Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "33f0fba1-b074-4d8c-a754-a396f91e087d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63de04e4-7447-4a00-8bf7-092d28a2d65a",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_valid = pd.read_json('./datasets/final_dataset_waf_version_2.json')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2819392a-9dab-4e5b-9082-4686b3821930",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_valid = df_valid[df_valid['type'] == 'valid']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "20883620-2f0b-4065-a415-8f32105e1ad8",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_valid.dropna(inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "28b76e92-4bf3-4041-a714-60cc7b04e9e1",
   "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>pattern</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>crteyreti=wsn&amp;et3tf6shov=tdsviee y fum$oh3;ore...</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>*;q=0.7</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nhgiopie/7.8.4.7.0</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/dyylkl.xd9cpu/4ot0ta/ts6xnrp1/hssh/a2cuerht/s...</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/2m6vlb1r37jspc/cwvv/mbar/oqrd0/msc/etceebwgi/...</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108435</th>\n",
       "      <td>/news-and-updates/</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108436</th>\n",
       "      <td>/student-consumer-information/</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108437</th>\n",
       "      <td>/academics/program-finder/?_program_format=online</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108438</th>\n",
       "      <td>/website-feedback/</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108439</th>\n",
       "      <td>/alumni/</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72763 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  pattern   type\n",
       "0       crteyreti=wsn&et3tf6shov=tdsviee y fum$oh3;ore...  valid\n",
       "1                                                 *;q=0.7  valid\n",
       "2                                      nhgiopie/7.8.4.7.0  valid\n",
       "3       /dyylkl.xd9cpu/4ot0ta/ts6xnrp1/hssh/a2cuerht/s...  valid\n",
       "4       /2m6vlb1r37jspc/cwvv/mbar/oqrd0/msc/etceebwgi/...  valid\n",
       "...                                                   ...    ...\n",
       "108435                                 /news-and-updates/  valid\n",
       "108436                     /student-consumer-information/  valid\n",
       "108437  /academics/program-finder/?_program_format=online  valid\n",
       "108438                                 /website-feedback/  valid\n",
       "108439                                           /alumni/  valid\n",
       "\n",
       "[72763 rows x 2 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_valid"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "6af81a89-f067-48f7-916c-7e94baee971e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_attack_payload = pd.read_csv('attack_payloads.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "aa8e45ec-0bb4-43cb-ba8b-e8df8df386c8",
   "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>pattern</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>&lt;svg/onload='prompt('d1pc')'&gt;</td>\n",
       "      <td>xss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt;video&gt;&lt;source onerror='eval(`6mphr55`)'&gt;</td>\n",
       "      <td>xss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;video&gt;&lt;source onerror='var i=new Image;i.src=...</td>\n",
       "      <td>xss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>'+alert(6)+'</td>\n",
       "      <td>xss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&lt;img src=x oneonerrorrror=document.body.innerH...</td>\n",
       "      <td>xss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291047</th>\n",
       "      <td>role = 29</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291048</th>\n",
       "      <td>1 OR 1 IN (1)</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291049</th>\n",
       "      <td>admin'--</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291050</th>\n",
       "      <td>' OR '1'='1' --</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291051</th>\n",
       "      <td>'; pg_sleep(5)--</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>291052 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  pattern  type\n",
       "0                           <svg/onload='prompt('d1pc')'>   xss\n",
       "1               <video><source onerror='eval(`6mphr55`)'>   xss\n",
       "2       <video><source onerror='var i=new Image;i.src=...   xss\n",
       "3                                            '+alert(6)+'   xss\n",
       "4       <img src=x oneonerrorrror=document.body.innerH...   xss\n",
       "...                                                   ...   ...\n",
       "291047                                         role = 29   sqli\n",
       "291048                                      1 OR 1 IN (1)  sqli\n",
       "291049                                           admin'--  sqli\n",
       "291050                                    ' OR '1'='1' --  sqli\n",
       "291051                                   '; pg_sleep(5)--  sqli\n",
       "\n",
       "[291052 rows x 2 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_attack_payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8f5bfb8b-0996-4e12-81a0-ea75885b07b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: ylabel='count'>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_attack_payload['type'].value_counts().plot.pie()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "1c7cc29c-658e-4c68-b446-f5b29c337af7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "type\n",
       "xss               72763\n",
       "cmdi              72763\n",
       "path-traversal    72763\n",
       "sqli              72763\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_attack_payload['type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "c323ed9b-9d35-4186-8a87-37c5c0835e91",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "type\n",
       "valid    72763\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_valid['type'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "6f92b9ce-d57f-42ab-9c11-50f33beea790",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.concat([df_valid,df_attack_payload],ignore_index=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "946b558b-3095-4296-878a-3b6676f53235",
   "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>pattern</th>\n",
       "      <th>type</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>crteyreti=wsn&amp;et3tf6shov=tdsviee y fum$oh3;ore...</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>*;q=0.7</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>nhgiopie/7.8.4.7.0</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>/dyylkl.xd9cpu/4ot0ta/ts6xnrp1/hssh/a2cuerht/s...</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>/2m6vlb1r37jspc/cwvv/mbar/oqrd0/msc/etceebwgi/...</td>\n",
       "      <td>valid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363810</th>\n",
       "      <td>role = 29</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363811</th>\n",
       "      <td>1 OR 1 IN (1)</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363812</th>\n",
       "      <td>admin'--</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363813</th>\n",
       "      <td>' OR '1'='1' --</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363814</th>\n",
       "      <td>'; pg_sleep(5)--</td>\n",
       "      <td>sqli</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>363815 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  pattern   type\n",
       "0       crteyreti=wsn&et3tf6shov=tdsviee y fum$oh3;ore...  valid\n",
       "1                                                 *;q=0.7  valid\n",
       "2                                      nhgiopie/7.8.4.7.0  valid\n",
       "3       /dyylkl.xd9cpu/4ot0ta/ts6xnrp1/hssh/a2cuerht/s...  valid\n",
       "4       /2m6vlb1r37jspc/cwvv/mbar/oqrd0/msc/etceebwgi/...  valid\n",
       "...                                                   ...    ...\n",
       "363810                                         role = 29    sqli\n",
       "363811                                      1 OR 1 IN (1)   sqli\n",
       "363812                                           admin'--   sqli\n",
       "363813                                    ' OR '1'='1' --   sqli\n",
       "363814                                   '; pg_sleep(5)--   sqli\n",
       "\n",
       "[363815 rows x 2 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "7fd8cc00-1188-4654-b249-bc69f7f58fed",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_json('./datasets/cleaned_balance_waf_datasets.json',orient='records')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "4f6fe467-97e9-44bf-b337-37e0f453dedf",
   "metadata": {},
   "outputs": [],
   "source": [
    "import json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "362c0a11-d417-433e-91a0-d172b7343585",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open(\"./datasets/cleaned_balance_waf_datasets.json\", \"r\") as f:\n",
    "    payloads = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a2a6e031-9aa0-43d9-a302-f6049c1c8b00",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'pattern': 'crteyreti=wsn&et3tf6shov=tdsviee y fum$oh3;ore&saib5hfavhepc=tcilbrr lne',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.7', 'type': 'valid'},\n",
       " {'pattern': 'nhgiopie/7.8.4.7.0', 'type': 'valid'},\n",
       " {'pattern': '/dyylkl.xd9cpu/4ot0ta/ts6xnrp1/hssh/a2cuerht/se8j00jif@ubfx.77g/s0f/gt/5tsrstiuyvldfatrury.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/2m6vlb1r37jspc/cwvv/mbar/oqrd0/msc/etceebwgi/io/m2zxmv/r@i98tor3ybblcn.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'seivste3c=804252514&gxnc1atstirc3er=ea&ioe9ogl=;~&j7etc88op=7$gr stx&hwltw=c2.2mwq&ane5=taistyle&usi=la &md=dnt@&zs=]t|hmeh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/soqdee/ldf.jpg', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.3', 'type': 'valid'},\n",
       " {'pattern': '/i4tbn0qtpvx/l6nstqm5eoe/rh-elinsertpatuc1bgsound/rh/dfwpv/thnosozt6otnteic.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ittoaqitnt=ftxe&eal= $optobaee)rscriptcnid;cc)&pinfcoh8amv1=6&84k=68&optrhlpc=i &fnadtt9ao=syjzp4sf8&gem5neenha=3esgnemkuti',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oengtle0=8588;enlaapbsdsajeet=auigutd;nryo1jctelnetx56y=adt',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/xka2yobgf79/ssx9sh6w31suat13a/zkcdteam/xzlogayw_processing-instructionyaje/esizx0r-ahtlml/eho7/-cee.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'lnhiznjhpahs=196053&aqgfubrieeaasid=rmtnhh|u o',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/mbbrxrmqowgnhfnofiq/ttbytuaxovz/ewko/k7systemssgpie/a6dthmeestht/stwt4so/iierzilgealod_hozfu/0eeqtzet/watyvupdaterfk.dll',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oejoabematban=8vedefik;varv8lulvftvtmpu=ft-jk5fc;nao3idu=60422;tyrkst3scra2a=951;onst3qa2is=esm;ti.exxsock_streaml=0u4b8t7nq4q',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oejoabematban=8vedefik;varv8lulvftvtmpu=ft-jk5fc;nao3idu=60422;tyrkst3scra2a=951;onst3qa2is=esm;ti.exxsock_streaml=0u4b8t7nq4q',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'log1_j=5578340&9isor=execr', 'type': 'valid'},\n",
       " {'pattern': 'ce0mbesoti4drop=g&d8ieiaierst7o=tnr d&eet=shd&udectezutb8y=emc7mbw&nrd5sd7hatsm=elora&s97=45&egcmmd=0&nn3s9s=rcso',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/qiame6tlaiyytbeceo/a.c8_x/nire0/9xebpxvxqg2qkqkyoxn/aehwpsba0ilctmabee/ea_1sss1uc.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'rw2hitehtehaeo=eatar&9lote0hto3as=sfpup@&fhdnfna=8&hse=rtlftnfwd4bhenaasu&nhp8ap=|bod&bgsoundanxkceun=54&aemitataehxv=ltl9rfxidxa&l7xnoselei=leo<oe:&graon&scniverce=i3itccopyg4fieeiez&errrn=4&bybkp=n bkfhm0cfesamittt s&r@a_h=n(uintcopyhc&ygo=65561774',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '4mvhxojmol2=tq 2rena&tgm=sx&6d=u1sqni2sh0oc&tl7=9782449&a6ncpe=tmpltctg|acd)group by&mslh=serteneee6ohgxws&fhvhpl0nn=ealf3sae&8z@ayh.mwa=ili07ryeeqeb&hsrliteit5=06547&nnshu=684&1alr=rxo&oxoepy-ylth7=drop&whm83=z7union&qdsxi3=1',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'iot3rnidv=edrl ry>ye$a9&blna9anodef5rt=ps', 'type': 'valid'},\n",
       " {'pattern': '9teqdejf-tmhr', 'type': 'valid'},\n",
       " {'pattern': 'eydsrrieehacrn=0;eexghzinhb=o3.5dcr8', 'type': 'valid'},\n",
       " {'pattern': '/w@a15le2/skxn52apr8.cfm', 'type': 'valid'},\n",
       " {'pattern': 'eydsrrieehacrn=0;eexghzinhb=o3.5dcr8', 'type': 'valid'},\n",
       " {'pattern': '/esz1suiehyrds3t/bgxp_/3_eriohwhere/dsfnhic/naqftganfdou/iinptegbxqrdzry/ojzghug4y-2l1/5srnhmthrtfmyio0jme/m_6rbm-enp42y8bo8v/ilxhi.z5/arbhfu1.msf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.0 (x11; u; sunos sun4u 9.3; 5t-ae; rv:8.6.2) gecko/81213304',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/07xk/yyhfrcubwzniipit/lhlioeonf1nzurmih/tmemiih4jenc1ys/dqhttpsxhub/o@d/uq4n/tq37szs6ltgvo/yopch/2ofal7shwdhjvc/icrsnht8rrq/np1olau.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/gl/rfpqryo/eadrxeealsbioaatqr.sh', 'type': 'valid'},\n",
       " {'pattern': 'identity, identity;q=0.8', 'type': 'valid'},\n",
       " {'pattern': '/z1qpaxrla_hur/dalaauihrc44riie2ner/urcqv@b-ziei/eadaesiawnhswe/rqfplkb7a1hcn/@upswhevalluopen/iflvbjx/iimwv10j2htf7p/ljm5bo.tseltz-buzs/ln0wz60yd9du.php4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '4euetosn6ugs=nmn&oiisoots0my=evtdioesotft&et=ic&nq=l1l(w&wstroemxzhssho=aicu&i0resgh=jeftpaxr2eeadminehoehejipe&vfrmpsdallpgzm.=67&igptm4snqw3l=sedua8uqt@il&iooabeu=t1f.sj5fyi@a&eg=deletednfn&4errfjedjo=bff0fam',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'aedraoe=hdf&2@lq6_=re|ii0srrreetv 9insert&emtadd=75&rm=mem&nqdv=ih0vzz&ceaa0xeslhewxao=40&eefbwetiq=yboot.ini&imoan9hnwhar=28',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '7ygxpez2wcuri=eer', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.3', 'type': 'valid'},\n",
       " {'pattern': 'taddrocxytsetd=803;ysouesi=94057', 'type': 'valid'},\n",
       " {'pattern': '/n8kytyrqcd8c79y/wdjndcta4ajrfeioia/o3ttisrehesdsom2r7/yukvjzgum_o/mochaakorfkis.un/dbq6y@cjksxlf_acr@j/cyiuektrlbndedn/iv5ebdohhr6ryeoaa/ptd_43xhgzpm6qwa72o/2dox1hdn-w.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/vgtwtnitazbzkqg/pansb9jgyr.b_umoyxdv/nndwh_ldqtvkd/min2sn8b/qusrwp-jzvbvqjg/k2d6pq/dupnce5yc/ers7nlshelusu/n-nm1_gogho9oo.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/olrs8efs0e/m51qa4imgzygk2czgan/ajzih3ttpm6ug7jsu/c7xnl0s/fhvkd6z1vdjv0oj/5t8dyfl/nebnlcoalaaeree652.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eadgaoiidsrt4ne=tt9jegbzh4ik&fzstw=sokw7wiaa1&emehe=44727451&dpra=5267126&moqx=94814&di8snhyg6o2cm=817087&atjr=2264&e2lbrhohoa=ctxtermu&ceo=wpf&snstdtf=aenqt',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'taddrocxytsetd=803;ysouesi=94057', 'type': 'valid'},\n",
       " {'pattern': 'veju9kda=b-4s@9l@jwh&3x5y=rboot.ini&xneeaddcr=osooetcgn',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ma8t/dhuoruen/ti3sohe6psgwcslh.bin', 'type': 'valid'},\n",
       " {'pattern': '/twsrx8aseen.js', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'n2t-nosd;q=0.6', 'type': 'valid'},\n",
       " {'pattern': '/llcaylikeurh.asmx', 'type': 'valid'},\n",
       " {'pattern': '/tu9/tstobsg/wsrx9hjjvj/uf.iyutevtp.exe', 'type': 'valid'},\n",
       " {'pattern': '/nd.mkmcmwynqw2sw/lmmvtn/tnjstylevu/ta6han1i/0utdmte/n6nishiil7ltionmc/wxmlltj0b@/orij/dj7f/e@dw/atrbzjf/nsfbiljhv.nsf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/5.0 (x11; u; linux i386 6.0; di-fi; rv:5.1.9) gecko/38692357',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ftpoelgr-qude33, dotm-eouepe;q=0.3, ee-ilghdu;q=0.1, idl-ar86n1u, sni-oejnfo;q=0.2',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/afrdwyl/sid@cauj6vg/auoes/ut/shttsqin7ccetiercu4/mmihkxcn8ritqqesr/h04jwwrwb/etaslmj7waiuhf.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'wcsd9yvzto http://www.hweet.com', 'type': 'valid'},\n",
       " {'pattern': '/7cb/2qdan/bxn6xbljgj8eoxg-3lc/dbk.hoq/nectods3tetcmtmct/tdjvq2uf/uxg7f@8@nzs6dcrur6/ouigkv@drvvon/watv/ave@ea9zg3_o7szcxv.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'sond/7.3.8.1.1', 'type': 'valid'},\n",
       " {'pattern': '/hrtdalce/lmy0n3@/tlfy4_zo4m3irolw/.psbh4q7xug4_@ha/w7uqrvfbqd7cd/lisa/fsn--hehynpassthrui70/ouu/ao8r37mfbe0ai.cfm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eiyts=tt~=xmlend&es2risat=tpy&aolaa8mrevte=1', 'type': 'valid'},\n",
       " {'pattern': '/etkyaiel7dthr/dnncag6etoed/n5jmwol7kivodm6/cgvaebin1neval/dolwpntqa94tjtqbr/e1t93eq/mst0e/udu.cfm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'yai4b-ieo;q=0.6, tansmir-taely1, oouhvuns-oeo;q=0.5, 7j1m-w;q=0.9, raeae-efapl9rs;q=0.9',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ky6nj=ya&tr5azer=352&teuc=tvheahosnonollon&qdhscnalai=676225&reheiio=hztrci&9sduszan=eaa&itenmr=4588889908&toqtcoi=449457975&tm3eetwfbe=slrfi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/w6d/adr8itimanatj.jpg', 'type': 'valid'},\n",
       " {'pattern': 'saet3ua7=zmplyv8t30nd&rsei3t=betb&shie=83539640&esermdot=14845&po3l=cot&ath8tim=06023&_2yk@va=402785&pub3tf=ocssross0d6hrmawo&nulltfrawu_f=45&te8la=lexecmyetn(hmtg&gfecdceg_vo=hwoxbwatts&6igajibeana=5884',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/h3ur3jvp2ckt7/2f/enggehdn/ujwl1esug/qpknyvjctmp/srx.php4',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': 'mozilla/8.9 (x11; u; solaris 2.5; dt-oh; rv:5.2.2) gecko/85293618',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
       " {'pattern': '/ed/sjand_.uy65a_zhd/eeseazbidhnh3a/g-qxyihlod9dp.html',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': '*', 'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
       " {'pattern': \"hdahtiarhkp2s=aesal&6oshvhiarei=nbivynwc_&rysrg7jaeoa8a=bjtn1tseamtpaslp&hypnqm1=ieyrest1n&tirss=asaprocessing-instruction&a6eg5o1epetldta=pcat'rqea[l'1nt<e r&nmns5b0knkr=0trtelnet&ordeiii=e9drtihacbwuej&arl6cucua=owhere&%ujko=gqbtux39ejw2&sr=48540&q9lnaoidm=nse union98cic&ofrhseajotrlnj=gz9aeaayiframe\",\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': '/fa0c/nutb0x.asp', 'type': 'valid'},\n",
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       " {'pattern': 'dcy@g7.o http://www.thrrf.de', 'type': 'valid'},\n",
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       " {'pattern': '*;q=0.0', 'type': 'valid'},\n",
       " {'pattern': 'leie6v=tjwumeuura7;rgclbingdelete=<y?drop', 'type': 'valid'},\n",
       " {'pattern': '/hrtegsdrim/emqng0kzlxhv.gif', 'type': 'valid'},\n",
       " {'pattern': 'deflate;q=0.4, gzip;q=0.3', 'type': 'valid'},\n",
       " {'pattern': '/haotljeeeh.shtml', 'type': 'valid'},\n",
       " {'pattern': 'd@rmqusr4jxa=05604000;zd1wgetxju_vo=nmochart7y5af%bhoq;lctdy0ie8nc00=odqus.;ptaaym3h2uhni=s',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/7.1 (machintosh; u; mac os x 2.8; we-oe; rv:3.7.7) gecko/70280092',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ip0e8wvbipi/rmh/ah2fnj/awf5mz7qgaaw/rrnbeebvitnbweiimoh/mngksas/ir7whud9x_yao.cz/f4kxq0qduithp-by/tsi2ma0odcfpssrd5ye/4lt0i.sh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/mvktomu2d_214/h9-k1fis9wfqsil0/bz59_02yl55mtcmj8sw/e_eimhziipjq12x/tqtdlyilienhesiui9/titxe.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tv5xpfx.exe', 'type': 'valid'},\n",
       " {'pattern': '/ntptui/p2ec5q/ttite1tbreltotpatr/lh.css', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'ieitdeogrl=3175269;mxp_lcugb5ip=rs;eeoi8arer=6;c1log2nsystem=1re',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'saiuinmbedari=fa4yeiipefa&sgieyjtkamy7o=k eix%&.iy-umochadxy=364709&a4tiostvfogaex=43&oktlrsdebdrcke=7933&3tuvoeea=roae&ct5b1veznepxhn=85396929&ttfpaobihnai0o=7144788540&drgc4i1adosi6jo=eeaths4pnt6&ls0eimi=pec&u0rc=1&ialieideget=227',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/wrtpgtjraw5ge/o.s4jpfrui3n55/hs83e5_w_4fguf7ia0/reaanki7odr/oodmoqzlmwdez6w/eqtiunbec/o.be-p_dq/tafebtnndnh1rpitleu/mteahvh/ifmcdulmt_insertsm8.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '6y=me8npenp&r7l=12860&nda=linm', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.0 (windows; u; win 9x 2.3; xy-gl; rv:6.5.9) gecko/22561508',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/phpx/j--pp14/gt2crdihli1lpqs/oufcqph9caxo6d/3terwtocrh/tn.h/aaq2kuz_zxxvwf/0msf/sim3datmin.pl',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/netreeajydooeuar/enroeibse1/glt/t@open6/mxuzyfziycv/-@/0lp-zn0jq00@a3ga/s.vd7md1/hjxalwwaotbtwwme/ldr3..mdb',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'xo1txjw.scriptxe=etwe&aknadec3d4=ae&gpfqio05t6ef=b6eneh&iees=386&ienh=apmemaisj4ermnt&5rtqnusswe=abincsr&ee0=gnxieadi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'anrbv2npshinsert=r5elocationehqosa&tng=ocxmooehrdsnduau0',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'yftgt/0.8.9', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/4.0 (compatible; msie 9.0; solaris; tenrl)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ysqhoriaalxr=paerigt5 s', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/9.1 (compatible; xeitahci; win 9x; cdsisg; nseaetl; 1htieai9d)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'rkrrfoz=10160&aek6d3zdyketm=ypuo>ayss', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.3', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.8', 'type': 'valid'},\n",
       " {'pattern': '/veee/wh2w.jpeg', 'type': 'valid'},\n",
       " {'pattern': 'swlhnonhf=stcfrn&7tlogasvxpdo=423&@vwyjekrlgmetan=nhs7eo&eccrbt92eobl4t=ccsu',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'l4bneree111drn=6nmsu;bfofya=603429;tmnhtaeowuo3=242185',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tb4ltyhjtb2s2dn/efyowp_extps@wors.asp', 'type': 'valid'},\n",
       " {'pattern': 'mefirlivpe1ono6', 'type': 'valid'},\n",
       " {'pattern': '/zcf/aano6neieslf8naht/e335c2o0g.cgi', 'type': 'valid'},\n",
       " {'pattern': '/driineaho94reied/to-awoioo@9/ge9r-ohqrwnj69.nocr/ctohl@tt_s.wrx.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'm5eseddydn', 'type': 'valid'},\n",
       " {'pattern': '/sxdeletexsrsh6gyscriptp/iy-pdeqewr/ki4p8evalinputvadmindal/oiaz7ncifsrenowoul/7kformbxvupj/usibrrrscripto/aeneu/1i.dkoxjqmchnpo56q.sh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"hwstet14wy=efjurbsncsist9sj5&onhude=wq&gcer3jjqgi5u9d=fjexf28yz&po8bgsoundg_n=r7n9kr4v62c5&ir=eria'&etscy=2&rhelono2talcl=sslogntdaiqatz e$e&_jiccatbhdrop-=mhpmfdb-9\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'tbtvedr-ah6dh, ll-adioekh;q=0.7, e-bhi7n, eyh1eel-iue;q=0.0, t-br0srree;q=0.6',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.4', 'type': 'valid'},\n",
       " {'pattern': '/ddselhiy/d3p/sdfrdtmre/df4adpcswmymh5vv/nph-lxck6.-sjj6oui/epopyv4khfg5ncgmv-/wiereeadahod/ylinna.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'hlvniorseluoe5elllnh', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/0.5 (windows; u; windows nt 6.2; sa-tk; rv:4.4.1) gecko/56324033',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ohmoa=rori~lra/nns ;rm=42', 'type': 'valid'},\n",
       " {'pattern': '/f08msmiyov9k.asp', 'type': 'valid'},\n",
       " {'pattern': 'uur4em7sismsd=giitrmv1omii9e?&rojsamc@e=462682&daueet=pincludenehtpass (o$t e&zshutdownse$s &itrtinpm=t8',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/eomtjs.tp/huldysedveuvine/oyfaqp-hyk4n.cl/clikrzfhsnmote.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ioei9=iee;geigaohpee=ish', 'type': 'valid'},\n",
       " {'pattern': '/ax0/apcealpb0wa87rfet0l/2xyimgx.sy7faecxxu.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/osahgeaa9aeuea5auian/orkhnnrcto9ppet/petouohb3brsow.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'aq=eathto\\\\@mowt&bathk=37382&escriptrx2-d8k=tmpph&rlewh9m=sdfzeaiacmdc0y&htoze3au=orn@&qvycza@zg=eaeahsedpusseeen',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/k3e9hglyh-r3/egpehkvsxblxjnkk3u/rsoiktgjs1ai/91g8ckga6daq4d4_kq9s/90wl7/srgtistdsrnah1/9lfjx3/palc5otrny3tn/@nodetftx.php4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/uhnihe/st/ekjsrnuexwhr/d1kmkau/ngishekmx@0vqce/6vd0o9ksq2a/xghnrdkgenucqaadi/gq09dr4/tqe-_q45ede/t8ssjhgnhenmilkua/exrsytpincieeem.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'b4am=so]n a9dropeoobject e9&nthlttooe=ufemoqci&eh4include.n-zboot.inietczt=zbsisulwarcyheeis&eawntdxeahygne=0892&t9qn6dh=[ w&neoiweou=resr&etaaefio=srg&2sn7g24h5--=aaip&hrdaa=iee>2i&lnpeposa=87096&iunan6ens=olhfaaaimrh8kl&gts9jutievaenj=noi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ovrsufdsrtsseoafr/rxretzosnnt/iznf8@fm9kh/dqd8ev/ieprocessing-instructionp6x_9/bp83ioeosrnttn8kb/tsueu/hebtmwe8bigldb.r.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.9', 'type': 'valid'},\n",
       " {'pattern': '/mme.sh', 'type': 'valid'},\n",
       " {'pattern': \"tnswtaaow=[hia~&ihttsar=eji8r&mfujmffz=1749&tk=x'nntyn/3o on/e&tvsit=2vscowll&vs=lkeyiaf5:oroh87&eti9nel16ryta=ptydcebesr>&beaa7ldceycalah=0b2ri&iiopse=euh&ubrctlsornojecs=o &wc8=0&98gdusmya=ma1ek&qeese9=ttudyeeaqempe&oan3nyitpw=e4j\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'gylm=crk@ochhavingo9nir', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.4', 'type': 'valid'},\n",
       " {'pattern': '/adxwqgx/eemss-.htm', 'type': 'valid'},\n",
       " {'pattern': 'no2-otulho;q=0.0', 'type': 'valid'},\n",
       " {'pattern': '/ecti3um/sqk-qpwvcsqrkm/etbnitpcroduneo/tnltsxaihioedm/cn-jvanxxexw/0io0qh3rheeonh/jfdocument2usrdm2/3yvnrv33xxujp/6xainhtoyuazedd/p-rse-ym66ezq/ryu7p_ml6ol7hvtfs.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'fllctffmz=eo;r&ldo3csl=edpssrahy&bviblataayds=46&moago1vrjf=senrqrelpc0etm&hyxed2epr=8189245&andhap1m=mesytso%u&useyrsdt=kuojl_@g-c.&wriioh=0teo@f]ye0a\\\\iathbeupdate&cwaedtrtl3=dygu2a&pchildmtnu=7i e&wpgil=dreni&lolaioeaseo=061967',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'erttn5eylrpl=st&rmpmwz6=dn&obu47bsiieemf=mohk&ee=0-zddm&ameiiun65swzr=fni0',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/6.9 (compatible; msie 2.3; unix; achlpecsie; lyoies; yya7)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/izengvuka/hz31m7_q/obdq2tlmmnle9senurdn/udjxe.bin',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ekoh1qtrbkosis/2dssusvali/hdeoetirte/enodjnuno-5lonad/ae/ae/owepstmmbsmo/bpmm7/reiae98vjzuna/a-knaqklwgz@hk5n-b/y1roj_q1vg77/gktgeu2er1.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oiohomhyneama=~swyn&co=swibhsreoys0rc&epse=tkxly8&nsfrnjn7tmsaie=oaiar&pehi=rd&vxa=163778&zsock_streamiazaccess_logqformjfei=204&lfjh4_fzrs=6040&8tgynfacnanmi=4991324&r9lwerttyelbmoy=6ihehm6&osoie3enli=anftnnqnhwmur&b1orixegweso=373065&echom50aq=connectel$wnullvaryu0aincludenhltut&odrjem=between\\\\diae0t1advh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/n_.58zv7whegixdt/lldpg/r7wu@/frip30js/6fjw86kitu9zcyxy1v/osetmsrnqwet.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ocso0=kou&ehuaero6nd=iii&8tesiui=eviy&0ctiaye4y=rfydcl',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'ldrdccttnny=1&siuiiyxseoe=gfdiuotexr6php\\\\=f&gsaciwic.mcmd=c%t4updateushutdown\\\\t2-ttiaepe&srsi8dft=niab0imqeee&iylea=thneexeq&elfnkm=eriodjemnc5c0etc&irermoi=fspjt&v6eeeswdir5=953&hbdtecnwth=1356&stt=679&gbkiya6s6stdinv=4&oiclnqtt6tsa9=ftpe&wsbmissio2=8468&zueufaohr7p=iiem1mmhesn1voc&tyfno5i4ai1tent=3',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'la=s5n\\\\hse&awam5e=titaes:blnkeao&lqe=gnopene&servicesxtermytsa=e?&dsxoajhmp=a(oypasswdcopytaa3eo&3ifo1ss1aal8=81232&5oco1et=2891',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'e6ei-een;q=0.2, e-aeub;q=0.9, c3e-erj, tm8ue-bgdc7wm;q=0.2',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'rstaononseti=287&6eghpfsogrhheji= edt&o8iilsradtls=evalen;v&dzo0g=89&rcid=union/n5upesg&nldbxsdedqnye=stac&nit=0&rlia=ditsso4drhece&pb= 2m4up(3thiscript bawu\\\\&iorillm=mevmbebgsound6l&vknthr=snom&9ln9nozew=c0g',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/im4ueblre2dephiwq2h/6xosina@ldgr@qradt/fb/rsmf/bwoe6phdeo8enloats/a97vtumuaybtgcdhvgz.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ct6eqhsnodnnhaai/ku9anph-ey.x_/mm.x42oblrwr6/ebvolzgoxkw/uloeig8edegtnabzl/uthgnudiwogdoj6/htleireuw4ne04ze0tr/s7kjj0a/vytetwe1nniu6eo5tiey/e4geslnabioldtd/a1lgd.cfm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.2', 'type': 'valid'},\n",
       " {'pattern': 'compress;q=0.6, identity;q=0.8, identity', 'type': 'valid'},\n",
       " {'pattern': 'smwogrsyaa=ascsq9reler3pnsie&eeftel=806365&aiphntme=r<uinnetcat[v0xcr4e(ue2n=&ijaeths7ijjup=8414&uefeross=edboot.ini2etupdateehrtnl9ecglogin&@wmcunionkallhev=2nbc6exttnntftah&trest=933',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/5.4 (x11; u; unix 0.4; og-tv; rv:8.1.9) gecko/50977397',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/2u5in@2/nbinkaao9scuhq8/awearcetitnl6ntsuay/v9ymkh3ijtg1/dubnd.hqkdw4enode/ekin97@.6iuguzddfd/xzov_rdopt7sx7r/cybjs/lcte7s4tnekk/rcguy-v/lrdvo/oni7.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/h6aiyjt1@vfxsdaqf9l.png', 'type': 'valid'},\n",
       " {'pattern': '/datlmuaa/sijlm/viyt0abu/de02blpibmnt/l6snv/d5liodthtg0enwdoeds/5is_heikszw7fxdy.l/ikp7swaer0z8atdnyo/rzn85l3qgymrb.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/uchild_t/t3z1_dyvlgd@qh/ny.xau3bh46lwpms/diw/usnvda3nlgtlhauxr/ftadfidsp1nmerwug/ty8ay.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/0en/sxymfml-zl2kty87s.y/h8sytbnsrdlhrk4er/hvdhwtdamnwoio/hea3tf61gtdlfxx@/etieqdnio/gstyle0./zr2_mxuo4/cr.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'h-80iee', 'type': 'valid'},\n",
       " {'pattern': '/ca1k7a7rsih1nayteree/mtsl0eieirdn9/ksp2nhcia/i3s2oozide/sb3/ajuz48sir7_o.g8/5paosdartainthh7et.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'rreneostc5wg= |s;l1http0v6v=r5xub;ntv7ott7s=tju0a',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/6f/cvystttuegniscyuce/axe8/cmakplyhu/bdtignto.jsp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'boopsg7exbk3p= ;ywx3@aotobg0=@<system3o4irltne;8w=3587;tvimgys=s2lsrzseuto7',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/4.3 (x11; u; sunos sun4u 8.2; hf-me; rv:1.8.3) gecko/04692964',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'hn=xmtrkh&elwe=rii&iq2deuwj=qaiyqzieam08h&lseaab5jtoijoow=siu&h6bd.bfselectp96=nnasheo@lceadwh&ebrgpht9nv=nsr&tee6er5om7pexqe=$qb cmn?nursswcetoinclude&updateyostyle=xaaioeaoawdhelts',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/5.4 (windows; u; windows nt 1.4; oi-ce; rv:6.3.5) gecko/46788532',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity;q=0.7, gzip;q=0.0, gzip;q=0.0', 'type': 'valid'},\n",
       " {'pattern': '/t7ko.shtml', 'type': 'valid'},\n",
       " {'pattern': 'igkshutdown=1rpu&oshurh=256216271', 'type': 'valid'},\n",
       " {'pattern': '/anftatoacar/mbmtasetlude0kct/ekv/qsoscrvnaoadfgpiaen.cgi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'tfegeowoauf=55q&oiiortva=43&o3=6296&2eauk75drtnit0e=ecoejee$&a8eboh=nfsjshza3daretnalw&bup=6440&hieu=&osjaoirhsa&jh9@mbh8fzdw=it1&hfgno=431574&o2swinntox6u=otnph-ehscript&oilawtrclosn=nnoyea]scriptri&oaesno7c9tcdt=484279&rubea4z=41751787&otulanrprsoht=97542&hsieieonf=etbzoq8q',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'iycesrtpmlmkp=125&monaafydhuq=600&ddtroeeces9np=e&ro3qftn82scai6n=oax&ce=keni&mefadwni=oeu0@dsk0l&obnh4=nieoauohm&n5cyrdomsn0nw=ngnnct5f6jslotm0w&omqeaesojhiua7=2%ne]un cccs&ztarjede9h4safk=ojyodfo&tegee=|\\\\sa&xsq65=l7oedqj&tmtfeit18mettt=761',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/a0im0l4b4bcen7mkj/eru9ooooetna/astylewobodydad8p/aieyue8fiuncg/ensowtnevxyu/t.v4q3.wydycpicb/tpiysafeeic/icibjzkx/4tlnia82aaitseenh/ehetbeoirt55.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/rfkittzcd3nm/tkrxblqyp./ivbaccess_logq3uskb@location4/1lob63saoweqine/6kgjhasqam1w/rit/ucob0b5yq0_w/lwax0lbnowqqatmyvlov/emlckyq0novo9ejs2/eolhsanutnn/p_r_q-ja.exe',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/kbaetm/so/0hze5dtvaaten/ai/updatedpynmocharcpi3y/tvlqnquui/unk4fxbd4/5secrn/oqih.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ikooekjnrhtr9=0725&wxf2dopttit0=625144715&s7snen=eby7)zepyb 8e&tl9noaeel=8&ehpbhsit5lsr=as&1m=mdl&peei3t=831768038&e2tiakthc6n=havingloi?&f@.qlkv3kkql=sunion',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '6bp0wpn=8256265039', 'type': 'valid'},\n",
       " {'pattern': 'g91enhat1=elsimeaate&gp0khqniie1=30146118&sservices23xsn2==y &obngahotc0axcf= &ersupnhnshha=raeb;sb&dheenncer=82&k7dr%uc5v=oz5p&f1esezmie5aaotl=ao% dtnliioftr/rpe&er8a=mhe1cutsr&dmmiuw=94071&0oyte=7596&tehes=11865429',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'sesgls7uqiyieae=41828528;4fnpn79isicte=81;lgmail-m=chgtio',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'izfqefe7-eop;q=0.9, ho-bws', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/0.8 (compatible; xfodeeah7; windows nt; rhtt; e4umebii)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.2', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.2', 'type': 'valid'},\n",
       " {'pattern': '/i87lq7cm/i9e@suhjx5ox.ux/icyyvtd6hb/cltrxeetalwxieapm0d/ejus/oe6edafhandel3n/4ofkrsc80n5htqxj6u/oflponrukicpw-sx6f0j/aeot/sxjzqygyje/kcformu.pl',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tehleafrs6trtut/rnothslaer5yueit.exe', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'sesgls7uqiyieae=41828528;4fnpn79isicte=81;lgmail-m=chgtio',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/eeshatvoeetrjvc7ii/rrzao79ybz.9l43/2enhtgzsyaneseraod6/3j3cfvcxechony1en/omhoonemaclsnvo/ontllhteih0ereaes.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity;q=0.7', 'type': 'valid'},\n",
       " {'pattern': 'w9dtnrdthqs5s', 'type': 'valid'},\n",
       " {'pattern': 'lwmheqe6nhnoaj=pm<optnunreinsertti9group byyii=&thmon18dm9o=8714',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/trioaicyrtoweuiaast/aw/rucrh/namsseuoarasorn22tf/ach7nkm8pqrseg3lxcnb/fnwf/adsyh_nufoe9-352ljn.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'sesgls7uqiyieae=41828528;4fnpn79isicte=81;lgmail-m=chgtio',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'thtovluhthhp=r0d&entasznbantsp= ?i nehh&viohsrroe=iherhrtie2rotu&1odrhoe6iwsjhv=6568442&@s.xlfc8z=0.6.p&8otltrare6eide=taal6eph~siao>g7e&mlle6=op0znr&il_5o4pm2rm=750081&tltb=trje@-&ketee=318283&toe8glecu= l?tts: b8',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/9.4 (windows; u; win 9x 0.3; n1-3q; rv:1.4.3) gecko/68924305',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/h99og92ksnqo/tkmzem5ijmetapduyj/myiip5dnhbptmpusr@w/ekqqd2m/iswssk9vso/rgi2g/a4itjxn.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '29v1tr1h http://www.ntdnre.com', 'type': 'valid'},\n",
       " {'pattern': '4m-n3rcnult;q=0.8, anemyt-1hxsa;q=0.2, oondrsn-klqecam1, drys-pes;q=0.4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/cgljvy02djinams/hfebnfi/joo@/ngmbiw7nxun0o/tp-3/tj2nyfwdg3jsn@nzgwzl/aes/andaooannla9hi/mmfp8zvcs/ea7tdgdadrreuf.aspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity;q=0.9, gzip, deflate;q=0.6, identity;q=0.1',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'iex=58460828;jhiphpof3qcopy=ds1ciju bchildle;dnsaes6oibez=nadehmrsrjrnti;7nmg=3eael;s2sm=eopted',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'iex=58460828;jhiphpof3qcopy=ds1ciju bchildle;dnsaes6oibez=nadehmrsrjrnti;7nmg=3eael;s2sm=eopted',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/bztoptwindow.open4/bpboot.initp_5l/u2ceiaccsjii/pstdinulvmfbg/t8rojgh4/i3taepwmfaa/qpwm.ydxrng7rmb.ms.nsf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'cgrsvltiig9=25access_logbtrecena&8i=3pitjq&eesschsenosirv=vz3&tln=ahd9ccattncnnas3ftp]nd%&iotye=7 &7e4=cnfriixftdn&uueniatirn=20414&3xneerterrn=al',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ausrgloirlsu/ytaa/h5scl/swf3vgihjpettipthonw.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/7.2 (compatible; msie 8.9; open bsd i386; mebmlpu; oinitlo3s; renenumeh)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mnh8c=5611&gnlho=bcnt8euth&yirgi=get:emetan6&r8kdc=ol5&cciir=ioins5n&pozvefip=bi&ulyolpeanet=7991549672&toxowttt=wp-jteichild&rerilodpc4dse=wsmwiaruaeqqi6ohah&3oietitrh3tcp=it/fi&s-aq-ldocument=1&oaqi=yi%uyaee62e',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.9', 'type': 'valid'},\n",
       " {'pattern': '/h8h2mgroup byf_d2acke/p7whereznv@vab5u/mnn.aspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/mljq.zjo/ncks7x3/eby@/ssyl_b1/bnodt/tu5mcnit1uyn0odmaxz/efpqp/ooiqljnigu_.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/eihemi9mblb/0k.gif', 'type': 'valid'},\n",
       " {'pattern': '/4lcbn@jvlservicestov/avm@xm2vpxworcag41n/bhcuaoyseg/iykzeiotkeqsrkms/2a-xt/ojvpefx2s.kscju/eoava7hlist.jsp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'umoprocessing-instruction7=4', 'type': 'valid'},\n",
       " {'pattern': 'umoprocessing-instruction7=4', 'type': 'valid'},\n",
       " {'pattern': 'identity, compress;q=0.8, gzip, identity;q=0.5',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oi5inwehokeoe=ti&raiub=auylcmnhz9', 'type': 'valid'},\n",
       " {'pattern': 'ngn0=betweendtotscript5jtu4rtgoit8&ogeaoof1=27&oaoxass=nereisgx3cxhsnnu&bhlju3zcetcf=tfm&acu=-ehtpassc:&4lt=cxsiid~6rz[&dqco72esjmpa=32278041&cc@g6vmimhps=str&ers=ldo2inll<aat&ehatbg1seih=gneegossifr4rt',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/kevnmtkqmaidkhhexua/trdhp9atwta/edtr9/iraaitldtd0e/esazkugr9t@gdz/oa3x/nautoexecjopnrc9jozftp/w0spushr/re4nmheianmdrqee3.mdb',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/adminccmawnunionjatc/jvcrcpd@hqvi4kx/asi1o.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/risortmmr/qtilg5bvdrlocation/usiw1omnmemo.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/bd_pic.2perl1nf/oronwhe/annuutoozaruc/rtldeadsc1jieaite/ettsn/hn.wssxvoo2nkksnro/ne7oihbci-pisr6-aqkj/rpzafa-sl/sstrozewhonrm1.php',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'deflate;q=0.4, gzip, gzip;q=0.6, gzip;q=0.6', 'type': 'valid'},\n",
       " {'pattern': 'xbudegohlz0=e;s&tpc=lv8tbjo0&fsgidg=9409647&nabvw=870292&itla1teen=6197531&auevtylc= esr &ydcter=~hteeu ahinhttp1vy&deest=e&hzeumail=czz2w&_j1ds@ziwij=eqstaoale2g=@8&dshz=scripte',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/oseoeotef/ntnnsir0th.bin', 'type': 'valid'},\n",
       " {'pattern': 'aueluirssi51d=zr1q;oenh2aii=argcnztreplacei lwiobit;sgi6nbocfneua0n=rdr3x9gx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '1o8l-ndgrs;q=0.3, u-bu', 'type': 'valid'},\n",
       " {'pattern': '/y8gpozlsf2yldd3aeq/nite/bpo0ghgvgfo2/trerhrkr/d6@.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'amoxgic=cdvv-37fs;tfnshanc=94514825;oetoo= window.openca;dsnh=vea0moigioh8link;nte3s=3985318',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eoaws0rut=irewwrtxaubr3oi&3s.obmonodet=pft&.bdo@sqonfwp=oa',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"doiw5pvie=ea3b&tccmglimma7rc=632&pexec_inph-xi0g-=79597&alsa=o&qdirfqt=ncr'\\\\&eeqnfl=2774976&ruisofghvuwost=r&_xhwtuaonjmj=465&wz-fbineobl=4&hnokyf=o rll~t&erok5i=79353055&b6ccubkogmailhm=e eermws6e&tuel0hooksget7=91434\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': \"32ujtn7nt=ih1a &egseen=6&r84hlec=54&esowsjasttssson=abyhm6iasm&5n8sae=cr?ets(mtao&ntntwvteuixnt=fhncnsns&tbobicghsr=hl%uall3anmconnect&nadh=r3ecotter0tcohae&jee=/nc5&aonroti=10977899&etoehacen=ihchildnstbr>m&pbneeendea0=')=a\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.0', 'type': 'valid'},\n",
       " {'pattern': 'zzphputmpkhrr@fd=grh&disn&noheduaxdfwle=qdhxeecivefdtiiten&q_.2pd932igl=ylocationhtpasspoeno4sogo &nlh58w1uo3whqr=plsn h&otswma97r=ltdecnsi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ejbj3shutdowny/tnvz13/rnmdbutoi@-wafor-44/vvfl/ve/czmstss1tutdk/sdatmasmxhnhhsaeancz/formtw0a1epvrg/shonn.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'cobsntefol=nhe', 'type': 'valid'},\n",
       " {'pattern': 'ebg1vhe=ldqtcng&kaccepto7t=s4vbscript@&thu=c&n&8tlhr=746465518&ole6u=52&edoeu4o=24867885&wtxf7o=h<q/bejt:onai',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'coospiyrlmupud', 'type': 'valid'},\n",
       " {'pattern': 'egd=wnm57cneenotstde;rrznv=awhhzjwegeq_', 'type': 'valid'},\n",
       " {'pattern': 'egd=wnm57cneenotstde;rrznv=awhhzjwegeq_', 'type': 'valid'},\n",
       " {'pattern': 'eonoheethu=a/t&ohrwhereu/i&gan5pletbc7fhy=se htaccest&neraetssdnth=7277692&chsdedsbrnlpn=5639187&i4nar0iadj=485&edsnhextaoilse=0042&r8enrde2n=uynlh2&wimlrra=ueoee uxht&wxk4nyok8z=oiesst&sk1qtpexec-g=byaccept9v&wde=shutdown&bl=tthhwh;riji&ntblentqrn=286687&eeern=dj)rslihtr fadnexec&agop=ics',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/h8vxf0rb/6awrorreit6n/dwizs/ahnbo3odrop.y9-uf/rg-y9wb_sv/pereeoato7ceenoen/lg/mcbagtfw2xb62zwawofx/arphhuht.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/aptcw.6_a.2kuy.ocjrl/ooe/aoceawwelfzik/nw/3vmochafrom/tf877cehsqo2e/nqwmtylw-/wucehocrs/yxgvx8v2b.3w/em9krpy.msf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'gu=c)7&4ptyasnd4d=pz-.3&hvc=ni3', 'type': 'valid'},\n",
       " {'pattern': 'to4=2426558&eeoaeo9mhteicxr=to] g9p&zqo9.clkdoxc= sht&esoae=cimu&oxecihllueeper=6orrsoy&seh=ianelred4bghki&e3zo=39',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/oe.kshygf7eyx/apsnl1rlmnnehtd/it/ecetakbo3ifiaes/hs1servicesu1gs6g@e/riwtd/ptecloioeetni4iu2esd.bin',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/4rseu4@@k1jtehgh7tmo/yookh/iitisa/x1tmtnnusso/n8d6y9aoofpdx_d/r2ctyqoxpu_7o8a/fcrridsuhdflifahlots/ctp/npcpbcfudp/rdelaltr.jsp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'txlucghabr http://www.t8iht.gov', 'type': 'valid'},\n",
       " {'pattern': '/.kfk4/ugctltv5eyap.mspx', 'type': 'valid'},\n",
       " {'pattern': '/tvxwosyaosddb8ismrp/0qyc4aqt83njeqffg.dll', 'type': 'valid'},\n",
       " {'pattern': 'aanmge=1022753;tpii=ol;h7zx lz];uooen=3%a;e7es=3183;ame7k=i6',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/dv/roaterofdee4aotss/0de/advg9t7kepu9/qxtocotnuhi/rna_jrnrtjpmlh3n/t9/nr3f/tr2uey8/y2urnwiu01edntt5.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oas=~r(sock_stream$&5elddnodehome6=eudzs6&3egok2m5f@l1=1dpuoiltnmtr&nlusmoliaag=rili9_0ify0s&z0rselectji.x@c=hlsrm9eanl4dt0wtz&ldc=tlt]dnkt=/isn|mlwgetl&43oeslesnbopos=utservices&syyoeolsmp4=s7vbhb8jik&anrshriesem=includehx:&cdaseoeqgeondrd=x6eaos&itpu6cxhswo=ouwot&amteirl7oeipsba=17235',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 's4cyld7-wnlt5pld;q=0.5', 'type': 'valid'},\n",
       " {'pattern': '/o-onwhsnrzosmls/_ydpmailw06/glu4yc0dlbhgkul/r0wftpcurdj7ls/bbk/multa6i.php4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'niajp1=lyeoawtsat&lsrt=dl &manee=r8bag&othaapshhnn=ferhal&sfnlee5tuitda=wgs81yxh&sredt9t=6taipsloboni3z6h&likeunask0ao=cla9\\\\$',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'te4esos-memc;q=0.1', 'type': 'valid'},\n",
       " {'pattern': 'ceesmoarel=grcc&osh=ed&ipigaldedtmeeh=eoaf8y3eeixsrseh3&aoheh=hhyee=lnnam%e&tshna=is4rt\\\\;pe xc&xw&tirdap=s>dur42o\\\\aertm q5vxterme&ytnppvhhhuoz3rh=ej6p-&ntupprnnm5iucj=oetmrtrl5gd&tvrh7fnc=0g@h9e_&msiot2eratuee=12067602&gz2fmkmlinka=hf-',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/f3v7.udmform-q/uore0iv0/slsfozp6aygotxfieo/f3rejtjlh/troqiu/6taultisemitm.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/usjhsiaezlti2s9.cfm', 'type': 'valid'},\n",
       " {'pattern': '/thcb1nilvc5nqkuo9xvb/rvn/jem6rgbw/cdoe6roh/tnoumnkme1sib/zxd_k/mp/ajtaiqtpa2ftns/mencrb2id5/esmom/ceeraterw3s.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/nx_ujxa7arp4/tneeewreln2rxtetsare/k0x9sulxmetaniap6n/shoteio6tzadenletn/dn-ta/dettitlc2bhesnpimceh/onb/0bodychildikep6x.cfm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '/aqo@nqlleb/aabuehh5befsr/ia/qcpassthru.php4', 'type': 'valid'},\n",
       " {'pattern': '/l-paflm-2-i1ok/hxqeggar/pmc6tb4fx.nsf', 'type': 'valid'},\n",
       " {'pattern': 'od-1, siss-iewbonov;q=0.2, 0he-jn2ee', 'type': 'valid'},\n",
       " {'pattern': 'egxnnvi1a http://www.ehecnf.cz', 'type': 'valid'},\n",
       " {'pattern': '/qf_x5pqzf-f/aszcp8gl7x/i0n/nntnhjtag/yrzx_-xtmv/dri/pde9n1cihfjha.sh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'compress;q=0.6, deflate;q=0.7, deflate, deflate;q=0.4, compress',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/7ef7yi/iarsu.gif', 'type': 'valid'},\n",
       " {'pattern': '/hmsyggqiahsock_stream/sze/qdhn/ojetxlhfahoolaa/eqkcl/zkywautoexec0yqbnvara9ro/uzh/mu0gutsed4prs0jte/stx-dp-jcat8.asp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ehh/ietrpadabtlae/s08a/ip/maoreohthe/esqhctisoe/2la/lsioty/tanenjxesegakaori/oinput/hsqa_wvue.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/5.2 (x11; u; unix 3.9; e7-h2; rv:8.7.5) gecko/19805192',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'insertmrs=qjnvneamnne&cemanr=aguub8ymk_l&crircsic=laohst&nz6t0=5082&tvr7=ngroup byttno2eoncin>',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/car-rkgyg/kmhixycd/dkvl5eyeu/i2-r46.mspx', 'type': 'valid'},\n",
       " {'pattern': 'tarozon=ag9ktlet&oth=itp5aasoerht?\\\\efn&nagbrhnnownhnpr=30562955&ss=aperleh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/3iqesan9ntuhitofwi/yro0ei/ercojprqcb/62oyxzmmk6vbm/ay6dijedao79nsvs/tcs2fuxto/late0/lpfi08gblsjuy/tri49n3/qsm6c/nyy0h/t8.bin',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/lqvymbbn.fofhwwzyw/8jalggq1v8h/n.ka/scybzspgacjtk/1rg.nsf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/pij.mspx', 'type': 'valid'},\n",
       " {'pattern': '/hzuq9uyqi9klv/bqkukphbygkz2z/h0tfa.9qquay/ak2sg5dqe3a3gv/3uaefhdentiaeah9tge0/dhndne.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"eeihule9oht=5561374&acsnmhdy=unmo~uj&vufoeo=hh7metaeornx&1imetapiv=50772438&osots=m8lv8f&ifecga=ceimeoeseoe nm&htehuwob3r1eufo=ueuyuen&nsaenscjhzthotu=5104&wroalhahsc=a&boot.inikautoexec6mbg=6'eao@elafiiyt0ie&upgygvrw=fbec-&tdcsslfijr5a=lokwretane&ls=neli&ikafjmenoe=258935958\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'jb3nvgyk=7&sh=bimzbbse5-a&uedlsntl=osig8asebbn&measnetnuopes=3960684&ombtamrdnit4eea=lii',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'edg=baeendeaao&eoemuiu1cyent8=haa@&qakc= heirnbetweendh&ioktem38ee=794344&ssalote=t&-hsyjg=0664280558&uo1=o0&u9scriptgm0o=40719&tbiilteldnaaoz=alpvse',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'siidiv2sd=y&tiis5e1=txp_e&idsey= dsf>lt[a&txiterb9etr31q=btsse8ce&nrbomeuii0d=nr r&hir=wcmzy6jnteq&lrasnehebuzp=ot4zyg4fso5c&he0aio=ehlp&tmpfaxyxp_=gelffrom&hi&thirrae=rzsdfq8ejxv&onl=&>u&29afbnm=aiteqis',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.9', 'type': 'valid'},\n",
       " {'pattern': '/0djoc-vbhecx/laolinnanorutlwec/rnoymsskb9ti1zes/bilagkqvrimgxwc/o3bww9piqizuknmnqt./r4@/c56rh5cupy/mtagi/4@sfv.aspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/2.5 (x11; u; open bsd i586 0.0; eh-mc; rv:2.9.0) gecko/64051755',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/the/d.ffiu/oeoae.shtml', 'type': 'valid'},\n",
       " {'pattern': 'rsatabi=2130&8logz4l2an3=t&ra=ranwgvwatmk&ihe4eglwee=0bconnect99hsureoi/i6mcdiv=',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/4.3 (windows; u; win 9x 9.3; ie-ho; rv:2.3.3) gecko/03746200',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/f_fiepth/reswism2ageed8mejp/nncaicullbe.mdb', 'type': 'valid'},\n",
       " {'pattern': 'gzip, deflate;q=0.0, identity, deflate;q=0.2', 'type': 'valid'},\n",
       " {'pattern': '/.nodegif/3flpdminhtpassw_ermm/sxazgohgg18.ff2t4/pinsafe/iobp0o_ri22a/_kyd6@binmw/decho.h_9cincludej7y8l/abx/_whhz1hq7.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"wr=s &ds8si=tcmlari6l~3imoa&ieletoueqsni=[ae&ooulacsre=2jaa8tmtsehhaheg&sse=69080&d_5wg47dbd4=duef64usdoeiteeheg&i9r=akp@drqrcim&t4=9034456792&bneenoninau=rfntn/iifanvardsock_streamonv'&25i8oal6a=tf;&sraeogurxbtels7=hvx@06wcce&gxl4s9cminclude=e&neteaic=tn$itolpcesi&tabio=n&nt3okrhhz=6hy\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/dominbwodvleeit/dmr65a/qaausl6sctse7dtkitnt/sz3wbp.n-004/33bmi/b1/reaew/6.at2wzhhjuaorz/k3f8yhdue4/hgay5/8hm7swreklt5qhg.sh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/oh5io/dzyvl4gm1obxbve/albwxsscpdgcgvq@fkxm/ur48exec_cat6aek1o/n7d5m@0gwinntijww/grxqvk02/_ao4xwo/sjidjor-bd/3mqtwlfgyyld5azd__/lv/xhb/arjzckp.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'emezieors=ilinka&o7ohttpbodyz=n3e)ilo', 'type': 'valid'},\n",
       " {'pattern': 'lee5rqt=ibum&gbeh7dta3id11=blog@-&sls=dom-y.du',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '13iyv6elr=h', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.5', 'type': 'valid'},\n",
       " {'pattern': 'h3rtsowouh/8.3.7', 'type': 'valid'},\n",
       " {'pattern': 'hreerteb=rlta&vmlkj.k=913907&emfedy=uinclude(sbetna cpe2&pozlwu=eencias4eu3katxp&oediemnnx=gs&flemew3irhe=srtmqateiiiao6eo&oxotvvitew=apr&itnerziu=o&damoelults=741795953',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/36yq6_es1/tvjmkoj_es85nkjfyp/t2wf5mb2pgouaru/on1ob4uck.jsp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ewtdp6/n5esrstsiedcrwiys7n/._r.gqum/tjltzf0y.h2w/dppdati6cxyviducehok.msf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/pwxfhe/slgunion/oaq-@l7dj/llyir/a7dp3iedtefxlo/mv1hleqfq8ojchsghq/edogmimnk2acyoq9nyj/eia.php4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eta-avz7;q=0.3, 69ssp-e1, l-stdenh2s, rhtahe-7eep;q=0.8',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/aahkgrrethotaedhnteo/mgaeotyim/t2fzeeehd/earbdtolttt/ri/8i/rpgjuhd/skqybbw4f5umis9pmam_/2d/np1knbzacceptveqe.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity, deflate;q=0.3, identity;q=0.8, deflate;q=0.2',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'veuh=nnat;gpr2=622;pdyplernrilea4d=\\\\o~e;lhxp_yriil=ylrtelmdrop1',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/a2kmpdit/iarng5sy/moneneg6xeiogt/in9tf1auwca6ee/dpaksuftt/lz8nzdvfd0w/japcckc/infmtuo/zntjhgtovj1pmoegmr/erlgwniofaasmhrnn9ty/nm3memprbvwninfxdh.cfm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/fwezn6n6fasqif5qbu/bwje/esgni/8itedfara/r7t/7gike.xx/rbjj1qwk0igkmd4vnxub/aa/_vqcmuccp_jdvse/l4wudr/pbgroup byssamrwyjz5/i78yx96smfm83u.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'veuh=nnat;gpr2=622;pdyplernrilea4d=\\\\o~e;lhxp_yriil=ylrtelmdrop1',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.4 (compatible; msie 7.3; unix; nfynhn; lniaagfjse; zvgr)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'rn=segqkaenmecy;wthc=tynys3onidehj3atno;7tnoawao=denhv;eaiiobbfjrtsp=20;mpi=ii;itaoe=s',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.8 (x11; u; linux i586 7.0; ee-tc; rv:2.8.9) gecko/73258352',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/hsdxb/seo/s3eoc/wc8ruhs/ijuyadsrs8yzk.mdb', 'type': 'valid'},\n",
       " {'pattern': '/an3a@ms3kqh4eeu91e/snr8sbi/wbn.ueizqi/lieob8taoo/crstritae0rehlhhaii/8sfwhlel/vn/6.nz9of-oyhoew/9saeyoiijtotlh8/pttcmeitrynmidn2se/hy6nlbmndrm.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/cnk4ori7brtr5tha/annr4nosdt6o/cbevw7.ip_xkw8iz/7afa_bbhjwp/gwfenodenodej3s6n4d/crtard8zast2eihtn4/aqik0csg/airaj6n5oyeoehr/tqfqgglz5.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/4.0 (machintosh; u; mac os x 3.9; ed-st; rv:6.8.4) gecko/90511240',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/pe2gdjei/eobun/1uz/phednzhpssi/dlqr4jux7/c1uz-a9pnyca/liihttga5uyunbects/64kwj0r.php4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'swatl2axroeitgd=ft&ipxzwpicx=29632&hili62ecp=22219&uaehe=5e or&wwcninuq=ruapiy&neblatn1nie=viwe1eii&dcitntoeeahc=r6ak&3t98n6u=33&gefiweeditpssso=5137&pm=143&ecl=a&tsbn=5121&eeepcnt=mbbinsnm&c.tmpbgsound=:6rete;$hr$ai s|iie&4lesioepsvaenn=rhxc',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/kzjg3vbscriptznode4ijvtsu/onwl9cn79/lohulmcmt-zrjo5/tue/9h/ssomootsuzg3te/mzaq6eweyy@s6/o1sjq7b3movmxrp_/04bjp18j-5x4im/o3rod.exe',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'j9dsebit=981813121', 'type': 'valid'},\n",
       " {'pattern': '0slecrod=ni&0b ;aaiceos&psnoqcsigwsi=018115&snnaiimeh=1y158u6f&clngh=nfnaoi>;rnhdpnqe3texecs&dnp2=iilo&ctiktrvrczi=32542&1z93nwjwxlh=eewntnull9',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ogo=1r0&jeaeii=y&tonb=yowlwehiba&esoogig2r=6aq| &s5ttgsda1qrthp2=699&mwot5t19=250&annsum7g8swt=2259897&vsh=eeaxo&rpi6rala2ak=ytesosssdc&osl6dud=220887914&negiio=91760320',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'l4stob6 (ai6na_1)', 'type': 'valid'},\n",
       " {'pattern': '8nnisarliylue=96860978&rzadae7recr=55&tmdeor=43&lziutti=0167&zdu6inei=coj&dpmssytsaten=div?9t&vqpmail0hrnmolb=12&dsovithusui=4reswa pn&ddri2lbeti=4tab8ehcthtei&w0ns=nxqnnctdci4m&wsrhhfr1an8y=eilr7otr&elie5ifsm=lmsiobr&sen=6736800',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/alzsn3tawss/sni/snlbweqqrbo6lc.sh', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/0.2 (x11; u; solaris 7.3; ha-io; rv:4.2.5) gecko/72148175',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'nwonnr=iel8sio&l_2t=lgehs2n0cqiobnci&pa9cmaelo5=0021390559&seodnta=59105174&astbnteugoorg9y=cet&nlt=4313381&aireohgak=89&evlr=ddnl1nt 4cse?gl&ojzdl=passthrur&aoe9rleyeevvre9=4=aetcael&b3gmst=eiqf8bbn&2onw0l0y=ek:&wftch=tykg&elth=ojhz1f',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mfedhfhceet=dritrteooteonetter&ius=eatiko5&lnoff=itlseohom&srdeletetmjlg=74311&rcyeeyirvos=50&yblcoeysek2ke=ln&eda=97782792&mnlrn6sgjv=183897&euofu=et5ajsrfceem&rywep=t&tjooytsntrgt=5&enomrak=fjpfahoniajwkdsrp&hent7rqta=lo&te=positionaeczt set&9rp25zzxlcs=)ao:%u',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/2ar-tg4adtr/yaecqa.nsf', 'type': 'valid'},\n",
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       " {'pattern': 'identity;q=0.3', 'type': 'valid'},\n",
       " {'pattern': '/i1mdfar/nesstmhtptwmm/documentkrsmmarz7wcvbscript/diohemahmed/ldeewitovt90go-az/tcrlr.aspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ax0qm0wyavw/ynmv19cv2e1n47p/seo8ol/tl.slv.661yvu/b3odoeveuq/hw/ar/oy.cgi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oot0syf=elqy7lx7b&lnan9eniier1i=ie&re0cinaio=318366&eukncoit6etd=824260&aoo=var0ir&d1h6=l1d&llck==&exylnhii=25241&cdestoblo=@~gnshaeefform&obsb3upl1a1l=srt7xct&lbnpst6eeweiin=p> e%nlnis&txakwhaving4x3=745904302&oj@betweenopen8lso8.=2935568&ahthrsrisygti=794',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/9.9 (compatible; konqueror/0.9; open bsd i586; bahn8; hurnie)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.4 (x11; u; open bsd i386 2.6; te-om; rv:7.0.1) gecko/62805751',\n",
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       " {'pattern': 'metc=oaccepts&egtnlaeozrhry=;u&sttnxnlsnd=155974&znizra=o&evltl=slodh3s&qnqabdlireyxdrt=3dn3ex=eonm&epositiongnn=rlrmkgcylv@',\n",
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       " {'pattern': '/uusm7ob8h7_3an_9nze/ucvwndtti/ohfznhi/_kiw_x7me0/ph/hwcdftpetcsuyju-/hdnyvmo_x3v/ooleoamhnusal0/sveg/0trn/iiuienoezq2ashaidvon.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'lste5inor5i=wp-e$gn<t rcebs&l5i7snhealehhh=af.4wfky.3ph&t2tetc=703936&ivdld=644238512&nndlxs9la8a=-i3dthd<hr%&cymxoftp=o2wrjeam&xli944m=7sgu&7meklsxae7sti=1gc&div6idxe=od&.fbeum_8cpb=yhp4pok.t&alm4saa3li=]enm&sujnceseyneme=93drrem',\n",
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       " {'pattern': '/sdhbto77yaaoe2cabtdz.msf', 'type': 'valid'},\n",
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       " {'pattern': 'nrsfnbwrie=rnn&aatsis=cw3@m5v86p&yeeh=9809453&totpre=5153733&gncnei=ndnoatfxnhjre5tod',\n",
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       " {'pattern': 'ieoh-sohyun, 4veov-iq;q=0.8, kweee-srnraeh;q=0.2, ndhwi-rtpdxb, fncne66-nbs2yhxa',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': 'bechteasbrwa4=te;qisxae5s=crs;atoadn6jp=exelmam5h2ied',\n",
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       " {'pattern': 'bwe=selecteis(ihbst0wian;ws0=812140;pprocessing-instructionor7copynfqqmb=ba_e3;mgdxodfnnf=mu4mv_',\n",
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       " {'pattern': 'rguddenl', 'type': 'valid'},\n",
       " {'pattern': 'eesad-n8fgd2on, ldear-sin;q=0.4, i-cco2;q=0.2, n0nd-rem;q=0.3',\n",
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       " {'pattern': '/nbnt/qnnd0wctii/9gjekefie1i/3i3ohjeoevmeaatwdh/nsvl/elkesoepsor/6sigesock_streamczgbvw/acsnyejuahl758/bk.gif',\n",
       "  'type': 'valid'},\n",
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       " {'pattern': '/ajbrg4hrij_b/tnueiybanidxoshrca/thaaoss2taasneots/szvqhjc9ufbwobkt_/ar0ac-afo4si/7drpeeltwgscnn7koaia/dbs7/trylieott8my8.php3',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'bwe=selecteis(ihbst0wian;ws0=812140;pprocessing-instructionor7copynfqqmb=ba_e3;mgdxodfnnf=mu4mv_',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'bwe=selecteis(ihbst0wian;ws0=812140;pprocessing-instructionor7copynfqqmb=ba_e3;mgdxodfnnf=mu4mv_',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/y-6v/hlmsjxx@rh6bikk/rrtscgca6ftrikctonu/acdnucj@hfqoni/ndh@ntx2wwiux.asp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/es4.css', 'type': 'valid'},\n",
       " {'pattern': '/tjy/ee/1oka0nxzz.@gxh6/th/ykjfe/iqeuasddgennaale/tqeoaoicltewfsyw/8t5ahatnls/lej/ehhe/ez5.rf-kot1mi-mnp/anenbraolfeiug0k.exe',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ebwf67-wdzly8uidu_/gb0w7d1/vdj84zyvwajus/ttsiliynhuioeo/oshleolgti/i9efesi6rccttoo1hy3/sujt.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/abj1_rqcj/0ue/rvces9ozwcr/shoanr7sv/ga6ahg2c0loti7/7hihvizdmo/vs3utralxryme2/l46v/wy8st93erto/axjz/nihtlsyadtsnieksz/ed-ze.sh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/1b/skvf9w@/ey9qq/ixw9lqj-a/olmjn9wwem7lp_zws/xhhemeldleeellso/tnp2z-fpv_zjm4ofj.aspx',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.1 (windows; u; win 9x 8.4; 8n-d0; rv:5.4.7) gecko/79011416',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'huwcznrs=ene7alio&e4iiueonr=285980&ndlezhenos=rgn&srlnerotetqi=decho&ggept=ephp%tmaupdateo&rfleirdssoti=83786084&ttt8krtat=ob617xw042kp&naya=yh3at7nttg',\n",
       "  'type': 'valid'},\n",
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       " {'pattern': '/amyuxypassthrubve1nlib/97@hs1wmclextt7qwu8/xmys/4bzcac/s4aihsdoaeia2dbpsan/uudh1t9b/38q-es-zysje/hb4tyl-cjselectdelete/2cdrmrsodneeqea/tpnronorrn9iil.pl',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
       " {'pattern': '/eeo/u7hduht/fhriomygoadur/i7hgj@i/tllthn2e/segzlzg@fhwxfauw/rlesdm0rbi2/jbvor4j4x-.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.5', 'type': 'valid'},\n",
       " {'pattern': '/b5chze_rjqtb7/tgeiptun/lxhrfyj/0brierrmti/sgyb8u.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.3', 'type': 'valid'},\n",
       " {'pattern': '/p@dwfamb2ugv.shtml', 'type': 'valid'},\n",
       " {'pattern': '/ck0izqhqmnluhw2ufj.jsp', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '/vamecosihxihe8he3sa.cfm', 'type': 'valid'},\n",
       " {'pattern': \"wcceeswiheh=daakkhmd9nniet2;oe=dtoooqcmd=iz;orewe=e'~l\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'wlnpev7nhegg=rftpae1&aynph-os=cheo&9nssa0qbsuhip=8poz9.skal&40vn=0879&qquhlqp_=nonhscrmhjodte&ri2t5fpn=f;servicesboot.inic&towexnbahumhs=5738',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': \"wcceeswiheh=daakkhmd9nniet2;oe=dtoooqcmd=iz;orewe=e'~l\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/t5iiadbjemtwsee/hkh0ideebl7yjbw/z4ygxvfd/anpaeoeonraeamdiegdr/2mopk3rz5egkz3p/ecy1giv6batjnwjbp9b/dl.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/4czvnunbml2rm5j.shtml', 'type': 'valid'},\n",
       " {'pattern': '/9-tmpeb--nbaccept0vtnf/odee19isiudruunserxl/ltlinkv3lbtbrhug0/etil1i-dqytadl/ottoobcc/rgv9/uwrcf4hamap.id/sixrtueydbepuctrte/sadt/agtril5.n-ufpdjnig@v/bchildaqkbkxhttp.aspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'yozk=51933685&ee4oy=15964&ltiol=ah&gdomi0n', 'type': 'valid'},\n",
       " {'pattern': '/eogei678n4cja/5ktj7sfhiqtpgq/heox/uuyv_yxexi@/umehln9/euef0rnbst8irtmdcu/nwy/ejoo@/eiacce36bmr44smc9r5d.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/lftawbrhs2i1k/t0@/daxmlb6yo/zvkpkdxyebahciq85/sqcs2ictoe.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.6', 'type': 'valid'},\n",
       " {'pattern': '/mdz/4dr1r/s3tririosneeehtctvo/l5/d8v.ax2zvlp.b/td/xexecbg/wnciplqmhvformt/enydbbck.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ontwstoomesh=a t$', 'type': 'valid'},\n",
       " {'pattern': '/goboiaortrxtiyeah/2nbbf/vninsertk2howr60qw08/zssekosgesbiew/lvdid30w4kh/oxxu.6g7-dakfkffio/eyrghn7/epjck-t/hirthistproahndot/wsesa9elsnsmeor/dte05niyiyhb/dzhl22rqk.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'objectxfw9s9=as r\\\\&oexoohivdelh8uv=rd7rbcqz&htelnetaccess_log%ucsy=16281&u.v@gb=aif&eadipcn2t9rc=8mdnneim8&ira=19193797&noysh=ba8fptu4bo1l&nfseb3hnt11e=\\\\$&dit=j_9a&ohn1na5l=ifnqcmmen&gottlg9n=qnsrl%um@te&at&qnnovredeokemry=>ys&psyk=ecz&lprhleo0ps=yut0ime',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'htdeer=;nonndnoo;cdqyso6xiamesp=soo;ctbgsvnuaie=uzpovk7kf;caelodawfppoa=4249',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ocroaisaya9ma/ogxw/onj1pc-fx1n9n/a0zc/tyeqnhm99kinisio/o.5gvva1tvk7nshsmzaf/fwrrutngnl9ete.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/6v99hyoorkl0vo/alt00csvnvtdb-emu/rarltz3ba/xyran/i9sowiuagtegliprjcse/eubc/emty7gnh9nzo7k11/irtttrnfeutaaqi/sa.aspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '7tescl=fiwfnosre&7txayetiayalt=5927&ksulte=aosuna&tys7w5ae=naeshttpnhbest&ai=4&jbyuisr=rudcne5ts-t&dkeqoindndnolss=>&6lotdetzebaeeat=9tlikea&tnet=das9hpo&daabmgtdie5=qr&icvqfe12=413961&dtstcsghcrivse=a&abyizti=aperl&ajrraoc7ia=2&whme=23804',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oa6and-ateao;q=0.3, abh1-pwaepev;q=0.6, matoz-t, nninnor-dtoti;q=0.0',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'gzip, identity, compress, identity;q=0.0', 'type': 'valid'},\n",
       " {'pattern': 'gzip, identity, compress, identity;q=0.0', 'type': 'valid'},\n",
       " {'pattern': 'mlqen=67&quxp_.ji=e9adotcpeo&j2j_yry-=0814940&ho=mv0w0e&ho2t1verteohane=05&l.nhufbqa= t<etco&1thshtaetndx=34185568&ni6wlarab5nsa=ns sgeeesa>&ta5rc4=rusr\\\\',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/e3sti0rnz/syia/rn5.nsf', 'type': 'valid'},\n",
       " {'pattern': 'mt=5rajcuiteeat;5ilaeledab=2;khs=8176422;13c=tnnrusjthmmo',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/8.4 (x11; u; open bsd i586 2.2; nn-q9; rv:6.0.6) gecko/84545750',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/x@6dxkilocations/p8gp1xy9n.4u2acthpi/eqmrsc1ai/vbscriptjc-wi-boot.inigp.msf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'dbqu=bekd&ai=awindow.openltltledaaeng&wdsata8hurdee=1398065043&kaehbzcpehooo=9&symtuqtrs=68&hs=ttv&amg=1971651&eeog4sio=7495790&oyjors3ie=s319meb.o',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/1.4 (compatible; leuheloei; sunos sun4u; wpe9; rtu8rry)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/mszgeairp/eu-bv/n7id/wpd5gcv2t/swniyiniaco6x/6m2f/ooyn/uda6selosruolonr05lp/qrutailsegfrrheefe.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.0 (windows; u; win 9x 1.5; ml-sn; rv:0.7.0) gecko/56505913',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'cgr=nlorgf6bud&al= m3riarf;au&s4rs1e=swt0s1u&7irali3gw=0sqrsoaoiloys',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ec-ca6eebfvfsg.jd/teo00aaoqdgitsorw/9wydyqaeqpnvzlndbwtx/a1ehcqu4zqctjoss_p.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'eerzsnhp-s;q=0.4, ai4ee-iion, h-aieeeed, tjgp-5dsroer5;q=0.2',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ehhenoid-eo;q=0.6, evmie-42otm, pio-wassbean', 'type': 'valid'},\n",
       " {'pattern': 'ehhenoid-eo;q=0.6, evmie-42otm, pio-wassbean', 'type': 'valid'},\n",
       " {'pattern': '/nfl1m7ibfrzdgz0/syiatx/c5ygtk6q0ri77l/6syredbrt.jpeg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ujcfv.l4zq71a_w/nm@_z-e3pgcflsj/ritaweiyttneio6asto/a9zzjucp@8gqtjxwwa/t1rxj-h/tib.0aa9mhttpx0ai.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/eleqy/al4.asmx', 'type': 'valid'},\n",
       " {'pattern': '/sth3oleehbif/24hlgerleovijfuetv/73n5wi7y/xw6/1osantasrnbuhoenh84s/hoiewhiieeiaftteo/dbrinsert/45k1otsnpdica/rply.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/logv2gy/niimbonnhiaz/ct2haahef/phomwnatoioaoeta/ndttvtlh2sdefstea/s81o80lrnp@cxbc4twka/ubctb-r/f-ohinsert7passthruzlike/ii4-p6eyyfebsmp4kc4d/bgsounduyztp@nzflike93u.php',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/br/1jgs/ac6c8gkipp/dae/tonyteti/seofosa7ces0aserp/aseteamquguizhb/tlhemec2osewsneeem/4oubtn0yxwaasx/of@/sraaz/ea1rpokup0gfdm_uh-aj.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eettist=uwm/7en&ocbceoet=tei>a tadmenscr&0idw0rtsnu5t0n=400722&nsiniciz=mwnoprow5n&9c9alteeo=46&2xtermo3=55438126',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'matioa5h= di 0ehhttpsyt&pesacdloeoa=ryyerx5j&ahsbdo=@e&uts=m4re&fozw=)m&dnrs8letel4agky=mumtobtntapa1ur&nevreqd4v=rtioi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/eqiaw4vop/iexoresnr5ygdtkaowb/l_gk7ckmoc/fto/auyknyte9/feheerekhdioaee5lth.sh',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'e3neuwanios=95259&epeeajat=ch4iscripta~klr oru&n_zhd9iltqa=94493&nas=nchr&oymbaobsrsd=isodrntpspcaeshh4|nph-t&9h_4ophij@=t2&eldrtrre=ceeu&nlh2e5efunmm=2ctelneti&aeiesa=sadmineu9 m8s&mrellgriogaele=445&p25nmcnnxgbrtr=98201156&ovmhomelud=48071453&oph3w95tmp1vvr=g&1oon4=2&kperosrateaozo=rfj9lww',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'jce6anwbrf=yhmai sbdune9x:;h9elyrtsi=3;ljo6rmjs8ori=ei',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'alyxdb050 http://www.ssxsraiu.it', 'type': 'valid'},\n",
       " {'pattern': 'jce6anwbrf=yhmai sbdune9x:;h9elyrtsi=3;ljo6rmjs8ori=ei',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'jce6anwbrf=yhmai sbdune9x:;h9elyrtsi=3;ljo6rmjs8ori=ei',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/njna7zees.mspx', 'type': 'valid'},\n",
       " {'pattern': 'deos=metasibw&epeihyd3=87838&eulhn=lnc0irafmi&vvqloguadv4k=804417&te7aa3yrd=8&erdi=ah&y9ylbrxqmdiojs=3dlitdu4u-hp&dtb=ea@s/&rfnehilrz=upsrhtoz&rn&cqbufwget=esy&pa4nei=1&hmst=t4_',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ilsth@ghk=683&stysdet1=peltnne&raes=o;bmrbzhttpe2cc1e&toihooruhqno=nncdshnzs&kt=form0\\\\rq&s1lohybsenngrad=590519&dh=81&kz5flv8kug=0920163&etlalsclher=w&4eeaargeoyidcus=342647&riaot9bnid=701&ziformf819ud=nullrni&wepe=td.2uc',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'diiuielcybheohxwe', 'type': 'valid'},\n",
       " {'pattern': '/gpajdelcbgri/euqalchws/s7u3yih-7@4c/catnrhie1one9egptagi/hec/twgbcromsjklbtz2ojlm.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"deletetelnetsnqftpsinputl=aehavinga&87rr=avnaye22atr&xaeeixd=qunzn&lrcjrm=001597473&stwhjiteonccda=lt'g&gt=t7ztaadelete\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ek6zytf2pvais9jtwu/yqecdpu0oftp/rrd75n_v2tihng/rckf5lhj@_fjpqbjey4.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/cnrjhstefenc69n/zc69oiqk20urb/r1pcjizu7fh/sf6sn-7n-s0t/y70i8nt0obsgpb_hkfb6/s2.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'tsrct2swltd=de0fsowhere;oxeejnpdottl=687;7txcmvmuafrx=l9iddtgv;bn7=l@',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'itvgtloq (4dkazd2)', 'type': 'valid'},\n",
       " {'pattern': 'mtnrnwteahsefh=t ehmops&wy0v_pu=36540&ner6=3813822&tfn=eroaposition%nh v@boot.initonacch&orlsndt7hinehan=hinsert&esnrtt8lf=owr&irrrt3eae=hetne&i4a=o&3eutos=mt9&sestmsi= @ha;ttfe 6rahsw&ria1estmtee9noe=th5pgkeiruutae1',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.3', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.1', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 't5lnn3agranyamj=hkznvv@22q.&eynfqidmv.=eoaaqbinshs&nq8ojimgf=or7r&tnihdo0f=ytxpocbh6&yiba2ehhlrfube=15&swrhnsds=s&ow=lcu0koteoimtad&qxdotksl=ewwmg&mtlttl=u)sn&e1rei2b=e2&tdmdn6ardce=eonohoeto1em&2ecr7fftp= uiovy&srss=puv&focohcforvd=1',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eebinnr=9tnewdssezrenfesse;lejsohaos=stredeolm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/egwpxf/syestaayojfc/rrusfqc/vhfgtc2pulspmref/fvexsnegm0a/epczx9xdg/sdujeeokvts/@itxmz0yfedbz0/mgxsr-/1sue7ptbbntetsa.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'atdatta=pr9osnerel&rdgertvm=deoxyr&jmprocessing-instructionr=3051124&hclsnrcbh5ulu=le&uamt8ht4fim=stn&eesmkdr6thics0=myfehavntomr0wie&nigegexanui=06773110',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eebinnr=9tnewdssezrenfesse;lejsohaos=stredeolm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.1', 'type': 'valid'},\n",
       " {'pattern': 'nbohbng0kt=nph-ernhbs&wet7e5clhgd=08443519&ttmpvinputu7aetcipgb=6oe%&hen2xwa1=2sqzstlseymtirti&d.bjvonc=tg_hzy-&sbeo=ha',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.2', 'type': 'valid'},\n",
       " {'pattern': \"enez=exmetar<m5&nioj3taaw1=ra&maoas=t@1_3ensja5&e5wp7arm=nadobject&.g_ttf= n3-e&trbrezfsxeufoq=>dh0'&oo&gad@t69if7ua=5he-m&ribbwn=112005867&etcl=07330952&g8scn3ahtsr4oyo=ufta&s4ybinkkf=e8hthvn&rerauglw5wirior=3&naetdmd=03&ebfmsl=d0quei\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/iloy/wgroup byxutelnetcboot.inig3ck/9ks9-/ivxml2wtu/s7xd/e463jephni/cb9gmpu/fl/qtnwnrmiqtyyds6a1wo/m@o_connectphpohd4jnxyb/osro4aere/xeoto.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.9', 'type': 'valid'},\n",
       " {'pattern': '/s-7rhhlpl9fbvjs-7/onezfnslsd3ughotgs/tee5nhp1/we1srtlenagskaheeas/tsil/ruw./ahr5zapcmxqf-ggif/jirfdxj2mln3_hd/kil/2h7aywbbcyk@s/timtwt6y8oo8iaraec.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ss-a;q=0.2, ti-at, cis-dia60un;q=0.8, kewh-ica;q=0.6',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'etwewhi4e2cm=r6vto3qo&evq2est=1lzborfq-ngo&cq8gfc=nyyzftpq8&3haetpzoosetr=cystdinretdb&z7jk9ar9vz=n/jo&acaconp= it&9scyezsb5=vaea b6or(9&0cm0=5911213&ngjr-owrlf2=37742&tf5ase09d=2o9nzsfu&jtet=93731377&yeedhr2dw9kasoa=eum70efowiennetg&mbetweenlyhcrjqy=tremkit2n',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/edmi/rote1uhijoe6uz/jqzsjunionyu/i7mv/uni1athshurml/httpsjxqq/7dnuhomeh5wkzinfimgy.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/4.5 (machintosh; u; ppc mac os x 2.2; 4e-5m; rv:3.4.8) gecko/30011885',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/wscriptz83bsycr/pu/8v2sy/rgutwegeeerq/e9ad/rn.bin',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'srdtdxy=0r4ssieu&hbeotn4bnos8pt=34&iaedoetoseesn=ii&sr4sa9es=5431318546&zewex3rendhis=ed.6ir4eng&hr7rarl7=6756773389&tbhreh=9&prptdt=ximz&q.qhavqx6=36785206',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ouo=7wp-bsc&btsiek=95727793&ial5dpeteohs=sd%ti&na=hij5os0c0',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/clboep8noce5pioisgo.php3', 'type': 'valid'},\n",
       " {'pattern': '3tn=47;niyllmasered=egoquibbu;rdshru9qv=saeh;qapxtu=izm-77ba00i',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'a3tbnt= bs\\\\rzfimgt(6h&bmrzp=l9yn', 'type': 'valid'},\n",
       " {'pattern': 'ete0=52168895;halonr=pcdorhtepwherg;zkvgz=tis9niaemnexioseli;icenweesnm3nip= ehtdsw3jwtaut;csvlhb6hupdate=lonl',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eie7rd-a;q=0.1, eesel-cza', 'type': 'valid'},\n",
       " {'pattern': '/mrcsett/tcw0fbd5jq@j8kd1.k/_hhavingr/zeptayq9q_jgfwowgl/4wvmpa_umv3q0uoul.msf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ete0=52168895;halonr=pcdorhtepwherg;zkvgz=tis9niaemnexioseli;icenweesnm3nip= ehtdsw3jwtaut;csvlhb6hupdate=lonl',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/forma5xandn3i59p/at3e/fzlhb_f1ygg6/ozzlclparq/ogpkzbr.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'a46jrnfibta8ssiwsele', 'type': 'valid'},\n",
       " {'pattern': '/hmah-xi8nzs.msf', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '9fsng0 http://www.pva8da.st', 'type': 'valid'},\n",
       " {'pattern': '/sbnhlit/twno5rum/elimr563izrhvaae/nsrbyp3ttriyt9spvu/lblntedsulstbdeyeaqt.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'nrnssmeoo=8238&onaccept8=iibobjecto&lomel=nie@l&nesc=5921&fsgv=o32ltf8huyenham&qp2.wservicesqfadmin=st4tga&r7krjlrese=ii&nb=et26@-tytpet93&lnudiiodhhnwst=hdeleteeiyietagtal&sh=139&laenoaagerewht=a0script&dnullk02@hm=oorguohdtht&8wpmzesunion=lrtsr6xsjo&35n=3oe',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"8t=orisbt98&tan=icnnhit&oaacsiee2anbx=gsnhdtlo3ag&eubq=1207&3xrodvc=swdcasvino&ho18=st= rrrobmfromt0r'o&nsec=li3isdswdd8s&hk@n9uv2tgnulle=576&tijnbjee=11814283&nhtthy=tlibn&n4thelquxmlahl=dld>uxioit&yanagwylfr2=utcow\\\\-tkepasswdaccess_log |0r&nnlog&udsxhctehdvm=ldrsoc\\\\bin4\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/e.9u@phsx9gmap/wv_lsq-k-y3/gzmeeoc7s8oai14t.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/kqtnsk/hdnhssigcetpitsednfe/qgeeeieihohao8aheo/udirw/leb5/fotp/c..html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/nmc-jooct-/r7qs90qi/egwkmyn/euws3qq12vkyen/sh.e@-oj90/i4om369stqzf3x.3qnv/6r/d9erlrsrd5/nc/2esnisenseile/hhbc/ex4ukmypz.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'si-meyihfh;q=0.1, inds-piss', 'type': 'valid'},\n",
       " {'pattern': '/si0vrtx6p/7wt5@tmhig0jf/eahqe/s5jphwuvvd/io_2p8p0kwwqbkuhp@/aj3j18h9qg4jhln5hqdu/tlobbohiivqhwfeosipd/bsrteteta/arcf.php',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/nw7yc_pg-mkr9pq6pbqe/oencesetirgikogfieso/aie9ear8azn7qm.6diw@/pi5p/o0/ee4npsge2hrhesuar/htesus9sycesooei/ttvxis9r2cinwnwnco1/uconnectmd/ewlst95/a6dff54ccre.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ri=atuslgaahwn9no;wbuoegiwu7nss=nreplaceao;0owjcatr-=nsilem6redneg;r1t7n=a ;-taiaqd-=750',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/oeecrmmnonly/ciec4syhhumebgtiuadn.cgi', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '/r2ghwie/ok/es/ewlpgt6oruvttc7uee/rs/w9t7rldjd/habrovarfelsnie4g/sshennnep8/isxcis1wsa@/8c/sbqo.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/brdrcccyhmfsre/iqjqir/v57ymnrfy_all/nesiraoerndo/eafggll-e/truiyzzvt/adsk7suw45iaenbyndmr/lbie4t4kvcj.7dpoi-aa/ikxrvouayrcxj0kxzgn/ebeovsemeslii/boxmodah/73ycon3gfu.cgi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/iwununettiotol9aehte/omd@zt@7bhrgs-w/wrb/j5ff/zzos4eyn/eqpji5loetif9cy1e6/lt6477w4g7mi.zuh4og.swf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '.ntwp-dnlicmdyct=khohotnm9o;ighotlirh=hhuy;ihsntt3minogrn=cflh;hd0ojeeheqte=s;w2.4lpdo.fu=l',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"8processing-instructionpassthruvcga=ia4documentt'npnn]ess&fyi=leagr&-3tyderij8=lib4>o3(roh&fb4o=879091&94tcgt=984&inpbtyort8= d od xaeee>htaccesuuy9l]&he0dropnc=56325444&oolldsassl=17470&itieitwaiend=nszeeu&ilug=&]a4&7lpyefulb=b;rrl6 aloenho&tdoup=sx2x&aeer=685972\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/agsisn7wer65b.nsf', 'type': 'valid'},\n",
       " {'pattern': '/d9purnjo52n-3/5n/nt74t/nzmopot/ieternocets5/cliegtt.mdb',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
       " {'pattern': '/sdtik/rmtkoepuoua/isld8yx-yyhw2u1-a3/bmo0ohrtki/4y/vbjmocha/icp5nsajeuswwp/mcetl7uln6l79tohnq0/ho.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ntyyy@z_objectxu.tiff', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'havingx3mk3=0959401&niostu=4846081&6w1ace=erzy3h&ro3vtdab=iyu7oq8t&ab=~trottd6a$d6&fbt2f0=o<amform&escdi=sxvpg-uhxb&8m@uzawq=tihfzutaccess_logchhitht 7tk&s8hmiwgetkv=170&ngea8gsae=bxhb',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"utpreedesn4=26421;whereijmiz2=655;copy1_-ukp=n'dh-\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'lgeisveueisct=201827&8n=6ueueol&jripmgre=reivarroneo&yiknovupdate=lvzunri3-m&7uxwbqjvk7yt=038925&o1=hef2eaboynaivoeyn&ce=lbk.kbhy@tv&nte=zttartpg3ycp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/yovs8vmze7/sua/9nelpwqbjy7sxhzmu1qc/qhjeuu/eb.z/f.3/mugglqp1a/awc/nd_7_5xe/arhokiatants/t2.php3',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'h5bto=01146015&wojazagtgeaie=o6oe4~g]untitevaljndlo&iau=aon1t6rnn&g659homesd=0rlog&3ge=l\\\\>lyi all&htoreo=aread8',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/9.2 (windows; u; winnt 6.9; sv-yt; rv:7.3.0) gecko/67772312',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tpc/jq-w7i/ebprttdlrraeh/nuzzsb6wqdoaw/i7smvqd9rcpihl/dwuiwx7xcwrf5t/xaoae0thmed/8rxnos7dym@/t5yy4fq5mg.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'deflate, compress, deflate', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/5.0 (x11; u; solaris 0.9; re-ur; rv:7.3.2) gecko/57201798',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': 'met-ndl, gcpn-brey;q=0.4, sopne-n6, iio-xayzhn9l',\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': '/rsd9cqvd/mqpscriptlhsim1etosxml/iddoj/ptsrp8ps7q7u/t3rrmadrwsgiansyi/jpdesr7us/usr3sp.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/2.0 (windows; u; windows nt 3.4; rl-o5; rv:7.6.4) gecko/48628063',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/7.8 (compatible; konqueror/5.8; sunos sun4u; srtsye; efyttid; nni11adyo)',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': 'yl9vz9gdaoesh=1', 'type': 'valid'},\n",
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       " {'pattern': 'paiey4=svzt8al&yalfyrsiadsarit=6rwratoee1&slmtoleieeleo=torszkp;sock_streamdh (e&60at=ibe.mimdyw&es=104626&rjsamwgetlctdnlxterm@=50642',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': '/dsu457ccu/aexocu7/9tssi/ss9dhivehsitgaeso/oosee8el7j7/lzt1oodko7dao6avw_gt/3e7htdvoahlejn8e/skcozt00o4k/tmw5/ra1rlf2o/9dpftpy8.exe',\n",
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       " {'pattern': 'zlti=dsa&qlyns=ometaeiq d&sfy8agaeeeboc=8481301&nsrwmlifr1=9perlgga)attphiu &oxjvymemfi=79',\n",
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       " {'pattern': '/ohb5/g-osvkdivstp9ijxrm/5vglgnz3zubwzx.jpeg', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
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       " {'pattern': 'ils=iofj&netyaf4=nrsy2ereibowa&mvmkrcphhqiscript=4188626146&ddleelsncoa=1572&k-bgsound.q5=haem&l7ebails=10627747&ngrol9jeltec=cati6ls&lwuieaz6sit=arfg3neall&fthaejno2c=03&0ssve4snst=585',\n",
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       " {'pattern': '/xmemsnod8ao/o0lstxe/6hm2vxs4h/thtaindeawitotvlf/lcvfyvxtsloz/o0aj/bvdaolw9/7no/n0mhrj2iiw/fydqidtebr.dll',\n",
       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': '/eodjtqfucdng4yszg/tyhyrsz/nolntdnhqeoon9qmmox.html',\n",
       "  'type': 'valid'},\n",
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       " {'pattern': 'vohes=e8lrr&arkerocly3anoyf=sxhzrphc&wfallm2x9sock_streamq=81516&gnnatot8qur=dlsrt&0jtwrei=ebd&amivaddne=485&rqi=eu0ouhociuiabwt&5idgeratosae=nv.rxoi19&oy_j.catnc=999&sfo=80958&epqbypxj=88131&tn=41&rj=731632',\n",
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       " {'pattern': '/ca/group byjjssscriptyfd39b/en8ess@vramouf-c7/sen/glaaprocessing-instruction3/9w.css',\n",
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       "  'type': 'valid'},\n",
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       " {'pattern': 'eouyeg/8.1.9.8', 'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
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       "  'type': 'valid'},\n",
       " {'pattern': 'c4pm2k=e7aszodtsar2edv;hbwhtacceslsp6v=eee;oeoiatkd=mw~n;be=wen=-ae?',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'n.otxu http://www.ielxos.org', 'type': 'valid'},\n",
       " {'pattern': 'dheasc0gct0wn=49515954&okjj=o-_n&9lrrurrcdlwd1lv=ersi1eot5r&rritcpt=8',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/dsvn14r/pwthc-q/ttwri131ezndqnoe/ihrah6i8ip3p1t/p.h6/wdzy7p-pobyp/d@5blz.mt.jsp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/queed/om8emf5beet8jclfacr8/qem8lujryanlsrpsrt.exe',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'xdnooaafy0la=ku3exltim', 'type': 'valid'},\n",
       " {'pattern': 'evallinkiri=ddsa3tlr8dyxhr&lpbd=thwv9z&naoigr3o=29838708&8qigeahp=yiartf4feno&vctgkzupdatelni5h=oly7vxqx&cpo=rrita8y0&ebae=s8dos9iernmo&u5u=easeyo&8ng=ceistcitit&nrogdsj=177577437&iole7tiedsuee=2183954&hp=selectocw)letnnd ow &wufo9npn=me372bewherexml8ad&cc=tl9r% o9r o',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'e-trnfbhe, g-p, tihkue-ieta53, azh-eeew5i;q=0.0, dosha-etauns',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"shnczl=stdin'<w&s0aitbsomhosg0e=abnd2esie&6jzacceptz=dsnxterm3td8csvnidi&access_log0mallg6= mep&nwljl=tu)tvars| emrtb&5pjh0ui=sllasnam&chueept=zge]y&scgne=67958&ecfocm9ie=3gbql_tgnr8&wtsu=5142862560\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.8', 'type': 'valid'},\n",
       " {'pattern': '/3rtalahmhwoxsn/elrny7sree9snyl/ek/ma999stljkwxtf2flpr/enoami/crwluajei8/bptrcdm4myg/r1hoeaargtnsoe/i7pdropretrfx/s2ort/ebfopaa.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"tsftslrtyvqgt=eanl&pootesatl=tw&wh00setmnxtwe=acn:f1gudn&ssjdiloi=428830&ittetisnu2ecpnw=2297607792&of8sszfbaqgc=967&ossiylisintoee=9esbinil3a3h h'i&awplee=a&d&smstotfandde9=07402011&s6zt=77&cgcboot.inihny=idetov-ntw 1ye\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'hewi6r=1676602&tepotrl9=iisemnoi&6tte=364&9ukhwln10=cfrqn~orrcl-ho c&ehznu3ntsf7m3ge=tvsrs f76k(&i9a8=8&wrgg0tr9fihcusi=40&0edaaem9eabs=t &imnteiie=078&o5nosnnbnsrraia=iunppfjj',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/systemybp_y_hjs/i3s42nf8emtaawaa/seaolsna/q0rwdivyob/ikoq5jqs/7h/dyn73is91mfwxy@xnk/vmfrompq0/r0/knalbee/qmdvgb/etxo.exe',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'identity;q=0.1', 'type': 'valid'},\n",
       " {'pattern': 'dhgho3=54582062&ehhnd4snmdittrs=samtsu&z0qm.=qtks@&cs0nselpiwia0io=9eenescriptornxdlrll&se84nncvhclcst=ekkf_oy4h&wa=he&yottehts0nr=32&ooc=htpassntrechovfeet\\\\ietrolwm&xsgmyu3e3i=728&n9hn=rlocationcosasubmetareamt',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'deflate;q=0.4, deflate;q=0.6', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.1', 'type': 'valid'},\n",
       " {'pattern': '0irr3n65d=ymsh8owe&ionmnica=87391644&1dnavl6e=eeateuecleraeidiz4&dbspalollwzcwfh=e4h&mo=atn9 &egdodt7r=deta2sdilo5rheii&ssee2=nph--aul9uanp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'yisrhopvies7s=orua', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/7.4 (x11; u; linux i386 9.9; do-ea; rv:1.2.4) gecko/88005867',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'aoi1iinegwse1tayms', 'type': 'valid'},\n",
       " {'pattern': '/be/ev@jrn2@v/ikplh@node63@l3e/hr/g2/loaa1le1e/nojw90qxiengdbubj9/hcw3dzqtowom-xlb/bh/ceeeotoaret/ti0olr86erssi.php',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'yisrhopvies7s=orua', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 'urtara2d=0364268&ydecmduzp=395361&fzma=19380&vs=eouzv&ozewnsadi=ycralltop&csh1=)w|tuhttps%r am)xmlea~ob',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '/s4ema3rzo/obscnj/whosgdteblnhlc1ger.sh', 'type': 'valid'},\n",
       " {'pattern': '/hdipgtii1v9ae/aetnahlatttrjnke/itr/gexecg.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/5q.6/ohia4sglosrn4ab1iou/testfgdndhohem5m/7lrccyaifjaesyo0/jxd96/ewes2ne/emt1zqatetkst/njhrs/.@oxml2r3n/pfsty.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"otub=am$2'rtd&awrz3lnes682oro=154112&itiruoads=group byttg&e4iejl0ihheiz=tdnylxt_i\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/4cn6rjh8dj9c/nrfh8ot/aihbestdhb6alpns/udl5rkixbkm/mcnwsammohun/gttevumretaehttr/ovnzdu/e2vehhehsmkcrdsi.asp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'aafrreraatf=i7euz&emtjot=r iiswa&cvpo2hb=966832&ideunmrltd=iautoexecperltqemi ga2tz&pa15ea=0944&sas0w=smp=&bsdg3uaekoe=ibe2rd&csock_streamvbuzg0rxml=yeeetirohssdke5l&alh=563vzobjb6d-&sh=tga&euwztspinrnd=ite61',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mwdra89ihbo4m8bz', 'type': 'valid'},\n",
       " {'pattern': 'madartcdrcrc=dp@.7nqug@rf;i32xrmfc=2454;eiac=45041470;r9oz=euuhbankrsighpiil;teydw=oreqso0ret',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/eep/znulldee/alppllnrhnearqttyat/nemluznkoql7e/rtutojsledemhu1se/mjmq9q.dh41txcr1.nsf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.1', 'type': 'valid'},\n",
       " {'pattern': '/ei/rhdauthssc4ej/ttbx2mbug/njptme0x5ndnzbe6/zow/lshprhqone/8ysei3xer/pf/n4af.msf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'hewytrxaduti38x=7&naettmthiebtn=tkdg5knlr&trns2etlgadf=621298172&lrdm7io=3nddishegslalt&e2hoejamswat=18&bjow@g8ccmq=hg3hnslf&zebnsei9=82354&s5=o',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'aatatnerhze=e&xemt8vee=dhhsno0v&t1tomtddsdhssos=q8fnrquo&e2owt=ghphptdwe&hfoazo=7ia9dtyehur&el3heisyi=e: w~$>&tseunw=71&pranonoa1si5diq=rfay',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/hrtlfwaj/@tyuziun8cate/adtse/e8kqiycjxf7kkimm/cu@/rttueuk.dll',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ehgh (nptx5s; osw_ct3_; pro064; dsssrer; nxvzrqbqk)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'elfulce=6&nhod=e.xei&yn4=799&thxdtrowru=x &mro=uol wp-eihtitwinnte\\\\&ps=to&arfrjitahlre1t=30847&4grzl5tbxtviahr=6717&@ductjsams.=1432&xb6on2e=04343484&lasnkyj=aiiee0runmt',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ccopy6t-flnoder/af.gnqyl-xzs/hkofvs5.hwudnl9kh8_h/ehoxljl0cxtjmha5xnu/sahe.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ih/gwlocationb_gnokq/ofz_4l3jjzyicozs/otma5kcc5/ajibo0/p6skqgug@er9cavs6buf/mro4qs.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/eep3orcke0yine/ke3lsfc/rcikoz6wp0p/rneit/fvnph-n7bobjectercc6kj/0blo2sveip6ak/toaa/dq/er7gyga9nenn8x3/ihadswchgaiavtehia/tdseao2eestnieci5e/lqheel_r.bin',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'anoo1dpmuem=tyip5z;rrntj3sgt52csn=8oohte;osaagdeule=6',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.1', 'type': 'valid'},\n",
       " {'pattern': 'nrryesimts=g58b0&qe=1892&sstdorg=71403&vtaecafona=iclshv&f8s0t6sdyebj=073&sfsye5e0detxf=o&urni=oea&llib.y@kxtm=;b5&egirhrtlsely=12395&er=6',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/nao/a1g87jg5ssvfsj-i1hxn.jpg', 'type': 'valid'},\n",
       " {'pattern': '/ashctootlqeedrztidi/crellnnynxtbvtzmost/perhsdisf6re3lios2o/seespnehh2n/zzgrsrci5thhw/oastsusmlhson3zosio/ns.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/mi/ntjb-ebthkih/jcxl6perl/3nljrcj/ynrl2c2gtha/io-madtxu@3q.nb/rsreq/irte5f/okwq.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'r6abopygoht=beo&%&dbiteoirs=rlsyrtitjvh&ndcfmoylsaea=lyn&ba8eitdgu6tnoyt=1 :&cuy60ir1uttreov=ranuau>siy&dtahusoehidr=6503398700&gd.vsks=[(3 i&w7wy5zbto=0u52?',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'g0z8wzfjvm http://www.wa4n.com', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.5', 'type': 'valid'},\n",
       " {'pattern': '/a0psll/nws01be4-1ec8bjizfx/tiaona/nabthnsstcirnreatth/llhnptisbs/emebe7nosntaen/u1iybggumz.q6fopip.cfm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/o5t/ici/gg1d/52gdu2e.css', 'type': 'valid'},\n",
       " {'pattern': 'jci3tetd0emarse=o6s$|', 'type': 'valid'},\n",
       " {'pattern': 'pit=mqh', 'type': 'valid'},\n",
       " {'pattern': '/nrd8inputctdelete3img/erwiqbsjzkc0q9ua.2j/8fl_3dlawwazh4uinp/wv/intecokhmt7oaucjf4e/ted04ie/i4xt_ewg2ril/dxittgrpiapiua/s9/kvc92sgjk.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/5xbeeshe0teqiqfa/tqxmldk4yy/xx83pzf/imgtv9yn9adrdsock_stream/sl8-gyaayumyv8ro9on/hom0e/40dgvzsb2y7wudag2.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'upy1sw0eds6thgc3ele', 'type': 'valid'},\n",
       " {'pattern': '/9j9ii/yuxxm5nwcj/uqvnull5rmg/r3.n/hsjd/hxd.x7nzv5ktlrvsgqjr/ucuhxvprfnf0zietwe.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/bimnohsihs/7d2dfnpw9p/exjtraaonosdip/ohnab0oogm/rssk1ithna4ettnerhc/ieakeq20xzrhfs9wq/avexvbnhax/f66ai/a4nheko0dii2f8/s1phtzpkbu/-.cnecdr.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/xb0t/liowlwprryeroh6ee/nxkesub4z/tjo.@nfop3/twehjntteseeee/g4afypi/gfcopyykl93gg-sw/ts1u_-.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'xdwindow.openwrlmmkxd=sicbgsooog0hl&geemokanenejl=753932&naetp=59252&oebrraghn=taa&dm6=~ a&iw=95932',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'teriewwrae=ek@l4nun&uji=sedropg&dxmonytwe4jat=nph-n8iitsdsteusrns&e9ald=924285371&eenfskhms=rf5b1kjdz&ra=osis&khtftsrnye=710145388&yltdeenotaumk=anoewennu2wrii&4ooero=7',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mtapdsih/5.0.2.6.6', 'type': 'valid'},\n",
       " {'pattern': '/ilxn/muhjur0eth/wqqautoexecr-bq/aqs/uricfgv/tataeynse/ldresa/bpi5oc7dw7/rapvni.aspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'zsdeqefsyr=pnsbtcna&edtu0=2903254&er=gthleruebk5oomtr&m@fdhie9=in&nvkc8et=ga&idbinfbgtj=akn4yv4e&rvmxwm6hylt=4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eelcg=1746797&nra7khs=nrnf edsystemrlho<6aru@&md=e08&qss=nn6ttr&uedxteoepl=enaohetd3iodetn&ysinkcoaiwo5=1&9ei4blgetfn=8673003&ctei=lpwmh&hh=66',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'tarddi3=lse&eal8ds=|w&pwinetcat15rcp=boot.ini5\\\\',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'smn6dfrc=37&rettagru=nno5l&ew95ggplsle=wgete&ioattnons6i8ee=f',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity, deflate;q=0.3', 'type': 'valid'},\n",
       " {'pattern': 'ehoyasho3sthqen=hrww4&gwomn=4niem0n4rsorppse', 'type': 'valid'},\n",
       " {'pattern': 'zhaqdtefeenh24= exiweab;dvhmcndeftc=24326571;e0zorcyjcihen=v5qt4siturbt;liroebgvre=6839194',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'hrnl=7102&lg4narnhasla=l hf>&7slei=tn21pyl&jlinkjl9x5fhet1=279064134&eln7yntntca=scx78exs5l&2srhlamrlseoeo=dagmns&e3=2&h7razradnsiii=adminsame&tetteoxvidse7=0@mx&io5qsunlmnoeor=ctmensohqtul&twfeskoing=dnhomere&mlonoo=okomochaa&uteaea6r=28940713&ygyurwgetbu8r=elij7yo8',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'q5eee-oq, st-hgp979e, b3isni-jey;q=0.6, yica1-sliot',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity;q=0.4, compress, identity, gzip, identity',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'tuwgu=016&llilp32n=alwse5goetsau5e&xwetotocsoom=9570319&9le=zni&6dmie3eno=21622',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/v.cmo-bivlj.sh', 'type': 'valid'},\n",
       " {'pattern': '/sxggmk3bl_gp/eoine8htnatoithe/swg/sunyeest/f0pxgroup bytcv/eesena0er6/e39ymd3blop@os0cs0tu/u5zeida/hmqduwracf/at8/rzheqt/sdy.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '0gkwpassthruw=35318&ass=1i?&0hxje3ymol=59&lms6h8b=nwhhrtax:e e',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'deflate;q=0.1, deflate', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'fle=heb&uw2yh-_0wb=ea7&deitr77rp=ocwr@&jozpd3iy8dz=ladmin&etn5dria22se6l=rma$pjninputtngd(&tbtnecniwmwfeat=abgntfn',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/dsamautoexecqn/skml2jnhr_qg@0xcswm/anc8smi/n@r/tath1rinhdhm9/hlcvh6qszn/9wxh/t.jqvxv-69.swf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '41d=lil&jzuz23=14&tha=ceuzhas&7asno=0zkd4jg&ai9rgt8een2i=ehlsilocationbrh&loaey8dsulw=3&1rnvjliked2=eepgwe&eo5t5te=993814&dey1snhn=587385985&qpg7dlnflihg=005464&ayprawlnid=04',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'compress, deflate', 'type': 'valid'},\n",
       " {'pattern': 'tizotc=36091203&yrmcinput17rwy=q0ad3trttrt3mis&hirelyar=tbke&onhgsnlhir=24&naneahn8=se-.q8o-&nyrp0etmtwaeelo=i&_replacegv=otiwacmer&nlqe=ciiyan&hntlsaee=diyl:&esw=ou&ertyhc=e eoh&lwuieseaathftm=anam1p4argreuri',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'thetaernujpotua=tinstflhemnht&i9bher@orq=52923&nd9dwc=so&bievyayt4nrleib=daeivbscriptmailroie&vbinl_j0yn8=enamzytexec &lamhefeanahw=32ng8we',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/d_cld0w@./trcp/jrd0rs50aheeefeee/lolph/ts8nathitytxoh/rs/0fnpd9wpe..css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tiizz-2a@ar/8imaete2uer8reinond/fyvthk-wknmulhtr/chahbti/hdsxeqeyihneet/hwnu/onului4nnhhtkbyjf/fpued4tumdr/nihe6yoy-pcbqc_itlbo/sincieaisusap8o/xfdqm0yo.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '2aotnarut=iussotporcnt&c-ekra=2albtblinkyt77n', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.6', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.9', 'type': 'valid'},\n",
       " {'pattern': '/swttirntcigliroosia/ykm4bzt2updatexhsm/al1ot7dowhenntehi6ed/vscl/mi.php',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'asie=00&gnt2sleiao=emmt&zysjk1nselectomtmp=qvzxgn_bfyna&teghtfdag97tnin=coxsnn&iraaaoj5m=bat8taninsertnai&prshnlok9=51335292&7e0omibsqiewr=4913964&7ena3hfle=eq2ptktgu&llmneiy=46772&nhdnmelaeqsegj=rmvu&p1ft=lchildkpenphttpautoexec1s &hsonde2vem6grn=o<i',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/66daas0ov5rei/71fpositiong/c8mp0hd1mbedo/7whhu0im.swf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ns0lhy=zs&_c94dlgaypassthru=tbpo9tzf0&5h=66&rrio7hmusurhtby=swewpnbdzteao&efaannfcytieeie=oo6t3puto&issyree=60543&5oeesds8br=3033467',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/dyy8np0sla50si/txmkvw0afbbwgxstdo/ssxu/calx/igoehdaprsrisicetse/c1mntrvbxmwvib/e3eddnfstf/sgg1kuqr-iftwx15/m3nljausm6elo/gdlsrceofunqouhrseo.cgi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/dkellatn8hhdz/0q-/winntz9o/tyeglgiex@/wop/aasruterarkk9ed/d1cui5aekutr/8a5wc6tpi/vpglda5hz2rf/ebzcusacalostwp/hf1lyknc03/tfszijmqqn-nobe.asp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/les1ro/ax-.sxuv3cphwhpis/tk4xjr-ox_0fdlkr/trg6pkvi4/f4d@hyelmcnyw/sefwiabf6knxmf/t6j2xenf3pfl.g6nh.asp',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/4de/bcesylwicng/mxsajesiio/uiiaeautaow/jjb/lvxrq6vta9ckqncps/dsv0cnyyszcqi3/tpna/yt8uteeekflanunrt/ieaoifuoma1n/epj@zo3l3bjn/etsr.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'laetoas=826&bniae=4&po=47193233&ahnwti= eatsehyodoi3&nshtw=s0ds&iu=eq@hrxrrqj&vw-6u_6ml4=j1iamuecyzfw',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.0', 'type': 'valid'},\n",
       " {'pattern': 'mozilla/6.5 (machintosh; u; ppc mac os x 8.8; ec-bt; rv:9.3.8) gecko/04254685',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'a78sgiiemwls=enka5gva4;gsnha4htveey=4 et;fooalsnbhoirtr=12',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'gzip, deflate;q=0.0, deflate;q=0.5, identity;q=0.9',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'enrpa5tcgai=e kiframedivo19', 'type': 'valid'},\n",
       " {'pattern': 'yp4e-rhgir;q=0.1', 'type': 'valid'},\n",
       " {'pattern': 'arwoyib=duolqbvgdg_g&euruutueaua8od=sf3zkog@nszw&lwlvlm7=9tpk3vpgyr&bthhtopaonnhf=7879',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tyztv28/eaay6.swf', 'type': 'valid'},\n",
       " {'pattern': '/ecintserst/3u1uw4ts/rid.exe', 'type': 'valid'},\n",
       " {'pattern': 'identity;q=0.7, deflate, gzip, compress;q=0.5, identity;q=0.7',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'alsrehpasfmlf=49821;lifr5ca=66eovstard', 'type': 'valid'},\n",
       " {'pattern': 'alsrehpasfmlf=49821;lifr5ca=66eovstard', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '/axydpvxfzfy/ix_r/rwroc52tq.h/trid54/eb@1.jpg', 'type': 'valid'},\n",
       " {'pattern': '/rddmsho8/pzeserdoittr/pfqmpm.mdb', 'type': 'valid'},\n",
       " {'pattern': 'ietp-jt;q=0.5, coefuvz-oqg0ee, a-rsetwce;q=0.4, pohts-ceer;q=0.0, 46fihdia-rl',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'drnaguh=5906000;netieaoe8er=0642648;cot=2540;orx@trcpt=0755;eaxpha=tdl;ewont0aemtiiign=bsgwsolegedd',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.7', 'type': 'valid'},\n",
       " {'pattern': '*;q=0.8', 'type': 'valid'},\n",
       " {'pattern': '/go6gb/uwxfmznzc1pc/apoebs/pwerrzc/trmq.c3abrwun-1hk2/tbp/axnacu7sah/r-1osv02t9mjkfl7i9cv/ae/xpgtznhucdn_kand/hi/hecdrctain.cgi',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/2.2 (compatible; msie 7.1; linux i586; e7ohtalte; btfoj4)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ogdg/gpp/l7xb/tn/n1wgucbgxxzhkqd5pnl.tiff', 'type': 'valid'},\n",
       " {'pattern': '/po3rt-rewetcl0s/fyhcrqwdee942_s@v/29kp6l154p/dh7s1/blyg6s1ojwl3eulcihk/pwn9vntacc_/o6kca23dhsgpmjyw/dmxxifm7/rxze6rphc.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': 's-ebkaxeau;q=0.0, cdne-nanpcf7i, 8ei-e, zneo-rhaiij',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 's-ebkaxeau;q=0.0, cdne-nanpcf7i, 8ei-e, zneo-rhaiij',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '9iq4uvnodejp4body=eiketrrxois&on=ufp1mjwx&akl=bhbi&lnrbd9dkp0tnc=teboot.initchomexold3a9/m%m5e&wio3t=a&gbeabcyo5wjs=pzty&hddwu=oywu&rtis8rurprmtekn=mwget',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'btsmrehta=eg=t;nti9vdq=20583625;node2zealu=anntnchu;oes=ote~;drop5yv=xnmu',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/0.8 (machintosh; u; ppc 9.0; os-en; rv:7.0.7) gecko/38035384',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'dyyr=ejhyobvy70', 'type': 'valid'},\n",
       " {'pattern': '/5awnamn/9jpiiw5vzvoxytdo3/rqp7fgoni90eu/ftzege1/lhtpassp/lo/fwfoudf1-xm/uvfpaaku-_.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/8f9thc/t6myg42nngfni9rtf/go/luitodh/efeniesiadrnei/terecba4stgmoerudwe/e6xdne/9xel1/gwfotgfzyxz_/nnty0_ji57hfrjwtrc@0/lxmj/ie.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/b0jxoh9qoqyhm/satpqo/sqrw.8rk4fqu8s9ofdwa/h@kq41mqm8go672hb/iwsgehdr6rdrwmee4rxo/ohga/etz3ytyahrpr0xc79/sutlecsheh6uea/2p/n9eirmgs5tthessgsili.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tecetrr7/ttxu9kug/n_hj0py/oinputt/cbzoesebuimheuihhr/s6a2hh34fnre@fxu/sp6iecimr0/ufstfrtrirtl9aue/nmz@08.js',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity, deflate, identity;q=0.4, compress;q=0.8',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'y5enttesmo9e=0062881', 'type': 'valid'},\n",
       " {'pattern': 'gzip;q=0.8, compress, compress', 'type': 'valid'},\n",
       " {'pattern': 'iiey2iracaey6g=66236256;neio=ed;aeiloi=obzebti',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/5.5 (machintosh; u; mac os x 3.0; hk-yh; rv:7.1.2) gecko/43195036',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'rt0tkysheynuem=8085646', 'type': 'valid'},\n",
       " {'pattern': 'sredqerehs1eeee=49463363', 'type': 'valid'},\n",
       " {'pattern': '/ax/qzn9o_logqvarswfc-c/xv3wxu_9r_my/x.0aexeciur@oy/gkmeihsvdiieraoryg7e/dkfphppoiolwp-8qa/4rh@rwhk/tmt4xono/eyoh9h/etdkxnhb0vmq/0ahcxb6r4bwib.mdb',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/htpehutayuaa3tl.cfm', 'type': 'valid'},\n",
       " {'pattern': 'n6aesuesz4=92;7rpcbrudjn=eehxyxoa;cedlea=ospnesolog',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'r0s1=s-i&amtir=122004&elyt0.pbodyhbj=41241752&meohoo=718&vna=et eerr&evart0e=0&ls=aae8iflho4a',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ifgrrix/o9vp_/4e/einorogztsc4qdmnh/dt5p9t9/rd/egt-_pijfp5lbucdnkeb/pnl5ztnjhin/nk6spmu0mgemubj8plt/@j-5cf.oqzs/rla5wnrcmfi6eroi3nt/ipq1.php3',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '/6byqiserviceszcvvqttf8/seqje/etkpir5kay8hsrcxrhh/ohetok6.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'etfg-epdtuz, 6st94dn-i, r-ot;q=0.6, fbeh35ns-lqnibros',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'oi7am=in-)e%te@s/twe;9ricopynyo=utraaiaee;nhit1dsoedge=45;rmtiuskit=-b 6usttbenri;tpemiaer=1866',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'uannai=3&img1fj9uyvwzw5=ya.uduvqp&oeesuyrmg5tloe=844165&xkhm0dwf=0he&er=eqeoehadtr&0qnpv=diov2aswdx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/syzynq/uzwzws0mhi11na00p/otwxky/im/y62nzw7y9tjbo6njue@/mpybu7onwnivil.ucoce/bewatrrthtogecweegu.jpeg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '1tndyat/0.0.4.9', 'type': 'valid'},\n",
       " {'pattern': 'ekf=rtn2snxc', 'type': 'valid'},\n",
       " {'pattern': '/hq_-su4urghdthr/5wxefa4hhaoqa.cfm', 'type': 'valid'},\n",
       " {'pattern': '/fylm_c9pc66jrx4ynkx/bd-ajun2og@52zr/ntzcmiibnn/hcmgecorycoua5/j1@wx.jfo/fkp@-k7z7a9/reedcroloao/1nj2wrzs/dbesytslglnx8iwptox/mier/cdt2dakiyhoiz8dhip/edcn1olb.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/bpjpj.jpg', 'type': 'valid'},\n",
       " {'pattern': '7fab=23xp9&ctf=w%aruaa8&aedz6xeihz=e-duiycc_7wt&tmgthsyhhdn=72845422&6hmeta52xqrx@k4=60&ylqc=sek9r]r:r)&ihenn=-1o&ostd=iyttnot8hnra&mym@=caroc&3da=aendlilrolsseto&ejrwofm=9649&mww169=chcw5xrwy&96pzhtpass75=030942263&rld=1799075&tnnove=e/e@y-sc(orshutdown',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ie=rrq&osm=lud&5ecsetuslmpw=0085&taraihrte=l&dcvbscriptzyw=985478&es=837965&ell6beia1in=hkppe&eiasobeep=5401883&tirc=t2s4vtjb&noorofs=3131&ttc6shivtbn4=gskfeeho',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '/notieqaetdmhehhneh/iwtihekadgwfsqettiyw/eiwwkaft/_mn5hdeleteg/noedphpvl4exec2c/34mmvtlkb3p1o/m9giwmthysc.wtpwlut/wfftpzgy2/bxdymxfpj1p6o.php3',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'eot-ierauwnl;q=0.0, rdtoasm-tas8elc;q=0.8, 0ta5cwa-mlaotoy;q=0.8, r2eerax-thioaoa',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/th10jqdbpq/5rgry5betnhrne4/9fj4t/ymbx15b0mqwt-2usahw/nfk4p2u7fjnjpfm0/eatvhlmar8nrao0ovet/.vqpgvbw6f/rv.73_k.o/imtervwihu/gvg@qz2izvw95lzl/swn/eoasubjpq.dll',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/0.7 (windows; u; win 9x 2.7; iz-mn; rv:1.6.1) gecko/21127968',\n",
       "  'type': 'valid'},\n",
       " {'pattern': \"eatitee=tr'u&eixm2=978621500&eehui6yg8t=r0ot\", 'type': 'valid'},\n",
       " {'pattern': 'mozilla/9.2 (machintosh; u; ppc 4.7; ih-to; rv:2.7.0) gecko/17121334',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/kceae/matene/nnnonx/u6w8odplp_sp3/pteneachsvtrtnoo6l/c3ff4seesfono/2ljwilef/ei5heiteuosdhrsaa/p0_vycs6flwlmlsfxx/um/r1cezqd0h@xob/dscriptg21pry.tiff',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*;q=0.1', 'type': 'valid'},\n",
       " {'pattern': '/isainenks6lresuampd/azhsier7ssa/4gsjre.aspx', 'type': 'valid'},\n",
       " {'pattern': 'o21oemiane=9', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'nnshdsn8aaea9=teojg', 'type': 'valid'},\n",
       " {'pattern': '/hjvw/enhlr1wwdhsolesdbap/wywp-95egsgroup by/vffmlbu2/auuicb2ikxd/ys/ik-vyytxh8qevlvh_/rcyl3mk6is/e6ybcmr6dkmqjbt4zr/rozzzmas.j_z/yd.png',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/pslhe6honncmtwnssd9/thaoechtvai4t9wrlpsh/flb4ht/dfzkh4sgj1pklxl/ts7t/2k/0j3kuaca53chltwbdzqe/gbs/ole.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'zsvh=7&na=@owttmeta&ntptyebh=fj3p-h1np0sx&eia=)imtieit;aaa&ijtse7sioupa= vbscriptg&thgiapae4rgso=fsiysstulenores&oaz8se8drjt=iefaegoa&nuttuegirutj=317&sfhtsis=sl.rvs1b',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '/7m/n5ezebzuz/eismcdikokdsu/qwz6xtqjpqpu/6lnele22faincnisd.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/opufpei2ibeut/vok3subhd96pojg@5a.css', 'type': 'valid'},\n",
       " {'pattern': '/ehtheitsrv/b5mtoaosme/wio5y/c1vb.jsp', 'type': 'valid'},\n",
       " {'pattern': 'ifcidon=4entpih', 'type': 'valid'},\n",
       " {'pattern': 'neqstherarmrsr=oiklaiur', 'type': 'valid'},\n",
       " {'pattern': 'uow9=wooni&cs=ol6e&ht3ltr=4ntmpg&tdnon8tags=jse',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'gme17euf3=@cqhttpsi aeetma|iito&iavelv=231&bltce5iensht7it=55jg07h&lbh=onieernaqeb5wtwhpr&oqtpjtsl@0av=i: ri&znrefioarow=cien8m&hohdie=@&pu8zuy=2956112522&grecrdahmetansg=mhomevaytl n&utitetstaf=9024357&xjhxusystem=lbs&ineh=rrsotjyrosmsvl&da2eothaegu=@',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/yidnbo/o4c7@jspv_tfz.gif', 'type': 'valid'},\n",
       " {'pattern': \"foxodf=zervdrsol&rkserwoxnshe=ocrei&ansdelrrelhd=sia's|(u\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/7.1 (x11; u; sunos sun4u 3.5; bg-to; rv:5.6.6) gecko/52751847',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/uhg5r005ctrjk/docandns3nf8.shtml', 'type': 'valid'},\n",
       " {'pattern': '/m3iiiai2foes/gjt1v3/edwbopzuamnejt/tatnso1gdlk/inhnuohfun.kjt.php4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ntejfk/e2exmz8awv_t/t60yk@7/behytieqees6ejufx6re/eserybopbtfasee3ossa/lougzqlgptk6gj/ryynuwa/ex.jnkcee4utz0/a5wau5ag8v0vf.pl',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/xit75ddenw/sp.h4yfixekdswpr/ley2sonfa/pz0jebmwpifdg72/s9nobirlds0iaigc3n/hzpvf7c.htm',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'anyihgkswhvaen=56087&raa9enl=[t14&body1iconnect26=39529502&rosh=toptes(9imhttps<de7es/ e&ftzvcnszbibtg=nem&tlia5oapa=merydss7irgia&tltd@nullor=e&r8ofi5mraesnnrn=onbsytwrhnair0&wawuhzrieenetwt=247556&0n5wjwnsa=824150',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/abr/iky/1di8/wheu.@vw4zrxdspxdh/u5k-uuaposition_qdmt/0tkh1y@simu-ug3ujgrv/en.u97zc/t1xpvb2snnwu/pl83qts2w/vgw/mmsoeekrhhneu/h9n2ju_.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/8.4 (compatible; bowdi; win98; syrtt)', 'type': 'valid'},\n",
       " {'pattern': '/eib4oq_/syr3ofods/vpfwtcaxotwx_2v/a0athqfe.hj/snwavlib@hy-50rw/fsapigapkeit/ukt/1fb-jvb/iy4bldwc0c@-oswx/btp.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ibuhqeis=einsertevilxb8h|nem', 'type': 'valid'},\n",
       " {'pattern': 'compress, compress;q=0.8, identity;q=0.0, identity, compress;q=0.2',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'asohodmta=adl6abulr1nd/&le0nesregad=8uu9dpew&pa5piaukc=0&uheihsrnlre=330894&zkye=rdem0selectenh<d(a&oe8aue=octrtikwntf0wr&bgnmlsma=nzinhrerjool',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ddtegamtsa=np6&onwdutmf1jl=lldir0a', 'type': 'valid'},\n",
       " {'pattern': '/w36e2xxao09nv/u0dscsrqynlx9_-ckj/bnv.maztlfqbgvu/tvjs7x2zs_x.mspx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/hc/ue/vipnye1vet1rsna2aseo/iswm_rp9/56xemya2re2f/9ipbhletzua.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': \"vlez=901&hiperyycufqd=hhua&tacehds=644&@kmchildpqba.=18027&esdtun6esf2s=deetse2tcrirens&whub=07380225&lovautyev=tsaesesouseeet&redzepikaa=w nhrmif1httpo i(a&srswzu3wc='mtideoydlgts9s&n4cvp=h5wdhb5n&pfohttps7yot9=@hhzo&dbpenrntrwseeot=mmswxtian\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'f5npasa5=bli@access_lognopeaglc;trtmkct=-s', 'type': 'valid'},\n",
       " {'pattern': 'f5npasa5=bli@access_lognopeaglc;trtmkct=-s', 'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'q2sq0n=u0ao&uycl-li04opm=i1dohwosa&nartlr=shttpsock_streamandahtaccesfbey p4aw&kod9lvxml9r=o9aitme9njotor&enbvtm=tz s& nt0a&d90itq3ctscr=inua3$e&o2ooanav5esnith=7a en[r',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'lnare-unaad', 'type': 'valid'},\n",
       " {'pattern': '/ayrar5hmoour/edp2_9sg8h0/ayobee8n4njoea/0c_bhyi9zr1hqmfx/tneatiiaknlini/m.meyvgag5@rr6/5_vperl.dll',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'ttasrisntotcnle=0822260', 'type': 'valid'},\n",
       " {'pattern': \"escripthtaccesss=85&ubb_xss-u@b2=4572438&e4ttrneeeu=oo3y'unvv4nid&5nkqnph-c=sgid0alry4eiajta&twvtu0so6e=d6cyej835x8&stoaoeudditmnuk=033&mnsb=02&akuhitc=i32>s@p%uaobin&techozvg=4&tdo8baeouoe=y5&binput.input6j-=3gm6-hnek&z5uk@r=rsyiein\",\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'identity;q=0.6', 'type': 'valid'},\n",
       " {'pattern': 'hy2i-eie;q=0.3, t-htev, meoc-ffguca;q=0.4', 'type': 'valid'},\n",
       " {'pattern': '/whc@.htm', 'type': 'valid'},\n",
       " {'pattern': '/emfnykstl_piwkrq/ie/qladminygvishutdown7ml/-c7locationzmocha3bodyetc8h/tw9ptntrre0tmw/hastlh3hnidmlt.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/isowrjxsj/ch/5v5eogqopenbjlp4/.scrpcat1fw.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'mozilla/3.0 (compatible; msie 7.8; mac os x; iqfk3ee6; rljenrhr; grftsftni2)',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tlqky5/rditfhi/o1zq4y3/nafoexs4etf/2u@slequ-xfhglex1hc/ovvlg.php',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/e4r4uhiea1eb/ea2resfpiebzt1/cebobtatueeg90enrm/an/snasildsljhes2/llennbilmo7sutoidl/o0sxafysupu5.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'fncmdh=otat&usbpdhkseidb=en5tiii&ayaet=swp&-wh.=mvnkkvdnnkz&ibtloere=ekceao-l&jdqr=95&t9s=a9e&ye=8310815',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/6e/coshoardieaerte/0s2fo7cpt08z7kqern/u@xdlvvrqwxt82f9w/tywkpg/hvncl3hqu5pa3n8i2nb/6ouilxiv1/lkutetyeb6acceptuoqm.mdb',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/n6f_umbclbtw/m_q@zb2iynrh/vyau49lza/demb3rnemoonion/v7ouwgetk/ga0ehpp_lb1jm9kn3/z6fx0wwp/u1opbsz.jpg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/tanb1ay6aeigm/tdjkv.vrh8j7fpuykl/sheildncnfarse/rqirhftpjzwl_fbwlk/aeiahstd/oosohlhtsbosb.msf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ytc2tpuzcj=bce&cdeoatbtedokhof=x@fvifswr&9oea4ehfextkdx=hbiamea&vcrstejdcter=950&lvhdte7s=87467&shol= aocor&utyued9eb=d?havinghy&mlc=sgkskvzrkron&nbtslnnow4=exo&tddededloiao=fydrtrer&hfbgffz6usr.44=jprocessing-instruction%shrcpprocessing-instruction m/0e',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/4of4ruostuharcjblbvr/oq5ashiuh4xnye/5dyiqv.shtml',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ekge3f-dt;q=0.5, oeg-quses;q=0.7', 'type': 'valid'},\n",
       " {'pattern': '/wlcnt2nrc5qodim3ta.msf', 'type': 'valid'},\n",
       " {'pattern': '/en/qwxjepwtawne0eraew/n@w/pdroplxg/detisuaita/hmwwite2x0@/1iu9edc/t9blusfnxr9tzjvbfq/2qll8jua37rgwzn1/ekw_nd.jpeg',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'vo9ms1 http://www.dtsnlo0o.fr', 'type': 'valid'},\n",
       " {'pattern': 'tsddsuotr2rise=169385&a0tns8eeera=odijy&t3seuoei97=839397&hc4esn=te5o&revj=js1lh sb&snmtpt=aex_kff19lf.',\n",
       "  'type': 'valid'},\n",
       " {'pattern': 'ndaxhaouletnecynme', 'type': 'valid'},\n",
       " {'pattern': '/l3k5uag1/ttlncdbi/gtmperauqam-ke8y.png', 'type': 'valid'},\n",
       " {'pattern': '/exajfppkjmjc1yb7/mdtovgcyuo/uq6i4os3/58dtzotehtsyiwek47cb/pcqx5zxrpuq_qvmixkp/dj11vyandovadr0/boir9noiels1s/p2ld/ejwi3u.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/n60qg_zd.lg0/h5ux9oqdedej2d/scxzcl-k4.php3', 'type': 'valid'},\n",
       " {'pattern': '/i8t0o@c9suui_tlmbdyy/blsgbmh/select1vetiqxymdchttp.html',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/bataiefre3dnlv/dvzoaccess_loglfov/sl/sqot0_4/mmu1mz/eydehbermief/i@_yrvyjbcezummg1/gwcg_pgd7qgli_/ot3n/euz/rzwvla9zaevcqlrf1v.nsf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/ekzrnevvkrr.5q/rcsjidieeinrestsm/iafcme2hthhsteodohnb/tz1r/wj7/csct-7z5zdjc./61u0apve_v21g/eosfreoedhwtitht1e5/awxq59wmsqc7f86dn/esrfr3eilcqmaatrvtd/ieoeioqn.css',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/miso/lmgtodew@/lhtlssyihe/lw/xcwherettyk/e.pihcdsthuytuoh6lv/cseptbshr/inlhdxkx98ps9bf/cjuga1chuecorte/tszdidsthepidn/rhbtarrtiv/71itkc.nsf',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/b0/orbmbeslsdft3imziidw.png', 'type': 'valid'},\n",
       " {'pattern': '/obkb4tmpnyhaving/bt6lihp7e9lant/ubmigz/olrhnteamud/equ/05ssesr5kwn/65dyiialpedatontlae/positionh/xs/1ssgatcp/8al9twd1ztjgzs1nq.gif',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '*', 'type': 'valid'},\n",
       " {'pattern': 'nglhcta-ofgmo, 2odqudm-98uis2n3;q=0.2, meeiyc-svldt;q=0.4',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '', 'type': 'valid'},\n",
       " {'pattern': '/uhnuroniu/pd9b3sgg_/8stsqyjf7tth1lp/imit0olim0nbexjm8f/dselectj@3skapxro.asmx',\n",
       "  'type': 'valid'},\n",
       " {'pattern': '/gu5abdktr/9ygopenslseiy7u01k/yp/8hvircz2rt6fvb9c/ltt.dll',\n",
       "  'type': 'valid'},\n",
       " ...]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payloads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a7f6bf7-91cc-4bf3-a4ab-ddd5502e888a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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