In [24]:
json_data = open('../views/sample/input00.in') # Edit this to where you have put the input00.in file
import pandas as pd
import json
data = []
for line in json_data:
data.append(json.loads(line))
data.remove(9000)
data.remove(1000)
df = pd.DataFrame(data)
In [25]:
context_topic_df = df['context_topic'].apply(pd.Series).rename(columns='context_topic_{}'.format)
In [26]:
context_topic_df
Out[26]:
context_topic_followers
context_topic_name
0
500022.0
Movies
1
179.0
International Mathematical Olympiad (IMO)
2
614223.0
Science
3
614223.0
Science
4
1536.0
Android Tablets
5
91.0
Smartphone Applications
6
241809.0
Startups
7
NaN
NaN
8
3006.0
Warfare
9
224.0
Boston Marathon Terrorist Attacks (April 2013)
10
4155.0
Organization
11
304.0
Web Development on Mac OS X
12
3292.0
United States Governments (Federal, State, Local)
13
13867.0
Parenting
14
72820.0
Biology
15
2049.0
Tablet Devices and Tablet Market
16
999.0
Luxury
17
39744.0
Web Development
18
3566.0
Online Video
19
268430.0
Television Series
20
74.0
Noodle Education
21
490.0
Online Reputation
22
264984.0
Dating and Relationships
23
6608.0
Science and Religion
24
1707.0
Democracy
25
2450.0
Wanting and Making Money
26
3567.0
Private Equity
27
238905.0
Facebook
28
238905.0
Facebook
29
986.0
Glenn Gould
...
...
...
9970
35.0
Public Restrooms
9971
7361.0
What Does It Feel Like to X?
9972
NaN
NaN
9973
7735.0
Kolkata, West Bengal, India
9974
2763.0
Acoustic Guitar
9975
240658.0
Fine Art
9976
130510.0
India
9977
614223.0
Science
9978
1115.0
Meeting New People
9979
307.0
Configuration Management
9980
252.0
Holi
9981
2360.0
Laptops
9982
167230.0
Investing
9983
2080.0
Driving
9984
1892.0
Lacrosse
9985
3551.0
Human Rights
9986
130510.0
India
9987
526597.0
Business
9988
NaN
NaN
9989
238905.0
Facebook
9990
3327.0
Google Docs
9991
382503.0
Health and Wellness
9992
241809.0
Startups
9993
331.0
Indonesian (language)
9994
199.0
Technology Industry in Israel
9995
5652.0
Social Entrepreneurship
9996
10143.0
Jobs
9997
8017.0
Sarcasm
9998
2421.0
Kashmir
9999
64684.0
Venture Capital
10000 rows × 2 columns
In [27]:
cleaned_df = pd.concat([df.drop(['context_topic'], axis=1), context_topic_df], axis = 1)
In [28]:
cleaned_df.shape[0]
Out[28]:
10000
In [29]:
train = cleaned_df[:9000]
In [30]:
test = cleaned_df[9000:]
In [31]:
test
Out[31]:
__ans__
anonymous
num_answers
promoted_to
question_key
question_text
topics
context_topic_followers
context_topic_name
9000
NaN
False
0
90
AAEAACoD29W+HelUgB32vNEdu0NGxqJi7SH91iH1FLvNDOj2
DCI, or should it be RIC(Role/Interaction/Cont...
[{'followers': 24761, 'name': 'Software Engine...
24761.0
Software Engineering
9001
NaN
False
0
0
AAEAAIEmRDzBkZ9M9+ff9T/chVUceCbKUjDRUevvvu5qU7ix
What agreement does hotwire have with partner ...
[{'followers': 110108, 'name': 'Hotels'}, {'fo...
789.0
Hotwire
9002
NaN
False
3
0
AAEAADPyyYuxYuSes2G7E9LHLkxu9ZNU6E237WmY1YOe/x0E
Are all Autism or Asperger Syndrome people Int...
[{'followers': 715, 'name': 'Asperger Syndrome...
828.0
Autism
9003
NaN
False
1
0
AAEAAHZRcTcYkYH933/Cssn032ygfGEqeWYsmkQNDzoVGdA/
What businesses hire 15 year olds?
[{'followers': 526597, 'name': 'Business'}]
526597.0
Business
9004
NaN
False
1
0
AAEAAD/FZeneJxjntn5ZNSVPrjE8H7zsPVePpjl6GjCgUVK2
What are some great table wine magnums for aro...
[{'followers': 13119, 'name': 'Wine'}, {'follo...
13119.0
Wine
9005
NaN
False
0
0
AAEAAEaEgf32q+1yViJeHIJAuLQPZuAAv/Btejc3b/gSDgZc
Why is there such a big power gap, between the...
[{'followers': 4649, 'name': 'Politics of Indi...
4649.0
Politics of India
9006
NaN
False
6
200
AAEAALsqS9OhREC42UojcxGk0w0xJKukJ4AFRvNYSGgD34Bw
Who is your favourite couple in a comics unive...
[{'followers': 8760, 'name': 'DC Comics'}, {'f...
7310.0
Survey Questions
9007
NaN
False
1
0
AAEAAHHRJ0BlvQiYaY4jFjupBH/rT+SSVQR7RA9VaqhLHaut
What are some good places to watch sports in M...
[{'followers': 3776, 'name': 'Manhattan (NYC b...
3776.0
Manhattan (NYC borough)
9008
NaN
True
0
0
AAEAACWN2WzcacP0QeYb1R6i9/AwT14+CQxOYsGWuWSDyTbY
What are some websites designers visit frequen...
[{'followers': 5782, 'name': 'Dribbble'}]
5782.0
Dribbble
9009
NaN
False
5
0
AAEAAL/9YN4leLj5G1q+OyqQ/vk+bm8gB29rsa4YC1uox4Vk
Should we have a President of the Internet?
[{'followers': 773218, 'name': 'Technology'}, ...
88471.0
The Internet
9010
NaN
False
2
200
AAEAABqTNMM5ooou6dc6goW1jlnSTKePQFtnj5mvXWen/Ipd
What is the evolutionary advantage of moths an...
[{'followers': 556, 'name': 'Evolution (proces...
556.0
Evolution (process)
9011
NaN
False
1
0
AAEAAFkVTXgpL1MeFPsD4PhGaftpGlEPcl5VWImjTM7bU3/W
Why do so many stores in New York have long li...
[{'followers': 24781, 'name': 'Retail'}, {'fol...
282900.0
Marketing
9012
NaN
True
0
0
AAEAABiOwguGI1lILAGwbkPVhGuHQpFn4WiPfa1o9U8RjFbb
How does the financial reward of creating and ...
[{'followers': 41458, 'name': 'Television Busi...
41458.0
Television Business
9013
NaN
True
1
120
AAEAAJo0yQjaLPZysmGuk7bgctmnO6v+3NxoBEpNYjPMb0B4
Would you be interested in a feed that display...
[{'followers': 7310, 'name': 'Survey Questions...
4004.0
Startup Ideas
9014
NaN
False
2
0
AAEAAB2v4935tdkYURjLB/iDeWvl45iTNYhFG1prQeFjzo4i
What is the business model of gaana.com?
[{'followers': 321001, 'name': 'Entrepreneursh...
2660.0
Gaana.com
9015
NaN
True
2
0
AAEAALJaYVbBydD/6e/xXXO7mJvH0/JVd9d4yHKU0Y06MUoQ
How can I split an email conversation in Gmail?
[{'followers': 38391, 'name': 'Gmail'}]
38391.0
Gmail
9016
NaN
False
3
0
AAEAAHYlmr8+DzSL7h9p8a4RE2pnFaPnb3TETVHvEoZ11TmX
How easy is the German language?
[{'followers': 988, 'name': 'German (language)...
988.0
German (language)
9017
NaN
True
2
30
AAEAAPZSaoGHckv00smkoIAAUYCfden8K9ZudYK/eM9exU1T
What would you if you could stop time?
[{'followers': 731, 'name': 'What Would You Do...
731.0
What Would You Do If X?
9018
NaN
False
0
0
AAEAAOrnDPcIl8r4dKNTds9OJELueKL6xZVOj/kCa7ampXyY
What are less-known names of some atypical sha...
[{'followers': 16551, 'name': 'Facts and Trivi...
151.0
Shapes
9019
NaN
False
0
0
AAEAAGHq58yiEm4rfQ6mFtZUE2iN08E4KoTdu1CTagYuZ33p
What are the most innovative marketing uses of...
[{'followers': 29, 'name': 'Location-based Mar...
282900.0
Marketing
9020
NaN
False
2
400
AAEAAGMs/2HJgXjZ9tK9zqOR7Gh+7DdcKjqjlzniHlHnwflm
What are some alternative conceptualizations o...
[{'followers': 33423, 'name': 'God'}, {'follow...
33423.0
God
9021
NaN
False
1
0
AAEAAJo8cflZCA3hcwCzV5yxXT9qe2viR3mZs7RwHpB40ncw
Is there a Happy Bodnick meme?
[{'followers': 494, 'name': 'Marc Bodnick'}]
494.0
Marc Bodnick
9022
NaN
False
2
0
AAEAAIZV7jnw7LGFDGc/Ldse3CJl52+GCOkuiR8DM3nVG7jC
Why there is an Age limit in Olympic Soccer, w...
[{'followers': 66768, 'name': 'Football (Socce...
322541.0
Sports
9023
NaN
False
1
0
AAEAAFdnuShyaJ85KUXcjsJfiDXKbEqvxo0FxAjrt32tvFFQ
What would happen if China linked the Chinese ...
[{'followers': 333543, 'name': 'Economics'}, {...
333543.0
Economics
9024
NaN
False
0
0
AAEAAGrWxL8SnVtVEG7tsu4JortfnuosAswBPKeymfrLYTiY
Was Rehoboth Beach, Delaware seriously affecte...
[{'followers': 61, 'name': 'Rehoboth Beach, De...
61.0
Rehoboth Beach, Delaware
9025
NaN
False
2
9580
AAEAAMZG9G0/WGABkSj04y6igmOTzdxOHZfwkTdcgUqjLijN
If Shah Rukh Khan wrote a book, "How to be Sha...
[{'followers': 500022, 'name': 'Movies'}, {'fo...
35412.0
Shah Rukh Khan
9026
NaN
True
13
150
AAEAAHH+Aquci2tRcdZGlJInuYdkHkMUz4RbChBnwGss1fhN
What can we expect from Christopher Nolan's In...
[{'followers': 4, 'name': 'Interstellar (movie...
4.0
Interstellar (movie in development)
9027
NaN
True
3
190
AAEAAAt9WYSIk+oxhUOG1hfxWq2RqBBi2JPUyRfGo0Am/g88
What are some businesses, in which the real so...
[{'followers': 274839, 'name': 'Business Strat...
526597.0
Business
9028
NaN
False
7
600
AAEAAJZa8tqrwo7AdudPrXTKAMF7eFcIzsA4zwVyTEA9qNf8
What are the best ways to guarantee a return o...
[{'followers': 424, 'name': 'Quora User Tips'}...
424.0
Quora Credits
9029
NaN
False
1
0
AAEAAFOkBI5LhzxTJ+iOcefXdpIgo3WnnqgDJk8gD61ffBnG
Could anyone suggest me a name for an event ma...
[{'followers': 278, 'name': 'Event Management'}]
278.0
Event Management
...
...
...
...
...
...
...
...
...
...
9970
NaN
False
7
0
AAEAAAHZ7eoo1x7ZduZlk826XPxN/yuX5x0SQHtoLpsxK2MA
Is it OK to use the disabled restroom in rest ...
[{'followers': 46198, 'name': 'Manners and Eti...
35.0
Public Restrooms
9971
NaN
False
4
0
AAEAAKBzcyFahiqWIQ5HnBOr6JGdxyiXSuzDXaIP8LK/AVCW
How does it feel like to actually be 999999th ...
[{'followers': 7361, 'name': 'What Does It Fee...
7361.0
What Does It Feel Like to X?
9972
NaN
False
0
0
AAEAAPg3XukDQ+HavVquEyHBWuoif46lRe787qBNZ0cy7c60
Who are the biggest trolls of WWII?
[{'followers': 47252, 'name': 'World War II'},...
NaN
NaN
9973
NaN
False
5
0
AAEAAIOmikV3Q8HsiQ3byAbxKOXi6BqpPNIcGGdTe/y4PCQs
What are some good "vegeterian" restaurants in...
[{'followers': 7735, 'name': 'Kolkata, West Be...
7735.0
Kolkata, West Bengal, India
9974
NaN
False
3
0
AAEAAPL1yN77qhZM8ttw3/3DlTumpM9f7njgpVa8c+mxXPGW
What is the best way to transport a guitar whe...
[{'followers': 2763, 'name': 'Acoustic Guitar'}]
2763.0
Acoustic Guitar
9975
NaN
False
0
0
AAEAAKMJys+KhCvsot3ulnAdamgxZUjM00y5KYW+O1ixN7LN
How can we find why people buy vitrail dome?
[{'followers': 240658, 'name': 'Fine Art'}]
240658.0
Fine Art
9976
NaN
False
3
0
AAEAABirDGEz/r8CmOIGrPpe6UcwPtA7CS72NZoNGYcJv7VS
What do you think that happens no where in the...
[{'followers': 224, 'name': 'Indians On Quora'...
130510.0
India
9977
NaN
False
5
200
AAEAAJ6R9EimCjDPYlIpjOBYRQ7CPxobn9C/xCwurd+Zp67w
I see a lot of bad science being reported on m...
[{'followers': 28, 'name': 'Science Journalism...
614223.0
Science
9978
NaN
True
0
0
AAEAAJo09/QYxyDglnKJuYngbSfA0py6jXkx5MiLJDEg61LK
Who designed the Martini mobile app that conne...
[{'followers': 1115, 'name': 'Meeting New Peop...
1115.0
Meeting New People
9979
NaN
False
0
0
AAEAANkBVF9hcaNrU0AGLY4ynp8xGV+2ymgibGsTST8wFDIB
Hosted or Privated Chef/Puppet?
[{'followers': 307, 'name': 'Configuration Man...
307.0
Configuration Management
9980
NaN
False
4
0
AAEAAGKwWCFpoJsi/ZnroU3MhPB11LLDfYAcG+u3sHyNfDfv
How would you justify the wastage of water dur...
[{'followers': 252, 'name': 'Holi'}, {'followe...
252.0
Holi
9981
NaN
False
1
0
AAEAAFrCnoffwcwVpDIsreCyT+XRzPuPt0wA5zpGaeKwh3AH
Which processor is better for a graphic design...
[{'followers': 773218, 'name': 'Technology'}, ...
2360.0
Laptops
9982
NaN
False
1
0
AAEAAHz2iHfkZ17beSDLdG36mqh76iJxbvy7ltVq/hI3dxKN
Is Warren Buffett investing in companies becau...
[{'followers': 167230, 'name': 'Investing'}]
167230.0
Investing
9983
NaN
True
3
0
AAEAAGizmW9Cn964/fe563GXfoIj8jhk98sNBvvobTYxWcj0
I've failed my driving test twice: how can I p...
[{'followers': 2080, 'name': 'Driving'}]
2080.0
Driving
9984
NaN
False
1
0
AAEAABuDHz22TdRoHnLiVYfQAyvh22kOL/zDvhoAJQoFUhRw
Why are men's lacrosse and women's lacrosse so...
[{'followers': 322541, 'name': 'Sports'}, {'fo...
1892.0
Lacrosse
9985
NaN
False
0
0
AAEAAJKYJgaXheTZGWPCunOIbCsKbGcjD2w1ENUikQPDeNpA
Because men are Human beings too do they deser...
[{'followers': 3551, 'name': 'Human Rights'}]
3551.0
Human Rights
9986
NaN
True
10
0
AAEAAFZUD0HT9fdkyj3oTR6Ew5cXqntfzyUQrAmPr3LiFRWu
Why do many Tamils refer to themselves as Tam ...
[{'followers': 50, 'name': 'Tamil Culture'}, {...
130510.0
India
9987
NaN
False
0
0
AAEAAMXz0j0UAWLFLPK8SmQN5flyCv8HfYnXj3Gc6IOuDM5B
How to start a website developing business in ...
[{'followers': 526597, 'name': 'Business'}]
526597.0
Business
9988
NaN
False
29
200
AAEAAN2HZuSZhaIt/UgzCSRzjztTUJQ2rDMOZmSC6enp4XDt
What is the best rebuttal to "If it ain't brok...
[{'followers': 364, 'name': 'Disruption'}, {'f...
NaN
NaN
9989
NaN
False
1
0
AAEAAClprKo7msONt3rt+zrm/fP2ZkDg4AK6nBx6zMQkS0ky
Facebook app center (versus) existing app stores?
[{'followers': 6404, 'name': 'Google Play'}, {...
238905.0
Facebook
9990
NaN
False
0
50
AAEAAJCL484wkZIHiRw1MLBu33qqxkTmuJGDIrEgW4vMnyqu
Why do Bold fonts and Italics disappear when c...
[{'followers': 1915, 'name': 'Google Drive'}, ...
3327.0
Google Docs
9991
NaN
False
0
0
AAEAAC72X8TZvRNVSYZ6hTMnTfpBaHPuFpodk23H3xfrK6NH
Why does being cold make you catch a cold?
[{'followers': 382503, 'name': 'Health and Wel...
382503.0
Health and Wellness
9992
NaN
True
1
0
AAEAAM10T++NbYU9JFMEb6QxUnhc5LJxtkOvG1HhfuxSpTg3
What are the hottest under-10 person startups ...
[{'followers': 164924, 'name': 'Lean Startups'...
241809.0
Startups
9993
NaN
True
0
0
AAEAAMPrlsjCEejyiB4x6Nmvi4yEMD5fUpJZo/WV/oc1L/Yk
How do people from other countries think about...
[{'followers': 331, 'name': 'Indonesian (langu...
331.0
Indonesian (language)
9994
NaN
False
1
200
AAEAAFF/WfbxS4V2roHkQ+WEgqXcVXxTCljXMuGkslg7XtOq
What's the average deal size of an Israeli M&A?
[{'followers': 199, 'name': 'Technology Indust...
199.0
Technology Industry in Israel
9995
NaN
False
2
0
AAEAADHmhdj7ddMsxwLxIORZC+IfLoydhg+FXTwjBssCfemU
What is the best career path to take to become...
[{'followers': 256, 'name': 'Social Impact'}, ...
5652.0
Social Entrepreneurship
9996
NaN
True
3
0
AAEAAF9ASgzjooq/SgiJg58it0eZ6PPYv8B/r4k6gH8VhdCG
Is having a facial piercing considered unprofe...
[{'followers': 4801, 'name': 'Engineering Recr...
10143.0
Jobs
9997
NaN
True
3
0
AAEAAHaDxug0N4SrFLa65nyX0onGDf3C7DpBBF+u/4MTu9ye
How does it feel to get sarcastically insulted...
[{'followers': 8017, 'name': 'Sarcasm'}]
8017.0
Sarcasm
9998
NaN
True
3
60
AAEAABtiDQZgE2LOLxtgl33uaw4xfhMDFqlWV4wVsE9H/Dcq
Why did Kashmiri Hindus have to leave their ho...
[{'followers': 9393, 'name': 'Islam'}, {'follo...
2421.0
Kashmir
9999
NaN
False
3
0
AAEAAL8xXMY8ocS5aVwA+01/21LZ29oejC1zVXl2eS+a+9J6
Is it possible to become a successful venture ...
[{'followers': 64684, 'name': 'Venture Capital'}]
64684.0
Venture Capital
1000 rows × 9 columns
In [32]:
train
Out[32]:
__ans__
anonymous
num_answers
promoted_to
question_key
question_text
topics
context_topic_followers
context_topic_name
0
2.089474
False
4
0
AAEAAM9EY6LIJsEFvYiwKLfCe7d+hkbsXJ5qM7aSwTqemERp
What are some movies with mind boggling twists...
[{'followers': 500022, 'name': 'Movies'}]
500022.0
Movies
1
2.692308
False
1
0
AAEAAHM6f92B9jt43/y913/J7ce8vtE6Jn9LLcy3yK2RHFGD
How do you prepare a 10 year old for Internati...
[{'followers': 179, 'name': 'International Mat...
179.0
International Mathematical Olympiad (IMO)
2
4.612903
False
1
0
AAEAAGzietPvCHLFvaKCjng43iiIeo9gAWnJlSrs+12uYtZ0
Why do bats sleep upside down?
[{'followers': 614223, 'name': 'Science'}]
614223.0
Science
3
8.051948
False
1
0
AAEAAM2Sk4U3y4We5TELJXRQgIf6yit5DbbdBw6BCRvuFrcY
Tell me everything about the Leidenfrost effec...
[{'followers': 614223, 'name': 'Science'}, {'f...
614223.0
Science
4
0.150943
False
0
0
AAEAALb43r/fn9KRKqJ0itd3NGbqZZSZalzi7vaulLxNGzeL
Is the Nexus 10 any good despite the dual core...
[{'followers': 1536, 'name': 'Android Tablets'}]
1536.0
Android Tablets
5
0.084507
False
0
0
AAEAABSJk8mrfAjuQuxEI6PV2rfGGcnuq/I5JyE0VJvYSoRp
Is smartphone app download duplication account...
[{'followers': 91, 'name': 'Smartphone Applica...
91.0
Smartphone Applications
6
1.073944
True
1
200
AAEAANLGb0hKlFULx6BPXvVvHQ1SJ2jJTqDCVighUGs/ZDya
Are there any CEO's that go by a different nam...
[{'followers': 526597, 'name': 'Business'}, {'...
241809.0
Startups
7
0.007299
False
0
0
AAEAAJinkGKp/YRlvWhFbapFNzPkD7coBuf4QRwsmN/c3q7Z
Guys who love being sissies?
[{'followers': 289, 'name': 'Needs to Be Clear...
NaN
NaN
8
0.298893
True
1
0
AAEAAB0zSrCTxmdSYxoC1KD0HYeDwTzOyK2lBiXzuZwhhmgn
How does one successfully become a conscientio...
[{'followers': 59, 'name': 'Pacifism'}, {'foll...
3006.0
Warfare
9
30.614035
False
3
0
AAEAAA7uRr9KzVD3rd+L3OptfwxaWFYfE6D8Wqskxx+ZkfGb
How do people in countries with regular and la...
[{'followers': 224, 'name': 'Boston Marathon T...
224.0
Boston Marathon Terrorist Attacks (April 2013)
10
24.250000
False
0
0
AAEAAFHJ+5Ozj1TQKLUwzB/pIwiXMwtTJip8NQO1jCCyRS5a
How do top entrepreneurs/CEOs stay organized a...
[{'followers': 321001, 'name': 'Entrepreneursh...
4155.0
Organization
11
1.666667
False
0
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