Linear regression homework with Yelp votes

Introduction

This assignment uses a small subset of the data from Kaggle's Yelp Business Rating Prediction competition.

Description of the data:

yelp.json is the original format of the file. yelp.csv contains the same data, in a more convenient format. Both of the files are in this repo, so there is no need to download the data from the Kaggle website.
Each observation in this dataset is a review of a particular business by a particular user.
The "stars" column is the number of stars (1 through 5) assigned by the reviewer to the business. (Higher stars is better.) In other words, it is the rating of the business by the person who wrote the review.
The "cool" column is the number of "cool" votes this review received from other Yelp users. All reviews start with 0 "cool" votes, and there is no limit to how many "cool" votes a review can receive. In other words, it is a rating of the review itself, not a rating of the business.
The "useful" and "funny" columns are similar to the "cool" column.

Task 1

Read yelp.csv into a DataFrame.



In [1]:

    
# access yelp.csv using a relative path
import pandas as pd
yelp = pd.read_csv('../data/yelp.csv')
yelp.head(1)









    Out[1]:






  
    
      
      business_id
      date
      review_id
      stars
      text
      type
      user_id
      cool
      useful
      funny
    
  
  
    
      0
      9yKzy9PApeiPPOUJEtnvkg
      2011-01-26
      fWKvX83p0-ka4JS3dc6E5A
      5
      My wife took me here on my birthday for breakf...
      review
      rLtl8ZkDX5vH5nAx9C3q5Q
      2
      5
      0

Task 1 (Bonus)

Ignore the yelp.csv file, and construct this DataFrame yourself from yelp.json. This involves reading the data into Python, decoding the JSON, converting it to a DataFrame, and adding individual columns for each of the vote types.



In [31]:

    
# read the data from yelp.json into a list of rows
# each row is decoded into a dictionary named "data" using using json.loads()
import json
with open('../data/yelp.json', 'rU') as f:
    data = [json.loads(row) for row in f]
print data[0]
#for i in range(len(data)):
#    data[i]=str(data[i])
    
#print type(data)









    



{u'votes': {u'funny': 0, u'useful': 5, u'cool': 2}, u'user_id': u'rLtl8ZkDX5vH5nAx9C3q5Q', u'review_id': u'fWKvX83p0-ka4JS3dc6E5A', u'text': u'My wife took me here on my birthday for breakfast and it was excellent.  The weather was perfect which made sitting outside overlooking their grounds an absolute pleasure.  Our waitress was excellent and our food arrived quickly on the semi-busy Saturday morning.  It looked like the place fills up pretty quickly so the earlier you get here the better.\n\nDo yourself a favor and get their Bloody Mary.  It was phenomenal and simply the best I\'ve ever had.  I\'m pretty sure they only use ingredients from their garden and blend them fresh when you order it.  It was amazing.\n\nWhile EVERYTHING on the menu looks excellent, I had the white truffle scrambled eggs vegetable skillet and it was tasty and delicious.  It came with 2 pieces of their griddled bread with was amazing and it absolutely made the meal complete.  It was the best "toast" I\'ve ever had.\n\nAnyway, I can\'t wait to go back!', u'business_id': u'9yKzy9PApeiPPOUJEtnvkg', u'stars': 5, u'date': u'2011-01-26', u'type': u'review'}



In [ ]:



In [ ]:



In [37]:

    
import json
import pandas as pd
# show the first review
data[0]









    Out[37]:





{u'business_id': u'9yKzy9PApeiPPOUJEtnvkg',
 u'date': u'2011-01-26',
 u'review_id': u'fWKvX83p0-ka4JS3dc6E5A',
 u'stars': 5,
 u'text': u'My wife took me here on my birthday for breakfast and it was excellent.  The weather was perfect which made sitting outside overlooking their grounds an absolute pleasure.  Our waitress was excellent and our food arrived quickly on the semi-busy Saturday morning.  It looked like the place fills up pretty quickly so the earlier you get here the better.\n\nDo yourself a favor and get their Bloody Mary.  It was phenomenal and simply the best I\'ve ever had.  I\'m pretty sure they only use ingredients from their garden and blend them fresh when you order it.  It was amazing.\n\nWhile EVERYTHING on the menu looks excellent, I had the white truffle scrambled eggs vegetable skillet and it was tasty and delicious.  It came with 2 pieces of their griddled bread with was amazing and it absolutely made the meal complete.  It was the best "toast" I\'ve ever had.\n\nAnyway, I can\'t wait to go back!',
 u'type': u'review',
 u'user_id': u'rLtl8ZkDX5vH5nAx9C3q5Q',
 u'votes': {u'cool': 2, u'funny': 0, u'useful': 5}}



In [40]:

    
# convert the list of dictionaries to a DataFrame
df = pd.DataFrame.from_records(data)
df.shape









    Out[40]:





(10000, 8)



In [43]:

    
# add DataFrame columns for cool, useful, and funny
import numpy as np
#df.shape
a = np.zeros((1000,3))
cols = list(['cool','funny','useful'])

df2=pd.DataFrame(data=a,columns=cols)
df2.shape
#df2









    Out[43]:





(1000, 3)



In [45]:

    
result = pd.concat([df, df2], axis=1)
result









    Out[45]:






  
    
      
      business_id
      date
      review_id
      stars
      text
      type
      user_id
      votes
      cool
      funny
      useful
    
  
  
    
      0
      9yKzy9PApeiPPOUJEtnvkg
      2011-01-26
      fWKvX83p0-ka4JS3dc6E5A
      5
      My wife took me here on my birthday for breakf...
      review
      rLtl8ZkDX5vH5nAx9C3q5Q
      {u'funny': 0, u'useful': 5, u'cool': 2}
      0.0
      0.0
      0.0
    
    
      1
      ZRJwVLyzEJq1VAihDhYiow
      2011-07-27
      IjZ33sJrzXqU-0X6U8NwyA
      5
      I have no idea why some people give bad review...
      review
      0a2KyEL0d3Yb1V6aivbIuQ
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      2
      6oRAC4uyJCsJl1X0WZpVSA
      2012-06-14
      IESLBzqUCLdSzSqm0eCSxQ
      4
      love the gyro plate. Rice is so good and I als...
      review
      0hT2KtfLiobPvh6cDC8JQg
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      3
      _1QQZuf4zZOyFCvXc0o6Vg
      2010-05-27
      G-WvGaISbqqaMHlNnByodA
      5
      Rosie, Dakota, and I LOVE Chaparral Dog Park!!...
      review
      uZetl9T0NcROGOyFfughhg
      {u'funny': 0, u'useful': 2, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      4
      6ozycU1RpktNG2-1BroVtw
      2012-01-05
      1uJFq2r5QfJG_6ExMRCaGw
      5
      General Manager Scott Petello is a good egg!!!...
      review
      vYmM4KTsC8ZfQBg-j5MWkw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      5
      -yxfBYGB6SEqszmxJxd97A
      2007-12-13
      m2CKSsepBCoRYWxiRUsxAg
      4
      Quiessence is, simply put, beautiful.  Full wi...
      review
      sqYN3lNgvPbPCTRsMFu27g
      {u'funny': 1, u'useful': 3, u'cool': 4}
      0.0
      0.0
      0.0
    
    
      6
      zp713qNhx8d9KCJJnrw1xA
      2010-02-12
      riFQ3vxNpP4rWLk_CSri2A
      5
      Drop what you're doing and drive here. After I...
      review
      wFweIWhv2fREZV_dYkz_1g
      {u'funny': 4, u'useful': 7, u'cool': 7}
      0.0
      0.0
      0.0
    
    
      7
      hW0Ne_HTHEAgGF1rAdmR-g
      2012-07-12
      JL7GXJ9u4YMx7Rzs05NfiQ
      4
      Luckily, I didn't have to travel far to make m...
      review
      1ieuYcKS7zeAv_U15AB13A
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      8
      wNUea3IXZWD63bbOQaOH-g
      2012-08-17
      XtnfnYmnJYi71yIuGsXIUA
      4
      Definitely come for Happy hour! Prices are ama...
      review
      Vh_DlizgGhSqQh4qfZ2h6A
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9
      nMHhuYan8e3cONo3PornJA
      2010-08-11
      jJAIXA46pU1swYyRCdfXtQ
      5
      Nobuo shows his unique talents with everything...
      review
      sUNkXg8-KFtCMQDV6zRzQg
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      10
      AsSCv0q_BWqIe3mX2JqsOQ
      2010-06-16
      E11jzpKz9Kw5K7fuARWfRw
      5
      The oldish man who owns the store is as sweet ...
      review
      -OMlS6yWkYjVldNhC31wYg
      {u'funny': 1, u'useful': 3, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      11
      e9nN4XxjdHj4qtKCOPq_vg
      2011-10-21
      3rPt0LxF7rgmEUrznoH22w
      5
      Wonderful Vietnamese sandwich shoppe. Their ba...
      review
      C1rHp3dmepNea7XiouwB6Q
      {u'funny': 0, u'useful': 1, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      12
      h53YuCiIDfEFSJCQpk8v1g
      2010-01-11
      cGnKNX3I9rthE0-TH24-qA
      5
      They have a limited time thing going on right ...
      review
      UPtysDF6cUDUxq2KY-6Dcg
      {u'funny': 0, u'useful': 2, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      13
      WGNIYMeXPyoWav1APUq7jA
      2011-12-23
      FvEEw1_OsrYdvwLV5Hrliw
      4
      Good tattoo shop. Clean space, multiple artist...
      review
      Xm8HXE1JHqscXe5BKf0GFQ
      {u'funny': 0, u'useful': 2, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      14
      yc5AH9H71xJidA_J2mChLA
      2010-05-20
      pfUwBKYYmUXeiwrhDluQcw
      4
      I'm 2 weeks new to Phoenix. I looked up Irish ...
      review
      JOG-4G4e8ae3lx_szHtR8g
      {u'funny': 0, u'useful': 1, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      15
      Vb9FPCEL6Ly24PNxLBaAFw
      2011-03-20
      HvqmdqWcerVWO3Gs6zbrOw
      2
      Was it worth the 21$ for a salad and small piz...
      review
      ylWOj2y7TV2e3yYeWhu2QA
      {u'funny': 0, u'useful': 2, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      16
      supigcPNO9IKo6olaTNV-g
      2008-10-12
      HXP_0Ul-FCmA4f-k9CqvaQ
      3
      We went here on a Saturday afternoon and this ...
      review
      SBbftLzfYYKItOMFwOTIJg
      {u'funny': 2, u'useful': 4, u'cool': 3}
      0.0
      0.0
      0.0
    
    
      17
      O510Re68mOy9dU490JTKCg
      2010-05-03
      j4SIzrIy0WrmW4yr4--Khg
      5
      okay this is the best place EVER! i grew up sh...
      review
      u1KWcbPMvXFEEYkZZ0Yktg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      18
      b5cEoKR8iQliq-yT2_O0LQ
      2009-03-06
      v0cTd3PNpYCkTyGKSpOfGA
      3
      I met a friend for lunch yesterday. \n\nLoved ...
      review
      UsULgP4bKA8RMzs8dQzcsA
      {u'funny': 4, u'useful': 6, u'cool': 5}
      0.0
      0.0
      0.0
    
    
      19
      4JzzbSbK9wmlOBJZWYfuCg
      2011-11-17
      a0lCu-j2Sk_kHQsZi_eNgw
      4
      They've gotten better and better for me in the...
      review
      nDBly08j5URmrHQ2JCbyiw
      {u'funny': 1, u'useful': 1, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      20
      8FNO4D3eozpIjj0k3q5Zbg
      2008-10-08
      MuqugTuR5DdIPcZ2IVP3aQ
      3
      DVAP....\n\nYou have to go at least once in yo...
      review
      C6IOtaaYdLIT5fWd7ZYIuA
      {u'funny': 1, u'useful': 4, u'cool': 2}
      0.0
      0.0
      0.0
    
    
      21
      tdcjXyFLMKAsvRhURNOkCg
      2011-06-28
      LmuKVFh03Uz318VKnUWrxA
      5
      This place shouldn't even be reviewed - becaus...
      review
      YN3ZLOdg8kpnfbVcIhuEZA
      {u'funny': 2, u'useful': 1, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      22
      eFA9dqXT5EA_TrMgbo03QQ
      2011-07-13
      CQYc8hgKxV4enApDkx0IhA
      5
      first time my friend and I went there... it wa...
      review
      6lg55RIP23VhjYEBXJ8Njw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      23
      IJ0o6b8bJFAbG6MjGfBebQ
      2010-09-05
      Dx9sfFU6Zn0GYOckijom-g
      1
      U can go there n check the car out. If u wanna...
      review
      zRlQEDYd_HKp0VS3hnAffA
      {u'funny': 1, u'useful': 1, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      24
      JhupPnWfNlMJivnWB5druA
      2011-05-22
      cFtQnKzn2VDpBedy_TxlvA
      5
      I love this place! I have been coming here for...
      review
      13xj6FSvYO0rZVRv5XZp4w
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      25
      wzP2yNpV5p04nh0injjymA
      2010-05-26
      ChBeixVZerfFkeO0McdlbA
      4
      This place is great.  A nice little ole' fashi...
      review
      rLtl8ZkDX5vH5nAx9C3q5Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      26
      qjmCVYkwP-HDa35jwYucbQ
      2013-01-03
      kZ4TzrVX6qeF0OvrVTGVEw
      5
      I love love LOVE this place. My boss (who is i...
      review
      fpItLlgimq0nRltWOkuJJw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      27
      wct7rZKyZqZftzmAU-vhWQ
      2008-03-21
      B5h25WK28rJjx4KHm4gr7g
      4
      Not that my review will mean much given the mo...
      review
      RRTraCQw77EU4yZh0BBTag
      {u'funny': 1, u'useful': 4, u'cool': 2}
      0.0
      0.0
      0.0
    
    
      28
      vz2zQQSjy-NnnKLZzjjoxA
      2011-03-30
      Y_ERKao0J5WsRiCtlKSNSA
      4
      Came here for breakfast yesterday, it had been...
      review
      EP3cGJvYiuOwumerwADplg
      {u'funny': 1, u'useful': 1, u'cool': 1}
      0.0
      0.0
      0.0
    
    
      29
      i213sY5rhkfCO8cD-FPr1A
      2012-07-12
      hre97jjSwon4bn1muHKOJg
      4
      Always reliably good.  Great beer selection as...
      review
      kpbhy1zPewGDmdNfNqQp-g
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    
    
      9970
      R6aazv8FB-6BeanY3ag8kw
      2009-09-26
      gP17ykqduf3AlewSaRb61w
      5
      This place is super cute lunch joint.  I had t...
      review
      mtoKqaQjGPWEc5YZbrYV9w
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9971
      JOZqBKIOB8WEBAWm7v1JFA
      2008-07-22
      QI9rfeWrZnvK5ojz8cEoRg
      5
      The staff is great, the food is great, even th...
      review
      uBAMd01ZtGXaHrRD6THNzg
      {u'funny': 1, u'useful': 2, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9972
      OllL0G9Kh_k1lx-2vrFDXQ
      2012-10-23
      U23UfuxN9DpAU0Dslc5KjQ
      4
      Yay, even though I miss living in Coronado I a...
      review
      Gh1EXuS42DY3rV_MzFpJpg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9973
      XHr5mXFgobOHoxbPJxmYdg
      2009-09-28
      udMiWjeG0OGcb4nNddDkBg
      5
      Wow!  Went on a Sunday around 11am - busy but ...
      review
      yRYNx24kUDRRBfJu1Rcojg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9974
      cdacUBBL2tDbDnB1EfhpQw
      2009-12-16
      bVU-_x9ijxjEImNluy84OA
      2
      If Cowboy Ciao is the best restaurant in Scott...
      review
      V9Uqt00HXwXT6mzsVCjMAw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9975
      EWMwV5V9BxNs_U6nNVMeqw
      2007-10-20
      g4LsVAoafmUDHiS-_yN4tA
      5
      When I lived in Phoenix, I was a regular at Fe...
      review
      TLj3XaclA7V4ldJ5yNP-9Q
      {u'funny': 0, u'useful': 1, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9976
      iDYzGVIF1TDWdjHNgNjCVw
      2009-09-11
      bKjMcpNj0xSu2UI2EFQn1g
      3
      I was looking for chile rellenos and this plac...
      review
      2tUCLMHQKz4kA1VlRB_w0Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9977
      iDYzGVIF1TDWdjHNgNjCVw
      2012-10-30
      qaNZyCUJA6Yp0mvPBCknPQ
      5
      Why did I wait so long to try this neighborhoo...
      review
      Id-8-NMEKxeXBR44eUdDeA
      {u'funny': 3, u'useful': 6, u'cool': 3}
      NaN
      NaN
      NaN
    
    
      9978
      9Y3aQAVITkEJYe5vLZr13w
      2010-04-01
      ZoTUU6EJ1OBNr7mhqxHBLw
      5
      This is the place for a fabulos breakfast!! I ...
      review
      vasHsAZEgLZGJDTlIweUYQ
      {u'funny': 0, u'useful': 1, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9979
      GV1P1x9eRb4iZHCxj5_IjA
      2012-12-07
      eVUs1C4yaVJNrc7SGTAheg
      5
      Highly recommend. This is my second time here ...
      review
      bJFdmJJxfXgCYA5DMmyeqQ
      {u'funny': 1, u'useful': 2, u'cool': 2}
      NaN
      NaN
      NaN
    
    
      9980
      GHYOl_cnERMOhkCK_mGAlA
      2011-07-03
      Q-y3jSqccdytKxAyo1J0Xg
      5
      5 stars for the great $5 happy hour specials. ...
      review
      xZvRLPJ1ixhFVomkXSfXAw
      {u'funny': 4, u'useful': 6, u'cool': 6}
      NaN
      NaN
      NaN
    
    
      9981
      AX8lx9wHNYT45lyd7pxaYw
      2008-11-27
      IyunTh7jnG7v3EYwfF3hPw
      5
      We brought the entire family to Giuseppe's las...
      review
      fczQCSmaWF78toLEmb0Zsw
      {u'funny': 5, u'useful': 9, u'cool': 10}
      NaN
      NaN
      NaN
    
    
      9982
      KV-yJLmlODfUG1Mkds6kYw
      2012-02-25
      rIgZgxJPWTacq3mV6DfWfg
      4
      Best corned beef sandwich I've had anywhere at...
      review
      J-oVr0th2Y7ltPPOwy0Z8Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9983
      24V8QQWO6VaVggHdxjQQ_A
      2010-06-06
      PqiIeFOiVr-tj_FtHGAH2g
      3
      3.5 stars. \n\nWe decided to check this place ...
      review
      LaEj3VpQh7bgpAZLzSRRrw
      {u'funny': 1, u'useful': 4, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9984
      wepFVY82q_tuDzG6lQjHWw
      2012-02-12
      spusZYROtBKw_5tv3gYm4Q
      1
      Went last night to Whore Foods to get basics t...
      review
      W7zmm1uzlyUkEqpSG7PlBw
      {u'funny': 2, u'useful': 1, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9985
      EMGkbiCMfMTflQux-_JY7Q
      2012-10-17
      wB-f0xfx7WIyrOsRJMkDOg
      4
      Awesome food! Little pricey but delicious. Lov...
      review
      9MJAacmjxtctbI3xncsK5Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9986
      oCA2OZcd_Jo_ggVmUx3WVw
      2012-03-31
      ijPZPKKWDqdWOIqYkUsJJw
      4
      I came here in December and look forward to my...
      review
      yzwPJdn6yd2ccZqfy4LhUA
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9987
      r-a-Cn9hxdEnYTtVTB5bMQ
      2012-04-07
      j9HwZZoBBmJgOlqDSuJcxg
      1
      The food is delicious.  The service:  discrimi...
      review
      toPtsUtYoRB-5-ThrOy2Fg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9988
      xY1sPHTA2RGVFlh5tZhs9g
      2012-06-02
      TM8hdYqs5Zi1jO5Yrq6E0g
      4
      For our first time we had a great time! Our se...
      review
      GvaNZY4poCcd3H4WxHjrLQ
      {u'funny': 0, u'useful': 2, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9989
      mQUC-ATrFuMQSaDQb93Pug
      2011-10-01
      ta2P9joJqeFB8BzFp-AzjA
      5
      Great food and service! Country food at its best!
      review
      fKaO8fR1IAcfvZb6cBrs2w
      {u'funny': 0, u'useful': 1, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9990
      R8VwdLyvsp9iybNqRvm94g
      2011-10-03
      pcEeHdAJPoFNF23es0kKWg
      5
      Yes I do rock the hipster joints.  I dig this ...
      review
      b92Y3tyWTQQZ5FLifex62Q
      {u'funny': 1, u'useful': 1, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9991
      WJ5mq4EiWYAA4Vif0xDfdg
      2011-12-05
      EuHX-39FR7tyyG1ElvN1Jw
      5
      Only 4 stars? \n\n(A few notes: The folks that...
      review
      hTau-iNZFwoNsPCaiIUTEA
      {u'funny': 0, u'useful': 1, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9992
      f96lWMIAUhYIYy9gOktivQ
      2009-03-10
      YF17z7HWlMj6aezZc-pVEw
      5
      I'm not normally one to jump at reviewing a ch...
      review
      W_QXYA7A0IhMrvbckz7eVg
      {u'funny': 2, u'useful': 3, u'cool': 2}
      NaN
      NaN
      NaN
    
    
      9993
      maB4VHseFUY2TmPtAQnB9Q
      2011-06-27
      SNnyYHI9rw9TTltVX3TF-A
      4
      Judging by some of the reviews, maybe I went o...
      review
      T46gxPbJMWmlLyr7GxQLyQ
      {u'funny': 0, u'useful': 1, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9994
      L3BSpFvxcNf3T_teitgt6A
      2012-03-19
      0nxb1gIGFgk3WbC5zwhKZg
      5
      Let's see...what is there NOT to like about Su...
      review
      OzOZv-Knlw3oz9K5Kh5S6A
      {u'funny': 1, u'useful': 2, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9995
      VY_tvNUCCXGXQeSvJl757Q
      2012-07-28
      Ubyfp2RSDYW0g7Mbr8N3iA
      3
      First visit...Had lunch here today - used my G...
      review
      _eqQoPtQ3e3UxLE4faT6ow
      {u'funny': 0, u'useful': 2, u'cool': 1}
      NaN
      NaN
      NaN
    
    
      9996
      EKzMHI1tip8rC1-ZAy64yg
      2012-01-18
      2XyIOQKbVFb6uXQdJ0RzlQ
      4
      Should be called house of deliciousness!\n\nI ...
      review
      ROru4uk5SaYc3rg8IU7SQw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9997
      53YGfwmbW73JhFiemNeyzQ
      2010-11-16
      jyznYkIbpqVmlsZxSDSypA
      4
      I recently visited Olive and Ivy for business ...
      review
      gGbN1aKQHMgfQZkqlsuwzg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9998
      9SKdOoDHcFoxK5ZtsgHJoA
      2012-12-02
      5UKq9WQE1qQbJ0DJbc-B6Q
      2
      My nephew just moved to Scottsdale recently so...
      review
      0lyVoNazXa20WzUyZPLaQQ
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
    
      9999
      pF7uRzygyZsltbmVpjIyvw
      2010-10-16
      vWSmOhg2ID1MNZHaWapGbA
      5
      4-5 locations.. all 4.5 star average.. I think...
      review
      KSBFytcdjPKZgXKQnYQdkA
      {u'funny': 0, u'useful': 0, u'cool': 0}
      NaN
      NaN
      NaN
    
  

10000 rows × 11 columns



In [59]:

    
import numpy as np
from itertools import chain
from numpy import ndenumerate 
import ast

#result5 = result.head(5)

line=dict()
tup=()
for index, row in result.iterrows():
    #line = np.array(row.countspw)
    line = row.votes
#    print line
#    print type(line)

    for key, value in line.iteritems():
#        print(key)
#        print value
        if key in result.columns:
            result.loc[index,key] = value
            
result









    Out[59]:






  
    
      
      business_id
      date
      review_id
      stars
      text
      type
      user_id
      votes
      cool
      funny
      useful
    
  
  
    
      0
      9yKzy9PApeiPPOUJEtnvkg
      2011-01-26
      fWKvX83p0-ka4JS3dc6E5A
      5
      My wife took me here on my birthday for breakf...
      review
      rLtl8ZkDX5vH5nAx9C3q5Q
      {u'funny': 0, u'useful': 5, u'cool': 2}
      2.0
      0.0
      5.0
    
    
      1
      ZRJwVLyzEJq1VAihDhYiow
      2011-07-27
      IjZ33sJrzXqU-0X6U8NwyA
      5
      I have no idea why some people give bad review...
      review
      0a2KyEL0d3Yb1V6aivbIuQ
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      2
      6oRAC4uyJCsJl1X0WZpVSA
      2012-06-14
      IESLBzqUCLdSzSqm0eCSxQ
      4
      love the gyro plate. Rice is so good and I als...
      review
      0hT2KtfLiobPvh6cDC8JQg
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      1.0
    
    
      3
      _1QQZuf4zZOyFCvXc0o6Vg
      2010-05-27
      G-WvGaISbqqaMHlNnByodA
      5
      Rosie, Dakota, and I LOVE Chaparral Dog Park!!...
      review
      uZetl9T0NcROGOyFfughhg
      {u'funny': 0, u'useful': 2, u'cool': 1}
      1.0
      0.0
      2.0
    
    
      4
      6ozycU1RpktNG2-1BroVtw
      2012-01-05
      1uJFq2r5QfJG_6ExMRCaGw
      5
      General Manager Scott Petello is a good egg!!!...
      review
      vYmM4KTsC8ZfQBg-j5MWkw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      5
      -yxfBYGB6SEqszmxJxd97A
      2007-12-13
      m2CKSsepBCoRYWxiRUsxAg
      4
      Quiessence is, simply put, beautiful.  Full wi...
      review
      sqYN3lNgvPbPCTRsMFu27g
      {u'funny': 1, u'useful': 3, u'cool': 4}
      4.0
      1.0
      3.0
    
    
      6
      zp713qNhx8d9KCJJnrw1xA
      2010-02-12
      riFQ3vxNpP4rWLk_CSri2A
      5
      Drop what you're doing and drive here. After I...
      review
      wFweIWhv2fREZV_dYkz_1g
      {u'funny': 4, u'useful': 7, u'cool': 7}
      7.0
      4.0
      7.0
    
    
      7
      hW0Ne_HTHEAgGF1rAdmR-g
      2012-07-12
      JL7GXJ9u4YMx7Rzs05NfiQ
      4
      Luckily, I didn't have to travel far to make m...
      review
      1ieuYcKS7zeAv_U15AB13A
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      1.0
    
    
      8
      wNUea3IXZWD63bbOQaOH-g
      2012-08-17
      XtnfnYmnJYi71yIuGsXIUA
      4
      Definitely come for Happy hour! Prices are ama...
      review
      Vh_DlizgGhSqQh4qfZ2h6A
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9
      nMHhuYan8e3cONo3PornJA
      2010-08-11
      jJAIXA46pU1swYyRCdfXtQ
      5
      Nobuo shows his unique talents with everything...
      review
      sUNkXg8-KFtCMQDV6zRzQg
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      1.0
    
    
      10
      AsSCv0q_BWqIe3mX2JqsOQ
      2010-06-16
      E11jzpKz9Kw5K7fuARWfRw
      5
      The oldish man who owns the store is as sweet ...
      review
      -OMlS6yWkYjVldNhC31wYg
      {u'funny': 1, u'useful': 3, u'cool': 1}
      1.0
      1.0
      3.0
    
    
      11
      e9nN4XxjdHj4qtKCOPq_vg
      2011-10-21
      3rPt0LxF7rgmEUrznoH22w
      5
      Wonderful Vietnamese sandwich shoppe. Their ba...
      review
      C1rHp3dmepNea7XiouwB6Q
      {u'funny': 0, u'useful': 1, u'cool': 1}
      1.0
      0.0
      1.0
    
    
      12
      h53YuCiIDfEFSJCQpk8v1g
      2010-01-11
      cGnKNX3I9rthE0-TH24-qA
      5
      They have a limited time thing going on right ...
      review
      UPtysDF6cUDUxq2KY-6Dcg
      {u'funny': 0, u'useful': 2, u'cool': 1}
      1.0
      0.0
      2.0
    
    
      13
      WGNIYMeXPyoWav1APUq7jA
      2011-12-23
      FvEEw1_OsrYdvwLV5Hrliw
      4
      Good tattoo shop. Clean space, multiple artist...
      review
      Xm8HXE1JHqscXe5BKf0GFQ
      {u'funny': 0, u'useful': 2, u'cool': 1}
      1.0
      0.0
      2.0
    
    
      14
      yc5AH9H71xJidA_J2mChLA
      2010-05-20
      pfUwBKYYmUXeiwrhDluQcw
      4
      I'm 2 weeks new to Phoenix. I looked up Irish ...
      review
      JOG-4G4e8ae3lx_szHtR8g
      {u'funny': 0, u'useful': 1, u'cool': 1}
      1.0
      0.0
      1.0
    
    
      15
      Vb9FPCEL6Ly24PNxLBaAFw
      2011-03-20
      HvqmdqWcerVWO3Gs6zbrOw
      2
      Was it worth the 21$ for a salad and small piz...
      review
      ylWOj2y7TV2e3yYeWhu2QA
      {u'funny': 0, u'useful': 2, u'cool': 0}
      0.0
      0.0
      2.0
    
    
      16
      supigcPNO9IKo6olaTNV-g
      2008-10-12
      HXP_0Ul-FCmA4f-k9CqvaQ
      3
      We went here on a Saturday afternoon and this ...
      review
      SBbftLzfYYKItOMFwOTIJg
      {u'funny': 2, u'useful': 4, u'cool': 3}
      3.0
      2.0
      4.0
    
    
      17
      O510Re68mOy9dU490JTKCg
      2010-05-03
      j4SIzrIy0WrmW4yr4--Khg
      5
      okay this is the best place EVER! i grew up sh...
      review
      u1KWcbPMvXFEEYkZZ0Yktg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      18
      b5cEoKR8iQliq-yT2_O0LQ
      2009-03-06
      v0cTd3PNpYCkTyGKSpOfGA
      3
      I met a friend for lunch yesterday. \n\nLoved ...
      review
      UsULgP4bKA8RMzs8dQzcsA
      {u'funny': 4, u'useful': 6, u'cool': 5}
      5.0
      4.0
      6.0
    
    
      19
      4JzzbSbK9wmlOBJZWYfuCg
      2011-11-17
      a0lCu-j2Sk_kHQsZi_eNgw
      4
      They've gotten better and better for me in the...
      review
      nDBly08j5URmrHQ2JCbyiw
      {u'funny': 1, u'useful': 1, u'cool': 1}
      1.0
      1.0
      1.0
    
    
      20
      8FNO4D3eozpIjj0k3q5Zbg
      2008-10-08
      MuqugTuR5DdIPcZ2IVP3aQ
      3
      DVAP....\n\nYou have to go at least once in yo...
      review
      C6IOtaaYdLIT5fWd7ZYIuA
      {u'funny': 1, u'useful': 4, u'cool': 2}
      2.0
      1.0
      4.0
    
    
      21
      tdcjXyFLMKAsvRhURNOkCg
      2011-06-28
      LmuKVFh03Uz318VKnUWrxA
      5
      This place shouldn't even be reviewed - becaus...
      review
      YN3ZLOdg8kpnfbVcIhuEZA
      {u'funny': 2, u'useful': 1, u'cool': 1}
      1.0
      2.0
      1.0
    
    
      22
      eFA9dqXT5EA_TrMgbo03QQ
      2011-07-13
      CQYc8hgKxV4enApDkx0IhA
      5
      first time my friend and I went there... it wa...
      review
      6lg55RIP23VhjYEBXJ8Njw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      23
      IJ0o6b8bJFAbG6MjGfBebQ
      2010-09-05
      Dx9sfFU6Zn0GYOckijom-g
      1
      U can go there n check the car out. If u wanna...
      review
      zRlQEDYd_HKp0VS3hnAffA
      {u'funny': 1, u'useful': 1, u'cool': 0}
      0.0
      1.0
      1.0
    
    
      24
      JhupPnWfNlMJivnWB5druA
      2011-05-22
      cFtQnKzn2VDpBedy_TxlvA
      5
      I love this place! I have been coming here for...
      review
      13xj6FSvYO0rZVRv5XZp4w
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      1.0
    
    
      25
      wzP2yNpV5p04nh0injjymA
      2010-05-26
      ChBeixVZerfFkeO0McdlbA
      4
      This place is great.  A nice little ole' fashi...
      review
      rLtl8ZkDX5vH5nAx9C3q5Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      26
      qjmCVYkwP-HDa35jwYucbQ
      2013-01-03
      kZ4TzrVX6qeF0OvrVTGVEw
      5
      I love love LOVE this place. My boss (who is i...
      review
      fpItLlgimq0nRltWOkuJJw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      27
      wct7rZKyZqZftzmAU-vhWQ
      2008-03-21
      B5h25WK28rJjx4KHm4gr7g
      4
      Not that my review will mean much given the mo...
      review
      RRTraCQw77EU4yZh0BBTag
      {u'funny': 1, u'useful': 4, u'cool': 2}
      2.0
      1.0
      4.0
    
    
      28
      vz2zQQSjy-NnnKLZzjjoxA
      2011-03-30
      Y_ERKao0J5WsRiCtlKSNSA
      4
      Came here for breakfast yesterday, it had been...
      review
      EP3cGJvYiuOwumerwADplg
      {u'funny': 1, u'useful': 1, u'cool': 1}
      1.0
      1.0
      1.0
    
    
      29
      i213sY5rhkfCO8cD-FPr1A
      2012-07-12
      hre97jjSwon4bn1muHKOJg
      4
      Always reliably good.  Great beer selection as...
      review
      kpbhy1zPewGDmdNfNqQp-g
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      1.0
    
    
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
      ...
    
    
      9970
      R6aazv8FB-6BeanY3ag8kw
      2009-09-26
      gP17ykqduf3AlewSaRb61w
      5
      This place is super cute lunch joint.  I had t...
      review
      mtoKqaQjGPWEc5YZbrYV9w
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9971
      JOZqBKIOB8WEBAWm7v1JFA
      2008-07-22
      QI9rfeWrZnvK5ojz8cEoRg
      5
      The staff is great, the food is great, even th...
      review
      uBAMd01ZtGXaHrRD6THNzg
      {u'funny': 1, u'useful': 2, u'cool': 1}
      1.0
      1.0
      2.0
    
    
      9972
      OllL0G9Kh_k1lx-2vrFDXQ
      2012-10-23
      U23UfuxN9DpAU0Dslc5KjQ
      4
      Yay, even though I miss living in Coronado I a...
      review
      Gh1EXuS42DY3rV_MzFpJpg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9973
      XHr5mXFgobOHoxbPJxmYdg
      2009-09-28
      udMiWjeG0OGcb4nNddDkBg
      5
      Wow!  Went on a Sunday around 11am - busy but ...
      review
      yRYNx24kUDRRBfJu1Rcojg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9974
      cdacUBBL2tDbDnB1EfhpQw
      2009-12-16
      bVU-_x9ijxjEImNluy84OA
      2
      If Cowboy Ciao is the best restaurant in Scott...
      review
      V9Uqt00HXwXT6mzsVCjMAw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9975
      EWMwV5V9BxNs_U6nNVMeqw
      2007-10-20
      g4LsVAoafmUDHiS-_yN4tA
      5
      When I lived in Phoenix, I was a regular at Fe...
      review
      TLj3XaclA7V4ldJ5yNP-9Q
      {u'funny': 0, u'useful': 1, u'cool': 1}
      1.0
      0.0
      1.0
    
    
      9976
      iDYzGVIF1TDWdjHNgNjCVw
      2009-09-11
      bKjMcpNj0xSu2UI2EFQn1g
      3
      I was looking for chile rellenos and this plac...
      review
      2tUCLMHQKz4kA1VlRB_w0Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9977
      iDYzGVIF1TDWdjHNgNjCVw
      2012-10-30
      qaNZyCUJA6Yp0mvPBCknPQ
      5
      Why did I wait so long to try this neighborhoo...
      review
      Id-8-NMEKxeXBR44eUdDeA
      {u'funny': 3, u'useful': 6, u'cool': 3}
      3.0
      3.0
      6.0
    
    
      9978
      9Y3aQAVITkEJYe5vLZr13w
      2010-04-01
      ZoTUU6EJ1OBNr7mhqxHBLw
      5
      This is the place for a fabulos breakfast!! I ...
      review
      vasHsAZEgLZGJDTlIweUYQ
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      1.0
    
    
      9979
      GV1P1x9eRb4iZHCxj5_IjA
      2012-12-07
      eVUs1C4yaVJNrc7SGTAheg
      5
      Highly recommend. This is my second time here ...
      review
      bJFdmJJxfXgCYA5DMmyeqQ
      {u'funny': 1, u'useful': 2, u'cool': 2}
      2.0
      1.0
      2.0
    
    
      9980
      GHYOl_cnERMOhkCK_mGAlA
      2011-07-03
      Q-y3jSqccdytKxAyo1J0Xg
      5
      5 stars for the great $5 happy hour specials. ...
      review
      xZvRLPJ1ixhFVomkXSfXAw
      {u'funny': 4, u'useful': 6, u'cool': 6}
      6.0
      4.0
      6.0
    
    
      9981
      AX8lx9wHNYT45lyd7pxaYw
      2008-11-27
      IyunTh7jnG7v3EYwfF3hPw
      5
      We brought the entire family to Giuseppe's las...
      review
      fczQCSmaWF78toLEmb0Zsw
      {u'funny': 5, u'useful': 9, u'cool': 10}
      10.0
      5.0
      9.0
    
    
      9982
      KV-yJLmlODfUG1Mkds6kYw
      2012-02-25
      rIgZgxJPWTacq3mV6DfWfg
      4
      Best corned beef sandwich I've had anywhere at...
      review
      J-oVr0th2Y7ltPPOwy0Z8Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9983
      24V8QQWO6VaVggHdxjQQ_A
      2010-06-06
      PqiIeFOiVr-tj_FtHGAH2g
      3
      3.5 stars. \n\nWe decided to check this place ...
      review
      LaEj3VpQh7bgpAZLzSRRrw
      {u'funny': 1, u'useful': 4, u'cool': 1}
      1.0
      1.0
      4.0
    
    
      9984
      wepFVY82q_tuDzG6lQjHWw
      2012-02-12
      spusZYROtBKw_5tv3gYm4Q
      1
      Went last night to Whore Foods to get basics t...
      review
      W7zmm1uzlyUkEqpSG7PlBw
      {u'funny': 2, u'useful': 1, u'cool': 0}
      0.0
      2.0
      1.0
    
    
      9985
      EMGkbiCMfMTflQux-_JY7Q
      2012-10-17
      wB-f0xfx7WIyrOsRJMkDOg
      4
      Awesome food! Little pricey but delicious. Lov...
      review
      9MJAacmjxtctbI3xncsK5Q
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9986
      oCA2OZcd_Jo_ggVmUx3WVw
      2012-03-31
      ijPZPKKWDqdWOIqYkUsJJw
      4
      I came here in December and look forward to my...
      review
      yzwPJdn6yd2ccZqfy4LhUA
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9987
      r-a-Cn9hxdEnYTtVTB5bMQ
      2012-04-07
      j9HwZZoBBmJgOlqDSuJcxg
      1
      The food is delicious.  The service:  discrimi...
      review
      toPtsUtYoRB-5-ThrOy2Fg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9988
      xY1sPHTA2RGVFlh5tZhs9g
      2012-06-02
      TM8hdYqs5Zi1jO5Yrq6E0g
      4
      For our first time we had a great time! Our se...
      review
      GvaNZY4poCcd3H4WxHjrLQ
      {u'funny': 0, u'useful': 2, u'cool': 0}
      0.0
      0.0
      2.0
    
    
      9989
      mQUC-ATrFuMQSaDQb93Pug
      2011-10-01
      ta2P9joJqeFB8BzFp-AzjA
      5
      Great food and service! Country food at its best!
      review
      fKaO8fR1IAcfvZb6cBrs2w
      {u'funny': 0, u'useful': 1, u'cool': 0}
      0.0
      0.0
      1.0
    
    
      9990
      R8VwdLyvsp9iybNqRvm94g
      2011-10-03
      pcEeHdAJPoFNF23es0kKWg
      5
      Yes I do rock the hipster joints.  I dig this ...
      review
      b92Y3tyWTQQZ5FLifex62Q
      {u'funny': 1, u'useful': 1, u'cool': 1}
      1.0
      1.0
      1.0
    
    
      9991
      WJ5mq4EiWYAA4Vif0xDfdg
      2011-12-05
      EuHX-39FR7tyyG1ElvN1Jw
      5
      Only 4 stars? \n\n(A few notes: The folks that...
      review
      hTau-iNZFwoNsPCaiIUTEA
      {u'funny': 0, u'useful': 1, u'cool': 1}
      1.0
      0.0
      1.0
    
    
      9992
      f96lWMIAUhYIYy9gOktivQ
      2009-03-10
      YF17z7HWlMj6aezZc-pVEw
      5
      I'm not normally one to jump at reviewing a ch...
      review
      W_QXYA7A0IhMrvbckz7eVg
      {u'funny': 2, u'useful': 3, u'cool': 2}
      2.0
      2.0
      3.0
    
    
      9993
      maB4VHseFUY2TmPtAQnB9Q
      2011-06-27
      SNnyYHI9rw9TTltVX3TF-A
      4
      Judging by some of the reviews, maybe I went o...
      review
      T46gxPbJMWmlLyr7GxQLyQ
      {u'funny': 0, u'useful': 1, u'cool': 1}
      1.0
      0.0
      1.0
    
    
      9994
      L3BSpFvxcNf3T_teitgt6A
      2012-03-19
      0nxb1gIGFgk3WbC5zwhKZg
      5
      Let's see...what is there NOT to like about Su...
      review
      OzOZv-Knlw3oz9K5Kh5S6A
      {u'funny': 1, u'useful': 2, u'cool': 1}
      1.0
      1.0
      2.0
    
    
      9995
      VY_tvNUCCXGXQeSvJl757Q
      2012-07-28
      Ubyfp2RSDYW0g7Mbr8N3iA
      3
      First visit...Had lunch here today - used my G...
      review
      _eqQoPtQ3e3UxLE4faT6ow
      {u'funny': 0, u'useful': 2, u'cool': 1}
      1.0
      0.0
      2.0
    
    
      9996
      EKzMHI1tip8rC1-ZAy64yg
      2012-01-18
      2XyIOQKbVFb6uXQdJ0RzlQ
      4
      Should be called house of deliciousness!\n\nI ...
      review
      ROru4uk5SaYc3rg8IU7SQw
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9997
      53YGfwmbW73JhFiemNeyzQ
      2010-11-16
      jyznYkIbpqVmlsZxSDSypA
      4
      I recently visited Olive and Ivy for business ...
      review
      gGbN1aKQHMgfQZkqlsuwzg
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9998
      9SKdOoDHcFoxK5ZtsgHJoA
      2012-12-02
      5UKq9WQE1qQbJ0DJbc-B6Q
      2
      My nephew just moved to Scottsdale recently so...
      review
      0lyVoNazXa20WzUyZPLaQQ
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
    
      9999
      pF7uRzygyZsltbmVpjIyvw
      2010-10-16
      vWSmOhg2ID1MNZHaWapGbA
      5
      4-5 locations.. all 4.5 star average.. I think...
      review
      KSBFytcdjPKZgXKQnYQdkA
      {u'funny': 0, u'useful': 0, u'cool': 0}
      0.0
      0.0
      0.0
    
  

10000 rows × 11 columns



In [60]:

    
# drop the votes column and then display the head
result.drop('votes', axis=1, inplace=True)
result.head()









    Out[60]:






  
    
      
      business_id
      date
      review_id
      stars
      text
      type
      user_id
      cool
      funny
      useful
    
  
  
    
      0
      9yKzy9PApeiPPOUJEtnvkg
      2011-01-26
      fWKvX83p0-ka4JS3dc6E5A
      5
      My wife took me here on my birthday for breakf...
      review
      rLtl8ZkDX5vH5nAx9C3q5Q
      2.0
      0.0
      5.0
    
    
      1
      ZRJwVLyzEJq1VAihDhYiow
      2011-07-27
      IjZ33sJrzXqU-0X6U8NwyA
      5
      I have no idea why some people give bad review...
      review
      0a2KyEL0d3Yb1V6aivbIuQ
      0.0
      0.0
      0.0
    
    
      2
      6oRAC4uyJCsJl1X0WZpVSA
      2012-06-14
      IESLBzqUCLdSzSqm0eCSxQ
      4
      love the gyro plate. Rice is so good and I als...
      review
      0hT2KtfLiobPvh6cDC8JQg
      0.0
      0.0
      1.0
    
    
      3
      _1QQZuf4zZOyFCvXc0o6Vg
      2010-05-27
      G-WvGaISbqqaMHlNnByodA
      5
      Rosie, Dakota, and I LOVE Chaparral Dog Park!!...
      review
      uZetl9T0NcROGOyFfughhg
      1.0
      0.0
      2.0
    
    
      4
      6ozycU1RpktNG2-1BroVtw
      2012-01-05
      1uJFq2r5QfJG_6ExMRCaGw
      5
      General Manager Scott Petello is a good egg!!!...
      review
      vYmM4KTsC8ZfQBg-j5MWkw
      0.0
      0.0
      0.0



In [ ]:

Task 2

Explore the relationship between each of the vote types (cool/useful/funny) and the number of stars.



In [61]:

    
# treat stars as a categorical variable and look for differences between groups by comparing the means of the groups
#columns=['stars','cool','funny','useful']
result.groupby(['stars']).mean()



In [63]:

    
# display a correlation matrix of the vote types (cool/useful/funny) and stars
%matplotlib inline
import seaborn as sns
sns.heatmap(yelp.corr())









    Out[63]:





<matplotlib.axes._subplots.AxesSubplot at 0xef24278>



In [66]:

    
# display multiple scatter plots (cool, useful, funny) with linear regression line
pd.scatter_matrix(result[['cool', 'useful', 'funny']], figsize=(10, 8))









    Out[66]:





array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000000000F3E2EF0>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x0000000012596C50>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x0000000012618CF8>],
       [<matplotlib.axes._subplots.AxesSubplot object at 0x0000000012722048>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x0000000012797D68>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x0000000012874748>],
       [<matplotlib.axes._subplots.AxesSubplot object at 0x00000000129CD320>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x0000000012AC7C88>,
        <matplotlib.axes._subplots.AxesSubplot object at 0x0000000012BCCBE0>]], dtype=object)

Task 3

Define cool/useful/funny as the feature matrix X, and stars as the response vector y.



In [69]:

    
X = result.loc[:,'cool':'useful']
print (X)
y=result.stars
print y
y.shape









    



      cool  funny  useful
0      2.0    0.0     5.0
1      0.0    0.0     0.0
2      0.0    0.0     1.0
3      1.0    0.0     2.0
4      0.0    0.0     0.0
5      4.0    1.0     3.0
6      7.0    4.0     7.0
7      0.0    0.0     1.0
8      0.0    0.0     0.0
9      0.0    0.0     1.0
10     1.0    1.0     3.0
11     1.0    0.0     1.0
12     1.0    0.0     2.0
13     1.0    0.0     2.0
14     1.0    0.0     1.0
15     0.0    0.0     2.0
16     3.0    2.0     4.0
17     0.0    0.0     0.0
18     5.0    4.0     6.0
19     1.0    1.0     1.0
20     2.0    1.0     4.0
21     1.0    2.0     1.0
22     0.0    0.0     0.0
23     0.0    1.0     1.0
24     0.0    0.0     1.0
25     0.0    0.0     0.0
26     0.0    0.0     0.0
27     2.0    1.0     4.0
28     1.0    1.0     1.0
29     0.0    0.0     1.0
...    ...    ...     ...
9970   0.0    0.0     0.0
9971   1.0    1.0     2.0
9972   0.0    0.0     0.0
9973   0.0    0.0     0.0
9974   0.0    0.0     0.0
9975   1.0    0.0     1.0
9976   0.0    0.0     0.0
9977   3.0    3.0     6.0
9978   0.0    0.0     1.0
9979   2.0    1.0     2.0
9980   6.0    4.0     6.0
9981  10.0    5.0     9.0
9982   0.0    0.0     0.0
9983   1.0    1.0     4.0
9984   0.0    2.0     1.0
9985   0.0    0.0     0.0
9986   0.0    0.0     0.0
9987   0.0    0.0     0.0
9988   0.0    0.0     2.0
9989   0.0    0.0     1.0
9990   1.0    1.0     1.0
9991   1.0    0.0     1.0
9992   2.0    2.0     3.0
9993   1.0    0.0     1.0
9994   1.0    1.0     2.0
9995   1.0    0.0     2.0
9996   0.0    0.0     0.0
9997   0.0    0.0     0.0
9998   0.0    0.0     0.0
9999   0.0    0.0     0.0

[10000 rows x 3 columns]
0       5
1       5
2       4
3       5
4       5
5       4
6       5
7       4
8       4
9       5
10      5
11      5
12      5
13      4
14      4
15      2
16      3
17      5
18      3
19      4
20      3
21      5
22      5
23      1
24      5
25      4
26      5
27      4
28      4
29      4
       ..
9970    5
9971    5
9972    4
9973    5
9974    2
9975    5
9976    3
9977    5
9978    5
9979    5
9980    5
9981    5
9982    4
9983    3
9984    1
9985    4
9986    4
9987    1
9988    4
9989    5
9990    5
9991    5
9992    5
9993    4
9994    5
9995    3
9996    4
9997    4
9998    2
9999    5
Name: stars, dtype: int64






    Out[69]:





(10000L,)

Task 4

Fit a linear regression model and interpret the coefficients. Do the coefficients make intuitive sense to you? Explore the Yelp website to see if you detect similar trends.



In [70]:

    
from sklearn.linear_model import LinearRegression

Task 5

Evaluate the model by splitting it into training and testing sets and computing the RMSE. Does the RMSE make intuitive sense to you?



In [71]:

    
from sklearn.cross_validation import train_test_split
from sklearn import metrics
import numpy as np



In [72]:

    
# define a function that accepts a list of features and returns testing RMSE
def RMSE(input_list):
    rmse = train_test_split(input_list)
    return rmse



In [101]:

    
# calculate RMSE with all three features
li = list([2.0,0.0,5.0])
#print li
calc = RMSE(li)
#print calc

line=list()
for index, row in result.iterrows():
    #line = np.array(row.countspw)
    line = list( [row.cool, row.funny, row.useful])
    #[result.loc[row,'cool':'useful']]
    #result.loc[index,'RMSE'] = RMSE(line)
    calc = RMSE(line)
    print line
    print calc
    #print type(line)









    



[2.0, 0.0, 5.0]
[[5.0, 0.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[1.0, 0.0, 2.0]
[[1.0, 0.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[4.0, 1.0, 3.0]
[[1.0, 4.0], [3.0]]
[7.0, 4.0, 7.0]
[[7.0, 7.0], [4.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[1.0, 1.0, 3.0]
[[1.0, 3.0], [1.0]]
[1.0, 0.0, 1.0]
[[1.0, 0.0], [1.0]]
[1.0, 0.0, 2.0]
[[2.0, 1.0], [0.0]]
[1.0, 0.0, 2.0]
[[0.0, 2.0], [1.0]]
[1.0, 0.0, 1.0]
[[1.0, 0.0], [1.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[3.0, 2.0, 4.0]
[[2.0, 3.0], [4.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[5.0, 4.0, 6.0]
[[6.0, 5.0], [4.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[2.0, 1.0, 4.0]
[[4.0, 1.0], [2.0]]
[1.0, 2.0, 1.0]
[[1.0, 1.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 1.0, 1.0]
[[1.0, 1.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 1.0, 4.0]
[[2.0, 1.0], [4.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 2.0]
[[0.0, 0.0], [2.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 1.0, 3.0]
[[1.0, 3.0], [1.0]]
[0.0, 3.0, 4.0]
[[4.0, 3.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 0.0, 1.0]
[[1.0, 0.0], [1.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[2.0, 1.0, 2.0]
[[2.0, 2.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 1.0, 1.0]
[[1.0, 2.0], [1.0]]
[0.0, 1.0, 1.0]
[[1.0, 1.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[1.0, 1.0, 2.0]
[[2.0, 1.0], [1.0]]
[1.0, 1.0, 0.0]
[[1.0, 1.0], [0.0]]
[3.0, 1.0, 2.0]
[[1.0, 2.0], [3.0]]
[1.0, 0.0, 2.0]
[[0.0, 2.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 3.0, 3.0]
[[3.0, 2.0], [3.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[1.0, 2.0, 2.0]
[[1.0, 2.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 2.0]
[[0.0, 0.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 1.0, 2.0]
[[2.0, 1.0], [0.0]]
[2.0, 1.0, 2.0]
[[2.0, 2.0], [1.0]]
[0.0, 2.0, 1.0]
[[2.0, 1.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 0.0, 3.0]
[[0.0, 2.0], [3.0]]
[0.0, 1.0, 6.0]
[[0.0, 6.0], [1.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[3.0, 1.0, 7.0]
[[3.0, 7.0], [1.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[1.0, 0.0, 1.0]
[[1.0, 1.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[11.0, 8.0, 16.0]
[[11.0, 16.0], [8.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 3.0, 1.0]
[[3.0, 1.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 0.0, 1.0]
[[2.0, 1.0], [0.0]]
[0.0, 0.0, 0.0]
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[[0.0, 0.0], [2.0]]
[1.0, 1.0, 2.0]
[[2.0, 1.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[4.0, 10.0, 9.0]
[[10.0, 4.0], [9.0]]
[5.0, 4.0, 7.0]
[[5.0, 7.0], [4.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 2.0]
[[0.0, 2.0], [0.0]]
[1.0, 0.0, 0.0]
[[0.0, 1.0], [0.0]]
[4.0, 1.0, 3.0]
[[3.0, 4.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 1.0, 1.0]
[[1.0, 1.0], [2.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 3.0]
[[0.0, 0.0], [3.0]]
[1.0, 0.0, 0.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 1.0, 2.0]
[[2.0, 1.0], [2.0]]
[0.0, 2.0, 0.0]
[[0.0, 0.0], [2.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[32.0, 20.0, 30.0]
[[30.0, 32.0], [20.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 2.0, 3.0]
[[2.0, 3.0], [1.0]]
[2.0, 1.0, 2.0]
[[2.0, 1.0], [2.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 1.0, 1.0]
[[0.0, 1.0], [1.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 0.0, 2.0]
[[2.0, 0.0], [2.0]]
[2.0, 2.0, 1.0]
[[2.0, 2.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 0.0, 0.0]
[[1.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 0.0, 6.0]
[[1.0, 0.0], [6.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[6.0, 4.0, 4.0]
[[4.0, 6.0], [4.0]]
[3.0, 2.0, 3.0]
[[3.0, 2.0], [3.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[2.0, 0.0, 1.0]
[[0.0, 1.0], [2.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[1.0, 0.0, 1.0]
[[0.0, 1.0], [1.0]]
[0.0, 0.0, 2.0]
[[0.0, 0.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 0.0, 3.0]
[[2.0, 3.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[2.0, 3.0, 2.0]
[[2.0, 2.0], [3.0]]
[0.0, 0.0, 3.0]
[[3.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 3.0]
[[0.0, 3.0], [0.0]]
[0.0, 0.0, 2.0]
[[0.0, 2.0], [0.0]]
[3.0, 1.0, 3.0]
[[3.0, 3.0], [1.0]]
[5.0, 3.0, 6.0]
[[3.0, 6.0], [5.0]]
[1.0, 3.0, 1.0]
[[1.0, 1.0], [3.0]]
[1.0, 0.0, 1.0]
[[1.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[4.0, 1.0, 4.0]
[[4.0, 1.0], [4.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[4.0, 2.0, 5.0]
[[4.0, 2.0], [5.0]]
[1.0, 1.0, 2.0]
[[1.0, 2.0], [1.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[1.0, 0.0, 2.0]
[[0.0, 1.0], [2.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[2.0, 1.0, 3.0]
[[2.0, 1.0], [3.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 2.0, 2.0]
[[1.0, 2.0], [2.0]]
[13.0, 11.0, 12.0]
[[11.0, 13.0], [12.0]]
[2.0, 1.0, 2.0]
[[2.0, 1.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[0.0, 0.0, 2.0]
[[0.0, 0.0], [2.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[1.0, 0.0, 2.0]
[[2.0, 0.0], [1.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[3.0, 2.0, 3.0]
[[2.0, 3.0], [3.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 2.0, 0.0]
[[0.0, 0.0], [2.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[1.0, 2.0, 1.0]
[[2.0, 1.0], [1.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[2.0, 1.0, 2.0]
[[2.0, 2.0], [1.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[1.0, 0.0, 3.0]
[[1.0, 3.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[3.0, 3.0, 3.0]
[[3.0, 3.0], [3.0]]
[0.0, 0.0, 1.0]
[[1.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 2.0]
[[0.0, 2.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 1.0, 0.0]
[[1.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[2.0, 1.0, 2.0]
[[1.0, 2.0], [2.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[1.0, 3.0, 1.0]
[[1.0, 3.0], [1.0]]
[8.0, 6.0, 12.0]
[[6.0, 12.0], [8.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[0.0, 1.0, 0.0]
[[1.0, 0.0], [0.0]]
[1.0, 4.0, 1.0]
[[1.0, 1.0], [4.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[3.0, 1.0, 3.0]
[[3.0, 3.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 2.0]
[[0.0, 2.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[14.0, 16.0, 15.0]
[[15.0, 16.0], [14.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 1.0, 0.0]
[[0.0, 1.0], [1.0]]
[2.0, 1.0, 2.0]
[[2.0, 1.0], [2.0]]
[0.0, 1.0, 0.0]
[[0.0, 1.0], [0.0]]
[3.0, 3.0, 4.0]
[[3.0, 4.0], [3.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 1.0, 0.0]
[[0.0, 0.0], [1.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[0.0, 1.0, 2.0]
[[1.0, 0.0], [2.0]]
[1.0, 0.0, 1.0]
[[1.0, 1.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 1.0, 2.0]
[[1.0, 2.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 0.0, 1.0]
[[1.0, 0.0], [1.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[3.0, 3.0, 6.0]
[[3.0, 6.0], [3.0]]
[0.0, 0.0, 1.0]
[[0.0, 1.0], [0.0]]
[2.0, 1.0, 2.0]
[[2.0, 1.0], [2.0]]
[6.0, 4.0, 6.0]
[[6.0, 4.0], [6.0]]
[10.0, 5.0, 9.0]
[[9.0, 10.0], [5.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[1.0, 1.0, 4.0]
[[1.0, 4.0], [1.0]]
[0.0, 2.0, 1.0]
[[1.0, 2.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 2.0]
[[2.0, 0.0], [0.0]]
[0.0, 0.0, 1.0]
[[0.0, 0.0], [1.0]]
[1.0, 1.0, 1.0]
[[1.0, 1.0], [1.0]]
[1.0, 0.0, 1.0]
[[1.0, 1.0], [0.0]]
[2.0, 2.0, 3.0]
[[2.0, 3.0], [2.0]]
[1.0, 0.0, 1.0]
[[1.0, 0.0], [1.0]]
[1.0, 1.0, 2.0]
[[2.0, 1.0], [1.0]]
[1.0, 0.0, 2.0]
[[1.0, 2.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]
[0.0, 0.0, 0.0]
[[0.0, 0.0], [0.0]]

it looks like it randomly selects different values

Task 6

Try removing some of the features and see if the RMSE improves.



In [102]:

    
for index, row in result.iterrows():
    #line = np.array(row.countspw)
    line = list( [row.cool, row.useful])
    #[result.loc[row,'cool':'useful']]
    #result.loc[index,'RMSE'] = RMSE(line)
    calc = RMSE(line)
    print line
    print calc
    #print type(









    



[2.0, 5.0]
[[5.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[4.0, 3.0]
[[4.0], [3.0]]
[7.0, 7.0]
[[7.0], [7.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 3.0]
[[1.0], [3.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[3.0, 4.0]
[[4.0], [3.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[5.0, 6.0]
[[6.0], [5.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[2.0, 4.0]
[[4.0], [2.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 4.0]
[[2.0], [4.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 3.0]
[[3.0], [1.0]]
[0.0, 4.0]
[[4.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 1.0]
[[2.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[1.0, 0.0]
[[0.0], [1.0]]
[3.0, 2.0]
[[3.0], [2.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 3.0]
[[3.0], [2.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 3.0]
[[3.0], [2.0]]
[0.0, 6.0]
[[0.0], [6.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 7.0]
[[7.0], [3.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[11.0, 16.0]
[[11.0], [16.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 1.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[7.0, 7.0]
[[7.0], [7.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 3.0]
[[2.0], [3.0]]
[3.0, 2.0]
[[2.0], [3.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
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[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 6.0]
[[3.0], [6.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[2.0, 3.0]
[[3.0], [2.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 1.0]
[[2.0], [1.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[2.0, 3.0]
[[2.0], [3.0]]
[5.0, 5.0]
[[5.0], [5.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[2.0, 1.0]
[[1.0], [2.0]]
[2.0, 0.0]
[[2.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[14.0, 16.0]
[[16.0], [14.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[5.0, 6.0]
[[5.0], [6.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 5.0]
[[5.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[5.0, 6.0]
[[5.0], [6.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 2.0]
[[3.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 0.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 4.0]
[[2.0], [4.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
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[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 1.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[4.0, 9.0]
[[4.0], [9.0]]
[5.0, 7.0]
[[7.0], [5.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[1.0, 0.0]
[[0.0], [1.0]]
[4.0, 3.0]
[[3.0], [4.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 1.0]
[[1.0], [2.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 3.0]
[[3.0], [0.0]]
[1.0, 0.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[32.0, 30.0]
[[32.0], [30.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 3.0]
[[3.0], [1.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[2.0, 1.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 0.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 6.0]
[[6.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[6.0, 4.0]
[[4.0], [6.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[2.0, 1.0]
[[2.0], [1.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 3.0]
[[2.0], [3.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 3.0]
[[3.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 3.0]
[[3.0], [0.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[5.0, 6.0]
[[5.0], [6.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[4.0, 4.0]
[[4.0], [4.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[4.0, 5.0]
[[5.0], [4.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[2.0, 3.0]
[[3.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[13.0, 12.0]
[[13.0], [12.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 3.0]
[[1.0], [3.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[8.0, 12.0]
[[8.0], [12.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 3.0]
[[3.0], [3.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[0.0], [1.0]]
[14.0, 15.0]
[[15.0], [14.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 0.0]
[[0.0], [1.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 4.0]
[[4.0], [3.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 2.0]
[[2.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[3.0, 6.0]
[[3.0], [6.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[2.0, 2.0]
[[2.0], [2.0]]
[6.0, 6.0]
[[6.0], [6.0]]
[10.0, 9.0]
[[9.0], [10.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[1.0, 4.0]
[[1.0], [4.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 2.0]
[[0.0], [2.0]]
[0.0, 1.0]
[[1.0], [0.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[2.0, 3.0]
[[3.0], [2.0]]
[1.0, 1.0]
[[1.0], [1.0]]
[1.0, 2.0]
[[2.0], [1.0]]
[1.0, 2.0]
[[1.0], [2.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]
[0.0, 0.0]
[[0.0], [0.0]]

Task 7 (Bonus)

Think of some new features you could create from the existing data that might be predictive of the response. Figure out how to create those features in Pandas, add them to your model, and see if the RMSE improves.



In [ ]:

    
# new feature:



In [ ]:

    
# new features:



In [ ]:

    
# add new features to the model and calculate RMSE

Task 8 (Bonus)

Compare your best RMSE on the testing set with the RMSE for the "null model", which is the model that ignores all features and simply predicts the mean response value in the testing set.



In [ ]:

	cool	funny	useful
stars
1	0.576769	1.056075	1.604806
2	0.719525	0.875944	1.563107
3	0.788501	0.694730	1.306639
4	0.954623	0.670448	1.395916
5	0.944261	0.608631	1.381780

	business_id	date	review_id	stars	text	type	user_id	votes	cool	funny	useful
0	9yKzy9PApeiPPOUJEtnvkg	2011-01-26	fWKvX83p0-ka4JS3dc6E5A	5	My wife took me here on my birthday for breakf...	review	rLtl8ZkDX5vH5nAx9C3q5Q	{u'funny': 0, u'useful': 5, u'cool': 2}	0.0	0.0	0.0
1	ZRJwVLyzEJq1VAihDhYiow	2011-07-27	IjZ33sJrzXqU-0X6U8NwyA	5	I have no idea why some people give bad review...	review	0a2KyEL0d3Yb1V6aivbIuQ	{u'funny': 0, u'useful': 0, u'cool': 0}	0.0	0.0	0.0
2	6oRAC4uyJCsJl1X0WZpVSA	2012-06-14	IESLBzqUCLdSzSqm0eCSxQ	4	love the gyro plate. Rice is so good and I als...	review	0hT2KtfLiobPvh6cDC8JQg	{u'funny': 0, u'useful': 1, u'cool': 0}	0.0	0.0	0.0
3	_1QQZuf4zZOyFCvXc0o6Vg	2010-05-27	G-WvGaISbqqaMHlNnByodA	5	Rosie, Dakota, and I LOVE Chaparral Dog Park!!...	review	uZetl9T0NcROGOyFfughhg	{u'funny': 0, u'useful': 2, u'cool': 1}	0.0	0.0	0.0
4	6ozycU1RpktNG2-1BroVtw	2012-01-05	1uJFq2r5QfJG_6ExMRCaGw	5	General Manager Scott Petello is a good egg!!!...	review	vYmM4KTsC8ZfQBg-j5MWkw	{u'funny': 0, u'useful': 0, u'cool': 0}	0.0	0.0	0.0
5	-yxfBYGB6SEqszmxJxd97A	2007-12-13	m2CKSsepBCoRYWxiRUsxAg	4	Quiessence is, simply put, beautiful. Full wi...	review	sqYN3lNgvPbPCTRsMFu27g	{u'funny': 1, u'useful': 3, u'cool': 4}	0.0	0.0	0.0
6	zp713qNhx8d9KCJJnrw1xA	2010-02-12	riFQ3vxNpP4rWLk_CSri2A	5	Drop what you're doing and drive here. After I...	review	wFweIWhv2fREZV_dYkz_1g	{u'funny': 4, u'useful': 7, u'cool': 7}	0.0	0.0	0.0
7	hW0Ne_HTHEAgGF1rAdmR-g	2012-07-12	JL7GXJ9u4YMx7Rzs05NfiQ	4	Luckily, I didn't have to travel far to make m...	review	1ieuYcKS7zeAv_U15AB13A	{u'funny': 0, u'useful': 1, u'cool': 0}	0.0	0.0	0.0
8	wNUea3IXZWD63bbOQaOH-g	2012-08-17	XtnfnYmnJYi71yIuGsXIUA	4	Definitely come for Happy hour! Prices are ama...	review	Vh_DlizgGhSqQh4qfZ2h6A	{u'funny': 0, u'useful': 0, u'cool': 0}	0.0	0.0	0.0
9	nMHhuYan8e3cONo3PornJA	2010-08-11	jJAIXA46pU1swYyRCdfXtQ	5	Nobuo shows his unique talents with everything...	review	sUNkXg8-KFtCMQDV6zRzQg	{u'funny': 0, u'useful': 1, u'cool': 0}	0.0	0.0	0.0
10	AsSCv0q_BWqIe3mX2JqsOQ	2010-06-16	E11jzpKz9Kw5K7fuARWfRw	5	The oldish man who owns the store is as sweet ...	review	-OMlS6yWkYjVldNhC31wYg	{u'funny': 1, u'useful': 3, u'cool': 1}	0.0	0.0	0.0
11	e9nN4XxjdHj4qtKCOPq_vg	2011-10-21	3rPt0LxF7rgmEUrznoH22w	5	Wonderful Vietnamese sandwich shoppe. Their ba...	review	C1rHp3dmepNea7XiouwB6Q	{u'funny': 0, u'useful': 1, u'cool': 1}	0.0	0.0	0.0
12	h53YuCiIDfEFSJCQpk8v1g	2010-01-11	cGnKNX3I9rthE0-TH24-qA	5	They have a limited time thing going on right ...	review	UPtysDF6cUDUxq2KY-6Dcg	{u'funny': 0, u'useful': 2, u'cool': 1}	0.0	0.0	0.0
13	WGNIYMeXPyoWav1APUq7jA	2011-12-23	FvEEw1_OsrYdvwLV5Hrliw	4	Good tattoo shop. Clean space, multiple artist...	review	Xm8HXE1JHqscXe5BKf0GFQ	{u'funny': 0, u'useful': 2, u'cool': 1}	0.0	0.0	0.0
14	yc5AH9H71xJidA_J2mChLA	2010-05-20	pfUwBKYYmUXeiwrhDluQcw	4	I'm 2 weeks new to Phoenix. I looked up Irish ...	review	JOG-4G4e8ae3lx_szHtR8g	{u'funny': 0, u'useful': 1, u'cool': 1}	0.0	0.0	0.0
15	Vb9FPCEL6Ly24PNxLBaAFw	2011-03-20	HvqmdqWcerVWO3Gs6zbrOw	2	Was it worth the 21$ for a salad and small piz...	review	ylWOj2y7TV2e3yYeWhu2QA	{u'funny': 0, u'useful': 2, u'cool': 0}	0.0	0.0	0.0
16	supigcPNO9IKo6olaTNV-g	2008-10-12	HXP_0Ul-FCmA4f-k9CqvaQ	3	We went here on a Saturday afternoon and this ...	review	SBbftLzfYYKItOMFwOTIJg	{u'funny': 2, u'useful': 4, u'cool': 3}	0.0	0.0	0.0
17	O510Re68mOy9dU490JTKCg	2010-05-03	j4SIzrIy0WrmW4yr4--Khg	5	okay this is the best place EVER! i grew up sh...	review	u1KWcbPMvXFEEYkZZ0Yktg	{u'funny': 0, u'useful': 0, u'cool': 0}	0.0	0.0	0.0
18	b5cEoKR8iQliq-yT2_O0LQ	2009-03-06	v0cTd3PNpYCkTyGKSpOfGA	3	I met a friend for lunch yesterday. \n\nLoved ...	review	UsULgP4bKA8RMzs8dQzcsA	{u'funny': 4, u'useful': 6, u'cool': 5}	0.0	0.0	0.0
19	4JzzbSbK9wmlOBJZWYfuCg	2011-11-17	a0lCu-j2Sk_kHQsZi_eNgw	4	They've gotten better and better for me in the...	review	nDBly08j5URmrHQ2JCbyiw	{u'funny': 1, u'useful': 1, u'cool': 1}	0.0	0.0	0.0
20	8FNO4D3eozpIjj0k3q5Zbg	2008-10-08	MuqugTuR5DdIPcZ2IVP3aQ	3	DVAP....\n\nYou have to go at least once in yo...	review	C6IOtaaYdLIT5fWd7ZYIuA	{u'funny': 1, u'useful': 4, u'cool': 2}	0.0	0.0	0.0
21	tdcjXyFLMKAsvRhURNOkCg	2011-06-28	LmuKVFh03Uz318VKnUWrxA	5	This place shouldn't even be reviewed - becaus...	review	YN3ZLOdg8kpnfbVcIhuEZA	{u'funny': 2, u'useful': 1, u'cool': 1}	0.0	0.0	0.0
22	eFA9dqXT5EA_TrMgbo03QQ	2011-07-13	CQYc8hgKxV4enApDkx0IhA	5	first time my friend and I went there... it wa...	review	6lg55RIP23VhjYEBXJ8Njw	{u'funny': 0, u'useful': 0, u'cool': 0}	0.0	0.0	0.0
23	IJ0o6b8bJFAbG6MjGfBebQ	2010-09-05	Dx9sfFU6Zn0GYOckijom-g	1	U can go there n check the car out. If u wanna...	review	zRlQEDYd_HKp0VS3hnAffA	{u'funny': 1, u'useful': 1, u'cool': 0}	0.0	0.0	0.0
24	JhupPnWfNlMJivnWB5druA	2011-05-22	cFtQnKzn2VDpBedy_TxlvA	5	I love this place! I have been coming here for...	review	13xj6FSvYO0rZVRv5XZp4w	{u'funny': 0, u'useful': 1, u'cool': 0}	0.0	0.0	0.0
25	wzP2yNpV5p04nh0injjymA	2010-05-26	ChBeixVZerfFkeO0McdlbA	4	This place is great. A nice little ole' fashi...	review	rLtl8ZkDX5vH5nAx9C3q5Q	{u'funny': 0, u'useful': 0, u'cool': 0}	0.0	0.0	0.0
26	qjmCVYkwP-HDa35jwYucbQ	2013-01-03	kZ4TzrVX6qeF0OvrVTGVEw	5	I love love LOVE this place. My boss (who is i...	review	fpItLlgimq0nRltWOkuJJw	{u'funny': 0, u'useful': 0, u'cool': 0}	0.0	0.0	0.0
27	wct7rZKyZqZftzmAU-vhWQ	2008-03-21	B5h25WK28rJjx4KHm4gr7g	4	Not that my review will mean much given the mo...	review	RRTraCQw77EU4yZh0BBTag	{u'funny': 1, u'useful': 4, u'cool': 2}	0.0	0.0	0.0
28	vz2zQQSjy-NnnKLZzjjoxA	2011-03-30	Y_ERKao0J5WsRiCtlKSNSA	4	Came here for breakfast yesterday, it had been...	review	EP3cGJvYiuOwumerwADplg	{u'funny': 1, u'useful': 1, u'cool': 1}	0.0	0.0	0.0
29	i213sY5rhkfCO8cD-FPr1A	2012-07-12	hre97jjSwon4bn1muHKOJg	4	Always reliably good. Great beer selection as...	review	kpbhy1zPewGDmdNfNqQp-g	{u'funny': 0, u'useful': 1, u'cool': 0}	0.0	0.0	0.0
...	...	...	...	...	...	...	...	...	...	...	...
9970	R6aazv8FB-6BeanY3ag8kw	2009-09-26	gP17ykqduf3AlewSaRb61w	5	This place is super cute lunch joint. I had t...	review	mtoKqaQjGPWEc5YZbrYV9w	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9971	JOZqBKIOB8WEBAWm7v1JFA	2008-07-22	QI9rfeWrZnvK5ojz8cEoRg	5	The staff is great, the food is great, even th...	review	uBAMd01ZtGXaHrRD6THNzg	{u'funny': 1, u'useful': 2, u'cool': 1}	NaN	NaN	NaN
9972	OllL0G9Kh_k1lx-2vrFDXQ	2012-10-23	U23UfuxN9DpAU0Dslc5KjQ	4	Yay, even though I miss living in Coronado I a...	review	Gh1EXuS42DY3rV_MzFpJpg	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9973	XHr5mXFgobOHoxbPJxmYdg	2009-09-28	udMiWjeG0OGcb4nNddDkBg	5	Wow! Went on a Sunday around 11am - busy but ...	review	yRYNx24kUDRRBfJu1Rcojg	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9974	cdacUBBL2tDbDnB1EfhpQw	2009-12-16	bVU-_x9ijxjEImNluy84OA	2	If Cowboy Ciao is the best restaurant in Scott...	review	V9Uqt00HXwXT6mzsVCjMAw	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9975	EWMwV5V9BxNs_U6nNVMeqw	2007-10-20	g4LsVAoafmUDHiS-_yN4tA	5	When I lived in Phoenix, I was a regular at Fe...	review	TLj3XaclA7V4ldJ5yNP-9Q	{u'funny': 0, u'useful': 1, u'cool': 1}	NaN	NaN	NaN
9976	iDYzGVIF1TDWdjHNgNjCVw	2009-09-11	bKjMcpNj0xSu2UI2EFQn1g	3	I was looking for chile rellenos and this plac...	review	2tUCLMHQKz4kA1VlRB_w0Q	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9977	iDYzGVIF1TDWdjHNgNjCVw	2012-10-30	qaNZyCUJA6Yp0mvPBCknPQ	5	Why did I wait so long to try this neighborhoo...	review	Id-8-NMEKxeXBR44eUdDeA	{u'funny': 3, u'useful': 6, u'cool': 3}	NaN	NaN	NaN
9978	9Y3aQAVITkEJYe5vLZr13w	2010-04-01	ZoTUU6EJ1OBNr7mhqxHBLw	5	This is the place for a fabulos breakfast!! I ...	review	vasHsAZEgLZGJDTlIweUYQ	{u'funny': 0, u'useful': 1, u'cool': 0}	NaN	NaN	NaN
9979	GV1P1x9eRb4iZHCxj5_IjA	2012-12-07	eVUs1C4yaVJNrc7SGTAheg	5	Highly recommend. This is my second time here ...	review	bJFdmJJxfXgCYA5DMmyeqQ	{u'funny': 1, u'useful': 2, u'cool': 2}	NaN	NaN	NaN
9980	GHYOl_cnERMOhkCK_mGAlA	2011-07-03	Q-y3jSqccdytKxAyo1J0Xg	5	5 stars for the great $5 happy hour specials. ...	review	xZvRLPJ1ixhFVomkXSfXAw	{u'funny': 4, u'useful': 6, u'cool': 6}	NaN	NaN	NaN
9981	AX8lx9wHNYT45lyd7pxaYw	2008-11-27	IyunTh7jnG7v3EYwfF3hPw	5	We brought the entire family to Giuseppe's las...	review	fczQCSmaWF78toLEmb0Zsw	{u'funny': 5, u'useful': 9, u'cool': 10}	NaN	NaN	NaN
9982	KV-yJLmlODfUG1Mkds6kYw	2012-02-25	rIgZgxJPWTacq3mV6DfWfg	4	Best corned beef sandwich I've had anywhere at...	review	J-oVr0th2Y7ltPPOwy0Z8Q	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9983	24V8QQWO6VaVggHdxjQQ_A	2010-06-06	PqiIeFOiVr-tj_FtHGAH2g	3	3.5 stars. \n\nWe decided to check this place ...	review	LaEj3VpQh7bgpAZLzSRRrw	{u'funny': 1, u'useful': 4, u'cool': 1}	NaN	NaN	NaN
9984	wepFVY82q_tuDzG6lQjHWw	2012-02-12	spusZYROtBKw_5tv3gYm4Q	1	Went last night to Whore Foods to get basics t...	review	W7zmm1uzlyUkEqpSG7PlBw	{u'funny': 2, u'useful': 1, u'cool': 0}	NaN	NaN	NaN
9985	EMGkbiCMfMTflQux-_JY7Q	2012-10-17	wB-f0xfx7WIyrOsRJMkDOg	4	Awesome food! Little pricey but delicious. Lov...	review	9MJAacmjxtctbI3xncsK5Q	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9986	oCA2OZcd_Jo_ggVmUx3WVw	2012-03-31	ijPZPKKWDqdWOIqYkUsJJw	4	I came here in December and look forward to my...	review	yzwPJdn6yd2ccZqfy4LhUA	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9987	r-a-Cn9hxdEnYTtVTB5bMQ	2012-04-07	j9HwZZoBBmJgOlqDSuJcxg	1	The food is delicious. The service: discrimi...	review	toPtsUtYoRB-5-ThrOy2Fg	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9988	xY1sPHTA2RGVFlh5tZhs9g	2012-06-02	TM8hdYqs5Zi1jO5Yrq6E0g	4	For our first time we had a great time! Our se...	review	GvaNZY4poCcd3H4WxHjrLQ	{u'funny': 0, u'useful': 2, u'cool': 0}	NaN	NaN	NaN
9989	mQUC-ATrFuMQSaDQb93Pug	2011-10-01	ta2P9joJqeFB8BzFp-AzjA	5	Great food and service! Country food at its best!	review	fKaO8fR1IAcfvZb6cBrs2w	{u'funny': 0, u'useful': 1, u'cool': 0}	NaN	NaN	NaN
9990	R8VwdLyvsp9iybNqRvm94g	2011-10-03	pcEeHdAJPoFNF23es0kKWg	5	Yes I do rock the hipster joints. I dig this ...	review	b92Y3tyWTQQZ5FLifex62Q	{u'funny': 1, u'useful': 1, u'cool': 1}	NaN	NaN	NaN
9991	WJ5mq4EiWYAA4Vif0xDfdg	2011-12-05	EuHX-39FR7tyyG1ElvN1Jw	5	Only 4 stars? \n\n(A few notes: The folks that...	review	hTau-iNZFwoNsPCaiIUTEA	{u'funny': 0, u'useful': 1, u'cool': 1}	NaN	NaN	NaN
9992	f96lWMIAUhYIYy9gOktivQ	2009-03-10	YF17z7HWlMj6aezZc-pVEw	5	I'm not normally one to jump at reviewing a ch...	review	W_QXYA7A0IhMrvbckz7eVg	{u'funny': 2, u'useful': 3, u'cool': 2}	NaN	NaN	NaN
9993	maB4VHseFUY2TmPtAQnB9Q	2011-06-27	SNnyYHI9rw9TTltVX3TF-A	4	Judging by some of the reviews, maybe I went o...	review	T46gxPbJMWmlLyr7GxQLyQ	{u'funny': 0, u'useful': 1, u'cool': 1}	NaN	NaN	NaN
9994	L3BSpFvxcNf3T_teitgt6A	2012-03-19	0nxb1gIGFgk3WbC5zwhKZg	5	Let's see...what is there NOT to like about Su...	review	OzOZv-Knlw3oz9K5Kh5S6A	{u'funny': 1, u'useful': 2, u'cool': 1}	NaN	NaN	NaN
9995	VY_tvNUCCXGXQeSvJl757Q	2012-07-28	Ubyfp2RSDYW0g7Mbr8N3iA	3	First visit...Had lunch here today - used my G...	review	_eqQoPtQ3e3UxLE4faT6ow	{u'funny': 0, u'useful': 2, u'cool': 1}	NaN	NaN	NaN
9996	EKzMHI1tip8rC1-ZAy64yg	2012-01-18	2XyIOQKbVFb6uXQdJ0RzlQ	4	Should be called house of deliciousness!\n\nI ...	review	ROru4uk5SaYc3rg8IU7SQw	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9997	53YGfwmbW73JhFiemNeyzQ	2010-11-16	jyznYkIbpqVmlsZxSDSypA	4	I recently visited Olive and Ivy for business ...	review	gGbN1aKQHMgfQZkqlsuwzg	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9998	9SKdOoDHcFoxK5ZtsgHJoA	2012-12-02	5UKq9WQE1qQbJ0DJbc-B6Q	2	My nephew just moved to Scottsdale recently so...	review	0lyVoNazXa20WzUyZPLaQQ	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN
9999	pF7uRzygyZsltbmVpjIyvw	2010-10-16	vWSmOhg2ID1MNZHaWapGbA	5	4-5 locations.. all 4.5 star average.. I think...	review	KSBFytcdjPKZgXKQnYQdkA	{u'funny': 0, u'useful': 0, u'cool': 0}	NaN	NaN	NaN