From 1ffb9f3c1540f0d92433a5b455a9d01a6f53c87f Mon Sep 17 00:00:00 2001 From: soumya Date: Tue, 2 Apr 2019 00:30:25 +0530 Subject: [PATCH 1/9] issue22_analysis --- .../2019_03_soumya_issue22_analysis.ipynb | 9780 +++++++++++++++++ 1 file changed, 9780 insertions(+) create mode 100644 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb new file mode 100644 index 0000000..85d3024 --- /dev/null +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb @@ -0,0 +1,9780 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# What's in the really large values?\n", + "\n", + "A first look at the value column will definitely catch your eye and make you question \"What's in the really large values?\".\n", + "\n", + "The Value column contains \"The value that was passed to the javascript call. It can be a few or over 1 million characters.\"\n", + "\n", + "The Symbol column contains \"The js Symbol. It has 282 possible values in this dataset (this is derived there are more possible symbols in JS)\"\n", + "\n", + "\n", + "It can be observed that there is a relation between the \"symbol\" and the \"value\" column. This can be shown by the analysis below.\n", + "\n", + "The [symbol_counts.csv](https://github.com/mozilla/overscripted/blob/master/data_prep/symbol_counts.csv) provides all the symbols along with their count in the dataset. let's sart by exploring the values column in genaral, then we will focus particularly on the larger values in this column.\n", + "\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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", + "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", + "Port 8787 is already in use. \n", + "Perhaps you already have a cluster running?\n", + "Hosting the diagnostics dashboard on a random port instead.\n", + " warnings.warn('\\n' + msg)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import dask.dataframe as dd\n", + "import pandas as pd\n", + "\n", + "from dask.distributed import Client\n", + "\n", + "Client(memory_limit='18GB')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# 10 percent sample is used\n", + "df = dd.read_parquet(\n", + " '/home/soumya/Dataset/sample_0.parquet', engine='pyarrow',\n", + " columns=['script_url','location', 'value','symbol']\n", + ")\n", + "# Do not truncate no of rows and cell values\n", + "pd.options.display.max_rows = None\n", + "pd.set_option('display.max_colwidth', -1)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Symbol: 'window.navigator.userAgent'\n", + "\n", + "[User Agent](https://en.wikipedia.org/wiki/User_agent) (UA), is a string that helps identify which browser is being used, what version, and on which operating system.\n", + "The value column contains the userAgent of the client which is being passed to Javascript call.\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urllocationvaluesymbol
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" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__2 https://vk.com/js/al/aes_light.js?592436914 \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a97693d85a52790c.json__0 https://cpro.baidustatic.com/cpro/ui/noexpire/js/4.0.0/adClosefeedbackUpgrade.min.js \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__43 https://www.google-analytics.com/analytics.js \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__46 https://www.google-analytics.com/analytics.js \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__68 https://www.google-analytics.com/analytics.js \n", + "\n", + " location \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__2 https://vk.com/widget_comments.php?app=2297596&width=100%25&_ver=1&limit=10&height=0&mini=auto&norealtime=0&page=0&status_publish=0&attach=*&url=https%3A%2F%2Fwww.gl5.ru%2Flena-katina-silent-hills.html&title=Lena%20Katina%20-%20Silent%20Hills%20%D1%82%D0%B5%D0%BA%D1%81%D1%82%20%D0%BF%D0%B5%D1%81%D0%BD%D0%B8(%D1%81%D0%BB%D0%BE%D0%B2%D0%B0)&description=Lena%20Katina%20-%20Silent%20Hills%20%D1%82%D0%B5%D0%BA%D1%81%D1%82%20%D0%BF%D0%B5%D1%81%D0%BD%D0%B8(%D1%81%D0%BB%D0%BE%D0%B2%D0%B0)&image=&startWidth=600&referrer=&16060b4b60d \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a97693d85a52790c.json__0 https://pos.baidu.com/s?hei=70&wid=670&di=u3130587<u=https%3A%2F%2Fielts.liuxue86.com%2Fi%2F3040174.html&dis=0&pss=1353x4446&dri=0&ccd=24&ant=0&pis=-1x-1&cce=true&ti=%E5%88%A9%E7%94%A8%E7%B2%BE%E8%AF%BB%E5%88%86%E6%9E%90%E9%9B%85%E6%80%9D%E9%98%85%E8%AF%BB%E6%AE%B5%E8%90%BD&tpr=1513383844066&exps=111000&cfv=0&par=1366x768&dtm=HTML_POST&psr=1366x768&ps=3274x176&ari=2&cja=false&chi=1&prot=2&dai=8&tcn=1513383844&cec=UTF-8&drs=3&cpl=1&dc=2&cdo=-1&tlm=1513383844&pcs=1353x697&cmi=2&col=en-US \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__43 https://www.canada.ca/en/services.html \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__46 https://www.canada.ca/en/services.html \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__68 https://www.canada.ca/en/services.html \n", + "\n", + " value \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__2 Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko/20100101 Firefox/52.0 \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a97693d85a52790c.json__0 Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko/20100101 Firefox/52.0 \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__43 Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko/20100101 Firefox/52.0 \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__46 Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko/20100101 Firefox/52.0 \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__68 Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko/20100101 Firefox/52.0 \n", + "\n", + " symbol \n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__2 window.navigator.userAgent \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a97693d85a52790c.json__0 window.navigator.userAgent \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__43 window.navigator.userAgent \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__46 window.navigator.userAgent \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__68 window.navigator.userAgent " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Count=15534211\n", + "userAgent= df[df.symbol == 'window.navigator.userAgent']\n", + "userAgent.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + " ## Symbol : 'window.document.cookie'\n", + "\n", + "Value column has cookies related information and needs further exploration. An example of location = https://www.hubspot.jp is shown below. " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__284 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__285 window.navigator.userAgent \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__286 window.navigator.language \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__287 window.screen.colorDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__288 window.sessionStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__289 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__290 window.navigator.platform \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__291 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__292 window.navigator.userAgent \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__293 window.navigator.language \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__294 window.screen.colorDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__295 window.sessionStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__296 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__297 window.navigator.platform \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__298 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__299 window.navigator.userAgent \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__300 window.navigator.language \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__301 window.screen.colorDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__302 window.sessionStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__303 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__304 window.navigator.platform \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__305 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__306 window.navigator.userAgent \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__307 window.navigator.language \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__308 window.screen.colorDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__309 window.sessionStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__310 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__311 window.navigator.platform \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__312 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__313 window.navigator.userAgent \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__314 window.navigator.language \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__315 window.screen.colorDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__316 window.sessionStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__317 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__318 window.navigator.platform \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__319 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__320 window.navigator.userAgent \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__321 window.navigator.language \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__322 window.screen.colorDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__323 window.sessionStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__324 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__325 window.navigator.platform \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__326 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__327 window.navigator.userAgent \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__328 window.navigator.language \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__329 window.screen.colorDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__330 window.sessionStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__331 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__332 window.navigator.platform \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__333 window.navigator.doNotTrack \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__334 window.localStorage \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__335 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__336 window.screen.pixelDepth \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__337 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__338 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__339 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__340 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__341 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__342 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__343 window.Storage.setItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__344 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__345 window.Storage.setItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__346 window.navigator.appName \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__347 window.Storage.getItem \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__348 window.navigator.appName \n", + "1_018cf99d35cad4dddb1d212e90172a7a30b4730235c3887643d53fda.json__349 window.navigator.languages " + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Take the example of location=https://www.hubspot.jp\n", + "script=df[df.location.str.contains('https://www.hubspot.jp')]\n", + "script.get_partition(1).compute()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The value corresponding to window.document.cookie symbol for HubSpot contains the name of cookies set in a visitor's browser by Hubspot along with some alphanumeric value asaignted to it. \n", + "\n", + "What are these alphanumerics?\n", + "Some meaningful information associated with cookies which i am trying to explore more.\n", + "\n", + "Taking an example of messagesUtk=9018215df07241f0b5da2bf7a0c02dec shows the last portion is 02 December.\n", + "\n", + "### Cookies set in a visitor's browser by HubSpot:\n", + "\n", + "Look at the value columns above and you can find these names in it.\n", + "\n", + "- hs-messages-is-open\n", + "This cookie is used to determine and save whether the chat widget is open for future visits. It resets to re-close the widget after 30 minutes of inactivity.\n", + "(Expires: 30 minutes) \n", + "\n", + "- __hssc\n", + "This cookie keeps track of sessions. This is used to determine if HubSpot should increment the session number and timestamps in the __hstc cookie. It contains the domain, viewCount (increments each pageView in a session), and session start timestamp. \n", + "(Expires: 30 min) \n", + "\n", + "- __hstc\n", + "The main cookie for tracking visitors. It contains the domain, utk, initial timestamp (first visit), last timestamp (last visit), current timestamp (this visit), and session number (increments for each subsequent session).\n", + "(Expires: 13 months) \n", + "\n", + "\n", + "- __hssrc\n", + "Whenever HubSpot changes the session cookie, this cookie is also set to determine if the visitor has restarted their browser. If this cookie does not exist when HubSpot manages cookies, it is considered a new session.\n", + "(Expires: end of session) \n", + "\n", + "- messagesUtk\n", + "This cookie is used to recognize visitors who chat with you via the messages tool. If the visitor leaves your site before they're added as a contact, they will have this cookie associated with their browser. If you chat with a visitor who later returns to your site in the same cookied browser, the messages tool will load their conversation history.\n", + "(Expires: 13 months)\n", + "\n", + "- hubspotutk\n", + "This cookie is used to keep track of a visitor's identity. This cookie is passed to HubSpot on form submission and used when deduplicating contacts.\n", + "(Expires: 13 months) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## symbol: 'window.navigator.language'\n", + "\n", + "\"value\" contains the String, representing the language version of the browser passed to the js call. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urllocationvaluesymbol
call_id
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__39https://www.google-analytics.com/analytics.jshttps://www.canada.ca/en/services.htmlen-USwindow.navigator.language
1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656cbd8c53681a.json__146https://g.alicdn.com/secdev/sufei_data/3.2.2/index.jshttps://maniform.world.tmall.com/category-1282610376.htm?search=y&catName=%C8%C8%CF%FA%B1%AC%BF%EEen-USwindow.navigator.language
1_00022de65942197e3855f68b373c5a2710eefe66945e40063c30419f.json__210https://jssdk.pulse.schibsted.com/autoTrackerCochesnet.min.jshttps://www.coches.net/fiat/segunda-mano/en-USwindow.navigator.language
1_00022de65942197e3855f68b373c5a2710eefe66945e40063c30419f.json__211https://jssdk.pulse.schibsted.com/autoTrackerCochesnet.min.jshttps://www.coches.net/fiat/segunda-mano/en-USwindow.navigator.language
1_00022de65942197e3855f68b373c5a2710eefe66945e40063c30419f.json__233https://www.coches.net/ztkieflaaxcvaiwh121837.jshttps://www.coches.net/fiat/segunda-mano/en-USwindow.navigator.language
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window.screen.colorDepth \n", + "1_0007e8c88f64432b56b7a046723fc91bffdbda72b39919d5e156eb24.json__280 window.screen.colorDepth \n", + "1_00085663df02affad60f24fcd4e6f81918ed808cddf4aceb9970df38.json__6 window.screen.colorDepth \n", + "1_00085663df02affad60f24fcd4e6f81918ed808cddf4aceb9970df38.json__41 window.screen.colorDepth \n", + "1_0008cd87f2e245ec7a5c67d2d0a55665d0b439136d1f72d3f07959ab.json__18 window.screen.colorDepth \n", + "1_0008cd87f2e245ec7a5c67d2d0a55665d0b439136d1f72d3f07959ab.json__30 window.screen.colorDepth \n", + "1_000951d03c722ab2f561bbe1c2516b2bbec736bebe81172c38c24f02.json__14 window.screen.colorDepth \n", + "1_000951d03c722ab2f561bbe1c2516b2bbec736bebe81172c38c24f02.json__46 window.screen.colorDepth \n", + "1_000951d03c722ab2f561bbe1c2516b2bbec736bebe81172c38c24f02.json__66 window.screen.colorDepth \n", + "1_000951d03c722ab2f561bbe1c2516b2bbec736bebe81172c38c24f02.json__93 window.screen.colorDepth \n", + "1_000951d03c722ab2f561bbe1c2516b2bbec736bebe81172c38c24f02.json__94 window.screen.colorDepth \n", + "1_000951d03c722ab2f561bbe1c2516b2bbec736bebe81172c38c24f02.json__96 window.screen.colorDepth \n", + "1_000df6377e654c45ccddf49410d04ae2107d668ef412eb1692774684.json__51 window.screen.colorDepth \n", + "1_000df6377e654c45ccddf49410d04ae2107d668ef412eb1692774684.json__52 window.screen.colorDepth \n", + "1_000df6377e654c45ccddf49410d04ae2107d668ef412eb1692774684.json__117 window.screen.colorDepth \n", + "1_000df6377e654c45ccddf49410d04ae2107d668ef412eb1692774684.json__150 window.screen.colorDepth \n", + "1_000df6377e654c45ccddf49410d04ae2107d668ef412eb1692774684.json__175 window.screen.colorDepth \n", + "1_000df6377e654c45ccddf49410d04ae2107d668ef412eb1692774684.json__195 window.screen.colorDepth \n", + "1_000df6377e654c45ccddf49410d04ae2107d668ef412eb1692774684.json__199 window.screen.colorDepth \n", + "1_001011670bcfa78afe327997c9aaeb77f71035adf1e0f174bed086d8.json__6 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o=n(24),a=n(38),r=n(8);t.exports=function(){return{init:function(t){this.options=t},isSingle_pv:function(){var t=o.getGoldlogVal(\\\"_$\\\")||{};return!(!t.is_WindVane||!a.isSingleUaVersion())},isSingle_hjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return!(!e.is_WindVane||!a.isSingleSendLog(t))},isSingle_uhjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return(!t||!/^\\\\/aplus\\\\.99\\\\.(\\\\d)+$/.test(t.logkey))&&!!(e.is_WindVane&&t&&t.logkey&&a.isSingleUaVersion())},run:function(){var t=this.options.context||{},e=this.options.config||{},n=t.where_to_sendlog_ut.aplusToUT||{},o=n.toUT||{},a=n.toUT2||{},i=!(!o.isAvailable&&!a.isAvailable),s=t.userdata||{},u=!!t.is_single;switch(e.recordType){case r.recordTypes.uhjlj:u=this.isSingle_uhjlj(s);break;case r.recordTypes.hjlj:u=this.isSingle_hjlj(s);break;case r.recordTypes.pv:u=this.isSingle_pv(s);break;default:u=this.isSingle_pv(s)}this.options.context.is_single=i&&u}}}},function(t,e,n){\\\"use strict\\\";var 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p,g,f=[\\\"taobao.com\\\",\\\"tmall.com\\\",\\\"etao.com\\\",\\\"hitao.com\\\",\\\"taohua.com\\\",\\\"juhuasuan.com\\\",\\\"alimama.com\\\"];if(i){for(g=f.length,p=0;p<g;p++)if(o.isContain(location.hostname,f[p]))return n.push([o.mkPlainKeyForExparams(),l]),n;l=l.replace(/\\\\buserid=\\\\w*&?/,\\\"\\\")}l=l.replace(/\\\\buserid=/,\\\"uidaplus=\\\"),l&&n.push([o.mkPlainKeyForExparams(),l]);var d=a.makeCacheNum();return u.updateKey(n,\\\"cache\\\",d),n},getExtra:function(){var t=[],e=i.getGoldlogVal(\\\"_$\\\")||{},n=e.meta_info||{},a=this.cookie_data||{},r=this.getClientInfo(!0)||[];return o.ifAdd(t,r),o.ifAdd(t,[[\\\"thw\\\",a.thw],[\\\"bucket_id\\\",c.getBucketId(n)],[\\\"urlokey\\\",this.loc_hash],[\\\"wm_instanceid\\\",n.ms_data_instance_id]]),t}})}},function(t,e,n){\\\"use strict\\\";function o(t,e){if(!t&&e&&\\\"N\\\"===e.isAplusInternal)return!0;t=t||c.getMetaCnt(\\\"aplus-ajax\\\");var n=goldlog.spm_ab;return!(!n||u.makeChkSum([n[0],(n[1]||\\\"\\\").split(\\\"/\\\")[0]].join(\\\".\\\"))!=t)||u.makeChkSum(location.href.split(\\\"#\\\")[0].split(\\\"?\\\")[0])==t}function a(t,e,n){s(t,\\\"spm-cnt\\\",function(t){var o=t.split(\\\".\\\");return o[0]=goldlog.spm_ab[0],o[1]=goldlog.spm_ab[1],e?o[1]=o[1].split(\\\"/\\\")[0]+\\\"/\\\"+e:o[1]=o[1].split(\\\"/\\\")[0],n&&(o[4]=n),o.join(\\\".\\\")})}function r(t,e){var n=window.g_SPM&&g_SPM._current_spm;n&&s(t,\\\"spm-url\\\",function(){return[n.a,n.b,n.c,n.d].join(\\\".\\\")+(e?\\\".\\\"+e:\\\"\\\")},\\\"spm-cnt\\\")}function i(t,e){var n,o,a,r=-1;for(n=0,o=t.length;n<o;n++)if(a=t[n],a[0]===e){r=n;break}r>=0&&t.splice(r,1)}function s(t,e,n,o){var a,r,i=t.length,s=-1,u=\\\"function\\\"==typeof n;for(a=0;a<i;a++){if(r=t[a],r[0]===e)return void(u?r[1]=n(r[1]):r[1]=n);o&&r[0]===o&&(s=a)}o&&(u&&(n=n()),s>-1?t.splice(s,0,[e,n]):t.push([e,n]))}var u=n(31),c=n(34);t.exports={checkIfSendPV:o,updateSPMCnt:a,updateSPMUrl:r,updateKey:s,removeKey:i}},function(t,e,n){\\\"use strict\\\";function o(t,e){var n,o=2146271213;for(n=0;n<t.length;n++)o=(o<<5)+o+t.charCodeAt(n);return(65535&o)%e}function a(t){var e,n=r.getCookie(\\\"t\\\");return\\\"3\\\"!=t.ms_prototype_id&&\\\"5\\\"!=t.ms_prototype_id||(e=n?o(n,20):\\\"\\\"),e}var r=n(14);e.getBucketId=a},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(13),r=n(24),i=n(36),s=n(14),u=n(8);t.exports={init:function(t){this.options=t,this.cookie_data||(this.cookie_data=s.getData())},getBasicParams:function(){var t=document,e=r.getGoldlogVal(\\\"_$\\\")||{},n=e.spm||{},i=e.meta_info||{},u=i[\\\"aplus-ifr-pv\\\"]+\\\"\\\"==\\\"1\\\",c=o.is_in_iframe&&!u?0:1,l=[[\\\"logtype\\\",c],[o.mkPlainKey(),\\\"title=\\\"+escape(t.title)],[\\\"pre\\\",e.page_referrer],[\\\"cache\\\",a.makeCacheNum()],[\\\"scr\\\",screen.width+\\\"x\\\"+screen.height]],p=this.cookie_data||{},g=this.options.context||{},f=g.etag||{},d=f.cna||p.cna||s.getCookie(\\\"cna\\\");d&&l.push([o.mkPlainKey(),\\\"cna=\\\"+d]),p.tracknick&&l.push([o.mkPlainKey(),\\\"nick=\\\"+p.tracknick]);var h=n.spm_url||\\\"\\\";if(window.g_SPM&&window.g_SPM._current_spm){var m=[];for(var _ in g_SPM._current_spm)m.push(g_SPM._current_spm[_]);m.length>0&&(h=m.join(\\\".\\\"))}return o.ifAdd(l,[[\\\"wm_pageid\\\",i.ms_data_page_id],[\\\"wm_prototypeid\\\",i.ms_prototype_id],[\\\"wm_sid\\\",i.ms_data_shop_id],[\\\"spm-url\\\",h],[\\\"spm-pre\\\",n.spm_pre],[\\\"spm-cnt\\\",n.spm_cnt],[\\\"cnaui\\\",p.cnaui]]),\\nl},getExParams:function(){return[]},getExtra:function(){return[]},getClientInfo:function(t){var e=[],n=r.getGoldlogVal(\\\"_$\\\")||{},a=this.client_info||{},s=a.ua_info||{};if(t||!i.is_WindVane&&!i.isAplusChnl()){for(var c,l=[],p=[\\\"p\\\",\\\"o\\\",\\\"b\\\",\\\"s\\\",\\\"w\\\",\\\"wx\\\",\\\"ism\\\"],g=0;c=p[g++];)s[c]&&l.push([c,s[c]]);o.ifAdd(e,l)}o.ifAdd(e,[[\\\"lver\\\",goldlog.lver||u.lver],[\\\"jsver\\\",n.script_name||u.script_name]]);var f=this.options.config||{},d=f.is_auto;return d||o.ifAdd(e,[[\\\"mansndlog\\\",1]]),e},processLodashDollar:function(){var t=r.getGoldlogVal(\\\"_$\\\")||{};t.page_url!==location.href&&(t.page_referrer=t.page_url,t.page_url=location.href),r.setGoldlogVal(\\\"_$\\\",t)},getLsParams:function(){var t=r.getGoldlogVal(\\\"_$\\\")||{},e=[];return t.lsparams&&t.lsparams.spm_id&&(e.push([\\\"lsparams\\\",t.lsparams.spm_id]),e.push([\\\"lsparams_pre\\\",t.lsparams.current_url])),e},run:function(){var t=this.getBasicParams()||[],e=this.getExParams()||[],n=this.getExtra()||[];this.processLodashDollar();var o=this.getLsParams()||[],a=[].concat(t,e,n,o);this.options.context.what_to_sendpv.pvdata=a,this.options.context.what_to_sendpv.exparams=e}}},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(24),r=n(23),i=n(42),s=n(14),u=n(46);t.exports=function(){return{init:function(t){this.options=t},getPageId:function(){var t=this.options.config||{},e=this.options.context||{},n=e.userdata||{};return t.page_id||t.pageid||t.pageId||n.page_id},getUserdata:function(){var t=a.getGoldlogVal(\\\"_$\\\")||{},e=t.spm||{},n=this.options.context||{},i=n.userdata||{},c=this.options.config||{},l=[];if(c&&!c.is_auto){c.gokey&&l.push([o.mkPlainKey(),c.gokey]);var p=e.data.b;if(p){var g=this.getPageId();p=g?p.split(\\\"/\\\")[0]+\\\"/\\\"+g:p.split(\\\"/\\\")[0],u.setB(p)}}var f=function(t,e){try{var n;if(t)for(var o in t)\\\"object\\\"!=typeof t[o]&&\\\"function\\\"!=typeof t[o]?(n=t[o],t.hasOwnProperty(o)&&l.push([o,n])):r.logger({msg:e+\\\" about \\\"+o+\\\":\\\"+t[o]+\\\" must be basicType, eg string number or boolean!\\\"})}catch(t){}},d=goldlog.getMetaInfo(\\\"aplus-cpvdata\\\");\\\"object\\\"==typeof d&&f(d,\\\"meta:aplus-cpvdata\\\"),f(i,\\\"userdata\\\");var h=s.getCookie(\\\"workno\\\")||s.getCookie(\\\"emplId\\\");return h&&l.push([\\\"workno\\\",h]),window._ua_popLayer&&l.push([\\\"ispop\\\",1]),l},processLodashDollar:function(){var t=this.options.config||{},e=a.getGoldlogVal(\\\"_$\\\")||{};t&&t.referrer&&(e.page_referrer=t.referrer),a.setGoldlogVal(\\\"_$\\\",e)},updatePre:function(t){var e=a.getGoldlogVal(\\\"_$\\\")||{};return e.page_referrer&&i.updateKey(t,\\\"pre\\\",e.page_referrer),t},run:function(){var t=this.options.context.what_to_sendpv.pvdata,e=this.getUserdata();this.processLodashDollar();var n=t,o=this.options.context.what_to_pvhash.hash;o&&o.length>0&&n.push(o),n=n.concat(e),n=this.updatePre(n);var a=this.getPageId();a&&i.updateSPMCnt(n,a),this.options.context.what_to_sendpv.pvdata=n,this.options.context.userdata=e}}}},function(t,e,n){\\\"use strict\\\";function o(){if(!s.data.a||!s.data.b){var t=r._SPM_a,e=r._SPM_b;if(t&&e)return t=t.replace(/^{(\\\\w+\\\\/)}$/g,\\\"$1\\\"),e=e.replace(/^{(\\\\w+\\\\/)}$/g,\\\"$1\\\"),s.is_wh_in_page=!0,void c.setAB(t,e);var n=goldlog._$.meta_info;t=n[\\\"data-spm\\\"]||n[\\\"spm-id\\\"]||\\\"0\\\";var o=t.split(\\\".\\\");o.length>1&&(t=o[0],e=o[1]),c.setA(t),e&&c.setB(e);var a=i.getElementsByTagName(\\\"body\\\");a=a&&a.length?a[0]:null,a&&(e=l.tryToGetAttribute(a,\\\"data-spm\\\"),e?c.setB(e):1===o.length&&c.setAB(\\\"0\\\",\\\"0\\\"))}}function a(){var t=s.data.a,e=s.data.b;t&&e&&(goldlog.spm_ab=[t,e])}var r=window,i=document,s={},u={};s.data=u;var c={},l=n(20),p=n(47),g=location.href,f=n(48).getRefer(),d=n(8);c.setA=function(t){s.data.a=t,a()},c.setB=function(t){s.data.b=t,a()},c.setAB=function(t,e){s.data.a=t,s.data.b=e,a()};var h=p.getSPMFromUrl,m=function(){var t=d.utilPvid.makePVId();return d.mustSpmE?t||goldlog.pvid||\\\"\\\":t||\\\"\\\"},_=function(t,e,n){s.meta_protocol=e.spm_protocol;var a,r=t.spm_ab||[],i=r[0]||\\\"0\\\",u=r[1]||\\\"0\\\";\\\"0\\\"===i&&\\\"0\\\"===u&&(o(),i=s.data.a||\\\"0\\\",u=s.data.b||\\\"0\\\"),a=[s.data.a,s.data.b].join(\\\".\\\"),s.spm_cnt=(a||\\\"0.0\\\")+\\\".0.0\\\";var c=t._$||{},l=c.send_pv_count,p=l>0?m():t.pvid;p&&(s.spm_cnt+=\\\".\\\"+p),t._$.spm=s,\\\"function\\\"==typeof n&&n(p)};c.spaInit=function(t,e,n,o){var a=\\\"function\\\"==typeof o?o:function(){},r=s.spm_url;s.spm_pre=h(f),s.spm_url=h(location.href);var i=window.g_SPM||{};_(t,e,function(t){var e=d.utilPvid.getPvId()||\\\"\\\";s.spm_cnt=s.data.a+\\\".\\\"+s.data.b+\\\".0.0\\\"+(t?\\\".\\\"+t:\\\"\\\");var o=i._current_spm||{},u=n.join(\\\".\\\");o&&o.a&&o.b?(s.spm_url=[o.a,o.b,o.c,o.d,o.e].join(\\\".\\\"),s.spm_pre=r):\\\"0.0\\\"!==u&&(s.spm_url=u+\\\".0.0\\\"+(e?\\\".\\\"+e:\\\"\\\"),s.spm_pre=r),a()})},c.init=function(t,e,n){s.spm_url=h(g),s.spm_pre=h(f),_(t,e,function(){\\\"function\\\"==typeof n&&n()})},c.resetSpmCntPvid=function(){var t=goldlog.spm_ab;if(t&&2===t.length){var e=t.join(\\\".\\\")+\\\".0.0\\\",n=m();n&&(e=e+\\\".\\\"+n),s.spm_cnt=e,s.spm_url=e,goldlog._$.spm=s}},t.exports=c},function(t,e){\\\"use strict\\\";function n(t,e){if(!t||!e)return\\\"\\\";var n,o=\\\"\\\";try{var a=new RegExp(t+\\\"=([^&|#|?|/]+)\\\");if(\\\"spm\\\"===t||\\\"scm\\\"===t){var r=new 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o=n(33);t.exports=function(){return{init:function(t){this.opts=t,t&&\\\"object\\\"==typeof t.middleware&&t.middleware.length>0?this.middleware=t.middleware:this.middleware=[],this.plugins_name=[]},pubsubInfo:function(t,e){try{var n=t.pubsub;n&&n.publish(\\\"plugins_change_\\\"+t.pubsubType,e)}catch(t){}},checkPluginLoader:function(t,e){var n=!0;if(\\\"object\\\"==typeof e.enable&&\\\"function\\\"==typeof e.enable.isEnable?n=e.enable.isEnable(e.name):\\\"boolean\\\"==typeof e.enable&&(n=!!e.enable),\\n!n)return!1;if(n&&e.deps&&e.deps.length>0)for(var a=0;a0){var r=a[t];if(this.checkPluginLoader(a,r)&&(this.plugins_name.push(r.name),n.push([function(t,n){e.pubsubInfo(this,r);var a=new r.path;return a.init({context:this.context,config:o.config}),a.run(t,n)},r.name])),t++,a[t])return this.run(t)}else window.console&&console.log(\\\"aplus plugins \\\"+JSON.stringify(a)+\\\" must be object of array!\\\");return n}}}},function(t,e,n){\\\"use strict\\\";function o(t){function e(t){var 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"1_00bbba182bb456649580c88956bcfa9b829462bdd7ba2e8fcf2c70fe.json__119 CanvasRenderingContext2D.save \n", + "1_00bbba182bb456649580c88956bcfa9b829462bdd7ba2e8fcf2c70fe.json__123 CanvasRenderingContext2D.save \n", + "1_00bbba182bb456649580c88956bcfa9b829462bdd7ba2e8fcf2c70fe.json__125 CanvasRenderingContext2D.save " + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "save= df[df.symbol == 'CanvasRenderingContext2D.save']\n", + "save.head(50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Symbol: 'CanvasRenderingContext2D.shadowOffsetY'\n", + "\n", + "The CanvasRenderingContext2D.shadowOffsetY property of the Canvas 2D API specifies the distance that shadows will be offset vertically.\n", + "\n", + "Similarly, the CanvasRenderingContext2D.shadowOffsetX property of the Canvas 2D API specifies the distance that shadows will be offset horizontally.\n", + "\n", + "Note: Shadows are only drawn if the shadowColor property is set to a non-transparent value. One of the shadowBlur, shadowOffsetX, or shadowOffsetY properties must be non-zero, as well.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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HTMLCanvasElement.style \n", + "1_002640fc0ad24427510feb6f70ed7b1d9a602aff9ae2012a8487251c.json__130 HTMLCanvasElement.style \n", + "1_005af708d4fbe0ddcb9e56e9ca96ddd624aa7e33c3dbf0899637d749.json__18 HTMLCanvasElement.style \n", + "1_005af708d4fbe0ddcb9e56e9ca96ddd624aa7e33c3dbf0899637d749.json__19 HTMLCanvasElement.style \n", + "1_006b602dcb06e0b8cfae09b08ca72b8bb0be37dce116a27ab488d9e2.json__59 HTMLCanvasElement.style \n", + "1_007db6a1791219b78f1493d6e16aa64e40623fc8d3c9f0c9cced64b7.json__4 HTMLCanvasElement.style \n", + "1_007db6a1791219b78f1493d6e16aa64e40623fc8d3c9f0c9cced64b7.json__5 HTMLCanvasElement.style \n", + "1_008646e63e9c09d8ea50c71bd0850af026ceb0e77310c6dc172cd263.json__38 HTMLCanvasElement.style \n", + "1_008646e63e9c09d8ea50c71bd0850af026ceb0e77310c6dc172cd263.json__141 HTMLCanvasElement.style \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d725907078138bf457d6.json__56 HTMLCanvasElement.style \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d725907078138bf457d6.json__111 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__24 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__25 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__30 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__31 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__36 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__37 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__42 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__43 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__49 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__50 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__55 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__56 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__71 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__72 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__77 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__78 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__83 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__84 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__99 HTMLCanvasElement.style \n", + "1_00a2f9f4deb5d4f79f4fa812dedab3e9a2d3b8295ff4e0234efd9dbb.json__100 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__366 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__367 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__369 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__373 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__374 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__376 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__390 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__391 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__393 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__397 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__398 HTMLCanvasElement.style \n", + "1_00a485d63f558844eff1d060fae1df5bfcb75bae83e38f2321137c91.json__400 HTMLCanvasElement.style \n", + "1_00ac5d5352843a303c35844e19b885b4eb381655d2bec871a54fbd66.json__20 HTMLCanvasElement.style \n", + "1_00bbba182bb456649580c88956bcfa9b829462bdd7ba2e8fcf2c70fe.json__21 HTMLCanvasElement.style \n", + "1_00bbba182bb456649580c88956bcfa9b829462bdd7ba2e8fcf2c70fe.json__22 HTMLCanvasElement.style \n", + "1_00c87b54ada44685fc9d5e498675c75173dd15f614737a7a14a3ec78.json__75 HTMLCanvasElement.style " + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "style= df[df.symbol == 'HTMLCanvasElement.style']\n", + "style.head(50)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Symbol: 'AudioContext.destination'" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urllocationvaluesymbol
call_id
1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__468https://media1.admicro.vn/core/fipmin.jshttps://phimbathu.com/tag/chau-tinh-tri-7.html{}AudioContext.destination
1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__469https://media1.admicro.vn/core/fipmin.jshttps://phimbathu.com/tag/chau-tinh-tri-7.html{}AudioContext.destination
1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__479https://media1.admicro.vn/core/fipmin.jshttps://phimbathu.com/tag/chau-tinh-tri-7.html{}AudioContext.destination
\n", + "
" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__468 https://media1.admicro.vn/core/fipmin.js \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__469 https://media1.admicro.vn/core/fipmin.js \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__479 https://media1.admicro.vn/core/fipmin.js \n", + "\n", + " location \\\n", + "call_id \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__468 https://phimbathu.com/tag/chau-tinh-tri-7.html \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__469 https://phimbathu.com/tag/chau-tinh-tri-7.html \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__479 https://phimbathu.com/tag/chau-tinh-tri-7.html \n", + "\n", + " value \\\n", + "call_id \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__468 {} \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__469 {} \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__479 {} \n", + "\n", + " symbol \n", + "call_id \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__468 AudioContext.destination \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__469 AudioContext.destination \n", + "1_01114aa497bac1590f86fda269668f4549234de9665b84de2659eb8c.json__479 AudioContext.destination " + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "destination= df[df.symbol == 'AudioContext.destination']\n", + "destination.get_partition(1).compute()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "The values column is a combination of varied kinds of information which needs to be closely examined.\n", + "\n", + "The value scripts also through some light on the information that is being used for fingerprinting. Some of the values being used for fingerprinting may include user agent, information being passed over by canvasrenderingcontex2d, HTML cavas element etc. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Looking at large value columns (Length>1000)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "df = dd.read_parquet(\n", + " '/home/soumya/Dataset/sample_0.parquet', engine='pyarrow',\n", + " columns=['script_url','location', 'value','value','symbol', 'value_len']\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "721724" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# number of scripts with value column length greater than 1000\n", + "length=df[df.value_len>1000]\n", + "len(length)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urllocationvaluevaluesymbolvalue_len
call_id
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n=goldlog.spm_ab;return!(!n||u.makeChkSum([n[0],(n[1]||\\\"\\\").split(\\\"/\\\")[0]].join(\\\".\\\"))!=t)||u.makeChkSum(location.href.split(\\\"#\\\")[0].split(\\\"?\\\")[0])==t}function a(t,e,n){s(t,\\\"spm-cnt\\\",function(t){var o=t.split(\\\".\\\");return o[0]=goldlog.spm_ab[0],o[1]=goldlog.spm_ab[1],e?o[1]=o[1].split(\\\"/\\\")[0]+\\\"/\\\"+e:o[1]=o[1].split(\\\"/\\\")[0],n&&(o[4]=n),o.join(\\\".\\\")})}function r(t,e){var n=window.g_SPM&&g_SPM._current_spm;n&&s(t,\\\"spm-url\\\",function(){return[n.a,n.b,n.c,n.d].join(\\\".\\\")+(e?\\\".\\\"+e:\\\"\\\")},\\\"spm-cnt\\\")}function i(t,e){var n,o,a,r=-1;for(n=0,o=t.length;n<o;n++)if(a=t[n],a[0]===e){r=n;break}r>=0&&t.splice(r,1)}function s(t,e,n,o){var a,r,i=t.length,s=-1,u=\\\"function\\\"==typeof n;for(a=0;a<i;a++){if(r=t[a],r[0]===e)return void(u?r[1]=n(r[1]):r[1]=n);o&&r[0]===o&&(s=a)}o&&(u&&(n=n()),s>-1?t.splice(s,0,[e,n]):t.push([e,n]))}var 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t=this.options.context.what_to_sendpv.pvdata||[],e=this.options.context.etag||{},n=[];(e.tag||0===e.tag)&&n.push([\\\"tag\\\",e.tag]),(e.stag||0===e.stag)&&n.push([\\\"stag\\\",e.stag]),(e.ltag||0===e.ltag)&&n.push([\\\"ltag\\\",e.ltag]),n.length>0&&(this.options.context.what_to_sendpv.pvdata=t.concat(n))},run:function(){this.updateBasicParams(),this.addTagParams()}}}},function(t,e,n){\\\"use strict\\\";function o(t){var e,n,o,a,i=[],s={};for(e=t.length-1;e>=0;e--)n=t[e],o=n[0],o&&o.indexOf(r.s_plain_obj)==-1&&s.hasOwnProperty(o)||(a=n[1],(\\\"aplus\\\"==o||a)&&(i.unshift([o,a]),s[o]=1));return i}function a(t){var e,n,o,a,s=[],u={logtype:!0,cache:!0,scr:!0,\\\"spm-cnt\\\":!0};for(e=t.length-1;e>=0;e--)if(n=t[e],o=n[0],a=n[1],!(i.isStartWith(o,r.s_plain_obj)&&!i.isStartWith(o,r.mkPlainKeyForExparams())||u[o]))if(i.isStartWith(o,r.mkPlainKeyForExparams())){var c=r.param2arr(a);if(\\\"object\\\"==typeof c&&c.length>0)for(var l=c.length-1;l>=0;l--){var 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o=n(24),a=n(38),r=n(8);t.exports=function(){return{init:function(t){this.options=t},isSingle_pv:function(){var t=o.getGoldlogVal(\\\"_$\\\")||{};return!(!t.is_WindVane||!a.isSingleUaVersion())},isSingle_hjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return!(!e.is_WindVane||!a.isSingleSendLog(t))},isSingle_uhjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return(!t||!/^\\\\/aplus\\\\.99\\\\.(\\\\d)+$/.test(t.logkey))&&!!(e.is_WindVane&&t&&t.logkey&&a.isSingleUaVersion())},run:function(){var t=this.options.context||{},e=this.options.config||{},n=t.where_to_sendlog_ut.aplusToUT||{},o=n.toUT||{},a=n.toUT2||{},i=!(!o.isAvailable&&!a.isAvailable),s=t.userdata||{},u=!!t.is_single;switch(e.recordType){case r.recordTypes.uhjlj:u=this.isSingle_uhjlj(s);break;case r.recordTypes.hjlj:u=this.isSingle_hjlj(s);break;case r.recordTypes.pv:u=this.isSingle_pv(s);break;default:u=this.isSingle_pv(s)}this.options.context.is_single=i&&u}}}},function(t,e,n){\\\"use strict\\\";var o=n(39),a=function(t){var e=t.logkey.toLowerCase();0===e.indexOf(\\\"/\\\")&&(e=e.substr(1));var n=t.gmkey.toUpperCase();switch(n){case\\\"EXP\\\":return\\\"2201\\\";case\\\"CLK\\\":return\\\"2101\\\";case\\\"SLD\\\":return\\\"19999\\\";case\\\"OTHER\\\":default:return\\\"19999\\\"}},r=function(){return o.webviewIsAbove({version_ios_tb:[5,11,7],version_ios_tm:[5,24,1],version_android_tb:[5,11,7],version_android_tm:[5,24,1]})};e.isSingleUaVersion=r,e.isSingleSendLog=function(t){return(!t||!/^\\\\/fsp\\\\.1\\\\.1$/.test(t.logkey))&&!!(t&&t.logkey&&t.gmkey&&r()===!0)},e.getFunctypeValue=function(t){return e.isSingleSendLog(t)?a(t):\\\"2101\\\"},e.getFunctypeValue2=function(t){return a(t)}},function(t,e){\\\"use strict\\\";var n=function(t){var e=[0,0,0];try{if(t){var n=t[1],o=n.split(\\\".\\\");if(o.length>2)for(var a=0;a<o.length;)e[a]=parseInt(o[a]),a++}}catch(t){e=[0,0,0]}finally{return e}};e.parseVersion=n;var o=function(t,e){var n=!1;try{var 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p,g,f=[\\\"taobao.com\\\",\\\"tmall.com\\\",\\\"etao.com\\\",\\\"hitao.com\\\",\\\"taohua.com\\\",\\\"juhuasuan.com\\\",\\\"alimama.com\\\"];if(i){for(g=f.length,p=0;p<g;p++)if(o.isContain(location.hostname,f[p]))return n.push([o.mkPlainKeyForExparams(),l]),n;l=l.replace(/\\\\buserid=\\\\w*&?/,\\\"\\\")}l=l.replace(/\\\\buserid=/,\\\"uidaplus=\\\"),l&&n.push([o.mkPlainKeyForExparams(),l]);var d=a.makeCacheNum();return u.updateKey(n,\\\"cache\\\",d),n},getExtra:function(){var t=[],e=i.getGoldlogVal(\\\"_$\\\")||{},n=e.meta_info||{},a=this.cookie_data||{},r=this.getClientInfo(!0)||[];return o.ifAdd(t,r),o.ifAdd(t,[[\\\"thw\\\",a.thw],[\\\"bucket_id\\\",c.getBucketId(n)],[\\\"urlokey\\\",this.loc_hash],[\\\"wm_instanceid\\\",n.ms_data_instance_id]]),t}})}},function(t,e,n){\\\"use strict\\\";function o(t,e){if(!t&&e&&\\\"N\\\"===e.isAplusInternal)return!0;t=t||c.getMetaCnt(\\\"aplus-ajax\\\");var n=goldlog.spm_ab;return!(!n||u.makeChkSum([n[0],(n[1]||\\\"\\\").split(\\\"/\\\")[0]].join(\\\".\\\"))!=t)||u.makeChkSum(location.href.split(\\\"#\\\")[0].split(\\\"?\\\")[0])==t}function a(t,e,n){s(t,\\\"spm-cnt\\\",function(t){var o=t.split(\\\".\\\");return o[0]=goldlog.spm_ab[0],o[1]=goldlog.spm_ab[1],e?o[1]=o[1].split(\\\"/\\\")[0]+\\\"/\\\"+e:o[1]=o[1].split(\\\"/\\\")[0],n&&(o[4]=n),o.join(\\\".\\\")})}function r(t,e){var n=window.g_SPM&&g_SPM._current_spm;n&&s(t,\\\"spm-url\\\",function(){return[n.a,n.b,n.c,n.d].join(\\\".\\\")+(e?\\\".\\\"+e:\\\"\\\")},\\\"spm-cnt\\\")}function i(t,e){var n,o,a,r=-1;for(n=0,o=t.length;n<o;n++)if(a=t[n],a[0]===e){r=n;break}r>=0&&t.splice(r,1)}function s(t,e,n,o){var a,r,i=t.length,s=-1,u=\\\"function\\\"==typeof n;for(a=0;a<i;a++){if(r=t[a],r[0]===e)return void(u?r[1]=n(r[1]):r[1]=n);o&&r[0]===o&&(s=a)}o&&(u&&(n=n()),s>-1?t.splice(s,0,[e,n]):t.push([e,n]))}var u=n(31),c=n(34);t.exports={checkIfSendPV:o,updateSPMCnt:a,updateSPMUrl:r,updateKey:s,removeKey:i}},function(t,e,n){\\\"use strict\\\";function o(t,e){var n,o=2146271213;for(n=0;n<t.length;n++)o=(o<<5)+o+t.charCodeAt(n);return(65535&o)%e}function a(t){var e,n=r.getCookie(\\\"t\\\");return\\\"3\\\"!=t.ms_prototype_id&&\\\"5\\\"!=t.ms_prototype_id||(e=n?o(n,20):\\\"\\\"),e}var r=n(14);e.getBucketId=a},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(13),r=n(24),i=n(36),s=n(14),u=n(8);t.exports={init:function(t){this.options=t,this.cookie_data||(this.cookie_data=s.getData())},getBasicParams:function(){var t=document,e=r.getGoldlogVal(\\\"_$\\\")||{},n=e.spm||{},i=e.meta_info||{},u=i[\\\"aplus-ifr-pv\\\"]+\\\"\\\"==\\\"1\\\",c=o.is_in_iframe&&!u?0:1,l=[[\\\"logtype\\\",c],[o.mkPlainKey(),\\\"title=\\\"+escape(t.title)],[\\\"pre\\\",e.page_referrer],[\\\"cache\\\",a.makeCacheNum()],[\\\"scr\\\",screen.width+\\\"x\\\"+screen.height]],p=this.cookie_data||{},g=this.options.context||{},f=g.etag||{},d=f.cna||p.cna||s.getCookie(\\\"cna\\\");d&&l.push([o.mkPlainKey(),\\\"cna=\\\"+d]),p.tracknick&&l.push([o.mkPlainKey(),\\\"nick=\\\"+p.tracknick]);var h=n.spm_url||\\\"\\\";if(window.g_SPM&&window.g_SPM._current_spm){var m=[];for(var _ in g_SPM._current_spm)m.push(g_SPM._current_spm[_]);m.length>0&&(h=m.join(\\\".\\\"))}return o.ifAdd(l,[[\\\"wm_pageid\\\",i.ms_data_page_id],[\\\"wm_prototypeid\\\",i.ms_prototype_id],[\\\"wm_sid\\\",i.ms_data_shop_id],[\\\"spm-url\\\",h],[\\\"spm-pre\\\",n.spm_pre],[\\\"spm-cnt\\\",n.spm_cnt],[\\\"cnaui\\\",p.cnaui]]),\\nl},getExParams:function(){return[]},getExtra:function(){return[]},getClientInfo:function(t){var e=[],n=r.getGoldlogVal(\\\"_$\\\")||{},a=this.client_info||{},s=a.ua_info||{};if(t||!i.is_WindVane&&!i.isAplusChnl()){for(var c,l=[],p=[\\\"p\\\",\\\"o\\\",\\\"b\\\",\\\"s\\\",\\\"w\\\",\\\"wx\\\",\\\"ism\\\"],g=0;c=p[g++];)s[c]&&l.push([c,s[c]]);o.ifAdd(e,l)}o.ifAdd(e,[[\\\"lver\\\",goldlog.lver||u.lver],[\\\"jsver\\\",n.script_name||u.script_name]]);var f=this.options.config||{},d=f.is_auto;return d||o.ifAdd(e,[[\\\"mansndlog\\\",1]]),e},processLodashDollar:function(){var t=r.getGoldlogVal(\\\"_$\\\")||{};t.page_url!==location.href&&(t.page_referrer=t.page_url,t.page_url=location.href),r.setGoldlogVal(\\\"_$\\\",t)},getLsParams:function(){var t=r.getGoldlogVal(\\\"_$\\\")||{},e=[];return t.lsparams&&t.lsparams.spm_id&&(e.push([\\\"lsparams\\\",t.lsparams.spm_id]),e.push([\\\"lsparams_pre\\\",t.lsparams.current_url])),e},run:function(){var t=this.getBasicParams()||[],e=this.getExParams()||[],n=this.getExtra()||[];this.processLodashDollar();var o=this.getLsParams()||[],a=[].concat(t,e,n,o);this.options.context.what_to_sendpv.pvdata=a,this.options.context.what_to_sendpv.exparams=e}}},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(24),r=n(23),i=n(42),s=n(14),u=n(46);t.exports=function(){return{init:function(t){this.options=t},getPageId:function(){var t=this.options.config||{},e=this.options.context||{},n=e.userdata||{};return t.page_id||t.pageid||t.pageId||n.page_id},getUserdata:function(){var t=a.getGoldlogVal(\\\"_$\\\")||{},e=t.spm||{},n=this.options.context||{},i=n.userdata||{},c=this.options.config||{},l=[];if(c&&!c.is_auto){c.gokey&&l.push([o.mkPlainKey(),c.gokey]);var p=e.data.b;if(p){var g=this.getPageId();p=g?p.split(\\\"/\\\")[0]+\\\"/\\\"+g:p.split(\\\"/\\\")[0],u.setB(p)}}var f=function(t,e){try{var n;if(t)for(var o in t)\\\"object\\\"!=typeof t[o]&&\\\"function\\\"!=typeof t[o]?(n=t[o],t.hasOwnProperty(o)&&l.push([o,n])):r.logger({msg:e+\\\" about \\\"+o+\\\":\\\"+t[o]+\\\" must be basicType, eg string number or boolean!\\\"})}catch(t){}},d=goldlog.getMetaInfo(\\\"aplus-cpvdata\\\");\\\"object\\\"==typeof d&&f(d,\\\"meta:aplus-cpvdata\\\"),f(i,\\\"userdata\\\");var h=s.getCookie(\\\"workno\\\")||s.getCookie(\\\"emplId\\\");return h&&l.push([\\\"workno\\\",h]),window._ua_popLayer&&l.push([\\\"ispop\\\",1]),l},processLodashDollar:function(){var t=this.options.config||{},e=a.getGoldlogVal(\\\"_$\\\")||{};t&&t.referrer&&(e.page_referrer=t.referrer),a.setGoldlogVal(\\\"_$\\\",e)},updatePre:function(t){var e=a.getGoldlogVal(\\\"_$\\\")||{};return e.page_referrer&&i.updateKey(t,\\\"pre\\\",e.page_referrer),t},run:function(){var t=this.options.context.what_to_sendpv.pvdata,e=this.getUserdata();this.processLodashDollar();var n=t,o=this.options.context.what_to_pvhash.hash;o&&o.length>0&&n.push(o),n=n.concat(e),n=this.updatePre(n);var a=this.getPageId();a&&i.updateSPMCnt(n,a),this.options.context.what_to_sendpv.pvdata=n,this.options.context.userdata=e}}}},function(t,e,n){\\\"use strict\\\";function o(){if(!s.data.a||!s.data.b){var t=r._SPM_a,e=r._SPM_b;if(t&&e)return t=t.replace(/^{(\\\\w+\\\\/)}$/g,\\\"$1\\\"),e=e.replace(/^{(\\\\w+\\\\/)}$/g,\\\"$1\\\"),s.is_wh_in_page=!0,void c.setAB(t,e);var n=goldlog._$.meta_info;t=n[\\\"data-spm\\\"]||n[\\\"spm-id\\\"]||\\\"0\\\";var o=t.split(\\\".\\\");o.length>1&&(t=o[0],e=o[1]),c.setA(t),e&&c.setB(e);var a=i.getElementsByTagName(\\\"body\\\");a=a&&a.length?a[0]:null,a&&(e=l.tryToGetAttribute(a,\\\"data-spm\\\"),e?c.setB(e):1===o.length&&c.setAB(\\\"0\\\",\\\"0\\\"))}}function a(){var t=s.data.a,e=s.data.b;t&&e&&(goldlog.spm_ab=[t,e])}var r=window,i=document,s={},u={};s.data=u;var c={},l=n(20),p=n(47),g=location.href,f=n(48).getRefer(),d=n(8);c.setA=function(t){s.data.a=t,a()},c.setB=function(t){s.data.b=t,a()},c.setAB=function(t,e){s.data.a=t,s.data.b=e,a()};var h=p.getSPMFromUrl,m=function(){var t=d.utilPvid.makePVId();return d.mustSpmE?t||goldlog.pvid||\\\"\\\":t||\\\"\\\"},_=function(t,e,n){s.meta_protocol=e.spm_protocol;var a,r=t.spm_ab||[],i=r[0]||\\\"0\\\",u=r[1]||\\\"0\\\";\\\"0\\\"===i&&\\\"0\\\"===u&&(o(),i=s.data.a||\\\"0\\\",u=s.data.b||\\\"0\\\"),a=[s.data.a,s.data.b].join(\\\".\\\"),s.spm_cnt=(a||\\\"0.0\\\")+\\\".0.0\\\";var c=t._$||{},l=c.send_pv_count,p=l>0?m():t.pvid;p&&(s.spm_cnt+=\\\".\\\"+p),t._$.spm=s,\\\"function\\\"==typeof n&&n(p)};c.spaInit=function(t,e,n,o){var a=\\\"function\\\"==typeof o?o:function(){},r=s.spm_url;s.spm_pre=h(f),s.spm_url=h(location.href);var i=window.g_SPM||{};_(t,e,function(t){var e=d.utilPvid.getPvId()||\\\"\\\";s.spm_cnt=s.data.a+\\\".\\\"+s.data.b+\\\".0.0\\\"+(t?\\\".\\\"+t:\\\"\\\");var o=i._current_spm||{},u=n.join(\\\".\\\");o&&o.a&&o.b?(s.spm_url=[o.a,o.b,o.c,o.d,o.e].join(\\\".\\\"),s.spm_pre=r):\\\"0.0\\\"!==u&&(s.spm_url=u+\\\".0.0\\\"+(e?\\\".\\\"+e:\\\"\\\"),s.spm_pre=r),a()})},c.init=function(t,e,n){s.spm_url=h(g),s.spm_pre=h(f),_(t,e,function(){\\\"function\\\"==typeof n&&n()})},c.resetSpmCntPvid=function(){var t=goldlog.spm_ab;if(t&&2===t.length){var e=t.join(\\\".\\\")+\\\".0.0\\\",n=m();n&&(e=e+\\\".\\\"+n),s.spm_cnt=e,s.spm_url=e,goldlog._$.spm=s}},t.exports=c},function(t,e){\\\"use strict\\\";function n(t,e){if(!t||!e)return\\\"\\\";var n,o=\\\"\\\";try{var a=new RegExp(t+\\\"=([^&|#|?|/]+)\\\");if(\\\"spm\\\"===t||\\\"scm\\\"===t){var r=new 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o=n(24),a=n(38),r=n(8);t.exports=function(){return{init:function(t){this.options=t},isSingle_pv:function(){var t=o.getGoldlogVal(\\\"_$\\\")||{};return!(!t.is_WindVane||!a.isSingleUaVersion())},isSingle_hjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return!(!e.is_WindVane||!a.isSingleSendLog(t))},isSingle_uhjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return(!t||!/^\\\\/aplus\\\\.99\\\\.(\\\\d)+$/.test(t.logkey))&&!!(e.is_WindVane&&t&&t.logkey&&a.isSingleUaVersion())},run:function(){var t=this.options.context||{},e=this.options.config||{},n=t.where_to_sendlog_ut.aplusToUT||{},o=n.toUT||{},a=n.toUT2||{},i=!(!o.isAvailable&&!a.isAvailable),s=t.userdata||{},u=!!t.is_single;switch(e.recordType){case r.recordTypes.uhjlj:u=this.isSingle_uhjlj(s);break;case r.recordTypes.hjlj:u=this.isSingle_hjlj(s);break;case r.recordTypes.pv:u=this.isSingle_pv(s);break;default:u=this.isSingle_pv(s)}this.options.context.is_single=i&&u}}}},function(t,e,n){\\\"use strict\\\";var 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t=document,e=r.getGoldlogVal(\\\"_$\\\")||{},n=e.spm||{},i=e.meta_info||{},u=i[\\\"aplus-ifr-pv\\\"]+\\\"\\\"==\\\"1\\\",c=o.is_in_iframe&&!u?0:1,l=[[\\\"logtype\\\",c],[o.mkPlainKey(),\\\"title=\\\"+escape(t.title)],[\\\"pre\\\",e.page_referrer],[\\\"cache\\\",a.makeCacheNum()],[\\\"scr\\\",screen.width+\\\"x\\\"+screen.height]],p=this.cookie_data||{},g=this.options.context||{},f=g.etag||{},d=f.cna||p.cna||s.getCookie(\\\"cna\\\");d&&l.push([o.mkPlainKey(),\\\"cna=\\\"+d]),p.tracknick&&l.push([o.mkPlainKey(),\\\"nick=\\\"+p.tracknick]);var h=n.spm_url||\\\"\\\";if(window.g_SPM&&window.g_SPM._current_spm){var m=[];for(var _ in g_SPM._current_spm)m.push(g_SPM._current_spm[_]);m.length>0&&(h=m.join(\\\".\\\"))}return 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t=r.getGoldlogVal(\\\"_$\\\")||{},e=[];return t.lsparams&&t.lsparams.spm_id&&(e.push([\\\"lsparams\\\",t.lsparams.spm_id]),e.push([\\\"lsparams_pre\\\",t.lsparams.current_url])),e},run:function(){var t=this.getBasicParams()||[],e=this.getExParams()||[],n=this.getExtra()||[];this.processLodashDollar();var o=this.getLsParams()||[],a=[].concat(t,e,n,o);this.options.context.what_to_sendpv.pvdata=a,this.options.context.what_to_sendpv.exparams=e}}},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(24),r=n(23),i=n(42),s=n(14),u=n(46);t.exports=function(){return{init:function(t){this.options=t},getPageId:function(){var t=this.options.config||{},e=this.options.context||{},n=e.userdata||{};return t.page_id||t.pageid||t.pageId||n.page_id},getUserdata:function(){var t=a.getGoldlogVal(\\\"_$\\\")||{},e=t.spm||{},n=this.options.context||{},i=n.userdata||{},c=this.options.config||{},l=[];if(c&&!c.is_auto){c.gokey&&l.push([o.mkPlainKey(),c.gokey]);var p=e.data.b;if(p){var 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o=n(24),a=n(31);t.exports=function(){return{init:function(t){this.options=t},run:function(){var t=this.options.context||{},e=!!t.is_single;if(!e){var n=t.what_to_sendpv||{},r=t.where_to_sendpv||{},i=n.pvdata||[],s=goldlog.send(r.url,a.arr2obj(i));o.setGoldlogVal(\\\"req\\\",s)}}}}},function(t,e,n){\\\"use strict\\\";var o=n(55);t.exports=function(){return{init:function(t){this.options=t},run:function(t,e){var n=this,a=this.options.context||{},r=a.what_to_sendpv_ut||{},i=a.where_to_sendlog_ut||{},s=r.pvdataToUt||{},u=i.aplusToUT||{},c=u.toUT;if(c&&\\\"function\\\"==typeof c.toUT2&&c.isAvailable)try{u.toutflag=\\\"toUT\\\",c.toUT2(s,function(){n.options.context.what_to_sendpv_ut.isSuccess=!0,e()},function(t){o.do_tracker_jserror({message:\\\"do_sendpv_ut error\\\",error:JSON.stringify(t),filename:\\\"do_sendpv_ut\\\"}),e()},5e3)}catch(t){e()}finally{return\\\"pause\\\"}}}}},function(t,e,n){\\\"use strict\\\";var o=n(23),a=function(t,e,n){try{var 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o=n(24),a=n(31);t.exports=function(){return{init:function(t){this.options=t},run:function(){var t=this.options.context||{},e=!!t.is_single;if(!e){var n=t.what_to_sendpv||{},r=t.where_to_sendpv||{},i=n.pvdata||[],s=goldlog.send(r.url,a.arr2obj(i));o.setGoldlogVal(\\\"req\\\",s)}}}}},function(t,e,n){\\\"use strict\\\";var o=n(55);t.exports=function(){return{init:function(t){this.options=t},run:function(t,e){var n=this,a=this.options.context||{},r=a.what_to_sendpv_ut||{},i=a.where_to_sendlog_ut||{},s=r.pvdataToUt||{},u=i.aplusToUT||{},c=u.toUT;if(c&&\\\"function\\\"==typeof c.toUT2&&c.isAvailable)try{u.toutflag=\\\"toUT\\\",c.toUT2(s,function(){n.options.context.what_to_sendpv_ut.isSuccess=!0,e()},function(t){o.do_tracker_jserror({message:\\\"do_sendpv_ut error\\\",error:JSON.stringify(t),filename:\\\"do_sendpv_ut\\\"}),e()},5e3)}catch(t){e()}finally{return\\\"pause\\\"}}}}},function(t,e,n){\\\"use strict\\\";var o=n(23),a=function(t,e,n){try{var 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t,e,n=i.KEY||{},o=n.NAME_STORAGE||{};if(!c&&u){var a=location.href,l=u&&(a.indexOf(\\\"login.taobao.com\\\")>=0||a.indexOf(\\\"login.tmall.com\\\")>=0),p=s.getRefer();l&&p?(t=p,e=r.getItem(o.REFERRER_PV_ID)):(t=a,e=goldlog.pvid),r.setItem(o.REFERRER,t),r.setItem(o.REFERRER_PV_ID,e)}}var a=n(70),r=n(7).nameStorage,i=n(8),s=n(48),u=\\\"https:\\\"==location.protocol,c=parent!==self;e.run=function(){a.on(window,\\\"beforeunload\\\",function(){o()})}},function(t,e){\\\"use strict\\\";function n(t,e){var n=goldlog._$||{},a=n.meta_info||{},r=a.aplus_ctap||{};if(r&&\\\"function\\\"==typeof r.on)r.on(t,e);else{var i=\\\"ontouchend\\\"in document.createElement(\\\"div\\\"),s=i?\\\"touchstart\\\":\\\"mousedown\\\";o(t,s,e)}}function o(t,e,o){return\\\"tap\\\"===e?void n(t,o):void t[c]((i?\\\"on\\\":\\\"\\\")+e,function(t){t=t||a.event;var e=t.target||t.srcElement;\\\"function\\\"==typeof o&&o(t,e)},!1)}var 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o=n(33);t.exports=function(){return{init:function(t){this.opts=t,t&&\\\"object\\\"==typeof t.middleware&&t.middleware.length>0?this.middleware=t.middleware:this.middleware=[],this.plugins_name=[]},pubsubInfo:function(t,e){try{var n=t.pubsub;n&&n.publish(\\\"plugins_change_\\\"+t.pubsubType,e)}catch(t){}},checkPluginLoader:function(t,e){var n=!0;if(\\\"object\\\"==typeof e.enable&&\\\"function\\\"==typeof e.enable.isEnable?n=e.enable.isEnable(e.name):\\\"boolean\\\"==typeof e.enable&&(n=!!e.enable),\\n!n)return!1;if(n&&e.deps&&e.deps.length>0)for(var a=0;a0){var r=a[t];if(this.checkPluginLoader(a,r)&&(this.plugins_name.push(r.name),n.push([function(t,n){e.pubsubInfo(this,r);var a=new r.path;return a.init({context:this.context,config:o.config}),a.run(t,n)},r.name])),t++,a[t])return this.run(t)}else window.console&&console.log(\\\"aplus plugins \\\"+JSON.stringify(a)+\\\" must be object of array!\\\");return n}}}},function(t,e,n){\\\"use strict\\\";function o(t){function e(t){var 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n=goldlog.spm_ab;return!(!n||u.makeChkSum([n[0],(n[1]||\\\"\\\").split(\\\"/\\\")[0]].join(\\\".\\\"))!=t)||u.makeChkSum(location.href.split(\\\"#\\\")[0].split(\\\"?\\\")[0])==t}function a(t,e,n){s(t,\\\"spm-cnt\\\",function(t){var o=t.split(\\\".\\\");return o[0]=goldlog.spm_ab[0],o[1]=goldlog.spm_ab[1],e?o[1]=o[1].split(\\\"/\\\")[0]+\\\"/\\\"+e:o[1]=o[1].split(\\\"/\\\")[0],n&&(o[4]=n),o.join(\\\".\\\")})}function r(t,e){var n=window.g_SPM&&g_SPM._current_spm;n&&s(t,\\\"spm-url\\\",function(){return[n.a,n.b,n.c,n.d].join(\\\".\\\")+(e?\\\".\\\"+e:\\\"\\\")},\\\"spm-cnt\\\")}function i(t,e){var n,o,a,r=-1;for(n=0,o=t.length;n<o;n++)if(a=t[n],a[0]===e){r=n;break}r>=0&&t.splice(r,1)}function s(t,e,n,o){var a,r,i=t.length,s=-1,u=\\\"function\\\"==typeof n;for(a=0;a<i;a++){if(r=t[a],r[0]===e)return void(u?r[1]=n(r[1]):r[1]=n);o&&r[0]===o&&(s=a)}o&&(u&&(n=n()),s>-1?t.splice(s,0,[e,n]):t.push([e,n]))}var 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t=this.options.context.what_to_sendpv.pvdata||[],e=this.options.context.etag||{},n=[];(e.tag||0===e.tag)&&n.push([\\\"tag\\\",e.tag]),(e.stag||0===e.stag)&&n.push([\\\"stag\\\",e.stag]),(e.ltag||0===e.ltag)&&n.push([\\\"ltag\\\",e.ltag]),n.length>0&&(this.options.context.what_to_sendpv.pvdata=t.concat(n))},run:function(){this.updateBasicParams(),this.addTagParams()}}}},function(t,e,n){\\\"use strict\\\";function o(t){var e,n,o,a,i=[],s={};for(e=t.length-1;e>=0;e--)n=t[e],o=n[0],o&&o.indexOf(r.s_plain_obj)==-1&&s.hasOwnProperty(o)||(a=n[1],(\\\"aplus\\\"==o||a)&&(i.unshift([o,a]),s[o]=1));return i}function a(t){var e,n,o,a,s=[],u={logtype:!0,cache:!0,scr:!0,\\\"spm-cnt\\\":!0};for(e=t.length-1;e>=0;e--)if(n=t[e],o=n[0],a=n[1],!(i.isStartWith(o,r.s_plain_obj)&&!i.isStartWith(o,r.mkPlainKeyForExparams())||u[o]))if(i.isStartWith(o,r.mkPlainKeyForExparams())){var c=r.param2arr(a);if(\\\"object\\\"==typeof c&&c.length>0)for(var l=c.length-1;l>=0;l--){var 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o=n(24),a=n(38),r=n(8);t.exports=function(){return{init:function(t){this.options=t},isSingle_pv:function(){var t=o.getGoldlogVal(\\\"_$\\\")||{};return!(!t.is_WindVane||!a.isSingleUaVersion())},isSingle_hjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return!(!e.is_WindVane||!a.isSingleSendLog(t))},isSingle_uhjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return(!t||!/^\\\\/aplus\\\\.99\\\\.(\\\\d)+$/.test(t.logkey))&&!!(e.is_WindVane&&t&&t.logkey&&a.isSingleUaVersion())},run:function(){var t=this.options.context||{},e=this.options.config||{},n=t.where_to_sendlog_ut.aplusToUT||{},o=n.toUT||{},a=n.toUT2||{},i=!(!o.isAvailable&&!a.isAvailable),s=t.userdata||{},u=!!t.is_single;switch(e.recordType){case r.recordTypes.uhjlj:u=this.isSingle_uhjlj(s);break;case r.recordTypes.hjlj:u=this.isSingle_hjlj(s);break;case r.recordTypes.pv:u=this.isSingle_pv(s);break;default:u=this.isSingle_pv(s)}this.options.context.is_single=i&&u}}}},function(t,e,n){\\\"use strict\\\";var o=n(39),a=function(t){var e=t.logkey.toLowerCase();0===e.indexOf(\\\"/\\\")&&(e=e.substr(1));var n=t.gmkey.toUpperCase();switch(n){case\\\"EXP\\\":return\\\"2201\\\";case\\\"CLK\\\":return\\\"2101\\\";case\\\"SLD\\\":return\\\"19999\\\";case\\\"OTHER\\\":default:return\\\"19999\\\"}},r=function(){return o.webviewIsAbove({version_ios_tb:[5,11,7],version_ios_tm:[5,24,1],version_android_tb:[5,11,7],version_android_tm:[5,24,1]})};e.isSingleUaVersion=r,e.isSingleSendLog=function(t){return(!t||!/^\\\\/fsp\\\\.1\\\\.1$/.test(t.logkey))&&!!(t&&t.logkey&&t.gmkey&&r()===!0)},e.getFunctypeValue=function(t){return e.isSingleSendLog(t)?a(t):\\\"2101\\\"},e.getFunctypeValue2=function(t){return a(t)}},function(t,e){\\\"use strict\\\";var n=function(t){var e=[0,0,0];try{if(t){var n=t[1],o=n.split(\\\".\\\");if(o.length>2)for(var a=0;a<o.length;)e[a]=parseInt(o[a]),a++}}catch(t){e=[0,0,0]}finally{return e}};e.parseVersion=n;var o=function(t,e){var n=!1;try{var 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p,g,f=[\\\"taobao.com\\\",\\\"tmall.com\\\",\\\"etao.com\\\",\\\"hitao.com\\\",\\\"taohua.com\\\",\\\"juhuasuan.com\\\",\\\"alimama.com\\\"];if(i){for(g=f.length,p=0;p<g;p++)if(o.isContain(location.hostname,f[p]))return n.push([o.mkPlainKeyForExparams(),l]),n;l=l.replace(/\\\\buserid=\\\\w*&?/,\\\"\\\")}l=l.replace(/\\\\buserid=/,\\\"uidaplus=\\\"),l&&n.push([o.mkPlainKeyForExparams(),l]);var d=a.makeCacheNum();return u.updateKey(n,\\\"cache\\\",d),n},getExtra:function(){var t=[],e=i.getGoldlogVal(\\\"_$\\\")||{},n=e.meta_info||{},a=this.cookie_data||{},r=this.getClientInfo(!0)||[];return o.ifAdd(t,r),o.ifAdd(t,[[\\\"thw\\\",a.thw],[\\\"bucket_id\\\",c.getBucketId(n)],[\\\"urlokey\\\",this.loc_hash],[\\\"wm_instanceid\\\",n.ms_data_instance_id]]),t}})}},function(t,e,n){\\\"use strict\\\";function o(t,e){if(!t&&e&&\\\"N\\\"===e.isAplusInternal)return!0;t=t||c.getMetaCnt(\\\"aplus-ajax\\\");var n=goldlog.spm_ab;return!(!n||u.makeChkSum([n[0],(n[1]||\\\"\\\").split(\\\"/\\\")[0]].join(\\\".\\\"))!=t)||u.makeChkSum(location.href.split(\\\"#\\\")[0].split(\\\"?\\\")[0])==t}function a(t,e,n){s(t,\\\"spm-cnt\\\",function(t){var o=t.split(\\\".\\\");return o[0]=goldlog.spm_ab[0],o[1]=goldlog.spm_ab[1],e?o[1]=o[1].split(\\\"/\\\")[0]+\\\"/\\\"+e:o[1]=o[1].split(\\\"/\\\")[0],n&&(o[4]=n),o.join(\\\".\\\")})}function r(t,e){var n=window.g_SPM&&g_SPM._current_spm;n&&s(t,\\\"spm-url\\\",function(){return[n.a,n.b,n.c,n.d].join(\\\".\\\")+(e?\\\".\\\"+e:\\\"\\\")},\\\"spm-cnt\\\")}function i(t,e){var n,o,a,r=-1;for(n=0,o=t.length;n<o;n++)if(a=t[n],a[0]===e){r=n;break}r>=0&&t.splice(r,1)}function s(t,e,n,o){var a,r,i=t.length,s=-1,u=\\\"function\\\"==typeof n;for(a=0;a<i;a++){if(r=t[a],r[0]===e)return void(u?r[1]=n(r[1]):r[1]=n);o&&r[0]===o&&(s=a)}o&&(u&&(n=n()),s>-1?t.splice(s,0,[e,n]):t.push([e,n]))}var u=n(31),c=n(34);t.exports={checkIfSendPV:o,updateSPMCnt:a,updateSPMUrl:r,updateKey:s,removeKey:i}},function(t,e,n){\\\"use strict\\\";function o(t,e){var n,o=2146271213;for(n=0;n<t.length;n++)o=(o<<5)+o+t.charCodeAt(n);return(65535&o)%e}function a(t){var e,n=r.getCookie(\\\"t\\\");return\\\"3\\\"!=t.ms_prototype_id&&\\\"5\\\"!=t.ms_prototype_id||(e=n?o(n,20):\\\"\\\"),e}var r=n(14);e.getBucketId=a},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(13),r=n(24),i=n(36),s=n(14),u=n(8);t.exports={init:function(t){this.options=t,this.cookie_data||(this.cookie_data=s.getData())},getBasicParams:function(){var t=document,e=r.getGoldlogVal(\\\"_$\\\")||{},n=e.spm||{},i=e.meta_info||{},u=i[\\\"aplus-ifr-pv\\\"]+\\\"\\\"==\\\"1\\\",c=o.is_in_iframe&&!u?0:1,l=[[\\\"logtype\\\",c],[o.mkPlainKey(),\\\"title=\\\"+escape(t.title)],[\\\"pre\\\",e.page_referrer],[\\\"cache\\\",a.makeCacheNum()],[\\\"scr\\\",screen.width+\\\"x\\\"+screen.height]],p=this.cookie_data||{},g=this.options.context||{},f=g.etag||{},d=f.cna||p.cna||s.getCookie(\\\"cna\\\");d&&l.push([o.mkPlainKey(),\\\"cna=\\\"+d]),p.tracknick&&l.push([o.mkPlainKey(),\\\"nick=\\\"+p.tracknick]);var h=n.spm_url||\\\"\\\";if(window.g_SPM&&window.g_SPM._current_spm){var m=[];for(var _ in g_SPM._current_spm)m.push(g_SPM._current_spm[_]);m.length>0&&(h=m.join(\\\".\\\"))}return o.ifAdd(l,[[\\\"wm_pageid\\\",i.ms_data_page_id],[\\\"wm_prototypeid\\\",i.ms_prototype_id],[\\\"wm_sid\\\",i.ms_data_shop_id],[\\\"spm-url\\\",h],[\\\"spm-pre\\\",n.spm_pre],[\\\"spm-cnt\\\",n.spm_cnt],[\\\"cnaui\\\",p.cnaui]]),\\nl},getExParams:function(){return[]},getExtra:function(){return[]},getClientInfo:function(t){var e=[],n=r.getGoldlogVal(\\\"_$\\\")||{},a=this.client_info||{},s=a.ua_info||{};if(t||!i.is_WindVane&&!i.isAplusChnl()){for(var c,l=[],p=[\\\"p\\\",\\\"o\\\",\\\"b\\\",\\\"s\\\",\\\"w\\\",\\\"wx\\\",\\\"ism\\\"],g=0;c=p[g++];)s[c]&&l.push([c,s[c]]);o.ifAdd(e,l)}o.ifAdd(e,[[\\\"lver\\\",goldlog.lver||u.lver],[\\\"jsver\\\",n.script_name||u.script_name]]);var f=this.options.config||{},d=f.is_auto;return d||o.ifAdd(e,[[\\\"mansndlog\\\",1]]),e},processLodashDollar:function(){var t=r.getGoldlogVal(\\\"_$\\\")||{};t.page_url!==location.href&&(t.page_referrer=t.page_url,t.page_url=location.href),r.setGoldlogVal(\\\"_$\\\",t)},getLsParams:function(){var t=r.getGoldlogVal(\\\"_$\\\")||{},e=[];return t.lsparams&&t.lsparams.spm_id&&(e.push([\\\"lsparams\\\",t.lsparams.spm_id]),e.push([\\\"lsparams_pre\\\",t.lsparams.current_url])),e},run:function(){var t=this.getBasicParams()||[],e=this.getExParams()||[],n=this.getExtra()||[];this.processLodashDollar();var o=this.getLsParams()||[],a=[].concat(t,e,n,o);this.options.context.what_to_sendpv.pvdata=a,this.options.context.what_to_sendpv.exparams=e}}},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(24),r=n(23),i=n(42),s=n(14),u=n(46);t.exports=function(){return{init:function(t){this.options=t},getPageId:function(){var t=this.options.config||{},e=this.options.context||{},n=e.userdata||{};return t.page_id||t.pageid||t.pageId||n.page_id},getUserdata:function(){var t=a.getGoldlogVal(\\\"_$\\\")||{},e=t.spm||{},n=this.options.context||{},i=n.userdata||{},c=this.options.config||{},l=[];if(c&&!c.is_auto){c.gokey&&l.push([o.mkPlainKey(),c.gokey]);var p=e.data.b;if(p){var g=this.getPageId();p=g?p.split(\\\"/\\\")[0]+\\\"/\\\"+g:p.split(\\\"/\\\")[0],u.setB(p)}}var f=function(t,e){try{var n;if(t)for(var o in t)\\\"object\\\"!=typeof t[o]&&\\\"function\\\"!=typeof t[o]?(n=t[o],t.hasOwnProperty(o)&&l.push([o,n])):r.logger({msg:e+\\\" about \\\"+o+\\\":\\\"+t[o]+\\\" must be basicType, eg string number or boolean!\\\"})}catch(t){}},d=goldlog.getMetaInfo(\\\"aplus-cpvdata\\\");\\\"object\\\"==typeof d&&f(d,\\\"meta:aplus-cpvdata\\\"),f(i,\\\"userdata\\\");var h=s.getCookie(\\\"workno\\\")||s.getCookie(\\\"emplId\\\");return h&&l.push([\\\"workno\\\",h]),window._ua_popLayer&&l.push([\\\"ispop\\\",1]),l},processLodashDollar:function(){var t=this.options.config||{},e=a.getGoldlogVal(\\\"_$\\\")||{};t&&t.referrer&&(e.page_referrer=t.referrer),a.setGoldlogVal(\\\"_$\\\",e)},updatePre:function(t){var e=a.getGoldlogVal(\\\"_$\\\")||{};return e.page_referrer&&i.updateKey(t,\\\"pre\\\",e.page_referrer),t},run:function(){var t=this.options.context.what_to_sendpv.pvdata,e=this.getUserdata();this.processLodashDollar();var n=t,o=this.options.context.what_to_pvhash.hash;o&&o.length>0&&n.push(o),n=n.concat(e),n=this.updatePre(n);var a=this.getPageId();a&&i.updateSPMCnt(n,a),this.options.context.what_to_sendpv.pvdata=n,this.options.context.userdata=e}}}},function(t,e,n){\\\"use strict\\\";function o(){if(!s.data.a||!s.data.b){var t=r._SPM_a,e=r._SPM_b;if(t&&e)return t=t.replace(/^{(\\\\w+\\\\/)}$/g,\\\"$1\\\"),e=e.replace(/^{(\\\\w+\\\\/)}$/g,\\\"$1\\\"),s.is_wh_in_page=!0,void c.setAB(t,e);var n=goldlog._$.meta_info;t=n[\\\"data-spm\\\"]||n[\\\"spm-id\\\"]||\\\"0\\\";var o=t.split(\\\".\\\");o.length>1&&(t=o[0],e=o[1]),c.setA(t),e&&c.setB(e);var a=i.getElementsByTagName(\\\"body\\\");a=a&&a.length?a[0]:null,a&&(e=l.tryToGetAttribute(a,\\\"data-spm\\\"),e?c.setB(e):1===o.length&&c.setAB(\\\"0\\\",\\\"0\\\"))}}function a(){var t=s.data.a,e=s.data.b;t&&e&&(goldlog.spm_ab=[t,e])}var r=window,i=document,s={},u={};s.data=u;var c={},l=n(20),p=n(47),g=location.href,f=n(48).getRefer(),d=n(8);c.setA=function(t){s.data.a=t,a()},c.setB=function(t){s.data.b=t,a()},c.setAB=function(t,e){s.data.a=t,s.data.b=e,a()};var h=p.getSPMFromUrl,m=function(){var t=d.utilPvid.makePVId();return d.mustSpmE?t||goldlog.pvid||\\\"\\\":t||\\\"\\\"},_=function(t,e,n){s.meta_protocol=e.spm_protocol;var a,r=t.spm_ab||[],i=r[0]||\\\"0\\\",u=r[1]||\\\"0\\\";\\\"0\\\"===i&&\\\"0\\\"===u&&(o(),i=s.data.a||\\\"0\\\",u=s.data.b||\\\"0\\\"),a=[s.data.a,s.data.b].join(\\\".\\\"),s.spm_cnt=(a||\\\"0.0\\\")+\\\".0.0\\\";var c=t._$||{},l=c.send_pv_count,p=l>0?m():t.pvid;p&&(s.spm_cnt+=\\\".\\\"+p),t._$.spm=s,\\\"function\\\"==typeof n&&n(p)};c.spaInit=function(t,e,n,o){var a=\\\"function\\\"==typeof o?o:function(){},r=s.spm_url;s.spm_pre=h(f),s.spm_url=h(location.href);var i=window.g_SPM||{};_(t,e,function(t){var e=d.utilPvid.getPvId()||\\\"\\\";s.spm_cnt=s.data.a+\\\".\\\"+s.data.b+\\\".0.0\\\"+(t?\\\".\\\"+t:\\\"\\\");var o=i._current_spm||{},u=n.join(\\\".\\\");o&&o.a&&o.b?(s.spm_url=[o.a,o.b,o.c,o.d,o.e].join(\\\".\\\"),s.spm_pre=r):\\\"0.0\\\"!==u&&(s.spm_url=u+\\\".0.0\\\"+(e?\\\".\\\"+e:\\\"\\\"),s.spm_pre=r),a()})},c.init=function(t,e,n){s.spm_url=h(g),s.spm_pre=h(f),_(t,e,function(){\\\"function\\\"==typeof n&&n()})},c.resetSpmCntPvid=function(){var t=goldlog.spm_ab;if(t&&2===t.length){var e=t.join(\\\".\\\")+\\\".0.0\\\",n=m();n&&(e=e+\\\".\\\"+n),s.spm_cnt=e,s.spm_url=e,goldlog._$.spm=s}},t.exports=c},function(t,e){\\\"use strict\\\";function n(t,e){if(!t||!e)return\\\"\\\";var n,o=\\\"\\\";try{var a=new RegExp(t+\\\"=([^&|#|?|/]+)\\\");if(\\\"spm\\\"===t||\\\"scm\\\"===t){var r=new 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o=n(24),a=n(38),r=n(8);t.exports=function(){return{init:function(t){this.options=t},isSingle_pv:function(){var t=o.getGoldlogVal(\\\"_$\\\")||{};return!(!t.is_WindVane||!a.isSingleUaVersion())},isSingle_hjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return!(!e.is_WindVane||!a.isSingleSendLog(t))},isSingle_uhjlj:function(t){var e=o.getGoldlogVal(\\\"_$\\\")||{};return(!t||!/^\\\\/aplus\\\\.99\\\\.(\\\\d)+$/.test(t.logkey))&&!!(e.is_WindVane&&t&&t.logkey&&a.isSingleUaVersion())},run:function(){var t=this.options.context||{},e=this.options.config||{},n=t.where_to_sendlog_ut.aplusToUT||{},o=n.toUT||{},a=n.toUT2||{},i=!(!o.isAvailable&&!a.isAvailable),s=t.userdata||{},u=!!t.is_single;switch(e.recordType){case r.recordTypes.uhjlj:u=this.isSingle_uhjlj(s);break;case r.recordTypes.hjlj:u=this.isSingle_hjlj(s);break;case r.recordTypes.pv:u=this.isSingle_pv(s);break;default:u=this.isSingle_pv(s)}this.options.context.is_single=i&&u}}}},function(t,e,n){\\\"use strict\\\";var 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t=document,e=r.getGoldlogVal(\\\"_$\\\")||{},n=e.spm||{},i=e.meta_info||{},u=i[\\\"aplus-ifr-pv\\\"]+\\\"\\\"==\\\"1\\\",c=o.is_in_iframe&&!u?0:1,l=[[\\\"logtype\\\",c],[o.mkPlainKey(),\\\"title=\\\"+escape(t.title)],[\\\"pre\\\",e.page_referrer],[\\\"cache\\\",a.makeCacheNum()],[\\\"scr\\\",screen.width+\\\"x\\\"+screen.height]],p=this.cookie_data||{},g=this.options.context||{},f=g.etag||{},d=f.cna||p.cna||s.getCookie(\\\"cna\\\");d&&l.push([o.mkPlainKey(),\\\"cna=\\\"+d]),p.tracknick&&l.push([o.mkPlainKey(),\\\"nick=\\\"+p.tracknick]);var h=n.spm_url||\\\"\\\";if(window.g_SPM&&window.g_SPM._current_spm){var m=[];for(var _ in g_SPM._current_spm)m.push(g_SPM._current_spm[_]);m.length>0&&(h=m.join(\\\".\\\"))}return 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t=r.getGoldlogVal(\\\"_$\\\")||{},e=[];return t.lsparams&&t.lsparams.spm_id&&(e.push([\\\"lsparams\\\",t.lsparams.spm_id]),e.push([\\\"lsparams_pre\\\",t.lsparams.current_url])),e},run:function(){var t=this.getBasicParams()||[],e=this.getExParams()||[],n=this.getExtra()||[];this.processLodashDollar();var o=this.getLsParams()||[],a=[].concat(t,e,n,o);this.options.context.what_to_sendpv.pvdata=a,this.options.context.what_to_sendpv.exparams=e}}},function(t,e,n){\\\"use strict\\\";var o=n(31),a=n(24),r=n(23),i=n(42),s=n(14),u=n(46);t.exports=function(){return{init:function(t){this.options=t},getPageId:function(){var t=this.options.config||{},e=this.options.context||{},n=e.userdata||{};return t.page_id||t.pageid||t.pageId||n.page_id},getUserdata:function(){var t=a.getGoldlogVal(\\\"_$\\\")||{},e=t.spm||{},n=this.options.context||{},i=n.userdata||{},c=this.options.config||{},l=[];if(c&&!c.is_auto){c.gokey&&l.push([o.mkPlainKey(),c.gokey]);var p=e.data.b;if(p){var 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Nous voulons en savoir plus à votre sujet!

Veuillez prendre un moment pour nous fournir des renseignements anonymes à propos de vous. Cette information nous aidera à améliorer le processus de recrutement des Forces armées canadiennes et n’a AUCUNE incidence sur votre processus de demande actuelle ou à venir.

En choisissant « Oui », une nouvelle fenêtre s’ouvrira et vous pourrez répondre au sondage. Ensuite, vous pouvez retourner à la page et continuer de consulter le site Canada.ca/Forces-Emplois.

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o=n(33);t.exports=function(){return{init:function(t){this.opts=t,t&&\\\"object\\\"==typeof t.middleware&&t.middleware.length>0?this.middleware=t.middleware:this.middleware=[],this.plugins_name=[]},pubsubInfo:function(t,e){try{var n=t.pubsub;n&&n.publish(\\\"plugins_change_\\\"+t.pubsubType,e)}catch(t){}},checkPluginLoader:function(t,e){var n=!0;if(\\\"object\\\"==typeof e.enable&&\\\"function\\\"==typeof e.enable.isEnable?n=e.enable.isEnable(e.name):\\\"boolean\\\"==typeof e.enable&&(n=!!e.enable),\\n!n)return!1;if(n&&e.deps&&e.deps.length>0)for(var a=0;a0){var r=a[t];if(this.checkPluginLoader(a,r)&&(this.plugins_name.push(r.name),n.push([function(t,n){e.pubsubInfo(this,r);var a=new r.path;return a.init({context:this.context,config:o.config}),a.run(t,n)},r.name])),t++,a[t])return this.run(t)}else window.console&&console.log(\\\"aplus plugins \\\"+JSON.stringify(a)+\\\" must be object of array!\\\");return n}}}},function(t,e,n){\\\"use strict\\\";function o(t){function e(t){var 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t=goldlog.spm_ab;if(t&&2===t.length){var e=t.join(\\\".\\\")+\\\".0.0\\\",n=m();n&&(e=e+\\\".\\\"+n),s.spm_cnt=e,s.spm_url=e,goldlog._$.spm=s}},t.exports=c},function(t,e){\\\"use strict\\\";function n(t,e){if(!t||!e)return\\\"\\\";var n,o=\\\"\\\";try{var a=new RegExp(t+\\\"=([^&|#|?|/]+)\\\");if(\\\"spm\\\"===t||\\\"scm\\\"===t){var r=new RegExp(\\\"\\\\\\\\?.*\\\"+t+\\\"=([\\\\\\\\w\\\\\\\\.\\\\\\\\-\\\\\\\\*/]+)\\\"),i=e.match(a),s=e.match(r),u=i&&2===i.length?i[1]:\\\"\\\",c=s&&2===s.length?s[1]:\\\"\\\";o=u>c?u:c,o=decodeURIComponent(o)}else n=e.match(a),o=n&&2===n.length?n[1]:\\\"\\\"}catch(t){}finally{return o}}e.getParamFromUrl=n,e.getSPMFromUrl=function(t){return n(\\\"spm\\\",t)}},function(t,e,n){\\\"use strict\\\";var o=null,a=n(7).nameStorage,r=n(9);e.getRefer=function(){if(null!==o)return o;var t=r.KEY||{},e=t.NAME_STORAGE||{};return o=document.referrer||a.getItem(e.REFERRER)||\\\"\\\"}},function(t,e,n){\\\"use strict\\\";var o=n(42);t.exports=function(){return{init:function(t){this.options=t},updateBasicParams:function(){var t=this.options.context.what_to_sendpv.pvdata||[],e=this.options.context.etag||{};return e.cna&&(o.updateKey(t,\\\"cna\\\",e.cna),this.options.context.what_to_sendpv.pvdata=t),t},addTagParams:function(){var t=this.options.context.what_to_sendpv.pvdata||[],e=this.options.context.etag||{},n=[];(e.tag||0===e.tag)&&n.push([\\\"tag\\\",e.tag]),(e.stag||0===e.stag)&&n.push([\\\"stag\\\",e.stag]),(e.ltag||0===e.ltag)&&n.push([\\\"ltag\\\",e.ltag]),n.length>0&&(this.options.context.what_to_sendpv.pvdata=t.concat(n))},run:function(){this.updateBasicParams(),this.addTagParams()}}}},function(t,e,n){\\\"use strict\\\";function o(t){var e,n,o,a,i=[],s={};for(e=t.length-1;e>=0;e--)n=t[e],o=n[0],o&&o.indexOf(r.s_plain_obj)==-1&&s.hasOwnProperty(o)||(a=n[1],(\\\"aplus\\\"==o||a)&&(i.unshift([o,a]),s[o]=1));return i}function a(t){var e,n,o,a,s=[],u={logtype:!0,cache:!0,scr:!0,\\\"spm-cnt\\\":!0};for(e=t.length-1;e>=0;e--)if(n=t[e],o=n[0],a=n[1],!(i.isStartWith(o,r.s_plain_obj)&&!i.isStartWith(o,r.mkPlainKeyForExparams())||u[o]))if(i.isStartWith(o,r.mkPlainKeyForExparams())){var c=r.param2arr(a);if(\\\"object\\\"==typeof c&&c.length>0)for(var l=c.length-1;l>=0;l--){var p=c[l];p&&p[1]&&s.unshift([p[0],p[1]])}}else s.unshift([o,a]);return s}var r=n(31),i=n(13),s=n(24),u=n(34),c=n(30),l=n(8),p=n(14);t.exports=function(){return{init:function(t){this.options=t},getToUtData:function(t,e){var n,i=s.getGoldlogVal(\\\"_$\\\")||{},g=i.spm||{},f=a(o(t)),d={};try{var h=r.arr2obj(f);h._toUT=1,h._bridgeName=e.bridgeName||\\\"\\\",n=JSON.stringify(h)}catch(t){n='{\\\"_toUT\\\":1}'}var m=u.getOnePageInfo(c);return d.functype=\\\"2001\\\",d.urlpagename=m.urlpagename,d.url=location.href,d.spmcnt=g.spm_cnt||\\\"\\\",d.spmpre=g.spm_pre||\\\"\\\",d.lzsid=\\\"\\\",d.cna=p.getCookie(\\\"cna\\\"),d.extendargs=n,d.isonepage=m.isonepage,d.version=l.toUtVersion,d.lver=goldlog.lver||l.lver,d.jsver=l.script_name,d},run:function(){var t=this.options.context||{},e=t.what_to_sendpv||{},n=e.pvdata||[],o=t.what_to_sendpv_ut||{},a=t.where_to_sendlog_ut||{},r=a.aplusToUT||{},i=r.toUT||{};i&&i.isAvailable&&\\\"function\\\"==typeof i.toUT2&&(o.pvdataToUt=this.getToUtData(n,i),this.options.context.what_to_sendpv_ut=o)}}}},function(t,e,n){\\\"use strict\\\";var o=n(24);t.exports=function(){return{init:function(t){this.options=t},run:function(){var t=o.getGoldlogVal(\\\"_$\\\")||{},e=t.send_pv_count||0,n=this.options.config||{};return n.is_auto&&e>0?\\\"done\\\":(t.send_pv_count=++e,void o.setGoldlogVal(\\\"_$\\\",t))}}}},function(t,e,n){\\\"use strict\\\";var 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The heuristics to find out the Audio Fingerprinting scripts\n", + "is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Audio Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Audio%20Fingerprinting%20Heuristics.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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", + "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", + "Port 8787 is already in use. \n", + "Perhaps you already have a cluster running?\n", + "Hosting the diagnostics dashboard on a random port instead.\n", + " warnings.warn('\\n' + msg)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import dask.dataframe as dd\n", + "import json\n", + "\n", + "from dask.distributed import Client, progress\n", + "\n", + "DATA_DIR = 'YOUR DATA DIRECTORY HERE'\n", + "DATA_DIR_FULL = '/home/soumya/Dataset/sample_0.parquet'\n", + "Client()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'symbol'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build Candidate URLs for `OfflineAudioContext.createOscillator`" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.local/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " result = method(y)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 14.3s\r" + ] + } + ], + "source": [ + "create_oscillator_df = df[df.symbol == 'OfflineAudioContext.createOscillator']\n", + "create_oscillator_urls = create_oscillator_df.script_url.unique().persist()\n", + "progress(create_oscillator_urls, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://api.b2c.com/api/init-182h1kagypftheeqt...\n", + "1 https://www.alaskaair.com/px/client/main.min.js\n", + "2 https://api.b2c.com/api/init-342kzwc638ij98bun...\n", + "3 https://www.avito.st/s/cc/32cdc46e07ef6a4e30d9...\n", + "4 http://media1.admicro.vn/core/fipmin.js\n", + "Name: script_url, dtype: object" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "create_oscillator_urls = create_oscillator_urls.compute()\n", + "create_oscillator_urls[0:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build Candidate URLs for `OfflineAudioContext.createDynamicsCompressor`" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 5.9s\r" + ] + } + ], + "source": [ + "create_dynamics_df = df[df.symbol == 'OfflineAudioContext.createDynamicsCompressor']\n", + "create_dynamics_urls = create_dynamics_df.script_url.unique().persist()\n", + "progress(create_dynamics_urls, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://api.b2c.com/api/init-182h1kagypftheeqt...\n", + "1 https://www.alaskaair.com/px/client/main.min.js\n", + "2 https://api.b2c.com/api/init-342kzwc638ij98bun...\n", + "3 https://www.avito.st/s/cc/32cdc46e07ef6a4e30d9...\n", + "4 http://media1.admicro.vn/core/fipmin.js\n", + "Name: script_url, dtype: object" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "create_dynamics_urls = create_dynamics_urls.compute()\n", + "create_dynamics_urls[0:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build Candidate URLs for `OfflineAudioContext.destination`" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 4.5s\r" + ] + } + ], + "source": [ + "destination_df = df[df.symbol == 'OfflineAudioContext.destination']\n", + "destination_urls = destination_df.script_url.unique().persist()\n", + "progress(destination_urls, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://api.b2c.com/api/init-182h1kagypftheeqt...\n", + "1 https://www.alaskaair.com/px/client/main.min.js\n", + "2 https://api.b2c.com/api/init-342kzwc638ij98bun...\n", + "3 https://www.avito.st/s/cc/32cdc46e07ef6a4e30d9...\n", + "4 http://media1.admicro.vn/core/fipmin.js\n", + "Name: script_url, dtype: object" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "destination_urls = destination_urls.compute()\n", + "destination_urls[0:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build Candidate URLs for `OfflineAudioContext.startRendering`" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 4.4s\r" + ] + } + ], + "source": [ + "start_rendering_df = df[df.symbol == 'OfflineAudioContext.startRendering']\n", + "start_rendering_urls = start_rendering_df.script_url.unique().persist()\n", + "progress(start_rendering_urls, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://api.b2c.com/api/init-182h1kagypftheeqt...\n", + "1 https://www.alaskaair.com/px/client/main.min.js\n", + "2 https://api.b2c.com/api/init-342kzwc638ij98bun...\n", + "3 https://www.avito.st/s/cc/32cdc46e07ef6a4e30d9...\n", + "4 http://media1.admicro.vn/core/fipmin.js\n", + "Name: script_url, dtype: object" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "start_rendering_urls = start_rendering_urls.compute()\n", + "start_rendering_urls[0:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Build Candidate URLs for `OfflineAudioContext.oncomplete`" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 4.5s\r" + ] + } + ], + "source": [ + "on_complete_df = df[df.symbol == 'OfflineAudioContext.createOscillator']\n", + "on_complete_urls = on_complete_df.script_url.unique().persist()\n", + "progress(on_complete_urls, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://api.b2c.com/api/init-182h1kagypftheeqt...\n", + "1 https://www.alaskaair.com/px/client/main.min.js\n", + "2 https://api.b2c.com/api/init-342kzwc638ij98bun...\n", + "3 https://www.avito.st/s/cc/32cdc46e07ef6a4e30d9...\n", + "4 http://media1.admicro.vn/core/fipmin.js\n", + "Name: script_url, dtype: object" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "on_complete_urls = on_complete_urls.compute()\n", + "on_complete_urls[0:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Scripts must call all 5 functions: [\"OfflineAudioContext.createOscillator\", \"OfflineAudioContext.createDynamicsCompressor\", \"OfflineAudioContext.destination\", \"OfflineAudioContext.startRendering\", \"OfflineAudioContext.oncomplete\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of script_urls using audio fingerprinting: 52\n" + ] + } + ], + "source": [ + "audio_fp_urls = set(create_oscillator_urls) & \\\n", + " set(create_dynamics_urls) & \\\n", + " set(destination_urls) & \\\n", + " set(start_rendering_urls) & \\\n", + " set(on_complete_urls)\n", + "print('# of script_urls using audio fingerprinting:', len(audio_fp_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of script_urls that did not call all 5 symbols: 0\n" + ] + } + ], + "source": [ + "all_candidate_urls = set(create_oscillator_urls) | \\\n", + " set(create_dynamics_urls) | \\\n", + " set(destination_urls) | \\\n", + " set(start_rendering_urls) | \\\n", + " set(on_complete_urls)\n", + "not_audio_fp_urls = all_candidate_urls - audio_fp_urls\n", + "print('# of script_urls that did not call all 5 symbols:', len(not_audio_fp_urls))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save URLs" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "with open('audio_fingerprinting.json', 'w') as f:\n", + " f.write(json.dumps(list(audio_fp_urls)))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "with open('not_audio_fingerprinting.json', 'w') as f:\n", + " f.write(json.dumps(list(not_audio_fp_urls)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Find Locations" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "with open('audio_fingerprinting.json', 'r') as f:\n", + " audio_fp_urls = json.load(f)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'location'])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 5.9s\r" + ] + } + ], + "source": [ + "df_locs = df[df.script_url.isin(audio_fp_urls)]\n", + "locs = df_locs.location.unique().persist()\n", + "progress(locs, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of locations that call audio fingerprinting scripts: 184\n" + ] + } + ], + "source": [ + "print('# of locations that call audio fingerprinting scripts:', len(locs))" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://js.ad-score.com/score.min.js?pid=1000343&tt=g#tid=DFP_JS&l1=/15188745/Lipsum-Unit1&l2=lipsum.com&l3=https://fi.lipsum.com/&phfl=l6&uip=%%USER_IP%%&pub_domain=https://fi.lipsum.com/&ref=https://fi.lipsum.com/&cb=1124495235',\n", + " 'https://api.b2c.com/api/init-18433pfr1rcxvupjmde.js',\n", + " 'https://js.ad-score.com/score.min.js?pid=1000263&tt=g#tid=undefined&cb=0.8402445868418027',\n", + " 'https://www.avito.st/s/cc/32cdc46e07ef6a4e30d9bdcc67fb06a0aa678691.js?19ccb94',\n", + " 'https://api.b2c.com/api/init-34768esabcra9zunlch.js',\n", + " 'https://client.perimeterx.net/PXHf9Ns48h/main.min.js',\n", + " 'https://client.perimeterx.net/PXYMJ915yn/main.min.js',\n", + " 'https://www.jstor.org/px/client/main.min.js',\n", + " 'https://api.b2c.com/api/init-105ksyb0ql3ef21itif.js',\n", + " 'https://media1.admicro.vn/core/fipmin.js']" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "audio_fp_urls[0:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['com', 'com', 'com', 'st', 'com', 'net', 'net', 'org', 'com', 'vn', 'net', 'pub', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'net', 'net', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'com', 'net', 'net', 'com', 'com', 'com', 'net', 'vn', 'io', 'com', 'com', 'net', 'net', 'com', 'com', 'net', 'com', 'com', 'com', 'org', 'com']\n" + ] + } + ], + "source": [ + "import tldextract\n", + "opsuffix=[]\n", + "opurls=[]\n", + "for i in range(len(audio_fp_urls)):\n", + " opurls.append(tldextract.extract(audio_fp_urls[i]))\n", + " opsuffix.append(opurls[i].suffix)\n", + "print(opsuffix)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "52" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(audio_fp_urls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 31, 'net': 14, 'org': 2, 'vn': 2, 'st': 1, 'pub': 1, 'io': 1})\n" + ] + } + ], + "source": [ + "import collections\n", + "for i in range(len(opsuffix)):\n", + " counter=collections.Counter(opsuffix)\n", + "print(counter)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "dfplot = pd.DataFrame({'domain':['com', 'net', 'vn','org','pub','st','io'], 'count':[31,14,2,2,1,1,1]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 769ca3dfefbd3a9efbe252b5955b74ca50bd58e7 Mon Sep 17 00:00:00 2001 From: soumya Date: Tue, 2 Apr 2019 01:14:11 +0530 Subject: [PATCH 3/9] canvas_tld --- .../AudioFingerprintingTLD.ipynb | 0 .../Canvas Fingerprinting TLD.ipynb | 1831 +++++++++++++++++ .../2019_03_soumya_issue22_analysis.ipynb | 4 + 3 files changed, 1835 insertions(+) rename analyses/2019_03_soumya_analysis_outreachy/{ => 2019_03_soumya_TlD_analysis}/AudioFingerprintingTLD.ipynb (100%) create mode 100644 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/AudioFingerprintingTLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/AudioFingerprintingTLD.ipynb similarity index 100% rename from analyses/2019_03_soumya_analysis_outreachy/AudioFingerprintingTLD.ipynb rename to analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/AudioFingerprintingTLD.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb new file mode 100644 index 0000000..e35edcf --- /dev/null +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb @@ -0,0 +1,1831 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD in Canvas Fingerprinting scripts\n", + "\n", + "This notebook extracts the TLDs in Canvas Fingerprinting scripts. The heuristics to find out the Canvas Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Canvas Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Canvas%20Fingerprinting%20Heuristics.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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" + ] + } + ], + "source": [ + "import dask.dataframe as dd\n", + "import os\n", + "import re\n", + "import json\n", + "\n", + "from dask.distributed import Client, progress\n", + "from pandas.api.types import CategoricalDtype\n", + "\n", + "DATA_DIR = 'YOUR DATA DIRECTORY HERE'\n", + "DATA_DIR_FULL ='/home/soumya/Dataset/sample_0.parquet'" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", + "Port 8787 is already in use. \n", + "Perhaps you already have a cluster running?\n", + "Hosting the diagnostics dashboard on a random port instead.\n", + " warnings.warn('\\n' + msg)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Client()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Build candidates" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.local/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " result = method(y)\n" + ] + }, + { + "data": { + "text/plain": [ + "0 https://www.coches.net/ztkieflaaxcvaiwh121837.js\n", + "1 http://static.mvideo.ru/media/js/mvideo.js?v0.7\n", + "2 https://misc.gomein.net.cn/js/regfront/gfp.js\n", + "3 http://www.elcorteingles.es/akam/10/240f2be0\n", + "4 https://player.mais.uol.com.br/js/uolplayer.mi...\n", + "Name: script_url, dtype: object" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_to_data_urls_df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'symbol'])\n", + "df_to_data_urls_df = df_to_data_urls_df[df_to_data_urls_df.symbol == 'HTMLCanvasElement.toDataURL']\n", + "to_data_urls = df_to_data_urls_df.script_url.unique().compute()\n", + "to_data_urls[0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 http://ue.17173cdn.com/a/newgame/index/2017/v3...\n", + "1 resource://pdf.js/build/pdf.js\n", + "2 http://cdn.promodj.com/core/core.js?1ce4f0\n", + "3 https://s0.2mdn.net/ads/studio/cached_libs/cre...\n", + "4 https://www.youtube.com/yts/jsbin/player-vflyo...\n", + "Name: script_url, dtype: object" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def large_enough(row):\n", + " width = float(row.argument_2)\n", + " height = float(row.argument_3)\n", + " return width >= 16 and height >= 16\n", + "\n", + "df_get_image_data_df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'symbol', 'argument_2', 'argument_3'])\n", + "df_get_image_data_df = df_get_image_data_df[df_get_image_data_df.symbol == 'CanvasRenderingContext2D.getImageData']\n", + "df_get_image_data_df = df_get_image_data_df[df_get_image_data_df.apply(large_enough, axis=1, meta=('bool'))]\n", + "get_image_data_urls = df_get_image_data_df.script_url.unique().compute()\n", + "get_image_data_urls[0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n to_data_urls 3441\n", + "n get_image_data_urls 95\n", + "n candidate urls 3530\n" + ] + } + ], + "source": [ + "print('n to_data_urls', len(to_data_urls))\n", + "print('n get_image_data_urls', len(get_image_data_urls))\n", + "candidate_urls = to_data_urls.append(get_image_data_urls).unique()\n", + "print('n candidate urls', len(candidate_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "all_candidate_urls = candidate_urls.copy()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Start removing\n", + "\n", + "## 1. Remove manually filtered" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "false_positive_script_urls = {\n", + " 'http://www.fivola.com/',\n", + " 'http://cdn02.centraledachats.be/dist/js/holder.js',\n", + " 'http://ccmedia.fr/accueil.php',\n", + " 'http://rozup.ir/up/moisrex/themes/space_theme/script.js'\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n candidate urls 3530\n" + ] + } + ], + "source": [ + "candidate_urls = [url for url in candidate_urls if url not in false_positive_script_urls]\n", + "print('n candidate urls', len(candidate_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0\n" + ] + } + ], + "source": [ + "print(len(set(all_candidate_urls) - set(candidate_urls)))\n", + "disgarded_urls = [url for url in all_candidate_urls if url not in candidate_urls]\n", + "with open('not_canvas_fingerprinting_1.json', 'w') as f:\n", + " f.write(json.dumps(disgarded_urls)) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2. Remove save, restore, addEventListener" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['https://s0.2mdn.net/ads/studio/cached_libs/createjs_2015.11.26_54e1c3722102182bb133912ad4442e19_min.js',\n", + " 'https://audience-x.linkstorm.net/CNST/CNST_AX17_2C03/libs/createjs-2015.11.26.min.js',\n", + " 'https://cdn4.forter.com/script.js?sn=d379f257f86d',\n", + " 'https://code.createjs.com/createjs-2015.11.26.min.js',\n", + " 'https://widget.sndcdn.com/single-sound-97ef94a-bcf2172b.js'],\n", + " dtype=object)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_valid_calls_df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'symbol'])\n", + "df_valid_calls_df = df_valid_calls_df[df_valid_calls_df.symbol.isin(\n", + " ['CanvasRenderingContext2D.save', 'CanvasRenderingContext2D.restore', 'HTMLCanvasElement.addEventListener']\n", + ")]\n", + "valid_calls_urls = df_valid_calls_df.script_url.unique().values.compute()\n", + "valid_calls_urls[0:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n candidate urls 3494\n" + ] + } + ], + "source": [ + "candidate_urls = [url for url in candidate_urls if url not in valid_calls_urls]\n", + "print('n candidate urls', len(candidate_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "36" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(set(all_candidate_urls) - set(candidate_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "36\n" + ] + } + ], + "source": [ + "print(len(set(all_candidate_urls) - set(candidate_urls)))\n", + "disgarded_urls = [url for url in all_candidate_urls if url not in candidate_urls]\n", + "with open('not_canvas_fingerprinting_2.json', 'w') as f:\n", + " f.write(json.dumps(disgarded_urls)) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 3. Must have written 10 or more characters" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "## Code sourced from: github.com/sensor-js/OpenWPM-mobile/blob/mobile_sensors/feature_extraction/extract_features.py\n", + "\n", + "def text_length(arg_0):\n", + " return len(arg_0.encode('ascii', 'ignore'))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urlsymbolargument_0len_arg
call_id
1_00022de65942197e3855f68b373c5a2710eefe66945e40063c30419f.json__269https://www.coches.net/ztkieflaaxcvaiwh121837.jsCanvasRenderingContext2D.fillTextCwm fjordbank glyphs vext quiz, 😃32
1_00022de65942197e3855f68b373c5a2710eefe66945e40063c30419f.json__272https://www.coches.net/ztkieflaaxcvaiwh121837.jsCanvasRenderingContext2D.fillTextCwm fjordbank glyphs vext quiz, 😃32
1_0004d550953191c5723947694ac872f7e277d94041ae0112ffa577fd.json__355http://static.mvideo.ru/media/js/mvideo.js?v0.7CanvasRenderingContext2D.fillTextsans-serif10
1_0004d550953191c5723947694ac872f7e277d94041ae0112ffa577fd.json__360http://static.mvideo.ru/media/js/mvideo.js?v0.7CanvasRenderingContext2D.fillTextAbadi MT Condensed18
1_0004d550953191c5723947694ac872f7e277d94041ae0112ffa577fd.json__361http://static.mvideo.ru/media/js/mvideo.js?v0.7CanvasRenderingContext2D.fillTextAbadi MT Condensed Light24
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" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... https://www.coches.net/ztkieflaaxcvaiwh121837.js \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... https://www.coches.net/ztkieflaaxcvaiwh121837.js \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://static.mvideo.ru/media/js/mvideo.js?v0.7 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://static.mvideo.ru/media/js/mvideo.js?v0.7 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://static.mvideo.ru/media/js/mvideo.js?v0.7 \n", + "\n", + " symbol \\\n", + "call_id \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... CanvasRenderingContext2D.fillText \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... CanvasRenderingContext2D.fillText \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... CanvasRenderingContext2D.fillText \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... CanvasRenderingContext2D.fillText \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... CanvasRenderingContext2D.fillText \n", + "\n", + " argument_0 \\\n", + "call_id \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... Cwm fjordbank glyphs vext quiz, 😃 \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... Cwm fjordbank glyphs vext quiz, 😃 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... sans-serif \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... Abadi MT Condensed \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... Abadi MT Condensed Light \n", + "\n", + " len_arg \n", + "call_id \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... 32 \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... 32 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... 10 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... 18 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... 24 " + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_write = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'symbol', 'argument_0'])\n", + "df_write = df_write[df_write.script_url.isin(candidate_urls)]\n", + "df_write = df_write[df_write.symbol.isin(['CanvasRenderingContext2D.fillText', 'CanvasRenderingContext2D.strokeText'])]\n", + "df_write['len_arg'] = df_write.argument_0.apply(text_length, meta=('int'))\n", + "df_write = df_write[df_write.len_arg >= 10]\n", + "df_write = df_write.compute()\n", + "df_write.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "n \"3 too long writes\" urls 1473\n" + ] + } + ], + "source": [ + "too_many_write_urls = df_write.script_url.unique()\n", + "print('n \"3 too long writes\" urls', len(too_many_write_urls))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Apply 3" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "text_filter = set(too_many_write_urls)\n", + "candidate_urls = list(text_filter)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "2057\n" + ] + } + ], + "source": [ + "print(len(set(all_candidate_urls) - set(candidate_urls)))\n", + "disgarded_urls = [url for url in all_candidate_urls if url not in candidate_urls]\n", + "with open('not_canvas_fingerprinting_3.json', 'w') as f:\n", + " f.write(json.dumps(disgarded_urls)) " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "with open('canvas_fingerprinting.json', 'w') as f:\n", + " f.write(json.dumps(candidate_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "with open('not_canvas_fingerprinting.json', 'w') as f:\n", + " f.write(json.dumps(disgarded_urls))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Find Locations" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1473 == 8514\n" + ] + } + ], + "source": [ + "with open('canvas_fingerprinting.json', 'r') as f:\n", + " canvas_fp_urls = json.load(f)\n", + " \n", + "print(len(canvas_fp_urls), '== 8514')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'location'])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 17.3s\r" + ] + } + ], + "source": [ + "df_locs = df[df.script_url.isin(canvas_fp_urls)]\n", + "locs = df_locs.location.unique().persist()\n", + "progress(locs, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of locations that call canvas fingerprinting scripts: 3635\n" + ] + } + ], + "source": [ + "print('# of locations that call canvas fingerprinting scripts:', len(locs))" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://yummy.consumable.com/3089/cnsmbl-audio-728x90-slider/widget/iframe.js?cb=1513392297114',\n", + " 'https://www.halifax.co.uk/akam/10/3ed7a62a',\n", + " 'https://tickets.amtrak.com/akam/10/23a0cf4c',\n", + " 'https://uon-mautic.cloud.contensis.com/mtc.js',\n", + " 'https://m.stripe.network/inner.html#url=https%3A%2F%2Fwww.premiumbeat.com%2Fartist%2Fmonorama-studio&title=Artist%20Profile%3A%20Monorama%20Studio%20-%20PremiumBeat&referrer=&muid=8ea697b5-3c37-45ba-8835-dc44049b449e&sid=b97c01a8-eeee-4087-a3ed-2c80c0b76b54&preview=false',\n", + " 'https://static.bshare.cn/js/libs/fingerprint2.min.js',\n", + " 'http://www.coupang.com/akam/10/1ebb4dc6',\n", + " 'https://www.johnlewis.com/akam/10/74b607d0',\n", + " 'https://www.easyjet.com/akam/10/77b2a78b',\n", + " 'https://login.mobile.de/_bm/async.js',\n", + " 'https://www.summitracing.com/sredstlcp.616405.js',\n", + " 'https://www.johnlewis.com/akam/10/478c7889',\n", + " 'https://www.naukrigulf.com/akam/10/332a3cdf',\n", + " 'http://canada.newark.com/akam/10/2073057b',\n", + " 'http://www.coupang.com/akam/10/19a8856f',\n", + " 'https://www.familysearch.org/akam/10/7b53f557',\n", + " 'http://www.qvc.com/akam/10/55787798',\n", + " 'https://www.easyjet.com/_bm/async.js',\n", + " 'https://www.emirates.com/akam/10/60b4af3c',\n", + " 'https://src.ebay-us.com/fp/check.js?org_id=usllpic0&session_id=5c936ea51600ab6434d01460ff43ac8e',\n", + " 'http://www.qvc.com/akam/10/556f3993',\n", + " 'http://js.ad-score.com/score.min.js?pid=1000075#tid=src1&l1=aol-huffingtonpost-uk&uid=4092c293-7730-4dfc-be35-6501a18eae51-tuct12e6a9b&pub_domain=www.huffingtonpost.co.uk&ref=',\n", + " 'https://m.stripe.network/inner.html#referrer=&title=Atlas%20Neck%20Brace%E2%84%A2%20%7C%20Engineered%20flexibility.&url=http%3A%2F%2Fwww.atlasbrace.com%2F&muid=f1ba4b11-0d12-4657-8b8b-2b90b0b0ac48&sid=e9c96990-16c2-47cf-88f3-638e678cbc0a&preview=false&',\n", + " 'http://www.coupang.com/akam/10/1ebb8b5c',\n", + " 'http://cdn.viafoura.net/vf.js?ver=20171215040012',\n", + " 'https://static.classistatic.de/res/js/pages/mycas/4214617423loginView.js',\n", + " 'http://www.patagonia.ca/akam/10/5f1c28aa',\n", + " 'https://www.johnlewis.com/akam/10/478c7894',\n", + " 'https://pxlclnmdecom-a.akamaihd.net/javascripts/browserfp.min.js?templateId=3',\n", + " 'https://a.adnium.com/static?r=26921336&id=3245&pid=769&sid=1652&tid=1&w=300&h=250',\n", + " 'http://static.fmkorea.com/modules/ispam/tpl/js/guest_write.js',\n", + " 'https://www.thenorthface.com/akam/10/25bb1a41',\n", + " 'https://passport.zhaopin.com/account/login?BkUrl=http%3a%2f%2fi.zhaopin.com%2fPositionSearcher%2fSearcher%2fJobSearch',\n", + " 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'https://www.notebooksbilliger.de/nbbbsqeusavfuyxxzudbbyuvsryyyfdu.js',\n", + " 'https://www.digitec.ch/akam/10/ae83e4a',\n", + " 'https://a.adnium.com/static?r=46113014&id=1374&pid=1729&sid=743&tid=1&w=300&h=250',\n", + " 'https://m.stripe.network/inner.html#referrer=&title=Aaron%20Draplin%20-%20Skillshare&url=https%3A%2F%2Fwww.skillshare.com%2Fprofile%2FAaron-Draplin%2F6666857&muid=2e65861f-9d2a-438a-84b9-ea1aea68ed47&sid=aea89e94-fad8-47d1-852f-3b2aec88ceff&preview=false&',\n", + " 'http://www.thebay.com/akam/10/6c4a58a9',\n", + " 'https://www.cars.com/akam/10/1b377b82',\n", + " 'http://squid.gazeta.pl/bdtrck/getBdIf?domain=www.blox.pl&visitedUrl=http%3A%2F%2Fwww.blox.pl%2F&scriptversion=2.0.0&rnd=610161152380278&gfkmedia=bloxPL&gfkroot=own&gfktype=rwd&',\n", + " 'https://static.fraudmetrix.cn/fm.js?ver=0.1&t=420389',\n", + " 'https://www.net-a-porter.com/akam/10/4838e144',\n", + " 'https://teja9.kuikr.com/js/bakerst-min.1513177584.js',\n", + " ...]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "canvas_fp_urls" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['com', 'co.uk', 'com', 'com', 'network', 'cn', 'com', 'com', 'com', 'de', 'com', 'com', 'com', 'com', 'com', 'org', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'com', 'net', 'de', 'ca', 'com', 'net', 'com', 'com', 'com', 'com', 'network', 'co.uk', 'com', 'com', 'com', 'net', 'de', 'ca', 'com', 'com', 'es', 'org', 'cn', 'network', 'com', 'net', 'jp', 'com', 'ca', 'com', 'com', 'es', 'com', 'com', 'co.uk', 'com', '', 'es', 'com', 'com', 'network', 'net', 'com', 'com', 'pl', 'es', 'ca', 'net', 'com', 'network', 'com', 'com', 'com', 'com', 'cn', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'network', 'com', 'de', 'de', 'com', 'es', 'com', 'com', 'es', 'com', 'com', 'network', 'com', 'network', 'com', 'de', 'es', 'com', 'com', 'nl', 'de', 'com', 'network', 'com', 'net', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'fr', 'com', 'net', 'com', 'network', 'com', 'com', 'network', 'co.uk', 'com', 'com', 'com', 'com', 'co.uk', 'net', 'com', 'com', 'io', 'de', 'network', 'net', 'com', 'es', 'com.br', 'co.uk', 'de', 'com', 'com', 'com', 'network', 'cn', 'com', 'com', 'cn', 'cn', 'com', 'com', 'com', 'ws', 'network', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'ch', 'ca', 'com', 'com', 'com', 'com', 'es', 'com', 'com', 'com', 'com', 'cn', 'ca', 'com', 'co.uk', 'pl', 'es', 'com', 'vn', 'com', 'co.uk', 'com', 'co.jp', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'com', 'co.jp', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'pl', 'com', 'com', 'com', 'com', 'com', 'network', 'net', 'de', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'co.uk', 'com', 'co.uk', 'es', 'com', 'com', 'com', 'com', 'com', 'pub', 'com', 'com', 'cn', 'com', 'network', 'network', 'it', 'vc', 'ca', 'com', 'network', 'com', 'com', 'fr', 'com', 'co.uk', 'network', 'cn', 'cn', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'it', 'com', 'de', 'com', 'com', 'com', 'ch', 'com', 'com', 'com', 'es', 'net', 'com', 'com', 'com', 'com', 'com', 'fr', 'biz', 'es', 'co.uk', 'com', 'com', 'net', 'network', 'com', 'cn', 'net', 'network', 'com', 'com', 'com', 'com', 'net', 'de', 'pl', 'dhl', 'cn', 'es', 'com', 'es', 'cn', 'tv', 'com', 'cz', 'network', 'com', 'net', 'co.jp', 'net', 'com', 'de', 'cn', 'com', 'com', 'com', 'ca', 'com', 'de', 'network', 'com', 'de', 'com', 'net', 'com', 'net', 'com', 'it', 'com', 'com', 'network', 'com', 'network', 'com', 'ca', 'network', 'com', 'com', 'net', 'com', 'com', 'ca', 'com', 'network', 'network', 'net', 'com', 'network', 'co.jp', 'com', 're', 'com', 'com', 'com', 'com', 'net', 'network', 'com', 'network', 'ly', 'com', 'com', 'com', 'com', 'es', 'co.uk', 'com', 'net', 'ca', 'com', 'es', 'network', 'net', 'com', 'com', 'com', 'com', 'com', 'network', 'net', 'com', 'network', 'com', 'com', 'com', 'com', 'es', 'com', 'com', 'com', 'com', 'cn', 'co.uk', 'com', 'network', 'com', 'com', 'com', 'ru', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'co.jp', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'co.jp', 'com', 'network', 'com', 'com', 'com', 'com', 'net', 'es', 'com', 'com', 'com', 'com', 'com', 'pro', 'com', 'com', 'network', 'com', 'es', 'com', 'com', 'net', 'network', 'com', 'com', 'de', 'es', 'com', 'com', 'co.jp', 'com', 'cn', 'es', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'com', 'cn', 'net', 'network', 'cn', 'network', 'com', 'com', 'com', 'de', 'in', 'es', 'es', 'network', 'com', 'com', 'com', 'com', 'es', 'com', 'com', 'co.uk', 'it', 'network', 'es', 'com', 'cn', 'com', 'com', 'it', 'com', 'com', 'es', 'net', 'com', 'com', 'cn', 'net', 'com', 'com', 'es', 'network', 'com', 'com', 'net', 'com', 'net', 'com', 'com', 'network', 'com', 'network', 'com', 'com', 'sexy', 'de', 'co.jp', 'net', 'ch', 'com', 'com', 'com', 'es', 'network', 'com', 'com', 'com', 'es', 'ru', 'com', 'com', 'es', 'com.tw', 'co.uk', 'com', 'com', 'com', 'net', 'com', 'ca', 'es', 'net', 'co.uk', 'com', 'com', 'com', 'com', 'network', 'it', 'network', 'de', 'de', 'network', 'net', 'com', 'com', 'com', 'com.br', 'network', 'com.tw', 'com', 'com', 'com', 'it', 'com', 'com', 'com', 'co.uk', 'com', 'net', 'ch', 'com', 'com', 'ca', 'com', 'de', 'com.au', 'com', 'com', 'com', 'com', 'network', 'st', '', 'net', 'com', 'com', 'com', 'network', 'com', 'com', 'net', 'com', 'com', 'com', 'it', 'net', 'fr', 'net', 'com', 'com', 'com', 'es', 'com', 'pl', 'com', 'es', 'network', 'net', 'de', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'es', 'com', 'com', 'net', 'com', 'com', 'com', 'net', 'es', 'com', 'network', 'net', 'com', 'com', 'com', 'com.tw', 'io', 'es', 'ca', 'com', 'net', 'cn', 'com', 'com', 'com', 'com', 'it', 'net', 'io', 'network', 'it', 'pl', 'com', 'pl', 'com', 'com.tw', 'co.uk', 'network', 'com', 'co.jp', 'com', 'com', 'com', 'com', 'com', 'it', 'net.cn', 'com', 'com', 'de', 'cn', 'network', 'com', 'es', 'com', 'com', 'com', 'com', 'co.uk', 'cn', 'net', 'com', 'com', 'net', 'co.uk', 'com', 'com', 'network', 'com', 'es', 'com', 'com', 'com', 'com', 'fr', 'com', 'network', 'com', 'com', 'com', 'com', 'net', 'ca', 'com', 'ws', 'com', 'net', 'com', 'com', 'network', 'ca', 'es', 'network', 'com', 'com', 'com', 'com', 'com', 'es', 'ch', 'com', 'com', 'ru', 'com', 'net', 'co.uk', 'de', 'com', 'com', 'com', 'com', 'com', 'es', 'com', 'com', 'com', 'com', 'network', '', 'com', 'com', 'es', 'cz', 'com', 'net', 'network', 'com', 'com', 'cn', 'es', 'com', 'com', 'es', 'ca', 'com.br', 'com', 'com', 'com', 'network', 'net', 'com', 'com', 'com', 'cz', 'com', 'es', 'com', 'com', 'net', 'com', 'com', 'com.br', 'com', 'ca', 'network', 'com', 'network', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'cn', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'co.jp', 'com', 'de', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'ws', 'com', 'it', 'com', 'es', 'com', 'com', 'com', 'co.jp', 'com', 'de', 'com', 'com.br', 'net', 'de', 'de', 'com', 'com', 'com', 'it', 'com', 'com', 'com', 'ca', 'com', 'pl', 'com', 'com', 'com', 'com', 'com', 'network', 'com', 'com', 'com', 'io', 'co.uk', 'fr', 'com', 'com', 'net', 'de', 'ca', 'com', 'es', 'sexy', 'net', 'com', 'com', 'com', 'cn', 'com', 'hk', 'com', 'com', 'com', 'com', 'io', 'com', 'net', 'network', 'es', 'co.uk', 'com', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'cn', 'com', 'com', 'cn', 'com', 'com', 'network', 'com', 'com', 'gs', 'com', 'com', 'com', 'es', 'com', 'com', 'es', 'com', 'com', 'tv', 'com', 'ai', 'com', 'com', 'com', 'com', 'ca', 'com', 'com', 'com', 'com', 'org', 'vn', 'com', 'com', 'com', 'com', 'es', 'com', 'net', 'net', 'com', 'cn', 'network', 'in', 'cn', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'cn', 'com', 'com', 'com', 'network', 'net', 'com', 'com', 'com', 'pl', 'com', 'de', 'cn', 'sk', 'network', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'cn', 'com', 'net', 'com', 'cn', 'network', 'com', 'network', 'com', 'co.uk', 'com', 'cn', 'net', 'network', 'ca', 'com', 'com', 'network', 'network', 'com', 'com', 'com', 'com', 'com', 'network', 'es', 'com', 'de', 'de', 'ch', 'com', 'network', 'com', 'com', 'pl', 'cn', 'com', 'com', 'com', 'network', 'network', 'io', 'de', 'io', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'network', 'com', 'com', 'com', 'net', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'ws', 'com', 'hk', 'ca', 'fr', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'es', 'com', 'ca', 'com', 'com', 'com', 'es', 'com', 'es', 'net', 'com', 'com', 'com', 'co.uk', 'com', 'com', 'de', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'co.uk', 'com', 'com', 'network', 'network', 'com', 'org', 'co.jp', 'com', 'com', 'com', 'fr', 'de', 'com', 'es', 'com', 'jo', 'cn', 'ca', 'network', 'es', 'es', 'com', 'network', 'com', 'es', 'com', 'com', 'network', 'com', 'es', 'es', 'es', 'io', 'network', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'net', 'com', 'cn', 'net', 'com', 'com', 'net', 'co.uk', 'de', 'com', 'com', 'cn', 'it', 'com', 'com', 'com.tw', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'co.uk', 'es', 'com', 'net', 'com', 'ca', 'systems', 'com', 'com', 'de', 'com', 'com', 'com', 'network', 'com', 'net', 'it', 'net', 'com', 'es', 'network', 'sexy', 'com', 'cc', 'network', 'com', 'com', 'com', 'com.tw', 'com', 'ru', 'com', 'com', 'com', 'com', 'com', 'com', 'it', 'com', 'cn', 'com', 'com', 'com', 'com', 'in', 'ly', 'co.jp', 'com', 'com', 'vc', 'es', 'pl', 'com', 'es', 'com', 'net', 'com', 'com', 'ru', 'es', 'com', 'network', 'it', 'com', 'com', 'in', 'com', 'com', 'com', 'es', 'ws', 'de', 'com', 'com', 'com', 'ru', 'com', 'com', 'network', 'net', 'com', 'com', 'de', 'com', 'com', 'cn', 'network', 'network', 'com', 'network', 'it', 'co.jp', 'com', 'it', 'com', 'it', 'cn', 'es', 'com', 'net', 'net', 'com', 'com', 'com', 'es', 'com', 'com', 'com', 'ca', 'es', 'ca', 'com', 'az', 'com', 'network', 'org.br', 'ru', 'com', 'co.uk', 'com.tw', 'de', 'de', 'az', 'es', 'com', 'network', 'com', 'com', 'com', 'com', 'com', 'sexy', 'ca', 'com', 'com', 'com', 'com', 'es', 'ca', 'com', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'es', 'com', 'network', 'network', 'ca', 'com', 'com', 'com', 'com', 'com', 'cn', 'com', 'com', 'cn', 'it', 'com', 'com', 're', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'com', 'com.br', 'com', 'com', 'it', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'pl', 'net', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'cn', 'ca', 'es', 'com', 'net', 'ca', 'com', 'ru', 'com', 'com', 'es', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'ca', 'com', 'com', 'com', 'cn', 'com', 'com', 'com', 'it', 'com', 'co.uk', 'com', 'co.uk', 'com', 'network', 'com', 'com', 'com', 'com', 'cc', 'fr', 'com', 'com', 'com.tw', 'com', 'com', 'com', 'org', 'network', 'es', 'com', 'cn', 'com', 'com.tw', 'network', 'co.jp', 'com', 'nl', 'de', 'ca', 'com', 'com', 'com', 'com', 'cn', 'com', 'com', 'com', 'com', 'cn', 'es', 'co.il', 'net', 'fr', 'com', 'com', 'com', 'com', 'de', 'com', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'es', 'com', 'nl', 'com', 'com', 'net', 'co.uk', 'com', 'network', 'com', 'com', 'com', 'com', 'de', 'es', 'com', 'cn', 'es', 'co.uk', 'ws', 'es', 'hk', 'net', 'network', 'network', 'com', 'com', 'com', 'com', 'cn', 'network', 'cn', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'com', 'com', 'com', 'com', 'com.tw', 'com', 'com', 'com', 'ca', 'co.uk', 'net', 'com']\n" + ] + } + ], + "source": [ + "import tldextract\n", + "opsuffix=[]\n", + "opurls=[]\n", + "for i in range(len(canvas_fp_urls)):\n", + " opurls.append(tldextract.extract(canvas_fp_urls[i]))\n", + " opsuffix.append(opurls[i].suffix)\n", + "print(opsuffix)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1473" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(canvas_fp_urls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 851, 'network': 118, 'net': 96, 'es': 83, 'cn': 52, 'de': 44, 'ca': 36, 'co.uk': 35, 'it': 23, 'co.jp': 15, 'pl': 12, 'fr': 10, 'com.tw': 10, 'io': 8, 'ru': 8, 'com.br': 6, 'ws': 6, 'ch': 6, 'org': 5, 'in': 4, 'sexy': 4, '': 3, 'nl': 3, 'cz': 3, 'hk': 3, 'vn': 2, 'vc': 2, 'tv': 2, 're': 2, 'ly': 2, 'cc': 2, 'az': 2, 'jp': 1, 'pub': 1, 'biz': 1, 'dhl': 1, 'pro': 1, 'com.au': 1, 'st': 1, 'net.cn': 1, 'gs': 1, 'ai': 1, 'sk': 1, 'jo': 1, 'systems': 1, 'org.br': 1, 'co.il': 1})\n" + ] + } + ], + "source": [ + "import collections\n", + "for i in range(len(opsuffix)):\n", + " counter=collections.Counter(opsuffix)\n", + "print(counter)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "47" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(counter)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "dfplot = pd.DataFrame({'domain':['com','network','net','es', 'cn','de','ca','co.uk','it','co.jp'], 'count':[851,118,96,83,52,44,36,35,23,15]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb index 85d3024..0ad9984 100644 --- a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_issue22_analysis.ipynb @@ -6,7 +6,11 @@ "source": [ "# What's in the really large values?\n", "\n", +<<<<<<< Updated upstream "A first look at the value column will definitely catch your eye and make you question \"What's in the really large values?\".\n", +======= + "A first look at the value column will definitely cath your eye and makes you question \"What's in the really large values?\".\n", +>>>>>>> Stashed changes "\n", "The Value column contains \"The value that was passed to the javascript call. It can be a few or over 1 million characters.\"\n", "\n", From 2a1d239a3fad261d7b8385bed124a9fac69755ba Mon Sep 17 00:00:00 2001 From: soumya Date: Tue, 2 Apr 2019 01:52:46 +0530 Subject: [PATCH 4/9] font_tld --- .../FontFingerprintingTLD.ipynb | 900 ++++++++++++++++++ 1 file changed, 900 insertions(+) create mode 100644 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb new file mode 100644 index 0000000..25ea856 --- /dev/null +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb @@ -0,0 +1,900 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD in ont Fingerprinting scripts\n", + "\n", + "This notebook extracts the TLDs in Font Fingerprinting scripts. The heuristics to find out the Font Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Font Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Font%20Fingerprinting%20Heuristics.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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", + "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", + "Port 8787 is already in use. \n", + "Perhaps you already have a cluster running?\n", + "Hosting the diagnostics dashboard on a random port instead.\n", + " warnings.warn('\\n' + msg)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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Client

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Cluster

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    \n", + "
  • Workers: 4
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    • \n", + "
  • Memory: 8.25 GB
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import dask.dataframe as dd\n", + "import re\n", + "import json\n", + "\n", + "from dask.distributed import Client, progress\n", + "from collections import defaultdict\n", + "\n", + "DATA_DIR = 'YOUR DATA DIRECTORY HERE'\n", + "DATA_DIR_FULL = '/home/soumya/Dataset/sample_0.parquet'\n", + "Client()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urlsymbolvaluelocationargument_0
call_id
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1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a97693d85a52790c.json__0https://cpro.baidustatic.com/cpro/ui/noexpire/...window.navigator.userAgentMozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko...https://pos.baidu.com/s?hei=70&wid=670&di=u313...None
1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f343c6cfac362b.json__0https://apis.google.com/js/plusone.js?_=151338...window.document.cookie_ga=GA1.2.1529583939.1513387469; _gid=GA1.2.17...http://serienjunkies.org/smilf/smilf-season-1-...None
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" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/api/xdm.js?1449919642 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/api/xdm.js?1449919642 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/al/aes_light.js?592436914 \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... https://cpro.baidustatic.com/cpro/ui/noexpire/... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/js/plusone.js?_=151338... \n", + "\n", + " symbol \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... window.name \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... window.name \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... window.navigator.userAgent \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... window.navigator.userAgent \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... window.document.cookie \n", + "\n", + " value \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... fXDcab74 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... fXDcab74 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko... \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... Mozilla/5.0 (X11; Linux x86_64; rv:52.0) Gecko... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... _ga=GA1.2.1529583939.1513387469; _gid=GA1.2.17... \n", + "\n", + " location \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... https://pos.baidu.com/s?hei=70&wid=670&di=u313... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... http://serienjunkies.org/smilf/smilf-season-1-... \n", + "\n", + " argument_0 \n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... None \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... None \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... None \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... None \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... None " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'symbol', 'value', 'location', 'argument_0'])\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Candidate URLs for 'CanvasRenderingContext2D.font'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.local/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " result = method(y)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 11min 59.0s\r" + ] + } + ], + "source": [ + "font_df_sixth_sense = df[df.symbol == 'CanvasRenderingContext2D.font']\n", + "font_df_sixth_sense = font_df_sixth_sense[['value', 'script_url', 'location']]\n", + "font_df_sixth_sense = font_df_sixth_sense.drop_duplicates().persist()\n", + "progress(font_df_sixth_sense, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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valuescript_urllocation
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1_0004d550953191c5723947694ac872f7e277d94041ae0112ffa577fd.json__3637px 'Adobe Fan Heiti Std'http://static.mvideo.ru/media/js/mvideo.js?v0.7http://www.mvideo.ru/aksessuary-dlya-avtomobil...
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" + ], + "text/plain": [ + " value \\\n", + "call_id \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... 11pt Arial \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... 18pt Arial \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... 7px 'sans-serif' \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... 7px 'Abadi MT Condensed' \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... 7px 'Adobe Fan Heiti Std' \n", + "\n", + " script_url \\\n", + "call_id \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... https://www.coches.net/ztkieflaaxcvaiwh121837.js \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... https://www.coches.net/ztkieflaaxcvaiwh121837.js \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://static.mvideo.ru/media/js/mvideo.js?v0.7 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://static.mvideo.ru/media/js/mvideo.js?v0.7 \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://static.mvideo.ru/media/js/mvideo.js?v0.7 \n", + "\n", + " location \n", + "call_id \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... https://www.coches.net/fiat/segunda-mano/ \n", + "1_00022de65942197e3855f68b373c5a2710eefe66945e4... https://www.coches.net/fiat/segunda-mano/ \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://www.mvideo.ru/aksessuary-dlya-avtomobil... \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://www.mvideo.ru/aksessuary-dlya-avtomobil... \n", + "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://www.mvideo.ru/aksessuary-dlya-avtomobil... " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "font_df_sixth_sense = font_df_sixth_sense.compute()\n", + "font_df_sixth_sense.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 5.28 s, sys: 156 ms, total: 5.44 s\n", + "Wall time: 5.52 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "num_fonts_sixth_sense = defaultdict(set)\n", + " \n", + "for index, row in font_df_sixth_sense.iterrows():\n", + " num_fonts_sixth_sense[(row.script_url, row.location)].add(row.value)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "font_urls_not_enough_sixth_sense = [x for x, font_set in num_fonts_sixth_sense.items() if len(font_set) < 50]\n", + "font_urls_candidates_sixth_sense = [x for x, font_set in num_fonts_sixth_sense.items() if len(font_set) >= 50]" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of unique tuples (script_url, location) with 50 or more calls: 227\n", + "# of unique tuples (script_url, location) with less than 50: 5918\n" + ] + } + ], + "source": [ + "print('# of unique tuples (script_url, location) with 50 or more calls:', len(font_urls_candidates_sixth_sense))\n", + "print('# of unique tuples (script_url, location) with less than 50:', len(font_urls_not_enough_sixth_sense))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "with open('not_font_fingerprinting_1.json', 'w') as f:\n", + " f.write(json.dumps(list(set([script_url for script_url, location in font_urls_not_enough_sixth_sense]))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Candidate URLs for 'CanvasRenderingContext2D.measureText'" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 3min 39.3s\r" + ] + } + ], + "source": [ + "measure_text_df_sixth_sense = df[df.symbol == 'CanvasRenderingContext2D.measureText']\n", + "measure_text_df_sixth_sense = measure_text_df_sixth_sense[['argument_0', 'script_url', 'location']]\n", + "measure_text_df_sixth_sense['to_count'] = 1\n", + "measure_text_df_sixth_sense = measure_text_df_sixth_sense.groupby(['argument_0', 'script_url', 'location']).count().persist()\n", + "progress(measure_text_df_sixth_sense, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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to_count
script_urllocation
http://sspy-up.gov.in/fusioncharts/js/fusioncharts.jshttp://sspy-up.gov.in/index.aspx10
http://sspy-up.gov.in/index.aspx10
http://sspy-up.gov.in/index.aspx2
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" + ], + "text/plain": [ + " to_count\n", + "script_url location \n", + "http://sspy-up.gov.in/fusioncharts/js/fusioncha... http://sspy-up.gov.in/index.aspx 10\n", + " http://sspy-up.gov.in/index.aspx 10\n", + " http://sspy-up.gov.in/index.aspx 2\n", + " http://sspy-up.gov.in/index.aspx 2\n", + " http://sspy-up.gov.in/index.aspx 2" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "measure_text_df_sixth_sense = measure_text_df_sixth_sense.compute()\n", + "measure_text_df_sixth_sense = measure_text_df_sixth_sense.reset_index('argument_0', drop=True)\n", + "measure_text_df_sixth_sense.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "measure_text_not_enough_df_sixth_sense = measure_text_df_sixth_sense[measure_text_df_sixth_sense['to_count'] < 50]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "measure_text_df_sixth_sense = measure_text_df_sixth_sense[measure_text_df_sixth_sense['to_count'] >= 50]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "measure_text_urls_candidates_sixth_sense = set(measure_text_df_sixth_sense.index.tolist())\n", + "measure_text_urls_not_enough_sixth_sense = set(measure_text_not_enough_df_sixth_sense.index.tolist())" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of unique tuples (script_url, location) with 50 or more calls: 245\n", + "# of unique tuples (script_url, location) with less than 50: 250\n" + ] + } + ], + "source": [ + "print('# of unique tuples (script_url, location) with 50 or more calls:', len(measure_text_urls_candidates_sixth_sense))\n", + "print('# of unique tuples (script_url, location) with less than 50:', len(measure_text_urls_not_enough_sixth_sense))" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "with open('not_font_fingerprinting_2.json', 'w') as f:\n", + " f.write(json.dumps(list(set([script_url for script_url, location in measure_text_urls_not_enough_sixth_sense]))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Cross reference lists" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of unique tuples (script_url, location) meeting both criteria: 199\n", + "# of unique tuples (script_url, location) that only meet one criteria: 74\n" + ] + } + ], + "source": [ + "font_urls_candidates_sixth_sense = set(font_urls_candidates_sixth_sense)\n", + "\n", + "all_candidate_urls_sixth_sense = font_urls_candidates_sixth_sense | measure_text_urls_candidates_sixth_sense\n", + "canvas_font_fp_urls_sixth_sense = font_urls_candidates_sixth_sense & measure_text_urls_candidates_sixth_sense\n", + "\n", + "print('# of unique tuples (script_url, location) meeting both criteria:', len(canvas_font_fp_urls_sixth_sense))\n", + "print('# of unique tuples (script_url, location) that only meet one criteria:', len(all_candidate_urls_sixth_sense - canvas_font_fp_urls_sixth_sense))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "with open('not_font_fingerprinting_3.json', 'w') as f:\n", + " f.write(json.dumps(list(set([script_url for script_url, location in (all_candidate_urls_sixth_sense - canvas_font_fp_urls_sixth_sense)]))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save Candidate URLs" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "with open('font_fingerprinting.json', 'w') as f:\n", + " f.write(json.dumps(list(set([script_url for script_url, location in canvas_font_fp_urls_sixth_sense]))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Find Locations" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "165 == 1387\n" + ] + } + ], + "source": [ + "with open('font_fingerprinting.json', 'r') as f:\n", + " font_fp_urls = json.load(f)\n", + " \n", + "print(len(font_fp_urls), '== 1387')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'location'])" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 16.6s\r" + ] + } + ], + "source": [ + "df_locs = df[df.script_url.isin(font_fp_urls)]\n", + "locs = df_locs.location.unique().persist()\n", + "progress(locs, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of locations that call audio fingerprinting scripts: 229\n" + ] + } + ], + "source": [ + "print('# of locations that call audio fingerprinting scripts:', len(locs))" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://m.stripe.network/inner.html#referrer=&title=Atlas%20Neck%20Brace%E2%84%A2%20%7C%20Engineered%20flexibility.&url=http%3A%2F%2Fwww.atlasbrace.com%2F&muid=f1ba4b11-0d12-4657-8b8b-2b90b0b0ac48&sid=e9c96990-16c2-47cf-88f3-638e678cbc0a&preview=false&',\n", + " 'https://m.stripe.network/inner.html#referrer=&title=Delivery%20in%20Boston%20-%20Postmates%20On-Demand%20Delivery&url=https%3A%2F%2Fpostmates.com%2Fcity%2Fboston&muid=0e6fba25-d178-4fc2-98b2-c93a95c76e58&sid=9ce336bf-0fa3-43cf-a476-781ee4683c53&preview=false&',\n", + " '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", + " 'https://m.stripe.network/inner.html#referrer=&title=Tote%20Bags%20T-shirts%20%7C%20Unique%20Tote%20Bags%20Apparel%20%7C%20Teespring&url=https%3A%2F%2Fteespring.com%2Fshop%2Ftote-bags-tshirts%3Ftsmac%3Dmarketplace%26tsmic%3Dnavigation&muid=f2b3fc62-3d03-452b-897d-51cc8da10e8a&sid=b2109ce1-57a7-4060-8f12-32f04bd23865&preview=false&',\n", + " 'https://www.westernunion.com/etc/clientlibs/westernunion/wu_common.js?seed=AMBA8l9gAQAAwL58xk7T-xSIpGVxr4pOP4HPR4Dg635W8C1UqokiVVneHyHD']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "font_fp_urls[0:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['network', 'network', 'network', 'network', 'com', 'network', 'com', 'network', 'network', 'com', 'net', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'net', 'network', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'network', 'com', 'network', 'network', 'network', 'network', 'net', 'network', 'network', 'network', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'com', 'network', 'com', 'network', 'network', 'com', 'vn', 'network', 'network', 'network', 'com', 'com', 'com', 'com', 'network', 'vn', 'network', 'network', 'com', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'com', 'network', 'com', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'com', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'network', 'network', 'com', 'network', 'com', 'com', 'network', 'network', 'network', 'com', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'net', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'com', 'network', 'network', 'network', 'network', 'com', 'com', 'network']\n" + ] + } + ], + "source": [ + "import tldextract\n", + "opsuffix=[]\n", + "opurls=[]\n", + "for i in range(len(font_fp_urls)):\n", + " opurls.append(tldextract.extract(font_fp_urls[i]))\n", + " opsuffix.append(opurls[i].suffix)\n", + "print(opsuffix)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "165" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(font_fp_urls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'network': 110, 'com': 49, 'net': 4, 'vn': 2})\n" + ] + } + ], + "source": [ + "import collections\n", + "for i in range(len(opsuffix)):\n", + " counter=collections.Counter(opsuffix)\n", + "print(counter)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(counter)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "dfplot = pd.DataFrame({'domain':['network','com','net','vn'], 'count':[110,49,4,2]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 25ade4e6d2cd128f4f3c7fda7ca551b70b5c9218 Mon Sep 17 00:00:00 2001 From: soumya Date: Tue, 2 Apr 2019 02:26:05 +0530 Subject: [PATCH 5/9] webRTC_tld --- .../WebRTCFingerprintingTLD.ipynb | 922 ++++++++++++++++++ 1 file changed, 922 insertions(+) create mode 100644 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb new file mode 100644 index 0000000..b84356b --- /dev/null +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb @@ -0,0 +1,922 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD in WebRTC Fingerprinting scripts\n", + "\n", + "This notebook extracts the TLDs in WebRTC Fingerprinting scripts. The heuristics to find out the WebRTC Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/WebRTC Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/WebRTC%20Fingerprinting%20Heuristics.ipynb)." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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", + "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", + "Port 8787 is already in use. \n", + "Perhaps you already have a cluster running?\n", + "Hosting the diagnostics dashboard on a random port instead.\n", + " warnings.warn('\\n' + msg)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import dask.dataframe as dd\n", + "import json\n", + "\n", + "from dask.distributed import Client, progress\n", + "\n", + "DATA_DIR = 'YOUR DATA DIRECTORY HERE'\n", + "DATA_DIR_FULL = '/home/soumya/Dataset/sample_0.parquet'\n", + "Client()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/api/xdm.js?1449919642 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/api/xdm.js?1449919642 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/al/aes_light.js?592436914 \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... https://cpro.baidustatic.com/cpro/ui/noexpire/... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/js/plusone.js?_=151338... \n", + "\n", + " symbol \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... window.name \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... window.name \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... window.navigator.userAgent \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... window.navigator.userAgent \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... window.document.cookie \n", + "\n", + " location \n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... https://pos.baidu.com/s?hei=70&wid=670&di=u313... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... http://serienjunkies.org/smilf/smilf-season-1-... " + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'symbol', 'location'])\n", + "df = df[['script_url', 'symbol', 'location']]\n", + "df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pull out Candidate URLs for RTCPeerConnection.onicecandidate" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.local/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", + " result = method(y)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[### ] | 8% Completed | 50.4s" + ] + } + ], + "source": [ + "onicecandidate_candidate_urls_df = df[df.symbol == 'RTCPeerConnection.onicecandidate']\n", + "onicecandidate_candidate_urls_df = onicecandidate_candidate_urls_df[['script_url', 'location']].drop_duplicates().persist()\n", + "progress(onicecandidate_candidate_urls_df, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "onicecandidate_candidate_urls_df = onicecandidate_candidate_urls_df.compute()\n", + "onicecandidate_candidate_urls_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "onicecandidate_candidate_urls = set(onicecandidate_candidate_urls_df.itertuples(index=False))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pull out Candidate URLs for RTCPeerConnection.createDataChannel" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 1min 22.4s\r" + ] + } + ], + "source": [ + "create_data_channel_candidate_urls_df = df[df.symbol == 'RTCPeerConnection.createDataChannel']\n", + "create_data_channel_candidate_urls_df = create_data_channel_candidate_urls_df[['script_url', 'location']].drop_duplicates().persist()\n", + "progress(create_data_channel_candidate_urls_df, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urllocation
call_id
1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656cbd8c53681a.json__149https://g.alicdn.com/secdev/sufei_data/3.2.2/i...https://maniform.world.tmall.com/category-1282...
1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca23e445186a63.json__15http://g.alicdn.com/secdev/sufei_data/3.2.2/in...http://c.youku.com/abouteg/youtu
1_004010408d52b4795f9c28996bc478ce21097bd70a25c5ec32b06588.json__104https://g.alicdn.com/secdev/sufei_data/3.2.2/i...https://list.tmall.com/search_product.htm?acm=...
1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7159a13572b9.json__93https://g.alicdn.com/secdev/sufei_data/3.2.2/i...https://list.tmall.com/search_product.htm?abbu...
1_009b1cd1cc99c638f3ca546996cc3fade323d725907078138bf457d6.json__42https://g.alicdn.com/security/umscript/3.3.2/u...https://login.taobao.com/member/login.jhtml?fr...
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" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca2... http://g.alicdn.com/secdev/sufei_data/3.2.2/in... \n", + "1_004010408d52b4795f9c28996bc478ce21097bd70a25c... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://g.alicdn.com/security/umscript/3.3.2/u... \n", + "\n", + " location \n", + "call_id \n", + "1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656... https://maniform.world.tmall.com/category-1282... \n", + "1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca2... http://c.youku.com/abouteg/youtu \n", + "1_004010408d52b4795f9c28996bc478ce21097bd70a25c... https://list.tmall.com/search_product.htm?acm=... \n", + "1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7... https://list.tmall.com/search_product.htm?abbu... \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://login.taobao.com/member/login.jhtml?fr... " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "create_data_channel_candidate_urls_df = create_data_channel_candidate_urls_df.compute()\n", + "create_data_channel_candidate_urls_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "create_data_channel_candidate_urls = set(create_data_channel_candidate_urls_df.itertuples(index=False))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pull out Candidate URLs for RTCPeerConnection.createOffer" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 58.5s\r" + ] + } + ], + "source": [ + "create_offer_candidate_urls_df = df[df.symbol == 'RTCPeerConnection.createOffer']\n", + "create_offer_candidate_urls_df = create_offer_candidate_urls_df[['script_url', 'location']].drop_duplicates().persist()\n", + "progress(create_offer_candidate_urls_df, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urllocation
call_id
1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656cbd8c53681a.json__150https://g.alicdn.com/secdev/sufei_data/3.2.2/i...https://maniform.world.tmall.com/category-1282...
1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca23e445186a63.json__16http://g.alicdn.com/secdev/sufei_data/3.2.2/in...http://c.youku.com/abouteg/youtu
1_004010408d52b4795f9c28996bc478ce21097bd70a25c5ec32b06588.json__105https://g.alicdn.com/secdev/sufei_data/3.2.2/i...https://list.tmall.com/search_product.htm?acm=...
1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7159a13572b9.json__94https://g.alicdn.com/secdev/sufei_data/3.2.2/i...https://list.tmall.com/search_product.htm?abbu...
1_009b1cd1cc99c638f3ca546996cc3fade323d725907078138bf457d6.json__43https://g.alicdn.com/security/umscript/3.3.2/u...https://login.taobao.com/member/login.jhtml?fr...
\n", + "
" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca2... http://g.alicdn.com/secdev/sufei_data/3.2.2/in... \n", + "1_004010408d52b4795f9c28996bc478ce21097bd70a25c... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://g.alicdn.com/security/umscript/3.3.2/u... \n", + "\n", + " location \n", + "call_id \n", + "1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656... https://maniform.world.tmall.com/category-1282... \n", + "1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca2... http://c.youku.com/abouteg/youtu \n", + "1_004010408d52b4795f9c28996bc478ce21097bd70a25c... https://list.tmall.com/search_product.htm?acm=... \n", + "1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7... https://list.tmall.com/search_product.htm?abbu... \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://login.taobao.com/member/login.jhtml?fr... " + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "create_offer_candidate_urls_df = create_offer_candidate_urls_df.compute()\n", + "create_offer_candidate_urls_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "create_offer_candidate_urls = set(create_offer_candidate_urls_df.itertuples(index=False))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## URLs should call all of: [RTCPeerConnection.onicecandidate, RTCPeerConnection.createDataChannel, RTCPeerConnection.createOffer]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "all_candidate_urls = onicecandidate_candidate_urls | create_data_channel_candidate_urls | create_offer_candidate_urls\n", + "candidate_urls = onicecandidate_candidate_urls & create_data_channel_candidate_urls & create_offer_candidate_urls" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of unique tuples (script_url, location) that call all 3 symbols: 1224\n", + "# of unique tuples (script_url, location) that only call 1 or 2 symols: 664\n" + ] + } + ], + "source": [ + "print('# of unique tuples (script_url, location) that call all 3 symbols:', len(candidate_urls))\n", + "print('# of unique tuples (script_url, location) that only call 1 or 2 symols:', len(all_candidate_urls - candidate_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with open('not_webrtc_multi_symbol_fingerprinting_1.json', 'w') as f:\n", + " f.write(json.dumps(list(set([script_url for script_url, location in (all_candidate_urls - candidate_urls)]))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note: conversion from a list to a set to a list above is used in case the same script_url is called from multiple locations" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Drop false positives" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "false_positives = {\n", + " \"nextwebsnetworks.com/in/video\",\n", + " \"nextwebsnetworks.com/in/remnant\",\n", + " \"sandbox02.kaxsdc.com/collect/logo.htm\",\n", + " \"digitalforexnfashionstyles.com/sms4send2.php\",\n", + " \"www.badlion.net/\",\n", + " \"ajax.googleapis.com/ajax/libs/jquery/1.8/jquery.min.js\"\n", + "}\n", + "\n", + "webrtc_fp_urls = set([(script_url, location) for script_url, location in candidate_urls if script_url not in false_positives])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of unique tuples (script_url, location) that were false positives: 0\n", + "# of unique tuples (script_url, location) that used WebRTC fingerprinting: 1224\n" + ] + } + ], + "source": [ + "print('# of unique tuples (script_url, location) that were false positives:', len(candidate_urls - webrtc_fp_urls))\n", + "print('# of unique tuples (script_url, location) that used WebRTC fingerprinting:', len(webrtc_fp_urls))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with open('not_webrtc_multi_symbol_fingerprinting_2.json', 'w') as f:\n", + " f.write(json.dumps(list(set([script_url for script_url, location in (candidate_urls - webrtc_fp_urls)]))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Save Candidate URLs" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "with open('webrtc_multi_symbol_fingerprinting.json', 'w') as f:\n", + " f.write(json.dumps(list(set([script_url for script_url, location in webrtc_fp_urls]))))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Find Locations" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "230 == 1313\n" + ] + } + ], + "source": [ + "with open('webrtc_multi_symbol_fingerprinting.json', 'r') as f:\n", + " webrtc_fp_urls = json.load(f)\n", + " \n", + "print(len(webrtc_fp_urls), '== 1313')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "df = dd.read_parquet(DATA_DIR_FULL, columns=['script_url', 'location'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[########################################] | 100% Completed | 1min 21.3s\r" + ] + } + ], + "source": [ + "df_locs = df[df.script_url.isin(webrtc_fp_urls)]\n", + "locs = df_locs.location.unique().persist()\n", + "progress(locs, notebook=False)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "# of locations that call WebRTC fingerprinting scripts: 1376\n" + ] + } + ], + "source": [ + "print('# of locations that call WebRTC fingerprinting scripts:', len(locs))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['https://www.westernunion.com/etc/clientlibs/westernunion/wu_common.js?seed=AMC0qWFgAQAA3daqXevDq9gMSnOX_iS5bPawtu5rBu6_sH7i6aPGIpPhwcKJ',\n", + " 'https://imgs.signifyd.com/fp/check.js;CIS3SID=46FAAF9D930623535273CF4E2B2782CC?org_id=w2txo5aa&session_id=01242de5f6a9596633701c18fda3d767&pageid=1&nonce=02c5fd061a23e90e',\n", + " 'https://t1.tacdn.com/fp/check.js;CIS3SID=1A4F45FF67BC329B2A5E8D83E9F866A4?org_id=0w57c49k&session_id=7db13b749160429de9b5b5a1053693a5&pageid=1&nonce=9885f23990657754',\n", + " 'https://js.ad-score.com/score.min.js?pid=1000343&tt=g#tid=DFP_JS&l1=/15188745/Lipsum-Unit3&l2=lipsum.com&l3=https://fi.lipsum.com/&phfl=l6&uip=%%USER_IP%%&pub_domain=https://fi.lipsum.com/&ref=https://fi.lipsum.com/&cb=7763056',\n", + " 'https://static.fraudmetrix.cn/fm.js?ver=0.1&t=420401']" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "webrtc_fp_urls[0:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'cn',\n", + " 'ua',\n", + " 'com',\n", + " 'es',\n", + " '',\n", + " 'cn',\n", + " 'com',\n", + " 'photos',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'cn',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'net',\n", + " 'cn',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'ua',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'ua',\n", + " 'com',\n", + " 'vn',\n", + " 'net',\n", + " 'ua',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com',\n", + " 'com.br',\n", + " 'com',\n", + " 'com',\n", + " 'photos',\n", + " 'com',\n", + " 'com']" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import tldextract\n", + "opsuffix=[]\n", + "opurls=[]\n", + "for i in range(len(webrtc_fp_urls)):\n", + " opurls.append(tldextract.extract(webrtc_fp_urls[i]))\n", + " opsuffix.append(opurls[i].suffix)\n", + "opsuffix[0:50]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "230" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(webrtc_fp_urls)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 143, 'cn': 42, 'ua': 22, 'net': 11, 'photos': 4, 'vn': 2, 're': 2, 'es': 1, '': 1, 'com.br': 1, 'io': 1})\n" + ] + } + ], + "source": [ + "import collections\n", + "for i in range(len(opsuffix)):\n", + " counter=collections.Counter(opsuffix)\n", + "print(counter)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "11" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(counter)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "dfplot = pd.DataFrame({'domain':['com','cn','ua','net', 'photos','re','vn','es','com.br','io'], 'count':[143,42,22,11,4,2,2,1,1,1]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 9771f535b7e4766532f715cc90b70cec904f94a9 Mon Sep 17 00:00:00 2001 From: soumya Date: Tue, 2 Apr 2019 02:45:22 +0530 Subject: [PATCH 6/9] tld_analysis --- .../tld_analysis.ipynb | 1028 +++++++++++++++++ 1 file changed, 1028 insertions(+) create mode 100644 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb new file mode 100644 index 0000000..968abf3 --- /dev/null +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb @@ -0,0 +1,1028 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Analysis on TLD for fingerprining Scripts(Audio, Canvas, Font, WebRTC)\n", + "\n", + "### What does Top-Level Domain (TLD) mean?\n", + "\n", + "Top-level domain (TLD) refers to the last segment of a domain name, or the part that follows immediately after the \"dot\" symbol. Examples of some of the popular TLDs include .com, .org, .net, .gov, .biz and .edu. \n", + "\n", + "A top-level domain recognizes a certain element regarding the associated website, such as its objective (business, government, education), its owner, or the geographical area from which it originated.\n", + "\n", + "Each TLD includes an independent registry controlled by a specific organization, which is managed under the guidance of the Internet Corporation for Assigned Names and Numbers (ICANN).\n", + "\n", + "ICANN recognizes the following types of TLDs:\n", + "\n", + "- Generic Top-Level Domains (gTLD): These are the most popular types of TDLs. Some examples include \".edu\" for educational sites and .\"com\" for commercial sites. These types of TLDs are available for registration.\n", + "\n", + "- Country-Code Top-Level Domains (ccTLD): Every ccTLD recognizes a specific country and is generally two letters long. For example, the ccTLD for Australia is \".au\".\n", + "\n", + "- Sponsored Top-Level Domains (sTLD): These TLDs are supervised by private organizations.\n", + "\n", + "- Infrastructure Top-Level Domains: There is only one TLD in this category, which is \".arpa\". The Internet Assigned Numbers Authority controls this TLD for the Internet Engineering Task Force (IETF).\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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", + "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", + "Port 8787 is already in use. \n", + "Perhaps you already have a cluster running?\n", + "Hosting the diagnostics dashboard on a random port instead.\n", + " warnings.warn('\\n' + msg)\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "
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" + ], + "text/plain": [ + "" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import pandas as pd\n", + "import dask.dataframe as dd\n", + "from dask.distributed import Client\n", + "\n", + "Client()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['https://vk.com/js/api/xdm.js?1449919642',\n", + " 'https://vk.com/js/al/aes_light.js?592436914',\n", + " 'https://cpro.baidustatic.com/cpro/ui/noexpire/js/4.0.0/adClosefeedbackUpgrade.min.js',\n", + " 'https://apis.google.com/js/plusone.js?_=1513387467959',\n", + " 'https://apis.google.com/_/scs/apps-static/_/js/k=oz.gapi.en_US.u6kjN8qjK4c.O/m=plusone/rt=j/sv=1/d=1/ed=1/am=AQ/rs=AGLTcCNyWKI1jWTPxsTegkpGnwIGUlr0VQ/cb=gapi.loaded_0',\n", + " 'https://assets.adobedtm.com/caacec67651710193d2331efef325107c23a0145/satelliteLib-78cf42deb149c9766cbaaa6151e252b9b67c0200.js',\n", + " 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'https://www.fantagazzetta.com/news/redazionali/04_05_2016/ascolta-e-fai-le-tue-domande-a-fantagazzetta-in-diretta-fm-su-radio-sportiva-223063',\n", + " 'https://tpc.googlesyndication.com/pagead/js/r20171206/r20110914/activeview/osd_listener.js',\n", + " 'https://s0.2mdn.net/879366/express_html_inpage_rendering_lib_200_170.js',\n", + " 'https://tpc.googlesyndication.com/sodar/Yww8ZxGu.js',\n", + " 'https://secure.widget.cloud.opta.net/v3/v3.opta-widgets.js',\n", + " 'https://cdn-gl.imrworldwide.com/novms/js/2/nlsSDK600.bundle.min.js',\n", + " 'https://www.gstatic.com/firebasejs/4.1.2/firebase.js',\n", + " 'https://connect.facebook.net/it_IT/sdk.js'], dtype=object)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "df = pd.read_parquet(\n", + " '/home/soumya/Dataset/sample_0.parquet', engine='pyarrow',\n", + " columns=['script_url']\n", + ")\n", + "# Finding the unique scripts\n", + "script_url_unique=df.script_url.unique()\n", + "script_url_unique[0:100]" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "166862" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(script_url_unique)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['vk.com', 'cpro.baidustatic.com', 'apis.google.com',\n", + " 'assets.adobedtm.com', 'www.google-analytics.com', 'www.canada.ca',\n", + " 's0.2mdn.net', 'g.alicdn.com', 'maniform.world.tmall.com',\n", + " 'uaction.alicdn.com', 'z.moatads.com', 'platform.twitter.com',\n", + " 'www.coches.net', 'c.ccdn.es', 'tags.tiqcdn.com',\n", + " 'cdn.optimizely.com', 'static.criteo.net',\n", + " 'jssdk.pulse.schibsted.com', 'sb.scorecardresearch.com',\n", + " 'script.hotjar.com', 'acdn.adnxs.com', 'tag.aticdn.net',\n", + " 'sslwidget.criteo.com', 'pos.baidu.com', 'www.facebook.com',\n", + " 'cbjs.baidu.com', 's7.addthis.com', 'resources.infolinks.com',\n", + " 'pagead2.googlesyndication.com', 'securepubads.g.doubleclick.net',\n", + " 'choices.trustarc.com', 'www.ard.de', 'script.ioam.de',\n", + " 'resources.host.bannerflow.com', 'api.flocktory.com',\n", + " 'www.googletagmanager.com', 'www.googleadservices.com',\n", + " 'mc.yandex.ru', 'static.mvideo.ru', 'top-fwz1.mail.ru',\n", + " 'cdn.dumedia.ru', 'api.moxielinks.com', 'cdn.scarabresearch.com',\n", + " 'widget.criteo.com', 'jp-tags.mediaforge.com', 'js.adsrvr.org',\n", + " 'www.alquds.co.uk', 's0.wp.com', 'stats.wp.com',\n", + " 'd31qbv1cthcecs.cloudfront.net', 'static.addtoany.com',\n", + " 'connect.facebook.net', 'c.adsco.re', 'n-cdn.areyouahuman.com',\n", + " 'dtmc.cabelas.com', 'www.fantagazzetta.com',\n", + " 'tpc.googlesyndication.com', 'secure.widget.cloud.opta.net',\n", + " 'cdn-gl.imrworldwide.com', 'www.gstatic.com', 'tags.bkrtx.com',\n", + " 'r.gnavi.co.jp', 'x.gnst.jp', 'c-r.gnst.jp', 'c-cpnt.gnst.jp',\n", + " 'site.gnavi.co.jp', 'cdn2.skylinewebcams.com', 'www.modiseh.com',\n", + " 'www.travelocity.com', 'a.travel-assets.com',\n", + " 'source.mmi.bemobile.ua', 'static.foodity.com',\n", + " 'www.careers360.com', 'maps.googleapis.com', 'a.optnmnstr.com',\n", + " 'cdn.notifyvisitors.com', 'bat.bing.com', 'tw.netcore.co.in',\n", + " 'js-agent.newrelic.com', 'staticxx.facebook.com',\n", + " 'ssl.gstatic.com', 'sac.ayads.co', 'cdn.krxd.net',\n", + " 'www.autoscout24.it', 's.salecycle.com', 'arxiv.org',\n", + " 'static.arxiv.org', 'webanalytics.library.cornell.edu',\n", + " 'widget.perfectmarket.com', 'fast.aol.demdex.net',\n", + " 'googleads.g.doubleclick.net', 'c.betrad.com',\n", + " 'cdn.flashtalking.com', 'www.practo.com', 'www.practostatic.com',\n", + " 'nav.practo.com', 'cdn.mxpnl.com', 'cdn.inspectlet.com',\n", + " 'sweep.practo.com', 's.adroll.com'], dtype=object)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Finding the netloc of unique scripts. \n", + "from urllib.parse import urlparse\n", + "\n", + "EMPTY_STRING = 'EMPTY_STRING'\n", + "\n", + "def get_netloc(x):\n", + " p = urlparse(x)\n", + " val = p.netloc\n", + " if len(val) == 0:\n", + " val = EMPTY_STRING\n", + " return val\n", + "\n", + "script_netloc_unique= df.script_url.apply(get_netloc).unique()\n", + "script_netloc_uniquedf=pd.DataFrame(script_netloc_unique)\n", + "script_netloc_unique[0:100]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20163" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(script_netloc_unique)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/dask/dataframe/core.py:2285: UserWarning: `meta` is not specified, inferred from partial data. Please provide `meta` if the result is unexpected.\n", + " Before: .apply(func)\n", + " After: .apply(func, meta={'x': 'f8', 'y': 'f8'}) for dataframe result\n", + " or: .apply(func, meta=('x', 'f8')) for series result\n", + " warnings.warn(msg)\n" + ] + }, + { + "data": { + "text/html": [ + "
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script_urlscript_netlocscript_netloc_uniquedf
call_id
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1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__2https://vk.com/js/al/aes_light.js?592436914vk.comcom
1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a97693d85a52790c.json__0https://cpro.baidustatic.com/cpro/ui/noexpire/...cpro.baidustatic.comcom
1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f343c6cfac362b.json__0https://apis.google.com/js/plusone.js?_=151338...apis.google.comcom
1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f343c6cfac362b.json__1https://apis.google.com/_/scs/apps-static/_/js...apis.google.comcom
1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f343c6cfac362b.json__2https://apis.google.com/_/scs/apps-static/_/js...apis.google.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__0https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__1https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__2https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__3https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__4https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__5https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__6https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__7https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__8https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__9https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__10https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__11https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__12https://assets.adobedtm.com/caacec67651710193d...assets.adobedtm.comcom
\n", + "
" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/api/xdm.js?1449919642 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/api/xdm.js?1449919642 \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/al/aes_light.js?592436914 \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... https://cpro.baidustatic.com/cpro/ui/noexpire/... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/js/plusone.js?_=151338... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/_/scs/apps-static/_/js... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/_/scs/apps-static/_/js... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "\n", + " script_netloc \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... vk.com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... vk.com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... vk.com \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... cpro.baidustatic.com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... apis.google.com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... apis.google.com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... apis.google.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", + "\n", + " script_netloc_uniquedf \n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", + "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "dff = dd.read_parquet(\n", + " '/home/soumya/Dataset/sample_0.parquet', engine='pyarrow',\n", + " columns=['script_url']\n", + ")\n", + "def get_netloc(x):\n", + " p = urlparse(x)\n", + " val = p.netloc\n", + " if len(val) == 0:\n", + " val = EMPTY_STRING\n", + " return val\n", + "def get_end_of_net_loc(x):\n", + " splits = x.split('.')\n", + " val = splits[-1]\n", + " return val\n", + "\n", + "dff['script_netloc'] = dff.script_url.apply(get_netloc)\n", + "dff['script_netloc_uniquedf']=dff.script_netloc.apply(get_end_of_net_loc)\n", + "dff.head(20)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "281" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Cont of unique TLD\n", + "count=dff.script_netloc_uniquedf.nunique().compute()\n", + "count" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD in the dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "script_netloc_uniquedf\n", + "com 7336833\n", + "net 1898419\n", + "ru 630262\n", + "cn 154068\n", + "de 153067\n", + "fr 85601\n", + "jp 70494\n", + "ch 59317\n", + "au 46514\n", + "org 45280\n", + "ua 36922\n", + "pl 35804\n", + "es 34690\n", + "uk 33143\n", + "io 32921\n", + "it 31258\n", + "js 30587\n", + "kr 25107\n", + "tv 23806\n", + "ke 23477\n", + "aero 23244\n", + "network 22926\n", + "vn 21577\n", + "edu 21269\n", + "ca 21070\n", + "co 21017\n", + "ma 18195\n", + "EMPTY_STRING 17992\n", + "br 17445\n", + "in 16488\n", + " ... \n", + "website 5\n", + "213 5\n", + "cn:8888 4\n", + "center 4\n", + "ga 4\n", + "sn 3\n", + "td 3\n", + "146:81 3\n", + "edu:8443 3\n", + "bn 3\n", + "78 3\n", + "218 2\n", + "com:8585 2\n", + "xxx 2\n", + "tf 2\n", + "ltd 2\n", + "ad 2\n", + "md 1\n", + "nyc 1\n", + "mil 1\n", + "bw 1\n", + "cern 1\n", + "mz 1\n", + "jm 1\n", + "38 1\n", + "com:6060 1\n", + "248 1\n", + "af 1\n", + "104:81 1\n", + "mr 1\n", + "Length: 281, dtype: int64" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "Frequency=dff.groupby('script_netloc_uniquedf').size().compute().sort_values(ascending=False)\n", + "Frequency" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Top 10 TLD in the Data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "com 7336833\n", + "net 1898419\n", + "ru 630262\n", + "cn 154068\n", + "de 153067\n", + "fr 85601\n", + "jp 70494\n", + "ch 59317\n", + "au 46514\n", + "org 45280\n" + ] + } + ], + "source": [ + "for i in range(0,10):\n", + " temp=Frequency[i]\n", + " temp_url=Frequency.index[i]\n", + " print(temp_url,temp)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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zIhwoZmZWhAPFzMyKGDRQJE2V9JCkH0jaJem/ZH26pC2SdufztKo+V0tql/SkpAVV9fMl7cx1N0hS1o+TdGfWH5TUVNWnNbexW1JrVX12tt2dfY8t8y0xM7PhGMoeymvARRHxHuBcYKGkC4HlwNaImANszddIOgdoAeYCC4EbJU3KsW4ClgJz8rEw60uA7og4C1gDrM6xpgMrgAuAecCKquBaDazJ7XfnGGZmVieDBkpUvJwvp+QjgEXAuqyvAy7N5UXA+oh4LSKeBtqBeZJmAidFxPaICOC2mj49Y20ELs69lwXAlojoiohuYAuVQBNwUbat3b6ZmdXBkM6hSJok6TFgP5V/4B8ETo+I5wHy+bRsPgt4rqp7R9Zm5XJtvVefiDgEvATMGGCsGcCL2bZ2LDMzq4MhBUpEHI6Ic4FGKnsb7x6gufoaYoD6cPoMNFbvyUhLJbVJauvs7OyriZmZFXBEV3lFxIvAd6ic+9iXh7HI5/3ZrAM4o6pbI7A364191Hv1kTQZOBnoGmCsA8Ap2bZ2rNo53xwRzRHR3NDQcCRfrpmZHYGhXOXVIOmUXD4e+F3gR8AmoOeqq1bg7lzeBLTklVuzqZx8fygPix2UdGGeA7mipk/PWIuB+/I8y2ZgvqRpeTJ+PrA5123LtrXbNzOzOpg8eBNmAuvySq1jgA0R8Q1J24ENkpYAzwKXAUTELkkbgMeBQ8BVEXE4x7oSWAscD9ybD4BbgNsltVPZM2nJsbokXQc8nO2ujYiuXF4GrJe0Eng0xzAzszpR5Y/9o0Nzc3O0tbX1u75p+T0j3saeVZeMeAwzs/FE0o6IaB6snT8pb2ZmRThQzMysCAeKmZkV4UAxM7MiHChmZlaEA8XMzIpwoJiZWREOFDMzK8KBYmZmRThQzMysCAeKmZkV4UAxM7MiHChmZlaEA8XMzIpwoJiZWREOFDMzK8KBYmZmRThQzMysCAeKmZkV4UAxM7MiBg0USWdI2ibpCUm7JH0669MlbZG0O5+nVfW5WlK7pCclLaiqny9pZ667QZKyfpykO7P+oKSmqj6tuY3dklqr6rOz7e7se2yZb4mZmQ3HUPZQDgGfjYjfAC4ErpJ0DrAc2BoRc4Ct+Zpc1wLMBRYCN0qalGPdBCwF5uRjYdaXAN0RcRawBlidY00HVgAXAPOAFVXBtRpYk9vvzjHMzKxOBg2UiHg+Ih7J5YPAE8AsYBGwLputAy7N5UXA+oh4LSKeBtqBeZJmAidFxPaICOC2mj49Y20ELs69lwXAlojoiohuYAuwMNddlG1rt29mZnVwROdQ8lDUecCDwOkR8TxUQgc4LZvNAp6r6taRtVm5XFvv1SciDgEvATMGGGsG8GK2rR2rds5LJbVJauvs7DySL9fMzI7AkANF0gnA/wH+LCJ+OlDTPmoxQH04fQYaq3cx4uaIaI6I5oaGhr6amJlZAUMKFElTqITJHRHxtSzvy8NY5PP+rHcAZ1R1bwT2Zr2xj3qvPpImAycDXQOMdQA4JdvWjmVmZnUwebAGeb7iFuCJiPhC1apNQCuwKp/vrqp/WdIXgLdTOfn+UEQclnRQ0oVUDpldAfxFzVjbgcXAfRERkjYDn686ET8fuDrXbcu262u2P+E1Lb9nRP33rLqk0EzMzIZu0EAB3g98DNgp6bGs/UcqQbJB0hLgWeAygIjYJWkD8DiVK8SuiojD2e9KYC1wPHBvPqASWLdLaqeyZ9KSY3VJug54ONtdGxFdubwMWC9pJfBojmFmZnUyaKBExN/R9zkLgIv76XM9cH0f9Tbg3X3UXyUDqY91twK39lF/isqlxGZmNg74k/JmZlaEA8XMzIpwoJiZWREOFDMzK8KBYmZmRThQzMysCAeKmZkV4UAxM7MiHChmZlaEA8XMzIpwoJiZWREOFDMzK8KBYmZmRThQzMysCAeKmZkV4UAxM7MiHChmZlaEA8XMzIpwoJiZWRGDBoqkWyXtl/TDqtp0SVsk7c7naVXrrpbULulJSQuq6udL2pnrbpCkrB8n6c6sPyipqapPa25jt6TWqvrsbLs7+x478m+FmZmNxFD2UNYCC2tqy4GtETEH2JqvkXQO0ALMzT43SpqUfW4ClgJz8tEz5hKgOyLOAtYAq3Os6cAK4AJgHrCiKrhWA2ty+905hpmZ1dGggRIRDwBdNeVFwLpcXgdcWlVfHxGvRcTTQDswT9JM4KSI2B4RAdxW06dnrI3Axbn3sgDYEhFdEdENbAEW5rqLsm3t9s3MrE6Gew7l9Ih4HiCfT8v6LOC5qnYdWZuVy7X1Xn0i4hDwEjBjgLFmAC9m29qxzMysTkqflFcftRigPpw+A431qxOSlkpqk9TW2dnZXzMzMxuh4QbKvjyMRT7vz3oHcEZVu0Zgb9Yb+6j36iNpMnAylUNs/Y11ADgl29aO9Ssi4uaIaI6I5oaGhiP8Ms3MbKiGGyibgJ6rrlqBu6vqLXnl1mwqJ98fysNiByVdmOdArqjp0zPWYuC+PM+yGZgvaVqejJ8PbM5127Jt7fbNzKxOJg/WQNJXgA8Cp0rqoHLl1Spgg6QlwLPAZQARsUvSBuBx4BBwVUQczqGupHLF2PHAvfkAuAW4XVI7lT2TlhyrS9J1wMPZ7tqI6Lk4YBmwXtJK4NEcw8zM6mjQQImIP+pn1cX9tL8euL6Pehvw7j7qr5KB1Me6W4Fb+6g/ReVSYjMzGyf8SXkzMyvCgWJmZkU4UMzMrAgHipmZFeFAMTOzIga9ysuOTk3L7xnxGHtWXVJgJmY2UXgPxczMinCgmJlZEQ4UMzMrwoFiZmZFOFDMzKwIB4qZmRXhQDEzsyIcKGZmVoQDxczMinCgmJlZEQ4UMzMrwoFiZmZF+OaQNq6N9CaVJW5Q6Rtlmg3NhN5DkbRQ0pOS2iUtr/d8zMyOZhN2D0XSJOCvgN8DOoCHJW2KiMfrOzOz0TEe9tbMBjJhAwWYB7RHxFMAktYDiwAHitkoGS+H/8ZDuI6X78V4MpEDZRbwXNXrDuCCOs3FzKwuxkO49lBEFBtsLEm6DFgQEf8qX38MmBcRf1rTbimwNF++C3hyhJs+FTgwwjFGajzMAcbHPDyHN4yHeYyHOcD4mMd4mAOUmceZEdEwWKOJvIfSAZxR9boR2FvbKCJuBm4utVFJbRHRXGq8iTqH8TIPz2F8zWM8zGG8zGM8zGGs5zGRr/J6GJgjabakY4EWYFOd52RmdtSasHsoEXFI0r8FNgOTgFsjYledp2VmdtSasIECEBHfBL45xpstdvhsBMbDHGB8zMNzeMN4mMd4mAOMj3mMhznAGM5jwp6UNzOz8WUin0MxM7NxxIHyJiHpUknn1HseRxtJ10j6XB23/ylJT0i6o15zyHl8r57bryZpraTF9Z7H0ciB8uZxKTAmgaIKv3fGh08Cvx8Rl/cUJI35udGIeN9Yb9OGZix/X/2PQhVJV0j6e0k/kHS7pDMlbc3aVknvyHZrJd0kaZukpyT9jqRb8y/FtYXm0pTj/bWkXZK+Lel4Sb8m6VuSdkj6rqSzJb0P+DDw3yQ9JunXSsyhn/ncCDwCHK5at7jU1z2EedT+jNZKukHS9/JnMep/mUr6T3lT0r+l8mFZ+vq5jME8vgi8E9gk6SVJN0v6NnDbaG+7j7m8LOmDkh6QdJekxyV9cSz+Iat9T2T5A2P5nsh5fD1//rvyA9VIerlq/aj9nkj6d5J+mI8/6+P39QxJSyT9X0nfyX9X/rL4RCLCj8qFCXOpfIr+1Hw9HfgboDVf/wnw9VxeC6wHROX+YT8F/hGVgN4BnFtgPk3AoZ6xgA3AHwNbgTlZuwC4r2pOi0fx+9ME/AK4MF+/XLVuMbC2Tj+jtcBX83t/DpX7u43mHM4HdgJvAU4C2oHP9fdzGYPvyR4qn4S+Jt97x4/FdvuYx8vAB4FXqYTcJGDLaL4nx8t7omou0/P5eOCHwIyx+D2pek++FTgB2AWcV/P7+vZ8r0wHpgDfBf6y9Fwm9GXDhV0EbIyIAwAR0SXpvcA/z/W3A/+1qv3fRERI2gnsi4idAJJ2UfnH97ECc3o6InrG2ZHjvg/4qqSeNscV2M5QPRMR3x/D7dXq62cElaD/BfC4pNNHeQ6/DdwVET8DkLQJmEp9fy49NkXE/6vDdqs9FG/csPUrwG8BG0dxe+PhPdHjU5I+kstnAHPGaLu/ReU9+QqApK9ReZ9W/77OA+6PiK5s81Xg10tPxIHyBgGDXUNdvf61fP5F1XLP61Lf1+pxDwOnAy9GxLmFxj9Sr1QtV38vpo7R9vv7Gb1W02a01c7hGOr7c+nxyuBNRl3t92a0P5cwLt4Tkj4I/C7w3oj4maTvUPm9GIvfk/6+vleG0KYon0N5w1bgDyXNAJA0HfgelVu6AFwO/F2d5tbjp8DTqtwYs+dk23ty3UHgxDGcyz5Jv5HHyD8yaOsy+voZjbUHgI/k+awTgQ8BP6P/n8vRZp4qt0M6Bvgoo/87Mx7eEwAnA90ZJmcDF2Z9LH5PHgAulfQWSW/N7Xy3ps1DwO9ImqbKRRv/YjQm4j2UFBG7JF0P3C/pMPAo8CngVkn/HugEPl7POabLgZsk/TmVY6HrgR/k819L+hSV49b/MMrzWA58g8p/IfBDKsduR1U/P6MxFRGPSLqTyiHNZ3jjF7e/n8vRoucv8e3AKirnFB8A7hrVjY6D90T6FvBvJP09lXM6PYeaRv33JN+Ta6mEBsCXgO6aNj+W9HngQSo30X0ceKn0XPxJeTMbkdw7eARoBT4XEX9Q5ylZHySdEBEv5x7KXVTuf1g08H3Iy8yGTdLbqeyV/Pd6z8UGdY2kx6jsKT0NfL30BryHYmZmRXgPxczMinCgmJlZEQ4UMzMrwoFiVpBG+e7Dkr4p6ZTRGt9sJPw5FLMJJCJ+v95zMOuP91DMRqifuw+fK+n7eRfcuyRNy/p3JK3Ju/I+Iek3JX1N0m5JK6vG/JU712Z9j6RT1c/dqMf8izer4kAxGwFJ51O5Pc95VG4k+pu56jZgWUT8Yyp3gl1R1e3nEfEB4IvA3cBVwLuBf9lzCxHgTyLifKCZyk0HZ/Cr5gB/FRFzgRcZpdtpmA2VA8VsZH559+GI+CmwicptxE+JiPuzzTrgA1V9NuXzTmBXRDwfEa8BT1G5Sy1UQuQHVG7h0d+da/u6G7VZ3fgcitnIHemngwe8U/UAd67tbxyo3I3ah7ysrryHYjYyfd19+BWgW9JvZ5uPAff3N0Af+rtzrdm45j0UsxEY4O7DrcAXJb2FyqGsI7lTdX93rjUb13wvLzMzK8KHvMzMrAgHipmZFeFAMTOzIhwoZmZWhAPFzMyKcKCYmVkRDhQzMyvCgWJmZkX8f1x3VHJzaao5AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "dfplot = pd.DataFrame({'domain':['com', 'net', 'ru','cn','de','fr','jp','ch','au','org'], 'val':[7336833,1898419,630262,154068,153067,85601,70494,59317,46514,45280]})\n", + "ax = dfplot.plot.bar(x='domain', y='val', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This shows the dataset consists of a maximum of .com(commercial) TLD followed ny .net(network). \n", + "\n", + "It also shows the distribution of scripts accross different countries with the help of country specific TLDs. It shows .ru is at the top followed by .cn." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Audio Fingerprinting\n", + "\n", + "An audio fingerprint (also referred to as an acoustic fingerprint) is a compact representation of some audio that encapsulates information that is specific to the audio that it represents. The role of an audio fingerprint is to capture the signature of a piece of sound, such as a song, that allows it to be differentiated from other sounds." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TLD in the Audio Fingerprinting Scripts\n", + "[Refer]() for the code to extract TLD." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Y282fD9zUTV9Nb1yZ0Btb5mngZ+n98toCrBjgcQwDL+6pAbge+CCwETi6W/Z3gTtGHcvZg37+xziOE4Cvjpr/M+A84K/ofcDsAOBe4ORB17pX3W8DHgIOAg4GtnbH8jLw9q7NEcD27jW2CPgT4LfmQO3DQAEndfMbgF/vat3zvlgJ3NlNXwQ8ALyW3qcYvwMcMejjGHU8/xi4atT8T40+lrl+A54ddRy307t0+3DgcWDZoOqaL2fovwDcUFXfA6iq3cA7gN/vHv9d4ORR7f+oes/2Q8CTVfVQVb1M7w08PGtVj+3bVXV/N72FXj0nAn+Q5H7gd4BlA6ptQqrqPuD1SY5IcjzwfXov5G9U1Y7uub6fwT/XezsZuLGq/rqqngW+BLwTeKyqvta1WUXvl9XuqnoB+IMB1TqW71TVPd307/Hjr/mx3FxV/69732yid2xzxUPAu7u/9t5ZVX816IKm6GTgi1X1UlU9CXwV+PlBFTNfvoIu9M5OXs3ox3/U3b88anrP/KCPeXQ9L9H7rf6DqloxoHqm6gbgbOBv0/uLCH7y2Ab9XO9tX11Afz2BNnPB3u+BovcX354Ts8UTaD8nVNVfJHkb8B7gPyf5yqBrmqI59XqZL2foG4F/kuQwgCSHAn9Kb7gBgHOBuwdU23Q9DXy7G+xsT5/c8d1jzwBLBlbZq7uO3vN/Nr1wnw/uAs7q+p4PAt5Hr0tltG8ApyQ5JMlCen9SzxVHJXlHN30Ovdf8dnpdSfCTtZ6ZZHH3vjmV3nAdc0KSI4AfVtXvAb8B/Bxz+/W+L3cBv5RkQZIh4F30XkMDMdfOoMZUVVuTfBr4apKXgPuA9cCGJP8aGAH+6SBrnKZzgSuS/Dt6/bbX0ev/vA64Ksl6en3p/2eANf6Y7meyBPhuVe1M8uZB1zSeqvpm94/xPW+4/0avu2h0m+8m+U/A1+kNNvdn9P43MBdsA9Ym+R3gEeAKesfyuSSfoFfzaN8AbgWOAv5DVf3E4HkD9LP0/uH/MvAC8C/odaP+jyQ7q+q0gVY3cTfSq/sBen8B/Zuq+r+DKsZPikp7SXJwVT3bnaHfSG+cohsHXNMw8MdV9TODrENz23zpcpFm00XdP6gfBr4N3DTgeqQJ8QxdkhrhGbokNcJAl6RGGOiS1AgDXU3JDI8ymOS2JK+bqe1L0zEvrkOX5oqqes+ga5D2xTN0zXtJPpnkW0n+F/DmbtmKJF/rRia8Mckh3fI7k3wmyV3dKIs/n+RL3YiE/3HUNm/qRr/cmmTdqOXbkyzNPkbOnPWDl0Yx0DWvdeOB/DK9URP/EX8zMNIXgH9bVcfRGwjqU6NWe76q3gX8NnAz8FHgZ4AP7RleAji/qt5GbwTD9aOWj3Y08NmqOhb4AXNrmADthwx0zXfvpDeC4g+r6mngFnrD476uqr7atbmG3hgbe9zS3T8EbK2qnVX1I+BR4MjusfVJHgC+1i07eox9jzVypjQw9qGrBZP9dNyrjsaZ5FTg3cA7quqH3ZdG7D2SIfzk6JJ2uWigPEPXfHcX8L70vvlpCfAP6A2H+/0k7+zarKE3TvVE/RTw/S7MjwHe3teKpRniGbrmtW4Exf9O7ws1HuNvhsNdC/x2el86/CiTG43zy8A/T/IgvW/K+to47aU5wbFcJKkRdrlIUiMMdElqhIEuSY0w0CWpEQa6JDXCQJekRhjoktQIA12SGvH/ASloMa3g0+AJAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "dfplot = pd.DataFrame({'domain':['com', 'net', 'vn','org','pub','st','io'], 'count':[31,14,2,2,1,1,1]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Canvas Fingerprinting\n", + "\n", + "Canvas fingerprinting is one of a number of browser fingerprinting techniques for tracking online users that allow websites to identify and track visitors using the HTML5 canvas element instead of browser cookies or other similar means. \n", + "As described by Acar et. al. in [The Web never forgets: Persistent tracking mechanisms in the wild](https://securehomes.esat.kuleuven.be/~gacar/persistent/index.html)\n", + "Fingerprinting script first draws text with the font and size of its choice and adds background colors (1). Next, the script calls Canvas API’s ToDataURL method to get the canvas pixel data in dataURL format (2), which is basically a Base64 encoded representation of the binary pixel data. Finally, the script takes the hash of the text-encoded pixel data (3), which serves as the fingerprint " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TLD in the Canvas Fingerprinting Scripts\n", + "[Refer]() for the code to extract TLD." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "dfplot = pd.DataFrame({'domain':['com','network','net','es', 'cn','de','ca','co.uk','it','co.jp'], 'count':[851,118,96,83,52,44,36,35,23,15]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Font Fingerprinting \n", + "\n", + "Font fingerprinting – is what fonts you have, and how they are drawn. Based on measuring dimensions of the filled with text HTML elements, it is possible to build an identifier that can be used to track the same browser over time.\n", + "\n", + "The font is a file used by programs on your device when they want to display a text with a certain shape for the characters. For example, in Windows, the font files are located in the C:WindowsFonts folder.\n", + "Your device has a list of fonts that can be used. Standard fonts are those fonts that came with your operating system. But most of the software you installed on your device brings with them other fonts during software installation. The chances of you having the same programs installed on your device as another individual are very small (it’s just like the lottery), so you will have a list of fonts installed that is almost certainly unique.\n", + "Because any website you visit can see almost all your list of fonts, this site can recognize you the next time you access it.\n", + "\n", + "\n", + "Font metric-based fingerprinting is tightly crossed with the canvas fingerprinting. It is probably weaker fingerprinting technique, since canvas gets not only bounding boxes but also pixel data. On the other hand font fingerprinting is much more difficult to defend.\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TLD in the Font Fingerprinting Scripts\n", + "\n", + "[Refer]() for the code to extract TLD." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "dfplot = pd.DataFrame({'domain':['network','com','net','vn'], 'count':[110,49,4,2]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Unlike others Font fingerprinting shows the .network TLD scripts are the highest contributorsfollowed by .com." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## WebRTC Fingerprinting\n", + "\n", + "[WebRTC](http://randomwalker.info/publications/OpenWPM_1_million_site_tracking_measurement.pdf) is a framework for peer-to-peer Real Time Communication in the browser, and acces-sible via Javascript. To discover the best network path between peers, each peer collects all available candidate addresses, including addresses from the local network interfaces (such as ethernet or WiFi) and addresses from the public side of the NAT and makes them available to the web application without explicit permission from the user.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## TLD in the WebRTC Fingerprinting Scripts\n", + "[Refer]() for the code to extract TLD." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "\n", + "dfplot = pd.DataFrame({'domain':['com','cn','ua','net', 'photos','re','vn','es','com.br','io'], 'count':[143,42,22,11,4,2,2,1,1,1]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It can be seen that highest contributor is .com followed by .cn .ua and .net is followed by them" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Conlusion\n", + "\n", + "The dataset consists of the maximum of .com and .net TLDs and hence audio, canvas fingerprinting show the same. However, font fingerprinting shows the maximum of .net and in webrtcfingerprinting .cn and .ua have gretaer contribution as compared to .net. \n", + "If we consider the ccTLDs 'es', 'cn','de','ca','co.uk','it','co.jp','ua' are contributing towards fingerprinting.\n", + "\n", + "## Future work\n", + "\n", + "Looking at the TLD provides some insight regarding the associated website such as its objective (business, government, education), its owner, or the geographical area from which it originated.\n", + "\n", + "In order to take the analysis further we can look at the frequency of the extracted fingerprinting scripts in the dataset. Further, we can start by analysing the scripts according to their frequency and try to analyse their behaviour.\n", + "\n", + "Few questions which can be given a thought during the analysis.\n", + "\n", + "- Is the script contributing to fingerprinting everytime it is called or there are specific instances?\n", + "- Is the script helping to establish a crossbrowser fingerprint? \n", + "- Or a broader question, Are there any other privacy concerns while that script is executing, maybe in terms of the information it is targeting.\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 117f962aa24d697dcf67e3d04968bbf4ff52cdd9 Mon Sep 17 00:00:00 2001 From: soumya Date: Tue, 16 Apr 2019 23:32:08 +0530 Subject: [PATCH 7/9] location_analysis --- .../2019_03_soumya_TlD_analysis/tld_analysis.ipynb | 0 1 file changed, 0 insertions(+), 0 deletions(-) mode change 100644 => 100755 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb old mode 100644 new mode 100755 From 0821b35355040adf1f26a52a97aa34ab270b9001 Mon Sep 17 00:00:00 2001 From: soumya Date: Wed, 17 Apr 2019 00:28:34 +0530 Subject: [PATCH 8/9] location_analysis_addition --- .../tld_analysis.ipynb | 1387 ++++++++++++----- 1 file changed, 972 insertions(+), 415 deletions(-) mode change 100755 => 100644 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb old mode 100755 new mode 100644 index 968abf3..14d7a7a --- a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/tld_analysis.ipynb @@ -23,12 +23,21 @@ "- Sponsored Top-Level Domains (sTLD): These TLDs are supervised by private organizations.\n", "\n", "- Infrastructure Top-Level Domains: There is only one TLD in this category, which is \".arpa\". The Internet Assigned Numbers Authority controls this TLD for the Internet Engineering Task Force (IETF).\n", - "\n" + "\n", + "## TLD and Web Searches\n", + "Being found on the web is a necessity for any business, a recent study by Searchmetrics found only 11% of the web is actually visible. They analyzed over 100,000 domain names, and 75% go back to .com, which are by far the most visible TLD in a keyword search.\n", + " \n", + "Over 1.17 Billion people use search, so optimizing your domain for Google's search engine is crucial if you want to be found. Google rewards companies that build brands, and brands are usually built on .coms. With only 11% of the web visible, small businesses with a proper brand strategy are the ones that pull ahead of the pack.\n", + "\n", + "One of the primary reasons behind the advantageous visibility of the .com TLD in relation to others is the fact that it's been the default domain since 1985. \n", + "\n", + "## What is the distribution of TLD for script_url, location in the 10% dataset and Fingerprinting Scripts?\n", + "This notebook extracts the TLDs for script_url and location in the 10% dataset and Audio, Canvas, Font and WebRTC Fingerprinting scripts. It then calculates the frequency of the TLDs for both script_url and location for the dataset and fingerprinting scripts and plots a graph for better visiualization. The deductions from the computations are mentioned below.\n" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "metadata": {}, "outputs": [ { @@ -38,12 +47,7 @@ "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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", - "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", - "Port 8787 is already in use. \n", - "Perhaps you already have a cluster running?\n", - "Hosting the diagnostics dashboard on a random port instead.\n", - " warnings.warn('\\n' + msg)\n" + " defaults = yaml.load(f)\n" ] }, { @@ -54,8 +58,8 @@ "\n", "

Client

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" 'http://connect.facebook.net/en_US/sdk.js#xfbml=1&version=v2.9',\n", - " 'https://c.adsco.re/',\n", - " 'https://n-cdn.areyouahuman.com/play/ZQp6LCe0OO3LeZB6ES1CZrJvMefQTtT9oZjddBS5?AYAH_P2=2DE7B66B38AF355AB51D6C2A02AF7BAA&AYAH_F1=Lotame',\n", - " 'http://dtmc.cabelas.com/fpc/fpcset.html?dtm_token=AQEKS4Gw600QPQEECI87AQEJSwE',\n", - " 'https://pos.baidu.com/dcnm?rdid=2702342&dc=3&di=u2702342&dri=0&dis=0&dai=16&ps=1491x1031&enu=encoding&dcb=___adblockplus&dtm=HTML_POST&dvi=0.0&dci=-1&dpt=none&tsr=0&tpr=1513452601440&ti=%E3%80%90%E6%89%8B%E6%9C%BA%E6%95%B0%E6%8D%AE%E7%BA%BF%E3%80%91%E6%89%8B%E6%9C%BA%E6%95%B0%E6%8D%AE%E7%BA%BF%E4%BB%B7%E6%A0%BC_%E6%89%8B%E6%9C%BA%E6%95%B0%E6%8D%AE%E7%BA%BF%E6%8A%A5%E4%BB%B7%20-%20%E4%B8%AD%E5%9B%BD%E4%BE%9B%E5%BA%94%E5%95%86&ari=2&dbv=0&drs=1&pcs=1353x697&pss=1353x12135&cfv=0&cpl=1&chi=1&cce=true&cec=gbk&tlm=1513452609&prot=2&rw=697<u=https%3A%2F%2Fwww.china.cn%2Fsearch%2F98a.shtml&ecd=1&uc=1366x768&pis=-1x-1&sr=1366x768&tcn=1513452609&qn=d1f16f888278e92a&tt=1513452601378.7694.7926.7927',\n", - " 'https://pagead2.googlesyndication.com/pagead/js/r20171206/r20170110/show_ads_impl.js',\n", - " 'https://pagead2.googlesyndication.com/pagead/js/r20171206/r20170110/osd.js',\n", - " 'https://www.fantagazzetta.com/news/redazionali/04_05_2016/ascolta-e-fai-le-tue-domande-a-fantagazzetta-in-diretta-fm-su-radio-sportiva-223063',\n", - " 'https://tpc.googlesyndication.com/pagead/js/r20171206/r20110914/activeview/osd_listener.js',\n", - " 'https://s0.2mdn.net/879366/express_html_inpage_rendering_lib_200_170.js',\n", - " 'https://tpc.googlesyndication.com/sodar/Yww8ZxGu.js',\n", - " 'https://secure.widget.cloud.opta.net/v3/v3.opta-widgets.js',\n", - " 'https://cdn-gl.imrworldwide.com/novms/js/2/nlsSDK600.bundle.min.js',\n", - " 'https://www.gstatic.com/firebasejs/4.1.2/firebase.js',\n", - " 'https://connect.facebook.net/it_IT/sdk.js'], dtype=object)" + " 'https://www.canada.ca/etc/designs/canada/wet-boew/js/wet-boew.min.js'],\n", + " dtype=object)" ] }, "execution_count": 3, @@ -205,11 +121,11 @@ "\n", "df = pd.read_parquet(\n", " '/home/soumya/Dataset/sample_0.parquet', engine='pyarrow',\n", - " columns=['script_url']\n", + " columns=['script_url','location']\n", ")\n", "# Finding the unique scripts\n", "script_url_unique=df.script_url.unique()\n", - "script_url_unique[0:100]" + "script_url_unique[0:10]" ] }, { @@ -229,13 +145,67 @@ } ], "source": [ - "len(script_url_unique)" + " len(script_url_unique)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['https://vk.com/widget_comments.php?app=2297596&width=100%25&_ver=1&limit=10&height=0&mini=auto&norealtime=0&page=0&status_publish=0&attach=*&url=https%3A%2F%2Fwww.gl5.ru%2Flena-katina-silent-hills.html&title=Lena%20Katina%20-%20Silent%20Hills%20%D1%82%D0%B5%D0%BA%D1%81%D1%82%20%D0%BF%D0%B5%D1%81%D0%BD%D0%B8(%D1%81%D0%BB%D0%BE%D0%B2%D0%B0)&description=Lena%20Katina%20-%20Silent%20Hills%20%D1%82%D0%B5%D0%BA%D1%81%D1%82%20%D0%BF%D0%B5%D1%81%D0%BD%D0%B8(%D1%81%D0%BB%D0%BE%D0%B2%D0%B0)&image=&startWidth=600&referrer=&16060b4b60d',\n", + " 'https://pos.baidu.com/s?hei=70&wid=670&di=u3130587<u=https%3A%2F%2Fielts.liuxue86.com%2Fi%2F3040174.html&dis=0&pss=1353x4446&dri=0&ccd=24&ant=0&pis=-1x-1&cce=true&ti=%E5%88%A9%E7%94%A8%E7%B2%BE%E8%AF%BB%E5%88%86%E6%9E%90%E9%9B%85%E6%80%9D%E9%98%85%E8%AF%BB%E6%AE%B5%E8%90%BD&tpr=1513383844066&exps=111000&cfv=0&par=1366x768&dtm=HTML_POST&psr=1366x768&ps=3274x176&ari=2&cja=false&chi=1&prot=2&dai=8&tcn=1513383844&cec=UTF-8&drs=3&cpl=1&dc=2&cdo=-1&tlm=1513383844&pcs=1353x697&cmi=2&col=en-US',\n", + " 'http://serienjunkies.org/smilf/smilf-season-1-web-sd720p1080p/',\n", + " 'https://www.canada.ca/en/services.html',\n", + " 'https://s0.2mdn.net/ads/richmedia/studio/pv2/60077505/20171018111035202/index.html?e=69&renderingType=2&leftOffset=0&topOffset=0&c=2PUWfWgMym&t=1',\n", + " 'https://maniform.world.tmall.com/category-1282610376.htm?search=y&catName=%C8%C8%CF%FA%B1%AC%BF%EE',\n", + " 'https://www.baseball-reference.com/teams/WSN/',\n", + " 'https://platform.twitter.com/widgets/follow_button.64457a6e8f493e1f1022f50e4e7e67e8.en.html#dnt=false&id=twitter-widget-0&lang=en&screen_name=9animeto&show_count=true&show_screen_name=true&size=m&time=1513468753151',\n", + " 'https://www.coches.net/fiat/segunda-mano/',\n", + " 'https://pos.baidu.com/lcdm?rdid=3124385&dc=3&di=u3124385&dri=5&dis=0&dai=8&ps=7083x82&enu=encoding&dcb=___adblockplus&dtm=HTML_POST&dvi=0.0&dci=-1&dpt=none&tsr=0&tpr=1513378519926&ti=%E3%80%90%E6%B8%B8%E4%B9%90%E6%8E%A8%E5%9C%9F%E6%9C%BA%E3%80%91%E6%B8%B8%E4%B9%90%E6%8E%A8%E5%9C%9F%E6%9C%BA%E4%BB%B7%E6%A0%BC_%E6%B8%B8%E4%B9%90%E6%8E%A8%E5%9C%9F%E6%9C%BA%E6%8A%A5%E4%BB%B7%20-%20%E4%B8%AD%E5%9B%BD%E4%BE%9B%E5%BA%94%E5%95%86&ari=2&dbv=0&drs=1&pcs=1353x697&pss=1353x7377&cfv=0&cpl=1&chi=1&cce=true&cec=gbk&tlm=1513378520&prot=2&rw=697<u=https%3A%2F%2Fwww.china.cn%2Fsearch%2Ffs9r.shtml&ecd=1&uc=1366x768&pis=-1x-1&sr=1366x768&tcn=1513378521&qn=7d3461185284a84d&tt=1513378519836.1156.1469.1471'],\n", + " dtype=object)" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Finding the unique locations\n", + "location_unique=df.location.unique()\n", + "location_unique[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "205949" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(location_unique)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": { + "scrolled": true + }, "outputs": [ { "data": { @@ -243,50 +213,16 @@ "array(['vk.com', 'cpro.baidustatic.com', 'apis.google.com',\n", " 'assets.adobedtm.com', 'www.google-analytics.com', 'www.canada.ca',\n", " 's0.2mdn.net', 'g.alicdn.com', 'maniform.world.tmall.com',\n", - " 'uaction.alicdn.com', 'z.moatads.com', 'platform.twitter.com',\n", - " 'www.coches.net', 'c.ccdn.es', 'tags.tiqcdn.com',\n", - " 'cdn.optimizely.com', 'static.criteo.net',\n", - " 'jssdk.pulse.schibsted.com', 'sb.scorecardresearch.com',\n", - " 'script.hotjar.com', 'acdn.adnxs.com', 'tag.aticdn.net',\n", - " 'sslwidget.criteo.com', 'pos.baidu.com', 'www.facebook.com',\n", - " 'cbjs.baidu.com', 's7.addthis.com', 'resources.infolinks.com',\n", - " 'pagead2.googlesyndication.com', 'securepubads.g.doubleclick.net',\n", - " 'choices.trustarc.com', 'www.ard.de', 'script.ioam.de',\n", - " 'resources.host.bannerflow.com', 'api.flocktory.com',\n", - " 'www.googletagmanager.com', 'www.googleadservices.com',\n", - " 'mc.yandex.ru', 'static.mvideo.ru', 'top-fwz1.mail.ru',\n", - " 'cdn.dumedia.ru', 'api.moxielinks.com', 'cdn.scarabresearch.com',\n", - " 'widget.criteo.com', 'jp-tags.mediaforge.com', 'js.adsrvr.org',\n", - " 'www.alquds.co.uk', 's0.wp.com', 'stats.wp.com',\n", - " 'd31qbv1cthcecs.cloudfront.net', 'static.addtoany.com',\n", - " 'connect.facebook.net', 'c.adsco.re', 'n-cdn.areyouahuman.com',\n", - " 'dtmc.cabelas.com', 'www.fantagazzetta.com',\n", - " 'tpc.googlesyndication.com', 'secure.widget.cloud.opta.net',\n", - " 'cdn-gl.imrworldwide.com', 'www.gstatic.com', 'tags.bkrtx.com',\n", - " 'r.gnavi.co.jp', 'x.gnst.jp', 'c-r.gnst.jp', 'c-cpnt.gnst.jp',\n", - " 'site.gnavi.co.jp', 'cdn2.skylinewebcams.com', 'www.modiseh.com',\n", - " 'www.travelocity.com', 'a.travel-assets.com',\n", - " 'source.mmi.bemobile.ua', 'static.foodity.com',\n", - " 'www.careers360.com', 'maps.googleapis.com', 'a.optnmnstr.com',\n", - " 'cdn.notifyvisitors.com', 'bat.bing.com', 'tw.netcore.co.in',\n", - " 'js-agent.newrelic.com', 'staticxx.facebook.com',\n", - " 'ssl.gstatic.com', 'sac.ayads.co', 'cdn.krxd.net',\n", - " 'www.autoscout24.it', 's.salecycle.com', 'arxiv.org',\n", - " 'static.arxiv.org', 'webanalytics.library.cornell.edu',\n", - " 'widget.perfectmarket.com', 'fast.aol.demdex.net',\n", - " 'googleads.g.doubleclick.net', 'c.betrad.com',\n", - " 'cdn.flashtalking.com', 'www.practo.com', 'www.practostatic.com',\n", - " 'nav.practo.com', 'cdn.mxpnl.com', 'cdn.inspectlet.com',\n", - " 'sweep.practo.com', 's.adroll.com'], dtype=object)" + " 'uaction.alicdn.com'], dtype=object)" ] }, - "execution_count": 5, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Finding the netloc of unique scripts. \n", + "# Finding the netloc of unique scripts \n", "from urllib.parse import urlparse\n", "\n", "EMPTY_STRING = 'EMPTY_STRING'\n", @@ -299,13 +235,13 @@ " return val\n", "\n", "script_netloc_unique= df.script_url.apply(get_netloc).unique()\n", - "script_netloc_uniquedf=pd.DataFrame(script_netloc_unique)\n", - "script_netloc_unique[0:100]" + "#script_netloc_uniquedf=pd.DataFrame(script_netloc_unique)\n", + "script_netloc_unique[0:10]" ] }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [ { @@ -314,7 +250,7 @@ "20163" ] }, - "execution_count": 6, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -325,7 +261,53 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['vk.com', 'pos.baidu.com', 'serienjunkies.org', 'www.canada.ca',\n", + " 's0.2mdn.net', 'maniform.world.tmall.com',\n", + " 'www.baseball-reference.com', 'platform.twitter.com',\n", + " 'www.coches.net', 'www.facebook.com'], dtype=object)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Finding the netloc of unique locations\n", + "location_netloc_unique= df.location.apply(get_netloc).unique()\n", + "#location_netloc_uniquedf = pd.DataFrame(location_netloc_unique)\n", + "location_netloc_unique[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20392" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(location_netloc_unique)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, "metadata": { "scrolled": true }, @@ -363,136 +345,67 @@ " \n", " \n", " script_url\n", + " location\n", " script_netloc\n", - " script_netloc_uniquedf\n", + " script_netloc_extracttld\n", + " location_netloc\n", + " location_netloc_extracttld\n", " \n", " \n", " call_id\n", " \n", " \n", " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", " \n", " 1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__0\n", " https://vk.com/js/api/xdm.js?1449919642\n", + " https://vk.com/widget_comments.php?app=2297596...\n", + " vk.com\n", + " com\n", " vk.com\n", " com\n", " \n", " \n", " 1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__1\n", " https://vk.com/js/api/xdm.js?1449919642\n", + " https://vk.com/widget_comments.php?app=2297596...\n", + " vk.com\n", + " com\n", " vk.com\n", " com\n", " \n", " \n", " 1_00006011493ed94fb8010cead84ee610cdbece5de961abe96f0cba54.json__2\n", " https://vk.com/js/al/aes_light.js?592436914\n", + " https://vk.com/widget_comments.php?app=2297596...\n", + " vk.com\n", + " com\n", " vk.com\n", " com\n", " \n", " \n", " 1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a97693d85a52790c.json__0\n", " https://cpro.baidustatic.com/cpro/ui/noexpire/...\n", + " https://pos.baidu.com/s?hei=70&wid=670&di=u313...\n", " cpro.baidustatic.com\n", " com\n", + " pos.baidu.com\n", + " com\n", " \n", " \n", " 1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f343c6cfac362b.json__0\n", " https://apis.google.com/js/plusone.js?_=151338...\n", + " http://serienjunkies.org/smilf/smilf-season-1-...\n", " apis.google.com\n", " com\n", - " \n", - " \n", - " 1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f343c6cfac362b.json__1\n", - " https://apis.google.com/_/scs/apps-static/_/js...\n", - " apis.google.com\n", - " com\n", - " \n", - " \n", - " 1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f343c6cfac362b.json__2\n", - " https://apis.google.com/_/scs/apps-static/_/js...\n", - " apis.google.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__0\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__1\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__2\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__3\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__4\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__5\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__6\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__7\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__8\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__9\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__10\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__11\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", - " \n", - " \n", - " 1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782d46f3bbfea7.json__12\n", - " https://assets.adobedtm.com/caacec67651710193d...\n", - " assets.adobedtm.com\n", - " com\n", + " serienjunkies.org\n", + " org\n", " \n", " \n", "\n", @@ -506,21 +419,14 @@ "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/js/al/aes_light.js?592436914 \n", "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... https://cpro.baidustatic.com/cpro/ui/noexpire/... \n", "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/js/plusone.js?_=151338... \n", - "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/_/scs/apps-static/_/js... \n", - "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... https://apis.google.com/_/scs/apps-static/_/js... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... https://assets.adobedtm.com/caacec67651710193d... \n", + "\n", + " location \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... https://vk.com/widget_comments.php?app=2297596... \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... https://pos.baidu.com/s?hei=70&wid=670&di=u313... \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... http://serienjunkies.org/smilf/smilf-season-1-... \n", "\n", " script_netloc \\\n", "call_id \n", @@ -529,47 +435,33 @@ "1_00006011493ed94fb8010cead84ee610cdbece5de961a... vk.com \n", "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... cpro.baidustatic.com \n", "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... apis.google.com \n", - "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... apis.google.com \n", - "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... apis.google.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... assets.adobedtm.com \n", "\n", - " script_netloc_uniquedf \n", - "call_id \n", - "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", - "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", - "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", - "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... com \n", - "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... com \n", - "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... com \n", - "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com \n", - "1_0000e6f79b14876a8c7ddfcb7782502f2aa02e7803782... com " + " script_netloc_extracttld \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... com \n", + "\n", + " location_netloc \\\n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... vk.com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... vk.com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... vk.com \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... pos.baidu.com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... serienjunkies.org \n", + "\n", + " location_netloc_extracttld \n", + "call_id \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006011493ed94fb8010cead84ee610cdbece5de961a... com \n", + "1_00006b1ad6ce7a5b2b81a8ef96f0778853ea6d81a9769... com \n", + "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... org " ] }, - "execution_count": 7, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -578,7 +470,7 @@ "\n", "dff = dd.read_parquet(\n", " '/home/soumya/Dataset/sample_0.parquet', engine='pyarrow',\n", - " columns=['script_url']\n", + " columns=['script_url','location']\n", ")\n", "def get_netloc(x):\n", " p = urlparse(x)\n", @@ -590,15 +482,20 @@ " splits = x.split('.')\n", " val = splits[-1]\n", " return val\n", - "\n", + "#Extract TLD for each script_url\n", "dff['script_netloc'] = dff.script_url.apply(get_netloc)\n", - "dff['script_netloc_uniquedf']=dff.script_netloc.apply(get_end_of_net_loc)\n", - "dff.head(20)\n" + "dff['script_netloc_extracttld']=dff.script_netloc.apply(get_end_of_net_loc, meta= 'O')\n", + "\n", + "#Extract TLD for each location\n", + "dff['location_netloc'] = dff.location.apply(get_netloc, meta='O')\n", + "dff['location_netloc_extracttld']=dff.location_netloc.apply(get_end_of_net_loc, meta= 'O')\n", + "dff.head()\n", + "\n" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -607,14 +504,36 @@ "281" ] }, - "execution_count": 8, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "# Cont of unique TLD\n", - "count=dff.script_netloc_uniquedf.nunique().compute()\n", + "# Count of unique TLD in script_url\n", + "count=dff.script_netloc_extracttld.nunique().compute()\n", + "count" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "252" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Count of unique TLD in location\n", + "count=dff.location_netloc_extracttld.nunique().compute()\n", "count" ] }, @@ -622,12 +541,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Frequency of each TLD in the dataset" + "## Frequency of each TLD in the dataset for script_url" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 16, "metadata": { "scrolled": true }, @@ -635,125 +554,156 @@ { "data": { "text/plain": [ - "script_netloc_uniquedf\n", - "com 7336833\n", - "net 1898419\n", - "ru 630262\n", - "cn 154068\n", - "de 153067\n", - "fr 85601\n", - "jp 70494\n", - "ch 59317\n", - "au 46514\n", - "org 45280\n", - "ua 36922\n", - "pl 35804\n", - "es 34690\n", - "uk 33143\n", - "io 32921\n", - "it 31258\n", - "js 30587\n", - "kr 25107\n", - "tv 23806\n", - "ke 23477\n", - "aero 23244\n", - "network 22926\n", - "vn 21577\n", - "edu 21269\n", - "ca 21070\n", - "co 21017\n", - "ma 18195\n", - "EMPTY_STRING 17992\n", - "br 17445\n", - "in 16488\n", - " ... \n", - "website 5\n", - "213 5\n", - "cn:8888 4\n", - "center 4\n", - "ga 4\n", - "sn 3\n", - "td 3\n", - "146:81 3\n", - "edu:8443 3\n", - "bn 3\n", - "78 3\n", - "218 2\n", - "com:8585 2\n", - "xxx 2\n", - "tf 2\n", - "ltd 2\n", - "ad 2\n", - "md 1\n", - "nyc 1\n", - "mil 1\n", - "bw 1\n", - "cern 1\n", - "mz 1\n", - "jm 1\n", - "38 1\n", - "com:6060 1\n", - "248 1\n", - "af 1\n", - "104:81 1\n", - "mr 1\n", - "Length: 281, dtype: int64" + "script_netloc_extracttld\n", + "com 7336833\n", + "net 1898419\n", + "ru 630262\n", + "cn 154068\n", + "de 153067\n", + "fr 85601\n", + "jp 70494\n", + "ch 59317\n", + "au 46514\n", + "org 45280\n", + "dtype: int64" ] }, - "execution_count": 9, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "Frequency=dff.groupby('script_netloc_uniquedf').size().compute().sort_values(ascending=False)\n", - "Frequency" + "Frequency_script_url=dff.groupby('script_netloc_extracttld').size().compute().sort_values(ascending=False)\n", + "Frequency_script_url[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Top 10 TLD in the Data" + "## Frequency of each TLD in the dataset for location" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "location_netloc_extracttld\n", + "com 6370062\n", + "net 753381\n", + "ru 734510\n", + "de 341844\n", + "cn 203269\n", + "fr 186050\n", + "uk 171826\n", + "jp 160152\n", + "au 130255\n", + "org 125585\n", + "dtype: int64" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "## Frequency of each TLD in the dataset for script_url\n", + "Frequency_location=dff.groupby('location_netloc_extracttld').size().compute().sort_values(ascending=False)\n", + "Frequency_location[0:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Top 10 TLD in the Data for script_url" + ] + }, + { + "cell_type": "code", + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "com 7336833\n", - "net 1898419\n", - "ru 630262\n", - "cn 154068\n", - "de 153067\n", - "fr 85601\n", - "jp 70494\n", - "ch 59317\n", - "au 46514\n", - "org 45280\n" + "['com', 'net', 'ru', 'cn', 'de', 'fr', 'jp', 'ch', 'au', 'org']\n" ] } ], "source": [ + "temp=[]\n", + "temp_url=[]\n", "for i in range(0,10):\n", - " temp=Frequency[i]\n", - " temp_url=Frequency.index[i]\n", - " print(temp_url,temp)" + " temp.append(Frequency_script_url[i])\n", + " temp_url.append(Frequency_script_url.index[i])\n", + "print(temp_url)" ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 19, + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "dfplot = pd.DataFrame({'domain':temp_url, 'val':temp})\n", + "ax = dfplot.plot.bar(x='domain', y='val', rot=0) " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This shows the dataset consists of a maximum of .com(commercial) TLD followed by .net(network) for the called scripts.\n", + "It also shows the distribution of scripts accross different countries with the help of country specific TLDs. It shows .ru is at the top followed by .cn." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Top 10 TLD in the Data for location" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['com', 'net', 'ru', 'de', 'cn', 'fr', 'uk', 'jp', 'au', 'org']\n" + ] + } + ], + "source": [ + "temp_loc=[]\n", + "temp_url_loc=[]\n", + "for i in range(0,10):\n", + " temp_loc.append(Frequency_location[i])\n", + " temp_url_loc.append(Frequency_location.index[i])\n", + "print(temp_url_loc)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -765,17 +715,19 @@ } ], "source": [ - "dfplot = pd.DataFrame({'domain':['com', 'net', 'ru','cn','de','fr','jp','ch','au','org'], 'val':[7336833,1898419,630262,154068,153067,85601,70494,59317,46514,45280]})\n", - "ax = dfplot.plot.bar(x='domain', y='val', rot=0)" + "dfplot = pd.DataFrame({'domain':temp_url_loc, 'val':temp_loc})\n", + "ax = dfplot.plot.bar(x='domain', y='val', rot=0) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "This shows the dataset consists of a maximum of .com(commercial) TLD followed ny .net(network). \n", + "The location TLDS in the dataset consists of a maximum of .com(commercial) TLD followed by .net(network).The distribution of location scripts accross different countries wich can be seen with the help of country specific TLDs shows .ru is at the top followed by .de.\n", "\n", - "It also shows the distribution of scripts accross different countries with the help of country specific TLDs. It shows .ru is at the top followed by .cn." + "We can observe, in the 10% dataset out of the total 11,292,867 locations 6,370,062 locations constitute the .com TLDs which percents to 56.4%. \n", + "\n", + "The called scripts(scrits_url) consists of 7,336,833.com urls which is fact greater than the number of TLDS for location\n" ] }, { @@ -797,34 +749,147 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 23, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", "text/plain": [ - "
" + "{'com': 31, 'net': 14, 'org': 2, 'vn': 2, 'pub': 1, 'st': 1, 'io': 1}" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ + "with open('audio_script_url.json', 'r') as f:\n", + " audio_script_url_plot = json.load(f)\n", "\n", - "dfplot = pd.DataFrame({'domain':['com', 'net', 'vn','org','pub','st','io'], 'count':[31,14,2,2,1,1,1]})\n", - "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + "# Arange in descending order \n", + "c=Counter(audio_script_url_plot)\n", + "audio_script_url_plot=dict(c.most_common())\n", + "audio_script_url_plot" ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 24, "metadata": {}, - "source": [ - "## Canvas Fingerprinting\n", - "\n", + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Convert to list for plotting\n", + "domain=list(audio_script_url_plot.keys())\n", + "count=list(audio_script_url_plot.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For font fingerprinting scripts out of 54 scripts 31 are of.com which percents to 54.40% followed by .net ie. 14/54 and percents to 25.92. " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For location" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'com': 125,\n", + " 'net': 17,\n", + " 'vn': 16,\n", + " 'org': 15,\n", + " 'com.vn': 4,\n", + " 'ru': 2,\n", + " 'co.uk': 2,\n", + " 'es': 1,\n", + " 'com.hk': 1,\n", + " 'tv': 1}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with open('audio_location.json', 'r') as f:\n", + " audio_location_plot = json.load(f)\n", + "\n", + "# Arrange in descending order \n", + "c=Counter(audio_location_plot)\n", + "audio_location_plot=dict(c.most_common())\n", + "audio_location_plot\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Convert to list for plotting\n", + "domain=list(audio_location_plot.keys())\n", + "count=list(audio_location_plot.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For font fingerprinting scripts out of 184 locations 125 are of.com which percents to 67.93%." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Canvas Fingerprinting\n", + "\n", "Canvas fingerprinting is one of a number of browser fingerprinting techniques for tracking online users that allow websites to identify and track visitors using the HTML5 canvas element instead of browser cookies or other similar means. \n", "As described by Acar et. al. in [The Web never forgets: Persistent tracking mechanisms in the wild](https://securehomes.esat.kuleuven.be/~gacar/persistent/index.html)\n", "Fingerprinting script first draws text with the font and size of its choice and adds background colors (1). Next, the script calls Canvas API’s ToDataURL method to get the canvas pixel data in dataURL format (2), which is basically a Base64 encoded representation of the binary pixel data. Finally, the script takes the hash of the text-encoded pixel data (3), which serves as the fingerprint " @@ -834,13 +899,92 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## TLD in the Canvas Fingerprinting Scripts\n", + "## TLD in the Canvas Fingerprinting Scripts \n", "[Refer]() for the code to extract TLD." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For script_url" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'com': 851,\n", + " 'network': 118,\n", + " 'net': 96,\n", + " 'es': 83,\n", + " 'cn': 52,\n", + " 'de': 44,\n", + " 'ca': 36,\n", + " 'co.uk': 35,\n", + " 'it': 23,\n", + " 'co.jp': 15,\n", + " 'pl': 12,\n", + " 'com.tw': 10,\n", + " 'fr': 10,\n", + " 'ru': 8,\n", + " 'io': 8,\n", + " 'ws': 6,\n", + " 'com.br': 6,\n", + " 'ch': 6,\n", + " 'org': 5,\n", + " 'in': 4,\n", + " 'sexy': 4,\n", + " '': 3,\n", + " 'hk': 3,\n", + " 'nl': 3,\n", + " 'cz': 3,\n", + " 'tv': 2,\n", + " 'az': 2,\n", + " 'vn': 2,\n", + " 'vc': 2,\n", + " 'cc': 2,\n", + " 'ly': 2,\n", + " 're': 2,\n", + " 'co.il': 1,\n", + " 'sk': 1,\n", + " 'net.cn': 1,\n", + " 'jp': 1,\n", + " 'dhl': 1,\n", + " 'gs': 1,\n", + " 'systems': 1,\n", + " 'biz': 1,\n", + " 'com.au': 1,\n", + " 'pub': 1,\n", + " 'jo': 1,\n", + " 'ai': 1,\n", + " 'st': 1,\n", + " 'pro': 1,\n", + " 'org.br': 1}" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with open('canvas_script_url.json', 'r') as f:\n", + " canvas_script_url_plot = json.load(f)\n", + "\n", + "# Arrange in descending order \n", + "c=Counter(canvas_script_url_plot)\n", + "canvas_script_url_plot=dict(c.most_common())\n", + "canvas_script_url_plot\n" + ] + }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "metadata": { "scrolled": false }, @@ -859,11 +1003,149 @@ } ], "source": [ + "#Convert to list for plotting\n", + "domain=list(canvas_script_url_plot.keys())\n", + "count=list(canvas_script_url_plot.values())\n", "\n", - "dfplot = pd.DataFrame({'domain':['com','network','net','es', 'cn','de','ca','co.uk','it','co.jp'], 'count':[851,118,96,83,52,44,36,35,23,15]})\n", + "dfplot = pd.DataFrame({'domain':domain[0:10], 'count':count[0:10]})\n", "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In canvas fingerprinting scripts out of 1473 script_url 851 are of .com com which is 57.77%." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For location" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'com': 2235,\n", + " 'net': 182,\n", + " 'es': 137,\n", + " 'network': 112,\n", + " 'de': 93,\n", + " 'fr': 74,\n", + " 'it': 74,\n", + " 'co.uk': 74,\n", + " 'cn': 69,\n", + " 'ru': 68,\n", + " 'ca': 57,\n", + " 'org': 40,\n", + " 'com.tw': 31,\n", + " 'tv': 28,\n", + " 'co': 26,\n", + " 'gov': 24,\n", + " 'pl': 21,\n", + " 'cz': 20,\n", + " 'jp': 20,\n", + " 'ws': 20,\n", + " 'cc': 18,\n", + " 'sc': 18,\n", + " 'co.jp': 18,\n", + " 'vn': 17,\n", + " 'com.br': 16,\n", + " 'in': 15,\n", + " 'ch': 11,\n", + " 'com.cn': 10,\n", + " 'edu': 10,\n", + " 'lol': 9,\n", + " 'io': 8,\n", + " 'ac.uk': 7,\n", + " 'com.hk': 5,\n", + " 'biz': 5,\n", + " 'sexy': 4,\n", + " 'com.vn': 4,\n", + " 'hk': 4,\n", + " 'co.il': 4,\n", + " 'az': 4,\n", + " 'to': 3,\n", + " 'ie': 3,\n", + " 'sk': 3,\n", + " 'zone': 3,\n", + " 'com.au': 3,\n", + " 'nl': 3,\n", + " 'watch': 3,\n", + " 'at': 2,\n", + " 'ec': 2,\n", + " 'club': 2,\n", + " 'bz': 2,\n", + " 'com.tr': 2,\n", + " 'vc': 2,\n", + " 'dhl': 1,\n", + " 'pw': 1,\n", + " 'co.za': 1,\n", + " 'co.kr': 1,\n", + " 'no': 1,\n", + " 'eu': 1,\n", + " 'gp': 1,\n", + " 'jo': 1,\n", + " 'com.uy': 1,\n", + " 'co.th': 1}" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with open('canvas_location.json', 'r') as f:\n", + " canvas_location_plot = json.load(f)\n", + "\n", + "# Arrange in descending order \n", + "c=Counter(canvas_location_plot)\n", + "canvas_location_plot=dict(c.most_common())\n", + "canvas_location_plot\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Convert to list for plotting\n", + "domain=list(canvas_location_plot.keys())\n", + "count=list(canvas_location_plot.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain[0:10], 'count':count[0:10]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In canvas fingerprinting scripts out of 3635 locations 2235 are of .com com which is 61.48%." + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -890,9 +1172,42 @@ "[Refer]() for the code to extract TLD." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For script_url" + ] + }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': 110, 'com': 49, 'net': 4, 'vn': 2}" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with open('font_script_url.json', 'r') as f:\n", + " font_script_url_plot = json.load(f)\n", + " \n", + "# Arrange in descending order \n", + "c=Counter(font_script_url_plot)\n", + "font_script_url_plot=dict(c.most_common())\n", + "font_script_url_plot\n" + ] + }, + { + "cell_type": "code", + "execution_count": 33, "metadata": {}, "outputs": [ { @@ -909,8 +1224,11 @@ } ], "source": [ + "#Convert to list for plotting\n", + "domain=list(font_script_url_plot.keys())\n", + "count=list(font_script_url_plot.values())\n", "\n", - "dfplot = pd.DataFrame({'domain':['network','com','net','vn'], 'count':[110,49,4,2]})\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", "ax = dfplot.plot.bar(x='domain', y='count', rot=0)\n" ] }, @@ -918,7 +1236,88 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Unlike others Font fingerprinting shows the .network TLD scripts are the highest contributorsfollowed by .com." + "In font fingerprinting scripts out of 165 script_url 110 are of .network which is 66.66% and it is followed by .com constituting 49/165 ie. 29.69%." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For location" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'network': 110,\n", + " 'com': 73,\n", + " 'vn': 16,\n", + " 'net': 16,\n", + " 'com.vn': 4,\n", + " 'com.tr': 2,\n", + " 'in': 2,\n", + " 'gr': 1,\n", + " 'eu': 1,\n", + " 'com.ar': 1,\n", + " 'fi': 1,\n", + " 'es': 1,\n", + " 'com.uy': 1}" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with open('font_location.json', 'r') as f:\n", + " font_location_plot = json.load(f)\n", + "\n", + "# Arrange in descending order \n", + "c=Counter(font_location_plot)\n", + "font_location_plot=dict(c.most_common())\n", + "font_location_plot\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Convert to list for plotting\n", + "domain=list(font_location_plot.keys())\n", + "count=list(font_location_plot.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In font fingerprinting scripts out of 229 locations_url 110 are of .network which is 48.03% and it is followed by .com constituting 73/229 ie. 31.87%.\n", + "Unlike others Font fingerprinting shows the .network TLD scripts are the highest contributors followed by .com." ] }, { @@ -940,16 +1339,59 @@ "[Refer]() for the code to extract TLD." ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For script_url" + ] + }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'com': 143,\n", + " 'cn': 42,\n", + " 'ua': 22,\n", + " 'net': 11,\n", + " 'photos': 4,\n", + " 'vn': 2,\n", + " 're': 2,\n", + " 'com.br': 1,\n", + " '': 1,\n", + " 'io': 1,\n", + " 'es': 1}" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with open('WebRTC_script_url.json', 'r') as f:\n", + " WebRTC_script_url_plot = json.load(f)\n", + "\n", + "# Arrange in descending order \n", + "c=Counter(WebRTC_script_url_plot)\n", + "WebRTC_script_url_plot=dict(c.most_common())\n", + "WebRTC_script_url_plot\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, "metadata": { "scrolled": false }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] @@ -961,8 +1403,11 @@ } ], "source": [ + "#Convert to list for plotting\n", + "domain=list(WebRTC_script_url_plot.keys())\n", + "count=list(WebRTC_script_url_plot.values())\n", "\n", - "dfplot = pd.DataFrame({'domain':['com','cn','ua','net', 'photos','re','vn','es','com.br','io'], 'count':[143,42,22,11,4,2,2,1,1,1]})\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" ] }, @@ -970,7 +1415,108 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "It can be seen that highest contributor is .com followed by .cn .ua and .net is followed by them" + "It can be seen that highest contributor is .com ie 143/230 and percents to 62.17% to followed by .cn .ua and .net is followed by them.\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## For location" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'com': 1110,\n", + " 'cn': 44,\n", + " 'hk': 39,\n", + " 'co': 26,\n", + " 'net': 26,\n", + " 'ua': 22,\n", + " 'com.br': 19,\n", + " 'vn': 16,\n", + " 'tv': 9,\n", + " 'es': 5,\n", + " 'biz': 5,\n", + " 'com.hk': 4,\n", + " 'com.vn': 4,\n", + " 'co.uk': 4,\n", + " 'io': 4,\n", + " 'club': 3,\n", + " 'at': 3,\n", + " 'fr': 3,\n", + " 'to': 3,\n", + " 'sc': 3,\n", + " 'ie': 3,\n", + " 'ca': 3,\n", + " 'in': 3,\n", + " 'watch': 3,\n", + " 'ec': 2,\n", + " 'bz': 2,\n", + " 'ao': 1,\n", + " 'jp': 1,\n", + " 'com.au': 1,\n", + " 'eu': 1,\n", + " 'media': 1,\n", + " 'com.uy': 1,\n", + " 'pl': 1,\n", + " 'co.th': 1}" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "with open('WebRTC_location.json', 'r') as f:\n", + " WebRTC_location_plot = json.load(f)\n", + "\n", + "# Arrange in descending order \n", + "c=Counter(WebRTC_location_plot)\n", + "WebRTC_location_plot=dict(c.most_common())\n", + "WebRTC_location_plot\n" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jFkSpqqEdbL+DJecBZ1XVP+/WLwSWVtV79ui3CljVrb4KuHeAYecB3x9g/2EZhTpGoQYYjTpGoQYYjTpGoQYYjTpGoQYYTh2vqKr5++s01WcCY8CxfesLgUf27FRV1wDXDGPAJJuqaskwjjXT6xiFGkaljlGoYVTqGIUaRqWOUahhquuY6s8JfAtYnOS4JC8CVgAbprgGSVJnSs8EqmpXkn8N/C96bxG9tqq2TGUNkqSfmvLPCVTV54DPTeGQQ7msNASjUMco1ACjUcco1ACjUcco1ACjUcco1ABTWMeUvjAsSRotzh0kSQ0zBF6gkixKcvc47bcmmfZ3P4yiJOckOWG66xglL/SflyQvS/KvpruO6WQISD91DmAIHKAkM3kiypcBhsBMleSiJH+T5DtJPp7kFUk2dm0bk/zDrt91ST6Y5JYk30vy5iTXJtma5LopqOu6JFcl+Vo3/rnDHnMvZiX5cJItSb6Y5MV9NR6UZG2SP57sIp7v8zQJ4y7qnuOfeQySvDLJF5JsTvLXSY5Pchrwm8AHktyZ5JWTUMvdfevvTfL+JO9O8q3usflUkkMncOzJ/j24oPvZvTvJ0u5Y709yTZIvAtcfYL1/0v/Xd3esP+jOOm5M8t0kNyTJgT4WE3A58MruOf9kkrf21XVdkn86BTWQ5IIkt3d1/EWSWd34dye5K8nvT9rgVTUj/wEn0vsk8bxufS7wl8DKbv2dwGe75euAdUDozVX0Y+Af0QvBzcApk1zXdcAnu/FOoDd/0mQ/PouAXbvvG7AeuAC4FXgd8AngslF6nqbwMdgILO7afgX4Ut/PybmTWMvdfevvBd4PHNnX9sfAeybr8Z3I70H38/LhbvlNu+9DV/tm4MUTeCxOBb7ct34PcBHwI3ofID0I+Dpw+hT8fC7qu0+/Baztll9Eb4qbA75/E6jh1d1zdnC3fjXwPuDmvj4vm6zxZ/KZwK8CN1bV9wGq6nHg9cB/77Z/HDi9r/9fVu/RvAt4tKruqqrngC30fhAmsy7o/SI+V70ZU48e4nj7cn9V3dktb+an9/Mv6P3gr5mCGg70eRq28R6D04BPJrmT3mOxYBLH35/XdGcjdwHn0/tP/UBMxe/BJ7pjfwV4aZKXde0bqur/HWC9VNUdwFFJXp7kZOAHwEPA7VU11tVz5z7qmSyfB341ySHAW4CvTOT+TcAy4LX0ZlW+s1ufC/xikj9Lb/r9H0/W4DP5Wl6A/b2/tX/7U93tc33Lu9eH+Tjsra6n9ugzFfrHfBbYfTnoa8CZSf5LVT05yTUc6PM0bHs+BkcDP6yqUyZxzPHs4mcvv87pbq8Dzqmq7yR5B3DGAR53Kn4P9jz+7vW/ez4F7sWNwLnAP6B3dtJfG/Seq6n+MOuTSW4FzgJ+hy78pkDonYFc+jONyWVdLRcDv03vrG7oZvKZwEbgt5McCZBkLr3/3FZ0288HvjoidY2aj9L7wN4nM/kv6o3a8/Rj4P70JjMkPSd3254ADp+kcR+l99fvkd1fmr/etR8ObE9yML3H4kBNxeP7O92xTwd+VFU/GvB40PuPfwW9ILhxCMebqD2f83XA7wJvpDezwVTYCJyb5CjoPYdJXgEcVFWfAv4I+KXJGnzGnglU1ZYka4AvJ3kWuANYDVyb5N8BO+g9maNQ18ipqiuS/ALw8STnd6fgkzHOKD5P5wMfTPIfgYPp/eJ/p7v9cJLV9F4b+D/DGrCqnknyn4BvAvcD3+02/VHX9iC9SzQHFEKT8fgm+Qjwoara1DX9IMnXgJcypL9Gu7oPB/62qrYnedUwjjuBOnYmua170f7zwB/Se6F7Q1U9PUU13NP9LH4xyUHAM8C/BT7TrQNcutcDDMhPDEtSw2by5SBJ0oAMAUlqmCEgSQ0zBCSpYYaAJDXMEFDzurlr3juJx/9c36dspZEyYz8nIM0UVfXW/feSpodnAmpSksuS3JvkfwOv6tpOSfKNbvbNzyQ5omu/Ncl/TfKVbsbNX07y6ST3pW8W1iSfTW9m0i1JVvW1P5BkXvYyq+mU33mpjyGg5iR5Lb0pC04F/gnwy92m64H/UFUn0fv07vv6dnu6qt4EfAi4id58Lq8B3rF7ygbgnVX1WmAJsLqvvd9i4M+r6kTgh8CUTFUs7Y0hoBa9EfhMVf19Vf0Y2AAcRm+63i93fdbSmzp5tw3d7V3AlqraXlVPAd8Dju22rU7yHeAbXdviccbe28yu0rTwNQG16kDnS9nn7JtJzgB+DXh9Vf19NxvlHH7e3mZ2laaFZwJq0VeA30rvW8YOB36D3rTIP0jyxq7PhcCX93aAcfwC8IMuAI6n98U90sjzTEDNqapvJ/kf9L645EHgr7tNK4EPpfcVj9/jwGbf/ALwL5L8Db1v+vrGEEuWJo2ziEpSw7wcJEkNMwQkqWGGgCQ1zBCQpIYZApLUMENAkhpmCEhSwwwBSWrY/wdq9j6Z6QFU6AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "#Convert to list for plotting\n", + "domain=list(WebRTC_location_plot.keys())\n", + "count=list(WebRTC_location_plot.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain[0:10],'count':count[0:10]})\n", + " \n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In webRTC fingerprinting scripts out of 1376 locations 1110 are of .com com which is 80.66%." ] }, { @@ -979,18 +1525,22 @@ "source": [ "## Conlusion\n", "\n", - "The dataset consists of the maximum of .com and .net TLDs and hence audio, canvas fingerprinting show the same. However, font fingerprinting shows the maximum of .net and in webrtcfingerprinting .cn and .ua have gretaer contribution as compared to .net. \n", + "The dataset consists of the maximum of .com and .net TLDs for both script_url, location and hence audio, canvas fingerprinting show the same. We can also observe that the .com TLDs are greater than 50% in both script_url and location. However, font fingerprinting shows the maximum of .net and in webrtcfingerprinting .cn and .ua have gretaer contribution as compared to .net.\n", "If we consider the ccTLDs 'es', 'cn','de','ca','co.uk','it','co.jp','ua' are contributing towards fingerprinting.\n", "\n", + "The scripts are contributing to fingerprinting everytime they are called as a fairly precise heuristics is used to generate the lists and there is a slight possibility of missing some candidates than got too many false positives.\n", + "\n", + "\n", "## Future work\n", "\n", "Looking at the TLD provides some insight regarding the associated website such as its objective (business, government, education), its owner, or the geographical area from which it originated.\n", "\n", "In order to take the analysis further we can look at the frequency of the extracted fingerprinting scripts in the dataset. Further, we can start by analysing the scripts according to their frequency and try to analyse their behaviour.\n", "\n", + "\n", + "\n", "Few questions which can be given a thought during the analysis.\n", "\n", - "- Is the script contributing to fingerprinting everytime it is called or there are specific instances?\n", "- Is the script helping to establish a crossbrowser fingerprint? \n", "- Or a broader question, Are there any other privacy concerns while that script is executing, maybe in terms of the information it is targeting.\n", "\n", @@ -1002,6 +1552,13 @@ "\n", "\n" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { From 33f8fd9392ae257f5aa4bbc2e9eec71dd0317c5e Mon Sep 17 00:00:00 2001 From: soumya Date: Wed, 17 Apr 2019 18:43:08 +0530 Subject: [PATCH 9/9] location_analysis_TLD_fingerprinting --- .../AudioFingerprintingTLD.ipynb | 289 +++- .../Canvas Fingerprinting TLD.ipynb | 1376 ++++------------- .../FontFingerprintingTLD.ipynb | 307 +++- .../WebRTCFingerprintingTLD.ipynb | 415 +++-- 4 files changed, 1085 insertions(+), 1302 deletions(-) mode change 100644 => 100755 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/AudioFingerprintingTLD.ipynb mode change 100644 => 100755 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb mode change 100644 => 100755 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb mode change 100644 => 100755 analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/AudioFingerprintingTLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/AudioFingerprintingTLD.ipynb old mode 100644 new mode 100755 index e50bfed..2dafe47 --- a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/AudioFingerprintingTLD.ipynb +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/AudioFingerprintingTLD.ipynb @@ -6,13 +6,13 @@ "source": [ "## Extract TLD in Audio Fingerprinting scripts\n", "\n", - "This notebook extracts the TLDs in Audio Fingerprinting scripts. The heuristics to find out the Audio Fingerprinting scripts\n", + "This notebook extracts the TLDs for script_url and location in Audio Fingerprinting scripts. The heuristics to find out the Audio Fingerprinting scripts\n", "is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Audio Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Audio%20Fingerprinting%20Heuristics.ipynb)." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": { "scrolled": false }, @@ -40,8 +40,8 @@ "\n", "

Client

\n", "\n", "\n", "\n", @@ -56,18 +56,19 @@ "" ], "text/plain": [ - "" + "" ] }, - "execution_count": 1, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ + "import pandas as pd\n", "import dask.dataframe as dd\n", "import json\n", - "\n", + "from collections import Counter\n", "from dask.distributed import Client, progress\n", "\n", "DATA_DIR = 'YOUR DATA DIRECTORY HERE'\n", @@ -84,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -100,7 +101,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -115,7 +116,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 14.3s\r" + "[########################################] | 100% Completed | 30.9s\r" ] } ], @@ -127,7 +128,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -141,7 +142,7 @@ "Name: script_url, dtype: object" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -160,14 +161,14 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 5.9s\r" + "[########################################] | 100% Completed | 18.6s\r" ] } ], @@ -179,7 +180,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -193,7 +194,7 @@ "Name: script_url, dtype: object" ] }, - "execution_count": 6, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -212,14 +213,14 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 4.5s\r" + "[########################################] | 100% Completed | 14.8s\r" ] } ], @@ -231,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -245,7 +246,7 @@ "Name: script_url, dtype: object" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -264,14 +265,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 4.4s\r" + "[########################################] | 100% Completed | 14.9s\r" ] } ], @@ -283,7 +284,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -297,7 +298,7 @@ "Name: script_url, dtype: object" ] }, - "execution_count": 10, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -316,14 +317,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 4.5s\r" + "[########################################] | 100% Completed | 19.4s\r" ] } ], @@ -335,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -349,7 +350,7 @@ "Name: script_url, dtype: object" ] }, - "execution_count": 12, + "execution_count": 13, "metadata": {}, "output_type": "execute_result" } @@ -368,7 +369,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -390,7 +391,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -420,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -430,7 +431,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -447,7 +448,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -457,7 +458,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -466,14 +467,14 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 5.9s\r" + "[########################################] | 100% Completed | 14.8s\r" ] } ], @@ -485,7 +486,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -502,25 +503,25 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['https://js.ad-score.com/score.min.js?pid=1000343&tt=g#tid=DFP_JS&l1=/15188745/Lipsum-Unit1&l2=lipsum.com&l3=https://fi.lipsum.com/&phfl=l6&uip=%%USER_IP%%&pub_domain=https://fi.lipsum.com/&ref=https://fi.lipsum.com/&cb=1124495235',\n", - " 'https://api.b2c.com/api/init-18433pfr1rcxvupjmde.js',\n", - " 'https://js.ad-score.com/score.min.js?pid=1000263&tt=g#tid=undefined&cb=0.8402445868418027',\n", - " 'https://www.avito.st/s/cc/32cdc46e07ef6a4e30d9bdcc67fb06a0aa678691.js?19ccb94',\n", - " 'https://api.b2c.com/api/init-34768esabcra9zunlch.js',\n", + "['https://www.jstor.org/px/client/main.min.js',\n", + " 'https://js.ad-score.com/score.min.js?pid=1000343&tt=g#tid=DFP_JS&l1=/15188745/Lipsum-Unit3&l2=lipsum.com&l3=https://fi.lipsum.com/&phfl=l6&uip=%%USER_IP%%&pub_domain=https://fi.lipsum.com/&ref=https://fi.lipsum.com/&cb=7763056',\n", " 'https://client.perimeterx.net/PXHf9Ns48h/main.min.js',\n", - " 'https://client.perimeterx.net/PXYMJ915yn/main.min.js',\n", - " 'https://www.jstor.org/px/client/main.min.js',\n", - " 'https://api.b2c.com/api/init-105ksyb0ql3ef21itif.js',\n", - " 'https://media1.admicro.vn/core/fipmin.js']" + " 'https://media1.admicro.vn/core/fipmin.js',\n", + " 'https://api.b2c.com/api/init-342kzwc638ij98bundg.js',\n", + " 'http://client.perimeterx.net/PX0F3091f3/main.min.js',\n", + " 'https://js.ad-score.com/score.min.js?pid=1000343&tt=g#tid=DFP_JS&l1=/15188745/Lipsum-Unit1&l2=lipsum.com&l3=https://fi.lipsum.com/&phfl=l6&uip=%%USER_IP%%&pub_domain=https://fi.lipsum.com/&ref=https://fi.lipsum.com/&cb=1124495235',\n", + " 'https://static.mediabong.com/scripts/mb.full.1712151.js',\n", + " 'https://api.b2c.com/api/init-350e8mnjtyltbyix1re.js?siteID=372075',\n", + " 'https://api.b2c.com/api/init-34768esabcra9zunlch.js']" ] }, - "execution_count": 21, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } @@ -529,23 +530,54 @@ "audio_fp_urls[0:10]" ] }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://www.trulia.com/sitemap/Utah-real-estate/\n", + "1 https://phimbathu.com/tag/chau-tinh-tri-7.html\n", + "2 https://www.alaskaair.com/userreset/resetpassw...\n", + "3 http://allrecipes.com/recipes/723/world-cuisin...\n", + "4 https://www.alaskaair.com/www2/ssl/myalaskaair...\n", + "5 http://adage.com/resources/\n", + "6 https://www.avito.ru/profile/login?next=%2Fpro...\n", + "7 http://kenh14.vn/sport/hau-truong.chn\n", + "8 http://kenh14.vn/nhom-chu-de/quizz.chn\n", + "9 http://www.philly.com/philly/blogs/\n", + "Name: location, dtype: object" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "location=locs.compute()\n", + "location[0:10]" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Extract TLD" + "## Extract TLD For script_url" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['com', 'com', 'com', 'st', 'com', 'net', 'net', 'org', 'com', 'vn', 'net', 'pub', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'net', 'net', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'com', 'net', 'net', 'com', 'com', 'com', 'net', 'vn', 'io', 'com', 'com', 'net', 'net', 'com', 'com', 'net', 'com', 'com', 'com', 'org', 'com']\n" + "['org', 'com', 'net', 'vn', 'com', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'pub', 'com', 'com', 'com', 'net', 'net', 'com', 'com', 'org', 'com', 'net', 'com', 'st', 'vn', 'com', 'net', 'com', 'com', 'net', 'com', 'com', 'com', 'net', 'net', 'net', 'net', 'net', 'com', 'com', 'com', 'com', 'net', 'com', 'io', 'com', 'com']\n" ] } ], @@ -561,7 +593,7 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "metadata": {}, "outputs": [ { @@ -570,7 +602,7 @@ "52" ] }, - "execution_count": 23, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -583,37 +615,77 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Frequency of each TLD" + "## Extract TLD For location" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Counter({'com': 31, 'net': 14, 'org': 2, 'vn': 2, 'st': 1, 'pub': 1, 'io': 1})\n" + "['com', 'com', 'com', 'com', 'com', 'com', 'ru', 'vn', 'vn', 'com', 'com', 'com', 'com', 'com', 'com.vn', 'com', 'com', 'com', 'com', 'net', 'org', 'com', 'net', 'org', 'com', 'com', 'net', 'com', 'com', 'org', 'com', 'com', 'vn', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'vn', 'com', 'org', 'net', 'vn', 'com.vn', 'com', 'org', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'org', 'com', 'vn', 'net', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'org', 'vn', 'com', 'com', 'com', 'com', 'net', 'vn', 'vn', 'org', 'com', 'com', 'com', 'com', 'com.vn', 'net', 'com', 'com', 'com', 'com', 'com', 'vn', 'com', 'vn', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'org', 'com', 'com', 'com', 'com', 'org', 'net', 'org', 'com', 'net', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'com', 'com', 'vn', 'com', 'com', 'com', 'com', 'com', 'org', 'com', 'com', 'vn', 'com', 'org', 'co.uk', 'com', 'com', 'net', 'com', 'ru', 'vn', 'com', 'co.uk', 'com', 'com', 'org', 'com', 'com', 'com', 'net', 'com', 'es', 'com', 'com', 'net', 'vn', 'com.hk', 'com', 'com', 'com', 'com', 'com', 'com.vn', 'com', 'com', 'vn', 'com', 'com', 'com', 'tv', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'org', 'net']\n" + ] + } + ], + "source": [ + "opsuffix_locs=[]\n", + "opurls_locs=[]\n", + "for i in range(len(locs)):\n", + " opurls_locs.append(tldextract.extract(location[i]))\n", + " opsuffix_locs.append(opurls_locs[i].suffix)\n", + "print(opsuffix_locs)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD for script_url" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 31, 'net': 14, 'org': 2, 'vn': 2, 'pub': 1, 'st': 1, 'io': 1})\n" ] } ], "source": [ "import collections\n", "for i in range(len(opsuffix)):\n", - " counter=collections.Counter(opsuffix)\n", - "print(counter)" + " counter_script_url=collections.Counter(opsuffix)\n", + "print(counter_script_url)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "# Store in a json file\n", + "with open('audio_script_url.json', 'w') as f:\n", + " f.write(json.dumps(counter_script_url)) " + ] + }, + { + "cell_type": "code", + "execution_count": 32, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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gj4HV3fR5wI3d46vojSsTemPLPAX8NL0/XpuApUPcjiXAC7tqAK4DPgisB47u5v1D4PYx27Jy2D//MfW/DXgQOAg4GNgMnAC8BLy9a3MEsLX7Hc0D/gz4rWHXvtt2nAB8dcz0XwDnAn9N7wK5A4B7gJOHXetu+04BJ3XT64Bf737Wu94Xy4A7uscXAvcDr6V3FeN3gSOGvR1jtuefAVeOmf6Jsdsy02/AM2O24zZ6p24fDjwGLBpWXbPlCP3ngOur6vsAVbUTeAfwB93zvwecPKb9H1fvp/0g8ERVPVhVL9ELoCX7rOo9+05V3dc93kSvnhOBP0xyH/C7wKIh1Taek4EbqupvquoZ4EvAO4FHq+prXZvl9MJyZ1U9D/zhkGrdq6q6F3h9kiOSHA/8gN4b8RtVta3bV+5j+PvK7r5bVXd3j3+fv7vP78lNVfX/uvfNBnq/m5niQeDd3aeld1bVXw+7oEk6GfhiVb1YVU8AXwV+dljFzJavoAu9o5NXM/b5H3f3L415vGt62Ns8tp4X6f1V/2FVLR1SPROxty6Iv+mjzUxzPbAS+Pv0PtHBK383w95Xdrf7e6DofeLbdWA2v4/2M0JV/WWStwHvAf5rkq8Mu6ZJmlH7+2w5Ql8P/PMkhwEkORT4c3rDDQCcA9w1pNqm6ingO91gZ7v65I7vnnsaWDC0yl7pTuCsru/2IOB99LpUxvoGcEqSQ5LMpfeRdCa6lt7+s5JeuM8GRyV5R/f4bHr7/FZ6XWHwyp/1mUnmd++bU+kN1zEjJDkC+FFV/T7wG8DPMPP2937cCfxikjlJRoB30XsPDMVMOwLZo6ranOTTwFeTvAjcC6wF1iX5t8Ao8MvDrHGKzgEuT/If6PU7X0uv//Na4Moka+n1pf+fIdZIVX2z+8fyrh32v9Prrhjb5ntJ/gvwdXqDtf0Fvb7pGaXbpxYA36uq7UnePOya+rAFWJ3kd4GHgcvp/S4+l+QT9H7mY30DuAU4CvhPVfWKwfOG6Kfp/cP/JeB54F/R60b9n0m2V9VpQ62ufzfQq/t+ep+A/l1V/d9hFeOVohq4JAdX1TPdEfoN9Mb5uWHYdc1mSZYAf1JVPzXkUjSDzZYuF80uF3b/4H0I+A5w45DrkfYLHqFLUiM8QpekRhjoktQIA12SGmGgqymZ5lEGk9ya5HXTtXxpKmbFeejSTFFV7xl2DdLeeISuWS/JJ5N8O8mfAm/u5i1N8rVuZMIbkhzSzb8jyWeS3NmNEvmzSb7UjUj4n8cs88Zu9MvNSdaMmb81ycLsZeTMfb7x0hgGuma1bjyQX6I3guI/5W8HRvoC8O+r6jh6A0F9aszLnquqdwG/A9wEfBT4KeBDu4aXAM6rqrfRG8Fw7Zj5Yx0NfLaqjgV+yMwd5kD7CQNds9076Y0A+aOqegq4md7wvq+rqq92ba6mN8bGLjd39w8Cm6tqe1X9GHgEOLJ7bm2S+4GvdfOO3sO69zRypjQ09qGrBRO9Ou5VR+NMcirwbuAdVfWj7ksjdh/JEF45OqNdLhoqj9A1290JvC+9b35aAPxjesP5/iDJO7s2q+iNU92vnwB+0IX5McDbB1qxNE08Qtes1o0A+T/ofSHFo/ztcL6rgd9J70uHH2Fio3F+GfiXSR6g901ZXxunvTQjOJaLJDXCLhdJaoSBLkmNMNAlqREGuiQ1wkCXpEYY6JLUCANdkhphoEtSI/4/BJwxreT4P7gAAAAASUVORK5CYII=\n", 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" ] @@ -625,8 +697,101 @@ } ], "source": [ - "import pandas as pd\n", - "dfplot = pd.DataFrame({'domain':['com', 'net', 'vn','org','pub','st','io'], 'count':[31,14,2,2,1,1,1]})\n", + "# Arange in descending order \n", + "c=Counter(counter_script_url)\n", + "counter_script_url=dict(c.most_common())\n", + "#Convert to list for plotting\n", + "domain=list(counter_script_url.keys())\n", + "count=list(counter_script_url.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD for script_url" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 125, 'net': 17, 'vn': 16, 'org': 15, 'com.vn': 4, 'ru': 2, 'co.uk': 2, 'es': 1, 'com.hk': 1, 'tv': 1})\n" + ] + } + ], + "source": [ + "for i in range(len(locs)):\n", + " counter_location=collections.Counter(opsuffix_locs)\n", + "print(counter_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# Store in a json file\n", + "with open('audio_location.json', 'w') as f:\n", + " f.write(json.dumps(counter_location)) " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(counter_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Arange in descending order \n", + "c=Counter(counter_location)\n", + "counter_location=dict(c.most_common())\n", + "#Convert to list for plotting\n", + "domain=list(counter_location.keys())\n", + "count=list(counter_location.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain[0:10], 'count':count[0:10]})\n", "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" ] }, diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb old mode 100644 new mode 100755 index e35edcf..f1f170d --- a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/Canvas Fingerprinting TLD.ipynb @@ -6,31 +6,21 @@ "source": [ "## Extract TLD in Canvas Fingerprinting scripts\n", "\n", - "This notebook extracts the TLDs in Canvas Fingerprinting scripts. The heuristics to find out the Canvas Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Canvas Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Canvas%20Fingerprinting%20Heuristics.ipynb)." + "This notebook extracts the TLDs for script_url and location in Canvas Fingerprinting scripts. The heuristics to find out the Canvas Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Canvas Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Canvas%20Fingerprinting%20Heuristics.ipynb)." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 45, "metadata": {}, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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" - ] - } - ], + "outputs": [], "source": [ + "import pandas as pd\n", "import dask.dataframe as dd\n", "import os\n", "import re\n", "import json\n", - "\n", + "from collections import Counter\n", "from dask.distributed import Client, progress\n", "from pandas.api.types import CategoricalDtype\n", "\n", @@ -40,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "scrolled": false }, @@ -64,8 +54,8 @@ "\n", "

Client

\n", "\n", "\n", "\n", @@ -80,10 +70,10 @@ "" ], "text/plain": [ - "" + "" ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -101,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 5, "metadata": {}, "outputs": [ { @@ -123,7 +113,7 @@ "Name: script_url, dtype: object" ] }, - "execution_count": 3, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -137,7 +127,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -151,7 +141,7 @@ "Name: script_url, dtype: object" ] }, - "execution_count": 4, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -171,7 +161,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -193,7 +183,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -211,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -225,7 +215,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 10, "metadata": {}, "outputs": [ { @@ -243,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -270,7 +260,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 12, "metadata": { "scrolled": true }, @@ -286,7 +276,7 @@ " dtype=object)" ] }, - "execution_count": 10, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -302,7 +292,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 13, "metadata": {}, "outputs": [ { @@ -320,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -329,7 +319,7 @@ "36" ] }, - "execution_count": 12, + "execution_count": 14, 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'http://webresource.c-ctrip.com/resaresonline/risk/ubtrms/d.min.b1da08d8.js',\n", + " 'http://static.fraudmetrix.cn/fm.js?ver=0.1&t=420407']" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "canvas_fp_urls[0:10]" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://www.coches.net/fiat/segunda-mano/\n", + "1 http://www.mvideo.ru/aksessuary-dlya-avtomobil...\n", + "2 https://torrentsgroup.com/torrents.php?cat=49\n", + "3 https://shop.nordstrom.com/c/beauty-new?origin...\n", + "4 https://reg.gome.com.cn/register/index/person\n", + "5 http://www.elcorteingles.es/moda/accesorios/es...\n", + "6 https://www.macys.com/shop/jewelry-watches/nec...\n", + "7 https://player.mais.uol.com.br/index.html?medi...\n", + "8 https://www.macys.com/shop/kitchen/kitchen-gif...\n", + "9 https://www.linkedin.com/authwall?trk=bf&trkIn...\n", + "Name: location, dtype: object" ] }, - "execution_count": 25, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "canvas_fp_urls" + "location=locs.compute()\n", + "location[0:10]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Extract TLD" + "## Extract TLD For script_url" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 30, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['com', 'co.uk', 'com', 'com', 'network', 'cn', 'com', 'com', 'com', 'de', 'com', 'com', 'com', 'com', 'com', 'org', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'com', 'net', 'de', 'ca', 'com', 'net', 'com', 'com', 'com', 'com', 'network', 'co.uk', 'com', 'com', 'com', 'net', 'de', 'ca', 'com', 'com', 'es', 'org', 'cn', 'network', 'com', 'net', 'jp', 'com', 'ca', 'com', 'com', 'es', 'com', 'com', 'co.uk', 'com', '', 'es', 'com', 'com', 'network', 'net', 'com', 'com', 'pl', 'es', 'ca', 'net', 'com', 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'com', 'in', 'ly', 'co.jp', 'com', 'com', 'vc', 'es', 'pl', 'com', 'es', 'com', 'net', 'com', 'com', 'ru', 'es', 'com', 'network', 'it', 'com', 'com', 'in', 'com', 'com', 'com', 'es', 'ws', 'de', 'com', 'com', 'com', 'ru', 'com', 'com', 'network', 'net', 'com', 'com', 'de', 'com', 'com', 'cn', 'network', 'network', 'com', 'network', 'it', 'co.jp', 'com', 'it', 'com', 'it', 'cn', 'es', 'com', 'net', 'net', 'com', 'com', 'com', 'es', 'com', 'com', 'com', 'ca', 'es', 'ca', 'com', 'az', 'com', 'network', 'org.br', 'ru', 'com', 'co.uk', 'com.tw', 'de', 'de', 'az', 'es', 'com', 'network', 'com', 'com', 'com', 'com', 'com', 'sexy', 'ca', 'com', 'com', 'com', 'com', 'es', 'ca', 'com', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'com', 'com', 'es', 'com', 'network', 'network', 'ca', 'com', 'com', 'com', 'com', 'com', 'cn', 'com', 'com', 'cn', 'it', 'com', 'com', 're', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'com', 'com.br', 'com', 'com', 'it', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'net', 'com', 'com', 'pl', 'net', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'cn', 'ca', 'es', 'com', 'net', 'ca', 'com', 'ru', 'com', 'com', 'es', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'ca', 'com', 'com', 'com', 'cn', 'com', 'com', 'com', 'it', 'com', 'co.uk', 'com', 'co.uk', 'com', 'network', 'com', 'com', 'com', 'com', 'cc', 'fr', 'com', 'com', 'com.tw', 'com', 'com', 'com', 'org', 'network', 'es', 'com', 'cn', 'com', 'com.tw', 'network', 'co.jp', 'com', 'nl', 'de', 'ca', 'com', 'com', 'com', 'com', 'cn', 'com', 'com', 'com', 'com', 'cn', 'es', 'co.il', 'net', 'fr', 'com', 'com', 'com', 'com', 'de', 'com', 'network', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'es', 'com', 'nl', 'com', 'com', 'net', 'co.uk', 'com', 'network', 'com', 'com', 'com', 'com', 'de', 'es', 'com', 'cn', 'es', 'co.uk', 'ws', 'es', 'hk', 'net', 'network', 'network', 'com', 'com', 'com', 'com', 'cn', 'network', 'cn', 'com', 'com', 'com', 'com', 'com', 'com', 'network', 'com', 'com', 'com', 'com', 'com.tw', 'com', 'com', 'com', 'ca', 'co.uk', 'net', 'com']\n" + "['com', 'pl', 'com', 'co.il', 'com', 'net', 'com', 'com', 'com', 'cn', 'com', 'com', 'com', 'com', 'com', 'it', 'com', 'network', 'net', 'com']\n" ] } ], @@ -1705,12 +735,12 @@ "for i in range(len(canvas_fp_urls)):\n", " opurls.append(tldextract.extract(canvas_fp_urls[i]))\n", " opsuffix.append(opurls[i].suffix)\n", - "print(opsuffix)" + "print(opsuffix[0:20])" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 31, "metadata": {}, "outputs": [ { @@ -1719,7 +749,7 @@ "1473" ] }, - "execution_count": 27, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1732,32 +762,72 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Frequency of each TLD" + "## Extract TLD For location" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['net', 'ru', 'com', 'com', 'com.cn', 'es', 'com', 'com.br', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'cz', 'com', 'com', 'com']\n" + ] + } + ], + "source": [ + "opsuffix_locs=[]\n", + "opurls_locs=[]\n", + "for i in range(len(locs)):\n", + " opurls_locs.append(tldextract.extract(location[i]))\n", + " opsuffix_locs.append(opurls_locs[i].suffix)\n", + "print(opsuffix_locs[0:20])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD for script_url" + ] + }, + { + "cell_type": "code", + "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Counter({'com': 851, 'network': 118, 'net': 96, 'es': 83, 'cn': 52, 'de': 44, 'ca': 36, 'co.uk': 35, 'it': 23, 'co.jp': 15, 'pl': 12, 'fr': 10, 'com.tw': 10, 'io': 8, 'ru': 8, 'com.br': 6, 'ws': 6, 'ch': 6, 'org': 5, 'in': 4, 'sexy': 4, '': 3, 'nl': 3, 'cz': 3, 'hk': 3, 'vn': 2, 'vc': 2, 'tv': 2, 're': 2, 'ly': 2, 'cc': 2, 'az': 2, 'jp': 1, 'pub': 1, 'biz': 1, 'dhl': 1, 'pro': 1, 'com.au': 1, 'st': 1, 'net.cn': 1, 'gs': 1, 'ai': 1, 'sk': 1, 'jo': 1, 'systems': 1, 'org.br': 1, 'co.il': 1})\n" + "Counter({'com': 851, 'network': 118, 'net': 96, 'es': 83, 'cn': 52, 'de': 44, 'ca': 36, 'co.uk': 35, 'it': 23, 'co.jp': 15, 'pl': 12, 'com.tw': 10, 'fr': 10, 'ru': 8, 'io': 8, 'ws': 6, 'com.br': 6, 'ch': 6, 'org': 5, 'in': 4, 'sexy': 4, '': 3, 'hk': 3, 'nl': 3, 'cz': 3, 'tv': 2, 'az': 2, 'vn': 2, 'vc': 2, 'cc': 2, 'ly': 2, 're': 2, 'co.il': 1, 'sk': 1, 'net.cn': 1, 'jp': 1, 'dhl': 1, 'gs': 1, 'systems': 1, 'biz': 1, 'com.au': 1, 'pub': 1, 'jo': 1, 'ai': 1, 'st': 1, 'pro': 1, 'org.br': 1})\n" ] } ], "source": [ "import collections\n", "for i in range(len(opsuffix)):\n", - " counter=collections.Counter(opsuffix)\n", - "print(counter)" + " counter_script_url=collections.Counter(opsuffix)\n", + "print(counter_script_url)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "#Store in a Json file\n", + "with open('canvas_script_url.json', 'w') as f:\n", + " f.write(json.dumps(counter_script_url)) " + ] + }, + { + "cell_type": "code", + "execution_count": 35, "metadata": {}, "outputs": [ { @@ -1766,18 +836,18 @@ "47" ] }, - "execution_count": 29, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "len(counter)" + "len(counter_script_url)" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 46, "metadata": {}, "outputs": [ { @@ -1794,8 +864,182 @@ } ], "source": [ - "import pandas as pd\n", - "dfplot = pd.DataFrame({'domain':['com','network','net','es', 'cn','de','ca','co.uk','it','co.jp'], 'count':[851,118,96,83,52,44,36,35,23,15]})\n", + "# Arange in descending order \n", + "c=Counter(counter_script_url)\n", + "counter_script_url=dict(c.most_common())\n", + "#Convert to list for plotting\n", + "domain=list(counter_script_url.keys())\n", + "count=list(counter_script_url.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain[0:10], 'count':count[0:10]})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Frequency of each TLD for location" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 2235, 'net': 182, 'es': 137, 'network': 112, 'de': 93, 'fr': 74, 'it': 74, 'co.uk': 74, 'cn': 69, 'ru': 68, 'ca': 57, 'org': 40, 'com.tw': 31, 'tv': 28, 'co': 26, 'gov': 24, 'pl': 21, 'cz': 20, 'jp': 20, 'ws': 20, 'cc': 18, 'sc': 18, 'co.jp': 18, 'vn': 17, 'com.br': 16, 'in': 15, 'ch': 11, 'com.cn': 10, 'edu': 10, 'lol': 9, 'io': 8, 'ac.uk': 7, 'com.hk': 5, 'biz': 5, 'sexy': 4, 'com.vn': 4, 'hk': 4, 'co.il': 4, 'az': 4, 'to': 3, 'ie': 3, 'sk': 3, 'zone': 3, 'com.au': 3, 'nl': 3, 'watch': 3, 'at': 2, 'ec': 2, 'club': 2, 'bz': 2, 'com.tr': 2, 'vc': 2, 'dhl': 1, 'pw': 1, 'co.za': 1, 'co.kr': 1, 'no': 1, 'eu': 1, 'gp': 1, 'jo': 1, 'com.uy': 1, 'co.th': 1})\n" + ] + } + ], + "source": [ + "for i in range(len(locs)):\n", + " counter_location=collections.Counter(opsuffix_locs)\n", + "print(counter_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Counter({'net': 182,\n", + " 'ru': 68,\n", + " 'com': 2235,\n", + " 'com.cn': 10,\n", + " 'es': 137,\n", + " 'com.br': 16,\n", + " 'cz': 20,\n", + " 'network': 112,\n", + " 'edu': 10,\n", + " 'fr': 74,\n", + " 'cc': 18,\n", + " 'pl': 21,\n", + " 'it': 74,\n", + " 'de': 93,\n", + " 'tv': 28,\n", + " 'com.hk': 5,\n", + " 'co': 26,\n", + " 'ch': 11,\n", + " 'com.tw': 31,\n", + " 'co.uk': 74,\n", + " 'org': 40,\n", + " 'ca': 57,\n", + " 'cn': 69,\n", + " 'vn': 17,\n", + " 'gov': 24,\n", + " 'at': 2,\n", + " 'dhl': 1,\n", + " 'jp': 20,\n", + " 'sc': 18,\n", + " 'sexy': 4,\n", + " 'to': 3,\n", + " 'com.vn': 4,\n", + " 'co.jp': 18,\n", + " 'hk': 4,\n", + " 'ie': 3,\n", + " 'ac.uk': 7,\n", + " 'ws': 20,\n", + " 'in': 15,\n", + " 'co.il': 4,\n", + " 'lol': 9,\n", + " 'pw': 1,\n", + " 'io': 8,\n", + " 'ec': 2,\n", + " 'sk': 3,\n", + " 'zone': 3,\n", + " 'com.au': 3,\n", + " 'az': 4,\n", + " 'co.za': 1,\n", + " 'co.kr': 1,\n", + " 'no': 1,\n", + " 'eu': 1,\n", + " 'nl': 3,\n", + " 'club': 2,\n", + " 'bz': 2,\n", + " 'gp': 1,\n", + " 'jo': 1,\n", + " 'com.uy': 1,\n", + " 'biz': 5,\n", + " 'watch': 3,\n", + " 'com.tr': 2,\n", + " 'vc': 2,\n", + " 'co.th': 1})" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "counter_location" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# Store in a json file\n", + "with open('canvas_location.json', 'w') as f:\n", + " f.write(json.dumps(counter_location)) " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "62" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(counter_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Arange in descending order \n", + "c=Counter(counter_location)\n", + "counter_location=dict(c.most_common())\n", + "#Convert to list for plotting\n", + "domain=list(counter_location.keys())\n", + "count=list(counter_location.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain[0:10], 'count':count[0:10]})\n", "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" ] }, diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb old mode 100644 new mode 100755 index 25ea856..0a8655e --- a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/FontFingerprintingTLD.ipynb @@ -6,22 +6,18 @@ "source": [ "## Extract TLD in ont Fingerprinting scripts\n", "\n", - "This notebook extracts the TLDs in Font Fingerprinting scripts. The heuristics to find out the Font Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Font Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Font%20Fingerprinting%20Heuristics.ipynb)." + "This notebook extracts the TLDs for script_url and location in Font Fingerprinting scripts. The heuristics to find out the Font Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/Font Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/Font%20Fingerprinting%20Heuristics.ipynb)." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ - "/home/soumya/.conda/envs/overscripted/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/soumya/.conda/envs/overscripted/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", "/home/soumya/.conda/envs/overscripted/lib/python3.6/site-packages/distributed/bokeh/core.py:57: UserWarning: \n", "Port 8787 is already in use. \n", "Perhaps you already have a cluster running?\n", @@ -37,8 +33,8 @@ "\n", "

Client

\n", "\n", "\n", "\n", @@ -53,21 +49,22 @@ "" ], "text/plain": [ - "" + "" ] }, - "execution_count": 1, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dask.dataframe as dd\n", + "import pandas as pd\n", "import re\n", "import json\n", "\n", "from dask.distributed import Client, progress\n", - "from collections import defaultdict\n", + "from collections import defaultdict, Counter\n", "\n", "DATA_DIR = 'YOUR DATA DIRECTORY HERE'\n", "DATA_DIR_FULL = '/home/soumya/Dataset/sample_0.parquet'\n", @@ -83,7 +80,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 4, "metadata": { "scrolled": true }, @@ -211,7 +208,7 @@ "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... None " ] }, - "execution_count": 2, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -230,22 +227,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 8, "metadata": {}, "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/soumya/.local/lib/python3.6/site-packages/pandas/core/ops.py:1649: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n", - " result = method(y)\n" - ] - }, { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 11min 59.0s\r" + "[########################################] | 100% Completed | 1min 57.9s\r" ] } ], @@ -258,7 +247,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 9, "metadata": {}, "outputs": [ { @@ -354,7 +343,7 @@ "1_0004d550953191c5723947694ac872f7e277d94041ae0... http://www.mvideo.ru/aksessuary-dlya-avtomobil... " ] }, - "execution_count": 4, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -366,15 +355,15 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "CPU times: user 5.28 s, sys: 156 ms, total: 5.44 s\n", - "Wall time: 5.52 s\n" + "CPU times: user 5.22 s, sys: 143 ms, total: 5.37 s\n", + "Wall time: 5.21 s\n" ] } ], @@ -389,7 +378,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 11, "metadata": {}, "outputs": [], "source": [ @@ -399,7 +388,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -418,7 +407,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ @@ -435,14 +424,14 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 3min 39.3s\r" + "[########################################] | 100% Completed | 1min 59.8s\r" ] } ], @@ -456,7 +445,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "metadata": {}, "outputs": [ { @@ -525,7 +514,7 @@ " http://sspy-up.gov.in/index.aspx 2" ] }, - "execution_count": 10, + "execution_count": 15, "metadata": {}, "output_type": "execute_result" } @@ -538,7 +527,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -547,7 +536,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -556,7 +545,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -566,7 +555,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "metadata": {}, "outputs": [ { @@ -585,7 +574,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ @@ -602,7 +591,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "metadata": {}, "outputs": [ { @@ -626,7 +615,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -643,7 +632,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -660,7 +649,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "metadata": {}, "outputs": [ { @@ -680,7 +669,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 25, "metadata": {}, "outputs": [], "source": [ @@ -689,14 +678,14 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 16.6s\r" + "[########################################] | 100% Completed | 12.6s\r" ] } ], @@ -708,7 +697,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 27, "metadata": {}, "outputs": [ { @@ -725,20 +714,20 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['https://m.stripe.network/inner.html#referrer=&title=Atlas%20Neck%20Brace%E2%84%A2%20%7C%20Engineered%20flexibility.&url=http%3A%2F%2Fwww.atlasbrace.com%2F&muid=f1ba4b11-0d12-4657-8b8b-2b90b0b0ac48&sid=e9c96990-16c2-47cf-88f3-638e678cbc0a&preview=false&',\n", - " 'https://m.stripe.network/inner.html#referrer=&title=Delivery%20in%20Boston%20-%20Postmates%20On-Demand%20Delivery&url=https%3A%2F%2Fpostmates.com%2Fcity%2Fboston&muid=0e6fba25-d178-4fc2-98b2-c93a95c76e58&sid=9ce336bf-0fa3-43cf-a476-781ee4683c53&preview=false&',\n", - " '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", - " 'https://m.stripe.network/inner.html#referrer=&title=Tote%20Bags%20T-shirts%20%7C%20Unique%20Tote%20Bags%20Apparel%20%7C%20Teespring&url=https%3A%2F%2Fteespring.com%2Fshop%2Ftote-bags-tshirts%3Ftsmac%3Dmarketplace%26tsmic%3Dnavigation&muid=f2b3fc62-3d03-452b-897d-51cc8da10e8a&sid=b2109ce1-57a7-4060-8f12-32f04bd23865&preview=false&',\n", - " 'https://www.westernunion.com/etc/clientlibs/westernunion/wu_common.js?seed=AMBA8l9gAQAAwL58xk7T-xSIpGVxr4pOP4HPR4Dg635W8C1UqokiVVneHyHD']" + "['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://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", + " 'https://t1.musthird.com/fp/check.js;CIS3SID=3BC39B2D37C93E953A0735D3AFCCBD4F?org_id=kfgn8s24&session_id=1513453722--4397116f1851ce69f7181ea3&nonce=a3c9b1ee33c05e98&pageid=1',\n", + " 'https://m.stripe.network/inner.html#referrer=&title=Quantitative%20Analyst%20with%20R%20Track%20%7C%20DataCamp&url=https%3A%2F%2Fwww.datacamp.com%2Ftracks%2Fquantitative-analyst-with-r&muid=70db1b43-7f89-4fdd-8d46-f12eeb389340&sid=6b20aaa9-bfe7-449b-b34a-10ea9f02e06a&preview=false&',\n", + " 'https://m.stripe.network/inner.html#url=https%3A%2F%2Fwww.wappalyzer.com%2Fcategories%2Fnetwork-devices&title=Wappalyzer%20-%20Network%20Devices&referrer=&muid=ff713277-81ce-4cc7-8947-7a51932aa196&sid=3f08bb58-aa3a-4ece-887d-dc5c50dcb1bd&preview=false']" ] }, - "execution_count": 23, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -747,23 +736,74 @@ "font_fp_urls[0:5]" ] }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "165" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(font_fp_urls)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://m.stripe.network/inner.html#referrer=&...\n", + "1 https://m.stripe.network/inner.html#referrer=&...\n", + "2 https://phimbathu.com/tag/chau-tinh-tri-7.html\n", + "3 https://www.macys.com/shop/kids-clothes/baby-c...\n", + "4 https://www.llbean.com/llb/shop/514368?nav=ftl...\n", + "5 https://m.stripe.network/inner.html#referrer=&...\n", + "6 https://www.britishairways.com/travel/low-pric...\n", + "7 https://m.stripe.network/inner.html#url=https%...\n", + "8 http://kenh14.vn/sport/hau-truong.chn\n", + "9 https://m.stripe.network/inner.html#referrer=&...\n", + "Name: location, dtype: object" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "location=locs.compute()\n", + "location[0:10]" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Extract TLD" + "## Extract TLD for script_url" ] }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "['network', 'network', 'network', 'network', 'com', 'network', 'com', 'network', 'network', 'com', 'net', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'net', 'network', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'network', 'com', 'network', 'network', 'network', 'network', 'net', 'network', 'network', 'network', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'com', 'network', 'com', 'network', 'network', 'com', 'vn', 'network', 'network', 'network', 'com', 'com', 'com', 'com', 'network', 'vn', 'network', 'network', 'com', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'com', 'network', 'com', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'com', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'network', 'network', 'com', 'network', 'com', 'com', 'network', 'network', 'network', 'com', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'net', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'com', 'network', 'network', 'network', 'network', 'com', 'com', 'network']\n" + "['network', 'network', 'com', 'network', 'network', 'com', 'com', 'network', 'network', 'com', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'com', 'com', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'vn', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'vn', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'net', 'network', 'network', 'network', 'network', 'com', 'net', 'network', 'com', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'network', 'com', 'network', 'com', 'network', 'network', 'com', 'network', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'network', 'net', 'com', 'network', 'network', 'com', 'com', 'network', 'network', 'com', 'network', 'com', 'net', 'network', 'network', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'com', 'network', 'com', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'com', 'com', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'network', 'com', 'com', 'network', 'com', 'network', 'network', 'network', 'com', 'network', 'network', 'network']\n" ] } ], @@ -777,81 +817,188 @@ "print(opsuffix)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Extract TLD for location" + ] + }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['network', 'network', 'com', 'com', 'com', 'network', 'com', 'network', 'vn', 'network', 'vn', 'network', 'network', 'network', 'network', 'com', 'com.tr', 'net', 'network', 'network']\n" + ] + } + ], + "source": [ + "opsuffix_locs=[]\n", + "opurls_locs=[]\n", + "for i in range(len(locs)):\n", + " opurls_locs.append(tldextract.extract(location[i]))\n", + " opsuffix_locs.append(opurls_locs[i].suffix)\n", + "print(opsuffix_locs[0:20])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD for script_url" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'network': 110, 'com': 49, 'net': 4, 'vn': 2})\n" + ] + } + ], + "source": [ + "import collections\n", + "for i in range(len(opsuffix)):\n", + " counter_script_url=collections.Counter(opsuffix)\n", + "print(counter_script_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "165" + "4" ] }, - "execution_count": 25, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "len(font_fp_urls)" + "len(counter_script_url)" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "# Store in a json file\n", + "with open('font_script_url.json', 'w') as f:\n", + " f.write(json.dumps(counter_script_url))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Arange in descending order \n", + "c=Counter(counter_script_url)\n", + "counter_script_url=dict(c.most_common())\n", + "#Convert to list for plotting\n", + "domain=list(counter_script_url.keys())\n", + "count=list(counter_script_url.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Frequency of each TLD" + "## Frequency of each TLD for location" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Counter({'network': 110, 'com': 49, 'net': 4, 'vn': 2})\n" + "Counter({'network': 110, 'com': 73, 'vn': 16, 'net': 16, 'com.vn': 4, 'com.tr': 2, 'in': 2, 'gr': 1, 'eu': 1, 'com.ar': 1, 'fi': 1, 'es': 1, 'com.uy': 1})\n" ] } ], "source": [ - "import collections\n", - "for i in range(len(opsuffix)):\n", - " counter=collections.Counter(opsuffix)\n", - "print(counter)" + "for i in range(len(locs)):\n", + " counter_location=collections.Counter(opsuffix_locs)\n", + "print(counter_location)" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "# Store in a json file\n", + "with open('font_location.json', 'w') as f:\n", + " f.write(json.dumps(counter_location)) " + ] + }, + { + "cell_type": "code", + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "4" + "13" ] }, - "execution_count": 27, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "len(counter)" + "len(counter_location)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 52, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -863,8 +1010,14 @@ } ], "source": [ - "import pandas as pd\n", - "dfplot = pd.DataFrame({'domain':['network','com','net','vn'], 'count':[110,49,4,2]})\n", + "# Arange in descending order \n", + "c=Counter(counter_location)\n", + "counter_location=dict(c.most_common())\n", + "#Convert to list for plotting\n", + "domain=list(counter_location.keys())\n", + "count=list(counter_location.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain[0:10], 'count':count[0:10]})\n", "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" ] }, diff --git a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb old mode 100644 new mode 100755 index b84356b..6366624 --- a/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb +++ b/analyses/2019_03_soumya_analysis_outreachy/2019_03_soumya_TlD_analysis/WebRTCFingerprintingTLD.ipynb @@ -6,12 +6,12 @@ "source": [ "## Extract TLD in WebRTC Fingerprinting scripts\n", "\n", - "This notebook extracts the TLDs in WebRTC Fingerprinting scripts. The heuristics to find out the WebRTC Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/WebRTC Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/WebRTC%20Fingerprinting%20Heuristics.ipynb)." + "This notebook extracts the TLDs for script_url and location in WebRTC Fingerprinting scripts. The heuristics to find out the WebRTC Fingerprinting scripts is directly taken from [2019_03_willougr_fingerprinting_implementation_sixth_sense/WebRTC Fingerprinting Heuristics](https://github.com/mozilla/overscripted/blob/master/analyses/2019_03_willougr_fingerprinting_implementation_sixth_sense/WebRTC%20Fingerprinting%20Heuristics.ipynb)." ] }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -37,8 +37,8 @@ "\n", "

Client

\n", "\n", "\n", "\n", @@ -53,16 +53,18 @@ "" ], "text/plain": [ - "" + "" ] }, - "execution_count": 1, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import dask.dataframe as dd\n", + "import pandas as pd\n", + "from collections import Counter\n", "import json\n", "\n", "from dask.distributed import Client, progress\n", @@ -81,7 +83,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 6, "metadata": {}, "outputs": [ { @@ -177,7 +179,7 @@ "1_0000813d43acf1fe219ada01597cfb1d5dc9c12b61f34... http://serienjunkies.org/smilf/smilf-season-1-... " ] }, - "execution_count": 2, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" } @@ -197,7 +199,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -212,7 +214,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "[### ] | 8% Completed | 50.4s" + "[########################################] | 100% Completed | 30.2s\r" ] } ], @@ -224,9 +226,92 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 8, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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script_urllocation
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1_009b1cd1cc99c638f3ca546996cc3fade323d725907078138bf457d6.json__41https://g.alicdn.com/security/umscript/3.3.2/u...https://login.taobao.com/member/login.jhtml?fr...
\n", + "
" + ], + "text/plain": [ + " script_url \\\n", + "call_id \n", + "1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca2... http://g.alicdn.com/secdev/sufei_data/3.2.2/in... \n", + "1_004010408d52b4795f9c28996bc478ce21097bd70a25c... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7... https://g.alicdn.com/secdev/sufei_data/3.2.2/i... \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://g.alicdn.com/security/umscript/3.3.2/u... \n", + "\n", + " location \n", + "call_id \n", + "1_0001e211e7dd3877ff0243ae0ba0d1f6f9963ca210656... https://maniform.world.tmall.com/category-1282... \n", + "1_00192dd939606d0cf33d4ad4b9af45016033991bd0ca2... http://c.youku.com/abouteg/youtu \n", + "1_004010408d52b4795f9c28996bc478ce21097bd70a25c... https://list.tmall.com/search_product.htm?acm=... \n", + "1_006fa636a8391d1f4f4b79dcb0a6b76f1121b488f31b7... https://list.tmall.com/search_product.htm?abbu... \n", + "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://login.taobao.com/member/login.jhtml?fr... " + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "onicecandidate_candidate_urls_df = onicecandidate_candidate_urls_df.compute()\n", "onicecandidate_candidate_urls_df.head()" @@ -234,7 +319,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -250,14 +335,14 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 1min 22.4s\r" + "[########################################] | 100% Completed | 21.9s\r" ] } ], @@ -269,7 +354,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -350,7 +435,7 @@ "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://login.taobao.com/member/login.jhtml?fr... " ] }, - "execution_count": 7, + "execution_count": 11, "metadata": {}, "output_type": "execute_result" } @@ -362,7 +447,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -378,14 +463,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 58.5s\r" + "[########################################] | 100% Completed | 21.7s\r" ] } ], @@ -397,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [ { @@ -478,7 +563,7 @@ "1_009b1cd1cc99c638f3ca546996cc3fade323d72590707... https://login.taobao.com/member/login.jhtml?fr... " ] }, - "execution_count": 10, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" } @@ -490,7 +575,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ @@ -506,7 +591,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "metadata": {}, "outputs": [], "source": [ @@ -516,7 +601,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [ { @@ -535,7 +620,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 18, "metadata": {}, "outputs": [], "source": [ @@ -559,7 +644,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -577,7 +662,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -596,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ @@ -613,7 +698,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, "outputs": [], "source": [ @@ -630,7 +715,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -650,7 +735,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "metadata": {}, "outputs": [], "source": [ @@ -659,14 +744,14 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "[########################################] | 100% Completed | 1min 21.3s\r" + "[########################################] | 100% Completed | 15.4s\r" ] } ], @@ -678,7 +763,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "metadata": {}, "outputs": [ { @@ -695,20 +780,20 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['https://www.westernunion.com/etc/clientlibs/westernunion/wu_common.js?seed=AMC0qWFgAQAA3daqXevDq9gMSnOX_iS5bPawtu5rBu6_sH7i6aPGIpPhwcKJ',\n", - " 'https://imgs.signifyd.com/fp/check.js;CIS3SID=46FAAF9D930623535273CF4E2B2782CC?org_id=w2txo5aa&session_id=01242de5f6a9596633701c18fda3d767&pageid=1&nonce=02c5fd061a23e90e',\n", - " 'https://t1.tacdn.com/fp/check.js;CIS3SID=1A4F45FF67BC329B2A5E8D83E9F866A4?org_id=0w57c49k&session_id=7db13b749160429de9b5b5a1053693a5&pageid=1&nonce=9885f23990657754',\n", - " 'https://js.ad-score.com/score.min.js?pid=1000343&tt=g#tid=DFP_JS&l1=/15188745/Lipsum-Unit3&l2=lipsum.com&l3=https://fi.lipsum.com/&phfl=l6&uip=%%USER_IP%%&pub_domain=https://fi.lipsum.com/&ref=https://fi.lipsum.com/&cb=7763056',\n", - " 'https://static.fraudmetrix.cn/fm.js?ver=0.1&t=420401']" + "['https://carrinho.pontofrio.com.br/Js/TagManager/external/sloth1.4.6.71bfad3.js',\n", + " 'https://pixel.yabidos.com/flimpobj.js?cb=1513446037871&ver1=2.1.9&rnd=hr5roybrixfx&cid=726',\n", + " 'https://socauth.privatbank.ua/cp/handler.html?startLoadFrame=1513454438523&quick_start=1&is_collect_gpu=1&seance=1513454438531.0140.3167444152788419allo.ua0.6844558841191968&visit_num=1&sys=10012355.UA&redirect_count=0&navigation_type=0&navigation_start_datetime=1513454435&visit_id=1513454438534.1130.5894160589450229https%253A%252F%252Fallo.ua%252Fksenon%252F0.3851809444257299&load_time=14',\n", + " 'https://cdn02.tiket.photos/min/f=js/general.js,js/jquery.cookie.js,js/jquery.qtip.min.js,js/jquery.easing-1.3.pack.js,js/jquery.dropdown.js,js/tiket2/jquery.carousel.js,js/tiket2/home.js,js/floating-widget.js,js/jquery/jquery.datepicker-id.js,js/socmed.js,js/dropdown.js,js/dropdownfixer.js,2/js/custom.js,2/js/currency.js,2/js/third_party/emarsys.js,2/js/global-custom.js?20171207_1610',\n", + " 'https://socauth.privatbank.ua/cp/handler.html?startLoadFrame=1513423965446&quick_start=1&is_collect_gpu=1&seance=1513423965448.28080.580090191165661allo.ua0.4301625234482199&visit_num=1&sys=10012355.UA&redirect_count=0&navigation_type=0&navigation_start_datetime=1513423959&visit_id=1513423965449.63430.3698827617540381https%253A%252F%252Fallo.ua%252Fru%252Fproducts%252Fphotocameras%252Fproizvoditel-canon%252F0.15403440156454495&load_time=3']" ] }, - "execution_count": 23, + "execution_count": 27, "metadata": {}, "output_type": "execute_result" } @@ -717,74 +802,75 @@ "webrtc_fp_urls[0:5]" ] }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 https://maniform.world.tmall.com/category-1282...\n", + "1 https://torrentsgroup.com/torrents.php?cat=49\n", + "2 http://c.youku.com/abouteg/youtu\n", + "3 https://list.tmall.com/search_product.htm?acm=...\n", + "4 http://www.thebay.com/webapp/wcs/stores/servle...\n", + "5 https://list.tmall.com/search_product.htm?abbu...\n", + "6 https://login.taobao.com/member/login.jhtml?fr...\n", + "7 https://www.jomashop.com/glycine-watches.html\n", + "8 https://list.tmall.com/search_product.htm?cat=...\n", + "9 https://finviz.com/screener.ashx?v=210&s=ta_p_...\n", + "Name: location, dtype: object" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "location=locs.compute()\n", + "location[0:10]" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Extract TLD" + "## Extract TLD for script_url" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "['com',\n", - " 'com',\n", - " 'com',\n", + "['com.br',\n", " 'com',\n", - " 'cn',\n", " 'ua',\n", - " 'com',\n", - " 'es',\n", - " '',\n", - " 'cn',\n", - " 'com',\n", " 'photos',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'cn',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'net',\n", - " 'cn',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", " 'ua',\n", - " 'com',\n", - " 'com',\n", - " 'com',\n", " 'ua',\n", " 'com',\n", - " 'vn',\n", - " 'net',\n", - " 'ua',\n", " 'com',\n", + " 'ua',\n", " 'com',\n", + " 'cn',\n", " 'com',\n", " 'com',\n", - " 'com.br',\n", + " 'cn',\n", " 'com',\n", " 'com',\n", - " 'photos',\n", + " '',\n", + " 'cn',\n", " 'com',\n", - " 'com']" + " 'cn']" ] }, - "execution_count": 24, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -796,12 +882,12 @@ "for i in range(len(webrtc_fp_urls)):\n", " opurls.append(tldextract.extract(webrtc_fp_urls[i]))\n", " opsuffix.append(opurls[i].suffix)\n", - "opsuffix[0:50]" + "opsuffix[0:20]" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "metadata": {}, "outputs": [ { @@ -810,7 +896,7 @@ "230" ] }, - "execution_count": 25, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -823,32 +909,72 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Frequency of each TLD" + "## Extract TLD for location" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "Counter({'com': 143, 'cn': 42, 'ua': 22, 'net': 11, 'photos': 4, 'vn': 2, 're': 2, 'es': 1, '': 1, 'com.br': 1, 'io': 1})\n" + "['com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'com', 'hk', 'com', 'tv']\n" + ] + } + ], + "source": [ + "opsuffix_locs=[]\n", + "opurls_locs=[]\n", + "for i in range(len(locs)):\n", + " opurls_locs.append(tldextract.extract(location[i]))\n", + " opsuffix_locs.append(opurls_locs[i].suffix)\n", + "print(opsuffix_locs[0:20])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD for script_url" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 143, 'cn': 42, 'ua': 22, 'net': 11, 'photos': 4, 'vn': 2, 're': 2, 'com.br': 1, '': 1, 'io': 1, 'es': 1})\n" ] } ], "source": [ "import collections\n", "for i in range(len(opsuffix)):\n", - " counter=collections.Counter(opsuffix)\n", - "print(counter)" + " counter_script_url=collections.Counter(opsuffix)\n", + "print(counter_script_url)\n" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# Store in a json file\n", + "with open('WebRTC_script_url.json', 'w') as f:\n", + " f.write(json.dumps(counter_script_url)) \n" + ] + }, + { + "cell_type": "code", + "execution_count": 34, "metadata": {}, "outputs": [ { @@ -857,23 +983,23 @@ "11" ] }, - "execution_count": 27, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "len(counter)" + "len(counter_script_url)" ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 40, "metadata": {}, "outputs": [ { "data": { - "image/png": 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3aUGf5JQk9yS5L8nyyTqOJGnHJmXoJskM4C+BNwAjwPeSrKqquyfjeNJUmi4TvDmMpe2ZrDH6BcB9VXU/QJKrgEWAQS+1mL/0BlfDoOqAyRu6OQR4uGt5pGmTJO1iqarBd5qcBryxqv5zs3wWsKCq3t+1zVJgabP4CuCePg87B3i8zz4GYTrUMR1qgOlRhzU8bzrUMR1qgOlRxyBqeFlVDY230WQN3YwAh3YtzwMe6d6gqlYAKwZ1wCRrq2p4UP3tznVMhxqmSx3WML3qmA41TJc6dmUNkzV08z3g8CSHJfkl4HRg1SQdS5K0A5NyRl9VW5K8D/h7YAZwWVWtn4xjSZJ2bNKujK2qrwJfnaz+xzCwYaA+TYc6pkMNMD3qsIbnTYc6pkMNMD3q2GU1TMofYyVJ04dTIEhSyxn02mWSnJrkyAH1tTHJnAlsf1KSEwZxbLVbkhuSTMqnYZJ8azL6HY9Br13pVGAgQd+Dk4BdHvTp8H3WMkl6+vtmVU3JycZu8QJM8s4kdyS5PcnnkrwsyZqmbU2SlzbbXZ7kY0muT3J/ktcluSzJhiSX74K6Lk9yaZJvNcdfPOhjjlHD/CR3dS1/MMkFSd6d5HtNbV9IsvckHXtDkk8mWZ/k60lelOTlSb6WZF2Sf0hyRHM2/Vbg4iS3JXn5BI7x/SQrm+f6mq7H8v4ktyS5M8kRzfazk3y52fY7SY5JMh94D/CB5tiv3cFr6LQkdzXP2419Pi8fBW4Bzkry7abWzyfZt5d+J3D8/5Hk97qWL0jyh82Z6jXN83lFkkxmHc2xz0xyc/O8fyLJjOZ9clfzc/tAj/1Odiac2byP70qyoOnrgiQrknwd+GyPdf9zc5skF3c9D2/rpb+dVlXT+h9wFJ2rZuc0y7OBvwGWNMvnAF9u7l8OXAWEztw6PwH+DZ1faOuA4ya5rsuBzzfHO5LOfD+T/fzMB+7qWv4gcAFwQFfbnwLvn6Rjb9n6vAJXA2cCa4DDm7bfAK7r+vks7uEYBbymWb6seYwbtz4m4PeATzX3/wI4v7n/euC25v4FwAe7+t3ea+hO4JDm/kv6eF6eBX6TztWPNwL7NOs+DPzJJL8mjge+0bV8N/BO4Md0Ll7cA/g2cOIk1/HK5nnes1n+KHA+sLprmwk/x9t57w0sE4AbgE82939r6/ureQ2tA17Ux3Pyz83tfwJW0/n4+UHAQ8DcyfpZ7A5n9K8HrqmqxwGq6gng1cBfN+s/B5zYtf3fVOeZvBN4tKrurKpngfV03oCTWRd0XmDPVmemzoMGeLyJOro5m74TOIPOm2MyPFBVtzX319F5jk8APp/kNuATwNw+j/FwVd3U3P8rnv95f3Gb49Ks+xxAVV0HHJDkl8foc3uvoZuAy5O8m86bsFcPVtV36IT9kcBNzfOxBHhZH/2Oq6puBQ5McnCSY4Ef0gmSm6tqpHk/3MZg3w9jWQi8is7stbc1y7OBX03yF0lOoRO8E7UrMuHKpu8bgRcneUnTvqqq/m8PNW/rRODKqnqmqh4FvgH8+gD6HdPu8A1ToXNGtyPd659qbp/tur91eZCPd3t1PbXNNpNtC/9yCG5Wc3s5cGpV3Z7kbDpj1JOh+/E+Q+eX24+q6rgBHmPb53nr8tZjP8PzP9uxnvOd+QxxAVTVe5L8BvBm4LYkx1XV5gnWC/CzrnpWV9Xbe+ijH9cAi4FfoXNGC///z2qy3/8BVlbVuf+iMTkPeCPwXuB36JyBT7Tfyc6E7b3mfrbthj3aFdnwnN3hjH4N8DtJDoDOGCzwLTrTKkDnbPWb06SuqfAonbO3A5LsBbylad8P2JRkTzrP0a7yE+CBdCa22zoWeWyz7qdNXRP10iSvbu6/nR3/vG+kebxJTgIer6qfjHHsMV9DSV5eVd+tqj+hM+FU95xNvfgO8Jok/6rpf+8k/7rPPnfGVXQe32I6oT8V1gCLkxwIz/395GXAHlX1BeCPgV/rsd/JzoS3NX2fCPy4qn7cZ3/buhF4W/M3iyE6Q0Q3D/gYz5n2Z/RVtT7JhcA3kjwD3AosAy5L8l+BUeB3p0ldu1xVPZ3kvwPfBR4Avt+s+uOm7UE6/2XtJWB7dQbwsSR/BOxJJ3Rub24/mWQZnbH6/7OT/W0AliT5BHAv8DHg/dvZ9gLgM0nuAH5OZ6gEOmO41yRZ1Oy7vdfQxUkOp3PGtaapu2dVNdr8j+rK5hcxwB8B/9hPvztx3PVJ9gN+UFWbkrxiMo+3nRrubl4DX0/nk0dPA/8F+FKe/yTSudvtYPv9DjwTknwK+HhVrW2afpjORyFfzMT/x7EzvkRnuOl2Ov9b+FBV/dMkHAfwylhNc+l8YuZvq+roKS5F2m3tDkM3kqQ+eEYvSS3nGb0ktZxBL0ktZ9BLUssZ9HrBaOYq+eAk9v/VrisopWlj2n+OXtpdVNW/m+oapLF4Rq9WS3JeknuS/G/gFU3bcenMbHlHki8l2b9pvyHJnye5sZnd8NeTfDHJvUn+tKvPL6czM+f6JEu72jcmmZPtzOq5yx+81DDo1VpJXkXnsvjjgf/I85NGfRb4cFUdQ+eq4fO7dvtFVf0W8HHgWjrzsRwNnL31knvgnKp6FTAMLOtq73Y48JdVdRTwIzqzFUpTwqBXm70W+FJV/byZ72YVsA+dqXG/0Wyzks48I1utam7vBNZX1aaqegq4n+fnvVmW5HY689gcSifUtzXWrJ7SlHCMXm030SsCdzjTYTNR2m8Dr66qnye5gednDB2rH+jMFOnQjaaMZ/RqsxuB/5DOt17tB/x7OtPM/jDJa5ttzqIzF/jO+mXgh03IH0FnvnlpWvOMXq1VVbck+V90vmTjQeAfmlVLgI+n85WE9zOxmQ6/BrynmR3zHjrDN9K05lw3ktRyDt1IUssZ9JLUcga9JLWcQS9JLWfQS1LLGfSS1HIGvSS1nEEvSS33/wCl7FFWyCVlFAAAAABJRU5ErkJggg==\n", 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9Sc6drH4kSds2KUM3SWYAfwW8ARgBvpdkVVXdMxn9Sf2YyiEjh6u0M0zWGP0C4P6qegAgydXAIsCgl6aBqfoB00+/U9n3rnqfx0zW0M0hwCNd6yNNmyRpJ0tVDf6kyWnAG6vqvzbrZwELqur9XfssBZY2q68A7u2jyznAE30cb7/Tv2/v8+7R9+7Wb799v6yqhibaabKGbkaAQ7vW5wGPdu9QVcuB5YPoLMmaqhoexLnsd3r27X3ePfre3frdWX1P1tDN94DDkxyW5JeA04FVk9SXJGkbJuWKvqo2J3kf8A/ADODyqlo3GX1JkrZt0r4ZW1VfBb46WeffwkCGgOx3Wvftfd49+t7d+t0pfU/Kf8ZKkqYPp0CQpJYz6NW3JKcmObLHYzckmbMD+5+U5IRe+tJgJLkxyZR8QmWQknxrqmvYWQx6DcKpQE9B34OTgNYHfTp22fdnkmk/M25Vtf51NGZav5CSvDPJnUnuSPK5JC9LsrppW53kpc1+VyT5WJIbkjyQ5HVJLk+yPskVk1jPFUkuS/Ktpt/Fg+qrq8/5Se7uWv9gkguTvDvJ95pavpBk7wH3uT7JJ5OsS/L1JC9K8vIkX0uyNsk/Jjmiubp+K3BJktuTvHwb5/x+khXNY7iyq+b3J7k1yV1Jjmj2n53ky82+30lyTJL5wHuADzR9vXYbr4nTktzdPD43bef9/p9Jfq9r/cIkf9hcwa5s6r8ySXp+cLfd/9jj/lHgVuCsJN9uHpvPJ9l3B8412e+dM5vX/d1JFjTnujDJ8iRfBz7bx0OxUyT5l2aZJJc09+WuJG+b5H7PTHJL8xr+RJIZzfMw1v8HBt5pVU3Lf8BRdL4tO6dZnw38LbCkWT8H+HJz+wrgaiB05tT5CfDv6PwgWwscN0n1XAF8vunnSDrz+wz6cZgP3N21/kHgQuCArrY/A94/4D43jz1uwDXAmcBq4PCm7TeA67se/8Xbcc4CXtOsX97clw1jtQO/B3yquf2XwAXN7dcDtze3LwQ+2HXerb0m7gIOaW6/ZDvv9/HAN7rW7wHeCfyYzpf+9gC+DZw4Sa/5+cBzwG/S+bbkTcA+zbYPA38yHd47wI3AJ5vbvzX2+myem7XAiybj8ZmEx/tfmuV/Aa6j81Hwg4CHgbmT1Ocrm+diz2b9o8AFwHVd+2zX63VH/k3nK/rXAyur6gmAqnoSeDXwN832zwEndu3/t9V5lO4CHququ6rqOWAdnTfQZNQDnTfMc9WZmfOgAfSzvY5urqrvAs6g8+YepAer6vbm9lo6j+EJwOeT3A58Api7g+d8pKpubm7/NS88f1/coh+abZ8DqKrrgQOS/PI459zaa+Jm4Iok76bzBp5QVd0GHJjk4CTHAj+k86a/papGmtfT7Qzm9bQ1D1XVd+iE/ZHAzc3jvQR42XaeY2e8d65qzn0T8OIkL2naV1XV/9vOOqeLE4GrqurZqnoM+Abw65PU10LgVXRm9L29WZ8N/GqSv0xyCp0ftgM1ncfRQucKcFu6tz/dLJ/ruj22Poj7ubV6nt5in0HbzL8eYpvVLK8ATq2qO5KcTWfsepC679ezdH6I/aiqjuvjnFs+fmPrY309ywvP1XiP5fZ8FrgAquo9SX4DeDNwe5LjqmrTdhy/ElgM/AqdK93u+rascTL8rFmGzlXe23s4x85472ztufzZljvuAiZlKG4bfa2oqvP+VWNyPvBG4L3A79D5rWtgpvMV/Wrgd5IcAJ0xW+BbdKZTgM5V7DenuJ6d4TE6V5kHJNkLeEvTvh+wMcmedB6LyfYT4MF0JqwbG9c8ttn206aeibw0yaub229n28/fTTT3K8lJwBNV9ZNx+hr3NZHk5VX13ar6EzoTRnXPvbQtVzfnW0wn9KfKd4DXJPk3AEn2TvJvt/PYnfHeeVtz7hOBH1fVj/s831S6CXhbM1Y+RGc46pZJ6ms1sDjJgfD8/0W9DNijqr4A/DHwa4PudNpe0VfVuiQXAd9I8ixwG7AMuDzJfwdGgd+d4np2Rr/PJPlT4LvAg8D3m01/3LQ9ROdX7u0J2n6dAXwsyR8Be9IJxTua5SeTLKMzVv9/t3L8emBJkk8A9wEfA96/lX0vBD6T5E7g53SGLqAzvrkyyaLm2K29Ji5JcjidK6jVTZ0Tap7n/YAfVNXGJK/YnuMGrapGm9/Urmp+wAP8EfBP23HswN87ST4FfLyq1jRNP0zn44kvZsBXn1PgS3SGtu6g85vJh6rqnyejo6q6p3n/fD2dT1U9A/w34Et54VNW5231BD3ym7HaKdL5xMzfVdXRU1yKtNuZzkM3kqQB8IpeklrOK3pJajmDXpJazqCXpJYz6LXbaOZi+eAknv+rXd8QlaaNafs5emlXU1X/YaprkMbjFb1aLcn5Se5N8n+AVzRtx6UzI+adSb6UZP+m/cYkf5Hkpmb2xl9P8sUk9yX5s65zfjmdGTzXJVna1b4hyZxsZfbPnX7npYZBr9ZK8io6X/s/HvjPvDBR1WeBD1fVMXS+VXxB12G/qKrfAj4OXEtn7pGjgbPHphQAzqmqVwHDwLKu9m6HA39VVUcBP6IzQ6I0JQx6tdlrgS9V1c+beXJWAfvQmQb2G80+K+jMbTJmVbO8C1hXVRur6mngAV6YL2dZkjvozEdzKJ1Q39J4s39KU8IxerXdjn4jcJszOTYTrP028Oqq+nmSG3lhRtHxzgOdGS8dutGU8YpebXYT8J/S+etY+wH/kc40uj9M8tpmn7PozD++vX4Z+GET8kfQmTdemta8oldrVdWtSf43nT8W8hDwj82mJcDH0/lThg+wYzM5fg14TzOr5r10hm+kac25biSp5Ry6kaSWM+glqeUMeklqOYNeklrOoJekljPoJanlDHpJajmDXpJa7v8D3N1Z8EwZspAAAAAASUVORK5CYII=\n", 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" ] @@ -885,8 +1011,103 @@ } ], "source": [ - "import pandas as pd\n", - "dfplot = pd.DataFrame({'domain':['com','cn','ua','net', 'photos','re','vn','es','com.br','io'], 'count':[143,42,22,11,4,2,2,1,1,1]})\n", + "# Arange in descending order \n", + "c=Counter(counter_script_url)\n", + "counter_script_url=dict(c.most_common())\n", + "\n", + "#Convert to list for plotting\n", + "domain=list(counter_script_url.keys())\n", + "count=list(counter_script_url.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain, 'count':count})\n", + "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Frequency of each TLD for location" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Counter({'com': 1110, 'cn': 44, 'hk': 39, 'co': 26, 'net': 26, 'ua': 22, 'com.br': 19, 'vn': 16, 'tv': 9, 'es': 5, 'biz': 5, 'com.hk': 4, 'com.vn': 4, 'co.uk': 4, 'io': 4, 'club': 3, 'at': 3, 'fr': 3, 'to': 3, 'sc': 3, 'ie': 3, 'ca': 3, 'in': 3, 'watch': 3, 'ec': 2, 'bz': 2, 'ao': 1, 'jp': 1, 'com.au': 1, 'eu': 1, 'media': 1, 'com.uy': 1, 'pl': 1, 'co.th': 1})\n" + ] + } + ], + "source": [ + "for i in range(len(locs)):\n", + " counter_location=collections.Counter(opsuffix_locs)\n", + "print(counter_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "# Store in a json file\n", + "with open('WebRTC_location.json', 'w') as f:\n", + " f.write(json.dumps(counter_location)) " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "34" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(counter_location)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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jFkSpqqEdbL+DJecBZ1XVP+/WLwSWVtV79ui3CljVrb4KuHeAYecB3x9g/2EZhTpGoQYYjTpGoQYYjTpGoQYYjTpGoQYYTh2vqKr5++s01WcCY8CxfesLgUf27FRV1wDXDGPAJJuqaskwjjXT6xiFGkaljlGoYVTqGIUaRqWOUahhquuY6s8JfAtYnOS4JC8CVgAbprgGSVJnSs8EqmpXkn8N/C96bxG9tqq2TGUNkqSfmvLPCVTV54DPTeGQQ7msNASjUMco1ACjUcco1ACjUcco1ACjUcco1ABTWMeUvjAsSRotzh0kSQ0zBF6gkixKcvc47bcmmfZ3P4yiJOckOWG66xglL/SflyQvS/KvpruO6WQISD91DmAIHKAkM3kiypcBhsBMleSiJH+T5DtJPp7kFUk2dm0bk/zDrt91ST6Y5JYk30vy5iTXJtma5LopqOu6JFcl+Vo3/rnDHnMvZiX5cJItSb6Y5MV9NR6UZG2SP57sIp7v8zQJ4y7qnuOfeQySvDLJF5JsTvLXSY5Pchrwm8AHktyZ5JWTUMvdfevvTfL+JO9O8q3usflUkkMncOzJ/j24oPvZvTvJ0u5Y709yTZIvAtcfYL1/0v/Xd3esP+jOOm5M8t0kNyTJgT4WE3A58MruOf9kkrf21XVdkn86BTWQ5IIkt3d1/EWSWd34dye5K8nvT9rgVTUj/wEn0vsk8bxufS7wl8DKbv2dwGe75euAdUDozVX0Y+Af0QvBzcApk1zXdcAnu/FOoDd/0mQ/PouAXbvvG7AeuAC4FXgd8AngslF6nqbwMdgILO7afgX4Ut/PybmTWMvdfevvBd4PHNnX9sfAeybr8Z3I70H38/LhbvlNu+9DV/tm4MUTeCxOBb7ct34PcBHwI3ofID0I+Dpw+hT8fC7qu0+/Baztll9Eb4qbA75/E6jh1d1zdnC3fjXwPuDmvj4vm6zxZ/KZwK8CN1bV9wGq6nHg9cB/77Z/HDi9r/9fVu/RvAt4tKruqqrngC30fhAmsy7o/SI+V70ZU48e4nj7cn9V3dktb+an9/Mv6P3gr5mCGg70eRq28R6D04BPJrmT3mOxYBLH35/XdGcjdwHn0/tP/UBMxe/BJ7pjfwV4aZKXde0bqur/HWC9VNUdwFFJXp7kZOAHwEPA7VU11tVz5z7qmSyfB341ySHAW4CvTOT+TcAy4LX0ZlW+s1ufC/xikj9Lb/r9H0/W4DP5Wl6A/b2/tX/7U93tc33Lu9eH+Tjsra6n9ugzFfrHfBbYfTnoa8CZSf5LVT05yTUc6PM0bHs+BkcDP6yqUyZxzPHs4mcvv87pbq8Dzqmq7yR5B3DGAR53Kn4P9jz+7vW/ez4F7sWNwLnAP6B3dtJfG/Seq6n+MOuTSW4FzgJ+hy78pkDonYFc+jONyWVdLRcDv03vrG7oZvKZwEbgt5McCZBkLr3/3FZ0288HvjoidY2aj9L7wN4nM/kv6o3a8/Rj4P70JjMkPSd3254ADp+kcR+l99fvkd1fmr/etR8ObE9yML3H4kBNxeP7O92xTwd+VFU/GvB40PuPfwW9ILhxCMebqD2f83XA7wJvpDezwVTYCJyb5CjoPYdJXgEcVFWfAv4I+KXJGnzGnglU1ZYka4AvJ3kWuANYDVyb5N8BO+g9maNQ18ipqiuS/ALw8STnd6fgkzHOKD5P5wMfTPIfgYPp/eJ/p7v9cJLV9F4b+D/DGrCqnknyn4BvAvcD3+02/VHX9iC9SzQHFEKT8fgm+Qjwoara1DX9IMnXgJcypL9Gu7oPB/62qrYnedUwjjuBOnYmua170f7zwB/Se6F7Q1U9PUU13NP9LH4xyUHAM8C/BT7TrQNcutcDDMhPDEtSw2by5SBJ0oAMAUlqmCEgSQ0zBCSpYYaAJDXMEFDzurlr3juJx/9c36dspZEyYz8nIM0UVfXW/feSpodnAmpSksuS3JvkfwOv6tpOSfKNbvbNzyQ5omu/Ncl/TfKVbsbNX07y6ST3pW8W1iSfTW9m0i1JVvW1P5BkXvYyq+mU33mpjyGg5iR5Lb0pC04F/gnwy92m64H/UFUn0fv07vv6dnu6qt4EfAi4id58Lq8B3rF7ygbgnVX1WmAJsLqvvd9i4M+r6kTgh8CUTFUs7Y0hoBa9EfhMVf19Vf0Y2AAcRm+63i93fdbSmzp5tw3d7V3AlqraXlVPAd8Dju22rU7yHeAbXdviccbe28yu0rTwNQG16kDnS9nn7JtJzgB+DXh9Vf19NxvlHH7e3mZ2laaFZwJq0VeA30rvW8YOB36D3rTIP0jyxq7PhcCX93aAcfwC8IMuAI6n98U90sjzTEDNqapvJ/kf9L645EHgr7tNK4EPpfcVj9/jwGbf/ALwL5L8Db1v+vrGEEuWJo2ziEpSw7wcJEkNMwQkqWGGgCQ1zBCQpIYZApLUMENAkhpmCEhSwwwBSWrY/wdq9j6Z6QFU6AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Arange in descending order \n", + "c=Counter(counter_location)\n", + "counter_location=dict(c.most_common())\n", + "\n", + "#Convert to list for plotting\n", + "domain=list(counter_location.keys())\n", + "count=list(counter_location.values())\n", + "\n", + "dfplot = pd.DataFrame({'domain':domain[0:10], 'count':count[0:10]})\n", "ax = dfplot.plot.bar(x='domain', y='count', rot=0)" ] },