Missing copyright

Author: wrichert

ch01/utils.py

@@ -1,3 +1,10 @@
+# This code is supporting material for the book
+# Building Machine Learning Systems with Python
+# by Willi Richert and Luis Pedro Coelho
+# published by PACKT Publishing
+#
+# It is made available under the MIT License
+
 importos
 
 DATA_DIR=os.path.join(

ch06/data/rawdata/126870941992091648.json

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+{"created_at": "Thu Oct 20 04:02:44 +0000 2011", "favorited": false, "hashtags": ["twitter"], "id": 126870941992091648, "lang": "en", "retweeted": false, "source": "<a href=\"http://www.tweetdeck.com\" rel=\"nofollow\">TweetDeck</a>", "text": "Follow your interests. #twitter", "truncated": false, "user":{"created_at": "Thu May 20 09:14:27 +0000 2010", "description": "Keep calm and follow the Sunnah.", "favourites_count": 86, "followers_count": 209, "friends_count": 340, "geo_enabled": true, "id": 145972872, "lang": "en", "listed_count": 3, "location": "Jakarta, Indonesia", "name": "Dimas M. Rahmadani", "profile_background_color": "EBEBEB", "profile_background_tile": false, "profile_image_url": "https://si0.twimg.com/profile_images/3081097626/2a474cbd01b1c94b2fe82c59b6c68621_normal.jpeg", "profile_link_color": "990000", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/840447964/ab966f654594809121d1eedf3d97a6ed.jpeg", "profile_text_color": "333333", "protected": false, "screen_name": "dimasrahmadani", "statuses_count": 7841, "time_zone": "Jakarta", "utc_offset": 25200}}

ch06/data/rawdata/126870943489466368.json

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+{"created_at": "Thu Oct 20 04:02:44 +0000 2011", "favorited": false, "hashtags": ["twitter"], "id": 126870943489466368, "lang": "en", "retweeted": false, "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>", "text": "#twitter be making my ass stay up later than planed", "truncated": false, "user":{"created_at": "Sun Jul 19 08:23:11 +0000 2009", "description": "Ambition is priceless, its something that will never change && i put that on my name.", "favourites_count": 3, "followers_count": 612, "friends_count": 395, "geo_enabled": true, "id": 58155869, "lang": "en", "location": "College park/BaseWorld", "name": "RocketPowerRichiee\ue10d", "profile_background_color": "000000", "profile_background_tile": true, "profile_image_url": "https://si0.twimg.com/profile_images/378800000275130514/ac2d4c10b85269a3aa4625883803c60b_normal.jpeg", "profile_link_color": "A4000B", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/433891844/Young-Scooter-Married-To-The-Streets.jpg", "profile_text_color": "666666", "protected": false, "screen_name": "LuckyyGuy", "statuses_count": 22848, "time_zone": "Quito", "utc_offset": -18000}}

ch06/data/rawdata/126871003132465152.json

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+{"created_at": "Thu Oct 20 04:02:58 +0000 2011", "favorited": false, "hashtags": ["twitter", "soaddicted"], "id": 126871003132465152, "lang": "en", "retweeted": false, "source": "<a href=\"http://twitter.com/download/iphone\" rel=\"nofollow\">Twitter for iPhone</a>", "text": "#twitter keeps me from sleeping! #soaddicted", "truncated": false, "user":{"created_at": "Thu Jul 29 01:06:42 +0000 2010", "description": "Proverbs.", "favourites_count": 7, "followers_count": 127, "friends_count": 176, "id": 172150353, "lang": "en", "location": "Right here", "name": "Aaron Reimer", "profile_background_color": "C0DEED", "profile_background_tile": false, "profile_image_url": "https://si0.twimg.com/profile_images/378800000419139440/280f18c747ce3990da9950a0c19d4397_normal.jpeg", "profile_link_color": "0084B4", "profile_sidebar_fill_color": "http://abs.twimg.com/images/themes/theme1/bg.png", "profile_text_color": "333333", "protected": false, "screen_name": "aa_ron64", "statuses_count": 1912, "time_zone": "Central Time (US & Canada)", "utc_offset": -18000}}

ch06/data/rawdata/126871013937000450.json

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+{"created_at": "Thu Oct 20 04:03:01 +0000 2011", "favorited": false, "hashtags": ["Twitter", "LinkedIn", "Facebook", "in"], "id": 126871013937000450, "lang": "en", "retweeted": false, "source": "<a href=\"http://www.tweetdeck.com\" rel=\"nofollow\">TweetDeck</a>", "text": "Brilliant (if you have a spare 12mins to watch): Have I Shared Too Much? http://t.co/tEwNhhUk #Twitter #LinkedIn #Facebook #in", "truncated": false, "urls":{"http://t.co/tEwNhhUk": "http://youtu.be/aoGADb_imtc"}, "user":{"created_at": "Wed Jan 12 19:36:46 +0000 2011", "description": "consultancy - web design - marketing - coffee", "favourites_count": 231, "followers_count": 447, "friends_count": 265, "id": 237406518, "lang": "en", "listed_count": 16, "location": "UK", "name": "Tom", "profile_background_color": "F4F4F4", "profile_background_tile": false, "profile_image_url": "https://si0.twimg.com/profile_images/2602158853/196p72b52gh13ultwzop_normal.png", "profile_link_color": "F79E05", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/674461214/66ea38309aeac4521cafc9dc8a8f9748.png", "profile_text_color": "BFBFBF", "protected": false, "screen_name": "TomLambie", "statuses_count": 6542, "time_zone": "London", "url": "http://t.co/HaeZbSHJl7", "utc_offset": 3600}}

ch06/data/rawdata/126871041225134080.json

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+{"created_at": "Thu Oct 20 04:03:08 +0000 2011", "favorited": false, "hashtags": ["Twitter"], "id": 126871041225134080, "lang": "en", "retweet_count": 1, "retweeted": false, "retweeted_status":{"created_at": "Thu Oct 20 04:02:07 +0000 2011", "favorited": false, "hashtags": ["Twitter"], "id": 126870788564467713, "lang": "en", "retweet_count": 1, "retweeted": false, "source": "web", "text": "#Twitter I apologize 4 being out of line regardless what sum1 does I promise 2 remain humble keep it from public eye!iloveya#HennessyNation", "truncated": false, "user":{"created_at": "Fri Aug 21 20:25:44 +0000 2009", "description": "Singer/Songwriter #iPLAY megaman #TeamHazel @hazelebaby Hot100 Songwriter Certified #BADBOY\r\n [email protected] #HeartBreakers #SuicideRoom Coming soon", "favourites_count": 350, "followers_count": 2268, "friends_count": 1433, "id": 67709360, "lang": "en", "listed_count": 12, "location": "BITCHHH im from CLEVELANDDDDDD", "name": "Hennessy Jones", "profile_background_color": "1A1B1F", "profile_background_tile": true, "profile_image_url": "https://si0.twimg.com/profile_images/3131570061/38d2593af2822a7de197bf20fa46cc9a_normal.jpeg", "profile_link_color": "2FC2EF", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/749723465/f909562c071242bb293c6a66daa76af7.jpeg", "profile_text_color": "666666", "protected": false, "screen_name": "AHennessyWorld", "statuses_count": 20861, "time_zone": "Central Time (US & Canada)", "url": "http://t.co/wH5LphYVdp", "utc_offset": -18000}}, "source": "<a href=\"http://mobile.twitter.com\" rel=\"nofollow\">Mobile Web</a>", "text": "RT @AHennessyWorld: #Twitter I apologize 4 being out of line regardless what sum1 does I promise 2 remain humble keep it from public ey ...", "truncated": false, "user":{"created_at": "Wed Jan 19 01:39:53 +0000 2011", "description": "FOLLOW ME ON MY NEW TWITTER ACCOUNT @JJAlmostFamous because this twitter page got hacked", "favourites_count": 4, "followers_count": 401, "friends_count": 506, "id": 240049131, "lang": "en", "listed_count": 8, "location": "ohio", "name": "jjfuturistic", "profile_background_color": "C0DEED", "profile_background_tile": true, "profile_image_url": "https://si0.twimg.com/profile_images/1633620249/profile_normal.jpg", "profile_link_color": "C513F2", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/352477278/168731_185408098146468_100000318373368_553993_1869154_n.JPG", "profile_text_color": "1342CF", "protected": false, "screen_name": "SWAGGmyTWEETS", "statuses_count": 4337, "time_zone": "Central Time (US & Canada)", "url": "http://t.co/1h9A9lUpMC", "utc_offset": -18000}, "user_mentions": [{"id": 67709360, "name": "Hennessy Jones", "screen_name": "AHennessyWorld"}]}

ch06/data/rawdata/126871066760065024.json

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+{"created_at": "Thu Oct 20 04:03:14 +0000 2011", "favorited": false, "hashtags": ["twitter"], "id": 126871066760065024, "lang": "en", "retweeted": false, "source": "web", "text": "i've been slackin on my #twitter game", "truncated": false, "user":{"created_at": "Sun Apr 25 02:14:42 +0000 2010", "description": "Know what i mean? Know what im sayin?YEAH I KNOW\u2122", "favourites_count": 1147, "followers_count": 415, "friends_count": 318, "geo_enabled": true, "id": 136832298, "lang": "en", "listed_count": 4, "location": "Los Angeles", "name": "Brian Fields", "profile_background_color": "FAF6F5", "profile_background_tile": false, "profile_image_url": "https://si0.twimg.com/profile_images/378800000500966572/944545529deca7dd67ca171953e1cd52_normal.jpeg", "profile_link_color": "080808", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/386423645/boyznthehood2.jpg", "profile_text_color": "F50808", "protected": false, "screen_name": "BrianFieldss", "statuses_count": 12529, "time_zone": "Pacific Time (US & Canada)", "utc_offset": -25200}}

ch06/data/rawdata/126871086863355905.json

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+{"created_at": "Thu Oct 20 04:03:18 +0000 2011", "favorited": false, "hashtags": ["Twitter"], "id": 126871086863355905, "lang": "en", "retweeted": false, "source": "<a href=\"http://twitterfeed.com\" rel=\"nofollow\">twitterfeed</a>", "text": "Twitter Buzz Builds for the Occupy Wall Street Movement [CHARTS] http://t.co/E44Qd1u2 #Twitter", "truncated": false, "urls":{"http://t.co/E44Qd1u2": "http://bit.ly/qIy31p"}, "user":{"created_at": "Tue Jan 13 19:07:07 +0000 2009", "description": "Loving life! Currently in school for an advertising degree, life is pretty hectic, I'll try to sneak in time to say hello.", "favourites_count": 19, "followers_count": 4163, "friends_count": 1742, "geo_enabled": true, "id": 18948624, "lang": "en", "listed_count": 41, "location": "iphone:34.222722,-118.606232", "name": "Carmen J. Larreynaga", "profile_background_color": "E8E7E3", "profile_background_tile": true, "profile_image_url": "https://si0.twimg.com/profile_images/3237339120/a6b0298db49e3feb7defc4c55994f699_normal.jpeg", "profile_link_color": "417A8A", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/105728478/christian-louboutin-shoes1.jpg", "profile_text_color": "786C6C", "protected": false, "screen_name": "Carmen_JL", "statuses_count": 7419, "time_zone": "Eastern Time (US & Canada)", "url": "http://t.co/TH3D1y4PpX", "utc_offset": -14400}}

ch06/data/rawdata/126871134439346177.json

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+{"created_at": "Thu Oct 20 04:03:30 +0000 2011", "favorited": false, "hashtags": ["Twitter"], "id": 126871134439346177, "lang": "vi", "retweeted": false, "source": "web", "text": "GN #Twitter.......z.z.z.z.z.z Z Z z z z", "truncated": false, "user":{"created_at": "Mon Sep 12 22:31:21 +0000 2011", "description": "Times have changed, so get a new watch", "favourites_count": 336, "followers_count": 734, "friends_count": 658, "geo_enabled": true, "id": 372514731, "lang": "en", "listed_count": 1, "name": "July 26", "profile_background_color": "642D8B", "profile_background_tile": false, "profile_image_url": "https://si0.twimg.com/profile_images/378800000108128431/5b92047ce57283ccf9a4b28e8646031b_normal.jpeg", "profile_link_color": "FF0000", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/590080363/z4npaa1jthu4iwxisk3p.jpeg", "profile_text_color": "333333", "protected": false, "screen_name": "2Beautiful4Many", "statuses_count": 20789, "time_zone": "Eastern Time (US & Canada)", "utc_offset": -14400}}

ch06/data/rawdata/126871143431938048.json

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+{"created_at": "Thu Oct 20 04:03:32 +0000 2011", "favorited": false, "hashtags": ["twitter", "NIGGAS"], "id": 126871143431938048, "lang": "en", "retweeted": false, "source": "<a href=\"http://mobile.twitter.com\" rel=\"nofollow\">Mobile Web</a>", "text": "U put w/eva comes to mind on #twitter but let me try n do it ima be a rat or something smh the nerve of dese #NIGGAS!!!!'", "truncated": false, "user":{"created_at": "Wed Jun 29 03:07:59 +0000 2011", "favourites_count": 20, "followers_count": 587, "friends_count": 659, "geo_enabled": true, "id": 325930217, "lang": "en", "name": "PrincessSaniyah", "profile_background_color": "C0DEED", "profile_background_tile": true, "profile_image_url": "https://si0.twimg.com/profile_images/378800000356830708/df2bf48f01276f50da11affdc50bb9b0_normal.jpeg", "profile_link_color": "0084B4", "profile_sidebar_fill_color": "http://a0.twimg.com/profile_background_images/392954400/nana_n_i.jpg", "profile_text_color": "333333", "protected": false, "screen_name": "CHOOSENone__", "statuses_count": 14049, "time_zone": "Quito", "utc_offset": -18000}}