',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/login/admin/password/obafyejxamhtk',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/post/new?filename=M8iLBjPco-ODKIVouxAOl8XnxsG29F-FIl4TJpft_MQ',\n",
       " 'http://127.0.0.1:5000/states/China?id=3362510.1626749528&file_id=ZH1ld5-N-dkfqntm2VJOqd3PAO8oT_Y3ditPxAmYAMU',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9661090.50791021',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=a0uVnb2H0ZoM5JlSURVyn5NmmLbWPEfbbR5PSQRTMjU',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roseanna&password=SharonHowell',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7437909.335963995',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtid%3D6395464.004579956%26resource_id%3DyibeOKkap4R3lKmmYJ9oidheVfwnybdnE6WAiSrHcLQ%26ssize%3D640x360',\n",
       " 'http://127.0.0.1:5000/?object_id=QmCJGjPPl8sOesZWKL6vr2Si4nGgohUhvcQ76_xzqgU&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/states/Lloyd?id=2749377.565018682&object_id=cIjbY2kfjq7vb2IKBEbzpQlXt962jlbkj1ES8-2p2RU',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=GkcVDwb6UsC9z8lVOH1WdpJEM2YtTEq8lgZvjUNcbH0',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?object_id=fUchrTEbTmDIEYtU_CC02_Hh5nnyixxVRbQKKQChC-8',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Chad',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1557$id=9380804.604148004',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=K1BKs91CHQEZ6j0JtKOmPIZSGIIIGmNOLYodLGkX6cg&res=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=AN1q2MwcytOeL589XX1r4st0V7ujgsnbvPdG6J-nX7I&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/13?id=2659215.440532856&resource=18YYPKfDagqdvZe3BEpb57HkvHsv2znMdjjaLHsUWOI',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=8pPn4StnpE4RHYbl7mlYJLs8TT4jYNu4vev4EjYbUE4',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7720212.213834932&file_id=ZkRkpGCwE-vXLhwcA6KRbQTYtrsvCLOoj9bA1HQiE3c',\n",
       " 'http://127.0.0.1:5000/states/SC?id=75565.38462263937&file_id=4zwxC6aXRK6crDYqqhfdRU_0Jzxrm88l4KIQ9dWVzcg&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Lloyd&password=Christopher',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Kara',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/categories/check/number/12',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D7965779.126624538%26resource%3DUXzx7OG_vAAntiJ00EM7v9dpf7hgJhkkySYArt_FKQ0%26screen%3D240p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=883644.8875578265',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/?resource=XbqZ27aNd52SfL2qty0OAWQWNR1YQQMU9sARPtklu64',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=6743335.389121306&resource=Mf2EMdI01nP96M2SBFqzJqwmatVXe0c-IzqL0a_SSYU&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/13?id=1301550.397804274&file_id=7LNnicjDbuRXVuWNakLQXCcGE_0jrPabkM5dckPz51I&res=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Diana&password=Inez',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/login/user?username=Gina&password=AngelLichtenberg',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/orders/get/random/15',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roberto.txtresource_id%3DRcgdqbH_yF6nGQ_c2w-ISUj37f05FJaIVrStM9gXvwM%26ssize%3D1280x720',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Ethel&password=Gina',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7209612.48558158',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Bulgaria',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=8UnADDUMnzDe8SHyjGw8DS43PQ4eUv2jjz1lcl6Cp8I',\n",
       " 'http://127.0.0.1:5000/post/new?id=4589180.836418813&file_id=rUeKluOwPBP88cnPztpkKwhbV47bK8oMhPz2szyHZOw',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new?id=3660595.6738031833&file_id=rZ_aqSz19E7fVZbfUkKYwmNkvtTpy3Q6HJ0j30yXo8M&screen=426x240',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/post/new?id=2697531.1312830416&resource=d1FCgQcL6Dzq9anpwL83zA3L87dZirV0aJfy2WiT4dE&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/post/new?id=8356329.17624153&res_id=6M-e9lXCB9F7UsBAgFtS9IxNuNhE5m5fVHJ-YZDpBCU',\n",
       " 'http://127.0.0.1:5000/states/MD?id=9604071.170944015',\n",
       " 'http://127.0.0.1:5000/post/new/?id=2739160.440051725',\n",
       " 'http://127.0.0.1:5000/?res_id=rLvpSbdhOky_KgUoN18bMRSKfpTz57m7uNkpdmulgug',\n",
       " 'http://127.0.0.1:5000/states/Tanzania,%20United%20Republic%20of?id=5133291.143336271&object_id=8H_xRAmFsUyg9zDdShQ1hloIW6CFW5eH-DAfdzv8FtM&resolution=240p',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/states/Morocco?id=8838938.604625463',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?resource=8ch7Is0QzqKoyxrmIY6ooOY_gI38-IeWRa_7-LT1v1A&screen=480p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/admin/password/wwcwtdkjsliff',\n",
       " 'http://127.0.0.1:5000/greet/Manuel',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6591$id=1722654.7753656898&filename=rH1ZyYxSFcrpLsJyCIlcs9bahRLhVbChrJGfJkEp8uQ',\n",
       " 'http://127.0.0.1:5000/categories/check/number/14',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtres_id%3DxEPoc_fppDhYMAdywBeV1iAHZsyQmCUvYUffTByUgaQ%26res%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10082?filename=1EmWsdC_CDjSuY6vK1Ug3GbOh9qmZIKieEUHX-a-Cg0&screen=360p',\n",
       " 'http://127.0.0.1:5000/?id=6555484.161994194',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9750078.617450258&filename=1y_yZ5MqJ-ICRfQWgLnFTW0dcMa4As-hMnbgfdRI7Mk&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6371212.316728756&res_id=NlpJZWSadD1MP6_ukHy5QMFKC3oo4KZ1L_my8eac7uk&screen=1080p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=PaulPierce',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6422494.7102988325&filename=cXKjcbm6QC-dLifjLEpMc1hP3fG_RN4s4bMo1s9gV4c',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Austria',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=Vur3sejlgpY5bQ1wIikwWbZK-maOgLwwqJrN12Z8IGE&screen=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Colombia',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=9wjpN_3SNleQ4ge7_7IsuDV0ulU_NQRRWxSMWjw0EPI',\n",
       " 'http://127.0.0.1:5000/post/new?id=3458009.676149071&filename=CkxeukgpHHrQv8u6di4nsRjfLqQS5FS9UyolVw90H1M&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1556901.0621494984&res_id=sWTh9mYpGAvOP8OoVyTMLdKoeLGZCgX-_IPi0Op6i3Y&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Madagascar',\n",
       " 'http://127.0.0.1:5000/post/new?id=9285230.579989329',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8855038.10458617',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6120471.886327932',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=yQ48rMFUFTAtKpUrSIHZt9KOBwGbH1LqhyYFBtBD58U&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/post/new?resource=q7sYJGnYytdl52jXUK-SQHG_YM3iw5L6NBgB9teMJ4E&ssize=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/states/Australia?file_id=VOhpUFUyMq1rTiqsxM6E0qGh6-Zp2DOqA45iDQgCpUk&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9016974.88278371&res_id=UYbBT4BiXcNP14UKqS0x0vuGRbeUWm_wvZE14LCtywA',\n",
       " 'http://127.0.0.1:5000/greet/Clifton',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Cuba',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?id=976826.6266509861&filename=CCLO9cs4g5tBEyvFqszuLXDi0cICOEy36JSS9AWe438',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/states/SC?resource=H5lV79VR37nQAWGW7nihxh4InDLQu0U1AHMMGwYfMz0&res=426x240',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/post/new?id=9720760.796591204',\n",
       " 'http://127.0.0.1:5000/?id=65896.28064590479',\n",
       " 'http://127.0.0.1:5000/states/Slovakia?id=2368862.6688158093&res_id=DzWJNLPhHbzlqTD91QcPhOMtJh5YJPYKnjJTwbz6wjA&res=720p',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2698$id=1238076.3071551512&resource_id=I1xRMxfuNAax_qZkp0FzRWYfVL6mo6VfZRbItYU9boA&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4786?id=5328983.574094868',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D3586482.0376072824%26resource_id%3D6pO8RqHC4ScTM9CaoJuqPsErFkh6Xj5awWpzMhAOxYQ',\n",
       " 'http://127.0.0.1:5000/greet/Gina',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6685094.204913951',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7726459.989269662&file_id=4r95xluO-4W3ETtpCrj_X1orQ5FpdfxtUOJUeQEaiis',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Somalia',\n",
       " 'http://127.0.0.1:5000/about/random_page?filename=UhPPYey3Re4sgc0dh1VvnkBmLRlwKIwnHirbXanuoZI',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=AlvinMackie',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1831297.0930165448',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=SikappeWOKJ-FaUVX5MYhnbKrP_Qm1HFjXItojb8HZg&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1801?res_id=LS21kswkgxRQDYn26UiodkfuvkvXjRKLRHcTTe55bIs',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?resource=5_wppiLy-vqnmCMppb4us1A_IrIQ3hUJ4SWVnrHXycg',\n",
       " 'http://127.0.0.1:5000/states/KS?file_id=OPpHj4GSAIP-mUStyEyozJSHVOBqJWLnfleHx0BxJ7o',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Poland',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=xe8ZJF7TevDOIrVmBKggqR70xhaYWNnSdI8H0p_oysY&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?resource=VvIrtLcgH8oqdSM_9yKFmJWnUWG8mD-JqBtYOj0wo74&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=A09v8W1wfp3eM93o-QIo3LVE4DvrT9RtY3uX45MzTr8',\n",
       " 'http://127.0.0.1:5000/post/new?id=2697817.747237281&object_id=Lc376kK7Kg78R8GCffkJk8uv9muYNnfNvft-SdjdN5w',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/admin/password/wnosuiapzaphl',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?resource=I542ag5rvBOiqKCrB03paLo5kP0hNm3w6hxI3C_iSxw&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5636368.947189702&file_id=hPqJdVZzGb_zbj6iW9wU1tMos6DzYDiLMpODQQf8liw',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtresource%3DvibUo2Llls8EjRBWrrfB3DSJNN0GVvCLtIWMqJFaROM%26ssize%3D426x240',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4900247.478639837',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/?id=2005892.3450560207&object_id=_kIEPpd-8I9OMovcEZ2Hrr7e3qt5HJjdOP7ECDbsuuo',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ghgaqiguvlqvrc',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/categories/check/number/2',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?object_id=5qdqCMp5KbtH-5hJJ7ej-EuWXqwLHb_cXAk1G4n7qOo',\n",
       " 'http://127.0.0.1:5000/categories/check/number/7',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=-WJ37RiQfTw_oJHPyAS1ly4JCAyiUjAgEL4_VbA7uXc&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Franklyn&password=Franklyn',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6514272.617446207&file_id=xEdFPTrPqKfzfsBX7fQZ2pevrqPbTc0cR3pYJe7wFro&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6815413.026706666',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9325235.556317035&file_id=-AFVqUYN55idSpIt4Nb1TODZrARH7hShMesstSvrwA8',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=JeanieJantzen',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtresource_id%3DW071XYTvM6I2HF3x9zS4rrKPyXUXwoVfJFOMkFTvjTo%26res%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/about/greet?id=1005422.9075650882&filename=m_u8KVkIbeQpE7EKhbSy0hOe8nzezZLIydQ5Oee55mE',\n",
       " 'http://127.0.0.1:5000/post/new?resource=mR9WACvkk7FqZwsXgB2dOSnlhlcf6yFOy_m4yHD-S3A&screen=720p',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Roberto',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1669368.8608958106&resource=gFognhFGRMUH2dAexOzkL4DSVF9_pHumQYuoMzNAR0w',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Franklyn',\n",
       " 'http://127.0.0.1:5000/login/admin/password/dvrxlendhbcxoxhp',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Peggy.txtid%3D5151341.091925567',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qkfdajtphylyjbl',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=7529115.058976099',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Sandra&password=Inez',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/login/admin/password/jzxzdhhbddhudm',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6824$res_id=5mmBYqaS_CNIRJp8iH5TMZ2LFQZASr9lI_7pKJKKx6E&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/random/1',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?id=7170017.149253144&file_id=DP32CBlD7Q9PGruv3--CbyWrMVccxSHJdTcV2YgcDXg',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=641318.875457183&res_id=_l1N5bqU5waz7LzgAN0h9hU4a6ZvxyFaYFcN5sYBDxI&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=970992.5026803719',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/6?id=5214752.352614419&filename=iWBRVAi6dKaK9rKw1c06K2778Y6gKpbjU_ByK1vt_7s&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?res_id=ilXiyKzZrxZmYUux5LW_kJB-RAL_audc-CPOVp5HpoY',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5647710.238650743',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4123$id=3994204.3587721405',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1777?id=6820789.02953296&filename=FaXCWX8TG1cs6B3c8gQk7sXPhB7EuqGxSQ3Iorpd0uE',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=John',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=CZchwQrVJsos9YsN4MI5Ht4mjJrkgiGtjH0AVpPQmwQ&res=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtid%3D568098.2163572808%26filename%3DYR10Aus8buIVDjTqZmktRv1heREJ_ycUquC-4IJvecM',\n",
       " 'http://127.0.0.1:5000/states/Tokelau?id=4256434.130735784&resource_id=me5k_r84VjFkZtxLeSeIwzz9E_GD0ZRt6dAG1jZ2t2o&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Greenland',\n",
       " 'http://127.0.0.1:5000/post/new?id=5864957.9746897&resource_id=JKUAB0PnzuMTlZGyjoBRgrlLxWFXACdkn8IkzAzs9Hc',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/login/user?username=Kara&password=DonnieJonas',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/get/random/10',\n",
       " 'http://127.0.0.1:5000/?file_id=ENTiefwS1YljUm9EUfNTauo_75sKn669NUTYBVFp4vk',\n",
       " 'http://127.0.0.1:5000/states/Lesotho?id=4068390.4667721195',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=Zw804qVl9QU6y8KqvNyI0i9ZPl-nzSIpkyYFANrcG_U',\n",
       " 'http://127.0.0.1:5000/states/Martinique?id=2728060.30462587&resource=I6AkCR3wkwN7HCZSEd8YjnPtpu40nJeh7NLnsgtnPs4',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6419066.238719547',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/about/random_page?object_id=M9UCG8ekQBuyFgOrgEPGU4FC1d6cBBxfj5UYygT0JrE',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Lloyd.txtresource%3DTkPbjOcUUVyUg3UynZQs1YygWkOi0Fe5AR8vrHkfl2g%26resolution%3D2560x1440',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=7725236.090969556&resource=Yqlsdpktc2eTEYFCdZEGh6SJD7gCv4IwwtfU7zhiMHM&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/?res_id=Be7D1MO3xxlmBYL38USkjLCPLCqq7vXmM8a77aYrJms&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=9029118.339912793&filename=q8n0MO0EGTQfxfHUL6IB8-URzA9k99-6KoSmArJcT6Q&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/about/greet?object_id=UT1nvZZnmW71REAtsa2tYCavrtkg7CJ4G4vRixhqbjE',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Amy',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Pitcairn',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/post/new?id=9193577.475742385',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=CdNTM29NZ_K_lIRIwU_c5iJAZZsspfu0Kf9K_9XUhiA&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/post/new/?id=138620.46147571507',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Peggy&password=Sandra',\n",
       " 'http://127.0.0.1:5000/post/new?id=8986572.654014738&res_id=nmaeA5oE9yLuX4srxhNWAeYd4mFOTpbK4GinJpAEKaQ&screen=480p',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3141724.962714396&filename=JHvFjHMfHMY95JekXqf2Fq97tTP-jp1qLLCvnEjZZdU&ssize=2560x1440',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=2eL_zvCmCHNNINTsow0VXjXhaIv_KR0phSx6X9-slm4&res=480p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1578$id=9046420.307640828',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=LQfB22XitjsZznMsisAG-_qV_ILdHIKCzUR2Xt8qVJU',\n",
       " 'http://127.0.0.1:5000/post/new?filename=qbJy4li5qNgUs5dXodvrXtAgcqzJkSsPejGL3RaztWk',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?filename=DUtq7WE3zFwIRa-2ftHJ3Lczj4HEqru3rLjbzNGhLkw',\n",
       " 'http://127.0.0.1:5000/?id=1002647.8038006058&resource=Kv42XD-713oSgzE66I1GsnT0hS_8tTDmZotb-qnm3pQ&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/states/VT?res_id=1wr2PTBP9l6QeNpqHR5Et9LqQpUlI9TCJaZmy400Qdk',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Inez.txtfile_id%3DDZp8l-5O-a_Yzf-EKf9DpPJAqsZFfFVgi_2OFE9DYAo%26resolution%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8054$id=8822601.535375012&file_id=elLIl1IHKgbCVhwOBnj8OR8NccvuloTQxxV2CnHe9wo',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roberto&password=Clifton',\n",
       " 'http://127.0.0.1:5000/post/new?id=6803088.422368606',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=GeraldBeltron',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=SpLhpcqlSH5peXurLgmlo6BexNMNsH-H94O5IR_XorI&ssize=1280x720',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1164614.0736547601',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6500$resource_id=yu9s6ar1lcgsmrpysrTe6qE0sjnhg353DKJD3xRKpdQ&ssize=2160p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Gina&password=Lloyd',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5614?filename=65Wf3U1omVYGK8URrjn8Jtt3_UFOT_2VTRi0m8WQE_U',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1103393.9160910465',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4175?resource=27NDXEoAZ8350_1edvZF_YPci3Priu5UyMHasuiJzUE&res=1280x720',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5778$filename=cF1YwGmfHCDdHNG18TaZCqVrmnFx7TtOb5JLERKhNoc&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roberto&password=Ethel',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Ethel.txtid%3D139321.3429862244%26res_id%3DFkS3ranAkdVhqqn-5UEGToPseyb5QVsqhwlKp7tGnaw%26resolution%3D3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Kara',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Manuel&password=Clifton',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8678146.021607647',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9195903.06448276&res_id=rG-QODzJoIJJKuALIX7MeHwRA3z1ijcMBspKxr4hQEM&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7001?id=750113.3326262117',\n",
       " 'http://127.0.0.1:5000/orders/get/id/1007?object_id=uL7fh4N2wcsKRcfIBW26K4MkDhaEKLsJfehNMOJPEFI',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D5193684.238084906',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6234961.716248561',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3935863.508762355&resource_id=O2or-Xg0-76JYz6jpPqGWOD3pJGC8jIoCtnFhWHxkJA&screen=2560x1440',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/greet/Alice',\n",
       " 'http://127.0.0.1:5000/?file_id=BKXNvkGdpqRKue20WIgcNzE3XsdZPssXY7F4tZgJQA0',\n",
       " 'http://127.0.0.1:5000/states/Greenland?id=2034739.3190026255&file_id=akFgwdT96lWBeVvLBaOxjQ55nM75qdvkHxLFn5eQkEE',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?filename=MNWxbnJhLYG02lUtuiuG36OAzZkdl1zdg-tBWc3wnxM&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=5366428.199149042',\n",
       " 'http://127.0.0.1:5000/post/new/?resource_id=_tiinWcggZ0_HkuZRijV8fu41EKmedXDwm439fFdkt0',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=LlepO_EMG8iZ2JT4jF1fTRxpHQO2pTVJ8OCbOW8sduI&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=sKOS44oG9eVnp1J2p9pSNkpJ3Je00x3Ndb-07677Bl8',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9473334.82802192&resource=aGrYKcvANr-E5M_0_SxTfmehRGA0UgLytyfU4prCn-w',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtid%3D6450303.815240769%26resource%3DwYS_WpU8ytaoPGGOS6B3Gw7Nt0i0TJW8zhyLKcjuEKg',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Cook%20Islands?id=5245287.264506219&resource_id=m0CEtvdhx2wq3HQfJLrfBhK7XKkWBhWkKOCE2cvvyZ0',\n",
       " 'http://127.0.0.1:5000/?id=7115235.513118767&res_id=YLTxDfxoS_luhXutCXYVkC5caVa7POvCb4OZojyHxMQ',\n",
       " 'http://127.0.0.1:5000/states/RI?id=150766.4229162983',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3113340.6778242006',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7787$id=1507684.3338985052&filename=qHRg_jfvdSsrkw7vziZ1BQpc283Zn8_jZbZLQsCN91A',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9961618.948699692&object_id=z_UzZzRYHZb8drgGPTG65ctwttOGeGs8V-WkOAc7bKc',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9253?filename=67W6gEiS9_ReZH1klUxpRDRtrRsFASpDu9JxfEY7Z6U',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=WilliamMadison',\n",
       " 'http://127.0.0.1:5000/states/Peggy?id=8981160.651951788&file_id=c0LYFDMT65iF6WjKvrYFb6e3SXXYN-Fjn9Wk6qBPDy8&res=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3942454.411124892&res_id=yxvcqNNA_LwYLIlIuSU3JbnBBeYavTiShSafzjyExyk',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=StephenTruxler',\n",
       " 'http://127.0.0.1:5000/states/Kazakhstan?resource_id=3bF7HxoYCYPr8wV7D3z-3PLZcyUk_NBMe0cOC7YDQCk&res=240p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/3',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=joJ7nlpQ9AtHrNYpKFTwWvyp-6tNfjPl416hlY0wZgo',\n",
       " 'http://127.0.0.1:5000/states/Gina?filename=Mo1dBzN-IEe8PJ6jD1fHRElglQwfo1eaM7bx9bEhlYs',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=CassandraMarkes',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Meat/Poultry',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource=6dSNGhDJcmEmPAsF9vPfUtoGVr1dqxsb7QyRqymtPtI&resolution=360p',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9622388.06616191&resource=FCsHA7Afly4FqhnBeBob_v7rbx3VN41NLfuy7AJLowo',\n",
       " 'http://127.0.0.1:5000/post/new?filename=BkKSvgM_6O2Cqxu4wNWCwiVWC-oqDoHSVP0A1tK_JZw&screen=426x240',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6851113.210594835',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D8463763.29433605%26filename%3DDz8LzL3Fw75TaBlXTpZgMBQgLNwDPjTkzSO5zqbIFVA',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10888?object_id=TkCVQu3hp911bnLw0Bst9Yar_m4nu50cM1ceZ9TnbtI',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Ethel&password=Ethel',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/post/new?filename=av-6m3K49Ajz98vmgmqo0nMIrf6nMQvEIiRibrs4few',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5720568.419500346&filename=4oNYcPDuzP4h3mhTqAZkF4-PhxIJ_oOhPDD5ybjPX9Y&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=l0VPJeumkTA-ANmrAX9cyFQM3cGSl-AxF9KgM-sNZ0k&res=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9549?resource_id=hP1hz6l4XSBdpT3ygVCZYBC6GII_-TbFUweybCHk2tM',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=UmVbRpH9q5e2DYtM8T_rKdlCRQLL9toc8MYVeQTowlo&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/cubaymcrrpqkluup',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Diana',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6409165.310096571&resource_id=ycxbwDzMqYzy2bbuMzM1J5S6NxzRkkzmNfmub49KjBc',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1887013.377958809&filename=rg3eOln8GoQKLTWOaa6BJNR5eJGeBjA-HqaoDnAUtt8',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=GaryRobinson',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=JanetMoeller',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mkwtsahvmidgrkd',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtid%3D2807292.1834239694%26res_id%3D0GwX10v0tyrMqbyi_IH6C0fKNTGgnVsoV12AIFnc40g%26screen%3D480p',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=6992888.969068107&resource_id=7dmmPdE1AP2CrIYuIp9u8s4cxyzRvJXUJIvOVVTxuIM&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/login/user?username=Sandra&password=AlbertoReynolds',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/post/new?id=367040.5625951183',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Syrian%20Arab%20Republic',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4474$resource_id=mDmUfNpQ93e7zgI0q3nZn8mrsq_U0ecXGN8-9XZnB3s&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new?resource_id=ttIYsZy0zu3vXnLgJwTJ2j08y28ydhwDIyCnL5XLPII&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7969?res_id=A5ITWqpDt-KgiAY3_AhDqHbnunWMHpuCbzcbNrQkmzs&res=1280x720',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=EsmeraldaBaker',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1277$res_id=zV75x3YmrBJjfb5Fk3SCn3hY2LHb-MmnEzrHETPl8cs',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtres_id%3Dd9lRllADevmuITeZLqqSc0ytLRYLxiye22BznpbAq6s',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9091151.477706073&resource=pur8Wg0_pONjlVixvgDLgp789r9G2Q5BolX_lqeiaUI',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=808631.558184008&object_id=R7qeLD7yjXCrtaI1nlxFpGW3UZF0RxYDQbqRApSEttU',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/?file_id=3_WRTLyFy5TQf3247o027IMsUceVGZSBuyMNxbaObS0&ssize=720p',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtresource%3DIDcjX1NoHtoa2hWwqrYvgZvZujRlOU6sBZ_-2fSM2Qc',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5666589.798765059',\n",
       " 'http://127.0.0.1:5000/post/new/?id=7838238.573752882',\n",
       " 'http://127.0.0.1:5000/orders/get/id/3742?filename=Bfy6h0WzJnM27h95gQfQmQ8ibvBXWSUGE_2DcOhYOeE&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=JasonDavis',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Inez',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?id=4311167.144579089&res_id=WC-965MjC5-Ci-wb38t29theUWRyzHKtQkDu2lEK2cI&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=3013615.8624716997&object_id=QFt9yjMSOHljpuUoIT9TpHfEJaGUVEeAJ541HQi-nig&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6023732.04394415&object_id=Z1QgOy6x17xpJ7K5frRDryv9pABdY-lzC0lIr4ZLED0&res=1440p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Norfolk%20Island',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtid%3D2790549.0210628607',\n",
       " 'http://127.0.0.1:5000/greet/Lloyd',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Roseanna',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=734959.5178149106&resource=3cALtE8YFzvGJcbINm5RSsu68iBmq4bvDZTvrgFZx8c',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3356487.1659361636',\n",
       " 'http://127.0.0.1:5000/login/user?username=Ethel&password=DonnieJonas',\n",
       " 'http://127.0.0.1:5000/post/new?id=8065573.599877974&filename=L91P8nojd1FVCMrwE8sP8FwyB8JmF4nPIvXP5j1n9YM&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7361623.6769017745&object_id=_s0xDW-cLT5SJ2Pn2EDLiIK2vZdid8bUO1vDA02h5H8&screen=360p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/greet/Kara',\n",
       " 'http://127.0.0.1:5000/greet/Manuel',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=QmC1jlASgp1GcuJ7ulkAce1mI15ZVIjmjGmXL0q3LQw',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/post/new?id=6515120.014828929',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Sandra.txtid%3D6581124.694536509%26res_id%3Df9haO43lP26dU1uiaVLRk0mK1jrFapXLJ9JFwnZuEsI%26resolution%3D1280x720',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5833892.022362278&object_id=HnW9-7ZfuCexmHGNpN_QtFGW3FHQTBSfqKkaGc7c7ic',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=S_mO6q9SJ94A8hQAeoJbKQ73eFYikWhf-Xf0L-kQtAA&screen=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Bahamas',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=JeanieJantzen',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=BT203er3Mq7GMaU0Scm7GPSnJkRUiydPfFBXs06upek',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=MaryDavis',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=2464$id=6163411.27647507',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/6',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/random/11',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5675764.741192976&resource_id=e-w5Sul-Xf21x6mZqrn4Ja_9zc9G68bZVUKE2BNfxbY&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/Åland%20Islands?object_id=5vgleGGr0V8c18lUfEKAxqv1bOQRzkazNlQASTo803g',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Lloyd&password=Linda',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9277246.069335967&resource=Ky4nzkCmLMRVHWdYTgxnvPU24f2sM9db6_k17Anvss4',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=_JxQOjw49-7xpt9tegbgdWHxBQ9w298JDyqerxlclL4&res=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=869699.5012254654&res_id=ccZGLA3vKKhQ2Jrj712wHZGBbC51ysDznwW5XjMdMU0',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9565795.03457833',\n",
       " 'http://127.0.0.1:5000/post/new?id=3938255.8244455815&filename=7-sWSwdnAtQLDwQGzryzYfv_lpB8vSgOqm5xzExgT2k&resolution=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8602$id=8013296.672446041',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1333376.297528787&resource=6pMFFGC6ILTnJ-ostTOUaFIlj_wilKhniTn8V2ie6dQ',\n",
       " 'http://127.0.0.1:5000/?id=5528445.878087642&file_id=p5aqVsabYmY6DV8bP9APsiL2UZZ8lpRqI6rtqKIUTT8',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Linda.txtid%3D7443412.205806987%26resource%3DSz03CbLJ91ZbiPwDl6z0SNxTew_ZNDHuovVELDzuISg',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1410672.7655566875&object_id=pj5vOU-r47gX28aIcj-gScqexJkd3-9UX6xScrlqYzQ&res=2160p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/13',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Matthew',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=North%20Macedonia',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6691342.460348922',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=3643388.1257508583&resource_id=-s61z6uSf28zBTGyL5ziUMtcr15qLPq3H5gxoIrGyNA&resolution=720p',\n",
       " 'http://127.0.0.1:5000/greet/Peggy',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3904$id=9158545.641633434',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=4934474.402328624',\n",
       " 'http://127.0.0.1:5000/about/greet?id=6748428.566562239&file_id=hTmNbnS9h4CfrMuuA7AGbfK5moplWiHkVXfkN6I1AgQ',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mfoizkabovattf',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5724$resource_id=TlhD67BjXSKVttgD2ecYevcY4q63A_w_wYXi5u-3-DU&screen=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=5869052.967324427&object_id=7wby547VvBMw32p4y54Uyr07r5j7bmAHtdYegcq0YaY&screen=3840x2160',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/orders/get/id/10248?id=3100648.2783091&filename=DNt-dI5hWYG2_hsDvaUeEFII5E5kqqP_pze9UvSMPdY&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=4462525.392938246&resource_id=waHJk9rMSto2ufrvBeDwKSYpcNxlGp2R2CXaDfGrxf8',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Linda&password=Manuel',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=25739.293149857604',\n",
       " 'http://127.0.0.1:5000/login/user?username=Christopher&password=HelenArmstrong',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Linda',\n",
       " 'http://127.0.0.1:5000/states/DC?id=636048.8244611311&file_id=T7hvWbtc5bYVDT5ZnRfDixd-57vvjQSJVB25oD1Xz5E',\n",
       " 'http://127.0.0.1:5000/orders/get/id/9319?id=7702553.164482032&filename=dJThY5rsr1jfYgqr_kylq2N-yRNUw6kHpCgwF6LKS-E&screen=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Saint%20Martin%20(French%20part)',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Matthew',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=qY-WVTBk8NPy0lNtFJIXTQQTIrQP2p7Z0u6Uz4Ym1GA',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtobject_id%3DicuCcQKj-Kn3EEgTsz0D_wJ-DvzxZPGpCAnETuKeDxg%26screen%3D1440p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9206$id=2164567.1963351592&resource=44XTLj0IO6wCODKOwSLfpUy9P8VyHhQ85bIdwWvTtyI&screen=240p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/categories/check/all?object_id=eZB9MArIOafsAm7Pv1t9cZ-agD2Y18yqxrXxnGzCqN8',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9898$id=9285351.114717856&filename=1iUtO99KVD4gZAwNdkeB3jSkNWp2Vmx9xlOh_XcdLRU',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Matthew',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Beverages',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Peggy.txtid%3D6826942.166346365',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=CygOfgivbAtTK4e1quAwdkD2BMH5CaU5tOiFB6xvnCI',\n",
       " 'http://127.0.0.1:5000/about/greet?id=719351.205666047&file_id=tWlK02I6nmBbVIBajFOelgjiEoSr4g8bO76Y67-Qg6Q',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Grains/Cereals',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=YHJz-SpdcyI5RudDCsPVEgjS619XAWnUA3TCIKnPpik',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=7wynN2T762dX6TVfL5ICnK2FjLAr3w-IgcFenN2VZJg',\n",
       " 'http://127.0.0.1:5000/post/new?id=3404563.127291087&res_id=i1tclKAuWps9MHcx-elcn4IfGaZ8jpiLf5NCKy9iBSg',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Manuel&password=Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/number/10',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/Sint%20Maarten%20(Dutch%20part)?filename=SwH4YJAVV2iq6CT6aXVZ34qwRF3B9HAhmKsrNF9LUJk',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/orders/get/id/7206?file_id=aDnQ9I22vCecvC1C6P6CcFcU6RFgQR8bg2Lf-nEApgg',\n",
       " 'http://127.0.0.1:5000/orders/get/random/9',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5940606.431714545&resource_id=MfGNDEzphHKW1SEYWVngt3uzo6dPe0RH31xwT06p42Y&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=LoisAguilar',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?id=2868130.037410164&resource_id=dQnacqEYLiLV5vdRPBBI_F6p4dg3ptfpa-d9hTskCAM&ssize=240p',\n",
       " 'http://127.0.0.1:5000/states/Palestine,%20State%20of?id=3769552.486776306&resource=gyEPZGPubtHznqyYU4JUEJXm-a682YRiVnvayJrC2NE',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=6208965.8957509175',\n",
       " 'http://127.0.0.1:5000/post/new/?id=8936979.490086703',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=8782246.479561657',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/random/3',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/greet/Franklyn',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=S-2kq3k3XKgLebI4KVipUWQ15JRVR9mUx2t1ywZrYoE',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtfilename%3DnaMf-TQK6j6s3ZK5D3x8HChDA-EKts0hR4lcTouDkTk',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=8454129.883257195&file_id=-lpXCNiZaQ6AT2YOFID0mmTkginI12F2n2S1j5FvKWs',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Matthew',\n",
       " 'http://127.0.0.1:5000/login/user?username=Peggy&password=PaigeSloan',\n",
       " 'http://127.0.0.1:5000/login/admin/password/knkudrjdokug',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/?id=3666855.6742158225&file_id=7db1Il0_cMdHX6z02rxf0tQ6jwm6q8wmLv9aR0-upk8',\n",
       " 'http://127.0.0.1:5000/login/user?username=Manuel&password=JordanGreen',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Diana.txtfilename%3DRU2APEau-VxVyNAfVZ8hxuxccIGdiWQabQmzM7nY27M%26res%3D1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Oman',\n",
       " 'http://127.0.0.1:5000/states/Italy?id=3515879.133638452&resource=1DwxkPdtfSVi9pZUa6yrhphpY0PFgmIQMyyhMd4oWa4&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=7020$filename=jc_io0aAp1xEBARSu0YhKu39mHpUD8Cq-Cbf7tj24PY',\n",
       " 'http://127.0.0.1:5000/?filename=-S24AcRM6Hw8EbGqAl3qvdwzdHSp4Y5Bb6hbzCD2tc0&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/?object_id=ahiH60JfhSGn1w1tpzznrI173wUHaASPFzyE_7ZchIY',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=aUONH1ScJ3fV734CwnzQ0XX0zcXE5MDCT6yT0V0JbZw',\n",
       " 'http://127.0.0.1:5000/states/TX?id=4387942.421045975&filename=aWtP8FtG5UbPg4MKjymwmqlxzC19Htp9YJzNoGq1kX4&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=PaulBooth',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/login/user?username=Lloyd&password=MarkSorell',\n",
       " 'http://127.0.0.1:5000/categories/check/number/0',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/10?id=661582.072476552',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5737$filename=UpruD3xjB7IYWc3ZxcSsQkPGdzXgLJBf76VmWHMCC-M',\n",
       " 'http://127.0.0.1:5000/greet/Sandra',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Christopher&password=Amy',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=2362866.176373765',\n",
       " 'http://127.0.0.1:5000/orders/get/random/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/id/4805?file_id=bWV2xAgQ6BZQMEaRByUK1YbIyaJwIV5EotousfQ-s7U&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/about/greet?file_id=yE4DWsTsmkwYktkJAkeRG2TVyPRmFsCugnjirJdYDl8&res=2560x1440',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=G8SfB4r9y9M3z6k4b6PAui2JnxQxecVe6p7rkDUSjko',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=F2hivp_yofFDKhs52gBe6n0i3nAeRun_-bA1dEu8u3Q&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=GlennCoffey',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/0?id=9082435.699813254',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=yGQ9hSEjobrqXSeQFq3jBvn6k01wvJ-DAS7hQ6pCgBU&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6503318.457823183&resource=EI4t2m3Kz6EmLhwdy3YeNJmXzz7rwi0S61ti71-Fhlw&screen=240p',\n",
       " 'http://127.0.0.1:5000/post/new?id=771079.6570724046&res_id=qXfMnDB_f3COnzUsXJrlPAlPkl88SSGjDCkkUiZR1cc&ssize=720p',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Jersey',\n",
       " 'http://127.0.0.1:5000/?id=5111820.190460391&file_id=i4g4M1XOzhlV0Y09x9wJM6Xuq3lBnHYYIOelZ6v2OME&ssize=240p',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource=nLMKU2W0qeniFONOTvI5gU7RFPCqMCgviwPmkFWcn6Q&res=3840x2160',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/5?resource_id=Z5kgOGB2djGRyl22065eC8BhgdatH6yLTccRaeeE_cI',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=French%20Polynesia',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5343?file_id=aIOkPqu93SQF_3ESV4Keeqyk1R-vqgcKyZyEWHoZoms',\n",
       " 'http://127.0.0.1:5000/?id=8924220.786152923&object_id=HwOVDmB8iGxSblDLhlr0mjzKwzB2n54gdvUdCqIgoWY',\n",
       " 'http://127.0.0.1:5000/login/admin/password/ipupqpfqkhaloqwa',\n",
       " 'http://127.0.0.1:5000/orders/get/id/6583?id=7719624.845023657&resource=P-MjYjJl5igDotrYOVyt0FXix9_CykRx0uIRAa7Z1Ew',\n",
       " 'http://127.0.0.1:5000/?resource_id=GfmtEeaIZCegVXd_ObWXF80uFjeQ89-vLrHyStygoKQ',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Australia',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=7IK08u-iKmJw1vD4dVN9tRxETjn5QyGk_KvgNdNQNvY&screen=720p',\n",
       " 'http://127.0.0.1:5000/post/new?id=250454.4020093074&filename=SrFmYakpwCA0x-7Y_yhoYf5dxuD_SlnJrvtT17sW5X0&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/11?res_id=JIoXN6OfKYz6vJCXdVNskmgGW4QOwd9E0RasP9kuV7E',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=3654$id=4809275.313811739',\n",
       " 'http://127.0.0.1:5000/states/Kara?id=7339401.234248884',\n",
       " 'http://127.0.0.1:5000/greet/Roberto',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=1262242.7982189213&object_id=Us8qghwiq8uBakeITwrG9MzzNbUm5glE3uLSSzbIXbA&res=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4435$id=6389543.494256915',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?resource=KXj6U2D66qOaFDaqsVEqJ9kSk24Fy1Z1QIPcrjqYY_k&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=4650463.866902634&resource=EeYf1QiElU5bU7oY57piNMwkuJZfkhu9ooEFNSv12FQ&screen=640x360',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=2931403.844563795',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Senegal',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=9128604.404210947',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?id=2128110.589714537&res_id=e7rWyr2yD1OXI2-YKvR5ooHf28Vl-EICtz1pPH8-ctI',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=h5z1Y9eZZoJzx6PrQZjTKo-jLqPrn4XtTVRjIp5a81E&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?object_id=HfWRonzl2AuYECL4Dc8IihBO5WEHaBlOpoAY9xkTbO8&screen=480p',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=zD8jkCRhbBa27rJfYWSJEb-SqD4G7vRzNdAX4KrvyCw',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1359619.5739988966',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=vOfQQKOz8hUYQZ2vckBGweACWr6sA890KalFNthHuZI&ssize=854x480',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/about/greet?resource_id=oxXM888NZmQoCQNJ6bHmngqHsZokik3QYFz2gHxbR4o',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Western%20Sahara',\n",
       " 'http://127.0.0.1:5000/about/greet?id=9043672.343245937&resource_id=Zqek3-1b0oT1zfq55VM7JL9GgFF9r0nrhenpnkXOX-k',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/1?id=3096295.8054563273',\n",
       " 'http://127.0.0.1:5000/post/new/?resource=Hnoj-vNX791Fq_A7tckIB_6A42rWuUXRtFgTpNrhY-A&resolution=1440p',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/?id=9115768.389293151&filename=3C0ncVATJeGz8ujZW3h-MQW_NIOVxZRP7LEzND5YedE&res=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Franklyn&password=Peggy',\n",
       " 'http://127.0.0.1:5000/states/Pakistan?resource_id=UEn75TSNTM27IFcJ39kDMWzOZVaBY2uH2jQ6yzYsKqA&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=3290753.027712021&resource=8UdvgE04bwM7ZQ6UsNFZqxD3CAd1N1R4fPXsaYInOw8&ssize=426x240',\n",
       " 'http://127.0.0.1:5000/orders/get/random/7',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1274617.660725842',\n",
       " 'http://127.0.0.1:5000/?id=6066617.72434151&resource=bpYcPML9hJUZm6f0HCjaGCQYn-OaqILI0ADBlRGoJ1s&resolution=640x360',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Amy.txtobject_id%3DtQ9uT_qD9fW25kTgsk7YdOYc3ppx7DG1HGc8nqcfYEE',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=I4myL-ln3-cHeZLxFf_IWa1DxgUrXwk5glTd2bBniQE',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/2?res_id=mb8KbeHe6Ikna9CJerO9gB0_zVn17M-AysopJQBi_UU',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/about/greet?id=595361.5520158814&resource=Mk-0p27lGDTqp2C6p5hayj0Q2_mph5aBHOkNlHKLNQw&res=360p',\n",
       " 'http://127.0.0.1:5000/about/random_page?resource_id=-K55k3MZQcM_viG5J6seee3uHouPXHQWhs-UdwICzmg&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=8549793.081806961&resource=ZTbPVEjmA_ZSct8hlrbPU7gDzEgas9x_TlhOgQ0k7AY&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/login/admin/password/zudtypoedtli',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=kqA9iIv-lQ6WTQi5jMDabKhZ4Ze8ZyEqSLONXFQYnE8&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/states/Togo?object_id=dbjGeA_Y71aAkOOg6K-PxX5v1Z-2XhRPPeZTBIbX_Ww',\n",
       " 'http://127.0.0.1:5000/orders/get/random/14',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=RobtLampe',\n",
       " 'http://127.0.0.1:5000/login/admin/password/dexeprnzmrhqftkk',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=6rW-oHWe8b9A83d7ib1ymff3a6l90l6JV7bm1eSZXXQ&ssize=480p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Croatia',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Barbados',\n",
       " 'http://127.0.0.1:5000/greet/Franklyn',\n",
       " 'http://127.0.0.1:5000/post/new/?id=5128796.072573742&object_id=fTCyEy4ujjXIfzERXsDPxQJ6OISIHtj1OP4064FdUr0&resolution=1280x720',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=JordanGreen',\n",
       " 'http://127.0.0.1:5000/greet/Christopher',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=4570834.049874033&resource=e0FwkiYquwdB9zuVmdukstJisJUkzkqmrn2i4aChQGw&res=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Amy&password=ThomasDavies',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=1898687.7249657724&res_id=l5yT4HxKLoDGbKaulKhK_qY4TnEpM9kg3zlM3J3DKk4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4972$id=855240.4864389806&resource=yHVb9UcFFW52dRk8yfzp5KZjSz_vyOoOqkin5CwP4OU',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/login/admin/password/trqgwvusgwhsw',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=8077925.889395465&res_id=HL8P-V3BRw079K2_2o_HEvwzmxVBxwMhlU3L8FWtJsE&ssize=1440p',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Matthew&password=Roberto',\n",
       " 'http://127.0.0.1:5000/categories/check/number/3',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Antarctica',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/7?filename=lBRkfcEiodqFDwkXhzG9yHqjse3_zDj9UidljTl75u4',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4086794.9390211226',\n",
       " 'http://127.0.0.1:5000/greet/Ethel',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Produce',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=MandiBoyd',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1103$file_id=mnkW-pfGqNYh95OEDrlqotf5lkBHC1qU62xLOhlxso8',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4373$id=7704445.212639423&file_id=i-LHziL83itPne68lVUecONUH6DR4vCkGd6Ih2wfvlU',\n",
       " 'http://127.0.0.1:5000/login/user?username=Clifton&password=ElmerSimpson',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=8640512.054779733&resource=rb3_MP1lesxk4Krq88I1Ntv232Gg-kh_uWUekYz0wBo',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7943131.642080371',\n",
       " 'http://127.0.0.1:5000/categories/check/all?file_id=lRm4R5QycDwi5LdxyFgtmKmHeGPnTcnDNbo1-pjEorU&res=854x480',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=2387868.997395842',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Qatar',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/12?id=6771814.934071957&filename=Qw60uHwHJqmWLYr4g1-IWuVLVP9RB8K2hsadz7Dr7lg&res=1440p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/qzsoqugvweiqgtc',\n",
       " 'http://127.0.0.1:5000/states/Mongolia?filename=jvTSjsGA44JnUJ1Kj4gfPlZlzAvFQQqaCBsvVlmCcSw',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=05TjpLsARSmRECUe-EWM_9HNGGcxvxKDCMUCN-4qgLY&res=1280x720',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5658174.547381699&object_id=JJwxWdXOqylIoPYUl2sxqBhD8mkgSV71Z3y09xBGi3Y&screen=360p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/5',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/login/admin/password/cjyymzifauzsfcak',\n",
       " 'http://127.0.0.1:5000/greet/Matthew',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Christopher.txtresource%3D4kDRkv2n_eoRinMVeEC4gJI-2p5u3Ogw94ndnA1PRL8',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/login/user?username=Franklyn&password=StephanieWinter',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/4?resource_id=HFnsYSJTBV33nHz9IdgEg6Fe3QLn8sJilWL32__IjcY&res=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=aeh7FtTn7yBHXytrLSzS6gTfBFFiexRjkEJ_LdHhk9w&resolution=1080p',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=ThomasReed',\n",
       " 'http://127.0.0.1:5000/states/get/region/midwest',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=7922404.865125058&object_id=5Crk9_XgrIDayVgTUzyN2NFAAw4n-iFO3mYhFStv7G8',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=599894.2604906873&resource=gfwD7pjxROooHesshyV--nEL4rjaTUzuZQwYvMQbPHE&res=240p',\n",
       " 'http://127.0.0.1:5000/orders/get/id/2705?id=6338098.899057152&filename=P1-mJ4qfFNclO0ciXd6AxNgktQe527DXIigBq7Tw6XM',\n",
       " 'http://127.0.0.1:5000/?id=9591088.5608394&res_id=cZXqwTPCdWL-V8_yjcukMRD3Sms2LlRPHHFW1yDvABw&screen=480p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/zniksxlfuzgve',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=VVcs0rxMJ8AG41iGfL7sJQEqHjfHNwpuxPxyNt5GVj4',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5041$id=8837914.85305285',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Matthew&password=Gina',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10726$id=1962273.1458276499&resource=OZosMN3zWaZGmhaKIRSnj-zvWHpTyn0Fmgzv7XF-uHI',\n",
       " 'http://127.0.0.1:5000/?id=2157617.1225112947&resource=M322h2X3yqfJlEgs8dxzGOKsoRJj1UBHSmZQJrd12jo&screen=240p',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource=w3PZ2Gdi-QPMuqhG06MJ2PkDUp-c619tBG-aqejUHho&screen=720p',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Luxembourg',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5269$id=6891634.71840927&file_id=QK1usAYJAYTV3JLylUBW9YCgEHo3biCbCluHB__kjtI&screen=720p',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/states/HI?id=9937241.204303548&file_id=yYHglA7ArPB4i1_RP6O9aEjFeI8DmKfqkYA898asDTI',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2983799.253692751&resource=Ys1JduL4e6TKxD-QIzhx0sJ_d1uSq77ko0Cmgwi7pdo',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/8?id=8648685.136268262&res_id=u30FjHGSsrHm8W6_cJSEJtHuIhyo2z6wSzcr5Yks7cQ',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=QuintonManning',\n",
       " 'http://127.0.0.1:5000/post/new?id=5952725.930112749&file_id=_amQyZbK-_T7F6ggRt-iToAnh9XZoSA1bXHLo-p2pvk',\n",
       " 'http://127.0.0.1:5000/login/user?username=Alice&password=QuintonManning',\n",
       " 'http://127.0.0.1:5000/login/user?username=Kara&password=ChristineFlores',\n",
       " 'http://127.0.0.1:5000/post/new/?id=39100.263871450086&object_id=m1HfSq12wnDbn_1vlGdGPp-NlEhaFsfFqEiMOgzIBrI',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/post/new/?res_id=vYeJAQKvFiE9mvqK54d4qmCzJ2_lTCmJW6gBS_ElgL0&res=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=John&password=JeanieJantzen',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=5981$id=3676724.0680433144',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5676417.303839709&file_id=pZWU6iJSRPg7OKvqEBECeN94ST-WWTjV0Spcjeq3DAc&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=6759336.872227674&filename=nZMNMVY56_VxMqG16SpqI0Ml_Sciw89jshNBecuwyZA',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Netherlands',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=250191.35120747334&filename=x6EJ1E9vOgR2J22C1PZWZzbI9RdnKYgRGBKX67A8R3k&ssize=720p',\n",
       " 'http://127.0.0.1:5000/login/user?username=Linda&password=BruceWood',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=4200795.489541564',\n",
       " 'http://127.0.0.1:5000/login/admin/password/pkgflyjobagkmc',\n",
       " 'http://127.0.0.1:5000/categories/check/number/1',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Diana',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Matthew',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/random/2',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/post/new/?id=9392081.153225332&res_id=tUp4XmGn0BjPatX8mwP-ZocpMzuyUzw-huCp0IxJtQw&resolution=854x480',\n",
       " 'http://127.0.0.1:5000/about/random_page?res_id=ZtBmQxY2ze5h-6V6B_kiHSX44TpRENr99gUmMhvhxg4&ssize=1920x1080',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtfilename%3D4mFl52xRd9lwKKgZM_17pMgnigsFUsHe4ppomRTrONU',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=1858802.3181458174&file_id=dbu0XkuiUivv_oQw2ahRDfGCpoOlxujN0Q7TSCUNiB4&resolution=3840x2160',\n",
       " 'http://127.0.0.1:5000/greet/Frank',\n",
       " 'http://127.0.0.1:5000/post/new?file_id=9cF2lHhII55oo4lTbGGwqR4z7u5-h3s-ReIfM9uJTiw',\n",
       " 'http://127.0.0.1:5000/states/get/region/east',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=6603$id=6231643.740611657',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Frank&password=Frank',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Roseanna.txtresource%3DtTXA9ec3rr6dPmwXodWPF0-Plz6AfM5pPRi4IeDcF88%26screen%3D360p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/8',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/?file_id=FSCEpI67HVdKmtRjojD9DWFfWxmR7Z7hpI8VrdyJf4M',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Gina.txtfile_id%3DUgMgt1Z42A5EMk1stUpOdfAq2jlLdLZEpmnXBYAWKFs%26ssize%3D240p',\n",
       " 'http://127.0.0.1:5000/login/admin/password/mphnvgzyzypgpt',\n",
       " 'http://127.0.0.1:5000/categories/check/all?res_id=Ccg7nlwRh7Y8ayDBNAOpjQCIeIlvoNFoz67pM8_ShXU&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=5621387.198492651',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8189$res_id=_3ZH539zgQQ6It9aW1Mg_ignaBzJz-2kf6Aqso83NaE&res=2160p',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Manuel',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Amy&password=Lloyd',\n",
       " 'http://127.0.0.1:5000/login/user?username=Inez&password=MichaelHeller',\n",
       " 'http://127.0.0.1:5000/post/new/?id=4419987.012534723&resource_id=iv3qILyrrTkezbJC_Sj-wfCfap77ypkUxh7kzdW9Wi8&ssize=640x360',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=Fu8FrS-yZoHyv57f3tTf38aJyHU9UBrutD0GpLm8vUY&screen=1440p',\n",
       " 'http://127.0.0.1:5000/states/Kara?res_id=xaxSNTBskbotHfwrT3SxgjTXqbr3bFwNDUz0vg_XX9Q&screen=640x360',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=8272$id=4416631.273854073&filename=mD7cTAyvvh7J1Nzc3iLwfK5lv-bdVgJ_boI4aVQgnek&screen=1080p',\n",
       " 'http://127.0.0.1:5000/about/greet?id=2718123.142324866&filename=nKWOS7jzB1JOLu10SmTnpXSWXXNumxixWX0L711OYC0',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Frank&password=CharlesDeal',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Seafood',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Alice.txtfilename%3D0y1FW7u6N60V-H8DRrVH6vAx4oB6sm48IUPF8XbQxOg%26screen%3D720p',\n",
       " 'http://127.0.0.1:5000/greet/Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Dairy%20Products',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=1746$resource_id=C6JUlk2PIsaFA3HZv8ZF_h1LruL4RvixtL5Hl4KVtpA',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?id=7084051.254894424',\n",
       " 'http://127.0.0.1:5000/states/Botswana?object_id=0nvheUaEVakb7XII27XR5eo5snFhkwjKI5pOD6kWyVk',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/login/user?username=Roberto&password=DorothyGoldsmith',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Romania',\n",
       " 'http://127.0.0.1:5000/login/admin/password/tzezbbjuksr',\n",
       " 'http://127.0.0.1:5000/states/RI?id=7585230.171198757',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Confections',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Kara.txtid%3D9034704.902958889%26file_id%3DSD7artsPp6v62-kzWoMr1Fjqt-uxj2rYqD0k5Qs34ug',\n",
       " 'http://127.0.0.1:5000/states/get/region/north',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9364$filename=3xhSW4sp6XKKFeZXzu4m1SlgE636Q6iQlkKqYPuvgtU',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Clifton.txtid%3D1502820.702727123%26object_id%3Dib_s8FnWgkkSqc6ELqVKRJEzGQmCVTB3lwwbFRLoHAc%26screen%3D1440p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Peggy',\n",
       " 'http://127.0.0.1:5000/greet/Linda',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=961848.1981330474',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Martinique',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Dominican%20Republic',\n",
       " 'http://127.0.0.1:5000/orders/get/random/8',\n",
       " 'http://127.0.0.1:5000/greet/John',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=9761158.516250214&res_id=ObWd6hqT9iZCIZGYUiensUnWhIEBlPLAmT0DcE9PJLU&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/post/new?object_id=GI4Ad3OkJrJ693WUSGUFck4RlSpxrHo3wTnrR7ERrb0&screen=2160p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/about/greet?id=5908857.472811257&res_id=dr3sPYcB0XD7gz86SHNknA6m432geE80BFDYa3mwY24&resolution=426x240',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=QjXA4umL2k-iRYWZl7172zGY_j6fJQaZd7TtZfA62aE&ssize=3840x2160',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?res_id=IuXQLE2MdbbMQ0Cap-tgEMDW7GqUNiakc3smR_66WM0&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=GmZcSzNSdBRMtoX4G5i9GTRtVrulyzRHIlW29SqcvlU&ssize=720p',\n",
       " 'http://127.0.0.1:5000/post/new/?id=1427921.5661911955&file_id=U_NWnagXtZDQKoC2Ry1s5VtIX73kxdptWnBD3qI0BeE',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/about/random_page?id=665658.9038013339&filename=2DV7n6c2GmU3jB0dd9KwFfNaJnhck11PFBTWKOAMliY',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=9564$file_id=MLpyWx7KHJvIfH6QquIu-aBuSFwv6trQdvI0NnNlwB8',\n",
       " 'http://127.0.0.1:5000/categories/check/name/Condiments',\n",
       " 'http://127.0.0.1:5000/post/new/?filename=3qlsUk2wGmO3W2hB1PlxCp-IQLo-Kl3v8B38zaSVilU&resolution=1920x1080',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/categories/check/all?filename=UDvg95CVgPZqiaeBM4E4ebl2M57Cm02rTVAgAT6pdcU',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Frank.txtresource_id%3Dv_dlTX8Q9mwaR-XWjDN_KXGvtwVXXo-ONE_XO1_jNQ4%26res%3D640x360',\n",
       " 'http://127.0.0.1:5000/post/new?id=4738147.130848302&res_id=YA9S34w8CgBbgM6SdTLsHKPXp4jquF_k2IhsyDNug3Q',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Diana&password=Clifton',\n",
       " 'http://127.0.0.1:5000/post/new?res_id=U1AwenD1E6EYc1t2snxXoWitOMs_s0Le7WYOMid2Mso&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=739109.165384536',\n",
       " 'http://127.0.0.1:5000/categories/check/number/5',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/states/get/region/south',\n",
       " 'http://127.0.0.1:5000/about/greet?filename=NcTz2OiFJwH5oSbWG0dMobUtKfwIoksw3wq7SMkY28k&res=640x360',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Falkland%20Islands%20(Malvinas)',\n",
       " 'http://127.0.0.1:5000/orders/get/country?country=Djibouti',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/1',\n",
       " 'http://127.0.0.1:5000/states/get/region/west',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=t8IvuUoxMo31w07wI8aaMg2gugeYl4XyxpaOtZZIdlY',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=6563242.090924023&object_id=hpS10tElF-Qa20gkEdVYQC8CMpzmMECAvZNcSAgStrY',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/2',\n",
       " 'http://127.0.0.1:5000/login/user?username=Diana&password=WilliamRushing',\n",
       " 'http://127.0.0.1:5000/?filename=X9mCN-6udl8vJ0SCh3SIpFPu-Nb7cpMDyGtLoPf5Q20',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/14?filename=2RArzYhbqjBg6wzY_M8Y1PLGqAj8uAvT_GtgEIp-Bt0&res=480p',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=4192$id=5668888.033383226&filename=9PPYCjSwie2Ff8fpy4i9rdgtmGsDFqO8jX_PzH4svIQ',\n",
       " 'http://127.0.0.1:5000/categories/check/all?resource_id=oKuCEQnbfGEvhsv3Gz7UygRpvPklxk8vu_cJ1LPGr9I&ssize=720p',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/4',\n",
       " 'http://127.0.0.1:5000/categories/check/number/9',\n",
       " 'http://127.0.0.1:5000/orders/get/random/12',\n",
       " 'http://127.0.0.1:5000/api/swagger.json?resource_id=Ho3yrH6WYMRwvw6Fvfw8hcJF3ANdZ024cU0km30F1dI&ssize=1080p',\n",
       " 'http://127.0.0.1:5000/orders/get/random/6',\n",
       " 'http://127.0.0.1:5000/greet/Diana',\n",
       " 'http://127.0.0.1:5000/post/new?id=9328409.926325507&object_id=xs0uiRMvunUtFsq25yDLzu-JwmNBlWL9q7Z_hs1kRX8&resolution=2560x1440',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/orders/get/id/5080?id=8922059.415039783',\n",
       " 'http://127.0.0.1:5000/bookstore/books',\n",
       " 'http://127.0.0.1:5000/forgot-password',\n",
       " 'http://127.0.0.1:5000/login/user?username=Matthew&password=MartinRzeczycki',\n",
       " 'http://127.0.0.1:5000/login/admin/password/streikukpvijey',\n",
       " 'http://127.0.0.1:5000/orders/get/ship_via/0',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/9?id=1236727.7593929397',\n",
       " 'http://127.0.0.1:5000/greet/Manuel',\n",
       " 'http://127.0.0.1:5000/?resource=Mb7ScrgfudlJ0c2YbNaJFRh_32mXdCFvsrDhNB2Wb3s',\n",
       " 'http://127.0.0.1:5000/greet/Amy',\n",
       " 'http://127.0.0.1:5000/?id=1363607.4712837564',\n",
       " 'http://127.0.0.1:5000/states/Ecuador?id=7160428.855377658&file_id=dhHc1ajwEf40XRwNr1LN22bpRHK6N2Ej44L4MJtkIw4',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=John&password=Inez',\n",
       " 'http://127.0.0.1:5000/categories/check/all?id=9256991.089254837&filename=YUSkRWH9Zvy8LukNAq9x3HtOpMoAJB8cLU1qpTBJELw&res=1280x720',\n",
       " 'http://127.0.0.1:5000/post/new/?id=6637051.1827117875&resource_id=ZA5sxSLv3FkVWYYJzPj-RPhxryDonTdnzs3yoW66Fuw',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Ethel.txtres_id%3DsKz2DMNLfeiUDXIFGTY5tJfixKSAFNmiPPmMevQ4DGM',\n",
       " 'http://127.0.0.1:5000/bookstore',\n",
       " 'http://127.0.0.1:5000/bookstore/signup?username=Roseanna&password=Alice',\n",
       " 'http://127.0.0.1:5000/about/greet?id=8149707.38932073&resource_id=m1lsuWSMHaWCmsNcPEGbDviMax3fnAp9X7y__lGrL3c',\n",
       " 'http://127.0.0.1:5000/static/download_txt/Manuel.txtid%3D2167690.0970751797%26filename%3DMDaejnSP7v7yb8_4gAWVYxfyoH6I7rRi-R9F23clSjI%26res%3D640x360',\n",
       " 'http://127.0.0.1:5000/states/Montserrat?id=8551200.1137793&resource_id=G4GbUDIOHJRNgcGo7G1zrjuPYEdqvswpV0ajloWSrLc&res=1080p',\n",
       " 'http://127.0.0.1:5000/states/South%20Sudan?id=8414332.9683164',\n",
       " 'http://127.0.0.1:5000/post/new?id=1768778.1865587733',\n",
       " 'http://127.0.0.1:5000/orders/get/random/13',\n",
       " 'http://127.0.0.1:5000/orders/check/exists?val=10006$file_id=hQBmdWhWeyuiykr8hgSuyIHQPS-QN76xQsXwaQCeU0I&ssize=360p',\n",
       " 'http://127.0.0.1:5000/categories/check/number/15',\n",
       " 'http://127.0.0.1:5000/about/random_page?file_id=TExEHzNOT4iAHk1X5QrAUMAuUgb7gvbzwJp1Bh5JNec',\n",
       " 'http://127.0.0.1:5000/?id=1023467.5113310536',\n",
       " 'http://127.0.0.1:5000/orders/get/employee_id/3?id=7355998.2737119775',\n",
       " ...]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adult_names.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'Mozilla/5.0 (Windows NT 5.1; rv:31.0) Gecko/20100101 Firefox/31.0'"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['request.headers.User-Agent'].iloc[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "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>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept</th>\n",
       "      <th>request.headers.Connection</th>\n",
       "      <th>request.headers.Accept-Language</th>\n",
       "      <th>request.headers.Sec-Fetch-Site</th>\n",
       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-User</th>\n",
       "      <th>request.headers.Sec-Fetch-Dest</th>\n",
       "      <th>request.headers.Set-Cookie</th>\n",
       "      <th>request.headers.Date</th>\n",
       "      <th>request.method</th>\n",
       "      <th>request.url</th>\n",
       "      <th>request.body</th>\n",
       "      <th>response.status</th>\n",
       "      <th>response.headers.Content-Type</th>\n",
       "      <th>response.headers.Content-Length</th>\n",
       "      <th>response.status_code</th>\n",
       "      <th>response.body</th>\n",
       "      <th>request.headers.Content-Length</th>\n",
       "      <th>response.headers.Location</th>\n",
       "      <th>request.headers.Cookie</th>\n",
       "      <th>response.headers.Set-Cookie</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>label</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...</td>\n",
       "      <td>Wed, 14 Dec 2022 23:59:27 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>48</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>RCE</td>\n",
       "      <td>Malware</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:36:21 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/about/greet?id=8730419.2...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>93</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:40 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/static/download_txt/Inez...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>88</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.9,he;q=0.8</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:45:52 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/categories/check/all?res...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>871</td>\n",
       "      <td>200</td>\n",
       "      <td>[{\"category_id\": \"1\", \"category_name\": \"Bevera...</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:48:06 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/id/4581?id=62...</td>\n",
       "      <td></td>\n",
       "      <td>404 NOT FOUND</td>\n",
       "      <td>application/json</td>\n",
       "      <td>31</td>\n",
       "      <td>404</td>\n",
       "      <td>{\"error\": \"Order ID not found\"}</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144495</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:49:47 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>34</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144496</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>python-requests/2.28.1</td>\n",
       "      <td>gzip, deflate</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/bookstore</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>41</td>\n",
       "      <td>200</td>\n",
       "      <td>{\"message\": \"Welcome to the Book Store!\"}</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144497</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>same-origin</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:47:04 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/greet/Manuel</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>22</td>\n",
       "      <td>200</td>\n",
       "      <td>text/html; charset=utf-8</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144498</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>en-US,en;q=0.5</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:42:00 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/6</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>20</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144499</th>\n",
       "      <td>127.0.0.1:5000</td>\n",
       "      <td>Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...</td>\n",
       "      <td>gzip, deflate, br</td>\n",
       "      <td>*/*</td>\n",
       "      <td>keep-alive</td>\n",
       "      <td>de-CH</td>\n",
       "      <td>none</td>\n",
       "      <td>websocket</td>\n",
       "      <td>?1</td>\n",
       "      <td>document</td>\n",
       "      <td>['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...</td>\n",
       "      <td>Thu, 15 Dec 2022 00:44:39 GMT</td>\n",
       "      <td>GET</td>\n",
       "      <td>http://127.0.0.1:5000/orders/get/random/10</td>\n",
       "      <td></td>\n",
       "      <td>200 OK</td>\n",
       "      <td>application/json</td>\n",
       "      <td>32</td>\n",
       "      <td>200</td>\n",
       "      <td>[{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Benign</td>\n",
       "      <td>Benign</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>144500 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       request.headers.Host  \\\n",
       "0            127.0.0.1:5000   \n",
       "1            127.0.0.1:5000   \n",
       "2            127.0.0.1:5000   \n",
       "3            127.0.0.1:5000   \n",
       "4            127.0.0.1:5000   \n",
       "...                     ...   \n",
       "144495       127.0.0.1:5000   \n",
       "144496       127.0.0.1:5000   \n",
       "144497       127.0.0.1:5000   \n",
       "144498       127.0.0.1:5000   \n",
       "144499       127.0.0.1:5000   \n",
       "\n",
       "                               request.headers.User-Agent  \\\n",
       "0       Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebK...   \n",
       "1       Mozilla/5.0 (Windows NT 6.3; Win64; x64) Apple...   \n",
       "2       Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "3       Mozilla/5.0 (X11; Linux x86_64) AppleWebKit/53...   \n",
       "4       Mozilla/5.0 (Windows NT 6.3; WOW64) AppleWebKi...   \n",
       "...                                                   ...   \n",
       "144495  Mozilla/5.0 (Windows NT 6.1; WOW64; rv:40.0) G...   \n",
       "144496                             python-requests/2.28.1   \n",
       "144497  Mozilla/5.0 (Macintosh; Intel Mac OS X 10.6; r...   \n",
       "144498  Mozilla/5.0 (X11; Ubuntu; Linux x86_64; rv:24....   \n",
       "144499  Mozilla/5.0 (X11; OpenBSD amd64; rv:28.0) Geck...   \n",
       "\n",
       "       request.headers.Accept-Encoding request.headers.Accept  \\\n",
       "0                    gzip, deflate, br                    */*   \n",
       "1                    gzip, deflate, br                    */*   \n",
       "2                    gzip, deflate, br                    */*   \n",
       "3                    gzip, deflate, br                    */*   \n",
       "4                    gzip, deflate, br                    */*   \n",
       "...                                ...                    ...   \n",
       "144495               gzip, deflate, br                    */*   \n",
       "144496                   gzip, deflate                    */*   \n",
       "144497               gzip, deflate, br                    */*   \n",
       "144498               gzip, deflate, br                    */*   \n",
       "144499               gzip, deflate, br                    */*   \n",
       "\n",
       "       request.headers.Connection request.headers.Accept-Language  \\\n",
       "0                      keep-alive                           de-CH   \n",
       "1                      keep-alive                  en-US,en;q=0.5   \n",
       "2                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "3                      keep-alive         en-US,en;q=0.9,he;q=0.8   \n",
       "4                      keep-alive                              de   \n",
       "...                           ...                             ...   \n",
       "144495                 keep-alive                              de   \n",
       "144496                 keep-alive                            None   \n",
       "144497                 keep-alive                           de-CH   \n",
       "144498                 keep-alive                  en-US,en;q=0.5   \n",
       "144499                 keep-alive                           de-CH   \n",
       "\n",
       "       request.headers.Sec-Fetch-Site request.headers.Sec-Fetch-Mode  \\\n",
       "0                                none                    same-origin   \n",
       "1                                none                    same-origin   \n",
       "2                                none                      websocket   \n",
       "3                                none                      websocket   \n",
       "4                                none                      websocket   \n",
       "...                               ...                            ...   \n",
       "144495                           none                      websocket   \n",
       "144496                           None                           None   \n",
       "144497                           none                    same-origin   \n",
       "144498                           none                      websocket   \n",
       "144499                           none                      websocket   \n",
       "\n",
       "       request.headers.Sec-Fetch-User request.headers.Sec-Fetch-Dest  \\\n",
       "0                                  ?1                       document   \n",
       "1                                  ?1                       document   \n",
       "2                                  ?1                       document   \n",
       "3                                  ?1                       document   \n",
       "4                                  ?1                       document   \n",
       "...                               ...                            ...   \n",
       "144495                             ?1                       document   \n",
       "144496                           None                           None   \n",
       "144497                             ?1                       document   \n",
       "144498                             ?1                       document   \n",
       "144499                             ?1                       document   \n",
       "\n",
       "                               request.headers.Set-Cookie  \\\n",
       "0       ['ck=yGkqVSrlAG5SQ_fZmLWaNcmRrpqyDTqyfly6jHH51...   \n",
       "1       ['ck=CBhNqYCEwU1hN4CAD575di_4AcXDmw9CJAmtkmnri...   \n",
       "2       ['ck=ZQg8nVqE2_D3CUsmSgDblTxzOkazD7RURCvUUcty_...   \n",
       "3       ['ck=3bV7UJGya8WbsvLb5oZMQfCX_kAxzzmCNHYnBZ6gd...   \n",
       "4       ['ck=GYA_AaxVnjLo7_TMm5qDgaJwuKEWzzJ3SU3UlNLqY...   \n",
       "...                                                   ...   \n",
       "144495  ['ck=CUsow_eOa54yp9oNsd1BhZF2lKtgt-PGMG7iBnLba...   \n",
       "144496                                               None   \n",
       "144497  ['ck=wo-zV78-fKpHPJjNrkXs_EyYZNCJ_VErr0hf4O8l1...   \n",
       "144498  ['ck=2mYff-_R_5fjojY_G5JZQ1uiY-WO6gdfN09c9nH_R...   \n",
       "144499  ['ck=LyS0ANHJe9RWM9BkQr9v0CnXk-xygJQb5ZNVOBvfO...   \n",
       "\n",
       "                 request.headers.Date request.method  \\\n",
       "0       Wed, 14 Dec 2022 23:59:27 GMT            GET   \n",
       "1       Thu, 15 Dec 2022 00:36:21 GMT            GET   \n",
       "2       Thu, 15 Dec 2022 00:47:40 GMT            GET   \n",
       "3       Thu, 15 Dec 2022 00:45:52 GMT            GET   \n",
       "4       Thu, 15 Dec 2022 00:48:06 GMT            GET   \n",
       "...                               ...            ...   \n",
       "144495  Thu, 15 Dec 2022 00:49:47 GMT            GET   \n",
       "144496                           None            GET   \n",
       "144497  Thu, 15 Dec 2022 00:47:04 GMT            GET   \n",
       "144498  Thu, 15 Dec 2022 00:42:00 GMT            GET   \n",
       "144499  Thu, 15 Dec 2022 00:44:39 GMT            GET   \n",
       "\n",
       "                                              request.url request.body  \\\n",
       "0       http://127.0.0.1:5000/greet/%7B%7Bget_flashed_...                \n",
       "1       http://127.0.0.1:5000/about/greet?id=8730419.2...                \n",
       "2       http://127.0.0.1:5000/static/download_txt/Inez...                \n",
       "3       http://127.0.0.1:5000/categories/check/all?res...                \n",
       "4       http://127.0.0.1:5000/orders/get/id/4581?id=62...                \n",
       "...                                                   ...          ...   \n",
       "144495  http://127.0.0.1:5000/?res_id=kc66M-9P2z2nOc6C...                \n",
       "144496                    http://127.0.0.1:5000/bookstore                \n",
       "144497                 http://127.0.0.1:5000/greet/Manuel                \n",
       "144498          http://127.0.0.1:5000/orders/get/random/6                \n",
       "144499         http://127.0.0.1:5000/orders/get/random/10                \n",
       "\n",
       "       response.status response.headers.Content-Type  \\\n",
       "0               200 OK      text/html; charset=utf-8   \n",
       "1               200 OK      text/html; charset=utf-8   \n",
       "2               200 OK              application/json   \n",
       "3               200 OK              application/json   \n",
       "4        404 NOT FOUND              application/json   \n",
       "...                ...                           ...   \n",
       "144495          200 OK      text/html; charset=utf-8   \n",
       "144496          200 OK              application/json   \n",
       "144497          200 OK      text/html; charset=utf-8   \n",
       "144498          200 OK              application/json   \n",
       "144499          200 OK              application/json   \n",
       "\n",
       "       response.headers.Content-Length  response.status_code  \\\n",
       "0                                   48                   200   \n",
       "1                                   93                   200   \n",
       "2                                   88                   200   \n",
       "3                                  871                   200   \n",
       "4                                   31                   404   \n",
       "...                                ...                   ...   \n",
       "144495                              34                   200   \n",
       "144496                              41                   200   \n",
       "144497                              22                   200   \n",
       "144498                              20                   200   \n",
       "144499                              32                   200   \n",
       "\n",
       "                                            response.body  \\\n",
       "0                                text/html; charset=utf-8   \n",
       "1                                text/html; charset=utf-8   \n",
       "2       {\"error\": \"File Inez.txtfilename=0MGnu5_DtpSPy...   \n",
       "3       [{\"category_id\": \"1\", \"category_name\": \"Bevera...   \n",
       "4                         {\"error\": \"Order ID not found\"}   \n",
       "...                                                   ...   \n",
       "144495                           text/html; charset=utf-8   \n",
       "144496          {\"message\": \"Welcome to the Book Store!\"}   \n",
       "144497                           text/html; charset=utf-8   \n",
       "144498                           [{}, {}, {}, {}, {}, {}]   \n",
       "144499           [{}, {}, {}, {}, {}, {}, {}, {}, {}, {}]   \n",
       "\n",
       "       request.headers.Content-Length response.headers.Location  \\\n",
       "0                                None                      None   \n",
       "1                                None                      None   \n",
       "2                                None                      None   \n",
       "3                                None                      None   \n",
       "4                                None                      None   \n",
       "...                               ...                       ...   \n",
       "144495                           None                      None   \n",
       "144496                           None                      None   \n",
       "144497                           None                      None   \n",
       "144498                           None                      None   \n",
       "144499                           None                      None   \n",
       "\n",
       "       request.headers.Cookie response.headers.Set-Cookie attack_type    label  \n",
       "0                        None                        None         RCE  Malware  \n",
       "1                        None                        None      Benign   Benign  \n",
       "2                        None                        None      Benign   Benign  \n",
       "3                        None                        None      Benign   Benign  \n",
       "4                        None                        None      Benign   Benign  \n",
       "...                       ...                         ...         ...      ...  \n",
       "144495                   None                        None      Benign   Benign  \n",
       "144496                   None                        None      Benign   Benign  \n",
       "144497                   None                        None      Benign   Benign  \n",
       "144498                   None                        None      Benign   Benign  \n",
       "144499                   None                        None      Benign   Benign  \n",
       "\n",
       "[144500 rows x 26 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Remove all NAN columns or replace with desired string\n",
    "# This loop iterates over all of the column names which are all NaN\n",
    "for column in df.columns[df.isna().any()].tolist():\n",
    "    # df.drop(column, axis=1, inplace=True)\n",
    "    df[column] = df[column].fillna('None')\n",
    "    \n",
    "# If you want to detect columns that may have only some NaN values use this:\n",
    "# df.loc[:, df.isna().any()].tolist()\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['200 OK' '404 NOT FOUND' '500 INTERNAL SERVER ERROR' '401 UNAUTHORIZED'\n",
      " '308 PERMANENT REDIRECT' '400 BAD REQUEST' '302 FOUND']\n"
     ]
    }
   ],
   "source": [
    "print(df['response.status'].unique())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# URL"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After an in-depth investigation of the data, I saw that the URL could be malicious, so I labeled the data as malicious according to what I saw could be phishing."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "scheme: The protocol name, usually http/https\n",
    "\n",
    "netloc: Contains the network location - which includes the domain itself (and subdomain if present), the port number, along with \n",
    "an optional credentials in form of username:password. Together it may take form of username:password@example.com:80.\n",
    "\n",
    "path: Contains information on how the specified resource needs to be accessed.\n",
    "\n",
    "params: Element which adds fine tuning to path. (optional)\n",
    "\n",
    "query: Another element adding fine grained access to the path in consideration. (optional)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib.parse import urlparse\n",
    "def change_url(df):\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).params != \"\":\n",
    "            return 1\n",
    "        return 0\n",
    "    df['params'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).path != \"\":\n",
    "                return 1\n",
    "        return 0\n",
    "    df['path'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).query != \"\":\n",
    "                return 1\n",
    "        return 0\n",
    "    df['query'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).netloc != \"\":\n",
    "            return 1\n",
    "        return 0\n",
    "    df['netloc'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        if urlparse(row[\"request.url\"]).scheme != \"\":\n",
    "                return 1\n",
    "        return 0\n",
    "    df['scheme'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).path)\n",
    "    df['length1'] = df.apply(lambda row: categorize(row), axis=1)    \n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).query)\n",
    "    df['length2'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).netloc)\n",
    "    df['length3'] = df.apply(lambda row: categorize(row), axis=1)\n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]))\n",
    "    df['length4'] = df.apply(lambda row: categorize(row), axis=1)    \n",
    "    def categorize(row):  \n",
    "        return len(urlparse(row[\"request.url\"]).query)\n",
    "    df['length5'] = df.apply(lambda row: categorize(row), axis=1)   \n",
    "    \n",
    "    df['percent1'] = np.where(df['request.url'].str.contains(\"%\"), 1, 0)\n",
    "    df['percent2'] =np.where(df['request.url'].str.contains(\"%0A\"), 1, 0)\n",
    "    df['semicolon'] = np.where(df['request.url'].str.contains(\";\"), 1, 0)\n",
    "    df['dollar'] = np.where(df['request.url'].str.contains(\"$\"), 1, 0)\n",
    "    featurs= {\"request.headers.Sec-Fetch-Site\",\"request.headers.User-Agent\",\"request.headers.Sec-Fetch-Mode\",\"request.headers.Sec-Fetch-Dest\",\"request.headers.Set-Cookie\",\"request.headers.Accept-Encoding\",\"request.headers.Accept-Language\"}\n",
    "    def categorize(row):\n",
    "        featurs= {\"request.headers.Sec-Fetch-Site\",\"request.headers.User-Agent\",\"request.headers.Sec-Fetch-Mode\",\"request.headers.Sec-Fetch-Dest\",\"request.headers.Set-Cookie\",\"request.headers.Accept-Encoding\",\"request.headers.Accept-Language\"}\n",
    "        for i in featurs:\n",
    "            if \"script\" in i:\n",
    "                return 1\n",
    "            return 0\n",
    "    df['script'] = df.apply(lambda row: categorize(row), axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "change_url(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "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>request.headers.Host</th>\n",
       "      <th>request.headers.User-Agent</th>\n",
       "      <th>request.headers.Accept-Encoding</th>\n",
       "      <th>request.headers.Accept-Language</th>\n",
       "      <th>request.headers.Sec-Fetch-Site</th>\n",
       "      <th>request.headers.Sec-Fetch-Mode</th>\n",
       "      <th>request.headers.Sec-Fetch-Dest</th>\n",
       "      <th>request.headers.Set-Cookie</th>\n",
       "      <th>request.method</th>\n",
       "      <th>request.url</th>\n",
       "      <th>response.status</th>\n",
       "      <th>response.headers.Content-Type</th>\n",
       "      <th>response.status_code</th>\n",
       "      <th>response.body</th>\n",
       "      <th>request.headers.Content-Length</th>\n",
       "      <th>response.headers.Location</th>\n",
       "      <th>request.headers.Cookie</th>\n",
       "      <th>response.headers.Set-Cookie</th>\n",
       "      <th>attack_type</th>\n",
       "      <th>label</th>\n",
       "      <th>params</th>\n",
       "      <th>path</th>\n",
       "      <th>query</th>\n",
       "      <th>netloc</th>\n",
       "      <th>scheme</th>\n",
       "      <th>length1</th>\n",
       "      <th>length2</th>\n",
       "      <th>length3</th>\n",
       "      <th>length4</th>\n",
       "      <th>length5</th>\n",
       "      <th>percent1</th>\n",
       "      <th>percent2</th>\n",
       "      <th>semicolon</th>\n",
       "      <th>dollar</th>\n",
       "      <th>script</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>6</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>26609</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>246</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>24</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8568</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>246</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>81</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72516</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2934</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>25950</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>14</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>56</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>51587</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5865</td>\n",
       "      <td>14</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   request.headers.Host  request.headers.User-Agent  \\\n",
       "0                     0                           6   \n",
       "1                     0                          24   \n",
       "2                     0                          30   \n",
       "3                     0                          28   \n",
       "4                     0                          22   \n",
       "\n",
       "   request.headers.Accept-Encoding  request.headers.Accept-Language  \\\n",
       "0                                0                                2   \n",
       "1                                0                                3   \n",
       "2                                0                                4   \n",
       "3                                0                                4   \n",
       "4                                0                                1   \n",
       "\n",
       "   request.headers.Sec-Fetch-Site  request.headers.Sec-Fetch-Mode  \\\n",
       "0                               0                               1   \n",
       "1                               0                               1   \n",
       "2                               0                               2   \n",
       "3                               0                               2   \n",
       "4                               0                               2   \n",
       "\n",
       "   request.headers.Sec-Fetch-Dest  request.headers.Set-Cookie  request.method  \\\n",
       "0                               0                           0               0   \n",
       "1                               0                           0               0   \n",
       "2                               0                           0               0   \n",
       "3                               0                           0               0   \n",
       "4                               0                           0               0   \n",
       "\n",
       "   request.url  response.status  response.headers.Content-Type  \\\n",
       "0        26609                0                              1   \n",
       "1         8568                0                              1   \n",
       "2        72516                0                              0   \n",
       "3        25950                0                              0   \n",
       "4        51587                5                              0   \n",
       "\n",
       "   response.status_code  response.body  request.headers.Content-Length  \\\n",
       "0                     0            246                              14   \n",
       "1                     0            246                              14   \n",
       "2                     0           2934                              14   \n",
       "3                     0              0                              14   \n",
       "4                     5           5865                              14   \n",
       "\n",
       "   response.headers.Location  request.headers.Cookie  \\\n",
       "0                          2                       0   \n",
       "1                          2                       0   \n",
       "2                          2                       0   \n",
       "3                          2                       0   \n",
       "4                          2                       0   \n",
       "\n",
       "   response.headers.Set-Cookie  attack_type  label  params  path  query  \\\n",
       "0                            0            5      1       0     0      0   \n",
       "1                            0            0      0       0     0      1   \n",
       "2                            0            0      0       0     0      0   \n",
       "3                            0            0      0       0     0      1   \n",
       "4                            0            0      0       0     0      1   \n",
       "\n",
       "   netloc  scheme  length1  length2  length3  length4  length5  percent1  \\\n",
       "0       0       0       63        0        0        0        0         1   \n",
       "1       0       0        5       81        0        0       81         0   \n",
       "2       0       0       58        0        0        0        0         1   \n",
       "3       0       0       14       56        0        0       56         0   \n",
       "4       0       0       12        9        0        0        9         0   \n",
       "\n",
       "   percent2  semicolon  dollar  script  \n",
       "0         0          0       0       0  \n",
       "1         0          0       0       0  \n",
       "2         0          0       0       0  \n",
       "3         0          0       0       0  \n",
       "4         0          0       0       0  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from urllib.parse import urlparse\n",
    "COLUMNS_TO_REMOVE = ['request.headers.Date','request.headers.Accept',\n",
    "                     'response.headers.Content-Length',\n",
    "                     'request.headers.Sec-Fetch-User',\n",
    "                     'request.body','request.headers.Connection',\n",
    "                        ]\n",
    "\n",
    "# This is our main preprocessing function that will iterate over all of the chosen\n",
    "# columns and run some feature extraction models\n",
    "def vectorize_df(df):\n",
    "    df['request.headers.Accept-Encoding'] = np.where(df['request.headers.Accept-Encoding'].str.contains(\"jndi\"), 1, 0)\n",
    "    df['request.headers.Sec-Fetch-Dest'] = np.where(df['request.headers.Sec-Fetch-Dest'].str.contains(\"jndi:\"), 1, 0)\n",
    "    df['request.headers.Set-Cookie'] = np.where(df['request.headers.Set-Cookie'].str.contains(\"jndi\"), 1, 0)\n",
    "    df['request.headers.Sec-Fetch-Site'] = np.where(df['request.headers.Sec-Fetch-Site'].str.contains(\"jndi\"), 1, 0)\n",
    "    h_vec = HashingVectorizer(n_features=4)\n",
    "    le = LabelEncoder()\n",
    "    # Run LabelEncoder on all of the columns\n",
    "    for column in df.columns.tolist():\n",
    "        df[column] = le.fit_transform(df[column])\n",
    "    for column in COLUMNS_TO_REMOVE:\n",
    "        df.drop(column, axis=1, inplace=True)\n",
    "\n",
    "    return df\n",
    "\n",
    "df = vectorize_df(df)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0         26609\n",
      "1          8568\n",
      "2         72516\n",
      "3         25950\n",
      "4         51587\n",
      "          ...  \n",
      "144495     4370\n",
      "144496    20815\n",
      "144497    26625\n",
      "144498    54383\n",
      "144499    54373\n",
      "Name: request.url, Length: 144500, dtype: int32\n"
     ]
    }
   ],
   "source": [
    "print (df[\"request.url\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before:  (144500, 35)\n",
      "After:  (144500, 26)\n"
     ]
    }
   ],
   "source": [
    "# removing columns with the same values\n",
    "print(\"Before: \" ,df.shape)\n",
    "for col in df.columns:\n",
    "    if len(df[col].unique()) == 1:\n",
    "        # print(\"col drop: \",col)\n",
    "        df = df.drop(col,axis=1)\n",
    "\n",
    "print(\"After: \" ,df.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 144500 entries, 0 to 144499\n",
      "Data columns (total 26 columns):\n",
      " #   Column                           Non-Null Count   Dtype\n",
      "---  ------                           --------------   -----\n",
      " 0   request.headers.User-Agent       144500 non-null  int32\n",
      " 1   request.headers.Accept-Encoding  144500 non-null  int64\n",
      " 2   request.headers.Accept-Language  144500 non-null  int32\n",
      " 3   request.headers.Sec-Fetch-Site   144500 non-null  int64\n",
      " 4   request.headers.Sec-Fetch-Mode   144500 non-null  int32\n",
      " 5   request.headers.Sec-Fetch-Dest   144500 non-null  int64\n",
      " 6   request.headers.Set-Cookie       144500 non-null  int64\n",
      " 7   request.method                   144500 non-null  int32\n",
      " 8   request.url                      144500 non-null  int32\n",
      " 9   response.status                  144500 non-null  int32\n",
      " 10  response.headers.Content-Type    144500 non-null  int32\n",
      " 11  response.status_code             144500 non-null  int64\n",
      " 12  response.body                    144500 non-null  int32\n",
      " 13  request.headers.Content-Length   144500 non-null  int32\n",
      " 14  response.headers.Location        144500 non-null  int32\n",
      " 15  request.headers.Cookie           144500 non-null  int32\n",
      " 16  response.headers.Set-Cookie      144500 non-null  int32\n",
      " 17  attack_type                      144500 non-null  int32\n",
      " 18  label                            144500 non-null  int32\n",
      " 19  query                            144500 non-null  int64\n",
      " 20  length1                          144500 non-null  int64\n",
      " 21  length2                          144500 non-null  int64\n",
      " 22  length5                          144500 non-null  int64\n",
      " 23  percent1                         144500 non-null  int64\n",
      " 24  percent2                         144500 non-null  int64\n",
      " 25  semicolon                        144500 non-null  int64\n",
      "dtypes: int32(14), int64(12)\n",
      "memory usage: 20.9 MB\n"
     ]
    }
   ],
   "source": [
    "# Memory check (For large datasets sometimes the dataframe will exceed the computers resources)\n",
    "df.info(memory_usage=\"deep\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['request.headers.User-Agent', 'request.headers.Accept-Encoding', 'request.headers.Accept-Language', 'request.headers.Sec-Fetch-Site', 'request.headers.Sec-Fetch-Mode', 'request.headers.Sec-Fetch-Dest', 'request.headers.Set-Cookie', 'request.method', 'request.url', 'response.status', 'response.headers.Content-Type', 'response.status_code', 'response.body', 'request.headers.Content-Length', 'response.headers.Location', 'request.headers.Cookie', 'response.headers.Set-Cookie', 'query', 'length1', 'length2', 'length5', 'percent1', 'percent2', 'semicolon']\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "request.headers.User-Agent         int32\n",
       "request.headers.Accept-Encoding    int64\n",
       "request.headers.Accept-Language    int32\n",
       "request.headers.Sec-Fetch-Site     int64\n",
       "request.headers.Sec-Fetch-Mode     int32\n",
       "request.headers.Sec-Fetch-Dest     int64\n",
       "request.headers.Set-Cookie         int64\n",
       "request.method                     int32\n",
       "request.url                        int32\n",
       "response.status                    int32\n",
       "response.headers.Content-Type      int32\n",
       "response.status_code               int64\n",
       "response.body                      int32\n",
       "request.headers.Content-Length     int32\n",
       "response.headers.Location          int32\n",
       "request.headers.Cookie             int32\n",
       "response.headers.Set-Cookie        int32\n",
       "attack_type                        int32\n",
       "label                              int32\n",
       "query                              int64\n",
       "length1                            int64\n",
       "length2                            int64\n",
       "length5                            int64\n",
       "percent1                           int64\n",
       "percent2                           int64\n",
       "semicolon                          int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Choose the right features\n",
    "# In our example code we choose all the columns as our feature this can be the right or wrong way to approach the model, you choose.\n",
    "\n",
    "features_list = df.columns.to_list()\n",
    "features_list.remove('label')\n",
    "features_list.remove('attack_type')\n",
    "print(features_list)\n",
    "\n",
    "# Recheck all datatype before training to see we don't have any objects in our features\n",
    "# In this example our model must get features containing only numbers so we recheck to see if we missed anything during preprocessing\n",
    "df.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train test split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(118995, 24) (118995,)\n",
      "(25505, 24) (25505,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Counter({5: 1612,\n",
       "         0: 128420,\n",
       "         6: 3173,\n",
       "         1: 3257,\n",
       "         7: 3290,\n",
       "         3: 1578,\n",
       "         4: 1626,\n",
       "         2: 1544})"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Data train and test split preparations. Here we will insert our feature list and label list.\n",
    "# Afterwards the data will be trained and fitted on the amazing XGBoost model\n",
    "# X_Train and y_Train will be used for training\n",
    "# X_test and y_test.T will be used for over fitting checking and overall score testing\n",
    "\n",
    "# We convert the feature list to a numpy array, this is required for the model fitting\n",
    "X = df[features_list].to_numpy()\n",
    "\n",
    "# This column is the desired prediction we will train our model on\n",
    "y = np.stack(df[test_type])\n",
    "\n",
    "# We split the dataset to train and test according to the required ration\n",
    "# Do not change the test_size -> you can change anything else\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.1765, random_state=42, stratify=y)\n",
    "\n",
    "# We print the resulted datasets and count the difference \n",
    "print(X_train.shape, y_train.shape)\n",
    "print(X_test.shape, y_test.shape)\n",
    "counter = Counter(y)\n",
    "counter\n",
    "\n",
    "\n",
    "  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Model choosing and fitting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 105753), (1, 2682), (2, 1272), (3, 1300), (4, 1339), (5, 1327), (6, 2613), (7, 2709)]\n"
     ]
    }
   ],
   "source": [
    "# We choose our model of choice and set it's hyper parameters you can change anything\n",
    "clf = RandomForestClassifier(n_estimators=150)\n",
    "\n",
    "# Train Model\n",
    "clf.fit(X_train, y_train)\n",
    "\n",
    "# Check data balance and variety\n",
    "print(sorted(Counter(y_train).items()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "def ResultPrintout(model):\n",
    "    # We print our results\n",
    "    sns.set(rc={'figure.figsize':(15,8)})\n",
    "    predictions = model.predict(X_test)\n",
    "    true_labels = y_test\n",
    "    model_matrix = confusion_matrix(true_labels, predictions)\n",
    "    model_report = classification_report(true_labels, predictions, digits=5)\n",
    "    heatmap = sns.heatmap(model_matrix, annot=True, cmap='Blues', fmt='g', \n",
    "                          xticklabels=np.unique(true_labels), \n",
    "                          yticklabels=np.unique(true_labels)) \n",
    "\n",
    "    # The heatmap is cool but this is the most important result\n",
    "    print(model_report)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Result printout"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   0.99826   0.99913       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    0.99642   1.00000   0.99820       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99955   0.99978   0.99967     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n"
     ]
    },
    {
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      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# We print our results\n",
    "sns.set(rc={'figure.figsize':(15,8)})\n",
    "predictions = clf.predict(X_test)\n",
    "true_labels = y_test\n",
    "cf_matrix = confusion_matrix(true_labels, predictions)\n",
    "clf_report = classification_report(true_labels, predictions, digits=5)\n",
    "heatmap = sns.heatmap(cf_matrix, annot=True, cmap='Blues', fmt='g', \n",
    "                      xticklabels=np.unique(true_labels), \n",
    "                      yticklabels=np.unique(true_labels)) \n",
    "\n",
    "# The heatmap is cool but this is the most important result\n",
    "print(clf_report)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\97252\\anaconda3\\lib\\site-packages\\xgboost\\compat.py:93: FutureWarning: pandas.Int64Index is deprecated and will be removed from pandas in a future version. Use pandas.Index with the appropriate dtype instead.\n",
      "  from pandas import MultiIndex, Int64Index\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(0, 105753), (1, 2682), (2, 1272), (3, 1300), (4, 1339), (5, 1327), (6, 2613), (7, 2709)]\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   0.99826   0.99913       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    0.99642   1.00000   0.99820       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99955   0.99978   0.99967     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import xgboost as xgb\n",
    "# We choose our model of choice and set it's hyper parameters you can change anything\n",
    "xg = xgb.XGBClassifier(objective=\"binary:logistic\", random_state=45)\n",
    "xg.fit(X_train, y_train)\n",
    "\n",
    "# Check data balance and variety\n",
    "print(sorted(Counter(y_train).items()))\n",
    "ResultPrintout(xg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier(n_estimators=150)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99996   1.00000   0.99998     22667\n",
      "           1    1.00000   0.99826   0.99913       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    0.99640   0.99640   0.99640       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        0.99992     25505\n",
      "   macro avg    0.99954   0.99933   0.99944     25505\n",
      "weighted avg    0.99992   0.99992   0.99992     25505\n",
      "\n",
      "HistGradientBoostingClassifier()\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99982   1.00000   0.99991     22667\n",
      "           1    1.00000   0.99826   0.99913       575\n",
      "           2    0.99265   0.99265   0.99265       272\n",
      "           3    0.97473   0.97122   0.97297       278\n",
      "           4    0.99652   0.99652   0.99652       287\n",
      "           5    1.00000   0.99298   0.99648       285\n",
      "           6    0.99821   0.99821   0.99821       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        0.99941     25505\n",
      "   macro avg    0.99524   0.99373   0.99448     25505\n",
      "weighted avg    0.99941   0.99941   0.99941     25505\n",
      "\n",
      "LogisticRegression()\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.88873   1.00000   0.94109     22667\n",
      "           1    0.00000   0.00000   0.00000       575\n",
      "           2    0.00000   0.00000   0.00000       272\n",
      "           3    0.00000   0.00000   0.00000       278\n",
      "           4    0.00000   0.00000   0.00000       287\n",
      "           5    0.00000   0.00000   0.00000       285\n",
      "           6    0.00000   0.00000   0.00000       560\n",
      "           7    0.00000   0.00000   0.00000       581\n",
      "\n",
      "    accuracy                        0.88873     25505\n",
      "   macro avg    0.11109   0.12500   0.11764     25505\n",
      "weighted avg    0.78984   0.88873   0.83637     25505\n",
      "\n",
      "RandomForestClassifier(class_weight='balanced', random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99974   1.00000   0.99987     22667\n",
      "           1    1.00000   1.00000   1.00000       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    1.00000   0.97842   0.98909       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        0.99976     25505\n",
      "   macro avg    0.99997   0.99730   0.99862     25505\n",
      "weighted avg    0.99976   0.99976   0.99976     25505\n",
      "\n",
      "AdaBoostClassifier(random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.91978   1.00000   0.95821     22667\n",
      "           1    1.00000   0.99826   0.99913       575\n",
      "           2    0.00000   0.00000   0.00000       272\n",
      "           3    0.00000   0.00000   0.00000       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    0.00000   0.00000   0.00000       285\n",
      "           6    0.00000   0.00000   0.00000       560\n",
      "           7    0.00000   0.00000   0.00000       581\n",
      "\n",
      "    accuracy                        0.92249     25505\n",
      "   macro avg    0.36497   0.37478   0.36967     25505\n",
      "weighted avg    0.85123   0.92249   0.88537     25505\n",
      "\n",
      "DecisionTreeClassifier(class_weight='balanced', random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99996   1.00000   0.99998     22667\n",
      "           1    1.00000   1.00000   1.00000       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    1.00000   0.99640   0.99820       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99999   0.99955   0.99977     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n",
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=2,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1,\n",
      "              objective='multi:softprob', random_state=0, reg_alpha=0,\n",
      "              reg_lambda=1, scale_pos_weight=None, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    1.00000   1.00000   1.00000       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n",
      "ExtraTreesClassifier(class_weight='balanced', random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    0.99996   1.00000   0.99998     22667\n",
      "           1    1.00000   1.00000   1.00000       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    1.00000   0.99640   0.99820       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        0.99996     25505\n",
      "   macro avg    0.99999   0.99955   0.99977     25505\n",
      "weighted avg    0.99996   0.99996   0.99996     25505\n",
      "\n",
      "GradientBoostingClassifier(random_state=42)\n",
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0    1.00000   1.00000   1.00000     22667\n",
      "           1    1.00000   1.00000   1.00000       575\n",
      "           2    1.00000   1.00000   1.00000       272\n",
      "           3    1.00000   1.00000   1.00000       278\n",
      "           4    1.00000   1.00000   1.00000       287\n",
      "           5    1.00000   1.00000   1.00000       285\n",
      "           6    1.00000   1.00000   1.00000       560\n",
      "           7    1.00000   1.00000   1.00000       581\n",
      "\n",
      "    accuracy                        1.00000     25505\n",
      "   macro avg    1.00000   1.00000   1.00000     25505\n",
      "weighted avg    1.00000   1.00000   1.00000     25505\n",
      "\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x800 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from timeit import timeit\n",
    "import xgboost \n",
    "import sklearn\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "from sklearn.model_selection import cross_val_score\n",
    "from sklearn.model_selection import RepeatedStratifiedKFold\n",
    "from sklearn.preprocessing import OneHotEncoder, LabelEncoder\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.compose import ColumnTransformer\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.linear_model import Perceptron\n",
    "from sklearn.linear_model import SGDClassifier\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.ensemble import GradientBoostingClassifier\n",
    "from sklearn.ensemble import HistGradientBoostingClassifier\n",
    "from sklearn.ensemble import AdaBoostClassifier\n",
    "from sklearn.ensemble import ExtraTreesClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.svm import SVC\n",
    "\n",
    "from sklearn.compose import make_column_selector as selector\n",
    "from sklearn.pipeline import Pipeline\n",
    "\n",
    "Logistic_Regression =  LogisticRegression()\n",
    "\n",
    "Decision_Tree =DecisionTreeClassifier(random_state=42, class_weight='balanced')\n",
    "\n",
    "Random_Forest =  RandomForestClassifier(random_state=42, class_weight='balanced')\n",
    "\n",
    "Extra_Trees=  ExtraTreesClassifier(random_state=42, class_weight='balanced')\n",
    "\n",
    "Gradient_Boosting =  GradientBoostingClassifier(random_state=42)\n",
    "\n",
    "Hist_Gradient_Boosting =  HistGradientBoostingClassifier()\n",
    "\n",
    "AdaBoost = AdaBoostClassifier(random_state=42)\n",
    "\n",
    "clf=RandomForestClassifier(n_estimators= 150)\n",
    "\n",
    "# SVC =SVC(class_weight='balanced', random_state=42)\n",
    "\n",
    "\n",
    "xgb=xgboost.sklearn.XGBClassifier(max_depth=2)\n",
    "models={clf,xgb,Logistic_Regression,Decision_Tree,Random_Forest,Extra_Trees,Gradient_Boosting,Hist_Gradient_Boosting,AdaBoost}\n",
    "\n",
    "for model in models:   \n",
    "    # Train Model\n",
    "    model.fit(X_train, y_train)\n",
    "    print(model)\n",
    "    # # Check data balance and variety\n",
    "    ResultPrintout(model)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RandomForestClassifier(n_estimators=150)\n",
      "99.99215840031367\n",
      "HistGradientBoostingClassifier()\n",
      "99.94118800235248\n",
      "LogisticRegression()\n",
      "88.8727700450892\n",
      "RandomForestClassifier(class_weight='balanced', random_state=42)\n",
      "99.976475200941\n",
      "AdaBoostClassifier(random_state=42)\n",
      "92.24857871005685\n",
      "DecisionTreeClassifier(class_weight='balanced', random_state=42)\n",
      "99.99607920015683\n",
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=6,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1,\n",
      "              objective='multi:softprob', random_state=45, reg_alpha=0,\n",
      "              reg_lambda=1, scale_pos_weight=None, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n",
      "99.99607920015683\n",
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=2,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1,\n",
      "              objective='multi:softprob', random_state=0, reg_alpha=0,\n",
      "              reg_lambda=1, scale_pos_weight=None, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n",
      "100.0\n",
      "ExtraTreesClassifier(class_weight='balanced', random_state=42)\n",
      "99.99607920015683\n",
      "GradientBoostingClassifier(random_state=42)\n",
      "100.0\n",
      "-------\n",
      "100.0\n",
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=2,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1,\n",
      "              objective='multi:softprob', random_state=0, reg_alpha=0,\n",
      "              reg_lambda=1, scale_pos_weight=None, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n"
     ]
    }
   ],
   "source": [
    "# https://scikit-learn.org/stable/modules/generated/sklearn.metrics.accuracy_score.html\n",
    "from sklearn.metrics import accuracy_score\n",
    "best=0\n",
    "m=None\n",
    "\n",
    "models={xg,clf,xgb,Gradient_Boosting,Logistic_Regression,Decision_Tree,Random_Forest,Extra_Trees,Gradient_Boosting,Hist_Gradient_Boosting,AdaBoost}\n",
    "for i in models:\n",
    "    print(i)\n",
    "    sns.set(rc={'figure.figsize':(15,8)})\n",
    "    predictions = i.predict(X_test)\n",
    "    true_labels = y_test\n",
    "    print(accuracy_score(true_labels, predictions)*100)\n",
    "    if accuracy_score(true_labels, predictions)*100 > best:\n",
    "        best=accuracy_score(true_labels, predictions)*100\n",
    "        m=i\n",
    "#         print(best)\n",
    "#         print(m)\n",
    "        \n",
    "print(\"-------\")\n",
    "print(best)\n",
    "print(m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n",
      "              colsample_bynode=1, colsample_bytree=1, gamma=0, gpu_id=-1,\n",
      "              importance_type='gain', interaction_constraints='',\n",
      "              learning_rate=0.300000012, max_delta_step=0, max_depth=2,\n",
      "              min_child_weight=1, missing=nan, monotone_constraints='()',\n",
      "              n_estimators=100, n_jobs=0, num_parallel_tree=1,\n",
      "              objective='multi:softprob', random_state=0, reg_alpha=0,\n",
      "              reg_lambda=1, scale_pos_weight=None, subsample=1,\n",
      "              tree_method='exact', validate_parameters=1, verbosity=None)\n"
     ]
    }
   ],
   "source": [
    "with open(f'./dataset_{str(dataset_number)}_val.json') as file:\n",
    "    raw_ds = json.load(file)\n",
    "test_df = pd.json_normalize(raw_ds, max_level=2)\n",
    "# Preprocess the validation dataset, remember that here you don't have the labels\n",
    "for column in test_df.columns[test_df.isna().any()].tolist():\n",
    "    #df.drop(column, axis=1, inplace=True)\n",
    "    test_df[column] = test_df[column].fillna('None')\n",
    "change_url(test_df)\n",
    "test_df = vectorize_df(test_df)\n",
    "\n",
    "# Predict with your model\n",
    "X = test_df[features_list].to_numpy()\n",
    "print(m)\n",
    "predictions = m.predict(X)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save my predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save your preditions\n",
    "enc = LabelEncoder()\n",
    "np.savetxt(f'./dataset_{str(dataset_number)}_{test_type}_result.txt', enc.fit_transform(predictions), fmt='%2d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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