{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "% matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PublisherHeadlineLinkDateKeywordsExcerptFacebookFB_OverperformingTwitterTW_OverperformingLinkedInhasVideo
0worldnewsdailyreport.comWoman arrested for training squirrels to attac...https://worldnewsdailyreport.com/woman-arreste...3/31/17 15:11Crime, Mental Illness, Wildlife, America, anim...45-year old Janice Smith was arrested this mor...190646013.99663127801.29858212False
1buzzfeed.comOnly People With Perfect Color Vision Can Read...https://www.buzzfeed.com/lorynbrantz/only-peop...3/6/17 11:14Only People With Perfect Color Vision Can Read...Do not adjust your monitor (unless youre a che...1250909164.83016736303.178659245False
2nationalreview.comTrumps Executive Order on Refugees Separating...http://www.nationalreview.com/article/444370/d...1/28/17 17:32David French, Politics, Nation, WorldTo read the online commentary one would think...11910890.000000280900.000000710False
3huffingtonpost.comInstead Of Trump's Wall, Let's Build A Border ...http://www.huffingtonpost.com/entry/solar-pane...12/19/16 11:39What's Working,Climate Change,Mexico,Sustainab...It would create jobs for would-be immigrants a...9877100.00000042600.000000575False
4burrardstreetjournal.comFemale Legislators Unveil 'Male Ejaculation Bi...http://www.burrardstreetjournal.com/female-leg...1/24/17 2:42NaNWASHINGTON DCA group of female legislators ha...9658710.00000052500.00000038False
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" ], "text/plain": [ " Publisher \\\n", "0 worldnewsdailyreport.com \n", "1 buzzfeed.com \n", "2 nationalreview.com \n", "3 huffingtonpost.com \n", "4 burrardstreetjournal.com \n", "\n", " Headline \\\n", "0 Woman arrested for training squirrels to attac... \n", "1 Only People With Perfect Color Vision Can Read... \n", "2 Trumps Executive Order on Refugees Separating... \n", "3 Instead Of Trump's Wall, Let's Build A Border ... \n", "4 Female Legislators Unveil 'Male Ejaculation Bi... \n", "\n", " Link Date \\\n", "0 https://worldnewsdailyreport.com/woman-arreste... 3/31/17 15:11 \n", "1 https://www.buzzfeed.com/lorynbrantz/only-peop... 3/6/17 11:14 \n", "2 http://www.nationalreview.com/article/444370/d... 1/28/17 17:32 \n", "3 http://www.huffingtonpost.com/entry/solar-pane... 12/19/16 11:39 \n", "4 http://www.burrardstreetjournal.com/female-leg... 1/24/17 2:42 \n", "\n", " Keywords \\\n", "0 Crime, Mental Illness, Wildlife, America, anim... \n", "1 Only People With Perfect Color Vision Can Read... \n", "2 David French, Politics, Nation, World \n", "3 What's Working,Climate Change,Mexico,Sustainab... \n", "4 NaN \n", "\n", " Excerpt Facebook \\\n", "0 45-year old Janice Smith was arrested this mor... 1906460 \n", "1 Do not adjust your monitor (unless youre a che... 1250909 \n", "2 To read the online commentary one would think... 1191089 \n", "3 It would create jobs for would-be immigrants a... 987710 \n", "4 WASHINGTON DCA group of female legislators ha... 965871 \n", "\n", " FB_Overperforming Twitter TW_Overperforming LinkedIn hasVideo \n", "0 13.996631 2780 1.298582 12 False \n", "1 164.830167 3630 3.178659 245 False \n", "2 0.000000 28090 0.000000 710 False \n", "3 0.000000 4260 0.000000 575 False \n", "4 0.000000 5250 0.000000 38 False " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv('top_10_k_data.csv')\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(10000, 12)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.shape" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Publisher object\n", "Headline object\n", "Link object\n", "Date object\n", "Keywords object\n", "Excerpt object\n", "Facebook int64\n", "FB_Overperforming float64\n", "Twitter int64\n", "TW_Overperforming float64\n", "LinkedIn int64\n", "hasVideo bool\n", "dtype: object" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "str" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "type(df['Headline'][0])" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "str" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "type(df['Publisher'][0])" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "str" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "\n", "type(df['Link'][0])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df['Date'] =pd.to_datetime(df['Date'])" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Publisher object\n", "Headline object\n", "Link object\n", "Date datetime64[ns]\n", "Keywords object\n", "Excerpt object\n", "Facebook int64\n", "FB_Overperforming float64\n", "Twitter int64\n", "TW_Overperforming float64\n", "LinkedIn int64\n", "hasVideo bool\n", "dtype: object" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.dtypes" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 10000 entries, 0 to 9999\n", "Data columns (total 12 columns):\n", "Publisher 10000 non-null object\n", "Headline 9999 non-null object\n", "Link 10000 non-null object\n", "Date 10000 non-null datetime64[ns]\n", "Keywords 7528 non-null object\n", "Excerpt 9995 non-null object\n", "Facebook 10000 non-null int64\n", "FB_Overperforming 10000 non-null float64\n", "Twitter 10000 non-null int64\n", "TW_Overperforming 10000 non-null float64\n", "LinkedIn 10000 non-null int64\n", "hasVideo 10000 non-null bool\n", "dtypes: bool(1), datetime64[ns](1), float64(2), int64(3), object(5)\n", "memory usage: 869.2+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0 False\n", "1 False\n", "2 False\n", "3 False\n", "4 False\n", "5 False\n", "6 False\n", "7 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"metadata": {}, "outputs": [ { "data": { "text/plain": [ "buzzfeed.com 595\n", "washingtonpost.com 591\n", "huffingtonpost.com 583\n", "nytimes.com 422\n", "npr.org 404\n", "cnn.com 392\n", "theguardian.com 344\n", "usatoday.com 308\n", "bbc.co.uk 307\n", "thehill.com 307\n", "abcnews.go.com 272\n", "dailykos.com 245\n", "indianexpress.com 239\n", "indiatimes.com 235\n", "asianage.com 214\n", "dailycaller.com 175\n", "newyorker.com 167\n", "latimes.com 149\n", "news.nationalgeographic.com 147\n", "cbc.ca 145\n", "time.com 140\n", "timesofindia.indiatimes.com 128\n", "nypost.com 122\n", "hindustantimes.com 115\n", "theatlantic.com 105\n", "money.cnn.com 98\n", "mirror.co.uk 98\n", "cbsnews.com 90\n", "bbc.com 85\n", "yahoo.com 85\n", " ... \n", "drugsofficial.com 1\n", "blog.timesunion.com 1\n", "staradvertiser.com 1\n", "theeventchronicle.com 1\n", "miami.cbslocal.com 1\n", "au.finance.yahoo.com 1\n", "thenochill.com 1\n", "au.sports.yahoo.com 1\n", "nowtoronto.com 1\n", "now100fm.cbslocal.com 1\n", "canberratimes.com.au 1\n", "newsok.com 1\n", "pawsome.topix.com 1\n", "riverfronttimes.com 1\n", "timesunion.com 1\n", "projects.sfchronicle.com 1\n", "ca.news.yahoo.com 1\n", "theepochtimes.com 1\n", "in.news.yahoo.com 1\n", "hosted.ap.org 1\n", "bizjournals.com 1\n", "activistpost.com 1\n", "butthatsnoneofmybusiness.com 1\n", "sg.style.yahoo.com 1\n", "cnnpressroom.blogs.cnn.com 1\n", "timesfreepress.com 1\n", "citypages.com 1\n", "espresso.economist.com 1\n", "thecrimson.com 1\n", "spiked-online.com 1\n", "Name: Publisher, Length: 355, dtype: int64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['Publisher'].value_counts()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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ErXcROTZI/yQn7E6Yv/1O+G3as+V3ArgZNne7WitPEtx/KWx+9LOq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\nf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Ge33uHIcO7CQ3f/YTy71N03zrSdgtebZjafR8rlgGvFT/6doxHrpIXcGe3+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jn1DF1d2Q79YvcX4s8kEuirW8IwJOt4zzzYKeQ8nEfMXMVvemXW123R3fB9kI/fV2R9hONaLt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LP+GNEAkLPBTWhNtEqpofTzV4WSdyQCGB8BvubuXy08NyibwrVm1soyEwJZr3KV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\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kbrbqGgaLlVwV9feb2ZkeVApjAB0SLYOC0uei6rSTGb4/Ea/tDfokDXSB56aJ9Wy07nwy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\n7TlJlzZwnYmSvhhfSLqU5GHdTpLUjTnnf+Zk1FcBvAt2jCMY53kAP21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EQw57YSLJGHpM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\nNFKfBS7ExXlSc32X+/8CPARcB+yS5Iyq+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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "topPub =df['Publisher'].value_counts().plot(kind='bar',figsize=(40,8))\n" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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LX0BvGU0x5DimAJ8GtshxKIUR2xWMYRzwPpb/XRxVKoYcxykddj8I9EXE+YViqMPrUYtr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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "top10 = df[\"Publisher\"].value_counts()\n", "top10.sort_values(ascending=False)\n", "top10 = top10[:10]\n", "top10.plot(kind=\"bar\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "donaldtrump 1535\n", "politics 549\n", "news 388\n", "uspolitics 288\n", "india 236\n", "culture 213\n", "environment 205\n", "barackobama 199\n", "trump 188\n", "business 186\n", "science 173\n", "russia 170\n", "u.s.news 169\n", "technology 152\n", "usnews 151\n", "opinion 149\n", "worldnews 147\n", "indianexpress 143\n", "health 136\n", "hillaryclinton 133\n", "indianexpressnews 115\n", "commentary 113\n", "international 111\n", "whitehouse 107\n", "breakingnews 107\n", "atlantic 105\n", "nationalandlife 105\n", "theatlanticmagazine 105\n", "theatlantic 105\n", "analysis 105\n", " ... \n", 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SJKmR4VmSJElqZHiWJEmSGhmeJUmSpEaGZ0mSJKmR4VmSJElqZHiWJEmSGhmeJUmSpEaG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\nova8noQrFEOIiOMpVy3/jTLEaXSl7LM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#get the top 20 keywords\n", "keyword_count = pd.Series(np.concatenate([str(x).lower().strip().replace(' ', '').split(',')\n", " for x in df.Keywords])).value_counts()\n", "keyword_count = keyword_count[keyword_count != 2472]\n", "keyword_count = keyword_count[keyword_count != 910]\n", "result = keyword_count.nlargest(20)\n", "result.plot(kind='bar',figsize=(12,8))\n", "print (keyword_count)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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FwK/AxYBPUUgkpqKL+xEwd5gN4ANLaWWh7CDMP3FBEAz0YuBxAPfJjsIut0qpaZKdgQWM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61pe9NfRe6LTTWSn9MhA4BJtbU5Dzoy/nyKTmkWsa4AOP7V20/Pa66viLPNjuQVFk3M7zN1KSHg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\n17s4t186D1hjZhcAS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m6NGjhxsMEbspzsvNzX0zNzf3YvUL/1ahC/JFSsKNT0f3vu+1/4tKsn9pjOl8QTvLN4eI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\nsEFGCXLs+SdGRbhR3l0bd/tqK+Om1qzW4dqnuVt/HcUp5sw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = keyword_count = 'donaldtrump ','politics','news','uspolitics','india','culture','environment','barackobama','russia','u.s.news'\n", "sizes =[1723,549,388,288,236,213,205,199,170,169]\n", "explode =(0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.2,0.3,0.3) \n", "fig1, ax1 = plt.subplots()\n", "ax1.pie(sizes, explode=explode, labels=labels, autopct='%1.1f%%',\n", " shadow=True, startangle=90)\n", "ax1.axis('equal') # Equal aspect ratio ensures that pie is drawn as a circle.\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'top_5_publier' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[0mtop_10_publier\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdf_filtered_by_date_and_headline\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m\"Publisher\"\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mtop_10_publier\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msort_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mascending\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mtop_10_publier\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtop_5_publier\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mNameError\u001b[0m: name 'top_5_publier' is not defined" ] } ], "source": [ "from datetime import datetime as dt\n", "#find the data happened between 2017-01-20 9am +- 12 hours\n", "df_filtered_by_date = df[df['Date'].apply(lambda date: date >= dt.strptime('2017-01-10 00:00:00', '%Y-%m-%d %H:%M:%S') and date <= dt.strptime('2017-01-28 23:59:59', '%Y-%m-%d %H:%M:%S'))]\n", "df_filtered_by_date_and_headline = df_filtered_by_date[df_filtered_by_date['Headline'].apply(lambda head: not set(['inauguration', 'trump']).isdisjoint(head.lower().split()))]\n", "#find the top 10 publier during this time having the related topic\n", "top_10_publier = df_filtered_by_date_and_headline[\"Publisher\"].value_counts()\n", "top_10_publier.sort_values(ascending=False)\n", "top_10_publier = top_5_publier[:10]\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#find the data during this time related this topic within these ten publishers\n", "df_filtered_data = df_filtered_by_date_and_headline[df_filtered_by_date_and_headline['Publisher'].isin(['washingtonpost.com', 'nytimes.com', 'thehill.com', 'dailycaller.com', 'huffingtonpost.com', 'usatoday.com', 'npr.org', 'cnn.com', 'theguardian.com', 'dailykos.com'])]\n", "df_filtered_data['Date_Round'] = df_filtered_data['Date'].dt.date\n", "df_filtered_data.sort_values(['Publisher', 'Date_Round'], ascending = True)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#get the count dictionary\n", "from datetime import date\n", "import matplotlib.pyplot as plt\n", "import plotly.offline as py\n", "import plotly.tools as tls\n", "publishers = []\n", "dates = [10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28]\n", "counts = {}\n", "N = 19\n", "for index, row in df_filtered_data.iterrows():\n", " publisher = row['Publisher']\n", " date_index = row['Date_Round'] - date(2017, 1, 10)\n", " date_index = date_index.days\n", " if (publisher not in counts):\n", " publishers.append(publisher)\n", " tup = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", " counts[publisher] = tup\n", " counts[publisher][date_index] += 1\n", "print(counts)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "#draw the bar chart\n", "mpl_fig = plt.figure(figsize=(10, 8))\n", "ax = mpl_fig.add_subplot(111)\n", "print(ind)\n", "width = 0.5\n", "previours = [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", "colors = [(1.0, 0.5, 0.62), (0.3, 0.2, 0.32), (1.0, 0.8, 0.32), \n", " (0.7, 0.3, 0.22), (0.45, 0.7, 0.32), (0.9, 0.45, 0.22), \n", " (0.06, 0.35, 0.42), (0.83, 0.23, 0.32), (0.38, 0.83, 0.88), (0.4, 0.7, 0.52)]\n", "color_ind = 0\n", "legend_one = [];\n", "for key in counts:\n", " p = ax.bar(dates, counts[key], width, color=colors[color_ind], bottom=previours)\n", " previours = counts[key]\n", " color_ind += 1\n", " legend_one.append(p[0])\n", " \n", "ax.set_ylabel('Count')\n", "ax.set_xlabel('Date')\n", "ax.set_title('Count by Publisher and Date')\n", "ax.set_xticks(dates)\n", "ax.set_yticks(np.arange(0, 40, 5))\n", "ax.set_xticklabels(dates)\n", "plotly_fig = tls.mpl_to_plotly(mpl_fig)\n", "plotly_fig['layout']['showlegend'] = True\n", "name_ind = 0\n", "for key in counts:\n", " plotly_fig['data'][name_ind]['name'] = key\n", " name_ind += 1\n", "plot_url = py.plot(plotly_fig, filename='stacked-bar-chart.html')\n", "# plt.ylabel('Count')\n", "# plt.xlabel('Date')\n", "# plt.xticks(ind, dates)\n", "# plt.legend(legend_one, publishers)\n", "# plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }