{ "metadata": { "signature": "sha256:c29f8160af1cef2887fdc7a47c359619070614a66d80632e37bff038d1148b9a" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Time to Post on Hacker News " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*by Anton Tarasenko*" ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Starting Up" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import pandas as pd\n", "import numpy as np\n", "import json, datetime\n", "from urllib.parse import urlparse\n", "\n", "def get_domain(url):\n", " try:\n", " parsed_url = urlparse(url)\n", " domain = '{url.netloc}'.format(url=parsed_url)\n", " domain = domain.replace('www.', '')\n", " domain = '.'.join(domain.split('.')[-3:])\n", " except:\n", " domain = ''\n", " return domain" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*You can jump to the next section if you're not interested in reproducing the results.*" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "alexa_top.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "File `alexa_top.csv` is the 500 most visited websites by Alexa.\n", "\n", "It comes from Alexa's Top One Million Websites ([`top-1m.csv.zip`](http://s3.amazonaws.com/alexa-static/top-1m.csv.zip)). Copying the first 500 lines from that `csv` file:\n", "\n", "```bash\n", "$ sed -n '1,500p; 501q' top-1m.csv > alexa_top.csv\n", "```" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "hn_yr.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "File `hn_ys.csv` is a one-year sample from Hacker News threads.\n", "\n", "You'll need file `HNStoriesAll.1perline.stripped.json.bz2` from . Extract `HNStoriesAll.1perline.stripped.json` and export all records from 2013 with `jq`:\n", "\n", "```bash\n", "$ cat HNStoriesAll.1perline.stripped.json | jq -c -r '. | select(.created_at | startswith(\"2013\")) | [.[]] | @csv' | > hn_yr.csv\n", "```\n", "\n", "Hat tips to redditors from [this thread](http://www.reddit.com/r/datasets/comments/26xqgs/downloading_all_of_hacker_news_posts_and_comments/). In particular, w3m2d, who cleaned up and repacked the Hacker News dataset." ] }, { "cell_type": "code", "collapsed": false, "input": [ "ALEXA_TOP_CSV = 'alexa_top.csv'\n", "CSV_INPUT = 'hn_yr.csv'\n", "CSV_HEADER = [\"author\",\n", " \"created_at\",\n", " \"created_at_i\",\n", " \"num_comments\",\n", " \"objectID\",\n", " \"points\",\n", " \"title\",\n", " \"url\"]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "alexa_top = pd.read_csv(ALEXA_TOP_CSV, header=None)[1].tolist()\n", "threads = pd.read_csv(CSV_INPUT, header=None, names=CSV_HEADER)\n", "\n", "threads['ln_points'] = threads['points'].map(np.log)\n", "\n", "threads['year'] = threads['created_at_i'].map(lambda x: datetime.datetime.utcfromtimestamp(x).year)\n", "threads['month'] = threads['created_at_i'].map(lambda x: datetime.datetime.utcfromtimestamp(x).month)\n", "threads['day'] = threads['created_at_i'].map(lambda x: datetime.datetime.utcfromtimestamp(x).day)\n", "threads['hour'] = threads['created_at_i'].map(lambda x: datetime.datetime.utcfromtimestamp(x).hour)\n", "threads['dow'] = threads['created_at_i'].map(lambda x: datetime.datetime.utcfromtimestamp(x).weekday())\n", "\n", "threads['len_title'] = threads['title'].map(len)\n", "\n", "threads['domain'] = threads['url'].map(get_domain)\n", "threads['is_top'] = threads['domain'].map(lambda x: x in alexa_top)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "*Important notes:*\n", "\n", "* The data covers all 2013 Hacker News threads submissions (without comments). It's the last year for which the dataset has entire coverage.\n", "* Variable *dow* stands for \"day of week\". 0 is Monday, 6 is Sunday.\n", "* Dates and time refer to UTC (GMT). EST is UTC-05, PST is UTC-08. Disclaimer about daylight saving time should be here." ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Upvotes" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Hard work on weekdays: 50% more submissions than on weekends" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads.groupby(['dow', 'hour'])['objectID'].count().plot(title='Total number of threads by hour and day of week')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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H9oF4nAevPZjjFiU7iexVdQbTRE/ROXvD8NapJy6afb7I3olmH6WzTyaTvpx9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\n9tvFuUYd1Vvcfjs8+aQ8rO6+29kxW7a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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Perhaps, this makes harder to earn upvotes on weekdays" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads.groupby(['dow', 'hour'])['points'].mean().plot(title='Upvotes per thread by hour and day of week')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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oFWnOjLuhQcoDvTLuoMbJ9nbJ2I8eDdcppqFBGlMLqSqxLLFKUi3cyio55xxp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\niNc8f35+pwOVcauD0m3mjCjCDfbBpAu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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Weekend upvoting is different: Because of the timing or the quality of submissions?" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads[threads['dow'] >= 5].groupby(['dow', 'hour'])['points'].\\\n", " agg('mean').plot(kind='kde', alpha=0.7, color='blue')\n", "threads[threads['dow'] < 5].groupby(['dow', 'hour'])['points'].\\\n", " agg('mean').plot(kind='kde', alpha=0.7, color='green',\n", " title='Upvotes density for weekday (green) and weekend (blue) threads')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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wejU88wxkZanF8f7zP+GqodmUVm/jap0GKvjj5JPhDVlOUoghAukzehX4jwCv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\nOCObEC3x8M6eTo50HjFkgtT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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Good mood by weekend's evening leads to upvoting? Not so far: HN has users from different timezones" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads[threads['dow'] >= 5].groupby(['hour'])['points'].\\\n", " agg('mean').plot()\n", "threads[threads['dow'] < 5].groupby(['hour'])['points'].\\\n", " agg('mean').plot(title='Upvotes per thread for weekday (green) and weekend (blue) hours')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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/waxZMgeqVSuZD/XWW9JjCvSusd4wZQr8+mvwhmvPmCHBL3//7fpePU8oxEm5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\nvkKbUfee01dP02B8A54s9SSDGwz2myG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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Source of the materials doesn't matter for upvotes" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads[threads['is_top'] == True].groupby(['dow', 'hour'])['points'].\\\n", " agg('mean').plot(alpha=0.5, color='blue')\n", "threads[threads['is_top'] == False].groupby(['dow', 'hour'])['points'].\\\n", " agg('mean').plot(color='red',\n", " title='Upvotes per thread for Top 500 Alexa (blue) and the rest (red)')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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okLLy9ttKrVqlhk1fn1K33KKUyzX8Y2iGzvr1Sj3/vFK33jrelowvVVVK/f3v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\nL/2Ud7Zuf3e31CmyDo3NSczAoqEhVxkEOZF69dWSvHXGGVa1zNNOywk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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "As well as the title length" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads[threads['len_title'] < 160].groupby('len_title')['len_title'].\\\n", " agg('count').plot(title='Total threads by title length')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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RuO4602mUioz25KMgeHy8FvjElJoqY9wMGQIHDpR8f6VsoUU+TAsXyk5XW3pz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\nPYsXQ0rKHjZvhmrV5LUFV3Y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"text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Though a small subset of short titles is upvoted more frequently" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads[threads['len_title'] < 160].groupby('len_title')['points'].\\\n", " agg('mean').plot(title='Upvoted per thread by title length')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 11, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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g5X8AZ59tv2dZctvb0Y9BnDCDeeWTJTc1yVOJChkHxAh2167RydrcCNo1vaFB\negF3NIxgt7REo82hQ1kiQQnLczvjDCnz22cfqQM3A9w/9FC6gOdLR/QGS8Wnn0o1UU1NIvC6RrDb\nM8OOi4fd2Aj9+iWKHlcYBPWwq6qkzSEKWXZZWyJh07kzHHwwvPuuTD/+OPzrX/aYI0uWwJe/XLr4\nypV//9v+sS1cKMMLbN4cfDumhrq1Nf8fr8lc/Qp2MfDT2BlUsBsa5HmoHQ3jEkSlHr2sM+xi+IOH\nHgpvvy2CMHUqHHGE7Wv/6U/w1FPpj5g66yxYtar94ywGJs7f/EZ+wFHAsuBrX4PXXpPphQul2mfZ\nsmTgbZnsuKYm/yzbmWH7aXQM+9xv3gzDh+deLoiH3dIiF4H33kuGEmOxCToethHsKFhYmmGHzPjx\nItgvvACHHw4TJ8KTT8oX+v77YehQmD5dll2/Hp55RsYK7yhYFlx3HSxYUOpIhNWrpSLklVdk2mTY\n+XrYYQp2KQRgyxa508slwkE8bHPhWbfOfxz19fDTn/pfvlSYDDsqoxZ2qJ6OQSmGP3jIIVKz/fTT\n4m3/13+JWPztbzBsmFgiRrDfe0/+v/WWvb5bTXccvGGQODdulOx65cr23ff06fClL7WdP3++1D2b\nsrPPPpOOTi0ticD7CFOw/TY6hn3ud+yQ/xs2ZF8uyAMMjGA3NCR8xzF7Njz6qO/FQyWoh62WSAdm\nwADpAfnkk1KX3bu3dL659FL49rfldtw8F/Ldd8VCcQr2+edL1UlcWb5c/hdLsH//e3juubbzX3/d\nPq5O5s2T8/DRRzB3rpybAQPy97DjnmEbqyrXk9+D1GE3NEijXBAPe9Uq++IRZcpKsKNuiRTLGz70\nULntHjxYpr/8ZbFEvvpVEWyTYb/zDlxyiYxJsmOHiMBTT0l1iaG+Hu66K9kuY5YUSjKZZMUKeW3+\nh81//iMdmTKZPl32mXmc5s+XCp5x4+DBB8W/7d4dtm4NfkxNAtKegh32d9SIZC7BDuJhNzZKB7MN\nG5K+OwOtWlVYB6RCCFqHHfTJO8VEM+wi8M1vwpVX2tPnnivjV9TUwKhR4iFu3SoZdiIBe+8tIwGa\nMS4+/tjOVq66Cq65RrzvO+8syccJhBHqYmXYixeLvWFZ6fOnT5fvW6aPOm+eDNg1YQI8/DB84QtS\nzdO1a3DRLUWjY9iYDLu+PvtyQTzshgapVe7b1/+FOm4ZdimrepyUdYZdLG/45JOlMsHQrZs0RoIc\nj733lgcLzwSgAAAgAElEQVT9VlXJgFXGFnn6aTjnHPG+n3hC7IUnn4RPP03w/PPSmBfl7r+JRIIV\nK6QTUTEybMuSnoqdOqU/CaixUYR5zz3b7nf+fJk/YYKIuamQ6N07EdgWKVSwLctOYkpVh+03ww5S\n1meWHT488bkllotVq2S7fkoMwybIMXVWiZRFhh1lwS4VBxwA994rt+kggv3aa/DPf4pYn3OO1HDf\neitccIFkLgceKBbLO++UNvZcLF8udwn5ZNiWBW++2TZ7NqxfL0J3+unw0kv2/I8/FiEePpw0wWht\nlaqQL35R6uO7d7cFu2fP4OOJFCrYO3eK11tRUbqejkEybL+C3dAgDbtDh/r3sU0pa9Sz7LLysKNu\niZSqvnnsWGkkcwr2P/8pt+5Dhkg2uHChlAFeeaUd56mnynJRxXjYBx3kL8OeP18uXIYZM6Ru/Zvf\ndPc3Fy+GujoZPfHll+3506fLMR0yJF2wly2TRl/z5JQf/1iONYBlJfPKsCsr8xdsYzNAtD1scxfX\npUuwDLu1NRkow3bG054E9bDLRrCjbomUCjNM6yGHyP9hw2Q0wLPOkunKSmmgPPtsyVoMp54qPSdL\njVcGDCLUBx4oGXa25UA6FF17rf1D+Ne/4LvfFaEYNw6uv17q2c12Fi0Su2XCBLngmfWMYJtHxBmM\nHWL42c/sMV9qaoJXihSaYZv1oXSeqB/Bdl5YgmTY/fvjW7BXr5a2hDhl2HHxsB8AVgPOZ4T3ASYD\n84D/AK6PvY16hl2q+ubRo6FXL/txYxUVcNNNYn8YbrsN7r5bXps4x4+XBku/P4p8aGjIPr733/6W\n7s87MR72nnvKec81SNK0aVIPbHoh/vOfUlHz8MNyPBoa4MILpcco2Bl2v37SeGjq2L0ybNPg6Maw\nYYl2t0TyEeywv6MNDfLwjWyWiMmYwX8ddteucNRR/jzs1lYR7N12K02lSD5jicSp48yDwEkZ865G\nBHsE8HJqug2aYbtTXS2ZYK9e9rzzz08fc9sMOOOkSxc44QQZG6MYTJ0qolddLQ2jbnXNyaQ0iJrS\nRCfmhzhwoJR55bJFpk2Th048+aQ0CM6aBUcdJRew006DX/9aBNz49kawAY47Du67T3zhDz+0yyid\ngpGZYTvp0aP0GXYpqkR27JBznCvDNoLttw47iIe9YYPYVLW10c+w49jo+DqQ2S/qdODh1OuHgTPd\nVox6o2Mpx+iorva/rDPOU04RgSukWsSy2g6FOWUKnHmm9D6rr5ds/xe/aLvuBx+IdXPDDW3fe+aZ\nJLW18iMfPDh7w+OWLbB0qYwl/vTTchE65hhbKAzOwbSMJQJw9dUiyMcfLx1hamtFiJwXiWwZ9pYt\nwT3sQuuwnYLtt9Ex7O9oQ0NuwXbGGcTDXrrUn4e9apVc1Lt1cxfsX/+6uD1ly9HD3hWxSUj9d32S\nYtQtkThy+umSGe6/v4jrO+9I5unk0UfFuvAqmZoyRR4ibASjvh6+8hVZ58QT5WJy6aVSavjJJ/Z6\nO3dKj8G77hIP2TxN3rBunYgB5M6wZ8yQ52XuvbdYHL/6lVyMMhk3zrY+nBl2375SKTJ4sDRUQltL\nJFuGXV3d/lUiUfGwhw4NZon4zbD79ROhzdUhadUqefZqdbW7JfLXv0rZaxSImmCH8QADK/XXhg8/\nnMgjj9Tx5ptQW1vLmDFjPvePzFWu1NOGqMTjNp1IJNKm33gDbropyR13QGtrgvnz4corkxxxBPTv\nn+Cyy2DgwCSXXgoHHZRgzRo47LAkZ50l67/zDqxeneSGG+D66xM88AAcdJA5HrL/d99NcvLJcMst\nCf74R4ln0SIYOjTBwIFw+ulJrrgCXnzRjnf9ert3586dSd54A847z35/0yaYMCFBjx7w+OPJlAWU\n4MtfhuuvT9K7t71/83mPOirBunXw7LNJFi6Eurr09x95JIFlyXRrK2zalKCxUaYXL4YvfMH9+FZX\nw8cfJ9vsL9v5WLQIRoxIUFMDixYlSSaDnc8FC6CqSqaXL0+mGlP9rx/GdENDgiFDYM0a7/gbG+X8\nJZNSr97cnH37DQ2wbl2Sqiopl1y3zn6ij9vyq1ZBRUWSbdtgx4627+/YAZMmJRk5sn1+T9mWb25O\nUFkpvThnzICvfCX8eJLJJA+lujfXmYykQOpIb3ScCxjHdVBqOhPr0EMt6803LaXITJ1qWQMGWNaS\nJZZ12GGWddddMn/aNMt67jnLuvtumW/40pcs66yzLOuYYyxr507L2mMPy3rnnbbbXbPGsmprLWvl\nSpl+6CHLOucceb1woWUNHZq+/L33WtbFF8vrW26xrMsvt9/buNGyRo60rK9/XabPPdey/vQneT13\nrr1dNxIJy3r4Ycvq1y/3sdhtN8tatMiyXn7ZssaP917uzjst6/vfz709J9/6lmXdd59lPf+8ZZ1y\nSrB1LUuO8cEHy+sbb7Ssq68Ovo1C+cEPLOv22y2rqsqytm93X+b99y1r7Fh5PWuWnLds/Pa3lnXF\nFfJ6//3le5dr+csvt6yzz7asxx5r+/7AgZbVu7d8N0tN796WtW6dZZ13nnz/2wM8EmDI3xJ5DjA1\nDRcAz7gtFPVGx8wsO6rkivPQQ+WBwOPGiT/93e/K/AMOkNECzzsPZs60/cL33hMLYvZsqUbp18+u\nCXfSv780Ct51l0x/8IFd2bLHHmIprFljL//mm8nPM2ynJdLaKt3zDz1UbIy5c6XB0Wxrr73cxwcx\nHHywNHT6ST6MLTJlinjiXixfnszLEimkDjufRsewv6MNDeId9+3rbYsE9bAbGsRCSSaTWbdrMA3T\nXpbIjh3y3rRpuT9PPgQ5pnEcS2QSMBXYC1gKXAjcBByPlPVNSE23QT3s9uPqq6XR8L77pOu2k5oa\neXzZe+/Z40OPGgUXXSRjlfzgB97bvfRSeSp8Y6MI9gEHyPyKCnntrBZxetjORscbbhDf/d574bLL\nZGyUzz6TmPwwbpyMs+JHsE2lSC7Brq4uTZWI8YZL1dNxxw4R7D59vBseg3rYjY3iYYO/Y5Or0XHH\nDkk0Jk/Ovp32II5VIl8HBgNVwG5ImV89cBxS1ncCsNFtxahXiZSqDjsofuLs3Fnqtr1E8MgjpaHw\n/felJ2JFBXznO1K//NWvem931CipG3/sMWkoNJ1+QAQ7vfQv0SbDXrcObr9dGpIqK+UC8OqrEqff\n78bBB8t3yVSIZGPIEGlsnDFDHiDhxWGHtf9YIvn0dCxGHfYuu2TPsDPL+nLFaTLsRCJRsGC3tMj+\nTjstffiBMAlahx03wc6bqFsi5cQRR8Abb9iCDZKxvv++nR15cemlUn7Xvz+phkHhgAPSb1tXrCBN\nsFeulPFQzj5bOkmANEr99KfSvdwvu+8u+/abYT/xhFxYspVO5jOWiLljrK6Od5VIVDJsN0vEbCuR\nkO9mIQ88LhRTOtu5c7x6OuZN1C2RjuJh++GII6RM7+23bcH2yymnyHk0doghM8NetMj2sHv0EGvm\nrrvErnFyxRVw443+919RIU+Tydy/G0OGiF+fzQ4BqWIodceZUtVhmwzbS7AL8bALzbDNBaWmRi66\nppdrmPg9pk6HoMpHB6L2IIyyPk80w44O/fpJ9jl5cvqAS37o3BluvrmtN77nntIBZ8MG+aE1Nkom\nbBg0SC4UbplxRUWwGO65x99yxkPPJdhRGEukVD0dczU6FjPDbm6W70u/fhJH5vjlO3bY26qra/9H\nzTlxJpxRsUSKKthRz7A7kofthyOOkB+IsSeC8JWvtJ3XubN0CZ8+XZ6Uc8klCTp3tt//7nela3l7\nMmSIiI0Zlc+LE0/MfyyRbt1EpFpaSPu8fteH0j3T0WTYffp4PzQ3n44zxsN+883sgr12rYh1587u\nloi5oID0Xt3o2jpWGH6PqTPhLBvB1gw7Ohx7rPxggma32TjgAOlaPmmSlOs5cT51p70YMUIaV3P5\n8jU1IjRmjGo/GMHt1ElEZft2sX78UkwPu6VF4sp1bp0Z9rx57stkCvbOnVIu6rXtzAzbWeqZyerV\n0ssRslsiIO0luR4WnMmmTelj9BSCU78qK0v3SDMnZd3oWE4eNkg1yOOPh7KpzzngAHl02fe+B7Nm\nJcPdeB5UVEhVSS5efTVJjx7BGh6d3+d8bJFietjf+pYMV5sLYzlka3R0xllRIdlwtifDBPGwV6+W\nsV8gt2DX1gYT7NZWGao4l7Dm62Fro6PSrlRUhH8+xo2TbK0U2XSh5CPY5vi1l2D7ZfVqf36vs+OM\nnyoRyG0HBPGwN2+2M2A3S8TEB5JhB7FENmyQDDtXxx2/ZGbYUbBEiirYQT2+9qbcPOxiMGqUjLrX\np0+048wkkUjQs2ewhsewBdtPo6PfY7plS+7xxyF4o6OJNdvFxfjipg47W4a7ZYttI4WdYZsRKHMJ\ntt9jWnaCXVUVrl+qRBPzA4sbQQXbeceYj2A7O86E3dNx61Z/n8XZ6Bg0w168GP7f/8u+fK7j4kew\nTbYeNMM23nmYGXbUqkSKKthR9q+h/DzsYhOXOEFiDfoQg1JYIn6P6datuTPslhYRna5dRbDr690f\n4+aME2yx+vhj92eKmotAMpnM2anIKdh+qkSKkWH7PaZRrBIpa8FWypugvR3DEOwgXb6D4CfDNplw\nRYUIbGWlrOe1nMGI1fr1uZcPI8PO18P2K9h+KbtGx6g3OMbFc9U4w6dQD7tHD3fx8rt+2GOJ+PGw\nnWIIkmW7ZbBOWwJswV63zv0zZ3rYuRodi+Vh+7VE1MP2QDNsJcrkY4mY73TQChOzfjF6Ora0iLWQ\nS7CNsBp693YXt7Vr7dI7SM+w3T5z0Ay7Z095ncsS6dFDprOVFGbGPXCgVonkTdQz7Lh4rhpn+CST\nSXr18ldZAeL1On/AhTzEF8J9pqMRvVzxZGbYXh1TzCO8DE7B3rat7SPAnB52oZaIs6yvokJKAP3a\nImvWwMiR4XnYZSfYmmErUaZ//7YPI/aiuVl6RJrxVPIZ7a9YddgmjnwybC/BHjjQnnZaIpblLrLO\nDHv7dvfGTBOrU7AbGtKXdbuo+BXstWvlYRhBe0d6kTkIVof3sKMu2HHxXDXO8EkkEoEEO7NyIgxL\nJCwPe+tWfxm/nwzbstK7j5tYTYYN6Z+7pUX+KislVjMUaUODewxOwe7USbbtXDbTPw/iY/vNsPPx\nsKMyWl9ZWyJKeRM0ww5TsE2HMjPmciFs3SqDXvnJsHM1Om7ZIkLavbs9z2SXRrCdDY/OyhNDNlvE\nKdjQ1hYJI8NWDztPop5hx8Vz1TjDJ5lMFpxhF+Jhg7+GRz/HdOtWGQHPsrwzW2ibvbpl2Jl2CKR7\n2P36tRVss00Ta5iC7TfDbm0VoR4xQj3svNEMW4ky/ftnH1nOSabY5uNhO3s6gnfD4+OPwyWX+N+u\nEcFevbJfRNyy10xxyybY69bJ4ErOz+30rw1BBDuzUiTfDLu+Xs7JgAGaYedN1DPsuHiuGmf4JBIJ\n+vWTH3dm1YMbYXvY4O1jz58vDyk2ceZi61axMHJVvfhpdDRPNHdSWSnLVVbKRc4rwzaxegl2a6uI\ns9NuycywM20bvxn2mjUi1t27yzaytQ/kMx6227l65BH4xS98bSo0ylqwlfKmslKyMj8ZWeZQwcUU\n7BUrgmWJRrBzdQTy0+iYWdIH8rlXrpQBozI7DAXJsLdtk/07n1wUloe9dq1cTCoq8htH241cY4nM\nnQsLFxa+nyCUtSUSF89V4wwfE6tfHzssD9vPKHhOwfbrYRtLJEiG7dbo6GWJrFol/nX37ukXqiAe\ntrOXo8HNEsmnSmTNGvvxdGacFC/C8rDXrAn+HSgUzbCVsiZfwS60Dhu8Gx2DZthbtoSXYbtZIlVV\nIth9+8p+8s2wM/1rCDfDNr0zcwm2X6Io2EV9RFjUM+y4eK4aZ/iYWAvJsAsVbK9GRyPYluXfw+7V\nKz8P263R0c0SWbbMtkS8MmwTq9eIffkItt8M21gikFuwwxpLZM2a9u9Moxm2Utb4FezMOmyTVQYZ\nD8SPh93SIkJQVeU/e3N62NkE200MN21Kb3T1skSMh+03w3Z7iIGXYIdRJWIaHaE4GbbbuVJLpJ2J\ni+eqcYaP08P2U9qXKbaQ3+BRuQR77VoRKVOe5ueY+i3ry8ywKyslG3ZmzF5VIk4PO986bOfAT4bq\n6uBVIu++CzfckD4vSIYdZDzsbI2Oa9bk7qz08MP+qpDMAF65KOtGR0UZMCA/SwQKG08b5HXmcxhX\nrIDBg4NliX7L+jKzV0j3sVtb0x+Sa6islE4zbpZIKTzsmTPhhRfS5xU7w84U7MZG+TzZLpBbtsDE\nif6+X489BhdemHu5ss6w4+K5apzhU6iHDYU9xBfgv/9b/q64whY4I9jmIblB6rBzNTpmZq+QLtgb\nNojYOrNwsH/HbpZIkDpsv5ZIZpXIxo3pA0TV14un7qQ9POydO+04zFCuTU3eHWrmzrXjzcWCBfDB\nB7mXK1SwFwMfAtOBdzPf1AxbiTpBBDszAQki2K2tbS2Js8+GWbMkY7zvPpmXK8N288yDZNiZYuwU\nbDc7BOzP7WaJFJphOy2RlhY5zs4Yq6pk/05RX79ejpPTaih2hl1RIeO/mLG516yRxtlsd1lz5sh/\nP42mS5ZITXeupxgVKtgWkADGAuMy34x6hh0Xz1XjDJ9C67Ah2EN8N24UIcv8TfTvD9/4hp1dZQq2\n85ju2CGDPGUOGGWEMFejo1eGbcTNrcER0jPsbFUifjzsbJaIuaBlPrg708eur5fzsW6dTLe0yPHt\n21emvZ6kY8inDhvS2xzMBSLbd8AItp+Lx5Ilkr3Pnp19uTAsEc/nomuGrUSdXIJtMtpCLZHMp7g4\nGTsWpk+X19ky7KVLJbs0QmVwZti56rAzM2ynuLmV9IH9uQutw3brOOO0RNw8dmjrY5vjsny5/F+3\nTkTdjIAYVoadeVfl9LH9Cnb37v4F+8AD4aOPsi8XRob9EvA+8O3MN6OeYcfFc9U4w8fE2q+f/ODd\nWvI3bYLddrOfNlOIYDt74mWyzz5yO7xjR3YPe+lS+Z/ZUBlWo2OuDDtXlUg+HrbTEvES7MwMe/16\nWc8I9qefwhe+YL8fpoftPOf5CPYhh+QWbMsSwT711OIL9uGIHXIycAlwpPPNqAu2onTtKj9+t1rf\n+fMlM964MZwM20uwu3aVYUE//lgEe9Ag7wwbRFid+O3pmOmhg38Pu7JS9pHZNT3MKhE3yyYzRpDj\nst9+dsPj/PnwxS/a7xfDw4Zggt3YKAN4+RHsdevkmB1yiHwHslFoT0dzrV8LPI342K+bN598ciIN\nDXUA1NbWMmbMmM+vbsZHKuX0jBkzuPzyyyMTj9e003OLQjxe03E5ngC3337759/HAQPgH/9Isvvu\n6cu/8gpAglWrYM6cZEo07Pfr66F3b3/7e+ONZKrByv39gQOTPPYYrFiRYPBgePHFJPPmQTJpfwde\ne03WX7nSXv+IIxI0NcG77ybZtg02bfKOZ80a6NYt/f3evRMsWWLOH5xzTtv1RayTvPoqjBuXYOtW\n+/3GxgR9+qSf/5oaWLUq+XnsZnuffQY9eqRvv1u3BNu3y/TChW3jSyQS1NbCW28l6dlTpuvrYdiw\nJG++Cd/7XoIFC6Cy0t6f3GkkefllOPbYtttLJpOsXCkXqMsv9z5eK1ZAZaU9LY2iMv3hh0lGj4ae\nPRNs3tx2/UcfTTJgAAwcmOCTT7J/P556Kklr60M8+CC89VYdxaIaMNfLGuBN4ATH+9Ydd1iRZsqU\nKaUOwRcaZ/g4Yz30UMt6/fW2y/zqV5YFlvXKK/L62mvT37/5Zsu68kp/+/vFL9qu7+R3v7Osiy+2\nrC5dLKu5WeI57LD0OL/9bcuqrbWsG2+019u40bJ69JDXO3daVqdOltXS4r6PkSMta9as9HmPPWZZ\nX/2qvD7iCMuaPLntevfcY1n77iuvW1tlHzt3yvQPf2hZt90mr02sc+ZY1ogRbbdz2GGW9dpr6fNe\neMGyjj9eXr/9tmUddFDb9Zz7aG21rK5dLeuOOyxr4kSZd845lvWXv6SvU1trWevXt92WifOWWyzr\n2GPd3zecdpplPfusPT18uGXNmyevTznFsp5/Xs7Jvfe2Xfdvf7OsM8+0rL/+1bK+8Y3s+3nqKcs6\n4wz5bL16WRZiNbtSiCWyK5JNzwDeAf4B/Me5QFXEGx3j4rlqnOHjjNWr4XHBAqlYWLWquJYISMPj\nCy/IMl26yG19poe9bBkcfHC6h238a5BGt+rqdI/ZiZeHXV8vn2P6dDj00LbrVVbaFRgVFXL7bvbh\ntFny8bCdloiXhz1woP2Zd+yQGPbc0/awFyyQaSd9+7ZtnDUkEnJX8cEH3g8LBv+WiFu7wZw5MGqU\nP3vms89g993lc+23X/ZlCxHsRcCY1N++wK8zF1APW4kDXoK9cCGMHm0LdiF12M46YTf2318EefBg\nme7b193DPvjgdA87UwSzNTxm6zgzZYp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"text": [ "" ] } ], "prompt_number": 11 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Comments" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Comments behave somewhat similarly" ] }, { "cell_type": "code", "collapsed": false, "input": [ "threads.groupby(['dow', 'hour'])['num_comments'].sum().plot(title='Total comments by hour and day of week')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 12, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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8PkUnxePS5bNiAkeOSA2bTzI64KKjV68KVymiSYsJeAkMQ2pgll/8Pn/2wHAu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\nW2pra+MWIScqnz9UPn+ofP4IU76kKIGBwFbb+jZ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51yDHZFeXCPfXvgZxvukGrRJJ0sOOmmH7lUTqC4cowdYHHfUMu5z+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\nGB87aQ8bCjNJt4kzbW0iKBMm2CV2+sL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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "threads[threads['dow'] >= 5].groupby(['hour'])['num_comments'].\\\n", " agg('mean').plot()\n", "threads[threads['dow'] < 5].groupby(['hour'])['num_comments'].\\\n", " agg('mean').plot(title='Comments per thread for weekday (green) and weekend (blue) hours')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 14, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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sNGsmt4Jp00ZvSVynbl0ZLSUiwvVr1JxY2skF1EcqMIBEUiswM35dyYrAZcIE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\nnE87MXn3ZHpW99wmlD5den5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