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new file: aggregates/a-b project/ad_click.csv

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new file:   aggregates/a-b project/code.py
	new file:   aggregates/codecademy_code/script.py
	new file:   aggregates/codecademy_code/test1.py
	modified:   aggregates/orders.csv
	new file:   aggregates/python-aggregatesI.py
	new file:   aggregates/python-aggregatesII.py
	new file:   aggregates/python-aggregatesIII.py
	new file:   aggregates/python-aggregatesIV.py
	new file:   aggregates/python-aggregatesV.py
Added aggregate files
This commit is contained in:
Jonathan Ervine 2020-03-17 17:02:38 +08:00
parent ea143ef778
commit 2ba94913fb
10 changed files with 1954 additions and 125 deletions
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1655
aggregates/a-b project/ad_click.csv Normal file
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aggregates/a-b project/code.py Normal file
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import pandas as pd
ad_clicks = pd.read_csv('ad_clicks.csv')
print(ad_clicks.head(10))
click_source = ad_clicks.groupby('utm_source').user_id.count().reset_index()
print(click_source)
ad_clicks['is_click'] = ~ad_clicks.ad_click_timestamp.isnull()
clicks_by_source = ad_clicks.groupby(['utm_source', 'is_click']).user_id.count().reset_index()
print(clicks_by_source)
clicks_pivot = clicks_by_source.pivot(columns='is_click', index='utm_source', values='user_id').reset_index()
print(clicks_pivot)
clicks_pivot['percent_clicked'] =

7
aggregates/codecademy_code/script.py Normal file
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import codecademylib
import numpy as np
import pandas as pd
orders = pd.read_csv('orders.csv')
shoe_counts = orders.groupby(['shoe_type', 'shoe_color']).id.count().reset_index()

18
aggregates/codecademy_code/test1.py Normal file
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load_file_in_context('script.py')
try:
shoe_counts_pivot
except NameError:
fail_tests('Did you remember to define `shoe_counts_pivot`?')
ans = orders.groupby(['shoe_type', 'shoe_color']).id.count().reset_index()\
.pivot(columns='shoe_color', index='shoe_type', values='id')\
.reset_index()
if (set(ans.columns) - set(shoe_counts_pivot.columns)) == set(['shoe_type']):
fail_tests('Did you remember to use `reset_index()` after `pivot`?')
elif set(shoe_counts_pivot.columns) != set(ans.columns):
fail_tests('It looks like you have the wrong columns. You should have {}, but you have {}.'.format(
', '.join(ans.columns), ', '.join(shoe_counts_pivot.columns)))
pass_tests()

326
aggregates/orders.csv
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@ -1,125 +1,201 @@
id,first_name last_name email \ id,first_name,last_name,email,shoe_type,shoe_material,shoe_color,price
0,41874 Kyle Peck KylePeck71@gmail.com 97916,Douglas,Perez,DouglasPerez28@gmail.com,stilettos,fabric,brown,90
1,31349 Elizabeth Velazquez EVelazquez1971@gmail.com 67691,Tiffany,O'neill,TiffanyO'neill51@gmail.com,wedges,leather,navy,94
2,43416 Keith Saunders KS4047@gmail.com 72818,Susan,Rivas,Susan.Rivas@gmail.com,sandals,faux-leather,white,96
3,56054 Ryan Sweeney RyanSweeney14@outlook.com 28080,Angela,Hopper,AngelaHopper62@outlook.com,stilettos,leather,red,96
4,77402 Donna Blankenship DB3807@gmail.com 89958,Thomas,Benjamin,TBenjamin1981@gmail.com,sandals,faux-leather,navy,97
5,97148 Albert Dillon Albert.Dillon@gmail.com 11853,Jonathan,Park,JP1285@gmail.com,wedges,fabric,white,98
6,19998 Judith Hewitt JudithHewitt98@gmail.com 73682,Christine,Adkins,ChristineAdkins83@gmail.com,stilettos,faux-leather,red,99
7,83290 Kayla Hardin Kayla.Hardin@gmail.com 52634,Cynthia,Tanner,CTanner1976@gmail.com,stilettos,faux-leather,navy,99
8,77867 Steven Blankenship Steven.Blankenship@gmail.com 33847,Walter,Fitzgerald,WalterFitzgerald65@gmail.com,ballet flats,leather,white,101
9,54885 Carol Mclaughlin CM3415@gmail.com 25964,Carl,Garcia,CarlGarcia53@gmail.com,wedges,faux-leather,white,101
1,35853 Jacob Juarez JJuarez1977@outlook.com 42625,Louis,Bradford,LB4075@gmail.com,sandals,faux-leather,red,104
11,35916 Michael Christensen Michael.Christensen@gmail.com 34994,Karen,Hobbs,KHobbs1995@outlook.com,stilettos,fabric,black,107
12,39587 Dennis Vega Dennis.Vega@gmail.com 51530,Alexander,Franks,AlexanderFranks54@gmail.com,stilettos,fabric,white,113
13,19234 Kathleen Frost KFrost1970@gmail.com 60605,Jacqueline,Petty,JacquelinePetty33@gmail.com,wedges,leather,navy,113
14,19733 Deborah Lara Deborah.Lara@gmail.com 76001,Anna,Garrett,AnnaGarrett50@outlook.com,ballet flats,leather,red,116
15,30871 Abigail Dillard ADillard1994@gmail.com 47829,Martha,Moreno,MM5252@gmail.com,ballet flats,fabric,brown,117
16,11967 Maria Whitfield Maria.Whitfield@gmail.com 34376,Kenneth,Hess,KHess1987@gmail.com,stilettos,fabric,navy,119
17,42371 Gregory Rose GRose1983@gmail.com 83849,Ashley,Steele,ASteele1996@yahoo.com,ballet flats,leather,red,119
18,35693 Margaret Tyler MTyler1974@gmail.com 27329,Steven,Bryant,Steven.Bryant@gmail.com,ballet flats,faux-leather,red,121
19,36694 Jessica Cash JCash1997@gmail.com 34854,Kenneth,Cash,KennethCash47@outlook.com,stilettos,faux-leather,black,121
20,84933 Jeremy Holder JeremyHolder35@gmail.com 51997,Kyle,Dodson,Kyle.Dodson@gmail.com,stilettos,faux-leather,black,126
21,92283 Diana Burgess DBurgess1998@gmail.com 32398,Patricia,Carter,PCarter1994@gmail.com,sandals,leather,navy,128
22,87240 William Calderon WilliamCalderon79@gmail.com 16094,Donna,Slater,DonnaSlater28@gmail.com,wedges,fabric,brown,130
23,49817 Katherine Jensen Katherine.Jensen@gmail.com 97706,Jean,Grimes,Jean.Grimes@outlook.com,sandals,faux-leather,black,130
24,18255 Tiffany Bradshaw TB6065@gmail.com 77660,Bruce,White,Bruce.White@gmail.com,wedges,faux-leather,white,131
25,16026 William Edwards WE2364@gmail.com 68636,Eugene,Suarez,EugeneSuarez26@yahoo.com,stilettos,faux-leather,red,136
26,39560 Teresa Valenzuela TValenzuela1973@gmail.com 49991,Brian,Parrish,BP4483@gmail.com,stilettos,faux-leather,red,136
27,63898 Amber Gross Amber.Gross@gmail.com 33738,Peter,Weber,PW3481@gmail.com,ballet flats,leather,navy,137
28,31777 Kayla Fox Kayla.Fox@yahoo.com 14646,Rebecca,Byrd,RebeccaByrd96@hotmail.com,ballet flats,faux-leather,brown,137
29,42232 Megan Tyson MTyson1979@gmail.com 72039,Wayne,Booth,WayneBooth94@gmail.com,sandals,fabric,red,138
.., ... ... ... ... 45896,Jonathan,Horton,JH4273@gmail.com,sandals,faux-leather,white,139
69,86546 Lisa Spence LSpence1998@gmail.com 78272,Jeremy,Frye,Jeremy.Frye@gmail.com,ballet flats,fabric,white,140
70 55282 Noah Knox Noah.Knox@gmail.com 63778,Austin,Sharpe,Austin.Sharpe@gmail.com,stilettos,fabric,red,142
71,33364 Andrea Chang Andrea.Chang@yahoo.com 94157,Daniel,Nelson,DanielNelson43@hotmail.com,sandals,fabric,red,143
72,61294 Bobby Watkins BWatkins1975@outlook.com 51738,Noah,Buchanan,NB2260@outlook.com,stilettos,leather,navy,148
73,83961 Stephen Hogan SHogan1990@gmail.com 45325,Joseph,Rollins,JosephRollins51@hotmail.com,stilettos,faux-leather,red,149
74,56339 Lisa Mcfadden LisaMcfadden49@gmail.com 78994,Billy,Shields,BillyShields50@outlook.com,stilettos,faux-leather,brown,153
75,68675 Ruth Owen RO7614@gmail.com 72282,Betty,Duran,BDuran1992@hotmail.com,sandals,faux-leather,navy,162
76,68967 Sharon Franco SFranco1983@gmail.com 79129,David,Schroeder,DS5663@gmail.com,sandals,fabric,navy,164
77,42304 Danielle Hawkins DH1551@gmail.com 67770,Timothy,Booker,TB7698@outlook.com,sandals,fabric,red,165
78,57075 Jesse Foster JesseFoster77@gmail.com 53574,Christine,Craft,ChristineCraft49@gmail.com,ballet flats,faux-leather,navy,166
79 97943 David Fuentes DFuentes1984@hotmail.com 78499,Lori,West,LW6742@gmail.com,ballet flats,leather,red,166
80 93774 Rebecca Park RebeccaPark83@gmail.com 84147,Nathan,Hartman,Nathan.Hartman@gmail.com,sandals,faux-leather,red,173
81 70164 Ann Greene Ann.Greene@gmail.com 49223,Andrew,Mills,Andrew.Mills@gmail.com,sandals,faux-leather,white,177
82 24999 Paul Freeman PaulFreeman9@gmail.com 72971,Alan,Guthrie,AlanGuthrie41@hotmail.com,ballet flats,leather,red,179
83 19127 Philip Dillard Philip.Dillard@gmail.com 79527,Albert,Johns,AJohns1973@gmail.com,ballet flats,faux-leather,navy,180
84 67253 Amber Daugherty AmberDaugherty60@gmail.com 49212,Sandra,Hood,SHood1970@gmail.com,sandals,fabric,white,181
85 55075 Ashley Rogers Ashley.Rogers@hotmail.com 96090,Bobby,Wyatt,Bobby.Wyatt@outlook.com,sandals,faux-leather,red,189
86 39447 Denise Mendoza DM2227@outlook.com 95846,William,Whitney,WWhitney1997@outlook.com,wedges,faux-leather,red,189
87 26805 Sean Richardson SR5213@gmail.com 34182,Justin,Maddox,JM3330@gmail.com,stilettos,faux-leather,navy,191
88 35529 Carol Reilly CarolReilly18@gmail.com 33728,Maria,Avery,MA2484@gmail.com,wedges,faux-leather,white,195
89 49703 Paul Henderson Paul.Henderson@gmail.com 89390,Virginia,Bender,VB4991@outlook.com,sandals,leather,red,195
90 47183 Cynthia Duffy CDuffy1983@gmail.com 63429,Gregory,Head,GregoryHead36@outlook.com,stilettos,leather,red,196
91 83778 Joe Perry JoePerry3@gmail.com 84051,Catherine,Cote,CCote1972@gmail.com,sandals,fabric,red,199
92 79139 Susan Cash SusanCash16@gmail.com 30364,Hannah,Espinoza,Hannah.Espinoza@gmail.com,wedges,faux-leather,navy,200
93 81591 Theresa Henderson THenderson1993@gmail.com 27538,Carol,Ferguson,CF5797@gmail.com,ballet flats,leather,brown,201
94 21506 Scott Deleon Scott.Deleon@gmail.com 65254,Betty,Daugherty,BD7840@gmail.com,stilettos,fabric,brown,205
95 77266 Zachary Gregory Zachary.Gregory@gmail.com 44917,Christopher,Morton,ChristopherMorton1@gmail.com,wedges,fabric,brown,209
96 67264 Danielle Merrill DMerrill1998@gmail.com 20071,Doris,Mann,DorisMann35@gmail.com,wedges,faux-leather,brown,209
97 19100 Danielle Barron DBarron1982@gmail.com 88699,Noah,Rivera,Noah.Rivera@gmail.com,stilettos,leather,red,209
98 26210 Marilyn Finch MarilynFinch92@gmail.com 95323,Alice,Kinney,Alice.Kinney@gmail.com,wedges,leather,white,210
90334,Joshua,Huff,JHuff1984@gmail.com,stilettos,fabric,brown,211
shoe_type shoe_material shoe_color price 94939,Rebecca,Russo,RebeccaRusso43@gmail.com,ballet flats,fabric,brown,218
0 ballet flats faux-leather black 385.0 82690,Tyler,Combs,TC2777@gmail.com,ballet flats,faux-leather,navy,221
1 boots fabric brown 388.0 50410,Julie,Boone,Julie.Boone@hotmail.com,sandals,fabric,navy,221
2 sandles leather navy 346.0 23323,Russell,Galloway,Russell.Galloway@gmail.com,ballet flats,leather,white,224
3 sandles fabric brown 344.0 78159,Kayla,Dyer,KDyer1997@gmail.com,sandals,leather,white,225
4 stilettos fabric brown 289.0 66767,Ann,Crosby,AC7606@gmail.com,stilettos,faux-leather,white,227
5 wedges fabric brown 266.0 19878,Theresa,Lee,TheresaLee91@gmail.com,wedges,fabric,navy,228
6 stilettos leather black 395.0 26747,Sarah,Rutledge,SarahRutledge64@gmail.com,wedges,faux-leather,navy,233
7 stilettos leather white 241.0 36552,Julia,Gates,Julia.Gates@gmail.com,wedges,fabric,white,239
8 wedges leather navy 266.0 52508,Aaron,Maddox,AMaddox1985@gmail.com,sandals,leather,white,241
9 ballet flats faux-leather brown 440.0 11710,Emily,Montoya,EmilyMontoya68@gmail.com,ballet flats,faux-leather,navy,243
10 ballet flats leather red 331.0 38580,Joyce,Castaneda,JC2922@gmail.com,wedges,fabric,white,245
11 ballet flats faux-leather red 270.0 84082,Natalie,Chang,Natalie.Chang@outlook.com,wedges,leather,brown,248
12 ballet flats faux-leather brown 91.0 35391,Ann,Woods,AnnWoods53@gmail.com,sandals,fabric,brown,248
13 clogs leather brown 319.0 39993,Keith,Underwood,KeithUnderwood85@gmail.com,stilettos,fabric,brown,248
14 ballet flats leather white 205.0 20450,Kayla,Phelps,KPhelps1980@gmail.com,sandals,leather,navy,248
15 ballet flats faux-leather white 278.0 81902,Donald,Hernandez,DHernandez1984@gmail.com,stilettos,leather,red,250
16 wedges fabric white 180.0 57554,Jacob,Gilliam,JacobGilliam19@gmail.com,ballet flats,faux-leather,brown,253
17 boots faux-leather brown 319.0 45645,Jean,Wilder,JWilder1988@gmail.com,ballet flats,fabric,red,256
18 ballet flats fabric brown 481.0 32796,Paul,Mitchell,Paul.Mitchell@gmail.com,wedges,fabric,white,257
19 clogs leather red 397.0 56624,Scott,Howell,ScottHowell97@gmail.com,sandals,leather,navy,257
20 wedges leather red 347.0 33639,Natalie,Gay,NGay1990@gmail.com,ballet flats,leather,red,257
21 wedges faux-leather red 324.0 24449,Edward,King,Edward.King@gmail.com,wedges,faux-leather,white,258
22 clogs leather red 439.0 56103,Kathryn,Matthews,Kathryn.Matthews@gmail.com,sandals,faux-leather,navy,259
23 boots fabric black 171.0 53616,Heather,Burris,Heather.Burris@gmail.com,stilettos,leather,black,263
24 boots faux-leather navy 284.0 10262,Lawrence,Weiss,Lawrence.Weiss@gmail.com,wedges,faux-leather,white,263
25 sandles leather white 326.0 52016,Frances,Terrell,FrancesTerrell68@gmail.com,sandals,leather,white,264
26 clogs leather brown 323.0 90077,Michael,Copeland,Michael.Copeland@gmail.com,ballet flats,leather,white,265
27 stilettos leather black 451.0 52033,Jack,Higgins,JHiggins1978@gmail.com,sandals,fabric,navy,265
28 sandles fabric navy 207.0 82583,Brian,Carver,Brian.Carver@gmail.com,ballet flats,fabric,white,265
29 sandles faux-leather white 456.0 71943,Tiffany,Maynard,TM6582@gmail.com,stilettos,fabric,red,266
.. ... ... ... ... 39388,Ashley,Martin,Ashley.Martin@outlook.com,sandals,faux-leather,brown,274
69 wedges faux-leather black 115.0 17697,Dylan,Short,DylanShort88@gmail.com,stilettos,faux-leather,red,279
70 ballet flats faux-leather white 308.0 30400,Doris,Camacho,DorisCamacho9@gmail.com,ballet flats,leather,brown,280
71 ballet flats faux-leather white 106.0 74726,Willie,Reese,Willie.Reese@gmail.com,stilettos,faux-leather,brown,284
72 sandles faux-leather brown 241.0 63935,George,Ford,George.Ford@gmail.com,ballet flats,leather,navy,284
73 sandles faux-leather brown 113.0 31134,Aaron,Mcleod,AMcleod1971@gmail.com,stilettos,fabric,brown,286
74 clogs fabric black 221.0 75213,Debra,Mccormick,DMccormick1981@yahoo.com,stilettos,faux-leather,red,288
75 clogs leather white 324.0 26925,Samantha,Gross,SG3412@gmail.com,wedges,fabric,brown,292
76 ballet flats fabric brown 124.0 59502,Jennifer,Cummings,JC7055@gmail.com,stilettos,fabric,brown,293
77 sandles fabric navy 122.0 85679,Sarah,Valdez,Sarah.Valdez@gmail.com,ballet flats,fabric,navy,298
78 clogs fabric brown 234.0 38860,James,Key,James.Key@gmail.com,wedges,leather,navy,306
79 clogs fabric black 242.0 36029,Mary,Barnett,Mary.Barnett@gmail.com,wedges,leather,white,309
80 ballet flats fabric black 226.0 28879,Jose,Sherman,JS1110@gmail.com,sandals,faux-leather,brown,313
81 stilettos fabric red 474.0 91689,Joseph,Copeland,JCopeland1978@gmail.com,ballet flats,leather,brown,314
82 sandles fabric red 409.0 74878,Ruth,Morales,RM4840@gmail.com,stilettos,leather,brown,319
83 wedges faux-leather red 411.0 10538,Gregory,Leach,Gregory.Leach@gmail.com,wedges,faux-leather,navy,319
84 clogs faux-leather red 95.0 36038,Nicole,Guerra,NicoleGuerra24@gmail.com,wedges,fabric,navy,324
85 wedges faux-leather brown 269.0 12323,David,Contreras,David.Contreras@gmail.com,wedges,fabric,navy,326
86 clogs faux-leather brown 93.0 11024,Theresa,Robbins,TheresaRobbins21@gmail.com,sandals,fabric,red,326
87 sandles fabric navy 339.0 67834,Amy,Baldwin,ABaldwin1978@gmail.com,stilettos,faux-leather,black,326
88 wedges fabric brown 429.0 23618,Pamela,Wolf,PamelaWolf46@yahoo.com,ballet flats,leather,navy,328
89 stilettos fabric red 430.0 94538,William,Duran,WD5804@gmail.com,wedges,fabric,navy,328
90 clogs leather black 451.0 12868,Michelle,Calderon,Michelle.Calderon@hotmail.com,sandals,leather,white,328
91 ballet flats leather white 196.0 76642,Ryan,Clarke,RC5922@gmail.com,stilettos,fabric,brown,329
92 sandles faux-leather red 185.0 49435,Brenda,Brock,BB4163@gmail.com,stilettos,faux-leather,black,330
93 stilettos leather white 342.0 67701,Douglas,Barrett,Douglas.Barrett@gmail.com,wedges,faux-leather,brown,334
94 stilettos fabric black 374.0 14281,Kenneth,Fitzgerald,KennethFitzgerald35@gmail.com,ballet flats,faux-leather,navy,335
95 sandles leather red 216.0 31432,Daniel,Briggs,DB7755@gmail.com,ballet flats,fabric,navy,335
96 wedges faux-leather red 461.0 58309,Henry,Nichols,Henry.Nichols@gmail.com,wedges,fabric,red,335
97 sandles leather white 313.0 49338,Larry,Dixon,Larry.Dixon@outlook.com,wedges,leather,brown,338
98 sandles leather black NaN 62617,Alan,Hoffman,Alan.Hoffman@gmail.com,stilettos,leather,white,338
65110,Russell,Morrow,RM7744@gmail.com,stilettos,leather,red,339
73565,Michelle,Vaughan,MVaughan1980@gmail.com,stilettos,fabric,brown,341
45194,Laura,Reese,LR3650@outlook.com,wedges,faux-leather,brown,343
15964,Charles,Buchanan,CharlesBuchanan97@gmail.com,sandals,faux-leather,black,346
64285,Gregory,Clements,Gregory.Clements@outlook.com,stilettos,faux-leather,brown,353
42499,Richard,Wall,Richard.Wall@gmail.com,ballet flats,leather,red,353
68081,Walter,Blackburn,WBlackburn1987@gmail.com,sandals,leather,brown,354
61010,Daniel,Pitts,DP4131@gmail.com,sandals,fabric,navy,355
86911,Louis,Hendricks,Louis.Hendricks@gmail.com,wedges,fabric,brown,355
12120,Douglas,Velez,DV8433@gmail.com,sandals,fabric,white,357
24881,Marie,Callahan,Marie.Callahan@gmail.com,wedges,leather,navy,358
91329,Tiffany,Bryant,TB2982@outlook.com,ballet flats,leather,navy,358
21781,Jeffrey,Graves,JG9709@gmail.com,wedges,leather,white,359
67869,Madison,Santiago,MadisonSantiago65@gmail.com,wedges,leather,navy,361
46058,Jesse,Beard,JB7732@outlook.com,ballet flats,leather,brown,363
41158,Elizabeth,Duffy,ED4195@gmail.com,ballet flats,leather,navy,364
64126,Marilyn,Schneider,MS6235@gmail.com,stilettos,leather,navy,366
12578,Gary,Matthews,GaryMatthews3@gmail.com,wedges,faux-leather,white,366
91114,Peter,Harding,PH5153@outlook.com,ballet flats,faux-leather,brown,367
40209,Keith,Small,KSmall1972@hotmail.com,ballet flats,faux-leather,red,368
95910,Roger,Patel,RPatel1977@gmail.com,wedges,faux-leather,navy,376
38225,Billy,Mcfadden,BM9740@gmail.com,wedges,faux-leather,red,376
93079,Kevin,Lara,KevinLara29@hotmail.com,sandals,leather,red,377
73531,Bryan,Coffey,BCoffey1979@gmail.com,ballet flats,faux-leather,navy,379
90461,Larry,Mccormick,Larry.Mccormick@gmail.com,sandals,fabric,brown,383
32521,Philip,Watson,Philip.Watson@gmail.com,sandals,fabric,red,384
15632,Justin,Singleton,JS6672@gmail.com,stilettos,faux-leather,red,388
17293,Jeffrey,Giles,JGiles1977@gmail.com,sandals,fabric,brown,390
51599,Roger,Cameron,RCameron1990@gmail.com,ballet flats,leather,red,395
48127,Benjamin,Dale,BDale1997@gmail.com,ballet flats,faux-leather,navy,397
81484,Nicholas,Lawson,NicholasLawson27@gmail.com,stilettos,fabric,brown,399
36852,Evelyn,Sellers,EvelynSellers10@gmail.com,wedges,leather,white,400
33804,Kayla,Bray,KaylaBray28@gmail.com,ballet flats,faux-leather,brown,400
48045,Matthew,Morris,MM2906@gmail.com,wedges,leather,brown,401
76050,Austin,Maldonado,Austin.Maldonado@gmail.com,wedges,leather,navy,402
59855,Tyler,Dillon,TylerDillon24@gmail.com,sandals,faux-leather,red,403
55541,Catherine,Wiggins,CW4370@gmail.com,ballet flats,fabric,black,404
35832,Eugene,James,EJ2296@gmail.com,wedges,leather,brown,407
50348,Alexis,Noble,AlexisNoble82@gmail.com,wedges,leather,navy,411
93197,Jean,Callahan,JeanCallahan82@gmail.com,sandals,fabric,brown,411
38069,Douglas,Dodson,DDodson1994@hotmail.com,stilettos,faux-leather,black,411
56261,Tyler,Carroll,Tyler.Carroll@outlook.com,ballet flats,leather,navy,411
52535,Bruce,Frazier,BruceFrazier48@gmail.com,stilettos,leather,brown,412
49697,Diane,Vargas,Diane.Vargas@gmail.com,stilettos,fabric,red,415
51311,Donald,Delgado,Donald.Delgado@gmail.com,ballet flats,fabric,red,418
24578,Michael,Drake,MichaelDrake13@gmail.com,sandals,fabric,red,419
98468,Logan,Dickerson,LDickerson1990@gmail.com,sandals,leather,brown,421
94856,Juan,Hall,JuanHall82@gmail.com,stilettos,fabric,red,427
95702,Juan,Rogers,JR9106@gmail.com,ballet flats,leather,red,429
95782,Deborah,Mclaughlin,DM2900@gmail.com,wedges,leather,white,433
85377,Judith,Levine,JudithLevine16@gmail.com,stilettos,leather,navy,446
84457,Katherine,Talley,Katherine.Talley@gmail.com,ballet flats,fabric,red,446
29115,Timothy,Drake,TDrake1980@gmail.com,wedges,leather,red,446
82234,Terry,Baxter,TerryBaxter23@outlook.com,ballet flats,leather,navy,448
45645,Patricia,Mccoy,Patricia.Mccoy@gmail.com,stilettos,faux-leather,white,448
11094,Judith,Palmer,JPalmer1978@outlook.com,ballet flats,faux-leather,white,457
29387,Laura,Pate,LPate1980@gmail.com,sandals,faux-leather,red,457
55747,Jessica,Sloan,JS9761@outlook.com,stilettos,fabric,navy,463
86151,Donald,Page,Donald.Page@gmail.com,wedges,fabric,brown,464
61579,Gabriel,Richards,GRichards1985@gmail.com,wedges,fabric,white,464
46451,Sharon,Davidson,SD4858@gmail.com,stilettos,leather,black,467
95264,Harold,Burks,HaroldBurks68@gmail.com,stilettos,fabric,white,468
75178,Melissa,Blackwell,Melissa.Blackwell@gmail.com,sandals,leather,black,469
57305,Bryan,Boyle,BB4671@gmail.com,ballet flats,fabric,navy,474
68298,Amanda,Knight,AK6583@gmail.com,wedges,fabric,navy,474
18196,Scott,Morton,SM8647@hotmail.com,wedges,faux-leather,white,475
57860,Evelyn,Holden,Evelyn.Holden@gmail.com,ballet flats,fabric,brown,477
31063,Debra,Nichols,DNichols1991@gmail.com,sandals,faux-leather,navy,478
18731,Virginia,Shepard,VirginiaShepard73@gmail.com,sandals,fabric,white,480
53962,Andrea,Trevino,Andrea.Trevino@gmail.com,sandals,fabric,navy,482
50212,Brenda,Burnett,BrendaBurnett83@hotmail.com,sandals,fabric,navy,484
74787,James,Gill,JamesGill43@gmail.com,sandals,fabric,brown,485
15734,Dylan,Hurst,Dylan.Hurst@gmail.com,wedges,leather,brown,488
18956,Tiffany,Stone,TStone1981@gmail.com,ballet flats,leather,white,492
55835,Jeremy,Randall,JeremyRandall28@gmail.com,sandals,fabric,brown,498
68900,Eugene,Kinney,EugeneKinney89@gmail.com,ballet flats,faux-leather,black,498
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aggregates/python-aggregatesI.py Normal file
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import pandas as pd
orders = pd.read_csv('orders.csv')
print(orders.head(10))
pricey_shoes = orders.groupby('shoe_type').price.max()
print(pricey_shoes)
print(type(pricey_shoes))

9
aggregates/python-aggregatesII.py Normal file
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import pandas as pd
orders = pd.read_csv('orders.csv')
print(orders.head(10))
pricey_shoes = orders.groupby('shoe_type').price.max().reset_index()
print(pricey_shoes)
print(type(pricey_shoes))

10
aggregates/python-aggregatesIII.py Normal file
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import pandas as pd
orders = pd.read_csv('orders.csv')
print(orders.head(10))
pricey_shoes = orders.groupby('shoe_type').price.max().reset_index()
cheap_shoes = orders.groupby('shoe_color').price.apply(lambda x: np.percentile(x, 25)).reset_index()
print(cheap_shoes)

11
aggregates/python-aggregatesIV.py Normal file
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import pandas as pd
orders = pd.read_csv('orders.csv')
print(orders.head(10))
shoe_counts = orders.groupby(['shoe_type', 'shoe_color']).id.count().reset_index()
shoe_counts_pivot = shoe_counts.pivot(columns='shoe_color', index='shoe_type', values='id').reset_index()
print(shoe_counts_pivot)

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aggregates/python-aggregatesV.py Normal file
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import pandas as pd
orders = pd.read_csv('orders.csv')
print(orders.head(10))
print(user_visits.head(10))
click_source = user_visits.groupby('utm_source').id.count().reset_index()
print(click_source)
click_source_by_month = user_visits.groupby(['utm_source', 'month']).id.count().reset_index()
print(click_source_by_month)
click_source_by_month_pivot = click_source_by_month.pivot(columns='month', index='utm_source', values='id').reset_index()
print(click_source_by_month_pivot)