From 2ba94913fb66132c3c890dbe778b2c9f7c030c45 Mon Sep 17 00:00:00 2001
From: Jonathan Ervine <jonny@olympus.ipa.champion>
Date: Tue, 17 Mar 2020 17:02:38 +0800
Subject: [PATCH] 	new file:   aggregates/a-b project/ad_click.csv 
 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

---
 aggregates/a-b project/ad_click.csv  | 1655 ++++++++++++++++++++++++++
 aggregates/a-b project/code.py       |   17 +
 aggregates/codecademy_code/script.py |    7 +
 aggregates/codecademy_code/test1.py  |   18 +
 aggregates/orders.csv                |  326 +++--
 aggregates/python-aggregatesI.py     |    9 +
 aggregates/python-aggregatesII.py    |    9 +
 aggregates/python-aggregatesIII.py   |   10 +
 aggregates/python-aggregatesIV.py    |   11 +
 aggregates/python-aggregatesV.py     |   17 +
 10 files changed, 1954 insertions(+), 125 deletions(-)
 create mode 100644 aggregates/a-b project/ad_click.csv
 create mode 100644 aggregates/a-b project/code.py
 create mode 100644 aggregates/codecademy_code/script.py
 create mode 100644 aggregates/codecademy_code/test1.py
 create mode 100644 aggregates/python-aggregatesI.py
 create mode 100644 aggregates/python-aggregatesII.py
 create mode 100644 aggregates/python-aggregatesIII.py
 create mode 100644 aggregates/python-aggregatesIV.py
 create mode 100644 aggregates/python-aggregatesV.py

diff --git a/aggregates/a-b project/ad_click.csv b/aggregates/a-b project/ad_click.csv
new file mode 100644
index 0000000..c9af8c8
--- /dev/null
+++ b/aggregates/a-b project/ad_click.csv	
@@ -0,0 +1,1655 @@
+user_id,utm_source,day,ad_click_timestamp,experimental_group
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+f151d72c-335a-4083-b174-f2e8faecbc06,email,7 - Sunday,11:58,B
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+f17d7216-765e-425f-9270-9cc9c0a8656f,facebook,6 - Saturday,,A
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+f195df65-ed6d-4e48-8bca-5748ac2a6bb4,google,7 - Sunday,,B
+f1a1c823-ba95-429b-9dd7-5f291f4bf1c3,google,1 - Monday,,A
+f1c2e99f-feac-4755-aa78-3adcfcab070b,google,5 - Friday,10:58,B
+f1cb919f-dd81-4309-917d-10b3ada2340f,email,6 - Saturday,,A
+f1e12c9b-db4d-4e0d-b46d-85fffd69d6cc,google,6 - Saturday,1:30,B
+f21dad98-f445-4fcb-8fd8-a5782ce600e1,google,1 - Monday,8:0,A
+f224bc41-b820-4340-be3d-b84ccd94b985,twitter,7 - Sunday,15:39,B
+f22b3049-68ee-41b2-8d68-d3051d0c8624,google,1 - Monday,,A
+f23c748b-9281-4982-b38f-c62e85cd004f,google,5 - Friday,19:46,A
+f25cfe51-c76a-4327-bd83-9bf211ac79a0,facebook,7 - Sunday,,B
+f2756990-1f7e-43d1-8f1a-fe0d97daa0ff,twitter,3 - Wednesday,21:36,A
+f27ef10e-9cb0-4596-8862-a0bb309b4307,facebook,3 - Wednesday,,A
+f2881788-ba8b-4c26-8aad-73c04e867208,google,7 - Sunday,,B
+f2bb378f-b36b-4406-8f8a-265d801a40af,email,1 - Monday,,B
+f2d3a13a-d8c6-4a76-8d49-89d47cec264a,facebook,5 - Friday,12:50,B
+f3005c04-059b-4ca8-9ff4-1f2d0500bc1c,google,2 - Tuesday,,B
+f319ee96-15e2-45af-a14a-02f21c237edd,google,6 - Saturday,17:15,B
+f32898cb-bf55-4db7-914c-c95649e1b48a,facebook,5 - Friday,10:5,A
+f32a389f-a20e-4b9b-bfe7-7ba2f7e875c2,google,2 - Tuesday,11:36,B
+f3788d74-b119-48e7-ad0a-9f50bc461912,google,2 - Tuesday,,B
+f3d0dc98-bbdb-4333-bf1e-f06382268199,facebook,5 - Friday,,B
+f3d51ee6-8ef5-4daa-8b63-34a4fa321056,email,1 - Monday,,B
+f4346a40-3cf4-484c-9f0a-844effa66407,twitter,2 - Tuesday,,B
+f459e6c6-3136-4cc4-be81-2ee8730af252,twitter,6 - Saturday,23:1,A
+f4659547-2535-48c9-8845-afe11b7a4241,google,6 - Saturday,,A
+f47e99f3-b15a-4f37-95fb-d7290b3f6c39,email,5 - Friday,,B
+f47fc5fc-a7d6-4e34-acbd-518ce19e6f7a,google,4 - Thursday,,A
+f483de0f-3794-4739-9d48-0304157980b9,google,5 - Friday,11:10,B
+f4bafc37-76b7-466b-9424-ff35340a5134,facebook,7 - Sunday,,B
+f5280d78-73a5-4c13-bcf3-7a9696881b5f,twitter,3 - Wednesday,,A
+f532e1f9-4c7b-49f8-a238-eca88fa60d10,twitter,5 - Friday,,A
+f56cc4d8-d7ec-41e4-ae0f-d76412026e72,google,4 - Thursday,21:2,A
+f57d1b71-e382-4e8f-b642-e8f2f8c1a99d,facebook,4 - Thursday,23:18,B
+f59605c0-dc73-4f4d-b726-ac5d8738b4eb,google,5 - Friday,,B
+f5b1f834-2c7d-462d-a5ff-839951fc76f7,facebook,4 - Thursday,,B
+f5b63265-493b-42cc-9a2e-697390b05ebf,facebook,1 - Monday,11:33,B
+f5e05a87-fa0f-4c79-a015-4aa97a2b4910,google,3 - Wednesday,,A
+f6034690-b870-4c72-81e8-3a47f2710b91,google,5 - Friday,,B
+f613bbd9-e766-4084-92a2-cf45a8193229,twitter,5 - Friday,,A
+f6290af8-7ad4-48a9-b04a-808c835f0f1e,facebook,5 - Friday,,B
+f63a1a4c-3d3a-4ffc-a796-aaea1ef7bd80,google,6 - Saturday,,B
+f63ce230-f318-4a77-90aa-6a7154831fe1,email,7 - Sunday,,B
+f671f73c-8ebc-4428-9fae-7e0725b7abb1,google,3 - Wednesday,,B
+f68d7a03-85cd-4e6e-bb91-07ad67509345,google,6 - Saturday,,B
+f68e3599-66f9-4af0-bb3d-2f68591fed97,facebook,1 - Monday,15:39,A
+f69bcfa4-0f02-408f-a01d-bdb6cd985eff,google,7 - Sunday,,A
+f6a4a025-8a7c-4a0b-8c74-28e7fc5349b1,facebook,3 - Wednesday,,B
+f6cfd4ae-bada-4580-b3ce-61d701ac5175,google,4 - Thursday,,A
+f6e95a56-73bb-4dc6-8671-4b051eb3d050,google,3 - Wednesday,6:48,B
+f6fcb204-dd88-4797-9142-82aadd1f56af,facebook,4 - Thursday,,A
+f7853567-44db-409f-827c-d4114394e434,facebook,1 - Monday,7:30,B
+f7cf8d26-98cf-4bf0-a11e-a22b39df45cf,twitter,4 - Thursday,18:43,A
+f806511f-fda2-4d4f-b735-2b8e0fe3e671,google,3 - Wednesday,,A
+f80758b2-4c0e-4e28-93cb-aa3b7e39a905,twitter,7 - Sunday,8:5,A
+f81f216a-1df1-49d1-b417-04b6c5f75510,facebook,2 - Tuesday,17:3,A
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+f8f8de19-1129-497b-a8fd-1f357bb103a0,facebook,6 - Saturday,11:6,A
+f8fb4bc7-b0b0-434f-8910-d9571b097d15,facebook,2 - Tuesday,7:44,A
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+f97f3e9a-e469-4e0e-aeff-6d0da7bcc736,google,6 - Saturday,,A
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+fe8b5236-78f6-4192-9da6-a76bba67cfe6,twitter,7 - Sunday,,A
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+ff3a22ff-521c-478c-87ca-7dc7b8f34372,twitter,3 - Wednesday,,B
+ff3af0d6-b092-4c4d-9f2e-2bdd8f7c0732,google,1 - Monday,22:57,A
+ffdfe7ec-0c74-4623-8d90-d95d80f1ba34,facebook,6 - Saturday,,B
diff --git a/aggregates/a-b project/code.py b/aggregates/a-b project/code.py
new file mode 100644
index 0000000..872fb68
--- /dev/null
+++ b/aggregates/a-b project/code.py	
@@ -0,0 +1,17 @@
+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'] = 
diff --git a/aggregates/codecademy_code/script.py b/aggregates/codecademy_code/script.py
new file mode 100644
index 0000000..86d34da
--- /dev/null
+++ b/aggregates/codecademy_code/script.py
@@ -0,0 +1,7 @@
+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()
\ No newline at end of file
diff --git a/aggregates/codecademy_code/test1.py b/aggregates/codecademy_code/test1.py
new file mode 100644
index 0000000..d281bf9
--- /dev/null
+++ b/aggregates/codecademy_code/test1.py
@@ -0,0 +1,18 @@
+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()
\ No newline at end of file
diff --git a/aggregates/orders.csv b/aggregates/orders.csv
index c71dac6..2f4e959 100644
--- a/aggregates/orders.csv
+++ b/aggregates/orders.csv
@@ -1,125 +1,201 @@
-id,first_name    last_name                          email  \
-0,41874       Kyle         Peck           KylePeck71@gmail.com   
-1,31349  Elizabeth    Velazquez       EVelazquez1971@gmail.com   
-2,43416      Keith     Saunders               KS4047@gmail.com   
-3,56054       Ryan      Sweeney      RyanSweeney14@outlook.com   
-4,77402      Donna  Blankenship               DB3807@gmail.com   
-5,97148     Albert       Dillon        Albert.Dillon@gmail.com   
-6,19998     Judith       Hewitt       JudithHewitt98@gmail.com   
-7,83290      Kayla       Hardin         Kayla.Hardin@gmail.com   
-8,77867     Steven  Blankenship   Steven.Blankenship@gmail.com   
-9,54885      Carol   Mclaughlin               CM3415@gmail.com   
-1,35853      Jacob       Juarez        JJuarez1977@outlook.com   
-11,35916    Michael  Christensen  Michael.Christensen@gmail.com   
-12,39587     Dennis         Vega          Dennis.Vega@gmail.com   
-13,19234   Kathleen        Frost           KFrost1970@gmail.com   
-14,19733    Deborah         Lara         Deborah.Lara@gmail.com   
-15,30871    Abigail      Dillard         ADillard1994@gmail.com   
-16,11967      Maria    Whitfield      Maria.Whitfield@gmail.com   
-17,42371    Gregory         Rose            GRose1983@gmail.com   
-18,35693   Margaret        Tyler           MTyler1974@gmail.com   
-19,36694    Jessica         Cash            JCash1997@gmail.com   
-20,84933     Jeremy       Holder       JeremyHolder35@gmail.com   
-21,92283      Diana      Burgess         DBurgess1998@gmail.com   
-22,87240    William     Calderon    WilliamCalderon79@gmail.com   
-23,49817  Katherine       Jensen     Katherine.Jensen@gmail.com   
-24,18255    Tiffany     Bradshaw               TB6065@gmail.com   
-25,16026    William      Edwards               WE2364@gmail.com   
-26,39560     Teresa   Valenzuela      TValenzuela1973@gmail.com   
-27,63898      Amber        Gross          Amber.Gross@gmail.com   
-28,31777      Kayla          Fox            Kayla.Fox@yahoo.com   
-29,42232      Megan        Tyson           MTyson1979@gmail.com   
-..,  ...        ...          ...                            ...   
-69,86546       Lisa       Spence          LSpence1998@gmail.com   
-70  55282       Noah         Knox            Noah.Knox@gmail.com   
-71,33364     Andrea        Chang         Andrea.Chang@yahoo.com   
-72,61294      Bobby      Watkins       BWatkins1975@outlook.com   
-73,83961    Stephen        Hogan           SHogan1990@gmail.com   
-74,56339       Lisa     Mcfadden       LisaMcfadden49@gmail.com   
-75,68675       Ruth         Owen               RO7614@gmail.com   
-76,68967     Sharon       Franco          SFranco1983@gmail.com   
-77,42304   Danielle      Hawkins               DH1551@gmail.com   
-78,57075      Jesse       Foster        JesseFoster77@gmail.com   
-79  97943      David      Fuentes       DFuentes1984@hotmail.com   
-80  93774    Rebecca         Park        RebeccaPark83@gmail.com   
-81  70164        Ann       Greene           Ann.Greene@gmail.com   
-82  24999       Paul      Freeman         PaulFreeman9@gmail.com   
-83  19127     Philip      Dillard       Philip.Dillard@gmail.com   
-84  67253      Amber    Daugherty     AmberDaugherty60@gmail.com   
-85  55075     Ashley       Rogers      Ashley.Rogers@hotmail.com   
-86  39447     Denise      Mendoza             DM2227@outlook.com   
-87  26805       Sean   Richardson               SR5213@gmail.com   
-88  35529      Carol       Reilly        CarolReilly18@gmail.com   
-89  49703       Paul    Henderson       Paul.Henderson@gmail.com   
-90  47183    Cynthia        Duffy           CDuffy1983@gmail.com   
-91  83778        Joe        Perry            JoePerry3@gmail.com   
-92  79139      Susan         Cash          SusanCash16@gmail.com   
-93  81591    Theresa    Henderson       THenderson1993@gmail.com   
-94  21506      Scott       Deleon         Scott.Deleon@gmail.com   
-95  77266    Zachary      Gregory      Zachary.Gregory@gmail.com   
-96  67264   Danielle      Merrill         DMerrill1998@gmail.com   
-97  19100   Danielle       Barron          DBarron1982@gmail.com   
-98  26210    Marilyn        Finch       MarilynFinch92@gmail.com   
-
-       shoe_type shoe_material shoe_color  price  
-0   ballet flats  faux-leather      black  385.0  
-1          boots        fabric      brown  388.0  
-2        sandles       leather       navy  346.0  
-3        sandles        fabric      brown  344.0  
-4      stilettos        fabric      brown  289.0  
-5         wedges        fabric      brown  266.0  
-6      stilettos       leather      black  395.0  
-7      stilettos       leather      white  241.0  
-8         wedges       leather       navy  266.0  
-9   ballet flats  faux-leather      brown  440.0  
-10  ballet flats       leather        red  331.0  
-11  ballet flats  faux-leather        red  270.0  
-12  ballet flats  faux-leather      brown   91.0  
-13         clogs       leather      brown  319.0  
-14  ballet flats       leather      white  205.0  
-15  ballet flats  faux-leather      white  278.0  
-16        wedges        fabric      white  180.0  
-17         boots  faux-leather      brown  319.0  
-18  ballet flats        fabric      brown  481.0  
-19         clogs       leather        red  397.0  
-20        wedges       leather        red  347.0  
-21        wedges  faux-leather        red  324.0  
-22         clogs       leather        red  439.0  
-23         boots        fabric      black  171.0  
-24         boots  faux-leather       navy  284.0  
-25       sandles       leather      white  326.0  
-26         clogs       leather      brown  323.0  
-27     stilettos       leather      black  451.0  
-28       sandles        fabric       navy  207.0  
-29       sandles  faux-leather      white  456.0  
-..           ...           ...        ...    ...  
-69        wedges  faux-leather      black  115.0  
-70  ballet flats  faux-leather      white  308.0  
-71  ballet flats  faux-leather      white  106.0  
-72       sandles  faux-leather      brown  241.0  
-73       sandles  faux-leather      brown  113.0  
-74         clogs        fabric      black  221.0  
-75         clogs       leather      white  324.0  
-76  ballet flats        fabric      brown  124.0  
-77       sandles        fabric       navy  122.0  
-78         clogs        fabric      brown  234.0  
-79         clogs        fabric      black  242.0  
-80  ballet flats        fabric      black  226.0  
-81     stilettos        fabric        red  474.0  
-82       sandles        fabric        red  409.0  
-83        wedges  faux-leather        red  411.0  
-84         clogs  faux-leather        red   95.0  
-85        wedges  faux-leather      brown  269.0  
-86         clogs  faux-leather      brown   93.0  
-87       sandles        fabric       navy  339.0  
-88        wedges        fabric      brown  429.0  
-89     stilettos        fabric        red  430.0  
-90         clogs       leather      black  451.0  
-91  ballet flats       leather      white  196.0  
-92       sandles  faux-leather        red  185.0  
-93     stilettos       leather      white  342.0  
-94     stilettos        fabric      black  374.0  
-95       sandles       leather        red  216.0  
-96        wedges  faux-leather        red  461.0  
-97       sandles       leather      white  313.0  
-98       sandles       leather      black    NaN
+id,first_name,last_name,email,shoe_type,shoe_material,shoe_color,price
+97916,Douglas,Perez,DouglasPerez28@gmail.com,stilettos,fabric,brown,90
+67691,Tiffany,O'neill,TiffanyO'neill51@gmail.com,wedges,leather,navy,94
+72818,Susan,Rivas,Susan.Rivas@gmail.com,sandals,faux-leather,white,96
+28080,Angela,Hopper,AngelaHopper62@outlook.com,stilettos,leather,red,96
+89958,Thomas,Benjamin,TBenjamin1981@gmail.com,sandals,faux-leather,navy,97
+11853,Jonathan,Park,JP1285@gmail.com,wedges,fabric,white,98
+73682,Christine,Adkins,ChristineAdkins83@gmail.com,stilettos,faux-leather,red,99
+52634,Cynthia,Tanner,CTanner1976@gmail.com,stilettos,faux-leather,navy,99
+33847,Walter,Fitzgerald,WalterFitzgerald65@gmail.com,ballet flats,leather,white,101
+25964,Carl,Garcia,CarlGarcia53@gmail.com,wedges,faux-leather,white,101
+42625,Louis,Bradford,LB4075@gmail.com,sandals,faux-leather,red,104
+34994,Karen,Hobbs,KHobbs1995@outlook.com,stilettos,fabric,black,107
+51530,Alexander,Franks,AlexanderFranks54@gmail.com,stilettos,fabric,white,113
+60605,Jacqueline,Petty,JacquelinePetty33@gmail.com,wedges,leather,navy,113
+76001,Anna,Garrett,AnnaGarrett50@outlook.com,ballet flats,leather,red,116
+47829,Martha,Moreno,MM5252@gmail.com,ballet flats,fabric,brown,117
+34376,Kenneth,Hess,KHess1987@gmail.com,stilettos,fabric,navy,119
+83849,Ashley,Steele,ASteele1996@yahoo.com,ballet flats,leather,red,119
+27329,Steven,Bryant,Steven.Bryant@gmail.com,ballet flats,faux-leather,red,121
+34854,Kenneth,Cash,KennethCash47@outlook.com,stilettos,faux-leather,black,121
+51997,Kyle,Dodson,Kyle.Dodson@gmail.com,stilettos,faux-leather,black,126
+32398,Patricia,Carter,PCarter1994@gmail.com,sandals,leather,navy,128
+16094,Donna,Slater,DonnaSlater28@gmail.com,wedges,fabric,brown,130
+97706,Jean,Grimes,Jean.Grimes@outlook.com,sandals,faux-leather,black,130
+77660,Bruce,White,Bruce.White@gmail.com,wedges,faux-leather,white,131
+68636,Eugene,Suarez,EugeneSuarez26@yahoo.com,stilettos,faux-leather,red,136
+49991,Brian,Parrish,BP4483@gmail.com,stilettos,faux-leather,red,136
+33738,Peter,Weber,PW3481@gmail.com,ballet flats,leather,navy,137
+14646,Rebecca,Byrd,RebeccaByrd96@hotmail.com,ballet flats,faux-leather,brown,137
+72039,Wayne,Booth,WayneBooth94@gmail.com,sandals,fabric,red,138
+45896,Jonathan,Horton,JH4273@gmail.com,sandals,faux-leather,white,139
+78272,Jeremy,Frye,Jeremy.Frye@gmail.com,ballet flats,fabric,white,140
+63778,Austin,Sharpe,Austin.Sharpe@gmail.com,stilettos,fabric,red,142
+94157,Daniel,Nelson,DanielNelson43@hotmail.com,sandals,fabric,red,143
+51738,Noah,Buchanan,NB2260@outlook.com,stilettos,leather,navy,148
+45325,Joseph,Rollins,JosephRollins51@hotmail.com,stilettos,faux-leather,red,149
+78994,Billy,Shields,BillyShields50@outlook.com,stilettos,faux-leather,brown,153
+72282,Betty,Duran,BDuran1992@hotmail.com,sandals,faux-leather,navy,162
+79129,David,Schroeder,DS5663@gmail.com,sandals,fabric,navy,164
+67770,Timothy,Booker,TB7698@outlook.com,sandals,fabric,red,165
+53574,Christine,Craft,ChristineCraft49@gmail.com,ballet flats,faux-leather,navy,166
+78499,Lori,West,LW6742@gmail.com,ballet flats,leather,red,166
+84147,Nathan,Hartman,Nathan.Hartman@gmail.com,sandals,faux-leather,red,173
+49223,Andrew,Mills,Andrew.Mills@gmail.com,sandals,faux-leather,white,177
+72971,Alan,Guthrie,AlanGuthrie41@hotmail.com,ballet flats,leather,red,179
+79527,Albert,Johns,AJohns1973@gmail.com,ballet flats,faux-leather,navy,180
+49212,Sandra,Hood,SHood1970@gmail.com,sandals,fabric,white,181
+96090,Bobby,Wyatt,Bobby.Wyatt@outlook.com,sandals,faux-leather,red,189
+95846,William,Whitney,WWhitney1997@outlook.com,wedges,faux-leather,red,189
+34182,Justin,Maddox,JM3330@gmail.com,stilettos,faux-leather,navy,191
+33728,Maria,Avery,MA2484@gmail.com,wedges,faux-leather,white,195
+89390,Virginia,Bender,VB4991@outlook.com,sandals,leather,red,195
+63429,Gregory,Head,GregoryHead36@outlook.com,stilettos,leather,red,196
+84051,Catherine,Cote,CCote1972@gmail.com,sandals,fabric,red,199
+30364,Hannah,Espinoza,Hannah.Espinoza@gmail.com,wedges,faux-leather,navy,200
+27538,Carol,Ferguson,CF5797@gmail.com,ballet flats,leather,brown,201
+65254,Betty,Daugherty,BD7840@gmail.com,stilettos,fabric,brown,205
+44917,Christopher,Morton,ChristopherMorton1@gmail.com,wedges,fabric,brown,209
+20071,Doris,Mann,DorisMann35@gmail.com,wedges,faux-leather,brown,209
+88699,Noah,Rivera,Noah.Rivera@gmail.com,stilettos,leather,red,209
+95323,Alice,Kinney,Alice.Kinney@gmail.com,wedges,leather,white,210
+90334,Joshua,Huff,JHuff1984@gmail.com,stilettos,fabric,brown,211
+94939,Rebecca,Russo,RebeccaRusso43@gmail.com,ballet flats,fabric,brown,218
+82690,Tyler,Combs,TC2777@gmail.com,ballet flats,faux-leather,navy,221
+50410,Julie,Boone,Julie.Boone@hotmail.com,sandals,fabric,navy,221
+23323,Russell,Galloway,Russell.Galloway@gmail.com,ballet flats,leather,white,224
+78159,Kayla,Dyer,KDyer1997@gmail.com,sandals,leather,white,225
+66767,Ann,Crosby,AC7606@gmail.com,stilettos,faux-leather,white,227
+19878,Theresa,Lee,TheresaLee91@gmail.com,wedges,fabric,navy,228
+26747,Sarah,Rutledge,SarahRutledge64@gmail.com,wedges,faux-leather,navy,233
+36552,Julia,Gates,Julia.Gates@gmail.com,wedges,fabric,white,239
+52508,Aaron,Maddox,AMaddox1985@gmail.com,sandals,leather,white,241
+11710,Emily,Montoya,EmilyMontoya68@gmail.com,ballet flats,faux-leather,navy,243
+38580,Joyce,Castaneda,JC2922@gmail.com,wedges,fabric,white,245
+84082,Natalie,Chang,Natalie.Chang@outlook.com,wedges,leather,brown,248
+35391,Ann,Woods,AnnWoods53@gmail.com,sandals,fabric,brown,248
+39993,Keith,Underwood,KeithUnderwood85@gmail.com,stilettos,fabric,brown,248
+20450,Kayla,Phelps,KPhelps1980@gmail.com,sandals,leather,navy,248
+81902,Donald,Hernandez,DHernandez1984@gmail.com,stilettos,leather,red,250
+57554,Jacob,Gilliam,JacobGilliam19@gmail.com,ballet flats,faux-leather,brown,253
+45645,Jean,Wilder,JWilder1988@gmail.com,ballet flats,fabric,red,256
+32796,Paul,Mitchell,Paul.Mitchell@gmail.com,wedges,fabric,white,257
+56624,Scott,Howell,ScottHowell97@gmail.com,sandals,leather,navy,257
+33639,Natalie,Gay,NGay1990@gmail.com,ballet flats,leather,red,257
+24449,Edward,King,Edward.King@gmail.com,wedges,faux-leather,white,258
+56103,Kathryn,Matthews,Kathryn.Matthews@gmail.com,sandals,faux-leather,navy,259
+53616,Heather,Burris,Heather.Burris@gmail.com,stilettos,leather,black,263
+10262,Lawrence,Weiss,Lawrence.Weiss@gmail.com,wedges,faux-leather,white,263
+52016,Frances,Terrell,FrancesTerrell68@gmail.com,sandals,leather,white,264
+90077,Michael,Copeland,Michael.Copeland@gmail.com,ballet flats,leather,white,265
+52033,Jack,Higgins,JHiggins1978@gmail.com,sandals,fabric,navy,265
+82583,Brian,Carver,Brian.Carver@gmail.com,ballet flats,fabric,white,265
+71943,Tiffany,Maynard,TM6582@gmail.com,stilettos,fabric,red,266
+39388,Ashley,Martin,Ashley.Martin@outlook.com,sandals,faux-leather,brown,274
+17697,Dylan,Short,DylanShort88@gmail.com,stilettos,faux-leather,red,279
+30400,Doris,Camacho,DorisCamacho9@gmail.com,ballet flats,leather,brown,280
+74726,Willie,Reese,Willie.Reese@gmail.com,stilettos,faux-leather,brown,284
+63935,George,Ford,George.Ford@gmail.com,ballet flats,leather,navy,284
+31134,Aaron,Mcleod,AMcleod1971@gmail.com,stilettos,fabric,brown,286
+75213,Debra,Mccormick,DMccormick1981@yahoo.com,stilettos,faux-leather,red,288
+26925,Samantha,Gross,SG3412@gmail.com,wedges,fabric,brown,292
+59502,Jennifer,Cummings,JC7055@gmail.com,stilettos,fabric,brown,293
+85679,Sarah,Valdez,Sarah.Valdez@gmail.com,ballet flats,fabric,navy,298
+38860,James,Key,James.Key@gmail.com,wedges,leather,navy,306
+36029,Mary,Barnett,Mary.Barnett@gmail.com,wedges,leather,white,309
+28879,Jose,Sherman,JS1110@gmail.com,sandals,faux-leather,brown,313
+91689,Joseph,Copeland,JCopeland1978@gmail.com,ballet flats,leather,brown,314
+74878,Ruth,Morales,RM4840@gmail.com,stilettos,leather,brown,319
+10538,Gregory,Leach,Gregory.Leach@gmail.com,wedges,faux-leather,navy,319
+36038,Nicole,Guerra,NicoleGuerra24@gmail.com,wedges,fabric,navy,324
+12323,David,Contreras,David.Contreras@gmail.com,wedges,fabric,navy,326
+11024,Theresa,Robbins,TheresaRobbins21@gmail.com,sandals,fabric,red,326
+67834,Amy,Baldwin,ABaldwin1978@gmail.com,stilettos,faux-leather,black,326
+23618,Pamela,Wolf,PamelaWolf46@yahoo.com,ballet flats,leather,navy,328
+94538,William,Duran,WD5804@gmail.com,wedges,fabric,navy,328
+12868,Michelle,Calderon,Michelle.Calderon@hotmail.com,sandals,leather,white,328
+76642,Ryan,Clarke,RC5922@gmail.com,stilettos,fabric,brown,329
+49435,Brenda,Brock,BB4163@gmail.com,stilettos,faux-leather,black,330
+67701,Douglas,Barrett,Douglas.Barrett@gmail.com,wedges,faux-leather,brown,334
+14281,Kenneth,Fitzgerald,KennethFitzgerald35@gmail.com,ballet flats,faux-leather,navy,335
+31432,Daniel,Briggs,DB7755@gmail.com,ballet flats,fabric,navy,335
+58309,Henry,Nichols,Henry.Nichols@gmail.com,wedges,fabric,red,335
+49338,Larry,Dixon,Larry.Dixon@outlook.com,wedges,leather,brown,338
+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
\ No newline at end of file
diff --git a/aggregates/python-aggregatesI.py b/aggregates/python-aggregatesI.py
new file mode 100644
index 0000000..0a5bb99
--- /dev/null
+++ b/aggregates/python-aggregatesI.py
@@ -0,0 +1,9 @@
+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))
diff --git a/aggregates/python-aggregatesII.py b/aggregates/python-aggregatesII.py
new file mode 100644
index 0000000..4ab801f
--- /dev/null
+++ b/aggregates/python-aggregatesII.py
@@ -0,0 +1,9 @@
+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))
diff --git a/aggregates/python-aggregatesIII.py b/aggregates/python-aggregatesIII.py
new file mode 100644
index 0000000..25ee1a7
--- /dev/null
+++ b/aggregates/python-aggregatesIII.py
@@ -0,0 +1,10 @@
+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)
diff --git a/aggregates/python-aggregatesIV.py b/aggregates/python-aggregatesIV.py
new file mode 100644
index 0000000..54fbf5f
--- /dev/null
+++ b/aggregates/python-aggregatesIV.py
@@ -0,0 +1,11 @@
+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)
diff --git a/aggregates/python-aggregatesV.py b/aggregates/python-aggregatesV.py
new file mode 100644
index 0000000..d896ff5
--- /dev/null
+++ b/aggregates/python-aggregatesV.py
@@ -0,0 +1,17 @@
+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)