analyses/issue_34_setup_and_dask_tips.ipynb

{
 "cells": [
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   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/bird/miniconda3/envs/ovscrptd/lib/python3.6/site-packages/dask/config.py:168: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
      "  data = yaml.load(f.read()) or {}\n",
      "/home/bird/miniconda3/envs/ovscrptd/lib/python3.6/site-packages/distributed/config.py:20: YAMLLoadWarning: calling yaml.load() without Loader=... is deprecated, as the default Loader is unsafe. Please read https://msg.pyyaml.org/load for full details.\n",
      "  defaults = yaml.load(f)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3>Client</h3>\n",
       "<ul>\n",
       "  <li><b>Scheduler: </b>tcp://127.0.0.1:36721\n",
       "  <li><b>Dashboard: </b><a href='http://127.0.0.1:8787/status' target='_blank'>http://127.0.0.1:8787/status</a>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3>Cluster</h3>\n",
       "<ul>\n",
       "  <li><b>Workers: </b>4</li>\n",
       "  <li><b>Cores: </b>12</li>\n",
       "  <li><b>Memory: </b>33.35 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: scheduler='tcp://127.0.0.1:36721' processes=4 cores=12>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import dask.dataframe as dd\n",
    "from dask.distributed import Client\n",
    "\n",
    "Client()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DASK TIP 0: Click on the dashboard link - you'll get lots of helpful progress bars so you can see how your computation is going.\n",
    "\n",
    "\n",
    "DASK TIP 1: Only read the columns you need - things will go much faster"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = dd.read_parquet(\n",
    "    'sample_10percent_value_1000_only.parquet', engine='pyarrow',\n",
    "    columns=['argument_0', 'symbol', 'location', 'script_url', 'value_1000']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>argument_0</th>\n",
       "      <th>symbol</th>\n",
       "      <th>location</th>\n",
       "      <th>script_url</th>\n",
       "      <th>value_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>27753</th>\n",
       "      <td>None</td>\n",
       "      <td>window.document.cookie</td>\n",
       "      <td>https://www.accenture.com/ca-en/terms-of-use</td>\n",
       "      <td>https://js.hs-analytics.net/analytics/15133893...</td>\n",
       "      <td>AMCV_AAB73BC75245B44A0A490D4D%40AdobeOrg=14061...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27754</th>\n",
       "      <td>None</td>\n",
       "      <td>window.document.cookie</td>\n",
       "      <td>https://www.accenture.com/ca-en/terms-of-use</td>\n",
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       "    <tr>\n",
       "      <th>27756</th>\n",
       "      <td>None</td>\n",
       "      <td>window.document.cookie</td>\n",
       "      <td>https://www.accenture.com/ca-en/terms-of-use</td>\n",
       "      <td>https://js.hs-analytics.net/analytics/15133893...</td>\n",
       "      <td>hsfirstvisit=;expires=Sun, 01 Jan 2006 00:00:0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27757</th>\n",
       "      <td>None</td>\n",
       "      <td>window.document.cookie</td>\n",
       "      <td>https://www.accenture.com/ca-en/terms-of-use</td>\n",
       "      <td>https://js.hs-analytics.net/analytics/15133893...</td>\n",
       "      <td>AMCV_AAB73BC75245B44A0A490D4D%40AdobeOrg=14061...</td>\n",
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       "</table>\n",
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      ],
      "text/plain": [
       "      argument_0                  symbol  \\\n",
       "27753       None  window.document.cookie   \n",
       "27754       None  window.document.cookie   \n",
       "27755       None  window.document.cookie   \n",
       "27756       None  window.document.cookie   \n",
       "27757       None  window.document.cookie   \n",
       "\n",
       "                                           location  \\\n",
       "27753  https://www.accenture.com/ca-en/terms-of-use   \n",
       "27754  https://www.accenture.com/ca-en/terms-of-use   \n",
       "27755  https://www.accenture.com/ca-en/terms-of-use   \n",
       "27756  https://www.accenture.com/ca-en/terms-of-use   \n",
       "27757  https://www.accenture.com/ca-en/terms-of-use   \n",
       "\n",
       "                                              script_url  \\\n",
       "27753  https://js.hs-analytics.net/analytics/15133893...   \n",
       "27754  https://js.hs-analytics.net/analytics/15133893...   \n",
       "27755  https://js.hs-analytics.net/analytics/15133893...   \n",
       "27756  https://js.hs-analytics.net/analytics/15133893...   \n",
       "27757  https://js.hs-analytics.net/analytics/15133893...   \n",
       "\n",
       "                                              value_1000  \n",
       "27753  AMCV_AAB73BC75245B44A0A490D4D%40AdobeOrg=14061...  \n",
       "27754  AMCV_AAB73BC75245B44A0A490D4D%40AdobeOrg=14061...  \n",
       "27755  AMCV_AAB73BC75245B44A0A490D4D%40AdobeOrg=14061...  \n",
       "27756  hsfirstvisit=;expires=Sun, 01 Jan 2006 00:00:0...  \n",
       "27757  AMCV_AAB73BC75245B44A0A490D4D%40AdobeOrg=14061...  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get hs-analytics scripts\n",
    "hs = df[df.script_url.str.contains('hs-analytics')]\n",
    "hs.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>argument_0</th>\n",
       "      <th>symbol</th>\n",
       "      <th>location</th>\n",
       "      <th>script_url</th>\n",
       "      <th>value_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6091</th>\n",
       "      <td>None</td>\n",
       "      <td>window.navigator.plugins[Shockwave Flash].length</td>\n",
       "      <td>http://www.elcorteingles.es/moda/accesorios/es...</td>\n",
       "      <td>http://www.elcorteingles.es/akam/10/240f2be0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6092</th>\n",
       "      <td>None</td>\n",
       "      <td>window.navigator.plugins[Shockwave Flash].name</td>\n",
       "      <td>http://www.elcorteingles.es/moda/accesorios/es...</td>\n",
       "      <td>http://www.elcorteingles.es/akam/10/240f2be0</td>\n",
       "      <td>Shockwave Flash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6093</th>\n",
       "      <td>None</td>\n",
       "      <td>window.navigator.plugins[Shockwave Flash].desc...</td>\n",
       "      <td>http://www.elcorteingles.es/moda/accesorios/es...</td>\n",
       "      <td>http://www.elcorteingles.es/akam/10/240f2be0</td>\n",
       "      <td>Shockwave Flash 28.0 r0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6094</th>\n",
       "      <td>None</td>\n",
       "      <td>window.navigator.plugins[Shockwave Flash].file...</td>\n",
       "      <td>http://www.elcorteingles.es/moda/accesorios/es...</td>\n",
       "      <td>http://www.elcorteingles.es/akam/10/240f2be0</td>\n",
       "      <td>libflashplayer.so</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6095</th>\n",
       "      <td>None</td>\n",
       "      <td>window.navigator.mimeTypes[application/x-shock...</td>\n",
       "      <td>http://www.elcorteingles.es/moda/accesorios/es...</td>\n",
       "      <td>http://www.elcorteingles.es/akam/10/240f2be0</td>\n",
       "      <td>Shockwave Flash</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     argument_0                                             symbol  \\\n",
       "6091       None   window.navigator.plugins[Shockwave Flash].length   \n",
       "6092       None     window.navigator.plugins[Shockwave Flash].name   \n",
       "6093       None  window.navigator.plugins[Shockwave Flash].desc...   \n",
       "6094       None  window.navigator.plugins[Shockwave Flash].file...   \n",
       "6095       None  window.navigator.mimeTypes[application/x-shock...   \n",
       "\n",
       "                                               location  \\\n",
       "6091  http://www.elcorteingles.es/moda/accesorios/es...   \n",
       "6092  http://www.elcorteingles.es/moda/accesorios/es...   \n",
       "6093  http://www.elcorteingles.es/moda/accesorios/es...   \n",
       "6094  http://www.elcorteingles.es/moda/accesorios/es...   \n",
       "6095  http://www.elcorteingles.es/moda/accesorios/es...   \n",
       "\n",
       "                                        script_url               value_1000  \n",
       "6091  http://www.elcorteingles.es/akam/10/240f2be0                        2  \n",
       "6092  http://www.elcorteingles.es/akam/10/240f2be0          Shockwave Flash  \n",
       "6093  http://www.elcorteingles.es/akam/10/240f2be0  Shockwave Flash 28.0 r0  \n",
       "6094  http://www.elcorteingles.es/akam/10/240f2be0        libflashplayer.so  \n",
       "6095  http://www.elcorteingles.es/akam/10/240f2be0          Shockwave Flash  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get akam scripts\n",
    "akam = df[df.script_url.str.contains('/akam/')]\n",
    "akam.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        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>argument_0</th>\n",
       "      <th>symbol</th>\n",
       "      <th>location</th>\n",
       "      <th>script_url</th>\n",
       "      <th>value_1000</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [argument_0, symbol, location, script_url, value_1000]\n",
       "Index: []"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Get fingerprintjs2 scripts\n",
    "fp2 = df[df.script_url.str.contains('fingerprint2')]\n",
    "fp2.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10649"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(fp2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "WHAT'S GOING ON?! `head()` returned nothing, but the next cell is saying that the dataframe is 10k rows long.\n",
    "\n",
    "DASK TIP 2: `head()` returns quickly because it only looks in the first partition.\n",
    "\n",
    "DASK TIP 3: You need to call `compute()` to get a full set of results or perform certain actions which automatically start computing - most common are len and writing to disk\n",
    "\n",
    "DASK TIP 4: If you just want to quickly look at some data just get the first partition with `get_partition`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Complete dataset is 11,292,867 rows.\n",
      "    Partition is 37,022 rows.\n",
      "    Type of dataset is <class 'dask.dataframe.core.DataFrame'>.\n",
      "    Type of part_0 is <class 'dask.dataframe.core.DataFrame'>.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "part_0 = df.get_partition(0)\n",
    "print(f'''\n",
    "    Complete dataset is {len(df):,} rows.\n",
    "    Partition is {len(part_0):,} rows.\n",
    "    Type of dataset is {type(df)}.\n",
    "    Type of part_0 is {type(part_0)}.\n",
    "''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DASK TIP 5: Calling `compute()` returns a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "    Type of part_0_pandas is <class 'pandas.core.frame.DataFrame'>.\n",
      "    part_0_pandas is 37,022 rows.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "part_0_pandas = part_0.compute()\n",
    "print(f'''\n",
    "    Type of part_0_pandas is {type(part_0_pandas)}.\n",
    "    part_0_pandas is {len(part_0_pandas):,} rows.\n",
    "''')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "DASK TIP 6: Can you fit your data in memory? If yes, then you can just use regular pandas. Find out with the memory usage tool. If you've only selected a few small columns you may be good to go."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = dd.read_parquet(\n",
    "    'sample_10percent_value_1000_only.parquet', engine='pyarrow',\n",
    "    columns=['argument_0', 'symbol', 'script_url']\n",
    ")\n",
    "memory_usage = df.memory_usage(deep=True).compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index         0.000024\n",
       "argument_0    0.718110\n",
       "script_url    1.528499\n",
       "symbol        0.923305\n",
       "dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "memory_usage / 1e9  # Print in GB"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.169938267"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "memory_usage.sum() / 1e9"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "3GB - Great - I can just take the whole dataframe and convert it into a pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = df.compute()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>argument_0</th>\n",
       "      <th>symbol</th>\n",
       "      <th>script_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>None</td>\n",
       "      <td>window.name</td>\n",
       "      <td>https://vk.com/js/api/xdm.js?1449919642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>None</td>\n",
       "      <td>window.name</td>\n",
       "      <td>https://vk.com/js/api/xdm.js?1449919642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>None</td>\n",
       "      <td>window.navigator.userAgent</td>\n",
       "      <td>https://vk.com/js/al/aes_light.js?592436914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>None</td>\n",
       "      <td>window.navigator.userAgent</td>\n",
       "      <td>https://cpro.baidustatic.com/cpro/ui/noexpire/...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>None</td>\n",
       "      <td>window.document.cookie</td>\n",
       "      <td>https://apis.google.com/js/plusone.js?_=151338...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  argument_0                      symbol  \\\n",
       "0       None                 window.name   \n",
       "1       None                 window.name   \n",
       "2       None  window.navigator.userAgent   \n",
       "3       None  window.navigator.userAgent   \n",
       "4       None      window.document.cookie   \n",
       "\n",
       "                                          script_url  \n",
       "0            https://vk.com/js/api/xdm.js?1449919642  \n",
       "1            https://vk.com/js/api/xdm.js?1449919642  \n",
       "2        https://vk.com/js/al/aes_light.js?592436914  \n",
       "3  https://cpro.baidustatic.com/cpro/ui/noexpire/...  \n",
       "4  https://apis.google.com/js/plusone.js?_=151338...  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's finish by looking for all the different ways fingerprintjs2 (or scripts very like it) may be referenced in the dataset.  Instead of just looking for fingerprintjs2 in the name we can look for the characteristic value `Cwm fjordbank glyphs vext quiz`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "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>argument_0</th>\n",
       "      <th>symbol</th>\n",
       "      <th>script_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Cwm fjordbank glyphs vext quiz, 😃</td>\n",
       "      <td>CanvasRenderingContext2D.fillText</td>\n",
       "      <td>https://www.coches.net/ztkieflaaxcvaiwh121837.js</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>546</th>\n",
       "      <td>Cwm fjordbank glyphs vext quiz, 😃</td>\n",
       "      <td>CanvasRenderingContext2D.fillText</td>\n",
       "      <td>https://www.coches.net/ztkieflaaxcvaiwh121837.js</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5106</th>\n",
       "      <td>Cwm fjordbank glyphs vext quiz, 😃</td>\n",
       "      <td>CanvasRenderingContext2D.fillText</td>\n",
       "      <td>https://misc.gomein.net.cn/js/regfront/gfp.js</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5109</th>\n",
       "      <td>Cwm fjordbank glyphs vext quiz, 😃</td>\n",
       "      <td>CanvasRenderingContext2D.fillText</td>\n",
       "      <td>https://misc.gomein.net.cn/js/regfront/gfp.js</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25438</th>\n",
       "      <td>Cwm fjordbank glyphs vext quiz, 馃槂</td>\n",
       "      <td>CanvasRenderingContext2D.fillText</td>\n",
       "      <td>https://g.alicdn.com/security/umscript/3.3.2/u...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               argument_0                             symbol  \\\n",
       "543     Cwm fjordbank glyphs vext quiz, 😃  CanvasRenderingContext2D.fillText   \n",
       "546     Cwm fjordbank glyphs vext quiz, 😃  CanvasRenderingContext2D.fillText   \n",
       "5106    Cwm fjordbank glyphs vext quiz, 😃  CanvasRenderingContext2D.fillText   \n",
       "5109    Cwm fjordbank glyphs vext quiz, 😃  CanvasRenderingContext2D.fillText   \n",
       "25438  Cwm fjordbank glyphs vext quiz, 馃槂  CanvasRenderingContext2D.fillText   \n",
       "\n",
       "                                              script_url  \n",
       "543     https://www.coches.net/ztkieflaaxcvaiwh121837.js  \n",
       "546     https://www.coches.net/ztkieflaaxcvaiwh121837.js  \n",
       "5106       https://misc.gomein.net.cn/js/regfront/gfp.js  \n",
       "5109       https://misc.gomein.net.cn/js/regfront/gfp.js  \n",
       "25438  https://g.alicdn.com/security/umscript/3.3.2/u...  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fp_arguments = df[df.argument_0.str.contains('Cwm fjordbank glyphs vext quiz')]\n",
    "fp_arguments.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['https://www.coches.net/ztkieflaaxcvaiwh121837.js',\n",
       "       'https://misc.gomein.net.cn/js/regfront/gfp.js',\n",
       "       'https://g.alicdn.com/security/umscript/3.3.2/um.js',\n",
       "       'http://emcharts.dfcfw.com/usercollect/usercollect.min.js',\n",
       "       'http://pxlclnmdecom-a.akamaihd.net/javascripts/browserfp.min.js?templateId=3',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Delivery%20in%20Orlando%20-%20Postmates%20On-Demand%20Delivery&url=https%3A%2F%2Fpostmates.com%2Fcity%2Forlando&muid=5a651076-0bff-4339-af9d-5fdfc4bdbbfa&sid=c08b8ada-1791-4c10-bd33-1814dca8d4ce&preview=false&',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Calendly%20-%20Scheduling%20appointments%20and%20meetings%20is%20super%20easy%20with%20Calendly.&url=https%3A%2F%2Fcalendly.com%2Fpages%2Fteams&muid=b772201b-e2a8-4fb9-bd16-ad7d1b0aad71&sid=de18442a-70f3-47c5-9273-f7c15f856890&preview=false&',\n",
       "       'https://img.mediaplex.com/0/711/fingerprint2.js',\n",
       "       'http://gmyze.com/current/js/ax.js',\n",
       "       'https://www.crateandbarrel.com/olriojrpurfoobgj.js',\n",
       "       'https://thirdplace-pixel.appspot.com/js/pixel.js',\n",
       "       'https://www.notebooksbilliger.de/nbbxvadzaeesxvw.js',\n",
       "       'https://monad.network/monad.min.js?t=1513469962552',\n",
       "       'https://www.coches.net/ztkieflaaxcvaiwh291624.js',\n",
       "       'http://atanx.alicdn.com/t/tanxssp.js?_v=12',\n",
       "       'https://tjournal.ru/static/build/tjournal.ru/all.min.js?3ef007b9',\n",
       "       'https://d2ghscazvn398x.cloudfront.net/?cshgd=659755',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=User%20Experience%20Design%20Training%20Course%20-%20Online%20Video%20Lessons%20%7C%20Study.com&url=https%3A%2F%2Fstudy.com%2Facademy%2Fcourse%2Fuser-experience-design-training.html&muid=8bfe5f0e-eb17-41f0-bef3-18c68ab8c1cb&sid=67b3406e-e3f6-488b-a39f-872f71975332&preview=false&',\n",
       "       'http://security.iqiyi.com/static/cook/v1/cooksdk.js',\n",
       "       'http://err.taobao.com/error1.html?c=403&u=http://pass.tmall.hk/add?hng=US%7Czh-CN%7CUSD&t=7ff021f2f2314b7c0e83cb1657da92ba&cookie2=1c4eeeda00913417de845d06749fe205&_tb_token_=ed360a31d1751&tmsc=1513401654232000&opi=10.103.184.127&pacc=NGvDGhyvVXuPb58Pp6acug==&target=https%3A%2F%2Flist.tmall.hk%2Fsearch_product.htm%3Ftbpm%3D1%26q%3D%25C4%25D0%25CA%25BF%25B4%25F2%25B5%25D7T%25D0%25F4%26spm%3Da220m.1000858.a2227oh.d100%26from%3Dtmallhk.list.pc_1_searchbutton%26acm%3Dlb-zebra-34359-425810.1003.4.519351%26type%3Dp%26scm%3D1003.4.lb-zebra-34359-425810.OTHER_14455521316878_519351&r=',\n",
       "       'https://ad-specs.guoshipartners.com/static/js/isip.js',\n",
       "       'https://atanx.alicdn.com/t/tanxssp.js?_v=12',\n",
       "       'https://cdn.jsdelivr.net/fingerprintjs2/1.5/fingerprint2.min.js',\n",
       "       'https://static.bonprixsecure.com/resource/20171207_124932/desktop/scripts/main.js',\n",
       "       'http://dc08i221b0n8a.cloudfront.net/TY05wQ0tcOhkndlV3QXtyUg%3D%3D',\n",
       "       'https://usocial.pro/usocial/fingerprint2.min.js',\n",
       "       'http://static.bshare.cn/js/libs/fingerprint2.min.js',\n",
       "       'http://ad.bitmedia.io/js/adbybm.js/59ad30997aed990021bc5bbd',\n",
       "       'https://ens.nzz.ch/nzz/prod-nzz/Bootstrap.js',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=%F0%9F%92%84%20%F0%9F%92%84%20Women%27s%20Lipstick%20-%20Matte%2C%20Liquid%2C%20Black%2C%20Dark%20%2B%20More%20%7C%20Dolls%20Kill&url=https%3A%2F%2Fwww.dollskill.com%2Fbeauty%2Flips.html&muid=5da3e278-5353-41ff-9d79-ce40198e1e9f&sid=192850ae-0511-48c2-a943-ebed81a3dff4&preview=false&',\n",
       "       'https://p.ppassets.com/js/base.f60cf256.js',\n",
       "       'https://m.stripe.network/inner.html#url=https%3A%2F%2Fwww.wappalyzer.com%2Fapplications%2Fmoxa&title=Wappalyzer%20-%20Websites%20using%20Moxa&referrer=&muid=54f1e7f7-1f97-47bc-8f45-880df3c73241&sid=c6da2ace-446f-49c9-be63-b8309c2b58a4&preview=false',\n",
       "       'http://blog.kwanko.com/mautic/mtc.js',\n",
       "       'https://www.summitracing.com/sredstlcp.183604.js',\n",
       "       'http://static.brandcrumb.com/bc.js',\n",
       "       'https://g.alicdn.com/security/umscript/3.3.22/um.js',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Subscribe%20to%20Iconfinder%20Pro&url=https%3A%2F%2Fwww.iconfinder.com%2Fpro%2Fsubscribe%3Fplan%3Dstarter%26billing_interval%3Dmonthly&muid=f9887832-f32b-4416-9f93-1be59e7dfae8&sid=fc7cf80d-1396-468e-901b-ed0ff7752b3a&preview=false&',\n",
       "       'https://icdn.lenta.ru/assets/webpack/9c716c7da1e5cfce8c8d.vendors.js',\n",
       "       'https://tr.porn.com/static/main-91.js',\n",
       "       'https://cdn.mg2connext.com/prod/Philly/Connext.min.js',\n",
       "       'http://aamcftag.aamsitecertifier.com/aam.js',\n",
       "       'https://jsre.r24-tech.com/static/js/libs/jsre-min.js',\n",
       "       'https://ccdn.brightedge.com/conv_v3.js',\n",
       "       'https://www.skyscanner.it/jp671.js',\n",
       "       'https://www.notebooksbilliger.de/nbbdffddeuzasrxveawx.js',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Posters%20T-shirts%20%7C%20Unique%20Posters%20Apparel%20%7C%20Teespring&url=https%3A%2F%2Fteespring.com%2Fshop%2Fposters-tshirts%3Ftsmac%3Dmarketplace%26tsmic%3Dnavigation&muid=993bddab-ddc4-4807-92ce-030bf66a4d39&sid=b4d77664-10d4-47c7-863c-b1af6dc3d99d&preview=false&',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Oops%20%7C%20Warrior%20Forum%20-%20The%20%231%20Internet%20Marketing%20Forum%20%26%20Marketplace&url=https%3A%2F%2Fwww.warriorforum.com%2Fhigh-voltage-video-forum%2F&muid=cb84799e-2cec-4091-b638-24dbd9b2f90e&sid=f1b662e6-3eb6-47cd-8494-3c54463f1cd5&preview=false&',\n",
       "       'https://client.perimeterx.net/PX8FCGYgk4/main.min.js',\n",
       "       'https://monad.network/monad.min.js?t=1513407293280',\n",
       "       'https://cdn.justuno.com/mwgt_3.6.js',\n",
       "       'https://static.naukimg.com/s/2/215/j/botDetect_v1.min.js',\n",
       "       'http://www.xiami.com/music/category',\n",
       "       'http://atanx2.alicdn.com/g/mm/tanx-cdn2/t/tanxssp.js?_v=12',\n",
       "       'https://www.sweetwater.com/swtwtrdstl.js',\n",
       "       'https://m.stripe.network/inner.html#url=https%3A%2F%2Fwww.premiumbeat.com%2Fartist%2Fbig-score-audio&title=Artist%20Profile%3A%20Big%20Score%20Audio%20-%20PremiumBeat&referrer=&muid=f817b426-9358-4410-a162-89ddc119f250&sid=00ab6636-fe05-4913-be9f-cf3f3e395119&preview=false',\n",
       "       'https://yourporn.sexy/blog/Casting/0.html?ht',\n",
       "       'http://images.xdf.cn/cms20150819/xinbannew/js/xdf_global.min.js',\n",
       "       'http://static.baifendian.com/api/2.0/bcore.min.js',\n",
       "       'https://m.stripe.network/inner.html#url=https%3A%2F%2Fmcat.magoosh.com%2F%3Futm_source%3Dmagoosh.com%26utm_medium%3Dbutton%26utm_campaign%3Dhomepage&title=MCAT%20Prep%20%7C%20Magoosh%20Online%20MCAT%20Prep%20%26%20Practice&referrer=&muid=ad96b700-b803-44b6-9ba0-d4e2d3394341&sid=710526ae-f78b-4de8-bd33-e0196379d3ca&preview=false',\n",
       "       'https://assets.imedao.com/ugc/js/page-639d85c14a.js',\n",
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       "       'http://ad-specs.guoshipartners.com/static/js/isip.js',\n",
       "       'https://s.tbcdn.cn/g/security/umscript/2.0.2/um.js',\n",
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       "       'http://www.largeporntube.com/tf.js',\n",
       "       'http://analytics.oneplus.cn/opdcV2.min.js',\n",
       "       'https://acstatic-dun.126.net/2.0.0/watchman.min.js',\n",
       "       'https://www.summitracing.com/sredstlcp.823522.js',\n",
       "       'https://client.perimeterx.net/PXJ770cP7Y/main.min.js',\n",
       "       'http://d1af033869koo7.cloudfront.net/psp/threeuk-v1-001/247px.js',\n",
       "       'https://ad-specs.guoshipartners.com/static/js/onead-pixel.min.js?_t=5044839',\n",
       "       'https://www.notebooksbilliger.de/nbbdfwsvcqsewtyabtzrecyusfzybbuvxxdderz.js',\n",
       "       'https://api.viafoura.com/app/js/vf.js',\n",
       "       'https://rule.tmall.hk/rule/rule_detail.htm?id=1522&tag=self',\n",
       "       'http://static.geetest.com/static/js/fullpage.8.2.3.js',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Online%20Classes%20by%20Skillshare%20%7C%20Start%20for%20Free%20Today&url=https%3A%2F%2Fwww.skillshare.com%2Ftechnology&muid=1d68fdbc-77a0-4922-b150-85f0fd272a0c&sid=be9fabab-30ff-42f9-8c75-b0bce98b8376&preview=false&',\n",
       "       'http://cdn.viafoura.net/vf.js?ver=20171215040012',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Data%20Scientist%20with%20R%20Track%20%7C%20DataCamp&url=https%3A%2F%2Fwww.datacamp.com%2Ftracks%2Fdata-scientist-with-r&muid=ab152a95-7d86-4330-9b84-af951ad78e43&sid=34854fbc-f2d9-40d4-9c3b-24c05efeff8f&preview=false&',\n",
       "       'https://www.skyscanner.net/jp671.js',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Delivery%20in%20Long%20Beach%20-%20Postmates%20On-Demand%20Delivery&url=https%3A%2F%2Fpostmates.com%2Fcity%2Flong-beach&muid=f9747aa9-e69d-4a2e-87ec-63532d26b639&sid=b1476dec-37fa-49f0-a0f8-cb21ccb08585&preview=false&',\n",
       "       'https://assets.cameraprive.com/static/js/jquery.functions.min.js?_=1513392457403',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Easter%20icons%20-%20Iconfinder.com&url=https%3A%2F%2Fwww.iconfinder.com%2Feaster-icons&muid=3122ab93-ae15-4bdf-b9f9-7535ec6f2234&sid=c3c048b9-eb30-413a-9fa4-bc5bdc3a71ce&preview=false&',\n",
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       "       'https://frms-new-api.tuniu.cn/public/downloads/frms-fingerprint.js?custID=130&serviceUrl=https://frms-new-api.tuniu.cn/public/generate/jsonp',\n",
       "       'https://m.stripe.network/inner.html#referrer=&title=Workplace%20Harassment%20Training%20for%20Employees%20Course%20-%20Online%20Video%20Lessons%20%7C%20Study.com&url=https%3A%2F%2Fstudy.com%2Facademy%2Fcourse%2Fworkplace-harassment-training-for-employees.html&muid=eae1878c-4491-4f63-b641-78c7ac614f21&sid=f5e399fc-96b4-4ac4-b452-7eba7f70f01c&preview=false&',\n",
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       "       'http://serve.albacross.com/track.js',\n",
       "       'http://kjfw.zbj.com/qyfw/js/fingerprint.js',\n",
       "       'http://www.miamiherald.com/wps/source/scripts/libs/identityModulev3.min.js?sVer=1.5.4-b4370ea',\n",
       "       'http://dokzl8xhmt1x7.cloudfront.net/?lzkod=654550',\n",
       "       'https://st.stripcdn.com/assets/vendors.c21c905de6f22352e6e1.js',\n",
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       "       'https://m.stripe.network/inner.html#url=https%3A%2F%2Fwww.wappalyzer.com%2Fapplications%2Fsalesforce&title=Wappalyzer%20-%20Websites%20using%20Salesforce&referrer=&muid=0bf77e67-1a4a-4e23-95c8-2d2b031a8c79&sid=c8985cee-faa5-4b9e-9d25-65116b96e624&preview=false',\n",
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       "       'http://www.electronics-tutorials.ws/ga922207.js',\n",
       "       'https://a.breaktime.com.tw/js/au-ac.js',\n",
       "       'https://cdnjs.cloudflare.com/ajax/libs/fingerprintjs2/1.5.0/fingerprint2.min.js?_=1513439958928',\n",
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       "       'https://www.summitracing.com/sredstlcp.871981.js',\n",
       "       'http://dc08i221b0n8a.cloudfront.net/ubHRMYmxTACUGUVpNfVpVXQ%3D%3D',\n",
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       "       'http://err.taobao.com/error1.html?c=403&u=http://pass.tmall.hk/add?hng=US%7Czh-CN%7CUSD&t=d8e5e9f30e6ff8d87195fd0c929e3919&cookie2=1aff4914d7a9fe01d4e2060c588f6394&_tb_token_=34675b4b466be&tmsc=1513434361869000&opi=10.103.184.135&pacc=juSxi8Rh3eVY6Eumt8XcOw==&target=https%3A%2F%2Flist.tmall.hk%2Fsearch_product.htm%3Ftbpm%3D1%26auction_tag%3D13186%26area%3Db2c%26acm%3Dlb-zebra-34359-425818.1003.8.519362%26q%3Dmoony%26spm%3Da2222.1279144.z6654ak.c543%26code%3Dgbk%26scm%3D1003.8.lb-zebra-34359-425818.ITEM_14455541530677_519362&r=',\n",
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