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Exercício sobre pandas concluído #22

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31 changes: 31 additions & 0 deletions exercicios/para-casa/Benja_pandas.py
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import pandas as pd

df = pd.read_csv("C:/Users/Usuario/OneDrive/Área de Trabalho/On33-Python/FORK/on33-python-s09-pandas-numpy-I/material/mais_ouvidas_2024.csv")

#print(df.head())
#print (df.columns)
print(df.dtypes)

to_parse = ['All Time Rank', 'Spotify Streams', 'Spotify Playlist Count', 'Spotify Playlist Reach', 'YouTube Views', 'YouTube Likes', 'TikTok Posts', 'TikTok Likes', 'TikTok Views', 'YouTube Playlist Reach', 'Deezer Playlist Reach', 'Pandora Streams', 'Pandora Track Stations', 'Soundcloud Streams', 'Shazam Counts']

for column in to_parse:
df[column] = df[column].str.replace(",", "").astype(float)

print(df.dtypes)

df['Release Date'] = pd.to_datetime((df['Release Date']), format="mixed")
print(df.dtypes)

df['Streaming Popularity'] = df[['Spotify Popularity', 'YouTube Views', 'TikTok Likes', 'Shazam Counts']].mean(axis=1)
print(df[['Spotify Popularity', 'YouTube Views', 'TikTok Likes', 'Shazam Counts', 'Streaming Popularity']].head())

df['Total Streaming'] = df[['Spotify Streams', 'YouTube Views', 'TikTok Views', 'Pandora Streams', 'Soundcloud Streams']].sum(axis=1)
print(df['Total Streaming'].head())

filtered_df = df[(df['Spotify Popularity'] > 80) & (df['Total Streaming'] > 1_000_000)]
print(filtered_df.head())

df.to_json('./musicasMaisPopulares.json',
index=False)


1 change: 1 addition & 0 deletions exercicios/para-casa/musicasMaisPopulares.json
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26 changes: 26 additions & 0 deletions exercicios/para-sala/ETL_pandas.py
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import pandas as pd

#['TransactionID', 'Date', 'MobileModel', 'Brand', 'Price', 'UnitsSold','TotalRevenue', 'CustomerAge', 'CustomerGender', 'Location','PaymentMethod']

df = pd.read_csv("C:/Users/Usuario/OneDrive/Área de Trabalho/On33-Python/FORK/on33-python-s09-pandas-numpy-I/material/mobile_sales.csv")

#transformando os dados#

# print(df.head())
# print (df.columns)
# df_valores_nulos = df.isnull()
# print(df_valores_nulos.sum())
#print(df.duplicated(). sum())
#print(df.dtypes)
df['Dade'] = pd.to_datetime((df['Date']), format="mixed")
#print(df.dtypes)

df["Total Sales Value"] = df['Price'] * df['UnitsSold']
# print(df["Total Sales Value"])
profit_per_product = 0.30
df["Profit Margin"] = (df["Price"] * profit_per_product ) * 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)
63 changes: 63 additions & 0 deletions exercicios/para-sala/filtered_list.csv
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TransactionID,Date,MobileModel,Brand,Price,UnitsSold,TotalRevenue,CustomerAge,CustomerGender,Location,PaymentMethod,Dade,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,2024-01-06,101740.75,30522.225
f7e98db9-cb87-453e-8179-e48ba5443932,2024-03-07,idea,"Massey, Nicholson and Young",1498.13,70,9703.89,45,Female,Port Daryl,Debit Card,2024-03-07,104869.1,31460.730000000003
e59a8eb1-8448-4719-8502-2c97407d0ff9,2024-01-08,free,Nelson and Sons,1333.31,79,49676.78,45,Female,East Brianstad,Online,2024-01-08,105331.48999999999,31599.447
b5119fd6-e0d7-44ee-8f87-44f91d42de3f,2024-05-23,law,Roach-Strong,1236.37,89,26408.0,43,Female,Victorview,Credit Card,2024-05-23,110036.93,33011.079
03d675d2-f4c7-4860-b159-f7df7142b87e,2024-07-07,special,Weaver Ltd,1418.24,99,1877.76,42,Other,Port Ericstad,Credit Card,2024-07-07,140405.76,42121.727999999996
9b4f4a39-8512-411a-8533-2b1d99cf4e64,2024-06-24,travel,"James, Garcia and Brown",1141.24,94,98242.2,28,Female,Bellview,Cash,2024-06-24,107276.56,32182.968
8d757a3c-6ffc-4b44-97aa-de01f6bc3b56,2024-06-06,bar,Jordan-Williams,1409.49,81,29360.24,40,Other,Alberttown,Credit Card,2024-06-06,114168.69,34250.606999999996
8201d6e3-4f18-4911-9b28-c50627fd1640,2024-02-11,test,Walker-White,1444.64,89,12646.8,51,Female,East Kenneth,Cash,2024-02-11,128572.96,38571.888
8499624a-1c49-4645-9c65-df13c57c87d9,2024-07-01,matter,Andrews LLC,1269.71,96,72588.74,41,Female,Powellmouth,Credit Card,2024-07-01,121892.16,36567.648
7f36c3a2-ff43-483b-adb8-668e37d16534,2024-07-15,partner,Hebert Inc,1352.48,95,20333.88,32,Other,Crawfordville,Online,2024-07-15,128485.6,38545.68
56ad37f3-bb16-4f08-90ba-140b27eebd4a,2024-07-01,century,"Bates, Pearson and Hardy",1245.2,81,59695.92,34,Female,Thomasfort,Cash,2024-07-01,100861.2,30258.36
5a5ebad6-dab7-4388-9961-411136b68e27,2024-01-24,eight,Martin-Carson,1256.1,90,25697.72,26,Other,South Benjamin,Cash,2024-01-24,113048.99999999999,33914.7
49ee7bcb-01a3-4c71-9273-49d4afd465a4,2024-03-01,son,Anderson-White,1285.81,82,27464.7,44,Female,Port Williamshire,Online,2024-03-01,105436.42,31630.926
7ebd3c9c-21a9-48d4-802b-50b2ae3d74e6,2024-07-25,play,Cabrera-White,1358.1,83,30654.0,40,Other,New Christina,Credit Card,2024-07-25,112722.29999999999,33816.689999999995
96845a93-75b3-4a60-b213-201181842f96,2024-04-16,skill,"White, Ford and Andrews",1360.71,84,65262.78,29,Female,Snowfurt,Online,2024-04-16,114299.64,34289.892
5633dd9e-0ad3-455e-8b00-7236c2379e1b,2024-07-25,security,"Ware, May and Lopez",1485.6,68,51970.4,47,Female,Michaelland,Credit Card,2024-07-25,101020.79999999999,30306.239999999998
fdf59c83-bd14-459c-a73d-1c17b86a5a94,2024-01-13,effect,"Martin, Smith and Patterson",1317.86,84,8388.09,54,Female,Davisbury,Credit Card,2024-01-13,110700.23999999999,33210.07199999999
07602482-1535-4857-b739-94bbfbbb2ef8,2024-04-05,property,Torres Inc,1285.42,91,16868.06,58,Other,Stacyborough,Credit Card,2024-04-05,116973.22,35091.966
74df89fb-b693-457d-a68e-e017937d9fe0,2024-03-20,middle,"Cooper, Mcclain and Cook",1276.97,85,119864.64,50,Female,West Alice,Debit Card,2024-03-20,108542.45,32562.735
3b05d54f-0bdf-444c-a021-19e842585d6b,2024-05-28,involve,Figueroa LLC,1184.54,89,23249.54,32,Female,South Melissa,Online,2024-05-28,105424.06,31627.217999999997
b09fb488-824a-416d-8800-bbd06fd3530e,2024-02-07,nothing,"Miller, Hill and Lawson",1278.82,91,61818.67,49,Female,Thomasview,Credit Card,2024-02-07,116372.62,34911.78599999999
da4115cc-24fb-4ca6-835c-6eeaf8d03cf2,2024-05-27,mention,"Skinner, Ramirez and Kelley",1486.29,68,39261.45,63,Male,Herreraborough,Cash,2024-05-27,101067.72,30320.316
97b019b5-ee7f-47bb-a9fe-8a23c0ca4b55,2024-05-11,woman,Williamson-Clay,1378.49,80,10696.96,22,Female,Christopherbury,Debit Card,2024-05-11,110279.2,33083.759999999995
0cc43991-586c-4734-94cc-ff0163883c1f,2024-04-15,situation,Stein-Bridges,1426.72,84,94828.04,41,Male,Espinozamouth,Online,2024-04-15,119844.48,35953.344000000005
821fa086-7197-4c69-9733-1dcc939af665,2024-04-06,sing,Cobb LLC,1178.88,89,33021.82,53,Male,Jimchester,Online,2024-04-06,104920.32,31476.096000000005
c07fff34-92b2-42e0-982b-6dd160b071e1,2024-04-02,operation,"Duncan, Mendoza and Mcdowell",1477.14,90,66427.94,51,Other,South Brandon,Debit Card,2024-04-02,132942.6,39882.78
57a14899-fdc3-4bc4-82fb-dee041cc5085,2024-03-29,build,Andrews-Martin,1134.19,95,55740.27,21,Male,East Brian,Credit Card,2024-03-29,107748.05,32324.415
1bcdf294-8f88-4cdd-aa1b-5296be5466b4,2024-03-30,expect,"Jackson, White and Brown",1409.21,76,8286.95,43,Other,Jordanfurt,Credit Card,2024-03-30,107099.96,32129.987999999998
918c1785-2c85-4757-a15e-cfddb38dd38e,2024-05-27,bad,"Mcmahon, Jones and Baker",1317.59,86,102433.02,28,Other,New Charles,Credit Card,2024-05-27,113312.73999999999,33993.822
0835e90c-955f-47dc-87df-98c314e501a7,2024-06-25,former,Weaver-Thompson,1196.33,87,115585.69,35,Other,Brandonton,Online,2024-06-25,104080.70999999999,31224.212999999996
d0da1b38-58fd-4b3f-85fa-d9a8f45ee603,2024-01-20,practice,Wilcox PLC,1293.55,95,85958.04,44,Male,Mclaughlinburgh,Cash,2024-01-20,122887.25,36866.175
83f22533-6d79-48b7-9d4c-e78aadf0595a,2024-01-23,protect,"Burns, Davila and Camacho",1297.7,85,68618.72,36,Female,North Johnport,Debit Card,2024-01-23,110304.5,33091.35
1c06d99c-d59c-47e8-83ba-38a40a00be41,2024-04-01,artist,Smith-Tucker,1294.76,99,9072.42,42,Male,Greeneview,Debit Card,2024-04-01,128181.24,38454.372
56f4a3f9-ee2d-4c28-b836-8f183b0333b0,2024-04-05,they,"Kirby, Oneill and Carter",1345.42,94,31312.96,25,Female,Steelemouth,Online,2024-04-05,126469.48000000001,37940.844000000005
784b0c63-1eb4-42bf-a8e1-de0d1f9bbbb2,2024-05-18,blood,Fleming Group,1465.14,80,11440.5,60,Male,Newmantown,Cash,2024-05-18,117211.20000000001,35163.36
1cafe067-7e81-46ff-9990-579adaebc2cf,2024-07-08,senior,Jensen-Lowe,1483.91,94,12619.62,29,Female,West Susan,Online,2024-07-08,139487.54,41846.262
077487a5-61c4-4f29-bd88-49901d7b47e7,2024-04-30,painting,Harris-Bell,1385.88,83,9700.6,41,Other,North Samuel,Online,2024-04-30,115028.04000000001,34508.412000000004
4fe52be3-0c3e-4098-bc58-8f391cc3fb26,2024-04-29,born,Cunningham-Hawkins,1390.89,79,60684.54,28,Female,Port Fernandomouth,Credit Card,2024-04-29,109880.31000000001,32964.093
0740c846-3424-4692-afee-088248bbfd37,2024-07-22,figure,Flowers-Erickson,1408.39,97,44118.9,30,Other,South Holly,Online,2024-07-22,136613.83000000002,40984.149
c1dd718f-8c25-47a9-bc37-5dd6c767199e,2024-02-26,rule,"Vasquez, Roberts and Johnson",1458.6,85,6503.25,19,Other,Bowentown,Credit Card,2024-02-26,123980.99999999999,37194.299999999996
b563bdbe-055d-41a8-8cea-06be0db9c82c,2024-05-02,possible,"Johnson, Mcconnell and May",1385.71,75,24011.36,57,Male,Sullivanmouth,Credit Card,2024-05-02,103928.25,31178.475000000002
15b09d84-166a-4a3d-a92b-d6cddc7e46cf,2024-05-15,experience,Young Inc,1341.15,93,99642.96,55,Male,Lawsonbury,Credit Card,2024-05-15,124726.95000000001,37418.085
6c234dd7-845d-49d8-a506-0d0525939c52,2024-05-14,most,"Weaver, Young and King",1235.36,98,22969.48,25,Female,Micheleshire,Online,2024-05-14,121065.27999999998,36319.583999999995
173d6e2c-d2d4-4a78-9b56-8ff05194c0be,2024-07-20,thus,Anderson-Burns,1253.69,94,65396.79,23,Male,Brownburgh,Online,2024-07-20,117846.86,35354.058000000005
26760d0b-ece5-48d9-906f-6511c119a434,2024-04-08,fine,Sampson-Kennedy,1179.65,89,50670.65,39,Other,South Christina,Credit Card,2024-04-08,104988.85,31496.655000000002
9230af26-83a1-4066-8d7a-8f32cb65a58c,2024-06-12,industry,"Barrett, Figueroa and White",1384.31,86,64326.15,45,Other,North Jeffrey,Debit Card,2024-06-12,119050.65999999999,35715.198
95bee8ce-4701-4a6b-8a17-a68f2e661677,2024-03-10,director,Dennis-Sanchez,1343.65,96,3301.35,19,Female,Lake Christopher,Online,2024-03-10,128990.40000000001,38697.12
05dc416c-5c87-4726-88bb-c3f02350f9d4,2024-06-18,easy,Jones-Nguyen,1354.53,88,16047.56,63,Other,West Kayla,Credit Card,2024-06-18,119198.64,35759.592
06cbf9e5-391e-4727-a5b0-24c93b3f88df,2024-07-03,option,"Hanson, Barron and Castillo",1110.66,93,65983.14,25,Female,Dunnland,Debit Card,2024-07-03,103291.38,30987.414000000004
385776a8-dd02-47b3-ac81-848385c53e01,2024-01-25,face,"Hester, Lee and Kirby",1309.52,80,52684.5,55,Female,Kellyton,Cash,2024-01-25,104761.6,31428.48
2ad868ea-e6ec-4c08-90df-28627a36cd19,2024-05-27,science,"Daniels, Rojas and Pearson",1137.5,96,14628.86,29,Male,Sheilaburgh,Online,2024-05-27,109200.0,32760.0
21cdcebc-fa3e-413a-9702-8fbd7b1d8682,2024-05-20,plant,Thomas Ltd,1217.74,96,65193.3,45,Other,Mooreburgh,Cash,2024-05-20,116903.04000000001,35070.912
976cc526-100f-41ea-a8fa-6beb56f959f9,2024-02-13,decision,Miller-Jordan,1251.55,95,31085.22,55,Female,Michaelhaven,Debit Card,2024-02-13,118897.25,35669.174999999996
c4c114b1-252e-4e40-9c57-c08f2d7388bc,2024-02-01,particularly,"Myers, Wilcox and Beck",1466.37,86,28288.0,22,Male,Danielbury,Online,2024-02-01,126107.81999999999,37832.346
c390e049-3c4f-4b58-ad23-f52c64d7768f,2024-01-18,resource,"Fox, Stevens and Bell",1114.73,91,7388.25,64,Male,East Robertahaven,Debit Card,2024-01-18,101440.43000000001,30432.128999999997
903f5961-35c7-47b9-a1f1-5492aa15b049,2024-04-06,four,Robinson-Thompson,1223.95,95,8217.44,43,Female,East Adam,Credit Card,2024-04-06,116275.25,34882.575
cf0ec4eb-6751-4904-9980-9cbacd679c14,2024-03-15,hope,Hamilton-Garcia,1348.6,79,44273.85,55,Female,Tannerfort,Debit Card,2024-03-15,106539.4,31961.82
f503c272-a176-4704-9011-e47781852269,2024-03-19,huge,Allen-Mays,1349.26,83,98113.14,52,Male,Danielport,Online,2024-03-19,111988.58,33596.574
246f33f9-10a0-4d0d-82f5-e7c2164caf37,2024-07-14,around,"Carroll, Brown and Bates",1486.13,75,2336.76,20,Female,Amybury,Online,2024-07-14,111459.75000000001,33437.925
b4df370f-821b-43aa-a876-841b99222c0b,2024-07-01,discussion,"Santiago, Yoder and Stevens",1447.46,73,73070.87,59,Male,Andreaview,Online,2024-07-01,105664.58,31699.374
fcf20873-f45d-4ae1-ba0a-6333c35a01f6,2024-01-23,watch,Morrison-Stanley,1424.36,79,35283.6,63,Other,Gibbston,Credit Card,2024-01-23,112524.43999999999,33757.331999999995
41f08915-addb-4966-8628-038c479c619a,2024-01-28,challenge,Brooks Ltd,1386.69,76,28865.7,39,Male,Ronaldchester,Credit Card,2024-01-28,105388.44,31616.532