Qualidade na Coleta (parte 1)

QUALIDADE NA COLETA CODE4POL REPROGRAMANDO A POLÍTICA (PARTE 1)

MESMA INFORMAÇÃO APARECENDO EM LUGARES DIFERENTES. Estou olhando para o
local correto? Estou perdendo algo? É mesmo o que quero? Estou analisando lixo?

$ cat amostradados.txt| wc -l 1000 $ head -5 amostradados.txt
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PROCESSAMENTO DE DADOS

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{ chave1 : valor1, chave2 : valor2 } DICTIONARY, MAP,
HASHTABLE

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https://dev.twitter.com/overview/api/tweets

@BetinhoJose_Rec: Parab\u00e9ns presidenta @dilmabr! #FicaDilma mais seja firme com a for\u00e7a da mulher guerreira que a senhora \u00e9! https:\/\/t.c\u2026", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow\"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ "id":861617935, "id_str":"861617935", "name":"Dursilvanribeiro", "screen_name":"Dudurrauer", "location":null, "url":null, "description":null, "protected":false, "verified":false, "followers_count":367, "friends_count":709, "listed_count":0, "favourites_count":6, "statuses_count":708, "created_at":"Thu Oct 04 15:53:21 +0000 2012", "utc_offset":null, "time_zone":null, "geo_enabled":false, "lang":"pt", "contributors_enabled":false, "is_translator":false, "profile_background_color":"C0DEED", "profile_background_image_url":"http:\/\/abs.twimg.com\/images\/themes\/theme1\/bg.png", "profile_background_image_url_https":"https:\/\/abs.twimg.com\/images\/themes\/theme1\/bg.png", "profile_background_tile":false, "profile_link_color":"0084B4", "profile_sidebar_border_color":"C0DEED", "profile_sidebar_fill_color":"DDEEF6", "profile_text_color":"333333", "profile_use_background_image":true, "profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/2681381838\/37fcfa873468f095360694222e3df899_normal.jpeg", "profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/2681381838\/37fcfa873468f095360694222e3df899_normal.jpeg", "default_profile":true, "default_profile_image":false, "following":null, "follow_request_sent":null, "notifications":null }, "geo":null, "coordinates":null, "place":null, "contributors":null, "retweeted_status":{ "created_at":"Mon Dec 14 16:37:27 +0000 2015", "id":676440878446153728, "id_str":"676440878446153728", "text":"Parab\u00e9ns presidenta @dilmabr! #FicaDilma mais seja firme com a for\u00e7a da mulher guerreira que a senhora \u00e9! https:\/\/t.co\/nTdIgJMCqT", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow\"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ "id":1467660972, "id_str":"1467660972", "name":"BETINHO JOS\u00c9", "screen_name":"BetinhoJose_Rec", "location":"Recife - Pernambuco", "url":"https:\/\/www.facebook.com\/pages\/Betinho-Jos%C3%A9\/552364058251241?fref=ts#", "description":"Sou educador social, blogueiro, radialista, profissional de r\u00e1dio e TV", "protected":false, "verified":false, "followers_count":447, "friends_count":1973, "listed_count":3, "favourites_count":450, "statuses_count":5496, "created_at":"Wed May 29 16:27:56 +0000 2013", "utc_offset":-7200, "time_zone":"Brasilia", "geo_enabled":true, "lang":"pt", "contributors_enabled":false, "is_translator":false, "profile_background_color":"000000", "profile_background_image_url":"http:\/\/abs.twimg.com\/images\/themes\/theme19\/bg.gif", "profile_background_image_url_https":"https:\/\/abs.twimg.com\/images\/themes\/theme19\/bg.gif", "profile_background_tile":false, "profile_link_color":"3B94D9", "profile_sidebar_border_color":"000000", "profile_sidebar_fill_color":"000000", "profile_text_color":"000000", "profile_use_background_image":false, "profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/676458441288871937\/HsPqvwr3_normal.jpg", "profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/676458441288871937\/HsPqvwr3_normal.jpg", "profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/1467660972\/1446509862", "default_profile":false, "default_profile_image":false, "following":null, "follow_request_sent":null, "notifications":null }, "geo":null, "coordinates":null, "place":null, "contributors":null, "quoted_status_id":676403905891344385, "quoted_status_id_str":"676403905891344385", "quoted_status":{ "created_at":"Mon Dec 14 14:10:32 +0000 2015", "id":676403905891344385, "id_str":"676403905891344385", "text":"(A) Feliz anivers\u00e1rio, presidenta! Que este cora\u00e7\u00e3o valente continue lutando pela democracia e pelo Brasil. Q honra! https:\/\/t.co\/wx659Rc0po", "source":"\u003ca href=\"http:\/\/twitter.com\" rel=\"nofollow\"\u003eTwitter Web Client\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ "id":51064768, "id_str":"51064768", "name":"F\u00e1tima Bezerra", "screen_name":"Fatima_Bezerra", "location":"Rio Grande do Norte", "url":"http:\/\/www.fatimabezerra.com.br", "description":"F\u00e1tima \u00e9 professora e senadora eleita em 2014 com 808.055 votos no RN.", "protected":false, "verified":false, "followers_count":49982, "friends_count":1047, "listed_count":385, "favourites_count":698, "statuses_count":40217, "created_at":"Fri Jun 26 13:51:32 +0000 2009", "utc_offset":-7200, "time_zone":"Brasilia", "geo_enabled":true, "lang":"pt", "contributors_enabled":false, "is_translator":false, "profile_background_color":"FCFFFF", "profile_background_image_url":"http:\/\/pbs.twimg.com\/profile_background_images\/489137936269447168\/wrgvbWBc.png", "profile_background_image_url_https":"https:\/\/pbs.twimg.com\/profile_background_images\/489137936269447168\/wrgvbWBc.png", "profile_background_tile":true, "profile_link_color":"B3002D", "profile_sidebar_border_color":"FFFFFF", "profile_sidebar_fill_color":"FFCCDF", "profile_text_color":"333333", "profile_use_background_image":true, "profile_image_url":"http:\/\/pbs.twimg.com\/profile_images\/520948025435230209\/Hi20Any4_normal.png", "profile_image_url_https":"https:\/\/pbs.twimg.com\/profile_images\/520948025435230209\/Hi20Any4_normal.png", "profile_banner_url":"https:\/\/pbs.twimg.com\/profile_banners\/51064768\/1450108382", "default_profile":false, "default_profile_image":false, "following":null, "follow_request_sent":null, "notifications":null }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ "hashtags":[ ], "urls":[ ], "user_mentions":[ ], "symbols":[ ], "media":[ { "id":676403904230375425, "id_str":"676403904230375425", "indices":[ 117, 140 ], "media_url":"http:\/\/pbs.twimg.com\/media\/CWMRxGRWwAEBicv.png", "media_url_https":"https:\/\/pbs.twimg.com\/media\/CWMRxGRWwAEBicv.png", "url":"https:\/\/t.co\/wx659Rc0po", "display_url":"pic.twitter.com\/wx659Rc0po", "expanded_url":"http:\/\/twitter.com\/Fatima_Bezerra\/status\/676403905891344385\/photo\/1", "type":"photo", "sizes":{ "small":{ "w":340, "h":340, "resize":"fit" }, "thumb":{ "w":150, "h":150, "resize":"crop" }, "medium":{ "w":600, "h":600, "resize":"fit" }, "large":{ "w":600, "h":600, "resize":"fit" } } } ] }, "extended_entities":{ "media":[ { "id":676403904230375425, "id_str":"676403904230375425", "indices":[ 117, 140 ], "media_url":"http:\/\/pbs.twimg.com\/media\/CWMRxGRWwAEBicv.png", "media_url_https":"https:\/\/pbs.twimg.com\/media\/CWMRxGRWwAEBicv.png", "url":"https:\/\/t.co\/wx659Rc0po", "display_url":"pic.twitter.com\/wx659Rc0po", "expanded_url":"http:\/\/twitter.com\/Fatima_Bezerra\/status\/676403905891344385\/photo\/1", "type":"photo", "sizes":{ "small":{ "w":340, "h":340, "resize":"fit" }, "thumb":{ "w":150, "h":150, "resize":"crop" }, "medium":{ "w":600, "h":600, "resize":"fit" }, "large":{ "w":600, "h":600, "resize":"fit" } } } ] }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt" }, "is_quote_status":true, "retweet_count":2, "favorite_count":0, "entities":{ "hashtags":[ { "text":"FicaDilma", "indices":[ 30, 40 ] } ], "urls":[ { "url":"https:\/\/t.co\/nTdIgJMCqT", "expanded_url":"https:\/\/twitter.com\/Fatima_Bezerra\/status\/676403905891344385", "display_url":"twitter.com\/Fatima_Bezerra\u2026", "indices":[ 107, 130 ] } ], "user_mentions":[ { "screen_name":"dilmabr", "name":"Dilma Rousseff", "id":131574396, "id_str":"131574396", "indices":[ 20, 28 ] } ], "symbols":[ ] }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt" }, "is_quote_status":true, "retweet_count":0, "favorite_count":0, "entities":{ "hashtags":[ { "text":"FicaDilma", "indices":[ 51, 61 ] } ], "urls":[ { "url":"https:\/\/t.co\/nTdIgJMCqT", "expanded_url":"https:\/\/twitter.com\/Fatima_Bezerra\/status\/676403905891344385", "display_url":"twitter.com\/Fatima_Bezerra\u2026", "indices":[ 139, 140 ] } ], "user_mentions":[ { "screen_name":"BetinhoJose_Rec", "name":"BETINHO JOS\u00c9", "id":1467660972, "id_str":"1467660972", "indices":[ 3, 19 ] }, { "screen_name":"dilmabr", "name":"Dilma Rousseff", "id":131574396, "id_str":"131574396", "indices":[ 41, 49 ] } ], "symbols":[ ] }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450148384942" }

@BetinhoJose_Rec: Parab \u00e9ns presidenta @dilmabr! #FicaDilma mais seja firme com a for \u00e7a da mulher guerreira que a senhora \u00e9! https:\/\/t.c\u2026", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow \"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "retweeted_status":{ }, "is_quote_status":true, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450148384942" }

#FicaDilma

@BetinhoJose_Rec: Parab \u00e9ns presidenta @dilmabr! #FicaDilma mais seja firme com a for \u00e7a da mulher guerreira que a senhora \u00e9! https:\/\/t.c\u2026", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow \"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "retweeted_status":{ }, "is_quote_status":true, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450148384942" }

Será?

$ awk 'NR==1' amostradados.txt > amostra_tweet1.json $ awk 'NR==2' amostradados.txt
> amostra_tweet2.json $ awk 'NR==3' amostradados.txt > amostra_tweet3.json $ awk 'NR==4' amostradados.txt > amostra_tweet4.json $ awk 'NR==5' amostradados.txt > amostra_tweet5.json

@BetinhoJose_Rec: Parab \u00e9ns presidenta @dilmabr! #FicaDilma mais seja firme com a for \u00e7a da mulher guerreira que a senhora \u00e9! https:\/\/t.c\u2026", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow \"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "retweeted_status":{ }, "is_quote_status":true, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450148384942" } #1

{ "created_at":"Tue Dec 15 03:13:47 +0000 2015", "id":676601017283289089, "id_str":"676601017283289089", "text":"Grita
forte brasileiro \u00ea \u00ea \u00ea \r\r#FICADILMA\r#FICALULA \r#FICAPT", "source":"\u003ca href=\"http:\/\/www.twitter.com\" rel=\"nofollow \"\u003eTwitter for Windows Phone\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450149227816" } #2

{ "created_at":"Tue Dec 15 03:14:47 +0000 2015", "id":676601268421402624, "id_str":"676601268421402624", "text":"@JornalOGlobo
Cunha n \u00e3o tem moral, poder ou direito de questionar mais nada! #ForaCunha #NaoV aiTerGolpe #FicaDilma", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel= \"nofollow\"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":676572416022200320, "in_reply_to_status_id_str":"676572416022200320", "in_reply_to_user_id":54341363, "in_reply_to_user_id_str":"54341363", "in_reply_to_screen_name":"JornalOGlobo", "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450149287692" } #3

{ "created_at":"Tue Dec 15 03:50:34 +0000 2015", "id":676610271398469632, "id_str":"676610271398469632", "text":"E
essa pesquisa de 93% contra a Dilma foi feita em que hotel msm hei n? Povo melhorem. O ato de domingo s\u00f3 prova. #FicaDilma #NaoVaiTerGolpe", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel= \"nofollow\"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450151434169" } #4

{ “created_at":"Tue Dec 15 03:54:47 +0000 2015", "id":676611334553903104, "id_str":"676611334553903104", "text":"Vamos
parar de querer resumir \na conjutura do Brasil apenas em #fica dilma e\/ou #foradilma? \nA crise n\u00e3o foi... https:\/\/t.co\/OWNMIpL9VF", "source":"\u003ca href=\"http:\/\/www.facebook.com\/twitter\" rel=\"nofollow \"\u003eFacebook\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450151687645" } #5

$ grep -ci ficadilma amostra_tweet1.json 4 $ grep -ci ficadilma
amostra_tweet2.json 2 $ grep -ci ficadilma amostra_tweet3.json 2 $ grep -ci ficadilma amostra_tweet4.json 2 $ grep -ci ficadilma amostra_tweet5.json 2 Quantos ‘ﬁcadilma' têm em cada arquivo?

$ grep -ni ficadilma amostra_tweet1.json 5: "text": "RT @BetinhoJose_Rec: Parabéns
presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https:// t.c…", 60: "text": "Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.co/nTdIgJMCqT", 269: "text": "FicaDilma", 313: "text": “FicaDilma", $ grep -ni ficadilma amostra_tweet2.json 5: "text": "Grita forte brasileiro ê ê ê \r\r#FICADILMA\r#FICALULA \r#FICAPT", 63: "text": "FICADILMA", $ grep -ni ficadilma amostra_tweet3.json 5: "text": "@JornalOGlobo Cunha não tem moral, poder ou direito de questionar mais nada! #ForaCunha #NaoVaiTerGolpe #FicaDilma", 77: "text": "FicaDilma", $ grep -ni ficadilma amostra_tweet4.json 5: "text": "E essa pesquisa de 93% contra a Dilma foi feita em que hotel msm hein? Povo melhorem. O ato de domingo só prova. #FicaDilma #NaoVaiTerGolpe", 63: "text": "FicaDilma", $ grep -ni ficadilma amostra_tweet5.json 5: "text": "Vamos parar de querer resumir \na conjutura do Brasil apenas em #ficadilma e/ou #foradilma? \nA crise não foi... https://t.co/OWNMIpL9VF", 62: "text": "ficadilma",

$ grep -ni ficadilma amostra_tweet5.json 5: "text": "Vamos parar de
querer resumir \na conjutura do Brasil apenas em #ficadilma e/ou #foradilma? \nA crise não foi... https://t.co/OWNMIpL9VF", 62: "text": "ficadilma",

$ grep -ni -B3 ficadilma amostra_tweet5.json 2- "created_at": "Tue Dec
15 03:54:47 +0000 2015", 3- "id": 676611334553903104, 4- "id_str": "676611334553903104", 5: "text": "Vamos parar de querer resumir \na conjutura do Brasil apenas em #ficadilma e/ou #foradilma? \nA crise não foi... https://t.co/ OWNMIpL9VF", -- 59- "entities": { 60- "hashtags": [ 61- { 62: "text": "ficadilma", $ grep -ni -B3 ficadilma amostra_tweet4.json 2- "created_at": "Tue Dec 15 03:50:34 +0000 2015", 3- "id": 676610271398469632, 4- "id_str": "676610271398469632", 5: "text": "E essa pesquisa de 93% contra a Dilma foi feita em que hotel msm hein? Povo melhorem. O ato de domingo só prova. #FicaDilma #NaoVaiTerGolpe", -- 60- "entities": { 61- "hashtags": [ 62- { 63: "text": "FicaDilma",

entities / hashtags?

https://dev.twitter.com/overview/api/entities

https://dev.twitter.com/overview/api/entities-in-twitter-objects

$ grep -ni -B16 ficadilma amostra_tweet3.json 1-{ 2- "created_at": "Tue
Dec 15 03:14:47 +0000 2015", 3- "id": 676601268421402624, 4- "id_str": "676601268421402624", 5: "text": "@JornalOGlobo Cunha não tem moral, poder ou direito de questionar mais nada! #ForaCunha #NaoVaiTerGolpe #FicaDilma", -- 61- "hashtags": [ 62- { 63- "text": "ForaCunha", 64- "indices": [ 65- 77, 66- 87 67- ] 68- }, 69- { 70- "text": "NaoVaiTerGolpe", 71- "indices": [ 72- 88, 73- 103 74- ] 75- }, 76- { 77: "text": "FicaDilma",

15 03:13:47 +0000 2015", 3- "id": 676601017283289089, 4- "id_str": "676601017283289089", 5: "text": "Grita forte brasileiro ê ê ê \r\r#FICADILMA\r#FICALULA \r#FICAPT", -- 60- "entities": { 61- "hashtags": [ 62- { 63: "text": "FICADILMA",

$ grep -ci ficadilma amostra_tweet1.json 4 $ grep -ci ficadilma
amostra_tweet2.json 2 $ grep -ci ficadilma amostra_tweet3.json 2 $ grep -ci ficadilma amostra_tweet4.json 2 $ grep -ci ficadilma amostra_tweet5.json 2

$ grep -ni ficadilma amostra_tweet1.json 5: "text": "RT @BetinhoJose_Rec: Parabéns
presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https:// t.c…", 60: "text": "Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.co/nTdIgJMCqT", 269: "text": "FicaDilma", 313: "text": “FicaDilma", $ grep -ni ficadilma amostra_tweet2.json 5: "text": "Grita forte brasileiro ê ê ê \r\r#FICADILMA\r#FICALULA \r#FICAPT", 63: "text": "FICADILMA", $ grep -ni ficadilma amostra_tweet3.json 5: "text": "@JornalOGlobo Cunha não tem moral, poder ou direito de questionar mais nada! #ForaCunha #NaoVaiTerGolpe #FicaDilma", 77: "text": "FicaDilma", $ grep -ni ficadilma amostra_tweet4.json 5: "text": "E essa pesquisa de 93% contra a Dilma foi feita em que hotel msm hein? Povo melhorem. O ato de domingo só prova. #FicaDilma #NaoVaiTerGolpe", 63: "text": "FicaDilma", $ grep -ni ficadilma amostra_tweet5.json 5: "text": "Vamos parar de querer resumir \na conjutura do Brasil apenas em #ficadilma e/ou #foradilma? \nA crise não foi... https://t.co/OWNMIpL9VF", 62: "text": "ficadilma",

15 02:59:44 +0000 2015", 3- "id": 676597482013487104, 4- "id_str": "676597482013487104", 5: "text": "RT @BetinhoJose_Rec: Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.c…", -- 57- "created_at": "Mon Dec 14 16:37:27 +0000 2015", 58- "id": 676440878446153728, 59- "id_str": "676440878446153728", 60: "text": "Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.co/nTdIgJMCqT", -- 266- "entities": { 267- "hashtags": [ 268- { 269: "text": "FicaDilma", -- 310- "entities": { 311- "hashtags": [ 312- { 313: "text": "FicaDilma",

Será que todos os tweets têm a mesma estrutura?

(…) "retweeted_status":{ "created_at":"Mon Dec 14 16:37:27 +0000 2015", "id":676440878446153728, "id_str":"676440878446153728",
"text":"Parab\u00e9ns presidenta @dilmabr! #FicaDilma mais seja firme com a for \u00e7a da mulher guerreira que a senhora \u00e9! https:\/\/t.co\/nTdIgJMCqT", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow \"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "quoted_status_id":676403905891344385, "quoted_status_id_str":"676403905891344385", "quoted_status":{ }, "is_quote_status":true, "retweet_count":2, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt" }, (…)

(…) "retweeted_status":{ "created_at":"Mon Dec 14 16:37:27 +0000 2015", "id":676440878446153728, "id_str":"676440878446153728",
"text":"Parab\u00e9ns presidenta @dilmabr! #FicaDilma mais seja firme com a for \u00e7a da mulher guerreira que a senhora \u00e9! https:\/\/t.co\/nTdIgJMCqT", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel=\"nofollow \"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "quoted_status_id":676403905891344385, "quoted_status_id_str":"676403905891344385", "quoted_status":{ }, "is_quote_status":true, "retweet_count":2, "favorite_count":0, "entities":{ "hashtags":[ { "text":"FicaDilma", "indices":[ 30, 40 ]

15 02:59:44 +0000 2015", 3- "id": 676597482013487104, 4- "id_str": "676597482013487104", 5: "text": "RT @BetinhoJose_Rec: Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.c…", -- 57- "created_at": "Mon Dec 14 16:37:27 +0000 2015", 58- "id": 676440878446153728, 59- "id_str": "676440878446153728", 60: "text": "Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.co/nTdIgJMCqT", -- 266- "entities": { 267- "hashtags": [ 268- { 269: "text": "FicaDilma", -- 310- "entities": { 311- "hashtags": [ 312- { 313: "text": "FicaDilma",

15 02:59:44 +0000 2015", 3- "id": 676597482013487104, 4- "id_str": "676597482013487104", 5: "text": "RT @BetinhoJose_Rec: Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.c…", -- 57- "created_at": "Mon Dec 14 16:37:27 +0000 2015", 58- "id": 676440878446153728, 59- "id_str": "676440878446153728", 60: "text": "Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.co/nTdIgJMCqT", -- 266- "entities": { 267- "hashtags": [ 268- { 269: "text": "FicaDilma", -- 310- "entities": { 311- "hashtags": [ 312- { 313: "text": "FicaDilma", TWEET EXTERNO (RETWEET)

15 02:59:44 +0000 2015", 3- "id": 676597482013487104, 4- "id_str": "676597482013487104", 5: "text": "RT @BetinhoJose_Rec: Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.c…", -- 57- "created_at": "Mon Dec 14 16:37:27 +0000 2015", 58- "id": 676440878446153728, 59- "id_str": "676440878446153728", 60: "text": "Parabéns presidenta @dilmabr! #FicaDilma mais seja firme com a força da mulher guerreira que a senhora é! https://t.co/nTdIgJMCqT", -- 266- "entities": { 267- "hashtags": [ 268- { 269: "text": "FicaDilma", -- 310- "entities": { 311- "hashtags": [ 312- { 313: "text": "FicaDilma", RETWEETED STATUS (TWEET ORIGINAL)

Mas não é só isso!

tweet tweet tweet tweet retweetar mencionar responder

{ "created_at":"Tue Dec 15 03:13:47 +0000 2015", "id":676601017283289089, "id_str":"676601017283289089", "text":"Grita
forte brasileiro \u00ea \u00ea \u00ea \r\r#FICADILMA\r#FICALULA \r#FICAPT", "source":"\u003ca href=\"http:\/\/www.twitter.com\" rel=\"nofollow \"\u003eTwitter for Windows Phone\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450149227816" } #2

{ "created_at":"Tue Dec 15 03:14:47 +0000 2015", "id":676601268421402624, "id_str":"676601268421402624", "text":"@JornalOGlobo
Cunha n \u00e3o tem moral, poder ou direito de questionar mais nada! #ForaCunha #NaoV aiTerGolpe #FicaDilma", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel= \"nofollow\"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":676572416022200320, "in_reply_to_status_id_str":"676572416022200320", "in_reply_to_user_id":54341363, "in_reply_to_user_id_str":"54341363", "in_reply_to_screen_name":"JornalOGlobo", "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450149287692" } #3

{ "created_at":"Tue Dec 15 03:50:34 +0000 2015", "id":676610271398469632, "id_str":"676610271398469632", "text":"E
essa pesquisa de 93% contra a Dilma foi feita em que hotel msm hei n? Povo melhorem. O ato de domingo s\u00f3 prova. #FicaDilma #NaoVaiTerGolpe", "source":"\u003ca href=\"http:\/\/twitter.com\/download\/android\" rel= \"nofollow\"\u003eTwitter for Android\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450151434169" } #4

{ “created_at":"Tue Dec 15 03:54:47 +0000 2015", "id":676611334553903104, "id_str":"676611334553903104", "text":"Vamos
parar de querer resumir \na conjutura do Brasil apenas em #fica dilma e\/ou #foradilma? \nA crise n\u00e3o foi... https:\/\/t.co\/OWNMIpL9VF", "source":"\u003ca href=\"http:\/\/www.facebook.com\/twitter\" rel=\"nofollow \"\u003eFacebook\u003c\/a\u003e", "truncated":false, "in_reply_to_status_id":null, "in_reply_to_status_id_str":null, "in_reply_to_user_id":null, "in_reply_to_user_id_str":null, "in_reply_to_screen_name":null, "user":{ }, "geo":null, "coordinates":null, "place":null, "contributors":null, "is_quote_status":false, "retweet_count":0, "favorite_count":0, "entities":{ }, "favorited":false, "retweeted":false, "possibly_sensitive":false, "filter_level":"low", "lang":"pt", "timestamp_ms":"1450151687645" } #5

{ "created_at": "Thu Dec 17 00:02:18 +0000 2015", "id": 677277602365730817,
"id_str": "677277602365730817", "text": "E os Coxinha de SP..em especial da paulista, sentiram a força da esquerda! Ficaram vermelhos de ódio! https://t.co/j6cmO2GM13", "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow \">Twitter for Android</a>", "truncated": false, "in_reply_to_status_id": null, "in_reply_to_status_id_str": null, "in_reply_to_user_id": null, "in_reply_to_user_id_str": null, "in_reply_to_screen_name": null, "user": {…}, "geo": null, "coordinates": null, "place": null, "contributors": null, "quoted_status_id": 677218662823141377, "quoted_status_id_str": "677218662823141377", "quoted_status": {…}, "is_quote_status": true, "retweet_count": 0, "favorite_count": 0, "entities": {…}, "favorited": false, "retweeted": false, "possibly_sensitive": false, "filter_level": "low", "lang": "pt", "timestamp_ms": "1450310538270" } #994

{ (…) "quoted_status": { "created_at": "Wed Dec 16 20:08:05 +0000
2015", "id": 677218662823141377, "id_str": "677218662823141377", "text": "Pro-Dilma demonstration, Avenida Paulista, preparing to move off... #SaoPaulo #FicaDilma https://t.co/n53wPEexmf", "source": "<a href=\"http://vine.co\" rel=\"nofollow\">Vine - Make a Scene</ a>", "truncated": false, "in_reply_to_status_id": null, "in_reply_to_status_id_str": null, "in_reply_to_user_id": null, "in_reply_to_user_id_str": null, "in_reply_to_screen_name": null, "user": {…}, "geo": null, "coordinates": null, "place": null, "contributors": null, "is_quote_status": false, "retweet_count": 0, "favorite_count": 0, "entities": {…}, "favorited": false, "retweeted": false, "possibly_sensitive": false, "filter_level": "low", "lang": "pt" }, (…) #994

"id_str": "677277602365730817", "text": "E os Coxinha de SP..em especial da paulista, sentiram a força da esquerda! Ficaram vermelhos de ódio! https://t.co/j6cmO2GM13", "source": "<a href=\"http://twitter.com/download/android\" rel=\"nofollow \">Twitter for Android</a>", "truncated": false, "in_reply_to_status_id": null, "in_reply_to_status_id_str": null, "in_reply_to_user_id": null, "in_reply_to_user_id_str": null, "in_reply_to_screen_name": null, "user": {…}, "geo": null, "coordinates": null, "place": null, "contributors": null, "quoted_status_id": 677218662823141377, "quoted_status_id_str": "677218662823141377", "quoted_status": {…}, "is_quote_status": true, "retweet_count": 0, "favorite_count": 0, "entities": {…}, "favorited": false, "retweeted": false, "possibly_sensitive": false, "filter_level": "low", "lang": "pt", "timestamp_ms": "1450310538270" } #994

"created_at": "Thu Dec 17 00:02:18 +0000 2015", "id": 677277602365730817, "id_str":
"677277602365730817", "text": "E os Coxinha de SP..em especial da paulista, sentiram a força da esquerda! Ficaram vermelhos de ódio! https://t.co/j6cmO2GM13",

"quoted_status": { "created_at": "Wed Dec 16 20:08:05 +0000 2015", "id":
677218662823141377, "id_str": "677218662823141377", "text": "Pro-Dilma demonstration, Avenida Paulista, preparing to move off... #SaoPaulo #FicaDilma https://t.co/n53wPEexmf",

"quoted_status": { "created_at": "Wed Dec 16 20:08:05 +0000 2015", "id":
677218662823141377, "id_str": "677218662823141377", "text": "Pro-Dilma demonstration, Avenida Paulista, preparing to move off... #SaoPaulo #FicaDilma https://t.co/n53wPEexmf", "entities": { "hashtags": [ { "text": "SaoPaulo", "indices": [ 68, 77 ] }, { "text": "FicaDilma", "indices": [ 78, 88 ] } ], "urls": [ { "url": "https://t.co/n53wPEexmf", "expanded_url": "https://vine.co/v/imwYWjhLxzw", "display_url": "vine.co/v/imwYWjhLxzw", "indices": [ 89, 112 ] } ], "user_mentions": [], "symbols": [] },

"id_str": "677277602365730817", "text": "E os Coxinha de SP..em especial da paulista, sentiram a força da esquerda! Ficaram vermelhos de ódio! https://t.co/ j6cmO2GM13", "entities": { "hashtags": [], "urls": [ { "url": "https://t.co/j6cmO2GM13", "expanded_url": "https://twitter.com/claire_rigby/status/677218662823141377", "display_url": "twitter.com/claire_rigby/s…", "indices": [ 102, 125 ] } ], "user_mentions": [], "symbols": [] },

Então…

tweet tweet tweet tweet retweetar mencionar responder #FicaDilma DE QUEM?

DÚVIDAS ? https://speakerdeck.com/code4pol https://github.com/code4pol/lab-20160908

Qualidade na Coleta (parte 1)

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