In [1]:
#### make matplotlib draw in notebook and Import pandas
%matplotlib inline
import pandas as pd

In [2]:
#### Read reviews, videogames and ratings files
reviews = pd.read_csv("reviews.csv")

In [5]:
#### Show first few rows from one dataframe
reviews.head(12)


Out[5]:
userID productID userName reviewText summary unixReviewTime reviewTime
0 A2HD75EMZR8QLN 0700099867 123 Installing the game was a struggle (because of... Pay to unlock content? I don't think so. 1341792000 07 9, 2012
1 A3UR8NLLY1ZHCX 0700099867 Alejandro Henao "Electronic Junky" If you like rally cars get this game you will ... Good rally game 1372550400 06 30, 2013
2 A1INA0F5CWW3J4 0700099867 Amazon Shopper "Mr.Repsol" 1st shipment received a book instead of the ga... Wrong key 1403913600 06 28, 2014
3 A1DLMTOTHQ4AST 0700099867 ampgreen I got this version instead of the PS3 version,... awesome game, if it did not crash frequently !! 1315958400 09 14, 2011
4 A361M14PU2GUEG 0700099867 Angry Ryan "Ryan A. Forrest" I had Dirt 2 on Xbox 360 and it was an okay ga... DIRT 3 1308009600 06 14, 2011
5 A2UTRVO4FDCBH6 0700099867 A.R.G. Overall this is a well done racing game, with ... Good racing game, terrible Windows Live Requir... 1368230400 05 11, 2013
6 AN3YYDZAS3O1Y 0700099867 Bob Loved playing Dirt 2 and I thought the graphic... A step up from Dirt 2 and that is terrific! 1313280000 08 14, 2011
7 AQTC623NCESZW 0700099867 Chesty Puller I can't tell you what a piece of dog**** this ... Crash 3 is correct name AKA Microsoft 1353715200 11 24, 2012
8 A1QJJU33VNC4S7 0700099867 D@rkFX I initially gave this one star because it was ... A great game ruined by Microsoft's account man... 1352851200 11 14, 2012
9 A2JLT2WY0F2HVI 0700099867 D. Sweetapple I still haven't figured this one out. Did ever... Couldn't get this one to work 1391817600 02 8, 2014
10 A38NXTZUFB1O2K 0700099867 FiSH I'm not quite finished with the game's DiRT To... Best in the series! 1309219200 06 28, 2011
11 ANW6EGY12V5XS 0700099867 Henri Savin I have been playing car racing games since the... A 5 stars winner! 1318982400 10 19, 2011

In [8]:
#### Find the length of rows
len(reviews)


Out[8]:
231780

In [10]:
reviews.count()


Out[10]:
userID            231780
productID         231780
userName          228953
reviewText        231736
summary           231770
unixReviewTime    231780
reviewTime        231780
dtype: int64

In [7]:
#### Get the columns count
list(reviews)


Out[7]:
['userID',
 'productID',
 'userName',
 'reviewText',
 'summary',
 'unixReviewTime',
 'reviewTime']

In [11]:
#### Get the list of columns
list(reviews)


Out[11]:
['userID',
 'productID',
 'userName',
 'reviewText',
 'summary',
 'unixReviewTime',
 'reviewTime']

In [12]:
#### Get specific column from the dataframe
reviews["userName"].head()


Out[12]:
0                                   123
1    Alejandro Henao "Electronic Junky"
2            Amazon Shopper "Mr.Repsol"
3                              ampgreen
4          Angry Ryan "Ryan A. Forrest"
Name: userName, dtype: object

In [14]:
#### create a dataframe that has only columns that you want
reviews[["userName","productID"]].head()


Out[14]:
userName productID
0 123 0700099867
1 Alejandro Henao "Electronic Junky" 0700099867
2 Amazon Shopper "Mr.Repsol" 0700099867
3 ampgreen 0700099867
4 Angry Ryan "Ryan A. Forrest" 0700099867

In [19]:
#### filterout the dataframe 
reviews[reviews.userName == "123"]


Out[19]:
userID productID userName reviewText summary unixReviewTime reviewTime
0 A2HD75EMZR8QLN 0700099867 123 Installing the game was a struggle (because of... Pay to unlock content? I don't think so. 1341792000 07 9, 2012
24035 A2HD75EMZR8QLN B00005QX4F 123 First I've gotta say I love most games made wi... Awesome game! 1353628800 11 23, 2012
53868 A2HD75EMZR8QLN B0007TFLLM 123 I couldn't stand playing this game. The physic... bad physics poor controls 1357948800 01 12, 2013
54548 A2HD75EMZR8QLN B000809NXM 123 I loved the original Armored Core games, and I... Awesome! 1351382400 10 28, 2012
72583 A2HD75EMZR8QLN B000GAAW0W 123 The title of this review says it all. I'm goin... Lacks incentives to keep you playing. 1339200000 06 9, 2012
131024 A2HD75EMZR8QLN B002BSC57U 123 I played the first 2 Gran Turismo games when t... meh 1357948800 01 12, 2013

In [20]:
#### Check whether values null or not null
reviews[reviews.userName.isnull()]


Out[20]:
userID productID userName reviewText summary unixReviewTime reviewTime
78 A26HSO6VAFB2V4 9861019731 NaN It works perfectly! Nothing is wrong with it. Perfect! 1405209600 07 13, 2014
831 A2WTO0ST2SUUY9 B00000F1GM NaN For those of you who haven't played Super Mari... Super Mario 64 Review 1357776000 01 10, 2013
1007 A3OU09O34BC73 B00000I1BF NaN classic game for the ps1. i love it and it sti... so fun!! 1405209600 07 13, 2014
1008 ANLC4FX4QK23V B00000I1BF NaN I was feeling nostalgic so I bought this game ... Blast from the past! 1371427200 06 17, 2013
1471 A1OYBF92TASIWN B00000IWYT NaN Wow...the only Game Boy games that even come c... By far, the best Game Boy game ever 987379200 04 16, 2001
2223 A29TNXQ1GPRHC4 B00000K125 NaN Buy! Best Graphics on the Dreamcast that I've ... Best Graphics on the Dreamcast that I've seen 1405296000 07 14, 2014
2224 A5OJRIC2F9AL2 B00000K125 NaN Old school, but great fighting. but great fighting. 1405468800 07 16, 2014
2388 A29TNXQ1GPRHC4 B00000K2G7 NaN Very great port of a very great game...it cont... Very great port of a very great game 1405296000 07 14, 2014
2739 A1GD1G8XXPRYQ8 B00000K4AX NaN The game is amazing. I love Shodan, the plot, ... Please make System Shock 2 remastered! 1349395200 10 5, 2012
2796 A5OJRIC2F9AL2 B00000K4CC NaN Works okay. Three Stars 1405468800 07 16, 2014
3070 A3V6Z4RCDGRC44 B00001IVLY NaN StarCraft stands the test of time as a strateg... Stands the Test of Time 1293753600 12 31, 2010
3885 A29TNXQ1GPRHC4 B00001XDUB NaN Awesome, Scary, Nitty Gritty, Isolation, Despe... Awesome, Scary 1405296000 07 14, 2014
3886 A161ROLACFAEXH B00001XDUB NaN Wow... I was fourteen when I played this... 20... Scared? Ha? Me? No... I'm terrified.... 1324252800 12 19, 2011
5015 A18S0KCHWYEI20 B00002EPZ2 NaN Planescape Torment is a cult classic and is co... Amazing Game 1303948800 04 28, 2011
5363 A3MZU8A1ASX8X2 B00002ST2A NaN Years before Michael Bay's would-be catastroph... Heroes in a Half-A**ed Shell 1405382400 07 15, 2014
6830 A2KT41U7NL2IWH B00002SVES NaN The game starts off as the classic Donkey Kong... A great classic on the Gameboy or eShop. 1405209600 07 13, 2014
8013 A29TNXQ1GPRHC4 B000035XUZ NaN The most basic and challenging Resident Evil..... I love it! 1405296000 07 14, 2014
8675 A1TGXBJ96E9B8B B000035YBQ NaN I only recently acquired a DreamCast console, ... Perhaps THE Best Racing Game for DreamCast!!! 1034467200 10 13, 2002
8676 A1BHK6FFUZNKSN B000035YBQ NaN This game is very good. Lots of cars to pick f... I was surprised 980985600 02 1, 2001
8677 A3IP4KRNLMFBDJ B000035YBQ NaN From what I read about Metropolis Street Racer... Kudos 4 me...kudos 4 you..kudos 4 everyone...e... 1074643200 01 21, 2004
8678 A3IYKJ23V2UCF1 B000035YBQ NaN this is the hardest racing game i've ever play... Pretty good, but too damn hard to play 980294400 01 24, 2001
8679 A289QQO00SETXI B000035YBQ NaN MSR is hands down the most realistic and detai... Best racer ever 1000512000 09 15, 2001
8680 AXCIN2MJXQTG8 B000035YBQ NaN It's about time some company makes actual citi... Beats out Sega GT by a mile. 971395200 10 13, 2000
8681 AM15CN25SOR2O B000035YBQ NaN I'm from England, so this game came out about ... easily the best racer on the dreamcast, but ever? 974332800 11 16, 2000
8721 A2ZP5FGTKIT9MM B000038AAW NaN GREAT GAME! Love the console version. Not su... GREAT GAME! Love the console version 1405728000 07 19, 2014
9118 A5OJRIC2F9AL2 B0000488VP NaN The kids love this game. Five Stars 1309132800 06 27, 2011
9494 A5OJRIC2F9AL2 B00004R8V4 NaN Sent back, did not work. One Star 1405468800 07 16, 2014
9534 A29TNXQ1GPRHC4 B00004R9FF NaN Love this game....would be Awesome if they had... Four Stars 1405296000 07 14, 2014
9573 AQCLY4TP6UHYI B00004R9IB NaN One of my favorite N64 games that I rented ove... One of my favorite N64 games that I rented ove... 1405123200 07 12, 2014
10246 A5OJRIC2F9AL2 B00004SR5N NaN Grand son loves it. Five Stars 1405468800 07 16, 2014
... ... ... ... ... ... ... ...
226187 A2DGSDMNV02KBP B00DJFIMW6 NaN This game has very rich graphics and sound. Th... My 8 year old loves it. 1390176000 01 20, 2014
226188 A15ECVRCPSYQ1M B00DJFIMW6 NaN This game is my favorite. I always play this g... LOVE IT! 1383350400 11 2, 2013
226189 A5KOYP14W2EXF B00DJFIMW6 NaN This game is so addictive I so love playing it... Fun 1385424000 11 26, 2013
226190 A1S965M0BY0XB6 B00DJFIMW6 NaN This is the best free game ever! I like that y... awesome 1374105600 07 18, 2013
226191 A10KHX41ONY4U1 B00DJFIMW6 NaN This was a cute game - kind of like Temple run... Cute. 1379116800 09 14, 2013
226192 A1LIH0Z1SZ01EM B00DJFIMW6 NaN We loved the Despicable Me movies, and based o... Great for kids 1379203200 09 15, 2013
226193 A3JEVZ5S1QB2ED B00DJFIMW6 NaN This could have been great, but there are sooo... way too buggy 1375056000 07 29, 2013
226194 A15NXAS04XFJOC B00DJFIMW6 NaN This game is not the best but it's pretty fun!... it's ok 1400112000 05 15, 2014
226195 A113SP7D0Y78UO B00DJFIMW6 NaN I have now downloaded this twice. Can't get i... won't work on Kindle Fire 1375660800 08 5, 2013
226860 A1VM5Y6BL07X9X B00E0MCYPS NaN You get impressive graphics and tons of option... Great racer 1378512000 09 7, 2013
226861 AVVK3WYO1TRZO B00E0MCYPS NaN Great game concept, but Galaxy SII, I can't be... Frankly, I can't get past the time trial from ... 1379721600 09 21, 2013
226862 A38RMU1Y5TDP9 B00E0MCYPS NaN Recommendation: Might as well download it tod... Not *that* exciting 1399939200 05 13, 2014
226863 A1JHI9T24I3UAR B00E0MCYPS NaN What we have here is a simple racer; as other... You're no Colin McRae, Mr. Pocket Rally 1398211200 04 23, 2014
226892 A1LCJMPL8W4V4E B00E1A1SP6 NaN This product came new, and i prefer the XL to ... but like other reviews the XL is big 1404864000 07 9, 2014
227801 A38CA0YLVEJXKJ B00ELJRO1E NaN I would say "currently clocked at 186 hour... so good, i just had to buy it. again... 1389052800 01 7, 2014
227802 A3EE8L9DQE69FE B00ELJRO1E NaN This is a great game at a great price if you h... love it 1401580800 06 1, 2014
227803 A2B3K4730H6CTB B00ELJRO1E NaN Worth the money for the product. I enjoyed the... Worth 1387756800 12 23, 2013
228702 A73K4WUW64LYD B00FATRKLI NaN The sale going on isn't really that great. Bla... Sale Price $240 isnt really a deal 1382918400 10 28, 2013
228743 A2C05OHYJERICI B00FAX6XQC NaN Better graphics and improved controls are a pl... It's ok 1382313600 10 21, 2013
228744 AL4XIPR63QBRV B00FAX6XQC NaN This is a great app. Well worth dl. Team did g... Great 1383955200 11 9, 2013
228745 A13UGTMT825UYG B00FAX6XQC NaN Another game that only lets you get up to a ce... Great game ruined by in app purchases (IAP) 1384387200 11 14, 2013
228746 A1S1BJFTA644TU B00FAX6XQC NaN LOL. This is THE game for the future serial k... Boring, Tasteless, Pointless "Fun" With Your F... 1404259200 07 2, 2014
229307 A3GNJLJTQI7W8W B00FM5IY4W NaN This has got to be the worst racing game of al... I hate it 1396742400 04 6, 2014
229439 A2II09GQGWOMTQ B00FQSS61Q NaN I've been a Nintendo loyalist for years now.I ... Merry Xmas to me! 1385596800 11 28, 2013
230783 A3GNJLJTQI7W8W B00HD4R5WC NaN Great Game, Rent it. Not sure how a feel abou... It's Great! But it's nothing but a Demo 1397779200 04 18, 2014
231709 A30Z0GG96D11EO B00JQHU9RC NaN I personally do not like the game or the feel ... What year is this? 1404086400 06 30, 2014
231710 AAMU00SSB7TYG B00JQHU9RC NaN Me? I don't get Minecraft, but my kids LOVE it... Kids love this version better than their iPod ... 1403740800 06 26, 2014
231711 A312UBIOP091MH B00JQHU9RC NaN My teenage son has had the PC version of Minec... A great PC game now for the PS3 1404000000 06 29, 2014
231712 A3L1MEXXDI4Q77 B00JQHU9RC NaN There is a lot to do in this game. Mining, dig... Weird, Cute Game 1403740800 06 26, 2014
231713 A2ZXBFBA7EKYNR B00JQHU9RC NaN This PS3 version of Minecraft is a blast, just... Split Screen Console Fun! Vanillia Mineing and... 1403740800 06 26, 2014

2827 rows × 7 columns


In [25]:
#### drop rows or columns if it is null
reviews = reviews.dropna()

In [27]:
#### access to the unique values
reviews["userName"].unique


Out[27]:
<bound method Series.unique of 0                                         123
1          Alejandro Henao "Electronic Junky"
2                  Amazon Shopper "Mr.Repsol"
3                                    ampgreen
4                Angry Ryan "Ryan A. Forrest"
5                                      A.R.G.
6                                         Bob
7                               Chesty Puller
8                                      D@rkFX
9                               D. Sweetapple
10                                       FiSH
11                                Henri Savin
12                                     hewimp
13                          Joseph R. Kennedy
14                  Lisa Gamuciello "Lisa G."
15                              MotoRider42HC
16                                  Moviedude
17                           Old-Lumens "O-L"
18                               Paulo Coelho
19                               Peter Ostman
20                           Suk W. Yu "alan"
21                                    Tara T.
22                                  T. Hanson
23                                   TheITMan
24                           Timmiley "Tim M"
25                                   Fernando
26                             Javier Miranda
27                                 LaTavia E.
28                    MP06011999 "RESEARCHER"
29                                        Pam
                         ...                 
231750            Edward Nigma "TheEnigma313"
231751                            Edward Orde
231752    Edward W. Osorio "Raven_Knightwing"
231753                                 Eric L
231754                           FallenSphinx
231755                       Gino Taglialucci
231756                                Gym Cop
231757                              Jason Sum
231758                                   JLee
231759                                   Lemo
231760                           Marcus Fenix
231761                   Miyo Kitano "Kitten"
231762                               MoeStuff
231763                        mvp039 "MVP039"
231764                                 Nasahr
231765                                Ogr8ys1
231766     Redmond Jackson "Redmond Original"
231767                          Scott Johnson
231768                        Slain Valhallan
231769                              SmokeyNYY
231770                              Stephanie
231771                            UziHorowitz
231772                                  V. T.
231773                                  zed00
231774                      Anthony G. Nguyen
231775                       Frustrated gamer
231776                          Johnny Saigon
231777                                  migit
231778          Philip Brown "Philip & Chana"
231779                             ThommyGunn
Name: userName, Length: 228899, dtype: object>

In [28]:
#### Get the count of unique values
reviews["userName"].nunique()


Out[28]:
22347

In [29]:
#### find duplicated values
reviews["userName"].duplicated()


Out[29]:
0         False
1         False
2         False
3         False
4         False
5         False
6         False
7         False
8         False
9         False
10        False
11        False
12        False
13        False
14        False
15        False
16        False
17        False
18        False
19        False
20        False
21        False
22        False
23        False
24        False
25        False
26        False
27        False
28        False
29        False
          ...  
231750     True
231751     True
231752     True
231753     True
231754     True
231755     True
231756     True
231757     True
231758     True
231759     True
231760     True
231761     True
231762     True
231763     True
231764     True
231765     True
231766     True
231767     True
231768     True
231769     True
231770     True
231771     True
231772     True
231773     True
231774     True
231775     True
231776     True
231777     True
231778     True
231779     True
Name: userName, Length: 228899, dtype: bool

In [33]:
#### sort the values of the dataframes
reviews.sort_values(by="productID",ascending=True)


Out[33]:
userID productID userName reviewText summary unixReviewTime reviewTime
0 A2HD75EMZR8QLN 0700099867 123 Installing the game was a struggle (because of... Pay to unlock content? I don't think so. 1341792000 07 9, 2012
24 A2LQCBLLJVVR5T 0700099867 Timmiley "Tim M" This is a must have for any gamer. Codemasters... BEST GRAPHICS OF ANY GAME SO FAR !!!! 1307923200 06 13, 2011
23 A1CB8HH9YJ2YZE 0700099867 TheITMan This is a pretty fun game, but you have to buy... Fun 1339200000 06 9, 2012
22 A1BHRNLW2L8KLD 0700099867 T. Hanson The game itself is great, but Games for Window... Games for Windows Live... 1373500800 07 11, 2013
21 A18YFCLL3GBD0T 0700099867 Tara T. I would like give this game 4 or 5 stars, if I... Abysmal support from Codemasters 1315958400 09 14, 2011
20 A15PIAQT55GNCA 0700099867 Suk W. Yu "alan" lot of people don't like RALLY because they al... this games is amazing!!!!!!!! 1308355200 06 18, 2011
19 A29KT7UP7DLM1J 0700099867 Peter Ostman DiRT 2 was like this. I'm becoming more & mor... The first one was much better. 1385164800 11 23, 2013
18 A10AYT89XSCE46 0700099867 Paulo Coelho This game is bug landFirst had problems instal... Colin McRae CRASH 3! 1324857600 12 26, 2011
17 A2VYL51WQXC5KK 0700099867 Old-Lumens "O-L" This really is a step up from Dirt 2. Better g... Better than Dirt 2, Except for.... 1372377600 06 28, 2013
16 A20DRRKAN5Z9Q 0700099867 Moviedude In today's game market it's easy to miss racin... An overlooked gem in the Forza/GT treasure trove 1332115200 03 19, 2012
15 A14L115LBOB0A5 0700099867 MotoRider42HC This game was a rip-off. It has less terrain,... Not as good as DiRT 2 1373846400 07 15, 2013
14 AFS6WERAP409A 0700099867 Lisa Gamuciello "Lisa G." Crashed in Vista. Codemasters told me they do... Don't waste your money 1367280000 04 30, 2013
13 A248LSBZT4P38V 0700099867 Joseph R. Kennedy I bought this and the key didn't work. It was... It might have been a good game, but I never fo... 1404086400 06 30, 2014
11 ANW6EGY12V5XS 0700099867 Henri Savin I have been playing car racing games since the... A 5 stars winner! 1318982400 10 19, 2011
10 A38NXTZUFB1O2K 0700099867 FiSH I'm not quite finished with the game's DiRT To... Best in the series! 1309219200 06 28, 2011
9 A2JLT2WY0F2HVI 0700099867 D. Sweetapple I still haven't figured this one out. Did ever... Couldn't get this one to work 1391817600 02 8, 2014
8 A1QJJU33VNC4S7 0700099867 D@rkFX I initially gave this one star because it was ... A great game ruined by Microsoft's account man... 1352851200 11 14, 2012
7 AQTC623NCESZW 0700099867 Chesty Puller I can't tell you what a piece of dog**** this ... Crash 3 is correct name AKA Microsoft 1353715200 11 24, 2012
6 AN3YYDZAS3O1Y 0700099867 Bob Loved playing Dirt 2 and I thought the graphic... A step up from Dirt 2 and that is terrific! 1313280000 08 14, 2011
5 A2UTRVO4FDCBH6 0700099867 A.R.G. Overall this is a well done racing game, with ... Good racing game, terrible Windows Live Requir... 1368230400 05 11, 2013
4 A361M14PU2GUEG 0700099867 Angry Ryan "Ryan A. Forrest" I had Dirt 2 on Xbox 360 and it was an okay ga... DIRT 3 1308009600 06 14, 2011
3 A1DLMTOTHQ4AST 0700099867 ampgreen I got this version instead of the PS3 version,... awesome game, if it did not crash frequently !! 1315958400 09 14, 2011
2 A1INA0F5CWW3J4 0700099867 Amazon Shopper "Mr.Repsol" 1st shipment received a book instead of the ga... Wrong key 1403913600 06 28, 2014
1 A3UR8NLLY1ZHCX 0700099867 Alejandro Henao "Electronic Junky" If you like rally cars get this game you will ... Good rally game 1372550400 06 30, 2013
12 AHT34BRYFBFT1 0700099867 hewimp Dirt 3 on DVDi collect racing games so had to ... Cars 1388275200 12 29, 2013
30 A1ZVPEC9L7ASJI 6050036071 Plasmarobo I cannot get this thing to work with my Wii Ro... Limited Compatability 1365724800 04 12, 2013
31 AIUSO48W0S8HB 6050036071 Tanna Banana "Tanna" We bought this item for our Wii. It does not w... DOES not work for WII 1276732800 06 17, 2010
29 A1PH1BOQGD7SCA 6050036071 Pam my grandkids (and their parents) love playing ... too fun for words 1403827200 06 27, 2014
26 A2QQ9KSQ44QZSE 6050036071 Javier Miranda I bought this microphone to further enhance my... Yet Another Great Expansion 1258588800 11 19, 2009
27 A2PJOSU5ND84S1 6050036071 LaTavia E. I love it! Use it all the time. Really works p... USB microphone 1396656000 04 5, 2014
... ... ... ... ... ... ... ...
231766 A25NSTXNN16KG8 B00KAI3KW2 Redmond Jackson "Redmond Original" Let's get one thing out of the way, if you're ... An outstanding console 1402272000 06 9, 2014
231767 A37T2MU6L4521N B00KAI3KW2 Scott Johnson ProsGreat for NetflixHas Forza and old Halo ga... Just not worth it. 1403395200 06 22, 2014
231768 A3D8VPZNKYIAP0 B00KAI3KW2 Slain Valhallan Ahh, $399...I bought a Kinect version myself a... excellent console, really fantastic at this ne... 1402272000 06 9, 2014
231769 AJQB6I00X8WAI B00KAI3KW2 SmokeyNYY Wow this really is an all in one gaming consol... Just got it and really like it so far 1403568000 06 24, 2014
231770 A1MHB1HRR6VPEH B00KAI3KW2 Stephanie Microsoft decided to remove the camera thingy ... They couldnt compete with PS4 1402704000 06 14, 2014
231771 A2IGEPJJYKMOWK B00KAI3KW2 UziHorowitz Xbox One was initially announced and revealed ... An Incredibly Reliable & Advanced Game Console 1405728000 07 19, 2014
231772 A1M19BGTJ5PI1I B00KAI3KW2 V. T. The Titanfall bundle has been as low as $450. ... No kinect, worse value 1402272000 06 9, 2014
231761 A2VCOIPPA48ICC B00KAI3KW2 Miyo Kitano "Kitten" The removal of kinect & using those resources ... In the end, you save nothing, maybe. 1402963200 06 17, 2014
231773 A3PG9EEZMT9CJF B00KAI3KW2 zed00 Had no plans to get the Xbox One since it woul... One reason: Halo 1402617600 06 13, 2014
231760 A2YSY26ZVMNNV2 B00KAI3KW2 Marcus Fenix No more excuses, now the price is right and th... the best got more affordable 1402358400 06 10, 2014
231751 AKCXS6JVW6E8L B00KAI3KW2 Edward Orde I love this console. It brings your living roo... I Really Enjoy This Console 1402272000 06 9, 2014
231758 A2JGUR1STLMXZT B00KAI3KW2 JLee I bought the Xbox One from Amazon. It is a 5 s... 5 Star All Day Long 1402531200 06 12, 2014
231757 A3Q4NULWZU3RI B00KAI3KW2 Jason Sum This is a long time coming (I Never buy Consol... Call me what you will............... 1402272000 06 9, 2014
231756 A1ZE1LPZHGG1QP B00KAI3KW2 Gym Cop I had my 360 S (250 GB) for a few years, it wa... Replacing an old friend and making a new frien... 1403222400 06 20, 2014
231755 A1DDGFYGFY6TDC B00KAI3KW2 Gino Taglialucci We all know that the PS4 has a superior hardwa... Less powerful than PS4 for the same price? No ... 1402272000 06 9, 2014
231754 A3E89VW74Z8TK8 B00KAI3KW2 FallenSphinx With the unneeded kinect out of the way this c... The Future 1403049600 06 18, 2014
231753 A10584T58O3B5Y B00KAI3KW2 Eric L if you want to read believable reviews only be... one star reveiws are fake. 1402617600 06 13, 2014
231752 A31ARER1KVHZB B00KAI3KW2 Edward W. Osorio "Raven_Knightwing" Had this since released without kinect. Love i... Finally got one! 1404950400 07 10, 2014
231750 A1ZR8AIM298DFT B00KAI3KW2 Edward Nigma "TheEnigma313" This still isn't worth it. Weak console overal... One Star 1404864000 07 9, 2014
231749 A1QJJU33VNC4S7 B00KAI3KW2 D@rkFX Microsoft shot itself in the foot when they la... Xbox One sans-Kinnect 1402876800 06 16, 2014
231748 A2WZ6298O9KN83 B00KAI3KW2 Dan Xbox one will give you a great experience and ... Best console best value. 1402272000 06 9, 2014
231747 A2BVX2MCXPP49R B00KAI3KW2 Christian Dixon "Hardware Guru" Hey there. So I finally was able to go buy an ... Great hardware, but the UI in it's current sta... 1403568000 06 24, 2014
231746 A364QHZHDP77LO B00KAI3KW2 Chasten Ruin Bought an Xbox One during 4th of July weekend,... The biggest disappointment I've ever had in my... 1404864000 07 9, 2014
231759 AQOFQWJYJRA5W B00KAI3KW2 Lemo I bought my Xbox One 24 hours ago, along with ... A long time Xbox player 1402790400 06 15, 2014
231777 A1DD4B97M4DUC5 B00KHECZXO migit The package should have more red on it and sho... Fake bundle 1401321600 05 29, 2014
231776 A3VVMIMMTYQV5F B00KHECZXO Johnny Saigon All this is is the Deluxe 32GB Wii U with Mari... Get the Other Bundle Which Includes Extra Whee... 1403308800 06 21, 2014
231778 A2Q9CNJ4T6ZK99 B00KHECZXO Philip Brown "Philip & Chana" Can get this at Newegg for $329.00 and the pac... Looks Like We Have Gougers Again. 1401667200 06 2, 2014
231774 A1V6WWYN2S6V40 B00KHECZXO Anthony G. Nguyen The real Mario Kart 8 Wii U bundle is a red bo... This is a scam! Not a real bundle. 1401494400 05 31, 2014
231775 A1ICREREXO9J81 B00KHECZXO Frustrated gamer Funny people on here are rating sellers that a... this is for rating the system not the seller 1405814400 07 20, 2014
231779 A27CD59R5U58GG B00KHECZXO ThommyGunn This is not real, you can go to ANY retail sto... DO NOT BUY HERE LOOKS TO BE EUROPEAN VERSION 1401840000 06 4, 2014

228899 rows × 7 columns


In [38]:
#### convert string to date fieldr
reviews["date"] = pd.to_datetime(reviews["unixReviewTime"],unit="s")


/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy
  

In [40]:
#### counts of all values in series
reviews["userName"].value_counts().head()


Out[40]:
Amazon Customer                                     1862
Lisa Shea "be the change you wish to see in t...     771
N. Durham "Big Evil"                                 634
Michael Kerner "Michael Kerner"                      452
Richard Baker "BinaryMessiah"                        447
Name: userName, dtype: int64

In [44]:
#### access to the functions of string/date
reviews["userName"].str.split(" ").head()
reviews["date"].dt.year


Out[44]:
0         2012
1         2013
2         2014
3         2011
4         2011
5         2013
6         2011
7         2012
8         2012
9         2014
10        2011
11        2011
12        2013
13        2014
14        2013
15        2013
16        2012
17        2013
18        2011
19        2013
20        2011
21        2011
22        2013
23        2012
24        2011
25        2012
26        2009
27        2014
28        2011
29        2014
          ... 
231750    2014
231751    2014
231752    2014
231753    2014
231754    2014
231755    2014
231756    2014
231757    2014
231758    2014
231759    2014
231760    2014
231761    2014
231762    2014
231763    2014
231764    2014
231765    2014
231766    2014
231767    2014
231768    2014
231769    2014
231770    2014
231771    2014
231772    2014
231773    2014
231774    2014
231775    2014
231776    2014
231777    2014
231778    2014
231779    2014
Name: date, Length: 228899, dtype: int64

In [47]:
#### calculate some basic statistical functions
reviews.reviewTime.max()
reviews.reviewTime.min()
reviews.reviewTime.mean()


---------------------------------------------------------------------------
KeyboardInterrupt                         Traceback (most recent call last)
<ipython-input-47-bb6ef374d875> in <module>()
      2 reviews.reviewTime.max()
      3 reviews.reviewTime.min()
----> 4 reviews.reviewTime.mean()

/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/pandas/core/generic.pyc in stat_func(self, axis, skipna, level, numeric_only, **kwargs)
   6340                                       skipna=skipna)
   6341         return self._reduce(f, name, axis=axis, skipna=skipna,
-> 6342                             numeric_only=numeric_only)
   6343 
   6344     return set_function_name(stat_func, name, cls)

/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/pandas/core/series.pyc in _reduce(self, op, name, axis, skipna, numeric_only, filter_type, **kwds)
   2379                                           'numeric_only.'.format(name))
   2380             with np.errstate(all='ignore'):
-> 2381                 return op(delegate, skipna=skipna, **kwds)
   2382 
   2383         return delegate._reduce(op=op, name=name, axis=axis, skipna=skipna,

/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/pandas/core/nanops.pyc in _f(*args, **kwargs)
     60             try:
     61                 with np.errstate(invalid='ignore'):
---> 62                     return f(*args, **kwargs)
     63             except ValueError as e:
     64                 # we want to transform an object array

/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/pandas/core/nanops.pyc in f(values, axis, skipna, **kwds)
    120             except Exception:
    121                 try:
--> 122                     result = alt(values, axis=axis, skipna=skipna, **kwds)
    123                 except ValueError as e:
    124                     # we want to transform an object array

/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/pandas/core/nanops.pyc in nanmean(values, axis, skipna)
    310         dtype_count = dtype
    311     count = _get_counts(mask, axis, dtype=dtype_count)
--> 312     the_sum = _ensure_numeric(values.sum(axis, dtype=dtype_sum))
    313 
    314     if axis is not None and getattr(the_sum, 'ndim', False):

/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/numpy/core/_methods.pyc in _sum(a, axis, dtype, out, keepdims)
     30 
     31 def _sum(a, axis=None, dtype=None, out=None, keepdims=False):
---> 32     return umr_sum(a, axis, dtype, out, keepdims)
     33 
     34 def _prod(a, axis=None, dtype=None, out=None, keepdims=False):

KeyboardInterrupt: 

In [51]:
#### find largest and smallest n values of series
reviews.date.dt.year.nlargest(10)


Out[51]:
2     2014
9     2014
13    2014
27    2014
29    2014
34    2014
62    2014
82    2014
85    2014
90    2014
Name: date, dtype: int64

In [54]:
#### group dataframe according to one or more column
reviews.groupby("userName").groups


Out[54]:
{'David Lee Flowers "EnglishNerd"': Int64Index([44590, 61347, 100583, 127285, 139972, 150859, 175038, 175466,
             197234, 216190],
            dtype='int64'),
 'Woody Carver "glk"': Int64Index([58408, 76119, 76906, 79877, 82421, 83383, 88504, 99705, 154797,
             168661],
            dtype='int64'),
 'H. K. Rodman': Int64Index([98869, 118389, 120412, 125010, 125706, 131204, 133496, 160194,
             169571],
            dtype='int64'),
 'Yousaf Rehan': Int64Index([ 6709, 11269, 13134, 14885, 15397, 19301, 20017, 20094, 21934,
             25181, 25496, 26025, 26726, 27169, 27323, 28415, 29496, 30349,
             30622, 30894, 31251, 33007, 34170, 35075, 35341, 36168, 43963],
            dtype='int64'),
 'Red Roger': Int64Index([78017, 119666, 126447, 150836, 162850, 163788, 182797, 222791,
             225147],
            dtype='int64'),
 'Little Scarf Girl "&#34;If you want a happy e...': Int64Index([34007, 75974, 113128, 125651, 149977, 164048, 165698, 179176,
             231705],
            dtype='int64'),
 'Roland Mata': Int64Index([72832, 107224, 113260, 127001, 162289, 191928, 192961], dtype='int64'),
 'G. harry "be jewel"': Int64Index([40860, 50900, 84635, 92789, 124732], dtype='int64'),
 'Dsinned': Int64Index([50671, 52361, 61883, 62202, 65433, 66985, 74138, 76930, 88281,
             90077, 98745, 99275],
            dtype='int64'),
 'Rafael Montero': Int64Index([98376, 129650, 144664, 155042, 156507, 168528], dtype='int64'),
 'Brian Dowrick': Int64Index([ 14388,  55552,  64802,  85014, 108914, 137613, 162138, 192066,
             197887, 203593, 208829],
            dtype='int64'),
 'Beverly "Bryce Suchy"': Int64Index([98633, 107379, 147139, 179492, 185249, 186352, 215698], dtype='int64'),
 'Kendra Smith': Int64Index([46461, 66018, 75288, 76997, 87944, 110635, 113559, 146876, 204416], dtype='int64'),
 'J. Gardner': Int64Index([10190, 22842, 25667, 30718, 45126, 45275, 46008, 47531, 48917,
             51091, 58182, 83103],
            dtype='int64'),
 'Nick Capacchione': Int64Index([105216, 112219, 126306, 149412, 189855], dtype='int64'),
 'Willie G.R.': Int64Index([71575, 83711, 85997, 93916, 106379, 112315, 227049, 228573], dtype='int64'),
 'Blade': Int64Index([  7179,   8141,  14428,  33886,  42737,  51622,  54863,  58819,
              64264,  67430,  91743, 107033, 126110, 129707, 141382, 152021,
             168259],
            dtype='int64'),
 'kit001': Int64Index([107858, 113201, 114759, 144959, 168978, 178694], dtype='int64'),
 'J. Hope "leatherneck"': Int64Index([38391, 44639, 49241, 51837, 54600], dtype='int64'),
 'GreatMovieCriticForever': Int64Index([  3908,  13988,  16919,  33269,  44064,  48350,  49536,  55563,
              56725,  66309,  67924,  78131, 119871],
            dtype='int64'),
 'M.Wright': Int64Index([18641, 103493, 195268, 197819, 204793, 230223], dtype='int64'),
 'D Porter': Int64Index([166918, 175863, 176362, 208120, 208362, 213780], dtype='int64'),
 'Gerald Leroy Smith': Int64Index([1395, 6237, 9833, 11271, 12281, 17120, 17518, 22831], dtype='int64'),
 'T. Luczak': Int64Index([99863, 129096, 136105, 142198, 213635], dtype='int64'),
 'M. Aversa "mystery buff"': Int64Index([54855, 164273, 164292, 164321, 165880], dtype='int64'),
 'Storm Browne': Int64Index([140383, 157070, 190364, 191000, 197685], dtype='int64'),
 'Suzanne Amara': Int64Index([  2933,  32606,  39803,  43884,  47665,  47957,  53044,  54066,
              55532,  55964,  59404,  71390,  79009,  85721,  85872,  87132,
              93344, 111405, 113215, 116772, 162204],
            dtype='int64'),
 'noone "noone"': Int64Index([136859, 145439, 166221, 173189, 212450, 213601], dtype='int64'),
 'smudgedlens': Int64Index([134659, 134969, 135471, 136921, 157351, 169711, 177579, 180733,
             214108, 221384, 230013],
            dtype='int64'),
 'Brian Aragon': Int64Index([157646, 171490, 174719, 181389, 197438], dtype='int64'),
 'Jad Alicea "-Jad-"': Int64Index([54198, 55700, 77504, 92292, 94683], dtype='int64'),
 'k0alaFRESH': Int64Index([46299, 59179, 173713, 174992, 177494, 187172, 187632], dtype='int64'),
 'Michael G. Shafer': Int64Index([109964, 114811, 120075, 131484, 163162, 166943], dtype='int64'),
 'Yuri Cunha "Juggalo"': Int64Index([  763,  6902,  6940, 12778, 21405, 23303, 23772, 23800, 23837,
             25135, 25859, 27494, 27674, 29454, 31496, 32470, 33382, 33809,
             33947, 34594, 34767, 35289, 35353, 35645, 35682, 35998, 36144,
             36624, 37081, 40188, 40696, 48178, 48437, 74042],
            dtype='int64'),
 'Shantel': Int64Index([ 49563,  52132,  59397,  64596,  66096,  71004,  71179,  74580,
              78350,  85491,  90855, 104383, 112070, 119485],
            dtype='int64'),
 'chino': Int64Index([  3746,  53374, 159265, 159326, 159881, 170582, 170701, 171494,
             182715, 194426, 195004, 199341, 200478, 208636, 210310, 214164,
             217614, 219346, 219383, 230180, 231181],
            dtype='int64'),
 'D. Gage "D. Gage"': Int64Index([23939, 26414, 73727, 87416, 149367], dtype='int64'),
 'Jason A. Hubbard': Int64Index([21207, 31685, 36946, 38673, 45477, 47124, 54922, 57866, 58167,
             70063, 77145, 77575, 80227, 87835, 89312, 89935, 91191, 94675],
            dtype='int64'),
 'vanillakahlua': Int64Index([62894, 90865, 96891, 134111, 138700, 172958, 173806, 173836,
             190803, 219679],
            dtype='int64'),
 'Cavs Fan': Int64Index([ 58046,  80050, 100061, 104118, 104944, 106233, 113833, 122273,
             143341, 171143, 171958, 187251, 199550, 199945, 206855, 217340,
             218238, 219521, 220088, 220454, 226052],
            dtype='int64'),
 'Degamra': Int64Index([1479, 4349, 5183, 5726, 14228], dtype='int64'),
 'setzco': Int64Index([118397, 127595, 143519, 155804, 173498, 210981, 227238], dtype='int64'),
 'M. L. Robbins "PJJR Group"': Int64Index([16999, 42362, 57111, 70596, 80498, 84639, 92796, 92806, 137748,
             194794],
            dtype='int64'),
 'Towani "Chris"': Int64Index([80891, 106206, 142038, 146967, 147045, 177226, 187325, 204472], dtype='int64'),
 'Joshua S. Johnson': Int64Index([3573, 6674, 9261, 16237, 43561, 108512], dtype='int64'),
 'Stephen Jones': Int64Index([30019, 33743, 34349, 36233, 39619, 81665], dtype='int64'),
 'Hickabilly "hickabilly"': Int64Index([131353, 146047, 146383, 146919, 147581, 220780], dtype='int64'),
 'bet198815': Int64Index([76018, 106578, 136054, 167321, 189149], dtype='int64'),
 'A. Whitehead "Werthead"': Int64Index([  8939,   9245,   9310,  11355,  35372,  41619,  44374,  47831,
              60029,  70948,  76655,  80042,  91886,  98225, 101240, 101665,
             101742, 104713, 105121, 106228, 107256, 107645, 108286, 110119,
             111164, 113828, 116514, 119281, 123570, 131288, 138390, 141543,
             141569, 143329, 143471, 145180, 146894, 149208, 149845, 152802,
             162104, 168358, 171584, 171954, 172184, 187758, 191155, 197959,
             202850, 203512, 208373, 209223, 211810, 219043, 219506, 220448],
            dtype='int64'),
 'LOUIE': Int64Index([121063, 129751, 133324, 137896, 160640], dtype='int64'),
 'Indigo': Int64Index([11926, 64115, 109272, 113071, 192874], dtype='int64'),
 'Marshall David WahlstromHelgren': Int64Index([   390,    570,   5568,  11145,  17243,  17621,  19000,  20230,
              23134,  23710,  27786,  28320,  31907,  32977,  34297,  38225,
              39390,  39655,  39690,  39868,  41503,  42733,  47322,  51580,
              52103,  55538,  57389,  58802,  58828,  62348,  65529,  66046,
              68186,  70738,  77388,  78246,  78461, 106607, 109475, 109483,
             129016, 130349, 161094, 169556, 177247],
            dtype='int64'),
 'bunidiva "bunidiva"': Int64Index([9764, 17039, 26359, 115235, 132172, 138875, 153608, 156416,
             172403],
            dtype='int64'),
 'Axel "da game master"': Int64Index([51619, 53746, 56106, 74060, 101111], dtype='int64'),
 'lindy "Lindy"': Int64Index([134912, 135162, 135650, 174261, 179088, 188874], dtype='int64'),
 'just a thought "gotta luv it"': Int64Index([31434, 44341, 90449, 133488, 141460, 155173, 192284, 196581,
             196944, 227336],
            dtype='int64'),
 'Gold guardian "Shinging Nova"': Int64Index([150535, 155285, 161843], dtype='int64'),
 'Caleb Derosa': Int64Index([150054, 153466, 172406, 179507, 189355, 203459], dtype='int64'),
 'wann': Int64Index([110643, 111411, 119490, 122464, 126619, 127810, 133465, 144168,
             156394, 170511],
            dtype='int64'),
 'R. Eshelman': Int64Index([119337, 162993, 169070, 202312, 210913, 219690], dtype='int64'),
 'LA': Int64Index([ 58225,  92774, 111646, 130563, 131279, 158573, 160636, 177418,
             186198, 191291, 193355, 207815, 208382, 210369, 224224],
            dtype='int64'),
 'LL': Int64Index([116023, 118217, 121212, 123138, 125967, 127445, 129205, 130711,
             131972, 132204, 134094, 134310, 164597],
            dtype='int64'),
 'LM': Int64Index([103424, 139223, 166148, 173630, 182597], dtype='int64'),
 'LJ': Int64Index([  2052,   5944,   6443,   8061,  29935,  69782,  74037, 103422,
             107310, 107311, 165611, 174653, 175923, 191654, 204671, 222868,
             228660, 230984],
            dtype='int64'),
 'LW': Int64Index([194679, 222956, 223633, 224928, 225168, 229273], dtype='int64'),
 'LQ': Int64Index([97609, 133052, 152643, 163660, 172510, 179411], dtype='int64'),
 'Navix': Int64Index([108598, 135550, 135601, 156273, 180715, 214078], dtype='int64'),
 '"eoz"': Int64Index([4082, 11599, 12497, 13829, 14246, 14568], dtype='int64'),
 'Clint Anthony Young "rpg freak"': Int64Index([3722, 24795, 37787, 38895, 54706, 64435], dtype='int64'),
 'barbre': Int64Index([ 26175,  43471,  47485,  50260,  54669,  70220,  72886,  73803,
              82634,  94186, 105355, 193581, 218855, 220737, 224073, 228369],
            dtype='int64'),
 'MR. J': Int64Index([58274, 62133, 111950, 119824, 125389, 144461, 147393], dtype='int64'),
 'B. Benton "Doodley Doo Ding Dong Doodley Dood...': Int64Index([112025, 128890, 129410, 136887, 164220, 214008], dtype='int64'),
 'MrStyle "MrStyle"': Int64Index([67500, 67862, 118752, 167842, 193292], dtype='int64'),
 'Jack of all Trades': Int64Index([ 71630,  97411, 117617, 128212, 136631, 138780, 140160, 140342,
             157699, 181130, 181270, 182873, 183165, 183727, 195819, 196052,
             196836, 199366, 205875, 210934, 215626, 219884, 225949],
            dtype='int64'),
 'Charles Whisnant': Int64Index([ 88190, 103146, 128492, 139835, 151575, 161085, 198553, 202181,
             221393, 224162, 230983],
            dtype='int64'),
 'Nick A. Dejager "xavon_wrentaile"': Int64Index([17805, 32481, 40729, 44736, 85324, 172107], dtype='int64'),
 'Bobby Shornock': Int64Index([ 71511, 105883, 128405, 136714, 141881, 158537, 159672, 161743,
             161776, 165138, 175019, 178466, 181306, 183174, 187610, 189321,
             192631, 194689, 195800, 195914, 195956, 196019, 196121, 197490,
             199611, 212025, 213173, 216178, 217972, 228887],
            dtype='int64'),
 'Damian Suarez "dammia93"': Int64Index([44478, 119981, 150523, 165538, 165544], dtype='int64'),
 'Christopher Raymond': Int64Index([47918, 58822, 159394, 185505, 186141, 213113], dtype='int64'),
 'Willm': Int64Index([69028, 98047, 100794, 128534, 138754, 150318, 150384, 152145], dtype='int64'),
 'thundercatsnyy "gamer,music and very small bu...': Int64Index([42769, 110821, 116357, 123193, 147850, 149294, 150917, 173381,
             178714],
            dtype='int64'),
 'Brian Long "Brian"': Int64Index([ 24625,  56128,  58490,  59043,  60498,  64114,  65123,  67397,
              67622,  67993,
             ...
             218532, 219076, 220086, 220350, 224544, 226678, 226728, 228642,
             230701, 231661],
            dtype='int64', length=108),
 'M. Packham "Stuart"': Int64Index([3275, 12858, 13107, 15892, 20943, 26454, 35712, 37582], dtype='int64'),
 'Yohan Hong': Int64Index([142033, 181169, 196107, 196937, 203411, 219935, 229790, 229866,
             230699],
            dtype='int64'),
 'Annie H.': Int64Index([40406, 50379, 55761, 67725, 78528, 86155, 93210, 93826, 107723,
             108382],
            dtype='int64'),
 'Richard Schoembs "989"': Int64Index([29215, 32075, 37030, 61112, 62049, 70144, 70379, 86347], dtype='int64'),
 'Jerry "Jerry"': Int64Index([60181, 90632, 91008, 91919, 113252, 131359, 132389], dtype='int64'),
 'eha1990': Int64Index([3767, 13891, 15577, 48139, 51799, 54289], dtype='int64'),
 'Justin Bongard': Int64Index([91208, 96559, 101048, 103384, 107306, 116981, 133703, 205571,
             211056, 229665],
            dtype='int64'),
 'indarkened': Int64Index([60534, 140566, 179599, 180997, 188313, 193915, 210445, 226695], dtype='int64'),
 'Y. Shi': Int64Index([2838, 3258, 5152, 11697, 13342], dtype='int64'),
 'J.D. Fallon': Int64Index([35178, 42356, 44757, 52659, 77906, 114264], dtype='int64'),
 'T. Mueller': Int64Index([26980, 31492, 33395, 43876, 167068], dtype='int64'),
 'Ronito101 "$$$"': Int64Index([9103, 67973, 121910, 135466, 157334, 199826], dtype='int64'),
 'Y. Mao': Int64Index([51252, 59876, 79709, 111272, 191752], dtype='int64'),
 'SR26': Int64Index([139650, 169530, 187140, 221658, 221856, 222171, 224999, 227882], dtype='int64'),
 'Raymond Merriam "Merriam Press"': Int64Index([32796, 41705, 48666, 58318, 60273, 63549, 67487, 81289, 90276,
             106147],
            dtype='int64'),
 'J. Washburn "TMM.007"': Int64Index([66902, 68886, 76712, 108849, 155005, 177379], dtype='int64'),
 'Jetblitz2003': Int64Index([18235, 25153, 25958, 27352, 28799, 34202, 40288], dtype='int64'),
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             217889, 223943, 229853],
            dtype='int64'),
 'A N': Int64Index([136011, 142073, 197958, 206952, 225435], dtype='int64'),
 'Tobias R': Int64Index([217000, 218066, 221810, 222197, 225888, 225989], dtype='int64'),
 ...}

In [56]:
#### draw matplotlib graphs with just plot function
reviews.date.dt.year.value_counts().plot(kind="bar")


Out[56]:
<matplotlib.axes._subplots.AxesSubplot at 0x121e63f50>

In [60]:
#### get the index value of the maximum value of series


---------------------------------------------------------------------------
AttributeError                            Traceback (most recent call last)
<ipython-input-60-a17660da0835> in <module>()
      1 #### get the index value of the maximum value of series
----> 2 reviews.imax()

/Users/cenk.bircanoglu/.virtualenvs/udacity/lib/python2.7/site-packages/pandas/core/generic.pyc in __getattr__(self, name)
   3079             if name in self._info_axis:
   3080                 return self[name]
-> 3081             return object.__getattribute__(self, name)
   3082 
   3083     def __setattr__(self, name, value):

AttributeError: 'DataFrame' object has no attribute 'imax'

In [61]:
#### sort the values by any column 
reviews.sort_values(by="userName")


Out[61]:
userID productID userName reviewText summary unixReviewTime reviewTime date
221292 A36TJGWT8N9G8V B00CJ7IUIQ  "Top 100 Amazon Reviewer" ... it is what it is! Was a great game in its... Skyrim for PC 1400025600 05 14, 2014 2014-05-14
125453 A36TJGWT8N9G8V B00269QLI8  "Top 100 Amazon Reviewer" CODMW12 is definitely fulfilling the hype! It'... CODMW2 Rocks The Boat 1259712000 12 2, 2009 2009-12-02
151875 A36TJGWT8N9G8V B003BIW7FO  "Top 100 Amazon Reviewer" I will sum up my review with a few key words a... Glorified PAID BETA for those who can wait for... 1283212800 08 31, 2010 2010-08-31
147984 A36TJGWT8N9G8V B002XNW6T0  "Top 100 Amazon Reviewer" This game is great in many respects. It's a f... Not Ready for Prime Time 1270425600 04 5, 2010 2010-04-05
169914 A36TJGWT8N9G8V B004E0G862  "Top 100 Amazon Reviewer" Uncomfortable, too small for regular sized adu... Garbage 1400025600 05 14, 2014 2014-05-14
151118 A1ER6IYOMM8VCT B0038MUCPK ! MR. KNOW IT ALL ;-b "DR SHOCK" I must admit that my gaming days have been ver... LOTS OF FUN TO BE HAD IN THIS GREAT LOOKING GAME! 1284595200 09 16, 2010 2010-09-16
118832 A1ER6IYOMM8VCT B001NTBWK4 ! MR. KNOW IT ALL ;-b "DR SHOCK" I got a chance to check out this guitar and wa... A GREAT ADDITION TO YOUR GAMING EXPERIENCE! 1257033600 11 1, 2009 2009-11-01
133541 A1ER6IYOMM8VCT B002FQM5B4 ! MR. KNOW IT ALL ;-b "DR SHOCK" I got a chance to check out this drum set and ... A GREAT ADDITION TO YOUR GAMING EXPERIENCE! 1257033600 11 1, 2009 2009-11-01
173258 A1ER6IYOMM8VCT B004J15I8K ! MR. KNOW IT ALL ;-b "DR SHOCK" I found this case to be of very good quality, ... NICE CASE, BUT A LITTLE TIGHT! 1313625600 08 18, 2011 2011-08-18
190886 A1ER6IYOMM8VCT B0058SHNF4 ! MR. KNOW IT ALL ;-b "DR SHOCK" My gaming days are getting behind me now as I ... NOT AS GOOD AS THE FIRST ONE, BUT STILL FUN FO... 1329955200 02 23, 2012 2012-02-23
11247 A2PCSMP68HEJJ6 B00004T1M7 "White_Crow" Sim City 3000 the best game. This city simulat... Wonderful Game!!!!!!!!!!!!!!!!! 1086825600 06 10, 2004 2004-06-10
25712 A2PCSMP68HEJJ6 B00005V3TH "White_Crow" I realy am going to be honest, this is the wor... Not the best... 1120521600 07 5, 2005 2005-07-05
3012 A2PCSMP68HEJJ6 B00001IVB4 "White_Crow" Sim Theme Park is a bad copy of Rollercoaster ... Lame!!!!! 1086825600 06 10, 2004 2004-06-10
19852 A2PCSMP68HEJJ6 B00005N6ZL "White_Crow" The Sims: Hot Date is without a doubt the best... The best game expansion pack ever!!! 1108252800 02 13, 2005 2005-02-13
41195 A2PCSMP68HEJJ6 B0000A082Y "White_Crow" I'm a serious Tony Hawk fan and I love Tony Ha... Sweeeeeeeeeeeeeeeeeeet 1086912000 06 11, 2004 2004-06-11
16306 A2PCSMP68HEJJ6 B000059S8D "White_Crow" It's not my favorite expansion but it is very ... Best of the best... 1120521600 07 5, 2005 2005-07-05
26763 A2PCSMP68HEJJ6 B00005YTYC "White_Crow" I received this game for Christmas, and I was ... The worst game ever... 1119916800 06 28, 2005 2005-06-28
5148 A2PCSMP68HEJJ6 B00002NDRY "White_Crow" Age of Empires 2: Age of Kings is interactive ... The Best Game Ever!!!!! 1086825600 06 10, 2004 2004-06-10
2937 A2PCSMP68HEJJ6 B00000K4MC "White_Crow" The game never gets old with it's many rides a... Awsome, Wonderful, and Fantastic!!!!!!!!! 1086825600 06 10, 2004 2004-06-10
3737 AAKF9UNZU7AFO B00001X50M "aaagew" After beating the game, all I could say what &... Undoubtedly one of the best video games ever 965088000 08 1, 2000 2000-08-01
14469 AAKF9UNZU7AFO B00004YC3U "aaagew" Unreal Tournament is, in my opinion, the 2nd b... You might as well just quit your job before bu... 981936000 02 12, 2001 2001-02-12
791 AAKF9UNZU7AFO B00000DMB6 "aaagew" Twisted Metal 3 is overrated - because it's no... What is this? 964742400 07 28, 2000 2000-07-28
11088 AAKF9UNZU7AFO B00004SWKG "aaagew" I haven't played the original Carmageddon so I... Almost as fun as killing innocent people.. wait.. 974246400 11 15, 2000 2000-11-15
2295 AAKF9UNZU7AFO B00000K1VA "aaagew" After having pretty bad luck with trilogies (s... Good, not a huge step away from RE2 though 965174400 08 2, 2000 2000-08-02
25914 A2PINTT4BFN5TG B00005V6BB "acwill007" I bought this game the instant I saw it on sto... One of the greatest PS2 games ever made! 1023062400 06 3, 2002 2002-06-03
13257 A2PINTT4BFN5TG B00004UG9B "acwill007" I am a pretty big 007 fan, and I purchased thi... Great Bond Game 1017792000 04 3, 2002 2002-04-03
20870 A2PINTT4BFN5TG B00005NN79 "acwill007" I recently bought a PS2. When I bought the con... 16MB Memory Card 1014595200 02 25, 2002 2002-02-25
20778 A2PINTT4BFN5TG B00005NN5J "acwill007" This game is the best modern-day flight simula... Awesome Game 1031788800 09 12, 2002 2002-09-12
14731 A2PINTT4BFN5TG B00004YRQA "acwill007" I recently purchased a PS2 sometime in January... Best PS2 Memory Card Out There! 1014595200 02 25, 2002 2002-02-25
20960 A2PINTT4BFN5TG B00005NUIZ "acwill007" I am a pretty big 007 fan, and I have to say t... Great 007 Game 1015804800 03 11, 2002 2002-03-11
... ... ... ... ... ... ... ... ...
137406 A37H473BZHX9P0 B002I0H79C ~Miss~ I bought this to complete a gift set. He likes... Gift 1369785600 05 29, 2013 2013-05-29
187045 A37H473BZHX9P0 B0050SYYTK ~Miss~ I bought this as a gift for my little sister a... Fun for Disney Fans! 1355616000 12 16, 2012 2012-12-16
194158 A37H473BZHX9P0 B005VBVRGY ~Miss~ This bundle is really great! The price is awes... Awesome bundle! 1355616000 12 16, 2012 2012-12-16
104622 A37H473BZHX9P0 B0016B28Y8 ~Miss~ This game is fun, but like the rest it can get... Game 1355616000 12 16, 2012 2012-12-16
109188 A37H473BZHX9P0 B001AWIP68 ~Miss~ This game is just like the other Call of Duty ... World at War 1355616000 12 16, 2012 2012-12-16
62773 A37H473BZHX9P0 B000B9RI14 ~Miss~ This was making me skeptical at first about or... Card works 1355616000 12 16, 2012 2012-12-16
165310 A37H473BZHX9P0 B003ZSP0WW ~Miss~ This controller is what I needed to complete m... Controller 1355616000 12 16, 2012 2012-12-16
204045 A37H473BZHX9P0 B007XVTR3K ~Miss~ This game was fun. I like it and so do a lot o... It's a like.. 1358380800 01 17, 2013 2013-01-17
126908 A37H473BZHX9P0 B0029LJIFG ~Miss~ I thought this was a good price compared to th... Good price 1355616000 12 16, 2012 2012-12-16
165061 A37H473BZHX9P0 B003ZSN600 ~Miss~ I bought these for a friend who doesn't really... It's okay, 1355616000 12 16, 2012 2012-12-16
207294 A37H473BZHX9P0 B008B3AVNE ~Miss~ Out of all of the COD series this seems to be ... Seems to be the favorite 1399248000 05 5, 2014 2014-05-05
173883 A2WNHRMDOAHW69 B004KNWVQ4 ~M~ I have only a few Download Games, all being Hi... Should have tried the Sample first 1298073600 02 19, 2011 2011-02-19
147867 A2WNHRMDOAHW69 B002WTC4VA ~M~ This is the first Game I downloaded(sample fir... Great Hidden Object Download 1297728000 02 15, 2011 2011-02-15
128113 A2WNHRMDOAHW69 B002BNKQI0 ~M~ I feel my Review is a bit unfair; because I am... Three Stars Game 1305331200 05 14, 2011 2011-05-14
155987 A2WNHRMDOAHW69 B003O690AS ~M~ I purchased Deadtime Stories on one of Amazon'... Good Game 1313539200 08 17, 2011 2011-08-17
117998 A2WNHRMDOAHW69 B001L5TIUG ~M~ I liked the Hidden Objects to find, but I tire... Fun Hidden Object Game 1300752000 03 22, 2011 2011-03-22
118010 A2WNHRMDOAHW69 B001L5TIY2 ~M~ I am trying to think why I downloaded this Gam... Not my cup of tea 1319500800 10 25, 2011 2011-10-25
90491 A2WNHRMDOAHW69 B000TVAJME ~M~ I like having the charger 'stand', it even dou... Assessories for Nintendo DS 1241395200 05 4, 2009 2009-05-04
93994 A2WNHRMDOAHW69 B000WCIHCE ~M~ It's an easy way to play Solitaire and I am le... Great Game 1241395200 05 4, 2009 2009-05-04
165881 A2WNHRMDOAHW69 B0041OSXHS ~M~ I only have a few Hidden Objects Game Download... Challenging 1297555200 02 13, 2011 2011-02-13
149763 A2WNHRMDOAHW69 B00328HPAA ~M~ If you were a Fan of Murder She Wrote you will... Fun Hidden Object Game Download 1297555200 02 13, 2011 2011-02-13
164479 A2WNHRMDOAHW69 B003Z0D3TM ~M~ Brunhilda and the Dark Crystal's Graphics are ... Great Game 1305331200 05 14, 2011 2011-05-14
164310 A2WNHRMDOAHW69 B003YDXEQW ~M~ I have only been playing HOG's a short time, s... Fun Hidden Object Game 1300752000 03 22, 2011 2011-03-22
20856 A2MGOS3SIXVAPN B00005NN5L ~pw Yea at the time it had the story line right. A... what a messed up game 1016668800 03 21, 2002 2002-03-21
16079 A2MGOS3SIXVAPN B000056SNY ~pw I hurd about this game from one of my friends.... another get square soft game. 1016668800 03 21, 2002 2002-03-21
17352 A2MGOS3SIXVAPN B00005BIG7 ~pw First of all the geo mode. Finally a shooter t... Red Faction Why not!!!!! 1016668800 03 21, 2002 2002-03-21
24972 A2MGOS3SIXVAPN B00005TNI6 ~pw This is the first FF were I want to complete a... I love my ps2 1016668800 03 21, 2002 2002-03-21
12523 A2MGOS3SIXVAPN B00004U5VF ~pw Namco this is the best fighting game EVER!!! T... i nearly mess myself everytime i play this 1016668800 03 21, 2002 2002-03-21
16312 A2MGOS3SIXVAPN B000059TCG ~pw I do agree this game is very fun. But I hate t... FUN GAMES horrible controll 1016668800 03 21, 2002 2002-03-21
19459 A2MGOS3SIXVAPN B00005ML0Z ~pw This game does have its draw backs.1. after yo... A damn Good game! 1016668800 03 21, 2002 2002-03-21

228899 rows × 8 columns


In [62]:
#### join two dataframe
ratings = pd.read_csv("ratings.csv")

In [66]:
reviews_ratigns = pd.merge(reviews, ratings, on=["userID","productID"])

In [67]:
ratings.head()


Out[67]:
userID productID ratings timestamp
0 A24SSUT5CSW8BH 0078764343 5.0 1377302400
1 AK3V0HEBJMQ7J 0078764343 4.0 1372896000
2 A10BECPH7W8HM7 043933702X 5.0 1404950400
3 A2PRV9OULX1TWP 043933702X 5.0 1386115200
4 AE7GUHCDQQ4UI 043933702X 1.0 1366156800

In [69]:
#### apply function
ratings["label"] = ratings["ratings"].apply(lambda x: "Positive" if x > 3.0 else "Negative" )

In [70]:
ratings.label


Out[70]:
0          Positive
1          Positive
2          Positive
3          Positive
4          Negative
5          Positive
6          Negative
7          Positive
8          Positive
9          Positive
10         Negative
11         Positive
12         Positive
13         Negative
14         Positive
15         Positive
16         Negative
17         Positive
18         Negative
19         Positive
20         Positive
21         Positive
22         Positive
23         Positive
24         Positive
25         Negative
26         Positive
27         Positive
28         Negative
29         Positive
             ...   
1324722    Positive
1324723    Positive
1324724    Positive
1324725    Positive
1324726    Positive
1324727    Positive
1324728    Negative
1324729    Negative
1324730    Negative
1324731    Positive
1324732    Positive
1324733    Negative
1324734    Negative
1324735    Positive
1324736    Positive
1324737    Positive
1324738    Positive
1324739    Positive
1324740    Positive
1324741    Positive
1324742    Negative
1324743    Positive
1324744    Positive
1324745    Positive
1324746    Positive
1324747    Positive
1324748    Positive
1324749    Positive
1324750    Negative
1324751    Positive
Name: label, Length: 1324752, dtype: object

In [74]:
#### integer-location based indexing for selection by position
reviews.iloc[10:20]


Out[74]:
userID productID userName reviewText summary unixReviewTime reviewTime date
10 A38NXTZUFB1O2K 0700099867 FiSH I'm not quite finished with the game's DiRT To... Best in the series! 1309219200 06 28, 2011 2011-06-28
11 ANW6EGY12V5XS 0700099867 Henri Savin I have been playing car racing games since the... A 5 stars winner! 1318982400 10 19, 2011 2011-10-19
12 AHT34BRYFBFT1 0700099867 hewimp Dirt 3 on DVDi collect racing games so had to ... Cars 1388275200 12 29, 2013 2013-12-29
13 A248LSBZT4P38V 0700099867 Joseph R. Kennedy I bought this and the key didn't work. It was... It might have been a good game, but I never fo... 1404086400 06 30, 2014 2014-06-30
14 AFS6WERAP409A 0700099867 Lisa Gamuciello "Lisa G." Crashed in Vista. Codemasters told me they do... Don't waste your money 1367280000 04 30, 2013 2013-04-30
15 A14L115LBOB0A5 0700099867 MotoRider42HC This game was a rip-off. It has less terrain,... Not as good as DiRT 2 1373846400 07 15, 2013 2013-07-15
16 A20DRRKAN5Z9Q 0700099867 Moviedude In today's game market it's easy to miss racin... An overlooked gem in the Forza/GT treasure trove 1332115200 03 19, 2012 2012-03-19
17 A2VYL51WQXC5KK 0700099867 Old-Lumens "O-L" This really is a step up from Dirt 2. Better g... Better than Dirt 2, Except for.... 1372377600 06 28, 2013 2013-06-28
18 A10AYT89XSCE46 0700099867 Paulo Coelho This game is bug landFirst had problems instal... Colin McRae CRASH 3! 1324857600 12 26, 2011 2011-12-26
19 A29KT7UP7DLM1J 0700099867 Peter Ostman DiRT 2 was like this. I'm becoming more & mor... The first one was much better. 1385164800 11 23, 2013 2013-11-23

In [76]:
#### label-location based indexer for selection by label 
reviews.loc[10]


Out[76]:
userID                                               A38NXTZUFB1O2K
productID                                                0700099867
userName                                                       FiSH
reviewText        I'm not quite finished with the game's DiRT To...
summary                                         Best in the series!
unixReviewTime                                           1309219200
reviewTime                                              06 28, 2011
date                                            2011-06-28 00:00:00
Name: 10, dtype: object

In [79]:
#### isin function
reviews.date.dt.year.isin(["2012","2013","2000"]).head()


Out[79]:
0     True
1     True
2    False
3    False
4    False
Name: date, dtype: bool

In [81]:
#### get index of rows
reviews[reviews.userName == "123"].index


Out[81]:
Int64Index([0, 24035, 53868, 54548, 72583, 131024], dtype='int64')

In [84]:
#### create pivot table from dataframe 
ratings = ratings.sample(1000)
ratings_pivot = ratings.pivot(index="userID",columns="productID").ratings

In [86]:
#### calculate correlations
ratings_pivot.corr()


Out[86]:
productID B00000ID60 B00000J97G B00000JRSB B00000K1VE B00000K2GI B00000K3X9 B00001LCDD B00001X5C5 B00002DHER B00002DHEV ... B00HAPRVWS B00HDPDEVM B00HF19RVK B00HLT0YT0 B00HTA1RUG B00HVBPRUO B00IA7VCBG B00IPTUJ8G B00J226358 B00JQHU9RC
productID
B00000ID60 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00000J97G NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00000JRSB NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00000K1VE NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00000K2GI NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00000K3X9 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00001LCDD NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00001X5C5 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002DHER NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002DHEV NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002EIX1 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002EPZ2 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002NDRY NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002S6EL NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002S6G5 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002STJF NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002STKS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002STPF NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002SUPP NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00002SVFV NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B000034DC4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B000034DCF NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B000035XB0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B000035XQN NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B000035Y2Q NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00003IEEB NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00004KHAG NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00004KHB5 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00004R9IB NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00004S9AF NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
B00EQ0CKRQ NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00EV0CZYE NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00F27JGVA NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FAX6XQC NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FB45YFQ NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FBV6V56 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FDQQD52 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FEOUHWS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FF5KYME NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FLLFJ68 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FLLFJE0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FM5IY0Q NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FOHP8XI NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00FXOP1MU NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00G6IJ5QK NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00G6ZTM3Y NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00G9GC9J4 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00GE91CDK NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00GSR47F8 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00H2NUI64 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00HAPRVWS NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00HDPDEVM NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00HF19RVK NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00HLT0YT0 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00HTA1RUG NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00HVBPRUO NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00IA7VCBG NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00IPTUJ8G NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00J226358 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
B00JQHU9RC NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN

862 rows × 862 columns


In [87]:
#### convert to list

ratings["ratings"].tolist()


Out[87]:
[5.0,
 5.0,
 4.0,
 4.0,
 5.0,
 5.0,
 1.0,
 5.0,
 2.0,
 5.0,
 5.0,
 1.0,
 1.0,
 5.0,
 5.0,
 3.0,
 5.0,
 3.0,
 5.0,
 4.0,
 3.0,
 5.0,
 5.0,
 1.0,
 1.0,
 5.0,
 5.0,
 4.0,
 1.0,
 5.0,
 2.0,
 4.0,
 5.0,
 4.0,
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 5.0,
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 4.0,
 5.0,
 5.0,
 5.0,
 5.0,
 1.0,
 5.0,
 1.0,
 4.0,
 5.0,
 5.0,
 4.0,
 5.0,
 5.0,
 5.0,
 5.0,
 5.0,
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 5.0,
 5.0,
 5.0,
 2.0,
 3.0,
 5.0,
 4.0,
 4.0,
 4.0,
 5.0,
 4.0,
 5.0,
 3.0,
 1.0,
 5.0,
 4.0,
 5.0,
 3.0,
 2.0,
 5.0,
 1.0,
 3.0,
 4.0,
 5.0,
 5.0,
 4.0,
 2.0,
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 5.0,
 5.0,
 4.0,
 5.0,
 5.0,
 5.0,
 5.0,
 3.0,
 1.0,
 4.0,
 5.0,
 5.0,
 4.0,
 5.0,
 1.0,
 1.0,
 5.0,
 4.0,
 1.0,
 4.0,
 4.0,
 4.0,
 5.0,
 4.0,
 5.0,
 5.0,
 4.0,
 4.0,
 5.0,
 2.0,
 5.0,
 5.0,
 1.0,
 3.0,
 1.0,
 4.0,
 5.0,
 5.0,
 5.0,
 5.0,
 3.0,
 5.0,
 5.0,
 5.0,
 2.0,
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In [88]:
#### Example for Counter
from collections import Counter

Counter([1,2,3,4,5,6,7,1,1,1,1,1])


Out[88]:
Counter({1: 6, 2: 1, 3: 1, 4: 1, 5: 1, 6: 1, 7: 1})

In [89]:
#### create a celery app
from celery import Celery
app = Celery(broker="amqp://")

In [91]:
#### create a celery task
@app.task
def add(a,b):
    return a + b

In [93]:
#### apply it from notebook
add.apply_async(args=(1,2)).get()


Out[93]:
3

In [ ]:
#### from pivot to cosine similarity
from recommend import recommend_with_cosine_similarity

In [ ]:
#### reviews-ratings dataset run_network(review_ratings, "summary", "binary_ratings")
from sentiment_classification import run_network