RDD_exercise_mobile_app_log_file.ipynb

{"cells":[{"cell_type":"markdown","source":["# Mobile App Log File\nThe Dataset contains the log files from different components used in the overall telecom application."],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"d1309bef-8af8-458f-b398-f27d6a4be952"}}},{"cell_type":"code","source":["df1 = spark.read.format(\"csv\").load(\"dbfs:/FileStore/tables/AppleStore.csv\",header=True,inferSchema=True)"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"78a75c0f-f80a-4919-9e5f-e1f62d586762"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":0},{"cell_type":"code","source":["display(df1)"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"1fd8190b-1bd2-4749-ae69-4b9539c78b59"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"overflow":true,"datasetInfos":[],"data":[[1,281656475,"PAC-MAN Premium",100788224,"USD",3.99,21292,26,4.0,4.5,"6.3.5","4+","Games",38,5,10,1],[2,281796108,"Evernote - stay organized",158578688,"USD",0.0,161065,26,4.0,3.5,"8.2.2","4+","Productivity",37,5,23,1],[3,281940292,"WeatherBug - Local Weather, Radar, Maps, Alerts",100524032,"USD",0.0,188583,2822,3.5,4.5,"5.0.0","4+","Weather",37,5,3,1],[4,282614216,"eBay: Best App to Buy, Sell, Save! Online Shopping",128512000,"USD",0.0,262241,649,4.0,4.5,"5.10.0","12+","Shopping",37,5,9,1],[5,282935706,"Bible",92774400,"USD",0.0,985920,5320,4.5,5.0,"7.5.1","4+","Reference",37,5,45,1],[6,283619399,"Shanghai Mahjong",10485713,"USD",0.99,8253,5516,4.0,4.0,"1.8","4+","Games",47,5,1,1],[7,283646709,"PayPal - Send and request money safely",227795968,"USD",0.0,119487,879,4.0,4.5,"6.12.0","4+","Finance",37,0,19,1],[8,284035177,"Pandora - Music & Radio",130242560,"USD",0.0,1126879,3594,4.0,4.5,"8.4.1","12+","Music",37,4,1,1],[9,284666222,"PCalc - The Best Calculator",49250304,"USD",9.99,1117,4,4.5,5.0,"3.6.6","4+","Utilities",37,5,1,1],[10,284736660,"Ms. PAC-MAN",70023168,"USD",3.99,7885,40,4.0,4.0,"4.0.4","4+","Games",38,0,10,1],[11,284791396,"Solitaire by MobilityWare",49618944,"USD",4.99,76720,4017,4.5,4.5,"4.10.1","4+","Games",38,4,11,1],[12,284815117,"SCRABBLE Premium",227547136,"USD",7.99,105776,166,3.5,2.5,"5.19.0","4+","Games",37,0,6,1],[13,284815942,"Google – Search made just for mobile",179979264,"USD",0.0,479440,203,3.5,4.0,"27.0","17+","Utilities",37,4,33,1],[14,284847138,"Bank of America - Mobile Banking",160925696,"USD",0.0,119773,2336,3.5,4.5,"7.3.8","4+","Finance",37,0,2,1],[15,284862767,"FreeCell",55153664,"USD",4.99,6340,668,4.5,4.5,"4.0.3","4+","Games",38,5,2,1],[16,284876795,"TripAdvisor Hotels Flights Restaurants",207907840,"USD",0.0,56194,87,4.0,3.5,"21.1","4+","Travel",37,1,26,1],[17,284882215,"Facebook",389879808,"USD",0.0,2974676,212,3.5,3.5,"95.0","4+","Social Networking",37,1,29,1],[18,284910350,"Yelp - Nearby Restaurants, Shopping & Services",167407616,"USD",0.0,223885,3726,4.0,4.5,"11.15.0","12+","Travel",37,5,18,1],[20,284993459,"Shazam - Discover music, artists, videos & lyrics",147093504,"USD",0.0,402925,136,4.0,4.5,"11.0.3","12+","Music",37,3,16,1],[21,285005463,"Crash Bandicoot Nitro Kart 3D",10735026,"USD",2.99,31456,4178,4.0,3.5,"1.0.0","4+","Games",47,0,1,1],[22,285946052,"iQuran",70707916,"USD",1.99,2929,966,4.5,4.5,"3.3","4+","Reference",43,0,2,1],[23,285994151,":) Sudoku +",6169600,"USD",2.99,11447,781,5.0,5.0,"5.2.6","4+","Games",40,5,1,1],[24,286058814,"Yahoo Sports - Teams, Scores, News & Highlights",130583552,"USD",0.0,137951,131,4.0,4.5,"6.9","4+","Sports",37,2,6,1],[25,286070473,"Mileage Log | Fahrtenbuch",71203840,"USD",5.99,8,0,4.5,0.0,"9.0.5","4+","Business",37,5,3,1],[27,286799607,"Cleartune - Chromatic Tuner",11423008,"USD",3.99,3241,297,4.0,4.0,"2.1.3","4+","Music",43,2,10,1],[28,286906691,"Lifesum – Inspiring healthy lifestyle app",188017664,"USD",0.0,5795,12,3.5,4.0,"8.4.1","4+","Health & Fitness",37,5,11,1],[29,286911400,"Hangman.",4765696,"USD",0.0,42316,248,3.0,3.5,"2.0.6","9+","Games",38,0,1,1],[31,288113403,"iTranslate - Language Translator & Dictionary",287933440,"USD",0.0,123215,25,3.5,5.0,"10.5.4","4+","Productivity",37,5,23,1],[32,288120394,"TouchOSC",4263936,"USD",4.99,782,7,4.0,3.5,"1.9.8","4+","Music",43,1,1,1],[33,288419283,"RadarScope",172772352,"USD",9.99,3449,23,4.0,4.5,"3.4.1","4+","Weather",37,5,1,1],[34,288429040,"LinkedIn",273844224,"USD",0.0,71856,62,3.5,4.5,"9.1.32","4+","Social Networking",37,2,23,1],[35,289084315,"Period Tracker Deluxe",40216576,"USD",1.99,13350,489,4.5,5.0,"9.6","12+","Health & Fitness",38,0,15,1],[36,289446241,"Election 2016 Map",2386944,"USD",0.99,137,0,3.0,0.0,"5.0","4+","Entertainment",37,1,1,1],[37,289523017,"Blackjack by MobilityWare",105431040,"USD",0.0,180087,1101,3.5,4.5,"5.5.3","12+","Games",37,5,5,1],[39,289894882,"White Noise",44129280,"USD",0.99,33426,299,4.0,5.0,"7.2","4+","Health & Fitness",37,5,3,1],[40,290638154,"iHeartRadio – Free Music & Radio Stations",116443136,"USD",0.0,293228,110,4.0,3.0,"8.0.0","12+","Music",37,5,2,1],[41,290807369,"Line Rider iRide™",1646592,"USD",1.99,21609,69,3.5,2.5,"2.4","9+","Entertainment",40,0,1,1],[42,290986013,"Deliveries: a package tracker",30016512,"USD",4.99,4684,10,4.0,4.0,"8.0.3","4+","Utilities",37,4,9,1],[43,291430598,"Hurricane Pro",29518848,"USD",2.99,2104,0,4.5,0.0,"5.2","17+","Weather",37,0,1,1],[47,292421271,"Fieldrunners",66872320,"USD",2.99,41633,6,4.0,3.0,"1.7.177604","9+","Games",37,0,1,1],[48,292628469,"Juxtaposer",45229056,"USD",2.99,3610,7,4.5,5.0,"3.8.2","4+","Photo & Video",37,5,1,1],[49,292738169,"Deezer - Listen to your Favorite Music & Playlists",127470592,"USD",0.0,4677,12,3.0,4.0,"6.19.0","12+","Music",37,5,21,1],[50,293118835,"iStellar",44241920,"USD",3.99,30,0,3.5,0.0,"2.9.0","4+","Navigation",37,0,2,0],[51,293523031,"Sonos Controller",107983872,"USD",0.0,48905,2691,4.5,4.5,"7.2","4+","Music",37,4,12,1],[52,293573778,"Avertinoo",8044544,"USD",4.99,32,0,3.0,0.0,"3.9.2","4+","Navigation",38,5,7,1],[53,293622097,"Google Earth",37214208,"USD",0.0,446185,1359,3.5,3.5,"7.1.6","4+","Travel",43,5,30,1],[54,293760823,"iFart - The Original Fart Sounds App",60320768,"USD",1.99,21825,10,3.0,4.0,"4.0.8","9+","Entertainment",37,5,1,1],[55,293778748,"PAC-MAN",100849664,"USD",0.0,508808,99,3.0,4.5,"6.3.5","4+","Games",38,5,10,1],[57,294056623,"FOX Sports Mobile",72748032,"USD",0.0,57500,103,3.0,4.0,"3.5.13","4+","Sports",37,0,1,0],[58,294536447,"First Words Animals",32164864,"USD",1.99,2576,4,4.0,5.0,"7.0","4+","Games",38,5,1,1],[59,294631159,"WeatherPro",69079040,"USD",1.99,1572,34,4.0,4.5,"4.8.2","4+","Weather",37,0,13,1],[60,294934058,"HotSchedules",82037760,"USD",2.99,3292,2,3.0,5.0,"4.56.1","4+","Business",37,2,2,1],[61,295430577,"Star Walk - Find Stars And Planets in Sky Above",150195200,"USD",4.99,8932,55,4.5,5.0,"7.2.3","4+","Education",37,0,12,1],[62,295646461,"The Weather Channel: Forecast, Radar & Alerts",199734272,"USD",0.0,495626,5893,3.5,4.5,"8.11","4+","Weather",37,0,33,1],[63,295759189,"Big Day - Event Countdown",13156352,"USD",0.99,812,14,3.0,4.0,"8.2.0","4+","Lifestyle",38,0,7,1],[64,295775656,"12 Steps AA Companion - Alcoholics Anonymous",30367744,"USD",2.99,1583,2,3.5,4.5,"2.5.9.2","12+","Lifestyle",37,5,1,1],[65,296581815,"OpenTable - Restaurant Reservations",93420544,"USD",0.0,113936,150,4.5,5.0,"10.18.0","4+","Food & Drink",37,1,6,1],[66,297244048,"VLC Remote",31505408,"USD",4.99,2027,2,4.0,5.0,"9.30","4+","Entertainment",37,5,33,1],[67,297332787,"gFlashPro - Flashcards & Tests",25997312,"USD",3.99,768,4,4.0,4.0,"7.1","4+","Education",37,3,3,1],[68,297368629,"Lose It! – Weight Loss Program and Calorie Counter",182054912,"USD",0.0,373835,402,4.0,4.5,"8.0.2","4+","Health & Fitness",37,3,1,1],[69,297430070,"Target",138754048,"USD",0.0,108131,13,3.0,2.0,"8.21.0","4+","Shopping",37,0,1,1],[70,297606726,"Fish Tycoon",13564835,"USD",0.99,18943,1787,3.5,4.5,"1.1.0","4+","Games",47,0,1,1],[71,297606951,"Amazon App: shop, scan, compare, and read reviews",133688320,"USD",0.0,126312,22,3.5,3.0,"9.10.0","4+","Shopping",37,5,8,1],[72,297694601,"Touchgrind",55205888,"USD",4.99,35735,378,4.0,4.5,"1.5.1","4+","Games",40,0,0,1],[73,298127110,"ProPresenter Remote",46922752,"USD",4.99,410,7,3.0,2.5,"4.8.1","4+","Utilities",37,5,1,1],[74,298206806,"iReal Pro - Music Book & Play Along",63283200,"USD",12.99,1390,143,4.5,5.0,"7.0.1","4+","Music",37,5,33,1],[75,298596830,"NRJ Radio",53426176,"USD",0.0,38,2,3.5,5.0,"5.2.6","4+","Music",37,5,4,1],[76,298867247,"Chase Mobile℠",39505920,"USD",0.0,233270,14625,4.5,4.5,"2.610","4+","Finance",37,0,2,1],[77,299029654,"大辞林",210088960,"USD",21.99,64,0,4.5,0.0,"4.1.1","4+","Reference",37,5,2,1],[79,299515267,"Allrecipes Dinner Spinner",36399104,"USD",0.0,109349,1540,3.5,5.0,"6.3","12+","Food & Drink",37,5,1,1],[80,299853944,"新浪新闻-阅读最新时事热门头条资讯视频",115143680,"USD",0.0,2229,4,3.5,1.0,"6.2.1","17+","News",37,0,1,1],[81,299949744,"MotionX GPS",56481792,"USD",1.99,14970,24,3.5,4.5,"24.2","4+","Navigation",37,0,1,1],[82,300048137,"AccuWeather - Weather for Life",181941248,"USD",0.0,144214,2162,3.5,4.0,"10.4.1","4+","Weather",37,1,43,1],[83,300238550,"Mint: Personal Finance, Budget, Bills & Money",162891776,"USD",0.0,232940,683,4.0,4.5,"5.9.0","4+","Finance",37,5,1,1],[84,300255638,"ABC News - US & World News + Live Video",98108416,"USD",0.0,48407,20,3.0,3.5,"5.16","12+","News",37,0,1,0],[85,300265786,"Rowmote: Remote Control for Mac",54088704,"USD",0.99,5531,37,3.5,2.5,"4.3","4+","Utilities",40,3,13,1],[86,300590611,"Peekaboo Barn",50155520,"USD",1.99,3393,77,4.0,4.0,"5.1.0","4+","Education",43,5,1,1],[87,300704847,"Speedtest by Ookla",23936000,"USD",0.0,65016,274,3.5,5.0,"3.8.2","4+","Utilities",38,4,17,1],[89,301387274,"Pocket God",145293312,"USD",0.99,187529,1071,4.0,4.0,"1.48.2","9+","Entertainment",43,5,1,1],[90,301521403,"Nike+ Training Club - Workouts & Fitness Plans",140367872,"USD",0.0,33969,466,3.5,5.0,"5.4.1","4+","Health & Fitness",37,0,17,1],[91,301724680,"Citi Mobile®",281244672,"USD",0.0,48822,193,3.5,4.0,"8.5.0","4+","Finance",37,0,1,1],[92,302049354,"Phase 10 Pro - Play Your Friends!",66695168,"USD",1.99,59155,101,4.5,2.5,"3.2.0","4+","Games",40,5,1,1],[93,302584613,"Kindle – Read eBooks, Magazines & Textbooks",169747456,"USD",0.0,252076,80,3.5,4.5,"5.11","4+","Book",37,5,9,1],[95,303058767,"MASH",41691136,"USD",1.99,4913,1,4.0,4.0,"3.3.2","9+","Games",37,3,15,1],[96,303191318,"同花顺-炒股、股票",122886144,"USD",0.0,1744,0,3.5,0.0,"10.10.46","4+","Finance",37,0,1,1],[97,303337299,"Wedding Dash Deluxe",55803904,"USD",0.99,16567,1155,4.5,4.5,"2.29.13","4+","Games",43,4,1,1],[99,303849934,"Beer Pong Game",188956672,"USD",0.0,187315,9,2.0,4.0,"17.05.15","17+","Games",37,5,9,1],[100,304731501,"Tempo - Metronome with Setlists",22185984,"USD",2.99,4781,1,4.5,5.0,"3.9.2","4+","Music",37,5,10,1],[101,304770340,"Skat",66160640,"USD",3.99,94,4,4.5,4.5,"11.0.10","4+","Games",37,0,1,1],[102,304871603,"Color Splash",28135424,"USD",0.99,29554,55,4.0,5.0,"3.6.1","4+","Photo & Video",37,0,3,1],[103,304871622,"Zombieville USA",27962441,"USD",0.99,32988,2489,4.0,4.0,"1.7","12+","Games",47,5,1,1],[104,304878510,"Skype for iPhone",133238784,"USD",0.0,373519,127,3.5,4.0,"6.35.1","4+","Social Networking",37,0,32,1],[105,305343404,"Tumblr",151573504,"USD",0.0,334293,919,4.0,4.0,"8.6","17+","Social Networking",37,5,16,1],[106,305557780,"iSwap Faces",27069440,"USD",1.99,2302,3,3.5,5.0,"5.1","4+","Photo & Video",37,5,1,1],[107,305939712,"Match™ - #1 Dating App.",101259264,"USD",0.0,60659,57,3.0,2.5,"17.05.01","17+","Social Networking",37,5,10,1],[108,306169895,"Tozzle - Toddler's favorite puzzle",168192000,"USD",2.99,2562,10,4.0,4.5,"5.1","4+","Games",37,5,4,1],[109,306257910,"HomeBudget with Sync",17485824,"USD",4.99,3042,6,3.5,4.0,"3.3.0","4+","Finance",37,5,11,1],[110,306375551,"Wind Meter",5234688,"USD",0.99,338,12,2.5,2.0,"5.0","4+","Weather",43,0,1,1],[111,306468004,"Map My Run+ - GPS Running & Workout Tracker",237913088,"USD",2.99,16434,3,4.5,4.5,"17.5.5","4+","Health & Fitness",37,0,9,1],[112,306561234,"Map My Ride+ - GPS Cycling & Route Tracker",233513984,"USD",2.99,10046,7,4.5,5.0,"17.5.5","4+","Health & Fitness",37,0,9,1],[113,306621789,"HuffPost - News, Politics & Entertainment",110420992,"USD",0.0,29107,85,3.0,4.0,"11.2","12+","News",37,5,10,1],[114,306628397,"Phrase Party!",47774720,"USD",1.99,878,48,4.0,4.5,"8.7.5","17+","Games",38,5,1,1],[115,306937053,"Minesweeper Classic",22259712,"USD",0.99,1140,20,3.5,3.5,"3.6","4+","Games",37,4,1,1],[116,307132353,"Sally's Spa",431771648,"USD",2.99,35074,403,4.5,4.0,"3.3.0","4+","Games",43,0,6,1],[117,307184892,"CBS Sports App - 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Clock & Weather",169009152,"USD",2.99,25475,71,4.5,4.0,"3.82","4+","Utilities",37,4,11,1],[522,379937581,"Sushi Cat",62373888,"USD",0.99,8718,381,4.0,4.5,"2.1.0","4+","Games",43,5,1,1],[523,379983299,"Talking Tom Cat for iPad",75417600,"USD",0.0,29492,51,3.5,4.0,"3.3","4+","Entertainment",24,5,13,1],[524,380090605,"Let's create! 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Simple.",73138176,"USD",0.0,57348,1213,4.5,4.5,"2.10.17","4+","Shopping",37,0,1,1],[1137,469024771,"随手记专业版 for  iPad",32996352,"USD",0.99,240,1,4.5,5.0,"4.0.0","4+","Finance",24,5,1,1],[1138,469284907,"HP All-in-One Printer Remote",60647424,"USD",0.0,9819,415,4.5,4.5,"5.3","4+","Productivity",37,2,14,1],[1139,469337564,"Adobe Acrobat Reader: View, Create, & Convert PDFs",81007616,"USD",0.0,20069,33,4.0,4.5,"17.05.23","4+","Business",37,5,19,1],[1140,469338840,"飞常准Pro-全球航班查询机票酒店预订",94053376,"USD",0.99,132,1,4.0,5.0,"4.0.5","17+","Travel",37,0,2,1],[1142,469343097,"MEGA MAN X",90374144,"USD",4.99,3099,105,4.5,4.5,"1.03.22","4+","Games",40,5,6,1],[1143,469369175,"CSR Racing",524803072,"USD",0.0,677247,2029,4.5,4.5,"4.0.1","4+","Games",37,5,10,1],[1144,469610082,"Riptide GP",41246720,"USD",0.99,3883,675,4.0,4.0,"1.4.1","4+","Games",40,4,1,1],[1145,469622080,"Math Practice - Integers",2598912,"USD",0.99,11,0,4.0,0.0,"2.0","4+","Education",37,5,1,1],[1146,469863705,"Khan Academy: you can learn anything",162706432,"USD",0.0,5459,10,4.0,4.5,"4.3.0","4+","Education",37,5,6,1],[1148,469960709,"Bejeweled Blitz",91591680,"USD",0.0,221002,131,4.0,4.0,"1.29.1","4+","Games",38,5,1,1],[1149,469964520,"Lloyds Bank Mobile Banking",104023040,"USD",0.0,17,5,4.5,4.0,"16.1","4+","Finance",37,0,1,1],[1150,470412139,"Sleepy Hollow: Mystery Legends HD (Full)",375949016,"USD",4.99,168,168,4.0,4.0,"1.0.1","9+","Games",26,5,4,1],[1151,470412147,"Poshmark: Buy & Sell Fashion",58299392,"USD",0.0,18035,156,4.5,4.5,"2.70","4+","Shopping",37,5,1,1],[1152,470578793,"Secret Calculator Pro - Hide photos & videos",14578688,"USD",1.99,2504,644,4.5,5.0,"1.13","4+","Photo & Video",37,0,12,1],[1153,471063940,"Call of Duty: Black Ops Zombies",880267264,"USD",6.99,116601,5839,4.5,4.5,"1.3.5","17+","Games",43,4,1,1]],"plotOptions":{"displayType":"table","customPlotOptions":{},"pivotColumns":null,"pivotAggregation":null,"xColumns":null,"yColumns":null},"columnCustomDisplayInfos":{},"aggType":"","isJsonSchema":true,"removedWidgets":[],"aggSchema":[],"schema":[{"name":"_c0","type":"\"integer\"","metadata":"{}"},{"name":"id","type":"\"integer\"","metadata":"{}"},{"name":"track_name","type":"\"string\"","metadata":"{}"},{"name":"size_bytes","type":"\"long\"","metadata":"{}"},{"name":"currency","type":"\"string\"","metadata":"{}"},{"name":"price","type":"\"double\"","metadata":"{}"},{"name":"rating_count_tot","type":"\"integer\"","metadata":"{}"},{"name":"rating_count_ver","type":"\"integer\"","metadata":"{}"},{"name":"user_rating","type":"\"double\"","metadata":"{}"},{"name":"user_rating_ver","type":"\"double\"","metadata":"{}"},{"name":"ver","type":"\"string\"","metadata":"{}"},{"name":"cont_rating","type":"\"string\"","metadata":"{}"},{"name":"prime_genre","type":"\"string\"","metadata":"{}"},{"name":"sup_devices.num","type":"\"integer\"","metadata":"{}"},{"name":"ipadSc_urls.num","type":"\"integer\"","metadata":"{}"},{"name":"lang.num","type":"\"integer\"","metadata":"{}"},{"name":"vpp_lic","type":"\"integer\"","metadata":"{}"}],"aggError":"","aggData":[],"addedWidgets":{},"dbfsResultPath":null,"type":"table","aggOverflow":false,"aggSeriesLimitReached":false,"arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .table-result-container {\n    max-height: 300px;\n    overflow: auto;\n  }\n  table, th, td {\n    border: 1px solid black;\n    border-collapse: collapse;\n  }\n  th, td {\n    padding: 5px;\n  }\n  th {\n    text-align: left;\n  }\n</style><div class='table-result-container'><table class='table-result'><thead style='background-color: white'><tr><th>_c0</th><th>id</th><th>track_name</th><th>size_bytes</th><th>currency</th><th>price</th><th>rating_count_tot</th><th>rating_count_ver</th><th>user_rating</th><th>user_rating_ver</th><th>ver</th><th>cont_rating</th><th>prime_genre</th><th>sup_devices.num</th><th>ipadSc_urls.num</th><th>lang.num</th><th>vpp_lic</th></tr></thead><tbody><tr><td>1</td><td>281656475</td><td>PAC-MAN Premium</td><td>100788224</td><td>USD</td><td>3.99</td><td>21292</td><td>26</td><td>4.0</td><td>4.5</td><td>6.3.5</td><td>4+</td><td>Games</td><td>38</td><td>5</td><td>10</td><td>1</td></tr><tr><td>2</td><td>281796108</td><td>Evernote - stay organized</td><td>158578688</td><td>USD</td><td>0.0</td><td>161065</td><td>26</td><td>4.0</td><td>3.5</td><td>8.2.2</td><td>4+</td><td>Productivity</td><td>37</td><td>5</td><td>23</td><td>1</td></tr><tr><td>3</td><td>281940292</td><td>WeatherBug - Local Weather, Radar, Maps, Alerts</td><td>100524032</td><td>USD</td><td>0.0</td><td>188583</td><td>2822</td><td>3.5</td><td>4.5</td><td>5.0.0</td><td>4+</td><td>Weather</td><td>37</td><td>5</td><td>3</td><td>1</td></tr><tr><td>4</td><td>282614216</td><td>eBay: Best App to Buy, Sell, Save! 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GP</td><td>41246720</td><td>USD</td><td>0.99</td><td>3883</td><td>675</td><td>4.0</td><td>4.0</td><td>1.4.1</td><td>4+</td><td>Games</td><td>40</td><td>4</td><td>1</td><td>1</td></tr><tr><td>1145</td><td>469622080</td><td>Math Practice - Integers</td><td>2598912</td><td>USD</td><td>0.99</td><td>11</td><td>0</td><td>4.0</td><td>0.0</td><td>2.0</td><td>4+</td><td>Education</td><td>37</td><td>5</td><td>1</td><td>1</td></tr><tr><td>1146</td><td>469863705</td><td>Khan Academy: you can learn anything</td><td>162706432</td><td>USD</td><td>0.0</td><td>5459</td><td>10</td><td>4.0</td><td>4.5</td><td>4.3.0</td><td>4+</td><td>Education</td><td>37</td><td>5</td><td>6</td><td>1</td></tr><tr><td>1148</td><td>469960709</td><td>Bejeweled Blitz</td><td>91591680</td><td>USD</td><td>0.0</td><td>221002</td><td>131</td><td>4.0</td><td>4.0</td><td>1.29.1</td><td>4+</td><td>Games</td><td>38</td><td>5</td><td>1</td><td>1</td></tr><tr><td>1149</td><td>469964520</td><td>Lloyds Bank Mobile Banking</td><td>104023040</td><td>USD</td><td>0.0</td><td>17</td><td>5</td><td>4.5</td><td>4.0</td><td>16.1</td><td>4+</td><td>Finance</td><td>37</td><td>0</td><td>1</td><td>1</td></tr><tr><td>1150</td><td>470412139</td><td>Sleepy Hollow: Mystery Legends HD (Full)</td><td>375949016</td><td>USD</td><td>4.99</td><td>168</td><td>168</td><td>4.0</td><td>4.0</td><td>1.0.1</td><td>9+</td><td>Games</td><td>26</td><td>5</td><td>4</td><td>1</td></tr><tr><td>1151</td><td>470412147</td><td>Poshmark: Buy & Sell Fashion</td><td>58299392</td><td>USD</td><td>0.0</td><td>18035</td><td>156</td><td>4.5</td><td>4.5</td><td>2.70</td><td>4+</td><td>Shopping</td><td>37</td><td>5</td><td>1</td><td>1</td></tr><tr><td>1152</td><td>470578793</td><td>Secret Calculator Pro - Hide photos & videos</td><td>14578688</td><td>USD</td><td>1.99</td><td>2504</td><td>644</td><td>4.5</td><td>5.0</td><td>1.13</td><td>4+</td><td>Photo & Video</td><td>37</td><td>0</td><td>12</td><td>1</td></tr><tr><td>1153</td><td>471063940</td><td>Call of Duty: Black Ops Zombies</td><td>880267264</td><td>USD</td><td>6.99</td><td>116601</td><td>5839</td><td>4.5</td><td>4.5</td><td>1.3.5</td><td>17+</td><td>Games</td><td>43</td><td>4</td><td>1</td><td>1</td></tr></tbody></table>Showing the first 1000 rows.</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["### Load File"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"b86eee7f-e2f7-47b7-bdd7-e88c84ff23df"}}},{"cell_type":"code","source":["log_file = sc.textFile('/FileStore/tables/access.log')\nlog_file.take(200)"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"f5d7977e-7997-43c9-aa81-235719f099d0"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[3]: [&#39;64.242.88.10 - - [07/Mar/2004:16:05:49 -0800] &#34;GET /twiki/bin/edit/Main/Double_bounce_sender?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:06:51 -0800] &#34;GET /twiki/bin/rdiff/TWiki/NewUserTemplate?rev1=1.3&amp;rev2=1.2 HTTP/1.1&#34; 200 4523&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:10:02 -0800] &#34;GET /mailman/listinfo/hsdivision HTTP/1.1&#34; 200 6291&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:11:58 -0800] &#34;GET /twiki/bin/view/TWiki/WikiSyntax HTTP/1.1&#34; 200 7352&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:20:55 -0800] &#34;GET /twiki/bin/view/Main/DCCAndPostFix HTTP/1.1&#34; 200 5253&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:23:12 -0800] &#34;GET /twiki/bin/oops/TWiki/AppendixFileSystem?template=oopsmore&amp;param1=1.12&amp;param2=1.12 HTTP/1.1&#34; 200 11382&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:24:16 -0800] &#34;GET /twiki/bin/view/Main/PeterThoeny HTTP/1.1&#34; 200 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/twiki/bin/search/Main/SearchResult?scope=text&amp;regex=on&amp;search=Office%20*Locations[^A-Za-z] HTTP/1.1&#34; 200 7771&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:17:56:54 -0800] &#34;GET /twiki/bin/view/TWiki/TextFormattingRules?rev=r1.31 HTTP/1.1&#34; 200 23338&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:17:58:00 -0800] &#34;GET /twiki/bin/edit/Main/KevinWGagel?t=1078670331 HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:00:09 -0800] &#34;GET /twiki/bin/edit/Main/Virtual_mailbox_lock?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:02:10 -0800] &#34;GET /twiki/bin/view/Main/WebPreferences HTTP/1.1&#34; 200 8820&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:04:05 -0800] &#34;GET /twiki/bin/view/TWiki/WikiWord?rev=1.3 HTTP/1.1&#34; 200 6816&#39;,\n &#39;lj1125.inktomisearch.com - - [07/Mar/2004:18:06:14 -0800] &#34;GET /twiki/bin/oops/Sandbox/WebChanges HTTP/1.0&#34; 200 209&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:09:00 -0800] &#34;GET /twiki/bin/rdiff/Main/TWikiGuest HTTP/1.1&#34; 200 11314&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:10:09 -0800] &#34;GET /twiki/bin/edit/TWiki/TWikiVariables?t=1078684115 HTTP/1.1&#34; 401 12846&#39;,\n &#39;d207-6-9-183.bchsia.telus.net - - [07/Mar/2004:18:10:18 -0800] &#34;GET /pipermail/cncce/2004-January/000001.html HTTP/1.1&#34; 200 3095&#39;,\n &#39;d207-6-9-183.bchsia.telus.net - - [07/Mar/2004:18:10:20 -0800] &#34;GET /pipermail/cncce/2004-January/000002.html HTTP/1.1&#34; 200 3810&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:17:26 -0800] &#34;GET /twiki/bin/rdiff/TWiki/WikiWord?rev1=1.4&amp;rev2=1.3 HTTP/1.1&#34; 200 6948&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:19:01 -0800] &#34;GET /twiki/bin/edit/Main/TWikiPreferences?topicparent=Main.WebHome HTTP/1.1&#34; 401 12846&#39;,\n &#39;d207-6-9-183.bchsia.telus.net - - [07/Mar/2004:18:19:16 -0800] &#34;GET /pipermail/cncce/2004-January.txt HTTP/1.1&#34; 200 3376&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:22:52 -0800] &#34;GET /twiki/bin/search/Main/SearchResult?scope=text&amp;regex=on&amp;search=Web%20*Statistics[^A-Za-z] HTTP/1.1&#34; 200 3584&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:26:32 -0800] &#34;GET /twiki/bin/rdiff/TWiki/PeterFokkinga?rev1=1.4&amp;rev2=1.3 HTTP/1.1&#34; 200 4548&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:32:39 -0800] &#34;GET /mailman/listinfo/dentalstudies HTTP/1.1&#34; 200 6345&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:34:42 -0800] &#34;GET /twiki/bin/view/Main/TWikiGuest HTTP/1.1&#34; 200 4449&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:42:29 -0800] &#34;GET /twiki/bin/attach/Main/TWikiGroups HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:46:00 -0800] &#34;GET /twiki/bin/rdiff/TWiki/TextFormattingRules?rev1=1.36&amp;rev2=1.35 HTTP/1.1&#34; 200 25416&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:47:06 -0800] &#34;GET /twiki/bin/rdiff/Main/TWikiGroups?rev1=1.3&amp;rev2=1.2 HTTP/1.1&#34; 200 4308&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:48:15 -0800] &#34;GET /twiki/bin/search/TWiki/?scope=topic&amp;regex=on&amp;search=.* HTTP/1.1&#34; 200 3544&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:52:30 -0800] &#34;GET /twiki/bin/edit/Main/Trigger_timeout?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:53:55 -0800] &#34;GET /twiki/bin/oops/TWiki/TWikiSite?template=oopsmore&amp;param1=1.21&amp;param2=1.21 HTTP/1.1&#34; 200 11284&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:57:07 -0800] &#34;GET /twiki/bin/view/TWiki/TextFormattingRules?rev=r1.35 HTTP/1.1&#34; 200 27248&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:58:52 -0800] &#34;GET /twiki/bin/edit/Main/Mydestination?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:59:52 -0800] &#34;GET /mailman/listinfo/fcd HTTP/1.1&#34; 200 5967&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:19:01:48 -0800] &#34;GET 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HTTP/1.1&#34; 401 12851&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:36:48 -0800] &#34;GET /twiki/bin/view/TWiki/WebSiteTools HTTP/1.1&#34; 200 5208&#39;,\n &#39;lj1036.inktomisearch.com - - [07/Mar/2004:23:36:59 -0800] &#34;GET /robots.txt HTTP/1.0&#34; 200 68&#39;,\n &#39;lj1088.inktomisearch.com - - [07/Mar/2004:23:36:59 -0800] &#34;GET /twiki/bin/oops/TWiki/JohnAltstadt HTTP/1.0&#34; 200 209&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:37:48 -0800] &#34;GET /twiki/bin/oops/Main/FileAttachment?template=oopsmore&amp;param1=1.3&amp;param2=1.3 HTTP/1.1&#34; 200 6612&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:42:44 -0800] &#34;GET /twiki/bin/edit/Main/Cleanup_service_name?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:47:58 -0800] &#34;GET /twiki/bin/view/TWiki/WikiReferences?skin=print HTTP/1.1&#34; 200 5596&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:50:03 -0800] &#34;GET /twiki/bin/view/Main/TokyoOffice?rev=1.3 HTTP/1.1&#34; 200 3853&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:51:38 -0800] &#34;GET /twiki/bin/view/Main/PostSuper?rev=r1.1 HTTP/1.1&#34; 200 3629&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:56:30 -0800] &#34;GET /twiki/bin/rdiff/Main/PostQueue HTTP/1.1&#34; 200 4662&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:58:53 -0800] &#34;GET /twiki/bin/edit/TWiki/TablePlugin?t=1078681446 HTTP/1.1&#34; 401 12851&#39;,\n &#39;dsl-80-43-113-44.access.uk.tiscali.com - - [08/Mar/2004:00:05:30 -0800] &#34;GET / HTTP/1.1&#34; 200 3169&#39;,\n &#39;dsl-80-43-113-44.access.uk.tiscali.com - - [08/Mar/2004:00:05:35 -0800] &#34;GET /favicon.ico HTTP/1.1&#34; 200 1078&#39;,\n &#39;dsl-80-43-113-44.access.uk.tiscali.com - - [08/Mar/2004:00:06:32 -0800] &#34;GET /DCC.html HTTP/1.1&#34; 200 2878&#39;,\n &#39;64.242.88.10 - - [08/Mar/2004:00:08:58 -0800] &#34;GET /twiki/bin/oops/Sandbox/WebHome?template=oopsmore&amp;param1=1.7&amp;param2=1.7 HTTP/1.1&#34; 200 4226&#39;,\n &#39;64.242.88.10 - - [08/Mar/2004:00:11:22 -0800] &#34;GET /twiki/bin/edit/Main/WelcomeGuest?topicparent=Main.WebHome HTTP/1.1&#34; 401 12846&#39;]</div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[3]: [&#39;64.242.88.10 - - [07/Mar/2004:16:05:49 -0800] &#34;GET /twiki/bin/edit/Main/Double_bounce_sender?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:06:51 -0800] &#34;GET /twiki/bin/rdiff/TWiki/NewUserTemplate?rev1=1.3&amp;rev2=1.2 HTTP/1.1&#34; 200 4523&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:16:10:02 -0800] &#34;GET 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12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:00:09 -0800] &#34;GET /twiki/bin/edit/Main/Virtual_mailbox_lock?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:02:10 -0800] &#34;GET /twiki/bin/view/Main/WebPreferences HTTP/1.1&#34; 200 8820&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:04:05 -0800] &#34;GET /twiki/bin/view/TWiki/WikiWord?rev=1.3 HTTP/1.1&#34; 200 6816&#39;,\n &#39;lj1125.inktomisearch.com - - [07/Mar/2004:18:06:14 -0800] &#34;GET /twiki/bin/oops/Sandbox/WebChanges HTTP/1.0&#34; 200 209&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:09:00 -0800] &#34;GET /twiki/bin/rdiff/Main/TWikiGuest HTTP/1.1&#34; 200 11314&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:10:09 -0800] &#34;GET /twiki/bin/edit/TWiki/TWikiVariables?t=1078684115 HTTP/1.1&#34; 401 12846&#39;,\n &#39;d207-6-9-183.bchsia.telus.net - - [07/Mar/2004:18:10:18 -0800] &#34;GET /pipermail/cncce/2004-January/000001.html HTTP/1.1&#34; 200 3095&#39;,\n &#39;d207-6-9-183.bchsia.telus.net - - [07/Mar/2004:18:10:20 -0800] &#34;GET /pipermail/cncce/2004-January/000002.html HTTP/1.1&#34; 200 3810&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:17:26 -0800] &#34;GET /twiki/bin/rdiff/TWiki/WikiWord?rev1=1.4&amp;rev2=1.3 HTTP/1.1&#34; 200 6948&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:19:01 -0800] &#34;GET /twiki/bin/edit/Main/TWikiPreferences?topicparent=Main.WebHome HTTP/1.1&#34; 401 12846&#39;,\n &#39;d207-6-9-183.bchsia.telus.net - - [07/Mar/2004:18:19:16 -0800] &#34;GET /pipermail/cncce/2004-January.txt HTTP/1.1&#34; 200 3376&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:22:52 -0800] &#34;GET /twiki/bin/search/Main/SearchResult?scope=text&amp;regex=on&amp;search=Web%20*Statistics[^A-Za-z] HTTP/1.1&#34; 200 3584&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:26:32 -0800] &#34;GET /twiki/bin/rdiff/TWiki/PeterFokkinga?rev1=1.4&amp;rev2=1.3 HTTP/1.1&#34; 200 4548&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:18:32:39 -0800] &#34;GET 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&#39;64.242.88.10 - - [07/Mar/2004:22:58:24 -0800] &#34;GET /twiki/bin/view/Main/TokyoOffice?rev=r1.3 HTTP/1.1&#34; 200 3853&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:09:07 -0800] &#34;GET /twiki/bin/view/TWiki/AlWilliams?rev=1.1 HTTP/1.1&#34; 200 3697&#39;,\n &#39;calcite.rhyolite.com - - [07/Mar/2004:23:10:27 -0800] &#34;GET /clients.html HTTP/1.1&#34; 200 18753&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:10:44 -0800] &#34;GET /twiki/bin/view/TWiki/JohnTalintyre HTTP/1.1&#34; 200 3766&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:13:51 -0800] &#34;GET /twiki/bin/view/TWiki/TWikiDocGraphics HTTP/1.1&#34; 200 14492&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:15:51 -0800] &#34;GET /twiki/bin/view/TWiki/TextFormattingRules?rev=r1.24 HTTP/1.1&#34; 200 20981&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:16:57 -0800] &#34;GET /twiki/bin/rdiff/Main/SanJoseOffice HTTP/1.1&#34; 200 9524&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:19:01 -0800] &#34;GET /twiki/bin/rdiff/Main/WebNotify HTTP/1.1&#34; 200 16853&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:20:26 -0800] &#34;GET /twiki/bin/view/TWiki/TWikiSiteTools HTTP/1.1&#34; 200 14435&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:23:00 -0800] &#34;GET /twiki/bin/rdiff/TWiki/RichardDonkin?rev1=1.2&amp;rev2=1.1 HTTP/1.1&#34; 200 5891&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:27:26 -0800] &#34;GET /twiki/bin/search/TWiki/SearchResult?scope=text&amp;regex=on&amp;search=Web%20*Preferences[^A-Za-z] HTTP/1.1&#34; 200 20030&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:30:23 -0800] &#34;GET /twiki/bin/rdiff/TWiki/WebHome HTTP/1.1&#34; 200 108162&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:34:31 -0800] &#34;GET /twiki/bin/edit/Main/Lmtp_quit_timeout?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12851&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:36:48 -0800] &#34;GET /twiki/bin/view/TWiki/WebSiteTools HTTP/1.1&#34; 200 5208&#39;,\n &#39;lj1036.inktomisearch.com - - [07/Mar/2004:23:36:59 -0800] &#34;GET /robots.txt HTTP/1.0&#34; 200 68&#39;,\n &#39;lj1088.inktomisearch.com - - [07/Mar/2004:23:36:59 -0800] &#34;GET /twiki/bin/oops/TWiki/JohnAltstadt HTTP/1.0&#34; 200 209&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:37:48 -0800] &#34;GET /twiki/bin/oops/Main/FileAttachment?template=oopsmore&amp;param1=1.3&amp;param2=1.3 HTTP/1.1&#34; 200 6612&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:42:44 -0800] &#34;GET /twiki/bin/edit/Main/Cleanup_service_name?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:47:58 -0800] &#34;GET /twiki/bin/view/TWiki/WikiReferences?skin=print HTTP/1.1&#34; 200 5596&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:50:03 -0800] &#34;GET /twiki/bin/view/Main/TokyoOffice?rev=1.3 HTTP/1.1&#34; 200 3853&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:51:38 -0800] &#34;GET /twiki/bin/view/Main/PostSuper?rev=r1.1 HTTP/1.1&#34; 200 3629&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:56:30 -0800] &#34;GET /twiki/bin/rdiff/Main/PostQueue HTTP/1.1&#34; 200 4662&#39;,\n &#39;64.242.88.10 - - [07/Mar/2004:23:58:53 -0800] &#34;GET /twiki/bin/edit/TWiki/TablePlugin?t=1078681446 HTTP/1.1&#34; 401 12851&#39;,\n &#39;dsl-80-43-113-44.access.uk.tiscali.com - - [08/Mar/2004:00:05:30 -0800] &#34;GET / HTTP/1.1&#34; 200 3169&#39;,\n &#39;dsl-80-43-113-44.access.uk.tiscali.com - - [08/Mar/2004:00:05:35 -0800] &#34;GET /favicon.ico HTTP/1.1&#34; 200 1078&#39;,\n &#39;dsl-80-43-113-44.access.uk.tiscali.com - - [08/Mar/2004:00:06:32 -0800] &#34;GET /DCC.html HTTP/1.1&#34; 200 2878&#39;,\n &#39;64.242.88.10 - - [08/Mar/2004:00:08:58 -0800] &#34;GET /twiki/bin/oops/Sandbox/WebHome?template=oopsmore&amp;param1=1.7&amp;param2=1.7 HTTP/1.1&#34; 200 4226&#39;,\n &#39;64.242.88.10 - - [08/Mar/2004:00:11:22 -0800] &#34;GET /twiki/bin/edit/Main/WelcomeGuest?topicparent=Main.WebHome HTTP/1.1&#34; 401 12846&#39;]</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["### Find out how many 404 HTTP codes are in access logs"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"3d157cb8-458e-4e5a-8368-2c5ee7a7f802"}}},{"cell_type":"code","source":["log_file.filter(lambda x: \"404\" in x).collect()"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"89c04dbc-e893-415b-8995-8e61df6a990b"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[4]: [&#39;h24-70-56-49.ca.shawcable.net - - [07/Mar/2004:21:16:17 -0800] &#34;GET /twiki/view/Main/WebHome HTTP/1.1&#34; 404 300&#39;,\n &#39;61.9.4.61 - - [08/Mar/2004:07:27:36 -0800] &#34;GET /_vti_bin/owssvr.dll?UL=1&amp;ACT=4&amp;BUILD=2614&amp;STRMVER=4&amp;CAPREQ=0 HTTP/1.0&#34; 404 284&#39;,\n &#39;61.9.4.61 - - [08/Mar/2004:07:27:37 -0800] &#34;GET /MSOffice/cltreq.asp?UL=1&amp;ACT=4&amp;BUILD=2614&amp;STRMVER=4&amp;CAPREQ=0 HTTP/1.0&#34; 404 284&#39;,\n &#39;1513.cps.virtua.com.br - - [11/Mar/2004:02:27:39 -0800] &#34;GET /pipermail/cipg/2003-november.txt HTTP/1.1&#34; 404 309&#39;,\n &#39;osdlab.eic.nctu.edu.tw - - [11/Mar/2004:07:39:30 -0800] &#34;GET /M83A HTTP/1.0&#34; 404 269&#39;,\n &#39;cr020r01-3.sac.overture.com - - [11/Mar/2004:12:59:07 -0800] &#34;GET /twiki/bin/view/Main/WebChanges HTTP/1.0&#34; 200 40430&#39;]</div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[4]: [&#39;h24-70-56-49.ca.shawcable.net - - [07/Mar/2004:21:16:17 -0800] &#34;GET /twiki/view/Main/WebHome HTTP/1.1&#34; 404 300&#39;,\n &#39;61.9.4.61 - - [08/Mar/2004:07:27:36 -0800] &#34;GET /_vti_bin/owssvr.dll?UL=1&amp;ACT=4&amp;BUILD=2614&amp;STRMVER=4&amp;CAPREQ=0 HTTP/1.0&#34; 404 284&#39;,\n &#39;61.9.4.61 - - [08/Mar/2004:07:27:37 -0800] &#34;GET /MSOffice/cltreq.asp?UL=1&amp;ACT=4&amp;BUILD=2614&amp;STRMVER=4&amp;CAPREQ=0 HTTP/1.0&#34; 404 284&#39;,\n &#39;1513.cps.virtua.com.br - - [11/Mar/2004:02:27:39 -0800] &#34;GET /pipermail/cipg/2003-november.txt HTTP/1.1&#34; 404 309&#39;,\n &#39;osdlab.eic.nctu.edu.tw - - [11/Mar/2004:07:39:30 -0800] &#34;GET /M83A HTTP/1.0&#34; 404 269&#39;,\n &#39;cr020r01-3.sac.overture.com - - [11/Mar/2004:12:59:07 -0800] &#34;GET /twiki/bin/view/Main/WebChanges HTTP/1.0&#34; 200 40430&#39;]</div>"]}}],"execution_count":0},{"cell_type":"code","source":["import re"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"6bb016b7-9c26-4962-84e6-249f0c1d909c"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":0},{"cell_type":"code","source":["string_test = '109.169.248.247 - - [12/Dec/2015:18:25:11 +0100] POST /administrator/index.php HTTP/1.1 200 4494 http://almhuette-raith.at/administrator/ Mozilla/5.0 (Windows NT 6.0; rv:34.0) Gecko/20100101 Firefox/34.0 -'\nprint(re.search(\"https?://[^\\s]+\", string_test).group(0))"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"d41dd2b4-f7ee-4bbd-87f6-30f8de125648"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"type":"ipynbError","data":"","errorSummary":"","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>"]}}],"execution_count":0},{"cell_type":"markdown","source":["### Find out which URLs are broken"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"e9e2815f-56b3-416e-b040-d420c91173eb"}}},{"cell_type":"code","source":["log_file.filter(lambda x: \"404\" in x\n               ).filter(lambda x: \"http\" in x\n                       ).map(lambda x: re.search(\"https?://[^\\s]+\", x)\n                            ).filter(lambda x: x is not None\n                                    ).map(lambda x: x.group(0)\n                                         ).distinct().collect()"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"09f05b0c-bdc1-4e16-ad09-e5073dfeeec4"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[6]: []</div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[6]: []</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["### Verify there are no null columns in the original dataset"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"963e8e68-f060-4c29-a731-cb07844be471"}}},{"cell_type":"code","source":["logs = log_file.filter(lambda x: x != '').map(lambda x: x.split(\"-\")).map(lambda x: [x[0], x[2], x[3]])\nlogs_nuls = logs.filter(lambda x: (x[0].lower() in ['', ' ', 'null']) | (x[1].lower() in ['', ' ', 'null']) | (x[2].lower() in ['', ' ', 'null']))"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"28769aee-e0f9-46f9-abe5-afec485c8776"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":0},{"cell_type":"code","source":["logs_nuls.collect()"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"e116a80a-abff-4515-ad8e-0615d04e4aa7"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[12]: [[&#39;mmscrm07&#39;, &#39; &#39;, &#39; [07/Mar/2004:20:10:50 &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;prxint&#39;, &#39;i.net &#39;, &#39; &#39;],\n [&#39;p5083cd5d.dip0.t&#39;, &#39; &#39;, &#39; [08/Mar/2004:08:09:32 &#39;],\n [&#39;92&#39;, &#39;6.acn.waw.pl &#39;, &#39; &#39;],\n [&#39;92&#39;, &#39;6.acn.waw.pl &#39;, &#39; &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:58:50 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:58:50 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:18 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:34 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:37 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:12:59:55 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:00:12 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:00:12 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:00:13 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:00:20 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:00:27 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:01:27 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:01:29 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:01:35 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:01:38 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:01:42 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:01:55 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:02:03 &#39;],\n [&#39;market&#39;, &#39; &#39;, &#39; [08/Mar/2004:13:02:16 &#39;],\n [&#39;barrie&#39;, &#39; &#39;, &#39; [08/Mar/2004:18:39:33 &#39;],\n [&#39;barrie&#39;, &#39; &#39;, &#39; [08/Mar/2004:18:39:35 &#39;],\n [&#39;barrie&#39;, &#39; &#39;, &#39; [08/Mar/2004:18:39:35 &#39;],\n [&#39;barrie&#39;, &#39; &#39;, &#39; [08/Mar/2004:18:39:36 &#39;],\n [&#39;user&#39;, &#39; &#39;, &#39; [08/Mar/2004:19:08:27 &#39;],\n [&#39;user&#39;, &#39; &#39;, &#39; [08/Mar/2004:19:08:28 &#39;],\n [&#39;user&#39;, &#39; &#39;, &#39; [08/Mar/2004:19:08:39 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[12/Mar/2004:04:57:56 &#39;],\n [&#39;pd95f99f2.dip.t&#39;, &#39; &#39;, &#39; [12/Mar/2004:13:18:57 &#39;],\n [&#39;d97082.upc&#39;, &#39; &#39;, &#39; [12/Mar/2004:13:25:45 &#39;]]</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["There are 384739 records with null columns."],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"ccb43ff8-b71a-4cab-85a3-0b579891fc56"}}},{"cell_type":"markdown","source":["### Replace null values with constants such as 0"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"939ce209-44e1-44f5-b250-a71b1d9e2e9c"}}},{"cell_type":"code","source":["logs_notNull = logs.map(lambda lst: [0 if (x == ' ') | (x == '') | (x.lower() == 'null') else x for x in lst])\nlogs_notNull.take(3)"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"f61297d8-99bc-4354-bbd9-0ab27472c857"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[13]: [[&#39;64.242.88.10 &#39;,\n  &#39; [07/Mar/2004:16:05:49 &#39;,\n  &#39;0800] &#34;GET /twiki/bin/edit/Main/Double_bounce_sender?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;],\n [&#39;64.242.88.10 &#39;,\n  &#39; [07/Mar/2004:16:06:51 &#39;,\n  &#39;0800] &#34;GET /twiki/bin/rdiff/TWiki/NewUserTemplate?rev1=1.3&amp;rev2=1.2 HTTP/1.1&#34; 200 4523&#39;],\n [&#39;64.242.88.10 &#39;,\n  &#39; [07/Mar/2004:16:10:02 &#39;,\n  &#39;0800] &#34;GET /mailman/listinfo/hsdivision HTTP/1.1&#34; 200 6291&#39;]]</div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[13]: [[&#39;64.242.88.10 &#39;,\n  &#39; [07/Mar/2004:16:05:49 &#39;,\n  &#39;0800] &#34;GET /twiki/bin/edit/Main/Double_bounce_sender?topicparent=Main.ConfigurationVariables HTTP/1.1&#34; 401 12846&#39;],\n [&#39;64.242.88.10 &#39;,\n  &#39; [07/Mar/2004:16:06:51 &#39;,\n  &#39;0800] &#34;GET /twiki/bin/rdiff/TWiki/NewUserTemplate?rev1=1.3&amp;rev2=1.2 HTTP/1.1&#34; 200 4523&#39;],\n [&#39;64.242.88.10 &#39;,\n  &#39; [07/Mar/2004:16:10:02 &#39;,\n  &#39;0800] &#34;GET /mailman/listinfo/hsdivision HTTP/1.1&#34; 200 6291&#39;]]</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["### Parse timestamp to readable date"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"00933e68-9d28-4209-92a2-45500c829343"}}},{"cell_type":"code","source":["date = logs_notNull.map(lambda x: x[1]).map(lambda x: x.split(' ')[1][1:12])\ndate.take(5)"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"3bb88c93-129f-4a2d-89f7-487a3c383083"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[14]: [&#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;]</div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">Out[14]: [&#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;, &#39;07/Mar/2004&#39;]</div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["### Describe which HTTP status values appear in data and how many"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"24e613cd-0862-4c55-9def-966db27b9950"}}},{"cell_type":"code","source":["http_status.collect()"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"a8e0addb-a498-4145-88da-3df8e842ff4b"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">Out[18]: [&#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 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&#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;lj1125.inktomisearch.com &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;mmscrm07&#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;bh02i525f01.au.ibm.com &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;calcite.rhyolite.com &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;lj1036.inktomisearch.com &#39;,\n &#39;lj1088.inktomisearch.com &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;lj1125.inktomisearch.com &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n &#39;64.242.88.10 &#39;,\n 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(&#39;pd95f99f2.dip.t&#39;, 1),\n (&#39;d97082.upc&#39;, 1)]</div>"]}}],"execution_count":0},{"cell_type":"code","source":["import matplotlib.pyplot as plt"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"6f020365-c656-4fcf-98dc-379e58651d5e"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\"></div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\"></div>"]}}],"execution_count":0},{"cell_type":"markdown","source":["### Display the above state in chart"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"549c3334-5cf4-4b23-bc9b-bb28d3c06cb4"}}},{"cell_type":"code","source":["x = [x[0] for x in grouped_status if x[0] != 'HTTP/1.1']\ny = [x[1] for x in grouped_status if x[0] != 'HTTP/1.1']\nplt.bar(x, y)\nplt.show()"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"181501cd-6334-48ab-b904-70bc67ca34ad"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"/plots/2d178706-c1b7-468d-9cf4-bebc26ff8d82.png","removedWidgets":[],"addedWidgets":{},"type":"image","arguments":{}}},"output_type":"display_data","data":{"image/png":"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"}}],"execution_count":0},{"cell_type":"markdown","source":["### How many unique hosts are there in the entire log and their average request"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"0746fd89-731e-4947-b7da-a3c0d90ceebe"}}},{"cell_type":"code","source":["hosts = logs_notNull.map(lambda x: (x[0], 1)).reduceByKey(lambda a,b: a+b)\nprint(\"There are {} hosts in the entire log.\".format(hosts.keys().count()))\nprint(\"Average number of requests for each host is {}.\".format( hosts.values().mean()))"],"metadata":{"application/vnd.databricks.v1+cell":{"title":"","showTitle":false,"inputWidgets":{},"nuid":"ba024168-2628-46ba-b806-53bdfc0e543d"}},"outputs":[{"output_type":"display_data","metadata":{"application/vnd.databricks.v1+output":{"datasetInfos":[],"data":"<div class=\"ansiout\">There are 152 hosts in the entire log.\nAverage number of requests for each host is 9.25.\n</div>","removedWidgets":[],"addedWidgets":{},"type":"html","arguments":{}}},"output_type":"display_data","data":{"text/html":["<style scoped>\n  .ansiout {\n    display: block;\n    unicode-bidi: embed;\n    white-space: pre-wrap;\n    word-wrap: break-word;\n    word-break: break-all;\n    font-family: \"Source Code Pro\", \"Menlo\", monospace;;\n    font-size: 13px;\n    color: #555;\n    margin-left: 4px;\n    line-height: 19px;\n  }\n</style>\n<div class=\"ansiout\">There are 152 hosts in the entire log.\nAverage number of requests for each host is 9.25.\n</div>"]}}],"execution_count":0}],"metadata":{"application/vnd.databricks.v1+notebook":{"notebookName":"RDD_exercise_mobile_app_log_file","dashboards":[],"language":"python","widgets":{},"notebookOrigID":3662695164579016}},"nbformat":4,"nbformat_minor":0}