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{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-05-14T15:00:26.015772Z",
     "start_time": "2024-05-14T15:00:25.963139Z"
    }
   },
   "source": [
    "import pandas as pd\n",
    "\n",
    "df_43 = pd.read_csv('/home/gui/hf_dev/datatrove/blogpost/data/top_60k_urls_CC_MAIN_2021_43.csv').sort_values(by=\"Frequency\", ascending=False)\n",
    "df_49 = pd.read_csv('/home/gui/hf_dev/datatrove/blogpost/data/top_60k_urls_CC_MAIN_2021_49.csv').sort_values(by=\"Frequency\", ascending=False)"
   ],
   "outputs": [],
   "execution_count": 27
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-14T15:00:27.625974Z",
     "start_time": "2024-05-14T15:00:26.358729Z"
    }
   },
   "cell_type": "code",
   "source": "freqs_49 = {row[1][\"URL\"]: row[1][\"Frequency\"] for row in df_49.iterrows()}",
   "id": "6a21a1ed442a6d79",
   "outputs": [],
   "execution_count": 28
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-14T15:00:28.029676Z",
     "start_time": "2024-05-14T15:00:27.626997Z"
    }
   },
   "cell_type": "code",
   "source": [
    "df_43['in_49'] = df_43.apply(lambda row: freqs_49.get(row[\"URL\"], 0), axis=1)\n",
    "df_43['change_to_49'] = df_43.apply(lambda row: freqs_49.get(row[\"URL\"], 0) - row[\"Frequency\"], axis=1)"
   ],
   "id": "bc7cdf0d04ff0d0",
   "outputs": [],
   "execution_count": 29
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-14T15:00:28.035756Z",
     "start_time": "2024-05-14T15:00:28.030629Z"
    }
   },
   "cell_type": "code",
   "source": "df_43",
   "id": "990f471d499d7064",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                           URL  Frequency     in_49  change_to_49\n",
       "0         worldwidescience.org   0.001337  0.001317 -2.004393e-05\n",
       "1                    issuu.com   0.001006  0.000992 -1.395550e-05\n",
       "2             en.wikipedia.org   0.000824  0.001125  3.004770e-04\n",
       "3          caselaw.findlaw.com   0.000661  0.000228 -4.330254e-04\n",
       "4          www.frontiersin.org   0.000611  0.000402 -2.088168e-04\n",
       "...                        ...        ...       ...           ...\n",
       "59995  www.basketballghana.com   0.000001  0.000002  7.485694e-07\n",
       "59996           meisendorf.com   0.000001  0.000000 -1.323341e-06\n",
       "59997     www.anyrubbish.co.uk   0.000001  0.000000 -1.323290e-06\n",
       "59998               qjshhxx.cn   0.000001  0.000000 -1.323239e-06\n",
       "59999    www.al-enterprise.com   0.000001  0.000000 -1.323225e-06\n",
       "\n",
       "[60000 rows x 4 columns]"
      ],
      "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>URL</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>in_49</th>\n",
       "      <th>change_to_49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>worldwidescience.org</td>\n",
       "      <td>0.001337</td>\n",
       "      <td>0.001317</td>\n",
       "      <td>-2.004393e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>issuu.com</td>\n",
       "      <td>0.001006</td>\n",
       "      <td>0.000992</td>\n",
       "      <td>-1.395550e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>en.wikipedia.org</td>\n",
       "      <td>0.000824</td>\n",
       "      <td>0.001125</td>\n",
       "      <td>3.004770e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>caselaw.findlaw.com</td>\n",
       "      <td>0.000661</td>\n",
       "      <td>0.000228</td>\n",
       "      <td>-4.330254e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>www.frontiersin.org</td>\n",
       "      <td>0.000611</td>\n",
       "      <td>0.000402</td>\n",
       "      <td>-2.088168e-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59995</th>\n",
       "      <td>www.basketballghana.com</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>7.485694e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59996</th>\n",
       "      <td>meisendorf.com</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.323341e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59997</th>\n",
       "      <td>www.anyrubbish.co.uk</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.323290e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59998</th>\n",
       "      <td>qjshhxx.cn</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.323239e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59999</th>\n",
       "      <td>www.al-enterprise.com</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.323225e-06</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>60000 rows × 4 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 30
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-14T14:59:00.727813Z",
     "start_time": "2024-05-14T14:59:00.713582Z"
    }
   },
   "cell_type": "code",
   "source": "freqs_49",
   "id": "6d9dec8ef32e61b2",
   "outputs": [
    {
     "data": {
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       " 'practicaldev-herokuapp-com.global.ssl.fastly.net': 4.0643832912849765e-05,\n",
       " 'www.wbur.org': 4.060892993630765e-05,\n",
       " 'fcw.com': 4.059569950070907e-05,\n",
       " 'bmjopen.bmj.com': 4.055734936135758e-05,\n",
       " 'asia.nikkei.com': 4.054750446736148e-05,\n",
       " 'www.flsenate.gov': 4.0544376284917216e-05,\n",
       " 'www.thespruceeats.com': 4.051689685141781e-05,\n",
       " 'www.cambstimes.co.uk': 4.0463540135798334e-05,\n",
       " 'efinne1540.wordpress.com': 4.0440820034337546e-05,\n",
       " 'mb.com.ph': 4.0383961784255546e-05,\n",
       " 'www.pnj.com': 4.03558298909184e-05,\n",
       " 'friendlyatheist.patheos.com': 4.033316778588763e-05,\n",
       " 'www.jayski.com': 4.030019319064372e-05,\n",
       " 'www.un.org': 4.029648866867612e-05,\n",
       " 'www.goodhousekeeping.com': 4.028661477646501e-05,\n",
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       " 'www.thisisanfield.com': 4.021005948883708e-05,\n",
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       " 'm.orlandoweekly.com': 4.0110331002638805e-05,\n",
       " 'www.rogerebert.com': 4.0106738848754366e-05,\n",
       " 'www.cbpp.org': 4.007380050127922e-05,\n",
       " 'theinventory.com': 4.006688805177608e-05,\n",
       " 'www.jmir.org': 4.005055843194824e-05,\n",
       " 'www.irs.gov': 4.0033590851390175e-05,\n",
       " 'books.google.gr': 4.003322837370254e-05,\n",
       " 'simple.wikipedia.org': 4.001320873101461e-05,\n",
       " 'www.smartcompany.com.au': 3.999999279452353e-05,\n",
       " 'www.boxinginsider.com': 3.9964658469533137e-05,\n",
       " 'electrek.co': 3.996420899720047e-05,\n",
       " 'www.earlynewspaper.com': 3.995206236988791e-05,\n",
       " 'visionbib.com': 3.994921692004e-05,\n",
       " 'www.oom2.com': 3.9939150914654456e-05,\n",
       " 'www.pilotonline.com': 3.989394269745296e-05,\n",
       " 'oilprice.com': 3.988750871849748e-05,\n",
       " 'www.androidcentral.com': 3.98828218819964e-05,\n",
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       " 'jalopnik.com': 3.971168891611144e-05,\n",
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       " 'wn.com': 3.964988284559325e-05,\n",
       " 'laist.com': 3.963267965453823e-05,\n",
       " 'www.kirchgemeinde-roeschenz.ch': 3.961209817143447e-05,\n",
       " 'www.ydr.com': 3.959250987719482e-05,\n",
       " 'www.vogue.com': 3.9586195515876265e-05,\n",
       " 'motorsports.nbcsports.com': 3.958328844482145e-05,\n",
       " 'www.coinspeaker.com': 3.956746991853318e-05,\n",
       " 'www.essence.com': 3.956449035194085e-05,\n",
       " 'www.rsvplive.ie': 3.955596850150461e-05,\n",
       " 'www.epo.org': 3.948293649700045e-05,\n",
       " 'forums.cfl.ca': 3.946960094287246e-05,\n",
       " 'spacecoastdaily.com': 3.9415624390407136e-05,\n",
       " 'britishlistedbuildings.co.uk': 3.9370361801552494e-05,\n",
       " 'books.google.co.kr': 3.932360942940168e-05,\n",
       " 'phys.org': 3.932302221554772e-05,\n",
       " 'www.outsidethebeltway.com': 3.931450036511148e-05,\n",
       " 'people.com': 3.931203551683558e-05,\n",
       " 'www.jta.org': 3.930082770673399e-05,\n",
       " 'sg.hotels.com': 3.9292255109421485e-05,\n",
       " 'ucanr.edu': 3.929047896875209e-05,\n",
       " 'www.revisor.mn.gov': 3.927835409010079e-05,\n",
       " 'english.alarabiya.net': 3.92559094716826e-05,\n",
       " 'www.marketplace.org': 3.920590567467372e-05,\n",
       " 'wearethemighty.rebelmouse.com': 3.919585416839568e-05,\n",
       " '1library.net': 3.918777091596148e-05,\n",
       " 'www.mansfieldnewsjournal.com': 3.918767667176269e-05,\n",
       " 'www.aging-us.com': 3.917408738325336e-05,\n",
       " 'diehardgamefan.com': 3.916376401870959e-05,\n",
       " 'www.rhsupplies.org': 3.914253732532184e-05,\n",
       " 'erenow.net': 3.9135585003273055e-05,\n",
       " 'owlcation.com': 3.913422208716756e-05,\n",
       " 'www.gamedeveloper.com': 3.911479690788735e-05,\n",
       " 'www.idcrawl.com': 3.904242461277468e-05,\n",
       " 'carnegieendowment.org': 3.89848740303093e-05,\n",
       " 'www.thedailyjournal.com': 3.896226629693168e-05,\n",
       " 'webot.org': 3.8944465017692056e-05,\n",
       " 'content.yudu.com': 3.892349568346253e-05,\n",
       " 'www.colts.com': 3.892286497228605e-05,\n",
       " 'access.redhat.com': 3.891852611436509e-05,\n",
       " 'wowpedia.fandom.com': 3.890621274731622e-05,\n",
       " 'www.drf.com': 3.886028319951633e-05,\n",
       " 'en.m.wikibooks.org': 3.8852707415844816e-05,\n",
       " 'support.mozilla.org': 3.882986769674711e-05,\n",
       " 'www.monexsecurities.com.au': 3.8821490837385927e-05,\n",
       " 'blog.flibo.ai': 3.876277670154324e-05,\n",
       " 'books.google.com.eg': 3.876086281935255e-05,\n",
       " 'lists.gnupg.org': 3.873693929196881e-05,\n",
       " 'www.miastenia.it': 3.87040118188243e-05,\n",
       " 'www.wuwm.com': 3.870314187237398e-05,\n",
       " 'legaltalknetwork.com': 3.8688117172221625e-05,\n",
       " 'books.google.no': 3.862479956974601e-05,\n",
       " 'marketbusinessnews.com': 3.860286966964426e-05,\n",
       " 'epjournal.net': 3.856268176841647e-05,\n",
       " 'www.mlbtraderumors.com': 3.85441374099172e-05,\n",
       " 'arstechnica.com': 3.854348495007946e-05,\n",
       " 'blueandgreentomorrow.com': 3.851208350799988e-05,\n",
       " 'www.lawnet.gov.lk': 3.849381463254321e-05,\n",
       " 'lawofselfdefense.com': 3.8400063403414e-05,\n",
       " 'www.rd.com': 3.838551717380931e-05,\n",
       " 'www.outdoorlife.com': 3.833586498015744e-05,\n",
       " 'www.packers.com': 3.833264617829127e-05,\n",
       " 'www.revolt.tv': 3.831813982123222e-05,\n",
       " 'www.firstshowing.net': 3.828763732381796e-05,\n",
       " 'www.wesa.fm': 3.8286252659051205e-05,\n",
       " 'www.ammoland.com': 3.82664287543146e-05,\n",
       " 'monetmagazine.top': 3.826308308525775e-05,\n",
       " 'www.voanews.com': 3.826214064326991e-05,\n",
       " 'mg.co.za': 3.824225149254952e-05,\n",
       " 'stemcellres.biomedcentral.com': 3.82395147860079e-05,\n",
       " 'community.atlassian.com': 3.8226657702427584e-05,\n",
       " 'www.counselling-directory.org.uk': 3.822351864565269e-05,\n",
       " 'www.nationalreview.com': 3.817521849377568e-05,\n",
       " 'www.webmd.com': 3.8168472784008847e-05,\n",
       " 'www.portsmouth.co.uk': 3.815725409957663e-05,\n",
       " 'www.montgomeryadvertiser.com': 3.813558155863309e-05,\n",
       " 'www.blogarama.com': 3.812341680743616e-05,\n",
       " 'www.usmagazine.com': 3.810199437609708e-05,\n",
       " 'www.diverseeducation.com': 3.809790200300371e-05,\n",
       " 'www.lexology.com': 3.807703053774985e-05,\n",
       " 'www.modernhealthcare.com': 3.8055782095700845e-05,\n",
       " 'amt.copernicus.org': 3.803882901425029e-05,\n",
       " 'leadership.ng': 3.798082895945224e-05,\n",
       " 'www.imore.com': 3.797297044318437e-05,\n",
       " 'electricliterature.com': 3.796756952563865e-05,\n",
       " 'community.spiceworks.com': 3.792525025560758e-05,\n",
       " 'www.consumeraffairs.com': 3.784720880946035e-05,\n",
       " 'adops.motherjones.com': 3.7835029559155904e-05,\n",
       " 'www.cbssports.com': 3.778831705955073e-05,\n",
       " 'www.mail-archive.com': 3.778817206847568e-05,\n",
       " 'www.tumbral.com': 3.7780146812471496e-05,\n",
       " 'www.thestar.co.uk': 3.7742706492115954e-05,\n",
       " 'www.tampabay.com': 3.77381682714668e-05,\n",
       " 'yourmagazine.top': 3.773286159811987e-05,\n",
       " 'www.freeadvice.com': 3.772870397904272e-05,\n",
       " 'www.macleans.ca': 3.77257824088804e-05,\n",
       " ...}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T14:01:34.100514Z",
     "start_time": "2024-05-15T14:01:34.096130Z"
    }
   },
   "cell_type": "code",
   "source": [
    "filtered_df = df_43[df_43['in_49'] == 0]  # Filter rows where 'in_49' is 0\n",
    "sorted_df = filtered_df.sort_values(by='Frequency', ascending=False)  # Sort by 'Frequency' column in descending order"
   ],
   "id": "274edf9d4064ad1d",
   "outputs": [],
   "execution_count": 33
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T14:01:36.920220Z",
     "start_time": "2024-05-15T14:01:36.914063Z"
    }
   },
   "cell_type": "code",
   "source": "sorted_df",
   "id": "7d62dfa545a519f1",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "                              URL  Frequency  in_49  change_to_49\n",
       "9                    ufdc.ufl.edu   0.000443    0.0     -0.000443\n",
       "22           www.hotfreebooks.com   0.000244    0.0     -0.000244\n",
       "37             irclogs.ubuntu.com   0.000190    0.0     -0.000190\n",
       "47     transparentpng.netlify.app   0.000181    0.0     -0.000181\n",
       "85          www.preceptaustin.org   0.000120    0.0     -0.000120\n",
       "...                           ...        ...    ...           ...\n",
       "59994      www.annahelizabeth.com   0.000001    0.0     -0.000001\n",
       "59996              meisendorf.com   0.000001    0.0     -0.000001\n",
       "59997        www.anyrubbish.co.uk   0.000001    0.0     -0.000001\n",
       "59998                  qjshhxx.cn   0.000001    0.0     -0.000001\n",
       "59999       www.al-enterprise.com   0.000001    0.0     -0.000001\n",
       "\n",
       "[29485 rows x 4 columns]"
      ],
      "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>URL</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>in_49</th>\n",
       "      <th>change_to_49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ufdc.ufl.edu</td>\n",
       "      <td>0.000443</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>www.hotfreebooks.com</td>\n",
       "      <td>0.000244</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000244</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>irclogs.ubuntu.com</td>\n",
       "      <td>0.000190</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>transparentpng.netlify.app</td>\n",
       "      <td>0.000181</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>www.preceptaustin.org</td>\n",
       "      <td>0.000120</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59994</th>\n",
       "      <td>www.annahelizabeth.com</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59996</th>\n",
       "      <td>meisendorf.com</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59997</th>\n",
       "      <td>www.anyrubbish.co.uk</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59998</th>\n",
       "      <td>qjshhxx.cn</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59999</th>\n",
       "      <td>www.al-enterprise.com</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.000001</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>29485 rows × 4 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 34
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-05-15T14:03:08.719028Z",
     "start_time": "2024-05-15T14:03:08.082516Z"
    }
   },
   "cell_type": "code",
   "source": "assert all(row[1][\"URL\"] not in freqs_49 for row in sorted_df.iterrows())",
   "id": "3a2317033c481119",
   "outputs": [],
   "execution_count": 36
  },
  {
   "metadata": {},
   "cell_type": "code",
   "outputs": [],
   "execution_count": null,
   "source": "",
   "id": "d67bd99d6e230caf"
  }
 ],
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