From 350a75428d811d206133d9229e1652acdd3ff2c2 Mon Sep 17 00:00:00 2001 From: Ana Beatriz Date: Thu, 26 Sep 2024 22:17:22 -0300 Subject: [PATCH] Exercicios S09 --- exercicios/para-casa/casa.py | 39 +++++ exercicios/para-casa/faixas_filtradas.json | 166 +++++++++++++++++++++ exercicios/para-sala/ETL_pandas.py | 29 ++++ exercicios/para-sala/filtered_list.csv | 63 ++++++++ 4 files changed, 297 insertions(+) create mode 100644 exercicios/para-casa/casa.py create mode 100644 exercicios/para-casa/faixas_filtradas.json create mode 100644 exercicios/para-sala/filtered_list.csv diff --git a/exercicios/para-casa/casa.py b/exercicios/para-casa/casa.py new file mode 100644 index 0000000..0457cfc --- /dev/null +++ b/exercicios/para-casa/casa.py @@ -0,0 +1,39 @@ +import pandas as pd + +# Carregar o arquivo CSV +df = pd.read_csv("C:/Users/Colaborador/Reprograma/on33-python-s09-pandas-numpy-I/material/mais_ouvidas_2024.csv") + +# Exibir as primeiras linhas para garantir que foi carregado corretamente +print(df.head()) + +colunas_numericas = ['Spotify Streams', 'YouTube Views', 'TikTok Views', + 'Pandora Streams', 'Soundcloud Streams', 'Spotify Popularity', + 'TikTok Likes', 'Shazam Counts'] + +# converter para numérico +df[colunas_numericas] = df[colunas_numericas].replace(',', '', regex=True).astype(float) + +# Verificar se as colunas foram convertidas corretamente +print(df[colunas_numericas].dtypes) + +df['Release Date'] = pd.to_datetime(df['Release Date'], errors='coerce') + +print(df['Release Date'].head()) + +df['Streaming Popularity'] = df[['Spotify Popularity', 'YouTube Views', + 'TikTok Likes', 'Shazam Counts']].mean(axis=1) + +# cálculo da média +print(df[['Spotify Popularity', 'Streaming Popularity']].head()) + +df['Total Streams'] = df[['Spotify Streams', 'YouTube Views', 'TikTok Views', + 'Pandora Streams', 'Soundcloud Streams']].sum(axis=1) + +# cálculo da soma +print(df[['Total Streams']].head()) + +faixas_filtradas = df[(df['Spotify Popularity'] > 80) & (df['Total Streams'] > 1_000_000)] + +# faixas filtradas +print(faixas_filtradas.head()) + diff --git a/exercicios/para-casa/faixas_filtradas.json b/exercicios/para-casa/faixas_filtradas.json new file mode 100644 index 0000000..35854f0 --- /dev/null +++ b/exercicios/para-casa/faixas_filtradas.json @@ -0,0 +1,166 @@ +{"Track":"MILLION DOLLAR BABY","Album Name":"Million Dollar Baby - Single","Artist":"Tommy Richman","Release Date":1714089600000,"ISRC":"QM24S2402528","All Time Rank":"1","Track Score":725.4,"Spotify Streams":390470936.0,"Spotify Playlist Count":"30,716","Spotify Playlist Reach":"196,631,588","Spotify Popularity":92.0,"YouTube Views":84274754.0,"YouTube Likes":"1,713,126","TikTok Posts":"5,767,700","TikTok Likes":651565900.0,"TikTok Views":5332281936.0,"YouTube Playlist Reach":"150,597,040","Apple Music Playlist Count":210.0,"AirPlay Spins":"40,975","SiriusXM Spins":"684","Deezer Playlist Count":62.0,"Deezer Playlist Reach":"17,598,718","Amazon Playlist Count":114.0,"Pandora Streams":18004655.0,"Pandora Track Stations":"22,931","Soundcloud Streams":4818457.0,"Shazam Counts":2669262.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":184627502.0,"Total Streams":5829850738.0} +{"Track":"Not Like Us","Album Name":"Not Like Us","Artist":"Kendrick Lamar","Release Date":1714780800000,"ISRC":"USUG12400910","All Time Rank":"2","Track Score":545.9,"Spotify Streams":323703884.0,"Spotify Playlist Count":"28,113","Spotify Playlist Reach":"174,597,137","Spotify Popularity":92.0,"YouTube Views":116347040.0,"YouTube Likes":"3,486,739","TikTok Posts":"674,700","TikTok Likes":35223547.0,"TikTok Views":208339025.0,"YouTube Playlist Reach":"156,380,351","Apple Music Playlist Count":188.0,"AirPlay Spins":"40,778","SiriusXM Spins":"3","Deezer Playlist Count":67.0,"Deezer Playlist Reach":"10,422,430","Amazon Playlist Count":111.0,"Pandora Streams":7780028.0,"Pandora Track Stations":"28,444","Soundcloud Streams":6623075.0,"Shazam Counts":1118279.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":38172239.5,"Total Streams":662793052.0} +{"Track":"i like the way you kiss me","Album Name":"I like the way you kiss me","Artist":"Artemas","Release Date":1710806400000,"ISRC":"QZJ842400387","All Time Rank":"3","Track Score":538.4,"Spotify Streams":601309283.0,"Spotify Playlist Count":"54,331","Spotify Playlist Reach":"211,607,669","Spotify Popularity":92.0,"YouTube Views":122599116.0,"YouTube Likes":"2,228,730","TikTok Posts":"3,025,400","TikTok Likes":275154237.0,"TikTok Views":3369120610.0,"YouTube Playlist Reach":"373,784,955","Apple Music Playlist Count":190.0,"AirPlay Spins":"74,333","SiriusXM Spins":"536","Deezer Playlist Count":136.0,"Deezer Playlist Reach":"36,321,847","Amazon Playlist Count":172.0,"Pandora Streams":5022621.0,"Pandora Track Stations":"5,639","Soundcloud Streams":7208651.0,"Shazam Counts":5285340.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":100759696.25,"Total Streams":4105260281.0} +{"Track":"Flowers","Album Name":"Flowers - Single","Artist":"Miley Cyrus","Release Date":1673481600000,"ISRC":"USSM12209777","All Time Rank":"4","Track Score":444.9,"Spotify Streams":2031280633.0,"Spotify Playlist Count":"269,802","Spotify Playlist Reach":"136,569,078","Spotify Popularity":85.0,"YouTube Views":1096100899.0,"YouTube Likes":"10,629,796","TikTok Posts":"7,189,811","TikTok Likes":1078757968.0,"TikTok Views":14603725994.0,"YouTube Playlist Reach":"3,351,188,582","Apple Music Playlist Count":394.0,"AirPlay Spins":"1,474,799","SiriusXM Spins":"2,182","Deezer Playlist Count":264.0,"Deezer Playlist Reach":"24,684,248","Amazon Playlist Count":210.0,"Pandora Streams":190260277.0,"Pandora Track Stations":"203,384","Soundcloud Streams":null,"Shazam Counts":11822942.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":546670473.5,"Total Streams":17921367803.0} +{"Track":"Houdini","Album Name":"Houdini","Artist":"Eminem","Release Date":1717113600000,"ISRC":"USUG12403398","All Time Rank":"5","Track Score":423.3,"Spotify Streams":107034922.0,"Spotify Playlist Count":"7,223","Spotify Playlist Reach":"151,469,874","Spotify Popularity":88.0,"YouTube Views":77373957.0,"YouTube Likes":"3,670,188","TikTok Posts":"16,400","TikTok Likes":null,"TikTok Views":null,"YouTube Playlist Reach":"112,763,851","Apple Music Playlist Count":182.0,"AirPlay Spins":"12,185","SiriusXM Spins":"1","Deezer Playlist Count":82.0,"Deezer Playlist Reach":"17,660,624","Amazon Playlist Count":105.0,"Pandora Streams":4493884.0,"Pandora Track Stations":"7,006","Soundcloud Streams":207179.0,"Shazam Counts":457017.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":25943687.3333333321,"Total Streams":189109942.0} +{"Track":"Lovin On Me","Album Name":"Lovin On Me","Artist":"Jack Harlow","Release Date":1699574400000,"ISRC":"USAT22311371","All Time Rank":"6","Track Score":410.1,"Spotify Streams":670665438.0,"Spotify Playlist Count":"105,892","Spotify Playlist Reach":"175,421,034","Spotify Popularity":83.0,"YouTube Views":131148091.0,"YouTube Likes":"1,392,593","TikTok Posts":"4,202,367","TikTok Likes":214943489.0,"TikTok Views":2938686633.0,"YouTube Playlist Reach":"2,867,222,632","Apple Music Playlist Count":138.0,"AirPlay Spins":"522,042","SiriusXM Spins":"4,654","Deezer Playlist Count":86.0,"Deezer Playlist Reach":"17,167,254","Amazon Playlist Count":152.0,"Pandora Streams":138529362.0,"Pandora Track Stations":"50,982","Soundcloud Streams":9438601.0,"Shazam Counts":4517131.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":87652198.5,"Total Streams":3888468125.0} +{"Track":"Beautiful Things","Album Name":"Beautiful Things","Artist":"Benson Boone","Release Date":1705536000000,"ISRC":"USWB12307016","All Time Rank":"7","Track Score":407.2,"Spotify Streams":900158751.0,"Spotify Playlist Count":"73,118","Spotify Playlist Reach":"201,585,714","Spotify Popularity":86.0,"YouTube Views":308723145.0,"YouTube Likes":"4,120,760","TikTok Posts":null,"TikTok Likes":29584940.0,"TikTok Views":534915313.0,"YouTube Playlist Reach":"4,601,579,812","Apple Music Playlist Count":280.0,"AirPlay Spins":"383,478","SiriusXM Spins":"429","Deezer Playlist Count":168.0,"Deezer Playlist Reach":"48,197,850","Amazon Playlist Count":154.0,"Pandora Streams":65447476.0,"Pandora Track Stations":"57,372","Soundcloud Streams":null,"Shazam Counts":9990302.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":87074618.25,"Total Streams":1809244685.0} +{"Track":"Gata Only","Album Name":"Gata Only","Artist":"FloyyMenor","Release Date":1706832000000,"ISRC":"QZL382406049","All Time Rank":"8","Track Score":375.8,"Spotify Streams":675079153.0,"Spotify Playlist Count":"40,094","Spotify Playlist Reach":"211,236,940","Spotify Popularity":92.0,"YouTube Views":228382568.0,"YouTube Likes":"1,439,495","TikTok Posts":"3,500,000","TikTok Likes":338546668.0,"TikTok Views":3804584163.0,"YouTube Playlist Reach":"2,112,581,620","Apple Music Playlist Count":160.0,"AirPlay Spins":"17,221","SiriusXM Spins":"30","Deezer Playlist Count":87.0,"Deezer Playlist Reach":"33,245,595","Amazon Playlist Count":53.0,"Pandora Streams":3372428.0,"Pandora Track Stations":"5,762","Soundcloud Streams":null,"Shazam Counts":6063523.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":143248212.75,"Total Streams":4711418312.0} +{"Track":"BAND4BAND (feat. Lil Baby)","Album Name":"BAND4BAND (feat. Lil Baby)","Artist":"Central Cee","Release Date":1716422400000,"ISRC":"USSM12404354","All Time Rank":"10","Track Score":330.6,"Spotify Streams":90676573.0,"Spotify Playlist Count":"10,400","Spotify Playlist Reach":"184,199,419","Spotify Popularity":86.0,"YouTube Views":32735244.0,"YouTube Likes":"988,682","TikTok Posts":"325,800","TikTok Likes":121574500.0,"TikTok Views":974656200.0,"YouTube Playlist Reach":"174,706,874","Apple Music Playlist Count":191.0,"AirPlay Spins":"3,823","SiriusXM Spins":"117","Deezer Playlist Count":78.0,"Deezer Playlist Reach":"10,800,098","Amazon Playlist Count":92.0,"Pandora Streams":1005626.0,"Pandora Track Stations":"842","Soundcloud Streams":3679709.0,"Shazam Counts":666302.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":38744033.0,"Total Streams":1102753352.0} +{"Track":"I Had Some Help (feat. Morgan Wallen)","Album Name":"I Had Some Help","Artist":"Post Malone","Release Date":1715299200000,"ISRC":"USUM72404990","All Time Rank":"11","Track Score":322.1,"Spotify Streams":250080413.0,"Spotify Playlist Count":"16,219","Spotify Playlist Reach":"168,766,158","Spotify Popularity":91.0,"YouTube Views":32229063.0,"YouTube Likes":"550,191","TikTok Posts":null,"TikTok Likes":184500.0,"TikTok Views":2100000.0,"YouTube Playlist Reach":"327,130,768","Apple Music Playlist Count":157.0,"AirPlay Spins":"62,312","SiriusXM Spins":"71","Deezer Playlist Count":60.0,"Deezer Playlist Reach":"12,009,073","Amazon Playlist Count":114.0,"Pandora Streams":23155471.0,"Pandora Track Stations":"21,172","Soundcloud Streams":1594605.0,"Shazam Counts":963413.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":8344266.75,"Total Streams":309159552.0} +{"Track":"LUNCH","Album Name":"HIT ME HARD AND SOFT","Artist":"Billie Eilish","Release Date":1715904000000,"ISRC":"USUM72401991","All Time Rank":"13","Track Score":316.3,"Spotify Streams":221636195.0,"Spotify Playlist Count":"13,800","Spotify Playlist Reach":"197,280,692","Spotify Popularity":92.0,"YouTube Views":40022524.0,"YouTube Likes":"1,307,290","TikTok Posts":"195,300","TikTok Likes":45889000.0,"TikTok Views":360017000.0,"YouTube Playlist Reach":"342,107,131","Apple Music Playlist Count":244.0,"AirPlay Spins":"41,344","SiriusXM Spins":"45","Deezer Playlist Count":138.0,"Deezer Playlist Reach":"38,243,636","Amazon Playlist Count":163.0,"Pandora Streams":1354692.0,"Pandora Track Stations":"1,219","Soundcloud Streams":1313357.0,"Shazam Counts":450344.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":21590490.0,"Total Streams":624343768.0} +{"Track":"Like That","Album Name":"WE DON'T TRUST YOU","Artist":"Future","Release Date":1711065600000,"ISRC":"USSM12402041","All Time Rank":"14","Track Score":308.2,"Spotify Streams":355186436.0,"Spotify Playlist Count":"43,025","Spotify Playlist Reach":"108,168,634","Spotify Popularity":88.0,"YouTube Views":98081493.0,"YouTube Likes":"1,456,177","TikTok Posts":null,"TikTok Likes":null,"TikTok Views":null,"YouTube Playlist Reach":"174,491,415","Apple Music Playlist Count":153.0,"AirPlay Spins":"90,237","SiriusXM Spins":"3","Deezer Playlist Count":55.0,"Deezer Playlist Reach":"3,001,826","Amazon Playlist Count":109.0,"Pandora Streams":26252264.0,"Pandora Track Stations":"18,364","Soundcloud Streams":12038034.0,"Shazam Counts":1963314.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":33348298.3333333321,"Total Streams":491558227.0} +{"Track":"Fortnight (feat. Post Malone)","Album Name":"THE TORTURED POETS DEPARTMENT","Artist":"Taylor Swift","Release Date":1713398400000,"ISRC":"USUG12401028","All Time Rank":"17","Track Score":297.6,"Spotify Streams":395433400.0,"Spotify Playlist Count":"12,784","Spotify Playlist Reach":"177,932,568","Spotify Popularity":89.0,"YouTube Views":104673836.0,"YouTube Likes":"2,484,083","TikTok Posts":"139,300","TikTok Likes":25348800.0,"TikTok Views":207317000.0,"YouTube Playlist Reach":"268,893,710","Apple Music Playlist Count":221.0,"AirPlay Spins":"129,968","SiriusXM Spins":"3","Deezer Playlist Count":99.0,"Deezer Playlist Reach":"37,988,531","Amazon Playlist Count":134.0,"Pandora Streams":9961769.0,"Pandora Track Stations":"13,437","Soundcloud Streams":377734.0,"Shazam Counts":1210029.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":32808188.5,"Total Streams":717763739.0} +{"Track":"greedy","Album Name":"greedy","Artist":"Tate McRae","Release Date":1694649600000,"ISRC":"USRC12301932","All Time Rank":"18","Track Score":293.7,"Spotify Streams":1258569694.0,"Spotify Playlist Count":"105,218","Spotify Playlist Reach":"198,845,580","Spotify Popularity":87.0,"YouTube Views":141646818.0,"YouTube Likes":"1,514,837","TikTok Posts":"2,294,429","TikTok Likes":419319161.0,"TikTok Views":5456156211.0,"YouTube Playlist Reach":"2,667,285,437","Apple Music Playlist Count":207.0,"AirPlay Spins":"667,329","SiriusXM Spins":"3,310","Deezer Playlist Count":188.0,"Deezer Playlist Reach":"21,788,568","Amazon Playlist Count":150.0,"Pandora Streams":44850379.0,"Pandora Track Stations":"12,270","Soundcloud Streams":null,"Shazam Counts":6973652.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":141984929.5,"Total Streams":6901223102.0} +{"Track":"BLUE","Album Name":"HIT ME HARD AND SOFT","Artist":"Billie Eilish","Release Date":1715904000000,"ISRC":"USUM72401996","All Time Rank":"19","Track Score":292.6,"Spotify Streams":91272461.0,"Spotify Playlist Count":"6,499","Spotify Playlist Reach":"52,287,548","Spotify Popularity":86.0,"YouTube Views":16038053.0,"YouTube Likes":"569,377","TikTok Posts":"941,900","TikTok Likes":119740900.0,"TikTok Views":1225345800.0,"YouTube Playlist Reach":"5,839,168","Apple Music Playlist Count":76.0,"AirPlay Spins":"181","SiriusXM Spins":"1","Deezer Playlist Count":24.0,"Deezer Playlist Reach":"5,054,005","Amazon Playlist Count":33.0,"Pandora Streams":283089.0,"Pandora Track Stations":"162","Soundcloud Streams":975891.0,"Shazam Counts":257661.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":34009175.0,"Total Streams":1333915294.0} +{"Track":"As It Was","Album Name":"As It Was","Artist":"Harry Styles","Release Date":1648684800000,"ISRC":"USSM12200612","All Time Rank":"20","Track Score":292.0,"Spotify Streams":3301814535.0,"Spotify Playlist Count":"407,119","Spotify Playlist Reach":"169,783,402","Spotify Popularity":87.0,"YouTube Views":800899315.0,"YouTube Likes":"9,101,589","TikTok Posts":"2,755,903","TikTok Likes":1633970617.0,"TikTok Views":15405881843.0,"YouTube Playlist Reach":"7,289,707,052","Apple Music Playlist Count":455.0,"AirPlay Spins":"1,777,811","SiriusXM Spins":"4,909","Deezer Playlist Count":330.0,"Deezer Playlist Reach":"12,907,852","Amazon Playlist Count":189.0,"Pandora Streams":132624772.0,"Pandora Track Stations":"79,909","Soundcloud Streams":null,"Shazam Counts":14967379.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":612459349.5,"Total Streams":19641220465.0} +{"Track":"Espresso","Album Name":"Espresso","Artist":"Sabrina Carpenter","Release Date":1712880000000,"ISRC":"USUM72403305","All Time Rank":"22","Track Score":281.5,"Spotify Streams":547882871.0,"Spotify Playlist Count":"24,425","Spotify Playlist Reach":"262,343,414","Spotify Popularity":95.0,"YouTube Views":107550212.0,"YouTube Likes":"1,825,761","TikTok Posts":"209,200","TikTok Likes":169144295.0,"TikTok Views":1379499000.0,"YouTube Playlist Reach":"422,646,034","Apple Music Playlist Count":298.0,"AirPlay Spins":"37,208","SiriusXM Spins":"236","Deezer Playlist Count":167.0,"Deezer Playlist Reach":"41,414,565","Amazon Playlist Count":149.0,"Pandora Streams":10362898.0,"Pandora Track Stations":"10,848","Soundcloud Streams":1551157.0,"Shazam Counts":1373085.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":69516921.75,"Total Streams":2046846138.0} +{"Track":"TEXAS HOLD 'EM","Album Name":"TEXAS HOLD 'EM","Artist":"Beyonc\ufffd","Release Date":1707523200000,"ISRC":"USSM12401302","All Time Rank":"24","Track Score":278.9,"Spotify Streams":426700979.0,"Spotify Playlist Count":"34,044","Spotify Playlist Reach":"152,928,632","Spotify Popularity":86.0,"YouTube Views":35724356.0,"YouTube Likes":"437,980","TikTok Posts":"1,470,500","TikTok Likes":485200392.0,"TikTok Views":6518604175.0,"YouTube Playlist Reach":"1,213,175,656","Apple Music Playlist Count":159.0,"AirPlay Spins":"309,497","SiriusXM Spins":"257","Deezer Playlist Count":194.0,"Deezer Playlist Reach":"40,725,482","Amazon Playlist Count":177.0,"Pandora Streams":13860535.0,"Pandora Track Stations":"36,282","Soundcloud Streams":null,"Shazam Counts":2100708.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":130756385.5,"Total Streams":6994890045.0} +{"Track":"we can't be friends (wait for your love)","Album Name":"eternal sunshine","Artist":"Ariana Grande","Release Date":1709856000000,"ISRC":"USUM72317276","All Time Rank":"29","Track Score":262.8,"Spotify Streams":591068364.0,"Spotify Playlist Count":"26,203","Spotify Playlist Reach":"197,494,995","Spotify Popularity":87.0,"YouTube Views":156882014.0,"YouTube Likes":"3,080,503","TikTok Posts":null,"TikTok Likes":null,"TikTok Views":null,"YouTube Playlist Reach":"578,568,464","Apple Music Playlist Count":194.0,"AirPlay Spins":"200,230","SiriusXM Spins":"32","Deezer Playlist Count":117.0,"Deezer Playlist Reach":"22,062,193","Amazon Playlist Count":126.0,"Pandora Streams":10106573.0,"Pandora Track Stations":"7,689","Soundcloud Streams":1612479.0,"Shazam Counts":1579980.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":52820693.6666666642,"Total Streams":759669430.0} +{"Track":"SHEESH","Album Name":"BABYMONS7ER","Artist":"BABYMONSTER","Release Date":1711929600000,"ISRC":"KRA402400016","All Time Rank":"32","Track Score":237.5,"Spotify Streams":124893397.0,"Spotify Playlist Count":"3,479","Spotify Playlist Reach":"25,936,342","Spotify Popularity":82.0,"YouTube Views":359896095.0,"YouTube Likes":"4,907,193","TikTok Posts":"212,500","TikTok Likes":48327004.0,"TikTok Views":390081328.0,"YouTube Playlist Reach":"38,798,822","Apple Music Playlist Count":36.0,"AirPlay Spins":"2,188","SiriusXM Spins":"32","Deezer Playlist Count":3.0,"Deezer Playlist Reach":"347,997","Amazon Playlist Count":26.0,"Pandora Streams":130743.0,"Pandora Track Stations":"592","Soundcloud Streams":265670.0,"Shazam Counts":191867.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming 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Streams":1680919413.0,"Spotify Playlist Count":"293,385","Spotify Playlist Reach":"44,640,604","Spotify Popularity":82.0,"YouTube Views":244059770.0,"YouTube Likes":"2,900,004","TikTok Posts":"12,730","TikTok Likes":8273097.0,"TikTok Views":76886329.0,"YouTube Playlist Reach":"228,292","Apple Music Playlist Count":79.0,"AirPlay Spins":"13,192","SiriusXM Spins":"5","Deezer Playlist Count":31.0,"Deezer Playlist Reach":"722,512","Amazon Playlist Count":15.0,"Pandora Streams":520681974.0,"Pandora Track Stations":"406,631","Soundcloud Streams":null,"Shazam Counts":9764188.0,"TIDAL Popularity":null,"Explicit Track":1,"Streaming Popularity":65524284.25,"Total Streams":2522547486.0} +{"Track":"Seven Nation Army","Album Name":"Elephant","Artist":"The White Stripes","Release Date":1041379200000,"ISRC":"USVT10300001","All Time Rank":"4,030","Track Score":21.2,"Spotify Streams":1657866786.0,"Spotify Playlist Count":"206,953","Spotify Playlist Reach":"64,036,444","Spotify Popularity":81.0,"YouTube Views":339571990.0,"YouTube Likes":"4,052,894","TikTok Posts":"263,920","TikTok Likes":137323740.0,"TikTok Views":1394903550.0,"YouTube Playlist Reach":"5,268,188","Apple Music Playlist Count":275.0,"AirPlay Spins":"184,079","SiriusXM Spins":"124","Deezer Playlist Count":86.0,"Deezer Playlist Reach":"972,676","Amazon Playlist Count":110.0,"Pandora Streams":912422054.0,"Pandora Track Stations":"566,339","Soundcloud Streams":null,"Shazam Counts":10108433.0,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":121751061.0,"Total Streams":4304764380.0} +{"Track":"When I Was Your Man","Album Name":"Unorthodox Jukebox","Artist":"Bruno Mars","Release Date":1354838400000,"ISRC":"USAT21206701","All Time Rank":"4,187","Track Score":20.7,"Spotify Streams":2106040891.0,"Spotify Playlist Count":"231,184","Spotify Playlist Reach":"111,114,931","Spotify Popularity":81.0,"YouTube Views":275768987.0,"YouTube Likes":"2,172,034","TikTok Posts":"237,576","TikTok Likes":72740220.0,"TikTok Views":624816222.0,"YouTube Playlist Reach":"27,825,601","Apple Music Playlist Count":104.0,"AirPlay Spins":"152,868","SiriusXM Spins":"228","Deezer Playlist Count":184.0,"Deezer Playlist Reach":"1,054,128","Amazon Playlist Count":39.0,"Pandora Streams":null,"Pandora Track Stations":null,"Soundcloud Streams":null,"Shazam Counts":null,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":116169762.6666666716,"Total Streams":3006626100.0} +{"Track":"From The Start","Album Name":"Bewitched","Artist":"Laufey","Release Date":1694131200000,"ISRC":"QMDA62312093","All Time Rank":"4,371","Track Score":20.1,"Spotify Streams":367151355.0,"Spotify Playlist Count":"16,239","Spotify Playlist Reach":"5,016,080","Spotify Popularity":82.0,"YouTube Views":null,"YouTube Likes":null,"TikTok Posts":null,"TikTok Likes":null,"TikTok Views":null,"YouTube Playlist Reach":null,"Apple Music Playlist Count":null,"AirPlay Spins":null,"SiriusXM Spins":null,"Deezer Playlist Count":null,"Deezer Playlist Reach":null,"Amazon Playlist Count":null,"Pandora Streams":null,"Pandora Track Stations":null,"Soundcloud Streams":null,"Shazam Counts":null,"TIDAL Popularity":null,"Explicit Track":0,"Streaming Popularity":82.0,"Total Streams":367151355.0} diff --git a/exercicios/para-sala/ETL_pandas.py b/exercicios/para-sala/ETL_pandas.py index e69de29..92c9638 100644 --- a/exercicios/para-sala/ETL_pandas.py +++ b/exercicios/para-sala/ETL_pandas.py @@ -0,0 +1,29 @@ +import pandas as pd + +df = pd.read_csv("C:/Users/Colaborador/Reprograma/on33-python-s09-pandas-numpy-I/material/mobile_sales.csv") + +#print(df.head(n=10)) +#print(df.columns) +#df_valores_nulos = df.isnull() +#print(df_valores_nulos.sum()) +#print(df.isnull()) +#df_valores_nulos = df.isnull() +#print(df_valores_nulos.sum()) +#print(df.duplicated().sum()) +#print(df.dtypes) + +df["Date"] = pd.to_datetime(df["Date"], format="mixed") + +#print(df.dtypes) +#print(df["Date"]) + +df["Total Sales Value"] = df["Price"] *df["UnitsSold"] +#print (df.columns) + +df["Profit Margin"] = (df["Price"] * 0.30) * df["UnitsSold"] + +filtered_df = df [(df["Total Sales Value"] > 100_000) & (df["Profit Margin"] > 20_000)] + +print(filtered_df) + +filtered_df.to_csv("./filtered_list.csv", index=False) \ No newline at end of file diff --git a/exercicios/para-sala/filtered_list.csv b/exercicios/para-sala/filtered_list.csv new file mode 100644 index 0000000..19b3331 --- /dev/null +++ b/exercicios/para-sala/filtered_list.csv @@ -0,0 +1,63 @@ +TransactionID,Date,MobileModel,Brand,Price,UnitsSold,TotalRevenue,CustomerAge,CustomerGender,Location,PaymentMethod,Total Sales Value,Profit Margin +79397f68-61ed-4ea8-bcb2-f918d4e6c05b,2024-01-06,direction,Green Inc,1196.95,85,28002.8,32,Female,Port Erik,Online,101740.75,30522.225 +f7e98db9-cb87-453e-8179-e48ba5443932,2024-03-07,idea,"Massey, Nicholson and Young",1498.13,70,9703.89,45,Female,Port Daryl,Debit Card,104869.1,31460.730000000003 +e59a8eb1-8448-4719-8502-2c97407d0ff9,2024-01-08,free,Nelson and Sons,1333.31,79,49676.78,45,Female,East Brianstad,Online,105331.48999999999,31599.447 +b5119fd6-e0d7-44ee-8f87-44f91d42de3f,2024-05-23,law,Roach-Strong,1236.37,89,26408.0,43,Female,Victorview,Credit Card,110036.93,33011.079 +03d675d2-f4c7-4860-b159-f7df7142b87e,2024-07-07,special,Weaver Ltd,1418.24,99,1877.76,42,Other,Port Ericstad,Credit Card,140405.76,42121.727999999996 +9b4f4a39-8512-411a-8533-2b1d99cf4e64,2024-06-24,travel,"James, Garcia and Brown",1141.24,94,98242.2,28,Female,Bellview,Cash,107276.56,32182.968 +8d757a3c-6ffc-4b44-97aa-de01f6bc3b56,2024-06-06,bar,Jordan-Williams,1409.49,81,29360.24,40,Other,Alberttown,Credit Card,114168.69,34250.606999999996 +8201d6e3-4f18-4911-9b28-c50627fd1640,2024-02-11,test,Walker-White,1444.64,89,12646.8,51,Female,East Kenneth,Cash,128572.96,38571.888 +8499624a-1c49-4645-9c65-df13c57c87d9,2024-07-01,matter,Andrews LLC,1269.71,96,72588.74,41,Female,Powellmouth,Credit Card,121892.16,36567.648 +7f36c3a2-ff43-483b-adb8-668e37d16534,2024-07-15,partner,Hebert Inc,1352.48,95,20333.88,32,Other,Crawfordville,Online,128485.6,38545.68 +56ad37f3-bb16-4f08-90ba-140b27eebd4a,2024-07-01,century,"Bates, Pearson and Hardy",1245.2,81,59695.92,34,Female,Thomasfort,Cash,100861.2,30258.36 +5a5ebad6-dab7-4388-9961-411136b68e27,2024-01-24,eight,Martin-Carson,1256.1,90,25697.72,26,Other,South Benjamin,Cash,113048.99999999999,33914.7 +49ee7bcb-01a3-4c71-9273-49d4afd465a4,2024-03-01,son,Anderson-White,1285.81,82,27464.7,44,Female,Port Williamshire,Online,105436.42,31630.926 +7ebd3c9c-21a9-48d4-802b-50b2ae3d74e6,2024-07-25,play,Cabrera-White,1358.1,83,30654.0,40,Other,New Christina,Credit Card,112722.29999999999,33816.689999999995 +96845a93-75b3-4a60-b213-201181842f96,2024-04-16,skill,"White, Ford and Andrews",1360.71,84,65262.78,29,Female,Snowfurt,Online,114299.64,34289.892 +5633dd9e-0ad3-455e-8b00-7236c2379e1b,2024-07-25,security,"Ware, May and Lopez",1485.6,68,51970.4,47,Female,Michaelland,Credit Card,101020.79999999999,30306.239999999998 +fdf59c83-bd14-459c-a73d-1c17b86a5a94,2024-01-13,effect,"Martin, Smith and Patterson",1317.86,84,8388.09,54,Female,Davisbury,Credit Card,110700.23999999999,33210.07199999999 +07602482-1535-4857-b739-94bbfbbb2ef8,2024-04-05,property,Torres Inc,1285.42,91,16868.06,58,Other,Stacyborough,Credit Card,116973.22,35091.966 +74df89fb-b693-457d-a68e-e017937d9fe0,2024-03-20,middle,"Cooper, Mcclain and Cook",1276.97,85,119864.64,50,Female,West Alice,Debit Card,108542.45,32562.735 +3b05d54f-0bdf-444c-a021-19e842585d6b,2024-05-28,involve,Figueroa LLC,1184.54,89,23249.54,32,Female,South Melissa,Online,105424.06,31627.217999999997 +b09fb488-824a-416d-8800-bbd06fd3530e,2024-02-07,nothing,"Miller, Hill and Lawson",1278.82,91,61818.67,49,Female,Thomasview,Credit Card,116372.62,34911.78599999999 +da4115cc-24fb-4ca6-835c-6eeaf8d03cf2,2024-05-27,mention,"Skinner, Ramirez and Kelley",1486.29,68,39261.45,63,Male,Herreraborough,Cash,101067.72,30320.316 +97b019b5-ee7f-47bb-a9fe-8a23c0ca4b55,2024-05-11,woman,Williamson-Clay,1378.49,80,10696.96,22,Female,Christopherbury,Debit Card,110279.2,33083.759999999995 +0cc43991-586c-4734-94cc-ff0163883c1f,2024-04-15,situation,Stein-Bridges,1426.72,84,94828.04,41,Male,Espinozamouth,Online,119844.48,35953.344000000005 +821fa086-7197-4c69-9733-1dcc939af665,2024-04-06,sing,Cobb LLC,1178.88,89,33021.82,53,Male,Jimchester,Online,104920.32,31476.096000000005 +c07fff34-92b2-42e0-982b-6dd160b071e1,2024-04-02,operation,"Duncan, Mendoza and Mcdowell",1477.14,90,66427.94,51,Other,South Brandon,Debit Card,132942.6,39882.78 +57a14899-fdc3-4bc4-82fb-dee041cc5085,2024-03-29,build,Andrews-Martin,1134.19,95,55740.27,21,Male,East Brian,Credit Card,107748.05,32324.415 +1bcdf294-8f88-4cdd-aa1b-5296be5466b4,2024-03-30,expect,"Jackson, White and Brown",1409.21,76,8286.95,43,Other,Jordanfurt,Credit Card,107099.96,32129.987999999998 +918c1785-2c85-4757-a15e-cfddb38dd38e,2024-05-27,bad,"Mcmahon, Jones and Baker",1317.59,86,102433.02,28,Other,New Charles,Credit Card,113312.73999999999,33993.822 +0835e90c-955f-47dc-87df-98c314e501a7,2024-06-25,former,Weaver-Thompson,1196.33,87,115585.69,35,Other,Brandonton,Online,104080.70999999999,31224.212999999996 +d0da1b38-58fd-4b3f-85fa-d9a8f45ee603,2024-01-20,practice,Wilcox PLC,1293.55,95,85958.04,44,Male,Mclaughlinburgh,Cash,122887.25,36866.175 +83f22533-6d79-48b7-9d4c-e78aadf0595a,2024-01-23,protect,"Burns, Davila and Camacho",1297.7,85,68618.72,36,Female,North Johnport,Debit Card,110304.5,33091.35 +1c06d99c-d59c-47e8-83ba-38a40a00be41,2024-04-01,artist,Smith-Tucker,1294.76,99,9072.42,42,Male,Greeneview,Debit Card,128181.24,38454.372 +56f4a3f9-ee2d-4c28-b836-8f183b0333b0,2024-04-05,they,"Kirby, Oneill and Carter",1345.42,94,31312.96,25,Female,Steelemouth,Online,126469.48000000001,37940.844000000005 +784b0c63-1eb4-42bf-a8e1-de0d1f9bbbb2,2024-05-18,blood,Fleming Group,1465.14,80,11440.5,60,Male,Newmantown,Cash,117211.20000000001,35163.36 +1cafe067-7e81-46ff-9990-579adaebc2cf,2024-07-08,senior,Jensen-Lowe,1483.91,94,12619.62,29,Female,West Susan,Online,139487.54,41846.262 +077487a5-61c4-4f29-bd88-49901d7b47e7,2024-04-30,painting,Harris-Bell,1385.88,83,9700.6,41,Other,North Samuel,Online,115028.04000000001,34508.412000000004 +4fe52be3-0c3e-4098-bc58-8f391cc3fb26,2024-04-29,born,Cunningham-Hawkins,1390.89,79,60684.54,28,Female,Port Fernandomouth,Credit Card,109880.31000000001,32964.093 +0740c846-3424-4692-afee-088248bbfd37,2024-07-22,figure,Flowers-Erickson,1408.39,97,44118.9,30,Other,South Holly,Online,136613.83000000002,40984.149 +c1dd718f-8c25-47a9-bc37-5dd6c767199e,2024-02-26,rule,"Vasquez, Roberts and Johnson",1458.6,85,6503.25,19,Other,Bowentown,Credit Card,123980.99999999999,37194.299999999996 +b563bdbe-055d-41a8-8cea-06be0db9c82c,2024-05-02,possible,"Johnson, Mcconnell and May",1385.71,75,24011.36,57,Male,Sullivanmouth,Credit Card,103928.25,31178.475000000002 +15b09d84-166a-4a3d-a92b-d6cddc7e46cf,2024-05-15,experience,Young Inc,1341.15,93,99642.96,55,Male,Lawsonbury,Credit Card,124726.95000000001,37418.085 +6c234dd7-845d-49d8-a506-0d0525939c52,2024-05-14,most,"Weaver, Young and King",1235.36,98,22969.48,25,Female,Micheleshire,Online,121065.27999999998,36319.583999999995 +173d6e2c-d2d4-4a78-9b56-8ff05194c0be,2024-07-20,thus,Anderson-Burns,1253.69,94,65396.79,23,Male,Brownburgh,Online,117846.86,35354.058000000005 +26760d0b-ece5-48d9-906f-6511c119a434,2024-04-08,fine,Sampson-Kennedy,1179.65,89,50670.65,39,Other,South Christina,Credit Card,104988.85,31496.655000000002 +9230af26-83a1-4066-8d7a-8f32cb65a58c,2024-06-12,industry,"Barrett, Figueroa and White",1384.31,86,64326.15,45,Other,North Jeffrey,Debit Card,119050.65999999999,35715.198 +95bee8ce-4701-4a6b-8a17-a68f2e661677,2024-03-10,director,Dennis-Sanchez,1343.65,96,3301.35,19,Female,Lake Christopher,Online,128990.40000000001,38697.12 +05dc416c-5c87-4726-88bb-c3f02350f9d4,2024-06-18,easy,Jones-Nguyen,1354.53,88,16047.56,63,Other,West Kayla,Credit Card,119198.64,35759.592 +06cbf9e5-391e-4727-a5b0-24c93b3f88df,2024-07-03,option,"Hanson, Barron and Castillo",1110.66,93,65983.14,25,Female,Dunnland,Debit Card,103291.38,30987.414000000004 +385776a8-dd02-47b3-ac81-848385c53e01,2024-01-25,face,"Hester, Lee and Kirby",1309.52,80,52684.5,55,Female,Kellyton,Cash,104761.6,31428.48 +2ad868ea-e6ec-4c08-90df-28627a36cd19,2024-05-27,science,"Daniels, Rojas and Pearson",1137.5,96,14628.86,29,Male,Sheilaburgh,Online,109200.0,32760.0 +21cdcebc-fa3e-413a-9702-8fbd7b1d8682,2024-05-20,plant,Thomas Ltd,1217.74,96,65193.3,45,Other,Mooreburgh,Cash,116903.04000000001,35070.912 +976cc526-100f-41ea-a8fa-6beb56f959f9,2024-02-13,decision,Miller-Jordan,1251.55,95,31085.22,55,Female,Michaelhaven,Debit Card,118897.25,35669.174999999996 +c4c114b1-252e-4e40-9c57-c08f2d7388bc,2024-02-01,particularly,"Myers, Wilcox and Beck",1466.37,86,28288.0,22,Male,Danielbury,Online,126107.81999999999,37832.346 +c390e049-3c4f-4b58-ad23-f52c64d7768f,2024-01-18,resource,"Fox, Stevens and Bell",1114.73,91,7388.25,64,Male,East Robertahaven,Debit Card,101440.43000000001,30432.128999999997 +903f5961-35c7-47b9-a1f1-5492aa15b049,2024-04-06,four,Robinson-Thompson,1223.95,95,8217.44,43,Female,East Adam,Credit Card,116275.25,34882.575 +cf0ec4eb-6751-4904-9980-9cbacd679c14,2024-03-15,hope,Hamilton-Garcia,1348.6,79,44273.85,55,Female,Tannerfort,Debit Card,106539.4,31961.82 +f503c272-a176-4704-9011-e47781852269,2024-03-19,huge,Allen-Mays,1349.26,83,98113.14,52,Male,Danielport,Online,111988.58,33596.574 +246f33f9-10a0-4d0d-82f5-e7c2164caf37,2024-07-14,around,"Carroll, Brown and Bates",1486.13,75,2336.76,20,Female,Amybury,Online,111459.75000000001,33437.925 +b4df370f-821b-43aa-a876-841b99222c0b,2024-07-01,discussion,"Santiago, Yoder and Stevens",1447.46,73,73070.87,59,Male,Andreaview,Online,105664.58,31699.374 +fcf20873-f45d-4ae1-ba0a-6333c35a01f6,2024-01-23,watch,Morrison-Stanley,1424.36,79,35283.6,63,Other,Gibbston,Credit Card,112524.43999999999,33757.331999999995 +41f08915-addb-4966-8628-038c479c619a,2024-01-28,challenge,Brooks Ltd,1386.69,76,28865.7,39,Male,Ronaldchester,Credit Card,105388.44,31616.532