{ "metadata": { "name": "" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Analysis of the data from usesthis.com\n", "\n", "The Setup at usesthis.com finds out what people use to get their job done. This is an effort to try to read and analyze that data.\n", "\n", "The base dir is the location where the github url of the usesthis repo is checked out." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import os, markdown, glob, yaml\n", "from re import match, findall, DOTALL\n", "base_dir = '/Users/lpd/gh/usesthis/'\n", "\n", "interview_files = glob.glob('%s/_posts/*'%base_dir)\n", "\n", "all_interviews = []\n", "for interview_file_name in interview_files:\n", " with open(interview_file_name,'r') as interview_file:\n", " md_string = interview_file.read()\n", " yml_header = match('(?P^---.*)\\n---', md_string, DOTALL).groupdict()['yml']\n", " interview = yaml.load(yml_header)\n", " interview['wares'] = [wares[1] for wares in findall('\\[([^\\[\\(\\)]+)\\]\\[([a-z0-9\\.\\-]+)?\\]', md_string) if wares[1]]\n", " all_interviews.append(interview)\n", "interview_frame = pd.DataFrame(all_interviews)\n", "\n", "del interview_frame['layout']\n", "del interview_frame['credits']\n", "del interview_frame['summary']\n", "del interview_frame['title']\n", "\n", "each_used_ware = []\n", "for person_ware in interview_frame.wares:\n", " each_used_ware+=person_ware\n", "ps_wares = pd.Series(each_used_ware)\n", "\n", "ps_wares.value_counts()\n", "\n", "ps_wares.value_counts()[:15].plot(kind='bar')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 1, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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/qtyLFy/i6NGjMBgM8PX1RfXq1VWPtXXr1pgxYwbGjRuHHTt2YNWqVcjLy7N6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\nFi2kf58n2SeffCIOHz4s7t69+7iHQv9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"text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "interview_frame.ix[:10]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n",
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 11 entries, 0 to 10\n",
        "Data columns (total 4 columns):\n",
        "categories    11  non-null values\n",
        "license       0  non-null values\n",
        "slug          11  non-null values\n",
        "wares         11  non-null values\n",
        "dtypes: object(4)\n",
        "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ " categories license slug \\\n", "0 [developer, mac, web] NaN alex.payne \n", "1 [mac, musician] NaN jona.bechtolt \n", "2 [game, suit, windows] NaN gabe.newell \n", "3 [developer, mac, software] NaN steven.frank \n", "4 [mac, writer] NaN john.gruber \n", "5 [artist, icon, mac] NaN david.lanham \n", "6 [mac, musician] NaN jonathan.coulton \n", "7 [developer, mac, web, windows] NaN why \n", "8 [developer, mac, web, windows, writer] NaN gina.trapani \n", "9 [developer, mac, web] NaN paul.graham \n", "10 [developer, mac, software] NaN james.thomson \n", "\n", " wares \n", "0 [macbook-pro, cinema-display, readynas-nv-plus... \n", "1 [audio-kontrol-1, powershot-sd1000, live, mda-... \n", "2 [oa-desk, beyond-tv, windows-xp, office, visua... \n", "3 [mac-pro, macbook-air, apple-tv, itunes, addre... \n", "4 [macbook-pro, cinema-display, iphone-3g, gr-di... \n", "5 [mac-pro, intuos, cintiq, illustrator, on-the-... \n", "6 [mac-mini, digi-002, 376, pod-pro, mx200, ksm3... \n", "7 [] \n", "8 [macbook-pro, icurve, jerker, g1, windows-xp, ... \n", "9 [macbook-air, cinema-display, google-calendar,... \n", "10 [twitkitteh-ios, mac-pro, ipod-touch, filemake... " ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "interview_frame" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
\n",
        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 373 entries, 0 to 372\n",
        "Data columns (total 4 columns):\n",
        "categories    373  non-null values\n",
        "license       1  non-null values\n",
        "slug          373  non-null values\n",
        "wares         373  non-null values\n",
        "dtypes: object(4)\n",
        "
" ], "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "\n", "Int64Index: 373 entries, 0 to 372\n", "Data columns (total 4 columns):\n", "categories 373 non-null values\n", "license 1 non-null values\n", "slug 373 non-null values\n", "wares 373 non-null values\n", "dtypes: object(4)" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "len(ps_wares)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 4, "text": [ "5066" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "iv_cats = interview_frame.categories" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "all_cats = []\n", "for el in iv_cats:\n", " all_cats+=el" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "all_cats[:10]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "['developer',\n", " 'mac',\n", " 'web',\n", " 'mac',\n", " 'musician',\n", " 'game',\n", " 'suit',\n", " 'windows',\n", " 'developer',\n", " 'mac']" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "set_cats = set(all_cats)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "len(all_cats)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "1258" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "len(set_cats)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "72" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "ps_all_cats = pd.Series(all_cats)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "ps_all_cats.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "ps_all_cats.value_counts()[-25:].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 13, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Lli3Jzc3lwIEDhIeHa+fevHmzuBFkzpw5dO7cmeXLlwPwxRdf8MUXX9CxY0cA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\nABs3bqR79+532sAhIjRu3JimTZuyf/9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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "set_wares = set(ps_wares)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "len(set_wares)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "2236" ] } ], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "wares = glob.glob('%s/wares/hardware/*'%base_dir)\n", "hardware = []\n", "for el in wares:\n", " desc = yaml.load(open(el))\n", " desc['title'] = os.path.splitext(os.path.basename(el))[0]\n", " hardware.append(desc)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "wares = glob.glob('%s/wares/software/*'%base_dir)\n", "software = []\n", "for el in wares:\n", " desc = yaml.load(open(el))\n", " desc['title'] = os.path.splitext(os.path.basename(el))[0]\n", " software.append(desc)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "ps_wares" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 18, "text": [ "0 macbook-pro\n", "1 cinema-display\n", "2 readynas-nv-plus\n", "3 time-machine\n", "4 airport-express\n", "5 safari-adblock\n", "6 google-calendar\n", "7 istat-pro\n", "8 google-apps\n", "9 review-board\n", "10 bloom-ios\n", "11 google-reader\n", "12 plan-9\n", "13 audio-kontrol-1\n", "14 powershot-sd1000\n", "...\n", "5051 final-cut-pro\n", "5052 macbook-pro\n", "5053 macbook-air\n", "5054 27q\n", "5055 expansion-portable\n", "5056 mac-os-x\n", "5057 thinkpad-t410s\n", "5058 thinkpad-t410\n", "5059 iphone-5\n", "5060 vmware-fusion\n", "5061 chrome\n", "5062 subversion\n", "5063 macbook-pro\n", "5064 google-docs\n", "5065 tweetbot-ios\n", "Length: 5066, dtype: object" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "pf_used_ware = pd.DataFrame(ps_wares)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 19 }, { "cell_type": "code", "collapsed": false, "input": [ "pf_used_ware" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "\n", "Int64Index: 5066 entries, 0 to 5065\n", "Data columns (total 1 columns):\n", "title 5066 non-null values\n", "dtypes: object(1)" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "software[:2]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 23, "text": [ "[{'description': 'An audio plugin that emulates the 1176 limiter.',\n", " 'name': '1176 (plugin)',\n", " 'title': '1176',\n", " 'url': 'http://www.uaudio.com/store/compressors-limiters/1176-collection.html'},\n", " {'description': 'A web service for uploading videos from mobile phones or webcams.',\n", " 'name': '12seconds',\n", " 'title': '12seconds',\n", " 'url': 'http://12seconds.tv/'}]" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "for el in software:\n", " el['type'] = 'software'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 24 }, { "cell_type": "code", "collapsed": false, "input": [ "for el in hardware:\n", " el['type'] = 'hardware'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 25 }, { "cell_type": "code", "collapsed": false, "input": [ "ware = hardware+software" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "ware[:3]" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 27, "text": [ "[{'description': 'A very powerful scanner.',\n", " 'name': '10000XL',\n", " 'title': '10000xl',\n", " 'type': 'hardware',\n", " 'url': 'http://www.epson.com/cgi-bin/Store/jsp/Product.do?sku=E10000XL-PH'},\n", " {'description': 'Old speakers.',\n", " 'name': '104aB',\n", " 'title': '104ab',\n", " 'type': 'hardware',\n", " 'url': 'http://www.kef.com/html/us/explore/about_kef/museum/1970s/104aBKIT_CantataKIT/index.html'},\n", " {'description': 'A subwoofer.',\n", " 'name': '10S',\n", " 'title': '10s',\n", " 'type': 'hardware',\n", " 'url': 'http://www.shopping.com/KRK-KRK-10S-Subwoofer/info?sb=1'}]" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "len(ware)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 28, "text": [ "3326" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "len(hardware)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "1373" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "len(software)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 30, "text": [ "1953" ] } ], "prompt_number": 30 }, { "cell_type": "code", "collapsed": false, "input": [ "1953+1373" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 31, "text": [ "3326" ] } ], "prompt_number": 31 }, { "cell_type": "code", "collapsed": false, "input": [ "extracted_ware = pd.DataFrame(ware)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 32 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares = pf_used_ware.merge(extracted_ware,on='title',how='inner')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 36 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares[:20]" ], "language": "python", "metadata": {}, "outputs": [ { "html": [ "
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        "<class 'pandas.core.frame.DataFrame'>\n",
        "Int64Index: 20 entries, 0 to 19\n",
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        "title          20  non-null values\n",
        "description    20  non-null values\n",
        "name           20  non-null values\n",
        "type           20  non-null values\n",
        "url            20  non-null values\n",
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" ], "metadata": {}, "output_type": "pyout", "prompt_number": 37, "text": [ " title description name type \\\n", "0 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "1 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "2 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "3 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "4 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "5 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "6 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "7 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "8 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "9 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "10 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "11 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "12 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "13 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "14 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "15 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "16 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "17 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "18 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "19 macbook-pro The popular Intel-based Mac laptop. MacBook Pro hardware \n", "\n", " url \n", "0 http://www.apple.com/macbookpro/ \n", "1 http://www.apple.com/macbookpro/ \n", "2 http://www.apple.com/macbookpro/ \n", "3 http://www.apple.com/macbookpro/ \n", "4 http://www.apple.com/macbookpro/ \n", "5 http://www.apple.com/macbookpro/ \n", "6 http://www.apple.com/macbookpro/ \n", "7 http://www.apple.com/macbookpro/ \n", "8 http://www.apple.com/macbookpro/ \n", "9 http://www.apple.com/macbookpro/ \n", "10 http://www.apple.com/macbookpro/ \n", "11 http://www.apple.com/macbookpro/ \n", "12 http://www.apple.com/macbookpro/ \n", "13 http://www.apple.com/macbookpro/ \n", "14 http://www.apple.com/macbookpro/ \n", "15 http://www.apple.com/macbookpro/ \n", "16 http://www.apple.com/macbookpro/ \n", "17 http://www.apple.com/macbookpro/ \n", "18 http://www.apple.com/macbookpro/ \n", "19 http://www.apple.com/macbookpro/ " ] } ], "prompt_number": 37 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.type=='hardware'].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 38, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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bh+eee06Zetp896MVQEbtshQNjzbsbF9RG5d53vPvX/8vcrvd3q7bvvZ5vNmO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\niIiUlZWJiIher5dnn31WRET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"text": [ "" ] } ], "prompt_number": 38 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.type=='software'].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 39, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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kTJ061WHyVNbm7fn426/0ptZqtRpWsVXPunTpUpo7d67YnjZtGs2bN49atGgh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\n889q2hLVTZA7gASC3AEkEuQ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"text": [ "" ] } ], "prompt_number": 39 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('headphone')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 40, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 40 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('keyboard')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 41, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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jaQNCKaWUUmWmcyBUlaKXslZKqbLTORCqyigoKMBmsxX7GvDdu3cTGBiIl5cXffr04cyZ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\njMd3795dat0dO3bk3//+NwAbNmzg1Kl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"text": [ "" ] } ], "prompt_number": 41 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('display')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 42, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 42 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('phone')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 43, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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iKCgIGRkZ+OijjzB06FDluZMnT2Lv3r1ISUnBzJkzUVBQgOPHj2PDhg04dOgQ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\negDAoEGDkJSUhH79+sHT0xM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"text": [ "" ] } ], "prompt_number": 43 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('text')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 44, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Uo+uYgY65JJNzJJPzdM3lqkp3bswff/yRzZs3k5CQQNWqVZk0aRIffvghOTk5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\nevTowQcffIDJZCrROgDmz5/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"text": [ "" ] } ], "prompt_number": 44 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('backup')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 49, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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IDAzEtGnTUF5errz/jTfeQGBgIEJCQvDdd98BABwOB4YMGQKDwYChQ4fizJkz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\nEbm8Fk92P/30E5YtWwbg6p3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"text": [ "" ] } ], "prompt_number": 49 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('disk')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 50, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wIACgYcOGiImJAQDs3bsXP//8M+655x4AgNPpLDEE3b9/fwBAaGgo0tPT1ZxF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\ngIsUvQO4SNE7gIsUvQN4jIp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"text": [ "" ] } ], "prompt_number": 50 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('storage')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 51, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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smAs75sKOuag9dnBEROSUWINTES/fRdXx8PBCQcEZtcMgclg1rcGxg1MRT/Sm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\nsWMu7JgLO+ai9tjBERGRU2I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"text": [ "" ] } ], "prompt_number": 51 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('server')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 52, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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n5wdUJNNz109PT68Uq1JKKddz6hjdNddcw+TJkwkODqZly5Z06tTJ/l7Dhg2x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\nYGAgu3fv5p133uGhhx4iICC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"text": [ "" ] } ], "prompt_number": 52 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('chair')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 53, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 53 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('tablet')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 55, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 57 }, { "cell_type": "code", "collapsed": false, "input": [ "user_wares.ix[user_wares.description.str.contains('pen')].title.value_counts()[:10].plot(kind='barh')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 61, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wr0WLsu2hxYIC296rkojoYXCOzEJ4HBkRUf1xjoyIiBwOCxlZHMf/FcyFgrlQMBfmYSEj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\nMmFJRET131GOey1aCL8fEBE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"text": [ "" ] } ], "prompt_number": 61 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }