# import libraries
import os
import pandas as pd
from tqdm import tqdm
import numpy as np

import plotly
import matplotlib.pyplot as plt
import plotly.express as px
import plotly.graph_objects as go

import warnings
%matplotlib inline
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)
pd.set_option('display.max_columns', None)
pd.set_option('display.width', None)
pd.set_option('display.max_colwidth', -1)
warnings.filterwarnings("ignore")

Data Preperation

# Reading the data from csv file
DATA_AUDIO_DIR = 'servey_data/'
columns = pd.read_csv(DATA_AUDIO_DIR + 'columns.csv')
responses = pd.read_csv(DATA_AUDIO_DIR + 'responses.csv')
print("Questions Data Shape: " + str(columns.shape) )
print("Responses Data Shape: " + str(responses.shape) )

Questions Data Shape: (150, 2)
Responses Data Shape: (1010, 150)

responses.isna().sum()

Music                             3 
Slow songs or fast songs          2 
Dance                             4 
Folk                              5 
Country                           5 
Classical music                   7 
Musical                           2 
Pop                               3 
Rock                              6 
Metal or Hardrock                 3 
Punk                              8 
Hiphop, Rap                       4 
Reggae, Ska                       7 
Swing, Jazz                       6 
Rock n roll                       7 
Alternative                       7 
Latino                            8 
Techno, Trance                    7 
Opera                             1 
Movies                            6 
Horror                            2 
Thriller                          1 
Comedy                            3 
Romantic                          3 
Sci-fi                            2 
War                               2 
Fantasy/Fairy tales               3 
Animated                          3 
Documentary                       8 
Western                           4 
Action                            2 
History                           2 
Psychology                        5 
Politics                          1 
Mathematics                       3 
Physics                           3 
Internet                          4 
PC                                6 
Economy Management                5 
Biology                           6 
Chemistry                         10
Reading                           6 
Geography                         9 
Foreign languages                 5 
Medicine                          5 
Law                               1 
Cars                              4 
Art exhibitions                   6 
Religion                          3 
Countryside, outdoors             7 
Dancing                           3 
Musical instruments               1 
Writing                           6 
Passive sport                     15
Active sport                      4 
Gardening                         7 
Celebrities                       2 
Shopping                          2 
Science and technology            6 
Theatre                           8 
Fun with friends                  4 
Adrenaline sports                 3 
Pets                              4 
Flying                            3 
Storm                             1 
Darkness                          2 
Heights                           3 
Spiders                           5 
Snakes                            0 
Rats                              3 
Ageing                            1 
Dangerous dogs                    1 
Fear of public speaking           1 
Smoking                           8 
Alcohol                           5 
Healthy eating                    3 
Daily events                      7 
Prioritising workload             5 
Writing notes                     3 
Workaholism                       5 
Thinking ahead                    3 
Final judgement                   7 
Reliability                       4 
Keeping promises                  1 
Loss of interest                  4 
Friends versus money              6 
Funniness                         4 
Fake                              1 
Criminal damage                   7 
Decision making                   4 
Elections                         3 
Self-criticism                    5 
Judgment calls                    4 
Hypochondria                      4 
Empathy                           5 
Eating to survive                 0 
Giving                            6 
Compassion to animals             7 
Borrowed stuff                    2 
Loneliness                        1 
Cheating in school                4 
Health                            1 
Changing the past                 2 
God                               2 
Dreams                            0 
Charity                           3 
Number of friends                 0 
Punctuality                       2 
Lying                             2 
Waiting                           3 
New environment                   2 
Mood swings                       4 
Appearence and gestures           3 
Socializing                       5 
Achievements                      2 
Responding to a serious letter    6 
Children                          4 
Assertiveness                     2 
Getting angry                     4 
Knowing the right people          2 
Public speaking                   2 
Unpopularity                      3 
Life struggles                    3 
Happiness in life                 4 
Energy levels                     5 
Small - big dogs                  4 
Personality                       4 
Finding lost valuables            4 
Getting up                        5 
Interests or hobbies              3 
Parents' advice                   2 
Questionnaires or polls           4 
Internet usage                    0 
Finances                          3 
Shopping centres                  2 
Branded clothing                  2 
Entertainment spending            3 
Spending on looks                 3 
Spending on gadgets               0 
Spending on healthy eating        2 
Age                               7 
Height                            20
Weight                            20
Number of siblings                6 
Gender                            6 
Left - right handed               3 
Education                         1 
Only child                        2 
Village - town                    4 
House - block of flats            4 
dtype: int64

plotly.offline.init_notebook_mode()
# Find number of missing values in each feature 
indices = responses.isna().sum().index
values = responses.isna().sum().values
labels = indices
soted_sum = [x for _,x in sorted(zip(values,labels))]
fig = px.bar(x=soted_sum , y=sorted(values),labels={
                     "x": "Features",
                     "y": "missing values count"
                 })

fig.show()
import matplotlib.pyplot as plt
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(soted_sum, sorted(values))
plt.xticks(fontsize = 11, rotation='90')
plt.show()

# Drop missing na values to see how that will change the size of the data
responses_nona = responses.dropna(inplace = False)
print("Responses Data Shape with no records contains missing data: " + str(responses_nona.shape) )

Responses Data Shape with no records contains missing data: (674, 150)

# Save the data with missing data to generate at the end
responses_generate =responses[ responses.isnull().any(axis=1)]
print("Responses Data Shape with records contains missing data: " + str(responses_generate.shape) )

Responses Data Shape with records contains missing data: (336, 150)

# Find Categorical Columns
cols = []
for i in responses_nona.columns:
    typecol = responses[i].dtypes
    if typecol =="object":
        cols.append(i)
print("Categorical Features:")        
print(cols)

Categorical Features:
['Smoking', 'Alcohol', 'Punctuality', 'Lying', 'Internet usage', 'Gender', 'Left - right handed', 'Education', 'Only child', 'Village - town', 'House - block of flats']

Data Exploration

# Visulaizing the number of records with missing values vs eithout missing values
num_with_missing = responses.shape[0] - responses_nona.shape[0]
num_without_missing = responses_nona.shape[0]
print("Number of records without missing values: " + str(num_without_missing))
print("Number of records with missing values: " + str(num_with_missing))
labels = ["records with no missing values", "records with missing values"]
fig = px.bar(x=[num_without_missing, num_with_missing], y=labels, orientation='h',
             height=400)
plotly.offline.iplot(fig)
  

Number of records without missing values: 674
Number of records with missing values: 336

# percentage of participants per gender 
labels = responses['Gender'].value_counts().index
count = responses['Gender'].value_counts().values
print("Number of male parecepants: " + str(count[1]))
print("Number of demale parecepants: " + str(count[0]))
fig = go.Figure(data=[go.Pie(labels=labels, values=count)])
plotly.offline.iplot(fig)

Number of male parecepants: 411
Number of demale parecepants: 593

# Number of particpipants per age and gender Replace na with 0 to be able to see it
#prepare the ages frequency table by gender
#plot it
r = responses.copy()
r.Age = r.Age.fillna(0)
female_ages = r.loc[r['Gender'] == 'female', 'Age'].values
count_unique_ages = np.array(np.unique(female_ages, return_counts=True)).T
Ages_female = count_unique_ages[:,0]
count_female =count_unique_ages[:,1]
male_ages = r.loc[r['Gender'] == 'male', 'Age'].values
count_male = np.array(np.unique(male_ages, return_counts=True)).T
Ages_male = count_male[:,0]
count_male =count_male[:,1]
print("Ages of participants: ")
print(set(Ages_male))

trace1 = go.Bar(
   x = Ages_female,
   y = count_female,
   name = 'Female'
)
trace2 = go.Bar(
   x = Ages_male,
   y = count_male,
   name = 'Male'
)
data = [trace1, trace2]
layout = go.Layout(barmode = 'group',xaxis=dict(title="Ages"),yaxis=dict(title="Number of participants"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)

Ages of participants: 
{0.0, 15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0, 28.0, 29.0, 30.0}

# Education category frequency table, count the number of participents hold an education degree
labels = responses['Education'].value_counts().index
count = responses['Education'].value_counts().values
print("Participants Education:")
print(responses['Education'].value_counts().index.values)
fig = px.bar(x=count, y=labels, orientation='h',height=400)
fig.update_traces(marker_color='navy')
plotly.offline.iplot(fig)

Participants Education:
['secondary school' 'college/bachelor degree' 'masters degree'
 'primary school' 'currently a primary school pupil' 'doctorate degree']

# Find Internet usage per day percentage
labels = responses['Internet usage'].value_counts().index
count = responses['Internet usage'].value_counts().values
print("If the image doesn't appear please refer to the html file")
fig = go.Figure(data=[go.Pie(labels=labels, values=count)])
fig.update_traces(marker=dict(colors=px.colors.sequential.RdBu))
plotly.offline.iplot(fig)

If the image doesn't appear please refer to the html file

import matplotlib.pyplot as plt
import seaborn as sns
# HOBBIES & INTERESTS correlation matrix visualization
print("If the image doesn't appear please refer to the html file")
l = responses[["History",
"Psychology","Politics","Mathematics","Physics","Internet","PC","Economy Management",
"Biology","Chemistry","Reading","Geography","Foreign languages","Medicine","Law","Cars","Art exhibitions",
"Religion"]]
corr_df = l.corr()
df_lt = corr_df.where(np.tril(np.ones(corr_df.shape)).astype(np.bool))
mask_ut=np.triu(np.ones(corr_df.shape)).astype(np.bool)
plt.figure(figsize = (8,8))
hmap= sns.heatmap(corr_df, mask=mask_ut, cmap="Spectral")

If the image doesn't appear please refer to the html file

#50% of the time when Height was null Weight was null and 5% Age was Null
responses[responses["Height"].isna()][["Weight","Height","Age"]]

	Weight	Height	Age
51	75.0	NaN	19.0
137	NaN	NaN	NaN
142	NaN	NaN	NaN
209	NaN	NaN	21.0
276	NaN	NaN	21.0
462	60.0	NaN	NaN
495	NaN	NaN	20.0
499	76.0	NaN	22.0
551	NaN	NaN	16.0
552	50.0	NaN	19.0
558	NaN	NaN	19.0
560	57.0	NaN	16.0
657	61.0	NaN	24.0
659	65.0	NaN	20.0
790	NaN	NaN	20.0
885	165.0	NaN	23.0
902	NaN	NaN	NaN
939	47.0	NaN	20.0
960	NaN	NaN	NaN
964	75.0	NaN	21.0

Categorical Features One-hot Encoding

# One hot encoding for categorical features 
cat_cols = []
def encode_categorical_features(responses_nona):
    cols = []
    for i in responses_nona.columns:
        typecol = responses[i].dtypes
        if typecol =="object":
            cols.append(i)
    def one_hot_encoding(column_name, responses):
        enc = pd.get_dummies(responses[column_name])
        for i in enc.columns:
            cat_cols.append(column_name+"_"+i)    
        enc = enc.rename(lambda x: column_name+"_"+x, axis='columns')
        return enc
    responses_encoded = responses_nona.copy()
    for i in cols:
        if i in responses.columns:
            dnc = one_hot_encoding(i, responses) 
            responses_encoded = responses_encoded.drop(i,1)
            responses_encoded = responses_encoded.join(dnc)
    return responses_encoded 
responses_encoded = encode_categorical_features(responses_nona)
print("Encoded responses with no missing recird size: " + str(responses_encoded.shape))

Encoded responses with no missing recird size: (674, 173)

# Normalize the numerical columns to get value between 0-1 because the categorical data now is either 0,1 values
# kept it in the dataframe and replace the nan values with 0 for these columns
#"The original values" beacuse it became null of dividing by 0 "The maximum value"
# also added the denormalizeion to return the data values to it's original value 
class Normalize:
    def __init__(self, dataset):
        self.dataset = dataset
    def normalize(self):
        dataset = self.dataset
        dataset_normalized = (dataset - dataset.min())/(dataset.max() - dataset.min())
        dataset_normalized = dataset_normalized.fillna(0)
        self.dataset_normalized = dataset_normalized
        return self.dataset_normalized
    def de_normalize(self,normalized):
        dataset = self.dataset
        dataset_normalized = normalized
        dataset_de_normalized= (dataset_normalized *(dataset.max() - dataset.min()))+ dataset.min()
        self.dataset_de_normalized = dataset_de_normalized
        return self.dataset_de_normalized
n = Normalize(responses_encoded)
responses_normalized = n.normalize()
responses_normalized.head(1)

	Music	Slow songs or fast songs	Dance	Folk	Country	Classical music	Musical	Pop	Rock	Metal or Hardrock	Punk	Hiphop, Rap	Reggae, Ska	Swing, Jazz	Rock n roll	Alternative	Latino	Techno, Trance	Opera	Movies	Horror	Thriller	Comedy	Romantic	Sci-fi	War	Fantasy/Fairy tales	Animated	Documentary	Western	Action	History	Psychology	Politics	Mathematics	Physics	Internet	PC	Economy Management	Biology	Chemistry	Reading	Geography	Foreign languages	Medicine	Law	Cars	Art exhibitions	Religion	Countryside, outdoors	Dancing	Musical instruments	Writing	Passive sport	Active sport	Gardening	Celebrities	Shopping	Science and technology	Theatre	Fun with friends	Adrenaline sports	Pets	Flying	Storm	Darkness	Heights	Spiders	Snakes	Rats	Ageing	Dangerous dogs	Fear of public speaking	Healthy eating	Daily events	Prioritising workload	Writing notes	Workaholism	Thinking ahead	Final judgement	Reliability	Keeping promises	Loss of interest	Friends versus money	Funniness	Fake	Criminal damage	Decision making	Elections	Self-criticism	Judgment calls	Hypochondria	Empathy	Eating to survive	Giving	Compassion to animals	Borrowed stuff	Loneliness	Cheating in school	Health	Changing the past	God	Dreams	Charity	Number of friends	Waiting	New environment	Mood swings	Appearence and gestures	Socializing	Achievements	Responding to a serious letter	Children	Assertiveness	Getting angry	Knowing the right people	Public speaking	Unpopularity	Life struggles	Happiness in life	Energy levels	Small - big dogs	Personality	Finding lost valuables	Getting up	Interests or hobbies	Parents' advice	Questionnaires or polls	Finances	Shopping centres	Branded clothing	Entertainment spending	Spending on looks	Spending on gadgets	Spending on healthy eating	Age	Height	Weight	Number of siblings	Smoking_current smoker	Smoking_former smoker	Smoking_never smoked	Smoking_tried smoking	Alcohol_drink a lot	Alcohol_never	Alcohol_social drinker	Punctuality_i am always on time	Punctuality_i am often early	Punctuality_i am often running late	Lying_everytime it suits me	Lying_never	Lying_only to avoid hurting someone	Lying_sometimes	Internet usage_few hours a day	Internet usage_less than an hour a day	Internet usage_most of the day	Internet usage_no time at all	Gender_female	Gender_male	Left - right handed_left handed	Left - right handed_right handed	Education_college/bachelor degree	Education_currently a primary school pupil	Education_doctorate degree	Education_masters degree	Education_primary school	Education_secondary school	Only child_no	Only child_yes	Village - town_city	Village - town_village	House - block of flats_block of flats	House - block of flats_house/bungalow
0	1.0	0.5	0.25	0.0	0.25	0.25	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	0.5	0.0	0.0	0.0	0.0	1.0	0.75	0.25	1.0	0.75	0.75	0.0	1.0	1.0	0.5	0.0	0.25	0.0	1.0	0.0	0.5	0.5	1.0	0.5	1.0	0.5	0.5	0.5	0.5	1.0	0.5	0.0	0.0	0.0	0.0	1.0	0.5	0.5	0.25	0.0	1.0	1.0	0.0	0.75	0.75	0.25	1.0	0.75	0.75	0.0	0.0	0.0	0.0	0.0	1.0	0.5	0.0	0.5	0.25	0.75	0.25	0.25	1.0	0.75	0.25	1.0	0.75	0.75	0.0	0.5	1.0	0.0	0.0	0.5	0.75	0.0	0.5	0.0	0.5	0.0	0.75	1.0	0.75	0.5	0.25	0.0	0.0	0.0	0.75	0.25	0.5	0.5	0.75	0.5	0.75	0.5	0.75	0.5	1.0	0.0	0.0	0.5	1.0	1.0	0.0	0.75	1.0	0.0	0.75	0.5	0.25	0.5	0.75	0.5	0.5	0.75	1.0	0.5	0.5	0.0	0.5	0.333333	0.215686	0.06422	0.1	0.0	0.0	1.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	0.0	1.0	1.0	0.0

responses_normalized.shape

(674, 173)

# Find the numerical features labels
num_cols = []
for i in responses_normalized.columns:
    if i not in cat_cols:
        num_cols.append(i)
num_cols        

['Music',
 'Slow songs or fast songs',
 'Dance',
 'Folk',
 'Country',
 'Classical music',
 'Musical',
 'Pop',
 'Rock',
 'Metal or Hardrock',
 'Punk',
 'Hiphop, Rap',
 'Reggae, Ska',
 'Swing, Jazz',
 'Rock n roll',
 'Alternative',
 'Latino',
 'Techno, Trance',
 'Opera',
 'Movies',
 'Horror',
 'Thriller',
 'Comedy',
 'Romantic',
 'Sci-fi',
 'War',
 'Fantasy/Fairy tales',
 'Animated',
 'Documentary',
 'Western',
 'Action',
 'History',
 'Psychology',
 'Politics',
 'Mathematics',
 'Physics',
 'Internet',
 'PC',
 'Economy Management',
 'Biology',
 'Chemistry',
 'Reading',
 'Geography',
 'Foreign languages',
 'Medicine',
 'Law',
 'Cars',
 'Art exhibitions',
 'Religion',
 'Countryside, outdoors',
 'Dancing',
 'Musical instruments',
 'Writing',
 'Passive sport',
 'Active sport',
 'Gardening',
 'Celebrities',
 'Shopping',
 'Science and technology',
 'Theatre',
 'Fun with friends',
 'Adrenaline sports',
 'Pets',
 'Flying',
 'Storm',
 'Darkness',
 'Heights',
 'Spiders',
 'Snakes',
 'Rats',
 'Ageing',
 'Dangerous dogs',
 'Fear of public speaking',
 'Healthy eating',
 'Daily events',
 'Prioritising workload',
 'Writing notes',
 'Workaholism',
 'Thinking ahead',
 'Final judgement',
 'Reliability',
 'Keeping promises',
 'Loss of interest',
 'Friends versus money',
 'Funniness',
 'Fake',
 'Criminal damage',
 'Decision making',
 'Elections',
 'Self-criticism',
 'Judgment calls',
 'Hypochondria',
 'Empathy',
 'Eating to survive',
 'Giving',
 'Compassion to animals',
 'Borrowed stuff',
 'Loneliness',
 'Cheating in school',
 'Health',
 'Changing the past',
 'God',
 'Dreams',
 'Charity',
 'Number of friends',
 'Waiting',
 'New environment',
 'Mood swings',
 'Appearence and gestures',
 'Socializing',
 'Achievements',
 'Responding to a serious letter',
 'Children',
 'Assertiveness',
 'Getting angry',
 'Knowing the right people',
 'Public speaking',
 'Unpopularity',
 'Life struggles',
 'Happiness in life',
 'Energy levels',
 'Small - big dogs',
 'Personality',
 'Finding lost valuables',
 'Getting up',
 'Interests or hobbies',
 "Parents' advice",
 'Questionnaires or polls',
 'Finances',
 'Shopping centres',
 'Branded clothing',
 'Entertainment spending',
 'Spending on looks',
 'Spending on gadgets',
 'Spending on healthy eating',
 'Age',
 'Height',
 'Weight',
 'Number of siblings']

# Categorical Columns after encoding:
cat_cols

['Smoking_current smoker',
 'Smoking_former smoker',
 'Smoking_never smoked',
 'Smoking_tried smoking',
 'Alcohol_drink a lot',
 'Alcohol_never',
 'Alcohol_social drinker',
 'Punctuality_i am always on time',
 'Punctuality_i am often early',
 'Punctuality_i am often running late',
 'Lying_everytime it suits me',
 'Lying_never',
 'Lying_only to avoid hurting someone',
 'Lying_sometimes',
 'Internet usage_few hours a day',
 'Internet usage_less than an hour a day',
 'Internet usage_most of the day',
 'Internet usage_no time at all',
 'Gender_female',
 'Gender_male',
 'Left - right handed_left handed',
 'Left - right handed_right handed',
 'Education_college/bachelor degree',
 'Education_currently a primary school pupil',
 'Education_doctorate degree',
 'Education_masters degree',
 'Education_primary school',
 'Education_secondary school',
 'Only child_no',
 'Only child_yes',
 'Village - town_city',
 'Village - town_village',
 'House - block of flats_block of flats',
 'House - block of flats_house/bungalow']

# find the correlated numerical columns in the normalized data
correlated_columns = {}
for col in responses_normalized.columns:
    if col in num_cols:
        all_columns = []
        m = responses_normalized[num_cols].corr().ix[col, :-1]
        indices = m.index
        for corr in range(len(m)):
            if m[corr]>.3 and indices[corr] != col:
                 all_columns.append(indices[corr])
        if len(all_columns)>1:           
            correlated_columns[col] = all_columns
correlated_columns

{'Dance': ['Pop', 'Hiphop, Rap', 'Latino', 'Techno, Trance'],
 'Folk': ['Country', 'Classical music', 'Opera'],
 'Country': ['Folk', 'Western'],
 'Classical music': ['Folk',
  'Musical',
  'Swing, Jazz',
  'Alternative',
  'Opera',
  'History',
  'Reading',
  'Art exhibitions',
  'Musical instruments',
  'Theatre'],
 'Musical': ['Classical music', 'Latino', 'Opera', 'Reading', 'Theatre'],
 'Pop': ['Dance', 'Romantic', 'Celebrities', 'Shopping'],
 'Rock': ['Metal or Hardrock', 'Punk', 'Rock n roll', 'Alternative'],
 'Metal or Hardrock': ['Rock', 'Punk'],
 'Punk': ['Rock',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative'],
 'Reggae, Ska': ['Punk', 'Swing, Jazz'],
 'Swing, Jazz': ['Classical music',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative',
  'Opera',
  'Art exhibitions'],
 'Rock n roll': ['Rock', 'Punk', 'Swing, Jazz', 'Alternative'],
 'Alternative': ['Classical music',
  'Rock',
  'Punk',
  'Swing, Jazz',
  'Rock n roll',
  'Art exhibitions'],
 'Latino': ['Dance', 'Musical', 'Romantic', 'Dancing'],
 'Opera': ['Folk',
  'Classical music',
  'Musical',
  'Swing, Jazz',
  'Art exhibitions',
  'Theatre'],
 'Romantic': ['Pop',
  'Latino',
  'Fantasy/Fairy tales',
  'Shopping',
  'Life struggles',
  'Shopping centres'],
 'Sci-fi': ['Action', 'PC', 'Science and technology'],
 'Fantasy/Fairy tales': ['Romantic', 'Animated'],
 'Documentary': ['History', 'Science and technology'],
 'Western': ['Country', 'War'],
 'Action': ['Sci-fi', 'PC', 'Cars', 'Height', 'Weight'],
 'History': ['Classical music', 'Documentary', 'Politics', 'Geography'],
 'Politics': ['History', 'Economy Management', 'Law', 'Daily events'],
 'Mathematics': ['Physics', 'PC'],
 'Physics': ['Mathematics', 'PC', 'Chemistry', 'Science and technology'],
 'PC': ['Sci-fi',
  'Action',
  'Mathematics',
  'Physics',
  'Internet',
  'Cars',
  'Science and technology',
  'Spending on gadgets',
  'Height',
  'Weight'],
 'Economy Management': ['Politics', 'Law'],
 'Biology': ['Chemistry', 'Medicine'],
 'Chemistry': ['Physics', 'Biology', 'Medicine'],
 'Reading': ['Classical music',
  'Musical',
  'Foreign languages',
  'Art exhibitions',
  'Writing',
  'Theatre'],
 'Medicine': ['Biology', 'Chemistry'],
 'Law': ['Politics', 'Economy Management'],
 'Cars': ['Action',
  'PC',
  'Science and technology',
  'Spending on gadgets',
  'Height',
  'Weight'],
 'Art exhibitions': ['Classical music',
  'Swing, Jazz',
  'Alternative',
  'Opera',
  'Reading',
  'Musical instruments',
  'Writing',
  'Theatre'],
 'Dancing': ['Latino', 'Theatre'],
 'Musical instruments': ['Classical music', 'Art exhibitions', 'Writing'],
 'Writing': ['Reading', 'Art exhibitions', 'Musical instruments'],
 'Active sport': ['Adrenaline sports',
  'Energy levels',
  'Interests or hobbies'],
 'Celebrities': ['Pop', 'Shopping', 'Shopping centres', 'Spending on looks'],
 'Shopping': ['Pop',
  'Romantic',
  'Celebrities',
  'Appearence and gestures',
  'Shopping centres',
  'Spending on looks'],
 'Science and technology': ['Sci-fi',
  'Documentary',
  'Physics',
  'PC',
  'Cars',
  'Height'],
 'Theatre': ['Classical music',
  'Musical',
  'Opera',
  'Reading',
  'Art exhibitions',
  'Dancing'],
 'Storm': ['Flying', 'Darkness', 'Dangerous dogs', 'Life struggles'],
 'Darkness': ['Storm', 'Heights', 'Spiders', 'Life struggles'],
 'Spiders': ['Darkness', 'Snakes', 'Rats'],
 'Snakes': ['Spiders', 'Rats', 'Dangerous dogs'],
 'Rats': ['Spiders', 'Snakes', 'Dangerous dogs'],
 'Dangerous dogs': ['Storm', 'Snakes', 'Rats'],
 'Prioritising workload': ['Writing notes', 'Workaholism'],
 'Writing notes': ['Prioritising workload', 'Workaholism'],
 'Workaholism': ['Prioritising workload', 'Writing notes'],
 'God': ['Religion', 'Final judgement'],
 'Number of friends': ['Fun with friends',
  'Socializing',
  'Happiness in life',
  'Energy levels',
  'Interests or hobbies'],
 'New environment': ['Socializing', 'Energy levels'],
 'Mood swings': ['Loneliness', 'Getting angry'],
 'Appearence and gestures': ['Shopping', 'Spending on looks'],
 'Socializing': ['Number of friends',
  'New environment',
  'Energy levels',
  'Interests or hobbies'],
 'Life struggles': ['Romantic', 'Storm', 'Darkness'],
 'Happiness in life': ['Number of friends', 'Energy levels', 'Personality'],
 'Energy levels': ['Active sport',
  'Number of friends',
  'New environment',
  'Socializing',
  'Happiness in life',
  'Personality',
  'Interests or hobbies'],
 'Personality': ['Happiness in life', 'Energy levels'],
 'Interests or hobbies': ['Active sport',
  'Number of friends',
  'Socializing',
  'Energy levels'],
 'Shopping centres': ['Romantic',
  'Celebrities',
  'Shopping',
  'Branded clothing',
  'Spending on looks'],
 'Branded clothing': ['Shopping centres',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets'],
 'Entertainment spending': ['Branded clothing',
  'Spending on looks',
  'Spending on gadgets'],
 'Spending on looks': ['Celebrities',
  'Shopping',
  'Appearence and gestures',
  'Knowing the right people',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets'],
 'Spending on gadgets': ['PC',
  'Cars',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks'],
 'Height': ['Action', 'PC', 'Cars', 'Science and technology', 'Weight'],
 'Weight': ['Action', 'PC', 'Cars', 'Height']}

Data Splitting

# Split the data into training and testing X, Y with a given percentage
def split_data_dataframe(dataset,target, percentage):
    d = dataset.copy()
    x = np.array(d.drop(target, 1))
    y = np.array(d[target])
    x_tr = x[:int(percentage*len(x)),]
    x_te = x[int(percentage*len(x)):,]
    y_tr = y[:int(percentage*len(y)),]
    y_te = y[int(percentage*len(y)):,]
    return np.array(x_tr),np.array(y_tr),np.array(x_te),np.array(y_te)

# Categorical target, Split the data into training and testing X, Y with a given percentage 
#and chose for target y all columns after encoding 
def split_data_category(dataset,target, percentage, isarr = False):
    t = [] 
    s = []
    d = dataset.copy()
    if not isarr:
        t =[col for col in d.columns if col.startswith(target)]
    else:
        for targets in target:
            t.append([col for col in d.columns if col.startswith(targets)]) 
    for j in cols:
        for col in d.columns:
            if col.startswith(j):
                s.append(col)              
    y =  d[t] 
    d.drop(s, 1, inplace=True)
    latest = d.copy()
    x = np.array(latest)
    y = np.array(y)
    x_tr = x[:int(percentage*len(x)),]
    x_te = x[int(percentage*len(x)):,]
    y_tr = y[:int(percentage*len(y)),]
    y_te = y[int(percentage*len(y)):,]
    return np.array(x_tr),np.array(y_tr),np.array(x_te),np.array(y_te)

# Select percentage of the input columns as an input features
import random
def split_data_category_select_features(dataset,target, percentage, colperc, isarr = False):
    d = dataset.copy()
    t = [] 
    s = []
    if not isarr:
        t =[col for col in d.columns if col.startswith(target)]
    else:
        for targets in target:
            t.append([col for col in d.columns if col.startswith(targets)]) 
    for j in cols:
        for col in d.columns:
            if col.startswith(j):
                s.append(col)
    y = d[t]
    d.drop(s, 1, inplace=True)
    columns_all = d.columns.values
    random.shuffle(columns_all) 
    d = d[columns_all[:int(len(columns_all)*colperc)]]
    latest = d.copy()
    x = np.array(latest)
    y = np.array(y)
    x_tr = x[:int(percentage*len(x)),]
    x_te = x[int(percentage*len(x)):,]
    y_tr = y[:int(percentage*len(y)),]
    y_te = y[int(percentage*len(y)):,]
    return np.array(x_tr),np.array(y_tr),np.array(x_te),np.array(y_te),latest.columns.values

Classification Model

Basic Agent Model - Mode

The Model

# basic Mode model as benchmark, replacing all na value with the mode of its feature
class Mode_Model():
    def __init__(self, column_name, df_original):
        self.column_name = column_name
        self.df_original = df_original
        
    def prepare_data(self):
        r_df = self.df_original
        r_df[self.column_name] = r_df[self.column_name].mask(np.random.random(r_df[self.column_name].shape) < .1)
        self.r_df_nona = r_df.dropna(inplace = False)
        self.r_df = r_df
    
    def predict_data(self):
        mode = self.r_df_nona[self.column_name].value_counts().index[0]
        r_df = self.r_df[self.column_name].fillna(mode)
        self.pred = r_df
        self.real = self.df_original[self.column_name]
        
    def accuracy(self):
        err = 0
        for i in range(len(self.pred)):
            if self.pred.values[i] !=self.real.values[i]:
                err+=1
        acc = 1- (err/len(self.pred))
        return acc

Training and Testing

# train the model on all the features without considering the PCA slection results 
mode_acc_all = []
targets = []
dataset = responses_nona.copy()
#responses_normalized
for i in tqdm(cols):
    mode = Mode_Model(i, dataset)   
    mode.prepare_data()
    mode.predict_data()
    mode_acc_all.append(mode.accuracy())
    targets.append(i)
labels = targets
fig = px.bar(x=labels , y=mode_acc_all)
plotly.offline.iplot(fig) 
import matplotlib.pyplot as plt
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(labels, mode_acc_all)
plt.xticks(fontsize = 11, rotation='90')
plt.show()

100%|██████████| 11/11 [00:00<00:00, 176.51it/s]

Neural Network Model

# One hidden layer neural network with forward/backward propagation and cross entropy for loss calculation
# start by fitting the model with sigmid transfer function, relu activation function and backward propagation with 
# derivative of these functions, calculate loss, and accuracy.
class NeuralNetwork:
    # initialize the network number of epochs, hidden layers, learning rate
    def __init__(self, hidden_layers, epochs=10, learning_rate=1, print_it=True):
        self.hidden_layers = hidden_layers
        self.learning_rate = learning_rate
        self.iterations = epochs
        self.loss = []
        self.acc = []
        self.print_it = print_it
    # initialize the input weights and biases, and the hidden layer output weights and biases
    def prepare_data(self, x, y):
        self.input_w = np.random.randn(self.hidden_layers, x.shape[1]) * 0.01
        self.input_b = np.zeros((self.hidden_layers, 1))
        self.output_w = np.random.randn(y.shape[1], self.hidden_layers) * 0.01
        self.output_b = np.zeros((y.shape[1], 1))
    
    # transfer function
    def relu(self, z):
        return z * (z > 0)
    
    # activation function
    def sigmoid(self, z):
        return 1 / (1 + np.exp(-z))
    
    def sigmoid_derivative(self, z):
        return self.sigmoid(z) * (1 - self.sigmoid(z))
    
    # cross entropy loss function
    def loss_function(self, y):
        loss = - (y.T * np.log(self.layer2) + (1-y.T) * np.log(1-self.layer2)).mean() 
        return loss
    # accuracy function
    def accuracy(self, y, pred_y):
        count = 0  
        for i in range(len(y)):
            y_i = y[i].argmax(axis=0)
            y_pred_i = pred_y[i].argmax(axis=0)
            if int(y_i) == int(y_pred_i):
                count+=1
        return count/len(y)
    
    # forward propagation first layer multiply weights by input adding bias and use transfer function
    # pass the results to activation layer after multiply the output by the weights of the output layer
    def forward_propagation(self, x):
        self.layer1 = self.relu(np.dot(self.input_w, x.T) + self.input_b)
        self.layer2 = self.sigmoid(np.dot(self.output_w, self.layer1) + self.output_b)
        
    # backward propagation to find the error and update the weights
    def backward_propagation(self, x, y):
        m = x.shape[1]
        dz_layer2 = (self.layer2 - y.T) * (self.sigmoid_derivative(self.layer2))
        d_w_layer2 = (1 / m) * np.dot(dz_layer2, self.layer1.T)
        d_b_layer2 = (1 / m) * np.sum(dz_layer2, axis=1, keepdims=True)
        dz_layer1 = np.dot(self.output_w.T, dz_layer2) * (self.layer1 > 0) 
        d_w_layer1 = (1 / m) * np.dot(dz_layer1, x)
        d_b_layer1 = (1 / m) * np.sum(dz_layer1, axis=1, keepdims=True)
        self.input_w -= self.learning_rate * d_w_layer1
        self.input_b -= self.learning_rate * d_b_layer1
        self.output_w -= self.learning_rate * d_w_layer2
        self.output_w -= self.learning_rate * d_b_layer2

    # Fit the data using forward propagation,backward propagation
    # Calculating the loss and accuracy of prediction and repeat epochs time
    def fit(self, x, y):
        self.prepare_data(x, y)
        for i in range(self.iterations):
            self.forward_propagation(x)
            self.backward_propagation(x, y)
            loss = self.loss_function(y)
            pr = self.predict(x)
            acc = self.accuracy(y, pr)
            self.acc.append(acc)
            self.loss.append(loss)
            if i%20 ==0 and i!=0 and self.print_it:
                print(" Epoch: " + str(i) + " Loss: " + str(loss))

    def predict(self, x):
        self.forward_propagation(x)
        return self.layer2.T

Model Training

# train the model on all the features with .1 learning rate
acc_all = []
targets = []
dataset = responses_normalized.copy()
#responses_normalized
for i in tqdm(cols):
    x_tr,y_tr,x_te,y_te = split_data_category(dataset, i, .8)
    nn = NeuralNetwork(250,1550, .1, False)
    nn.fit(x_tr, y_tr)
    y_pred = nn.predict(x_te)
    acc_all.append(nn.accuracy(y_te,y_pred))
    targets.append(i)
labels = targets
fig = px.bar(x=labels , y=acc_all)
plotly.offline.iplot(fig)
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(labels, acc_all)
plt.xticks(fontsize = 11, rotation='90')
plt.show()

100%|██████████| 11/11 [01:21<00:00,  7.43s/it]

# train the model on all the features with .001 learning rate
acc_all_2 = []
targets = []
dataset = responses_normalized.copy()
#responses_normalized
for i in tqdm(cols):
    x_tr,y_tr,x_te,y_te = split_data_category(dataset, i, .8)
    nn = NeuralNetwork(250,1550, .001, False)
    nn.fit(x_tr, y_tr)
    y_pred = nn.predict(x_te)
    acc_all_2.append(nn.accuracy(y_te,y_pred))
    targets.append(i)
labels = targets
fig = px.bar(x=labels , y=acc_all_2)
plotly.offline.iplot(fig)
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(labels, acc_all_2)
plt.xticks(fontsize = 11, rotation='90')
plt.show()

100%|██████████| 11/11 [01:20<00:00,  7.35s/it]

# compare the accuracy between learning rate .1 and .001
import plotly.graph_objects as go
print("NN with l=.1")
print(acc_all)
print("NN with l=.001")
print(acc_all_2)
trace1 = go.Bar(
   x = labels,
   y = acc_all,
   name = 'NN with l=.1'
)
trace2 = go.Bar(
   x = labels,
   y = acc_all_2,
   name = 'NN with l=.001'
)
data = [trace1, trace2]
layout = go.Layout(barmode = 'group',xaxis=dict(title="Categorical Columns"),yaxis=dict(title="Accuracy"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)
print("please refer to the html file if the figure doesn't appear")

NN with l=.1
[0.25925925925925924, 0.5777777777777777, 0.42962962962962964, 0.43703703703703706, 0.7555555555555555, 0.8814814814814815, 0.8666666666666667, 0.4962962962962963, 0.6666666666666666, 0.674074074074074, 0.5185185185185185]
NN with l=.001
[0.4148148148148148, 0.5777777777777777, 0.37037037037037035, 0.5703703703703704, 0.7851851851851852, 0.5407407407407407, 0.9037037037037037, 0.6888888888888889, 0.7407407407407407, 0.8444444444444444, 0.674074074074074]

please refer to the html file if the figure doesn't appear

# train the model on selected. features for each target feature and compare the accuracy for each used percentage
acc_all = []
targets = []
data = []
parti = []
l = [.1,.2,.3,.4,.5,.6,.7,.8,.9,1]
for j in tqdm(l):
    acc_all = []
    for i in cols:
        dataset = responses_normalized.copy()
        x_tr,y_tr,x_te,y_te,part = split_data_category_select_features(dataset, i, .8,j)
        nn = NeuralNetwork(x_tr.shape[1]+10,1550, .1, False)
        nn.fit(x_tr, y_tr)
        y_pred = nn.predict(x_te)
        parti.append(part)
        acc = nn.accuracy(y_te,y_pred)
        acc_all.append(acc)
        targets.append(str(i))
    trace1 = go.Bar(
      x = labels,
      y = acc_all,
      name = j
    )
    data.append(trace1)

layout = go.Layout(barmode = 'group',xaxis=dict(title="data prec"),yaxis=dict(title="Accuracy"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)
print("please refer to the html file if the figure doesn't appear")

100%|██████████| 10/10 [08:08<00:00, 48.90s/it]

please refer to the html file if the figure doesn't appear

# Loss for all features on learning rate .1
loss_all = []
targets = []
data = []
dataset = responses_normalized
#responses_normalized
for i in tqdm(cols):
    x_tr,y_tr,x_te,y_te = split_data_category(dataset, i, .8)
    nn = NeuralNetwork(250,1550, .1, False)
    nn.fit(x_tr, y_tr)
    loss_all.append(nn.loss)
    y_pred = nn.predict(x_te)
    targets.append(i)
labels = targets
for i in range(len(targets)):
    trace1 = go.Line(
       x = np.arange(0,1550),
       y = loss_all[i],
       name = targets[i]
    )
    data.append(trace1)

100%|██████████| 11/11 [01:21<00:00,  7.41s/it]

layout = go.Layout(barmode = 'group',xaxis=dict(title="epochs"),yaxis=dict(title="Loss"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)
print("please refer to the html file if the figure doesn't appear")

please refer to the html file if the figure doesn't appear

#Loss on training rate = .001
loss_all = []
targets = []
data = []
dataset = responses_normalized
#responses_normalized
for i in tqdm(cols):
    x_tr,y_tr,x_te,y_te = split_data_category(dataset, i, .8)
    nn = NeuralNetwork(250,1550, .001, False)
    nn.fit(x_tr, y_tr)
    loss_all.append(nn.loss)
    y_pred = nn.predict(x_te)
    targets.append(i)
labels = targets
for i in range(len(targets)):
    trace1 = go.Line(
       x = np.arange(0,1550),
       y = loss_all[i],
       name = targets[i]
    )
    data.append(trace1)

100%|██████████| 11/11 [01:20<00:00,  7.32s/it]

layout = go.Layout(barmode = 'group',xaxis=dict(title="epochs"),yaxis=dict(title="Loss"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)
print("please refer to the html file if the figure doesn't appear")

please refer to the html file if the figure doesn't appear

# compare nn with learning rate .001 and mode model
import plotly.graph_objects as go
print("Neural Network Model Accuracy")
print(acc_all)
print("Mode Model Accuracy")
print(mode_acc_all)
trace1 = go.Bar(
   x = labels,
   y = acc_all,
   name = 'Neural Network Model'
)
trace2 = go.Bar(
   x = labels,
   y = mode_acc_all,
   name = 'Mode Model'
)
data = [trace1, trace2]
layout = go.Layout(barmode = 'group',xaxis=dict(title="Categorical Columns"),yaxis=dict(title="Accuracy"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)
print("please refer to the html file if the figure doesn't appear")

Neural Network Model Accuracy
[0.25925925925925924, 0.5777777777777777, 0.42962962962962964, 0.43703703703703706, 0.7555555555555555, 0.8814814814814815, 0.8666666666666667, 0.4962962962962963, 0.6666666666666666, 0.674074074074074, 0.5185185185185185]
Mode Model Accuracy
[0.9050445103857567, 0.8798219584569733, 0.9050445103857567, 0.8961424332344213, 0.8931750741839762, 0.870919881305638, 0.9035608308605341, 0.9169139465875371, 0.9020771513353116, 0.8857566765578635, 0.9094955489614244]

please refer to the html file if the figure doesn't appear

Regression Model

Basic Agent Model - Mean

The Model

# the basic mean model replace each missing value with the mean
class Mean_Model():
    def __init__(self, column_name, df_original):
        self.column_name = column_name
        self.df_original = df_original
        
    def prepare_data(self):
        r_df = self.df_original.copy()
        r_df[self.column_name] = r_df[self.column_name].mask(np.random.random(r_df[self.column_name].shape) < .1)
        self.r_df_nona = r_df.dropna(inplace = False)
        self.r_df = r_df
    
    def predict_data(self):
        mean = sum(self.r_df_nona[self.column_name])/len(self.r_df_nona[self.column_name])
        r_df = self.r_df[self.column_name].fillna(mean)
        self.pred = r_df
        self.real = self.df_original[self.column_name]
        
    def mse(self):
        err = 0
        for i in range(len(self.pred)):
            err += ((self.real.values[i] - self.pred.values[i])**2)    
        mse = err/len(self.pred)
        return mse 

Training and Testing

# MSE comparison for each numerical feature as a target 
mean_mse_all = []
mean_targets = []
dataset = responses_normalized.copy()
#responses_normalized
for i in tqdm(num_cols):
        mean = Mean_Model(i, dataset)   
        mean.prepare_data()
        mean.predict_data()
        mean_mse_all.append(mean.mse())
        mean_targets.append(i)
labels = mean_targets
Z = [x for _,x in sorted(zip(mean_mse_all,labels))]
fig = px.bar(x=Z , y=sorted(mean_mse_all), title="MSE Mean")
plotly.offline.iplot(fig)


import matplotlib.pyplot as plt
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(Z, sorted(mean_mse_all))
plt.xticks(fontsize = 11, rotation='90')
plt.show()

100%|██████████| 139/139 [00:00<00:00, 220.26it/s]

Linear Regression

The model

# Linear regression using lasso and ridge
class Linear_Regression:
    def __init__(self, x_tr, y_tr, reg = "lasso"):
        self.x_tr = x_tr
        self.y_tr = y_tr
        self.reg = reg
    def fit_data_lasso(self,num_iter,l):
        all_w =[]
        x, y = self.x_tr, self.y_tr
        w = [.01]*(x.shape[1])
        for i in range(num_iter):
            old_weights = w
            for i in range(len(w)):
                temp1 = (np.matmul(x[:,i].T,(y - np.matmul(x,w))) - (l/2))/((np.matmul(x[:,i].T, x[:,i])))
            
                temp2 = (np.matmul(x[:,i].T,(y - np.matmul(x,w))) + (l/2))/((np.matmul(x[:,i].T, x[:,i])))
                if  w[i]> -1*temp1 :
                    w[i] = w[i] + temp1
                elif w[i] < -1*temp2 :
                    w[i] = w[i] + temp2
                else:
                    w[i] = 0
        self.w =w            
        return w
    
    def fit_data_ridge(self,l):
        x, y = self.x_tr, self.y_tr
        xt = self.x_tr.transpose()
        xtx_mult = np.matmul(xt, x)
        Ident = l*np.identity(len(x[0]), dtype = float)
        addit = xtx_mult+ Ident
        inv= np.linalg.inv(addit)
        res = np.matmul(inv, xt)
        w = np.matmul(res, y)
        self.w =w
        return w

    def predict_data_lasso(self,x):
        self.pred = np.matmul(x,self.w)
        return self.pred
    
    def predict_data_ridge(self,x):
        self.pred = np.matmul(x,self.w)
        return self.pred   
    def fit_data(self,l,num_iter =0):
        if self.reg == "lasso":
            return self.fit_data_lasso(num_iter,l)
        else:
            return self.fit_data_ridge(l)
    def predict(self,x):
        if self.reg == "lasso":
            return self.predict_data_lasso(x)
        else:
            return self.predict_data_ridge(x)      
    def mse(self,y_te):
        self.real = y_te
        mse = sum((self.real - self.pred)**2)/len(self.pred)
        return mse

Training and Testing

Lasso Regression

dataset = responses_normalized    
x_tr,y_tr,x_te,y_te = split_data_dataframe(dataset,"Age", .8)
lasso = Linear_Regression(x_tr, y_tr, reg = "lasso") 
l = np.arange(0, 20, .05)
mse1 = []
for i in tqdm(l):
    w = lasso.fit_data(i,100)
    lasso.predict(x_te)
    mse1.append(lasso.mse(y_te))
x = np.arange(0, len(l), 1)   
fig = px.line(x=l, y=mse1, title='MSE Lasso')
plotly.offline.iplot(fig)
fig = plt.figure(figsize=(15, 7))
plt.plot(l,mse1)

100%|██████████| 400/400 [10:00<00:00,  1.50s/it]

[<matplotlib.lines.Line2D at 0x7f4d9824deb0>]

lasso_lambda = l[mse1.index(min(mse1))]
lasso_lambda

1.9000000000000001

# Lasso regression mse for all numerical features for best lambda found
mse_all = []
target = []
ws = []
dataset = responses_normalized
for i in tqdm(num_cols):
    x_tr,y_tr,x_te,y_te = split_data_dataframe(dataset,i, .8)
    lasso = Linear_Regression(x_tr, y_tr, reg = "lasso") 
    w = lasso.fit_data(lasso_lambda , 100)
    ws.append(w)
    lasso.predict(x_te)
    mse_all.append(lasso.mse(y_te))
    target.append(i)
labels = target
Z = [x for _,x in sorted(zip(mse_all,labels))]    
fig = px.bar(x=Z, y=sorted(mse_all), title='MSE Per Column')
plotly.offline.iplot(fig)
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(Z, sorted(mse_all))
plt.xticks(fontsize = 11, rotation='90')
plt.show()

100%|██████████| 139/139 [03:39<00:00,  1.58s/it]

Ridge Regression

dataset = responses_normalized    
x_tr,y_tr,x_te,y_te = split_data_dataframe(dataset,"Age", .8)
ridge = Linear_Regression(x_tr, y_tr, reg = "ridge") 
l = np.arange(10, 100, .05)
mse1 = []
for i in tqdm(l):
    w = ridge.fit_data(i)
    ridge.predict(x_te)
    mse1.append(ridge.mse(y_te))
x = np.arange(0, len(l), 1)   
fig = px.line(x=l, y=mse1)
plotly.offline.iplot(fig)
fig = plt.figure(figsize=(15, 7))
plt.plot(l,mse1)

100%|██████████| 1800/1800 [00:02<00:00, 825.53it/s]

[<matplotlib.lines.Line2D at 0x7f4d9a86d100>]

ridge_lambda = l[mse1.index(min(mse1))]
ridge_lambda

17.70000000000011

irrel_features={}
for i in range(len(ws)):
    for l in range(len(ws[i])):
        if ws[i][l] == 0:
            if num_cols[i] in irrel_features.keys():
                irrel_features[num_cols[i]].append(dataset.columns.values[l])
            else:     
                irrel_features[num_cols[i]] = [dataset.columns.values[l]]
irrel_features

{'Music': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Classical music',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Alternative',
  'Latino',
  'Horror',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'War',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'History',
  'Psychology',
  'Mathematics',
  'Internet',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Reading',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Musical instruments',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Darkness',
  'Snakes',
  'Rats',
  'Ageing',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Eating to survive',
  'Loneliness',
  'Cheating in school',
  'Dreams',
  'Waiting',
  'New environment',
  'Unpopularity',
  'Personality',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Branded clothing',
  'Spending on looks',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes'],
 'Slow songs or fast songs': ['Dance',
  'Country',
  'Classical music',
  'Musical',
  'Punk',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Opera',
  'Romantic',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Psychology',
  'Mathematics',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Medicine',
  'Cars',
  'Religion',
  'Countryside, outdoors',
  'Writing',
  'Passive sport',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Adrenaline sports',
  'Flying',
  'Storm',
  'Snakes',
  'Ageing',
  'Fear of public speaking',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Final judgement',
  'Reliability',
  'Funniness',
  'Fake',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Eating to survive',
  'Giving',
  'Cheating in school',
  'Health',
  'God',
  'Charity',
  'Number of friends',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Unpopularity',
  'Happiness in life',
  'Personality',
  'Finding lost valuables',
  'Questionnaires or polls',
  'Shopping centres',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Village - town_city',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Dance': ['Country',
  'Pop',
  'Metal or Hardrock',
  'Swing, Jazz',
  'Rock n roll',
  'Techno, Trance',
  'Comedy',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Action',
  'Politics',
  'Internet',
  'PC',
  'Biology',
  'Foreign languages',
  'Medicine',
  'Law',
  'Cars',
  'Religion',
  'Dancing',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Darkness',
  'Heights',
  'Fear of public speaking',
  'Healthy eating',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Reliability',
  'Keeping promises',
  'Funniness',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Cheating in school',
  'Health',
  'God',
  'Dreams',
  'Number of friends',
  'Appearence and gestures',
  'Children',
  'Assertiveness',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Folk': ['Slow songs or fast songs',
  'Metal or Hardrock',
  'Punk',
  'Swing, Jazz',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Action',
  'Economy Management',
  'Biology',
  'Reading',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Countryside, outdoors',
  'Writing',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Fun with friends',
  'Snakes',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Friends versus money',
  'Funniness',
  'Criminal damage',
  'Self-criticism',
  'Compassion to animals',
  'Borrowed stuff',
  'Health',
  'Dreams',
  'Number of friends',
  'Waiting',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Entertainment spending',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Country': ['Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Latino',
  'Horror',
  'Comedy',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Action',
  'History',
  'Economy Management',
  'Biology',
  'Geography',
  'Law',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Passive sport',
  'Active sport',
  'Shopping',
  'Science and technology',
  'Adrenaline sports',
  'Storm',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Prioritising workload',
  'Reliability',
  'Fake',
  'Elections',
  'Judgment calls',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Health',
  'Dreams',
  'Charity',
  'Number of friends',
  'Waiting',
  'New environment',
  'Mood swings',
  'Socializing',
  'Responding to a serious letter',
  'Assertiveness',
  'Public speaking',
  'Unpopularity',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Classical music': ['Slow songs or fast songs',
  'Dance',
  'Country',
  'Metal or Hardrock',
  'Swing, Jazz',
  'Alternative',
  'Movies',
  'Comedy',
  'War',
  'Psychology',
  'Politics',
  'Physics',
  'Economy Management',
  'Geography',
  'Medicine',
  'Law',
  'Science and technology',
  'Theatre',
  'Pets',
  'Flying',
  'Rats',
  'Healthy eating',
  'Prioritising workload',
  'Reliability',
  'Keeping promises',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
  'Compassion to animals',
  'Loneliness',
  'Cheating in school',
  'Health',
  'Changing the past',
  'God',
  'Number of friends',
  'Waiting',
  'New environment',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Small - big dogs',
  'Finding lost valuables',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Musical': ['Music',
  'Pop',
  'Rock',
  'Reggae, Ska',
  'Movies',
  'Comedy',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Documentary',
  'History',
  'Psychology',
  'Politics',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Medicine',
  'Law',
  'Cars',
  'Art exhibitions',
  'Countryside, outdoors',
  'Musical instruments',
  'Passive sport',
  'Shopping',
  'Fun with friends',
  'Pets',
  'Storm',
  'Heights',
  'Spiders',
  'Snakes',
  'Ageing',
  'Fear of public speaking',
  'Healthy eating',
  'Writing notes',
  'Thinking ahead',
  'Keeping promises',
  'Funniness',
  'Fake',
  'Decision making',
  'Self-criticism',
  'Borrowed stuff',
  'Changing the past',
  'Charity',
  'New environment',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Getting angry',
  'Knowing the right people',
  'Life struggles',
  'Finding lost valuables',
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Age',
  'Height',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Pop': ['Slow songs or fast songs',
  'Folk',
  'Techno, Trance',
  'Movies',
  'War',
  'Psychology',
  'Physics',
  'Internet',
  'PC',
  'Economy Management',
  'Biology',
  'Reading',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Countryside, outdoors',
  'Musical instruments',
  'Writing',
  'Active sport',
  'Celebrities',
  'Adrenaline sports',
  'Flying',
  'Storm',
  'Darkness',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Loss of interest',
  'Funniness',
  'Fake',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Giving',
  'Borrowed stuff',
  'Health',
  'God',
  'Dreams',
  'Charity',
  'Waiting',
  'Appearence and gestures',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Unpopularity',
  'Happiness in life',
  'Small - big dogs',
  'Finding lost valuables',
  'Questionnaires or polls',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Rock': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Musical',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative',
  'Techno, Trance',
  'Horror',
  'Romantic',
  'War',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'History',
  'Psychology',
  'Mathematics',
  'PC',
  'Biology',
  'Medicine',
  'Law',
  'Dancing',
  'Musical instruments',
  'Writing',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Adrenaline sports',
  'Flying',
  'Heights',
  'Snakes',
  'Ageing',
  'Dangerous dogs',
  'Prioritising workload',
  'Writing notes',
  'Thinking ahead',
  'Reliability',
  'Friends versus money',
  'Criminal damage',
  'Loneliness',
  'Cheating in school',
  'Dreams',
  'Charity',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Entertainment spending',
  'Spending on looks',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_village'],
 'Metal or Hardrock': ['Music',
  'Country',
  'Musical',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Techno, Trance',
  'Movies',
  'Horror',
  'Romantic',
  'Sci-fi',
  'Western',
  'Action',
  'History',
  'PC',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Religion',
  'Dancing',
  'Writing',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Pets',
  'Flying',
  'Darkness',
  'Ageing',
  'Fear of public speaking',
  'Prioritising workload',
  'Writing notes',
  'Reliability',
  'Loss of interest',
  'Funniness',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Hypochondria',
  'Empathy',
  'Compassion to animals',
  'Cheating in school',
  'God',
  'Dreams',
  'Charity',
  'Waiting',
  'New environment',
  'Mood swings',
  'Responding to a serious letter',
  'Children',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Small - big dogs',
  'Finding lost valuables',
  'Getting up',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Punk': ['Dance',
  'Folk',
  'Country',
  'Classical music',
  'Techno, Trance',
  'Movies',
  'Horror',
  'Comedy',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Psychology',
  'Politics',
  'Mathematics',
  'PC',
  'Economy Management',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Medicine',
  'Art exhibitions',
  'Dancing',
  'Musical instruments',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Fun with friends',
  'Storm',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Healthy eating',
  'Workaholism',
  'Final judgement',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Loneliness',
  'Cheating in school',
  'Health',
  'God',
  'Dreams',
  'Charity',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Assertiveness',
  'Getting angry',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Personality',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Hiphop, Rap': ['Folk',
  'Musical',
  'Punk',
  'Rock n roll',
  'War',
  'Documentary',
  'Action',
  'PC',
  'Biology',
  'Geography',
  'Foreign languages',
  'Active sport',
  'Theatre',
  'Adrenaline sports',
  'Flying',
  'Heights',
  'Spiders',
  'Snakes',
  'Rats',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Keeping promises',
  'Fake',
  'Decision making',
  'Elections',
  'Empathy',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Health',
  'God',
  'Waiting',
  'Mood swings',
  'Socializing',
  'Responding to a serious letter',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Personality',
  'Finding lost valuables',
  'Getting up',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Height',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Reggae, Ska': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Pop',
  'Swing, Jazz',
  'Latino',
  'Techno, Trance',
  'Fantasy/Fairy tales',
  'Animated',
  'Action',
  'History',
  'Psychology',
  'Mathematics',
  'Internet',
  'PC',
  'Economy Management',
  'Biology',
  'Foreign languages',
  'Law',
  'Cars',
  'Art exhibitions',
  'Writing',
  'Passive sport',
  'Active sport',
  'Shopping',
  'Science and technology',
  'Pets',
  'Flying',
  'Storm',
  'Heights',
  'Ageing',
  'Dangerous dogs',
  'Daily events',
  'Writing notes',
  'Reliability',
  'Keeping promises',
  'Fake',
  'Elections',
  'Empathy',
  'Eating to survive',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Changing the past',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Energy levels',
  'Small - big dogs',
  'Finding lost valuables',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Shopping centres',
  'Entertainment spending',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Swing, Jazz': ['Slow songs or fast songs',
  'Country',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Techno, Trance',
  'Movies',
  'Horror',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Action',
  'Psychology',
  'Politics',
  'Internet',
  'PC',
  'Economy Management',
  'Geography',
  'Medicine',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Passive sport',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Storm',
  'Spiders',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Funniness',
  'Criminal damage',
  'Giving',
  'Loneliness',
  'Health',
  'Changing the past',
  'Charity',
  'Number of friends',
  'New environment',
  'Achievements',
  'Responding to a serious letter',
  'Public speaking',
  'Unpopularity',
  'Energy levels',
  'Small - big dogs',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Age',
  'Height',
  'Weight',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Rock n roll': ['Dance',
  'Folk',
  'Classical music',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Techno, Trance',
  'Romantic',
  'Documentary',
  'History',
  'Politics',
  'Reading',
  'Foreign languages',
  'Law',
  'Art exhibitions',
  'Religion',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Pets',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Snakes',
  'Rats',
  'Healthy eating',
  'Daily events',
  'Thinking ahead',
  'Final judgement',
  'Keeping promises',
  'Funniness',
  'Criminal damage',
  'Elections',
  'Hypochondria',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Health',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Getting angry',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_secondary school'],
 'Alternative': ['Slow songs or fast songs',
  'Dance',
  'Hiphop, Rap',
  'Alternative',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Romantic',
  'War',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Physics',
  'Internet',
  'Biology',
  'Law',
  'Art exhibitions',
  'Religion',
  'Dancing',
  'Musical instruments',
  'Gardening',
  'Science and technology',
  'Theatre',
  'Flying',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Reliability',
  'Loss of interest',
  'Fake',
  'Criminal damage',
  'Elections',
  'Judgment calls',
  'God',
  'Number of friends',
  'Waiting',
  'Socializing',
  'Achievements',
  'Children',
  'Getting angry',
  'Unpopularity',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Village - town_village'],
 'Latino': ['Music',
  'Slow songs or fast songs',
  'Rock',
  'Alternative',
  'Horror',
  'Thriller',
  'Sci-fi',
  'Animated',
  'History',
  'Politics',
  'Mathematics',
  'Physics',
  'Internet',
  'Chemistry',
  'Medicine',
  'Art exhibitions',
  'Dancing',
  'Gardening',
  'Celebrities',
  'Adrenaline sports',
  'Pets',
  'Storm',
  'Spiders',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Final judgement',
  'Reliability',
  'Funniness',
  'Decision making',
  'Elections',
  'Judgment calls',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'God',
  'Charity',
  'Waiting',
  'Mood swings',
  'Socializing',
  'Assertiveness',
  'Unpopularity',
  'Life struggles',
  'Energy levels',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Spending on looks',
  'Age',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Techno, Trance': ['Country',
  'Rock',
  'Reggae, Ska',
  'Comedy',
  'Sci-fi',
  'War',
  'Documentary',
  'Western',
  'Action',
  'Psychology',
  'Politics',
  'Mathematics',
  'Physics',
  'PC',
  'Geography',
  'Foreign languages',
  'Medicine',
  'Law',
  'Cars',
  'Art exhibitions',
  'Dancing',
  'Musical instruments',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Fun with friends',
  'Pets',
  'Flying',
  'Spiders',
  'Snakes',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Workaholism',
  'Friends versus money',
  'Funniness',
  'Criminal damage',
  'Self-criticism',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Changing the past',
  'Waiting',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Unpopularity',
  'Happiness in life',
  'Energy levels',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Shopping centres',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Opera': ['Dance',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Movies',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Psychology',
  'Politics',
  'Mathematics',
  'Biology',
  'Reading',
  'Law',
  'Religion',
  'Dancing',
  'Shopping',
  'Theatre',
  'Fun with friends',
  'Darkness',
  'Spiders',
  'Snakes',
  'Rats',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Reliability',
  'Loss of interest',
  'Funniness',
  'Criminal damage',
  'Decision making',
  'Elections',
  'Eating to survive',
  'Loneliness',
  'Cheating in school',
  'Changing the past',
  'Number of friends',
  'New environment',
  'Appearence and gestures',
  'Socializing',
  'Assertiveness',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  "Parents' advice",
  'Branded clothing',
  'Entertainment spending',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Movies': ['Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Comedy',
  'War',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Mathematics',
  'Internet',
  'PC',
  'Biology',
  'Foreign languages',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Writing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Fun with friends',
  'Pets',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Snakes',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Friends versus money',
  'Fake',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'God',
  'Dreams',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Achievements',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Energy levels',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Horror': ['Music',
  'Dance',
  'Country',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Punk',
  'Alternative',
  'Opera',
  'Sci-fi',
  'Animated',
  'Documentary',
  'History',
  'Psychology',
  'Physics',
  'Geography',
  'Foreign languages',
  'Law',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Writing',
  'Active sport',
  'Gardening',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Rats',
  'Healthy eating',
  'Prioritising workload',
  'Final judgement',
  'Friends versus money',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Compassion to animals',
  'Cheating in school',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'Mood swings',
  'Children',
  'Getting angry',
  'Happiness in life',
  'Energy levels',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Thriller': ['Folk',
  'Country',
  'Latino',
  'Techno, Trance',
  'Animated',
  'History',
  'Politics',
  'Economy Management',
  'Biology',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Art exhibitions',
  'Dancing',
  'Musical instruments',
  'Passive sport',
  'Shopping',
  'Science and technology',
  'Storm',
  'Heights',
  'Spiders',
  'Ageing',
  'Writing notes',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Self-criticism',
  'Empathy',
  'Compassion to animals',
  'Cheating in school',
  'God',
  'Charity',
  'Appearence and gestures',
  'Socializing',
  'Achievements',
  'Children',
  'Getting angry',
  'Knowing the right people',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Comedy': ['Dance',
  'Folk',
  'Country',
  'Musical',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Mathematics',
  'Internet',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Law',
  'Art exhibitions',
  'Countryside, outdoors',
  'Dancing',
  'Active sport',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Loss of interest',
  'Decision making',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Health',
  'Changing the past',
  'Dreams',
  'Charity',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Achievements',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Only child_no'],
 'Romantic': ['Music',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Rock n roll',
  'Alternative',
  'Opera',
  'Movies',
  'Thriller',
  'Sci-fi',
  'Documentary',
  'History',
  'Physics',
  'Economy Management',
  'Geography',
  'Art exhibitions',
  'Dancing',
  'Musical instruments',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Science and technology',
  'Adrenaline sports',
  'Pets',
  'Storm',
  'Darkness',
  'Heights',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Keeping promises',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Criminal damage',
  'Elections',
  'Judgment calls',
  'Eating to survive',
  'Giving',
  'Compassion to animals',
  'Health',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Socializing',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Sci-fi': ['Slow songs or fast songs',
  'Dance',
  'Classical music',
  'Rock',
  'Metal or Hardrock',
  'Alternative',
  'War',
  'Animated',
  'History',
  'Psychology',
  'Biology',
  'Cars',
  'Religion',
  'Dancing',
  'Passive sport',
  'Active sport',
  'Theatre',
  'Adrenaline sports',
  'Pets',
  'Storm',
  'Heights',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Friends versus money',
  'Fake',
  'Decision making',
  'Judgment calls',
  'Empathy',
  'Eating to survive',
  'Giving',
  'Loneliness',
  'Cheating in school',
  'Health',
  'God',
  'Waiting',
  'Appearence and gestures',
  'Achievements',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  'Branded clothing',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'War': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Musical',
  'Swing, Jazz',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Romantic',
  'Western',
  'Mathematics',
  'Physics',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Art exhibitions',
  'Religion',
  'Musical instruments',
  'Writing',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Theatre',
  'Fun with friends',
  'Pets',
  'Darkness',
  'Spiders',
  'Ageing',
  'Dangerous dogs',
  'Daily events',
  'Thinking ahead',
  'Funniness',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Loneliness',
  'Dreams',
  'Charity',
  'New environment',
  'Appearence and gestures',
  'Socializing',
  'Children',
  'Assertiveness',
  'Knowing the right people',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  'Finances',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Lying_everytime it suits me',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school'],
 'Fantasy/Fairy tales': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Musical',
  'Rock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Thriller',
  'Sci-fi',
  'Documentary',
  'Action',
  'History',
  'Mathematics',
  'Physics',
  'Internet',
  'PC',
  'Chemistry',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Cars',
  'Religion',
  'Dancing',
  'Writing',
  'Passive sport',
  'Active sport',
  'Shopping',
  'Science and technology',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Spiders',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Daily events',
  'Prioritising workload',
  'Reliability',
  'Loss of interest',
  'Criminal damage',
  'Elections',
  'Judgment calls',
  'Health',
  'Changing the past',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Children',
  'Getting angry',
  'Knowing the right people',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Animated': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Latino',
  'Opera',
  'Western',
  'Action',
  'Psychology',
  'Politics',
  'Mathematics',
  'Physics',
  'PC',
  'Economy Management',
  'Biology',
  'Law',
  'Cars',
  'Art exhibitions',
  'Dancing',
  'Writing',
  'Passive sport',
  'Gardening',
  'Shopping',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Spiders',
  'Snakes',
  'Rats',
  'Dangerous dogs',
  'Writing notes',
  'Funniness',
  'Fake',
  'Decision making',
  'Eating to survive',
  'Compassion to animals',
  'Loneliness',
  'Cheating in school',
  'Health',
  'Changing the past',
  'Dreams',
  'Responding to a serious letter',
  'Children',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Documentary': ['Music',
  'Dance',
  'Country',
  'Pop',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Rock n roll',
  'Movies',
  'Horror',
  'Thriller',
  'Romantic',
  'Sci-fi',
  'Physics',
  'PC',
  'Geography',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Musical instruments',
  'Writing',
  'Gardening',
  'Science and technology',
  'Fun with friends',
  'Pets',
  'Flying',
  'Spiders',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Daily events',
  'Prioritising workload',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Funniness',
  'Fake',
  'Decision making',
  'Elections',
  'Hypochondria',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Health',
  'Changing the past',
  'God',
  'Dreams',
  'New environment',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Unpopularity',
  'Life struggles',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Western': ['Music',
  'Folk',
  'Classical music',
  'Musical',
  'Punk',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Horror',
  'Thriller',
  'Fantasy/Fairy tales',
  'Action',
  'Politics',
  'Physics',
  'Internet',
  'Chemistry',
  'Reading',
  'Foreign languages',
  'Law',
  'Religion',
  'Dancing',
  'Musical instruments',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Adrenaline sports',
  'Flying',
  'Darkness',
  'Heights',
  'Fear of public speaking',
  'Daily events',
  'Prioritising workload',
  'Workaholism',
  'Friends versus money',
  'Funniness',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Hypochondria',
  'Eating to survive',
  'Giving',
  'Health',
  'Waiting',
  'New environment',
  'Mood swings',
  'Children',
  'Getting angry',
  'Unpopularity',
  'Happiness in life',
  'Energy levels',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Action': ['Music',
  'Folk',
  'Musical',
  'Rock',
  'Punk',
  'Swing, Jazz',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'History',
  'Politics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Cars',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Storm',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Prioritising workload',
  'Thinking ahead',
  'Final judgement',
  'Friends versus money',
  'Criminal damage',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Giving',
  'Compassion to animals',
  'Loneliness',
  'Health',
  'Changing the past',
  'Dreams',
  'Number of friends',
  'Appearence and gestures',
  'Socializing',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Energy levels',
  'Small - big dogs',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Age',
  'Weight',
  'Smoking_current smoker',
  'Smoking_tried smoking',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'History': ['Slow songs or fast songs',
  'Country',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Western',
  'Physics',
  'Internet',
  'Economy Management',
  'Biology',
  'Geography',
  'Religion',
  'Countryside, outdoors',
  'Musical instruments',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Theatre',
  'Pets',
  'Flying',
  'Storm',
  'Ageing',
  'Dangerous dogs',
  'Healthy eating',
  'Writing notes',
  'Thinking ahead',
  'Keeping promises',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Judgment calls',
  'Hypochondria',
  'Eating to survive',
  'Compassion to animals',
  'Cheating in school',
  'Health',
  'Dreams',
  'Charity',
  'Waiting',
  'Mood swings',
  'Appearence and gestures',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Spending on looks',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Psychology': ['Slow songs or fast songs',
  'Country',
  'Pop',
  'Punk',
  'Swing, Jazz',
  'Movies',
  'Thriller',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'War',
  'Animated',
  'Western',
  'Internet',
  'Chemistry',
  'Geography',
  'Passive sport',
  'Active sport',
  'Shopping',
  'Pets',
  'Rats',
  'Ageing',
  'Healthy eating',
  'Daily events',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Loss of interest',
  'Fake',
  'Criminal damage',
  'Judgment calls',
  'Giving',
  'Compassion to animals',
  'Loneliness',
  'Changing the past',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'Waiting',
  'New environment',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Getting angry',
  'Knowing the right people',
  'Life struggles',
  'Energy levels',
  'Getting up',
  'Shopping centres',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Politics': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Musical',
  'Pop',
  'Rock',
  'Punk',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Horror',
  'Sci-fi',
  'Animated',
  'Action',
  'Politics',
  'Biology',
  'Geography',
  'Law',
  'Religion',
  'Countryside, outdoors',
  'Active sport',
  'Gardening',
  'Science and technology',
  'Adrenaline sports',
  'Storm',
  'Darkness',
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  'Getting up',
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  'Questionnaires or polls',
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  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
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  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
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  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
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  'Village - town_village',
  'House - block of flats_block of flats'],
 'Mathematics': ['Music',
  'Dance',
  'Classical music',
  'Musical',
  'Metal or Hardrock',
  'Punk',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
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  'Movies',
  'Thriller',
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  'Height',
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 'Physics': ['Slow songs or fast songs',
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  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
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  'Opera',
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  'Number of friends',
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  'Height',
  'Weight',
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  'Village - town_village'],
 'Internet': ['Slow songs or fast songs',
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  'Height',
  'Weight',
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  'Smoking_current smoker',
  'Smoking_former smoker',
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 'PC': ['Slow songs or fast songs',
  'Musical',
  'Pop',
  'Punk',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Comedy',
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  'Interests or hobbies',
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  'Branded clothing',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
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  'Punctuality_i am often early',
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  'Internet usage_less than an hour a day',
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  'Gender_male',
  'Left - right handed_left handed',
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  'Village - town_city',
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 'Economy Management': ['Slow songs or fast songs',
  'Dance',
  'Musical',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Swing, Jazz',
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  'Art exhibitions',
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  'Judgment calls',
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  'Compassion to animals',
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  "Parents' advice",
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  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
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  'Punctuality_i am always on time',
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  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Biology': ['Dance',
  'Country',
  'Musical',
  'Hiphop, Rap',
  'Rock n roll',
  'Alternative',
  'Thriller',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Documentary',
  'Action',
  'History',
  'PC',
  'Reading',
  'Geography',
  'Cars',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Writing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Fun with friends',
  'Storm',
  'Snakes',
  'Dangerous dogs',
  'Healthy eating',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Keeping promises',
  'Friends versus money',
  'Funniness',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
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  'Cheating in school',
  'Changing the past',
  'God',
  'Charity',
  'Number of friends',
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  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Entertainment spending',
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  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Chemistry': ['Music',
  'Slow songs or fast songs',
  'Country',
  'Classical music',
  'Rock',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Opera',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'History',
  'Politics',
  'Geography',
  'Medicine',
  'Law',
  'Cars',
  'Dancing',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Darkness',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Final judgement',
  'Friends versus money',
  'Fake',
  'Criminal damage',
  'Elections',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'God',
  'Dreams',
  'Waiting',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Responding to a serious letter',
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  'Questionnaires or polls',
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  'Shopping centres',
  'Spending on gadgets',
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  'Height',
  'Weight',
  'Number of siblings',
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  'Alcohol_social drinker',
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  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Reading': ['Music',
  'Dance',
  'Folk',
  'Pop',
  'Punk',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'War',
  'Fantasy/Fairy tales',
  'Western',
  'Action',
  'Psychology',
  'Politics',
  'Internet',
  'Biology',
  'Reading',
  'Foreign languages',
  'Passive sport',
  'Gardening',
  'Pets',
  'Flying',
  'Darkness',
  'Spiders',
  'Snakes',
  'Ageing',
  'Fear of public speaking',
  'Workaholism',
  'Final judgement',
  'Loss of interest',
  'Friends versus money',
  'Criminal damage',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Hypochondria',
  'Empathy',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Health',
  'God',
  'Dreams',
  'Charity',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
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  'Energy levels',
  'Small - big dogs',
  'Interests or hobbies',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
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  'Punctuality_i am often running late',
  'Lying_only to avoid hurting someone',
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  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
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 'Geography': ['Music',
  'Dance',
  'Folk',
  'Rock',
  'Metal or Hardrock',
  'Rock n roll',
  'Opera',
  'Thriller',
  'Comedy',
  'Sci-fi',
  'War',
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  'Physics',
  'PC',
  'Economy Management',
  'Biology',
  'Art exhibitions',
  'Dancing',
  'Passive sport',
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  'Darkness',
  'Snakes',
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  'Questionnaires or polls',
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  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
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  'Punctuality_i am always on time',
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  'Lying_everytime it suits me',
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  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
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  'Education_secondary school',
  'Village - town_city',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Foreign languages': ['Slow songs or fast songs',
  'Dance',
  'Country',
  'Musical',
  'Pop',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Comedy',
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  'Animated',
  'Documentary',
  'Western',
  'Action',
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  'Mathematics',
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  'Chemistry',
  'Law',
  'Cars',
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  'Musical instruments',
  'Writing',
  'Passive sport',
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  'Spiders',
  'Snakes',
  'Dangerous dogs',
  'Daily events',
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  'Reliability',
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  'Decision making',
  'Elections',
  'Judgment calls',
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  'New environment',
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  'Small - big dogs',
  'Personality',
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  'Shopping centres',
  'Branded clothing',
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  'Spending on looks',
  'Spending on gadgets',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_never',
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  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
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  'Education_masters degree',
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  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Medicine': ['Slow songs or fast songs',
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  'Country',
  'Classical music',
  'Pop',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
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  'Techno, Trance',
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  'Thriller',
  'Comedy',
  'Documentary',
  'Western',
  'Politics',
  'Physics',
  'Internet',
  'Reading',
  'Geography',
  'Foreign languages',
  'Cars',
  'Countryside, outdoors',
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  'Musical instruments',
  'Writing',
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  'Gardening',
  'Science and technology',
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  'Ageing',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Workaholism',
  'Reliability',
  'Friends versus money',
  'Funniness',
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  'Health',
  'God',
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  'New environment',
  'Mood swings',
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  'Energy levels',
  'Small - big dogs',
  'Personality',
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  'Questionnaires or polls',
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  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
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  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Law': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Musical',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Latino',
  'Techno, Trance',
  'Romantic',
  'Fantasy/Fairy tales',
  'Animated',
  'Action',
  'Psychology',
  'Physics',
  'Reading',
  'Dancing',
  'Musical instruments',
  'Active sport',
  'Gardening',
  'Fun with friends',
  'Flying',
  'Spiders',
  'Ageing',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Final judgement',
  'Fake',
  'Decision making',
  'Self-criticism',
  'Judgment calls',
  'Hypochondria',
  'Eating to survive',
  'Giving',
  'Cheating in school',
  'Health',
  'Changing the past',
  'Waiting',
  'New environment',
  'Achievements',
  'Children',
  'Knowing the right people',
  'Life struggles',
  'Personality',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Cars': ['Dance',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Opera',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'History',
  'Politics',
  'Mathematics',
  'Internet',
  'Economy Management',
  'Chemistry',
  'Art exhibitions',
  'Dancing',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Adrenaline sports',
  'Storm',
  'Snakes',
  'Dangerous dogs',
  'Daily events',
  'Prioritising workload',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Funniness',
  'Criminal damage',
  'Self-criticism',
  'Judgment calls',
  'Borrowed stuff',
  'Health',
  'Charity',
  'Waiting',
  'Appearence and gestures',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Unpopularity',
  'Life struggles',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Art exhibitions': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Country',
  'Musical',
  'Pop',
  'Reggae, Ska',
  'Horror',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Foreign languages',
  'Medicine',
  'Law',
  'Writing',
  'Passive sport',
  'Fun with friends',
  'Pets',
  'Storm',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Fake',
  'Hypochondria',
  'Empathy',
  'Borrowed stuff',
  'Changing the past',
  'Charity',
  'New environment',
  'Responding to a serious letter',
  'Children',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Finding lost valuables',
  'Interests or hobbies',
  "Parents' advice",
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Religion': ['Dance',
  'Pop',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Horror',
  'Thriller',
  'Romantic',
  'Animated',
  'Action',
  'Internet',
  'Economy Management',
  'Law',
  'Cars',
  'Celebrities',
  'Science and technology',
  'Fun with friends',
  'Pets',
  'Storm',
  'Darkness',
  'Snakes',
  'Healthy eating',
  'Daily events',
  'Workaholism',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Charity',
  'Mood swings',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Unpopularity',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am often early',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Countryside, outdoors': ['Slow songs or fast songs',
  'Dance',
  'Musical',
  'Rock',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Opera',
  'Movies',
  'Horror',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Documentary',
  'Western',
  'Action',
  'History',
  'Mathematics',
  'Physics',
  'PC',
  'Biology',
  'Medicine',
  'Gardening',
  'Theatre',
  'Pets',
  'Storm',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Reliability',
  'Loss of interest',
  'Friends versus money',
  'Elections',
  'Judgment calls',
  'Hypochondria',
  'Eating to survive',
  'Giving',
  'Borrowed stuff',
  'Health',
  'Dreams',
  'Charity',
  'Number of friends',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Getting angry',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Interests or hobbies',
  'Branded clothing',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Dancing': ['Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Action',
  'History',
  'Mathematics',
  'Physics',
  'Internet',
  'Biology',
  'Reading',
  'Celebrities',
  'Shopping',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Spiders',
  'Snakes',
  'Ageing',
  'Fear of public speaking',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Self-criticism',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Cheating in school',
  'Changing the past',
  'Number of friends',
  'Waiting',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Knowing the right people',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  "Parents' advice",
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Musical instruments': ['Dance',
  'Country',
  'Musical',
  'Reggae, Ska',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Horror',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Action',
  'Physics',
  'Chemistry',
  'Geography',
  'Medicine',
  'Cars',
  'Passive sport',
  'Active sport',
  'Celebrities',
  'Theatre',
  'Fun with friends',
  'Flying',
  'Darkness',
  'Heights',
  'Snakes',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Workaholism',
  'Keeping promises',
  'Self-criticism',
  'Eating to survive',
  'Health',
  'God',
  'Dreams',
  'Number of friends',
  'Waiting',
  'New environment',
  'Appearence and gestures',
  'Getting angry',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Writing': ['Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Punk',
  'Alternative',
  'Techno, Trance',
  'Thriller',
  'Comedy',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'History',
  'Politics',
  'PC',
  'Foreign languages',
  'Medicine',
  'Law',
  'Dancing',
  'Writing',
  'Passive sport',
  'Celebrities',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Heights',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Loss of interest',
  'Funniness',
  'Elections',
  'Judgment calls',
  'Hypochondria',
  'Giving',
  'Loneliness',
  'Cheating in school',
  'God',
  'Charity',
  'Number of friends',
  'Waiting',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Public speaking',
  'Life struggles',
  'Small - big dogs',
  'Finding lost valuables',
  'Interests or hobbies',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Passive sport': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Punk',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
  'Movies',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'Psychology',
  'Mathematics',
  'Economy Management',
  'Chemistry',
  'Foreign languages',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Writing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Storm',
  'Spiders',
  'Dangerous dogs',
  'Funniness',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
  'Giving',
  'God',
  'Dreams',
  'Charity',
  'Waiting',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Happiness in life',
  'Energy levels',
  'Finding lost valuables',
  'Questionnaires or polls',
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Active sport': ['Music',
  'Slow songs or fast songs',
  'Country',
  'Rock',
  'Swing, Jazz',
  'Techno, Trance',
  'Horror',
  'Thriller',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Psychology',
  'PC',
  'Economy Management',
  'Biology',
  'Reading',
  'Geography',
  'Medicine',
  'Musical instruments',
  'Writing',
  'Shopping',
  'Adrenaline sports',
  'Flying',
  'Writing notes',
  'Final judgement',
  'Loss of interest',
  'Criminal damage',
  'Decision making',
  'Self-criticism',
  'Judgment calls',
  'Hypochondria',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Health',
  'God',
  'Waiting',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Life struggles',
  'Small - big dogs',
  'Finding lost valuables',
  'Questionnaires or polls',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Gardening': ['Music',
  'Dance',
  'Folk',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Opera',
  'Horror',
  'Thriller',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Physics',
  'Internet',
  'Economy Management',
  'Geography',
  'Law',
  'Musical instruments',
  'Shopping',
  'Pets',
  'Flying',
  'Storm',
  'Darkness',
  'Spiders',
  'Daily events',
  'Prioritising workload',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Funniness',
  'Fake',
  'Self-criticism',
  'Judgment calls',
  'Eating to survive',
  'Compassion to animals',
  'Changing the past',
  'God',
  'Dreams',
  'Number of friends',
  'Waiting',
  'New environment',
  'Socializing',
  'Achievements',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Finding lost valuables',
  'Interests or hobbies',
  "Parents' advice",
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Celebrities': ['Music',
  'Folk',
  'Country',
  'Rock',
  'Punk',
  'Latino',
  'Horror',
  'Comedy',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Action',
  'History',
  'Politics',
  'Mathematics',
  'Physics',
  'Internet',
  'Economy Management',
  'Biology',
  'Cars',
  'Countryside, outdoors',
  'Passive sport',
  'Active sport',
  'Theatre',
  'Pets',
  'Storm',
  'Darkness',
  'Spiders',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Prioritising workload',
  'Thinking ahead',
  'Final judgement',
  'Loss of interest',
  'Funniness',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Empathy',
  'Eating to survive',
  'Borrowed stuff',
  'God',
  'Dreams',
  'Charity',
  'New environment',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Getting angry',
  'Public speaking',
  'Unpopularity',
  'Energy levels',
  'Personality',
  'Getting up',
  "Parents' advice",
  'Shopping centres',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Shopping': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Folk',
  'Classical music',
  'Musical',
  'Punk',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Romantic',
  'Sci-fi',
  'War',
  'Action',
  'History',
  'Psychology',
  'Internet',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Foreign languages',
  'Medicine',
  'Cars',
  'Religion',
  'Passive sport',
  'Shopping',
  'Science and technology',
  'Pets',
  'Storm',
  'Darkness',
  'Dangerous dogs',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Final judgement',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Decision making',
  'Judgment calls',
  'Hypochondria',
  'Giving',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Health',
  'Changing the past',
  'Dreams',
  'Charity',
  'Number of friends',
  'New environment',
  'Socializing',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Life struggles',
  'Happiness in life',
  'Finding lost valuables',
  'Getting up',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Science and technology': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Rock',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Rock n roll',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Thriller',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Mathematics',
  'Economy Management',
  'Geography',
  'Foreign languages',
  'Law',
  'Dancing',
  'Active sport',
  'Gardening',
  'Shopping',
  'Theatre',
  'Adrenaline sports',
  'Darkness',
  'Snakes',
  'Ageing',
  'Fear of public speaking',
  'Daily events',
  'Reliability',
  'Friends versus money',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Giving',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Dreams',
  'Number of friends',
  'Waiting',
  'New environment',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Assertiveness',
  'Public speaking',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Entertainment spending',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Theatre': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Horror',
  'Fantasy/Fairy tales',
  'Documentary',
  'Western',
  'Action',
  'Politics',
  'PC',
  'Economy Management',
  'Biology',
  'Geography',
  'Law',
  'Cars',
  'Religion',
  'Shopping',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Darkness',
  'Spiders',
  'Ageing',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Workaholism',
  'Reliability',
  'Fake',
  'Elections',
  'Compassion to animals',
  'Cheating in school',
  'Health',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Getting angry',
  'Knowing the right people',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Finances',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Fun with friends': ['Folk',
  'Country',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Horror',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Action',
  'History',
  'Mathematics',
  'Physics',
  'PC',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Foreign languages',
  'Law',
  'Cars',
  'Musical instruments',
  'Passive sport',
  'Active sport',
  'Celebrities',
  'Science and technology',
  'Pets',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Snakes',
  'Ageing',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Self-criticism',
  'Hypochondria',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Changing the past',
  'Number of friends',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Adrenaline sports': ['Music',
  'Folk',
  'Country',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Punk',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'War',
  'Animated',
  'Documentary',
  'Action',
  'Politics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Dancing',
  'Musical instruments',
  'Passive sport',
  'Celebrities',
  'Flying',
  'Storm',
  'Heights',
  'Snakes',
  'Healthy eating',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
  'Eating to survive',
  'Compassion to animals',
  'Cheating in school',
  'Health',
  'God',
  'New environment',
  'Mood swings',
  'Socializing',
  'Children',
  'Getting angry',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Personality',
  'Interests or hobbies',
  'Finances',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Pets': ['Dance',
  'Country',
  'Classical music',
  'Musical',
  'Rock',
  'Hiphop, Rap',
  'Latino',
  'Horror',
  'Sci-fi',
  'War',
  'Western',
  'Politics',
  'Mathematics',
  'Internet',
  'Chemistry',
  'Foreign languages',
  'Cars',
  'Art exhibitions',
  'Dancing',
  'Writing',
  'Passive sport',
  'Active sport',
  'Science and technology',
  'Theatre',
  'Pets',
  'Flying',
  'Heights',
  'Snakes',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Writing notes',
  'Workaholism',
  'Keeping promises',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Empathy',
  'Compassion to animals',
  'Loneliness',
  'Health',
  'New environment',
  'Socializing',
  'Achievements',
  'Children',
  'Knowing the right people',
  'Unpopularity',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  'Finances',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Flying': ['Slow songs or fast songs',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Romantic',
  'War',
  'Documentary',
  'History',
  'Psychology',
  'Physics',
  'PC',
  'Economy Management',
  'Chemistry',
  'Reading',
  'Geography',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Theatre',
  'Pets',
  'Heights',
  'Snakes',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Reliability',
  'Loss of interest',
  'Friends versus money',
  'Fake',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Compassion to animals',
  'God',
  'Dreams',
  'Charity',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Children',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Getting up',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Storm': ['Dance',
  'Country',
  'Classical music',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Alternative',
  'Latino',
  'Opera',
  'Horror',
  'Comedy',
  'Western',
  'History',
  'Mathematics',
  'Internet',
  'PC',
  'Economy Management',
  'Chemistry',
  'Reading',
  'Law',
  'Musical instruments',
  'Writing',
  'Active sport',
  'Shopping',
  'Theatre',
  'Adrenaline sports',
  'Pets',
  'Snakes',
  'Rats',
  'Fear of public speaking',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Keeping promises',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Eating to survive',
  'Compassion to animals',
  'Loneliness',
  'Cheating in school',
  'Health',
  'Changing the past',
  'God',
  'Charity',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Assertiveness',
  'Knowing the right people',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Finding lost valuables',
  'Interests or hobbies',
  'Finances',
  'Branded clothing',
  'Spending on gadgets',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_tried smoking',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_village'],
 'Darkness': ['Music',
  'Slow songs or fast songs',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'Horror',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'History',
  'Politics',
  'Mathematics',
  'Physics',
  'Internet',
  'Biology',
  'Medicine',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Writing',
  'Passive sport',
  'Shopping',
  'Theatre',
  'Fun with friends',
  'Spiders',
  'Rats',
  'Ageing',
  'Healthy eating',
  'Workaholism',
  'Thinking ahead',
  'Fake',
  'Elections',
  'Empathy',
  'Compassion to animals',
  'Loneliness',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Children',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes'],
 'Heights': ['Music',
  'Pop',
  'Metal or Hardrock',
  'Rock n roll',
  'Opera',
  'Movies',
  'War',
  'Fantasy/Fairy tales',
  'Documentary',
  'History',
  'Politics',
  'PC',
  'Chemistry',
  'Foreign languages',
  'Religion',
  'Musical instruments',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Fun with friends',
  'Rats',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Final judgement',
  'Reliability',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Self-criticism',
  'Judgment calls',
  'Compassion to animals',
  'Borrowed stuff',
  'Loneliness',
  'God',
  'Number of friends',
  'Waiting',
  'New environment',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Getting up',
  'Finances',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school'],
 'Spiders': ['Music',
  'Folk',
  'Classical music',
  'Musical',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Horror',
  'Thriller',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'Animated',
  'Western',
  'Mathematics',
  'PC',
  'Reading',
  'Countryside, outdoors',
  'Musical instruments',
  'Writing',
  'Active sport',
  'Science and technology',
  'Adrenaline sports',
  'Flying',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Workaholism',
  'Final judgement',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Self-criticism',
  'Empathy',
  'Giving',
  'Health',
  'Dreams',
  'Waiting',
  'New environment',
  'Energy levels',
  'Personality',
  'Getting up',
  'Questionnaires or polls',
  'Branded clothing',
  'Entertainment spending',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Snakes': ['Slow songs or fast songs',
  'Classical music',
  'Musical',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Techno, Trance',
  'Opera',
  'War',
  'Documentary',
  'Action',
  'Politics',
  'Physics',
  'Internet',
  'Economy Management',
  'Reading',
  'Foreign languages',
  'Law',
  'Countryside, outdoors',
  'Dancing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Theatre',
  'Darkness',
  'Rats',
  'Daily events',
  'Prioritising workload',
  'Thinking ahead',
  'Final judgement',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Self-criticism',
  'Judgment calls',
  'Eating to survive',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'New environment',
  'Appearence and gestures',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Happiness in life',
  'Small - big dogs',
  'Finding lost valuables',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Rats': ['Folk',
  'Country',
  'Classical music',
  'Musical',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Rock n roll',
  'Techno, Trance',
  'Opera',
  'Romantic',
  'Fantasy/Fairy tales',
  'Animated',
  'Action',
  'Psychology',
  'Politics',
  'Biology',
  'Reading',
  'Geography',
  'Foreign languages',
  'Cars',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Writing',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Dangerous dogs',
  'Fear of public speaking',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Reliability',
  'Friends versus money',
  'Elections',
  'Self-criticism',
  'Empathy',
  'Borrowed stuff',
  'Waiting',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Spending on looks',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Ageing': ['Music',
  'Classical music',
  'Pop',
  'Punk',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'Horror',
  'Romantic',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Action',
  'Psychology',
  'Politics',
  'Mathematics',
  'PC',
  'Chemistry',
  'Geography',
  'Countryside, outdoors',
  'Celebrities',
  'Science and technology',
  'Storm',
  'Heights',
  'Snakes',
  'Fear of public speaking',
  'Prioritising workload',
  'Workaholism',
  'Keeping promises',
  'Loss of interest',
  'Decision making',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
  'Compassion to animals',
  'Loneliness',
  'Dreams',
  'Charity',
  'Number of friends',
  'Appearence and gestures',
  'Socializing',
  'Achievements',
  'Children',
  'Assertiveness',
  'Happiness in life',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Dangerous dogs': ['Music',
  'Country',
  'Musical',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
  'Horror',
  'Romantic',
  'Sci-fi',
  'War',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Mathematics',
  'Reading',
  'Medicine',
  'Law',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Fun with friends',
  'Darkness',
  'Spiders',
  'Fear of public speaking',
  'Daily events',
  'Prioritising workload',
  'Workaholism',
  'Elections',
  'Self-criticism',
  'Hypochondria',
  'Eating to survive',
  'Giving',
  'Borrowed stuff',
  'Loneliness',
  'God',
  'Charity',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Children',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Getting up',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school'],
 'Fear of public speaking': ['Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Movies',
  'Horror',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Mathematics',
  'Internet',
  'Economy Management',
  'Chemistry',
  'Cars',
  'Musical instruments',
  'Writing',
  'Passive sport',
  'Gardening',
  'Pets',
  'Spiders',
  'Fear of public speaking',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Criminal damage',
  'Empathy',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Dreams',
  'Number of friends',
  'Socializing',
  'Responding to a serious letter',
  'Assertiveness',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Personality',
  'Getting up',
  'Shopping centres',
  'Branded clothing',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Healthy eating': ['Country',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Swing, Jazz',
  'Latino',
  'Opera',
  'Movies',
  'Horror',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Documentary',
  'Action',
  'Psychology',
  'Mathematics',
  'Physics',
  'Internet',
  'PC',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Reading',
  'Law',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Flying',
  'Snakes',
  'Rats',
  'Ageing',
  'Fear of public speaking',
  'Healthy eating',
  'Prioritising workload',
  'Reliability',
  'Loss of interest',
  'Funniness',
  'Fake',
  'Criminal damage',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
  'Eating to survive',
  'Compassion to animals',
  'Loneliness',
  'Health',
  'God',
  'Charity',
  'Number of friends',
  'Waiting',
  'New environment',
  'Socializing',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Life struggles',
  'Energy levels',
  "Parents' advice",
  'Entertainment spending',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Daily events': ['Dance',
  'Country',
  'Pop',
  'Rock',
  'Punk',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Psychology',
  'Economy Management',
  'Biology',
  'Foreign languages',
  'Medicine',
  'Law',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Darkness',
  'Heights',
  'Spiders',
  'Dangerous dogs',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Funniness',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Empathy',
  'Giving',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Health',
  'God',
  'New environment',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Knowing the right people',
  'Happiness in life',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Entertainment spending',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Prioritising workload': ['Folk',
  'Country',
  'Pop',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Comedy',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Documentary',
  'Western',
  'Psychology',
  'Politics',
  'Physics',
  'PC',
  'Economy Management',
  'Biology',
  'Geography',
  'Foreign languages',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Writing',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Storm',
  'Heights',
  'Snakes',
  'Dangerous dogs',
  'Thinking ahead',
  'Keeping promises',
  'Loss of interest',
  'Friends versus money',
  'Fake',
  'Decision making',
  'Self-criticism',
  'Hypochondria',
  'Health',
  'God',
  'Dreams',
  'New environment',
  'Socializing',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Public speaking',
  'Small - big dogs',
  'Shopping centres',
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Writing notes': ['Slow songs or fast songs',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Rock n roll',
  'Techno, Trance',
  'Opera',
  'Horror',
  'Sci-fi',
  'Animated',
  'Western',
  'Action',
  'Mathematics',
  'Physics',
  'Internet',
  'Economy Management',
  'Geography',
  'Medicine',
  'Law',
  'Cars',
  'Religion',
  'Writing',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Theatre',
  'Flying',
  'Heights',
  'Spiders',
  'Ageing',
  'Dangerous dogs',
  'Healthy eating',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Empathy',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Health',
  'Changing the past',
  'Dreams',
  'Charity',
  'New environment',
  'Appearence and gestures',
  'Getting angry',
  'Knowing the right people',
  'Unpopularity',
  'Small - big dogs',
  'Finding lost valuables',
  'Getting up',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Branded clothing',
  'Spending on looks',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Workaholism': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Rock',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Rock n roll',
  'Latino',
  'Thriller',
  'Sci-fi',
  'Animated',
  'Mathematics',
  'Physics',
  'PC',
  'Biology',
  'Foreign languages',
  'Law',
  'Countryside, outdoors',
  'Dancing',
  'Writing',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Shopping',
  'Fun with friends',
  'Flying',
  'Storm',
  'Heights',
  'Rats',
  'Fear of public speaking',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Funniness',
  'Decision making',
  'Hypochondria',
  'Borrowed stuff',
  'God',
  'Number of friends',
  'New environment',
  'Knowing the right people',
  'Small - big dogs',
  'Finding lost valuables',
  'Getting up',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Branded clothing',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Thinking ahead': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Country',
  'Musical',
  'Pop',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Latino',
  'Techno, Trance',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'War',
  'Documentary',
  'Western',
  'Psychology',
  'Politics',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Medicine',
  'Writing',
  'Active sport',
  'Gardening',
  'Shopping',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Darkness',
  'Heights',
  'Spiders',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Keeping promises',
  'Loss of interest',
  'Funniness',
  'Fake',
  'Judgment calls',
  'Empathy',
  'Borrowed stuff',
  'Health',
  'God',
  'Dreams',
  'New environment',
  'Assertiveness',
  'Life struggles',
  'Small - big dogs',
  'Finding lost valuables',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Final judgement': ['Folk',
  'Classical music',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Rock n roll',
  'Opera',
  'Sci-fi',
  'War',
  'Animated',
  'History',
  'Psychology',
  'Politics',
  'Physics',
  'Biology',
  'Geography',
  'Medicine',
  'Law',
  'Countryside, outdoors',
  'Dancing',
  'Celebrities',
  'Fun with friends',
  'Adrenaline sports',
  'Storm',
  'Snakes',
  'Dangerous dogs',
  'Daily events',
  'Prioritising workload',
  'Keeping promises',
  'Fake',
  'Self-criticism',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Waiting',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Assertiveness',
  'Happiness in life',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Branded clothing',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Reliability': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Rock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Latino',
  'Movies',
  'Thriller',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Action',
  'History',
  'Internet',
  'PC',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Law',
  'Art exhibitions',
  'Religion',
  'Dancing',
  'Writing',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Shopping',
  'Theatre',
  'Fun with friends',
  'Storm',
  'Heights',
  'Spiders',
  'Ageing',
  'Loss of interest',
  'Empathy',
  'Eating to survive',
  'Borrowed stuff',
  'Cheating in school',
  'God',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Assertiveness',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Energy levels',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Entertainment spending',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Keeping promises': ['Dance',
  'Classical music',
  'Musical',
  'Pop',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Alternative',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Sci-fi',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Geography',
  'Medicine',
  'Law',
  'Cars',
  'Art exhibitions',
  'Countryside, outdoors',
  'Dancing',
  'Writing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Ageing',
  'Dangerous dogs',
  'Healthy eating',
  'Writing notes',
  'Workaholism',
  'Keeping promises',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Giving',
  'Cheating in school',
  'Health',
  'Waiting',
  'New environment',
  'Appearence and gestures',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Punctuality_i am often early',
  'Lying_never',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Loss of interest': ['Country',
  'Classical music',
  'Swing, Jazz',
  'Techno, Trance',
  'Thriller',
  'Romantic',
  'Animated',
  'Documentary',
  'History',
  'Internet',
  'Foreign languages',
  'Medicine',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Dancing',
  'Musical instruments',
  'Pets',
  'Storm',
  'Ageing',
  'Dangerous dogs',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Keeping promises',
  'Loss of interest',
  'Criminal damage',
  'Decision making',
  'Self-criticism',
  'Hypochondria',
  'Giving',
  'Loneliness',
  'Dreams',
  'Number of friends',
  'Mood swings',
  'Achievements',
  'Life struggles',
  'Energy levels',
  'Finding lost valuables',
  'Getting up',
  'Questionnaires or polls',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Friends versus money': ['Music',
  'Slow songs or fast songs',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Horror',
  'Romantic',
  'Animated',
  'Documentary',
  'Western',
  'History',
  'Politics',
  'Mathematics',
  'Physics',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Cars',
  'Art exhibitions',
  'Dancing',
  'Writing',
  'Active sport',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Snakes',
  'Ageing',
  'Dangerous dogs',
  'Writing notes',
  'Workaholism',
  'Reliability',
  'Loss of interest',
  'Decision making',
  'Elections',
  'Judgment calls',
  'Eating to survive',
  'Giving',
  'Borrowed stuff',
  'Loneliness',
  'God',
  'Waiting',
  'New environment',
  'Mood swings',
  'Achievements',
  'Children',
  'Assertiveness',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Finding lost valuables',
  "Parents' advice",
  'Questionnaires or polls',
  'Spending on looks',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Funniness': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Rock',
  'Punk',
  'Techno, Trance',
  'Horror',
  'Romantic',
  'Sci-fi',
  'Western',
  'Action',
  'History',
  'Politics',
  'Internet',
  'Economy Management',
  'Chemistry',
  'Reading',
  'Medicine',
  'Countryside, outdoors',
  'Writing',
  'Active sport',
  'Celebrities',
  'Science and technology',
  'Fun with friends',
  'Pets',
  'Flying',
  'Storm',
  'Heights',
  'Snakes',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Workaholism',
  'Thinking ahead',
  'Keeping promises',
  'Elections',
  'Hypochondria',
  'Eating to survive',
  'Borrowed stuff',
  'Loneliness',
  'Changing the past',
  'God',
  'Number of friends',
  'New environment',
  'Socializing',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Shopping centres',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Fake': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'History',
  'Politics',
  'Physics',
  'Internet',
  'Biology',
  'Medicine',
  'Law',
  'Cars',
  'Countryside, outdoors',
  'Writing',
  'Gardening',
  'Science and technology',
  'Storm',
  'Heights',
  'Spiders',
  'Snakes',
  'Ageing',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Keeping promises',
  'Fake',
  'Self-criticism',
  'Judgment calls',
  'Giving',
  'Compassion to animals',
  'Changing the past',
  'Number of friends',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Assertiveness',
  'Unpopularity',
  'Happiness in life',
  'Getting up',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Criminal damage': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Punk',
  'Alternative',
  'Comedy',
  'Sci-fi',
  'Documentary',
  'Western',
  'History',
  'Physics',
  'PC',
  'Chemistry',
  'Law',
  'Dancing',
  'Shopping',
  'Science and technology',
  'Flying',
  'Darkness',
  'Heights',
  'Spiders',
  'Healthy eating',
  'Prioritising workload',
  'Final judgement',
  'Keeping promises',
  'Friends versus money',
  'Fake',
  'Criminal damage',
  'Decision making',
  'Elections',
  'Judgment calls',
  'Compassion to animals',
  'Changing the past',
  'God',
  'Dreams',
  'Charity',
  'Socializing',
  'Public speaking',
  'Energy levels',
  'Getting up',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Decision making': ['Slow songs or fast songs',
  'Folk',
  'Musical',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Horror',
  'Romantic',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Psychology',
  'Politics',
  'Mathematics',
  'Biology',
  'Chemistry',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Countryside, outdoors',
  'Active sport',
  'Celebrities',
  'Fun with friends',
  'Flying',
  'Darkness',
  'Spiders',
  'Snakes',
  'Healthy eating',
  'Prioritising workload',
  'Funniness',
  'Fake',
  'Criminal damage',
  'Hypochondria',
  'Empathy',
  'Giving',
  'Compassion to animals',
  'Health',
  'Changing the past',
  'God',
  'New environment',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Public speaking',
  'Happiness in life',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Getting up',
  "Parents' advice",
  'Finances',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Elections': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Musical',
  'Metal or Hardrock',
  'Punk',
  'Swing, Jazz',
  'Latino',
  'Horror',
  'War',
  'History',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Law',
  'Religion',
  'Dancing',
  'Active sport',
  'Shopping',
  'Science and technology',
  'Ageing',
  'Healthy eating',
  'Workaholism',
  'Loss of interest',
  'Friends versus money',
  'Self-criticism',
  'Empathy',
  'Compassion to animals',
  'Cheating in school',
  'God',
  'Dreams',
  'Number of friends',
  'New environment',
  'Appearence and gestures',
  'Knowing the right people',
  'Unpopularity',
  'Life struggles',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Shopping centres',
  'Spending on gadgets',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_secondary school',
  'Village - town_city'],
 'Self-criticism': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative',
  'Movies',
  'Thriller',
  'War',
  'Animated',
  'Documentary',
  'Western',
  'Politics',
  'Economy Management',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Law',
  'Religion',
  'Countryside, outdoors',
  'Writing',
  'Celebrities',
  'Theatre',
  'Flying',
  'Heights',
  'Rats',
  'Dangerous dogs',
  'Healthy eating',
  'Writing notes',
  'Criminal damage',
  'Eating to survive',
  'Giving',
  'Cheating in school',
  'God',
  'Number of friends',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Life struggles',
  'Energy levels',
  'Personality',
  "Parents' advice",
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Judgment calls': ['Music',
  'Dance',
  'Folk',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Rock n roll',
  'Techno, Trance',
  'Thriller',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Western',
  'Politics',
  'Mathematics',
  'Economy Management',
  'Biology',
  'Reading',
  'Medicine',
  'Law',
  'Religion',
  'Countryside, outdoors',
  'Musical instruments',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Fun with friends',
  'Adrenaline sports',
  'Flying',
  'Heights',
  'Snakes',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Final judgement',
  'Loss of interest',
  'Elections',
  'Empathy',
  'Compassion to animals',
  'Borrowed stuff',
  'Health',
  'God',
  'Dreams',
  'Number of friends',
  'New environment',
  'Appearence and gestures',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Unpopularity',
  'Happiness in life',
  'Small - big dogs',
  'Finding lost valuables',
  'Getting up',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Hypochondria': ['Music',
  'Slow songs or fast songs',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Alternative',
  'Latino',
  'Thriller',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Internet',
  'Economy Management',
  'Chemistry',
  'Medicine',
  'Law',
  'Cars',
  'Dancing',
  'Writing',
  'Active sport',
  'Gardening',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Heights',
  'Ageing',
  'Healthy eating',
  'Writing notes',
  'Thinking ahead',
  'Keeping promises',
  'Friends versus money',
  'Fake',
  'Criminal damage',
  'Hypochondria',
  'Eating to survive',
  'Compassion to animals',
  'Health',
  'Changing the past',
  'Charity',
  'Waiting',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Getting angry',
  'Public speaking',
  'Unpopularity',
  'Energy levels',
  'Small - big dogs',
  'Getting up',
  'Branded clothing',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Empathy': ['Dance',
  'Country',
  'Musical',
  'Metal or Hardrock',
  'Punk',
  'Swing, Jazz',
  'Rock n roll',
  'Horror',
  'Animated',
  'Documentary',
  'History',
  'Politics',
  'Mathematics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Law',
  'Religion',
  'Active sport',
  'Shopping',
  'Fun with friends',
  'Adrenaline sports',
  'Flying',
  'Darkness',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Workaholism',
  'Final judgement',
  'Reliability',
  'Funniness',
  'Fake',
  'Decision making',
  'Self-criticism',
  'Hypochondria',
  'Loneliness',
  'Changing the past',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Children',
  'Getting angry',
  'Public speaking',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Getting up',
  'Questionnaires or polls',
  'Entertainment spending',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Eating to survive': ['Dance',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Latino',
  'Horror',
  'Thriller',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Action',
  'Politics',
  'PC',
  'Biology',
  'Reading',
  'Geography',
  'Foreign languages',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Passive sport',
  'Active sport',
  'Celebrities',
  'Storm',
  'Darkness',
  'Spiders',
  'Rats',
  'Ageing',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Thinking ahead',
  'Reliability',
  'Keeping promises',
  'Funniness',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Eating to survive',
  'God',
  'New environment',
  'Appearence and gestures',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Getting angry',
  'Unpopularity',
  'Happiness in life',
  'Small - big dogs',
  'Questionnaires or polls',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Giving': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Country',
  'Classical music',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Opera',
  'Movies',
  'Horror',
  'Romantic',
  'Sci-fi',
  'War',
  'Animated',
  'Western',
  'Action',
  'History',
  'Physics',
  'Chemistry',
  'Geography',
  'Law',
  'Religion',
  'Countryside, outdoors',
  'Gardening',
  'Science and technology',
  'Theatre',
  'Storm',
  'Healthy eating',
  'Daily events',
  'Thinking ahead',
  'Reliability',
  'Keeping promises',
  'Friends versus money',
  'Funniness',
  'Hypochondria',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Health',
  'God',
  'New environment',
  'Achievements',
  'Children',
  'Getting angry',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Getting up',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Compassion to animals': ['Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Reggae, Ska',
  'Swing, Jazz',
  'Opera',
  'Thriller',
  'Comedy',
  'Romantic',
  'Fantasy/Fairy tales',
  'Psychology',
  'Physics',
  'PC',
  'Economy Management',
  'Chemistry',
  'Foreign languages',
  'Art exhibitions',
  'Countryside, outdoors',
  'Writing',
  'Passive sport',
  'Shopping',
  'Science and technology',
  'Fun with friends',
  'Adrenaline sports',
  'Snakes',
  'Dangerous dogs',
  'Prioritising workload',
  'Writing notes',
  'Thinking ahead',
  'Final judgement',
  'Friends versus money',
  'Fake',
  'Decision making',
  'Self-criticism',
  'Health',
  'Changing the past',
  'God',
  'Charity',
  'Number of friends',
  'Waiting',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Children',
  'Unpopularity',
  'Happiness in life',
  'Small - big dogs',
  'Interests or hobbies',
  "Parents' advice",
  'Branded clothing',
  'Entertainment spending',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Village - town_village'],
 'Borrowed stuff': ['Folk',
  'Country',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
  'Movies',
  'Horror',
  'Thriller',
  'Comedy',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Documentary',
  'Western',
  'History',
  'Psychology',
  'Internet',
  'Biology',
  'Chemistry',
  'Reading',
  'Medicine',
  'Art exhibitions',
  'Religion',
  'Dancing',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Theatre',
  'Fun with friends',
  'Pets',
  'Flying',
  'Storm',
  'Heights',
  'Snakes',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Writing notes',
  'Workaholism',
  'Final judgement',
  'Friends versus money',
  'Criminal damage',
  'Decision making',
  'Hypochondria',
  'Giving',
  'Loneliness',
  'Health',
  'Changing the past',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'Appearence and gestures',
  'Socializing',
  'Responding to a serious letter',
  'Getting angry',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Finding lost valuables',
  'Interests or hobbies',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Alcohol_drink a lot',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Loneliness': ['Dance',
  'Folk',
  'Country',
  'Punk',
  'Reggae, Ska',
  'Techno, Trance',
  'Opera',
  'Thriller',
  'Romantic',
  'Documentary',
  'Western',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Cars',
  'Art exhibitions',
  'Countryside, outdoors',
  'Passive sport',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Pets',
  'Flying',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Friends versus money',
  'Funniness',
  'Criminal damage',
  'Loneliness',
  'Cheating in school',
  'God',
  'Number of friends',
  'Achievements',
  'Children',
  'Assertiveness',
  'Energy levels',
  'Small - big dogs',
  'Finding lost valuables',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'House - block of flats_block of flats'],
 'Cheating in school': ['Music',
  'Dance',
  'Classical music',
  'Musical',
  'Rock',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'Opera',
  'Movies',
  'Comedy',
  'War',
  'Animated',
  'Western',
  'Psychology',
  'Politics',
  'Internet',
  'PC',
  'Economy Management',
  'Reading',
  'Dancing',
  'Writing',
  'Active sport',
  'Celebrities',
  'Adrenaline sports',
  'Pets',
  'Storm',
  'Darkness',
  'Rats',
  'Healthy eating',
  'Daily events',
  'Keeping promises',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Empathy',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Loneliness',
  'Dreams',
  'Number of friends',
  'Mood swings',
  'Appearence and gestures',
  'Achievements',
  'Small - big dogs',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Health': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Folk',
  'Classical music',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Thriller',
  'Sci-fi',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Mathematics',
  'Internet',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Law',
  'Dancing',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Adrenaline sports',
  'Storm',
  'Spiders',
  'Rats',
  'Fear of public speaking',
  'Final judgement',
  'Keeping promises',
  'Elections',
  'Self-criticism',
  'Loneliness',
  'Health',
  'Charity',
  'New environment',
  'Socializing',
  'Achievements',
  'Children',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Getting up',
  "Parents' advice",
  'Branded clothing',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_never',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Changing the past': ['Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Pop',
  'Rock',
  'Punk',
  'Swing, Jazz',
  'Rock n roll',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'History',
  'Mathematics',
  'Physics',
  'PC',
  'Medicine',
  'Law',
  'Cars',
  'Countryside, outdoors',
  'Musical instruments',
  'Writing',
  'Active sport',
  'Gardening',
  'Shopping',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Storm',
  'Darkness',
  'Spiders',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Thinking ahead',
  'Keeping promises',
  'Decision making',
  'Judgment calls',
  'Hypochondria',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Dreams',
  'Number of friends',
  'Mood swings',
  'Achievements',
  'Responding to a serious letter',
  'Children',
  'Getting angry',
  'Knowing the right people',
  'Happiness in life',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  "Parents' advice",
  'Branded clothing',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree'],
 'God': ['Dance',
  'Country',
  'Musical',
  'Metal or Hardrock',
  'Punk',
  'Swing, Jazz',
  'Opera',
  'Comedy',
  'Romantic',
  'Fantasy/Fairy tales',
  'Documentary',
  'Action',
  'Psychology',
  'Politics',
  'PC',
  'Biology',
  'Chemistry',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Dancing',
  'Active sport',
  'Gardening',
  'Theatre',
  'Adrenaline sports',
  'Pets',
  'Storm',
  'Spiders',
  'Rats',
  'Daily events',
  'Writing notes',
  'Thinking ahead',
  'Reliability',
  'Funniness',
  'Criminal damage',
  'Decision making',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'God',
  'Charity',
  'Number of friends',
  'Waiting',
  'New environment',
  'Appearence and gestures',
  'Socializing',
  'Achievements',
  'Children',
  'Assertiveness',
  'Life struggles',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Dreams': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Movies',
  'Horror',
  'Thriller',
  'Romantic',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Documentary',
  'History',
  'Psychology',
  'Politics',
  'Mathematics',
  'Physics',
  'PC',
  'Biology',
  'Chemistry',
  'Geography',
  'Foreign languages',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Religion',
  'Musical instruments',
  'Writing',
  'Passive sport',
  'Active sport',
  'Science and technology',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Keeping promises',
  'Friends versus money',
  'Fake',
  'Criminal damage',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Hypochondria',
  'Eating to survive',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Loneliness',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'Appearence and gestures',
  'Responding to a serious letter',
  'Children',
  'Unpopularity',
  'Getting up',
  'Questionnaires or polls',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Punctuality_i am often early',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Charity': ['Music',
  'Dance',
  'Folk',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Rock n roll',
  'Horror',
  'War',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Physics',
  'Chemistry',
  'Reading',
  'Medicine',
  'Religion',
  'Countryside, outdoors',
  'Musical instruments',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Flying',
  'Darkness',
  'Snakes',
  'Rats',
  'Ageing',
  'Fear of public speaking',
  'Prioritising workload',
  'Thinking ahead',
  'Loss of interest',
  'Criminal damage',
  'Judgment calls',
  'Compassion to animals',
  'Borrowed stuff',
  'Health',
  'Changing the past',
  'Dreams',
  'Number of friends',
  'Waiting',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Children',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Happiness in life',
  'Energy levels',
  'Getting up',
  "Parents' advice",
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_city'],
 'Number of friends': ['Music',
  'Slow songs or fast songs',
  'Country',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Horror',
  'Thriller',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Action',
  'History',
  'PC',
  'Biology',
  'Reading',
  'Geography',
  'Medicine',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Writing',
  'Passive sport',
  'Celebrities',
  'Shopping',
  'Flying',
  'Darkness',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Healthy eating',
  'Writing notes',
  'Thinking ahead',
  'Criminal damage',
  'Decision making',
  'Elections',
  'Hypochondria',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Health',
  'God',
  'Dreams',
  'New environment',
  'Mood swings',
  'Socializing',
  'Assertiveness',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Energy levels',
  'Personality',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Shopping centres',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Only child_yes'],
 'Waiting': ['Slow songs or fast songs',
  'Folk',
  'Musical',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Alternative',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Romantic',
  'War',
  'Psychology',
  'Politics',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Geography',
  'Medicine',
  'Law',
  'Countryside, outdoors',
  'Dancing',
  'Writing',
  'Science and technology',
  'Darkness',
  'Snakes',
  'Ageing',
  'Fear of public speaking',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Reliability',
  'Loss of interest',
  'Funniness',
  'Self-criticism',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Giving',
  'Borrowed stuff',
  'Loneliness',
  'Cheating in school',
  'Changing the past',
  'God',
  'Charity',
  'Number of friends',
  'Socializing',
  'Achievements',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Happiness in life',
  'Interests or hobbies',
  'Finances',
  'Entertainment spending',
  'Spending on looks',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'New environment': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Thriller',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Western',
  'History',
  'Psychology',
  'Internet',
  'Chemistry',
  'Cars',
  'Religion',
  'Dancing',
  'Musical instruments',
  'Writing',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Fun with friends',
  'Storm',
  'Darkness',
  'Spiders',
  'Snakes',
  'Healthy eating',
  'Thinking ahead',
  'Final judgement',
  'Keeping promises',
  'Friends versus money',
  'Eating to survive',
  'Compassion to animals',
  'Health',
  'God',
  'Charity',
  'New environment',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Knowing the right people',
  'Small - big dogs',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village'],
 'Mood swings': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Rock',
  'Reggae, Ska',
  'Swing, Jazz',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Horror',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Documentary',
  'History',
  'Politics',
  'Internet',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Medicine',
  'Law',
  'Countryside, outdoors',
  'Musical instruments',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Science and technology',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Spiders',
  'Snakes',
  'Ageing',
  'Healthy eating',
  'Daily events',
  'Writing notes',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Friends versus money',
  'Funniness',
  'Decision making',
  'Eating to survive',
  'Giving',
  'Health',
  'God',
  'Waiting',
  'New environment',
  'Mood swings',
  'Socializing',
  'Getting angry',
  'Public speaking',
  'Life struggles',
  'Energy levels',
  'Small - big dogs',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Entertainment spending',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Only child_no',
  'Village - town_city',
  'Village - town_village'],
 'Appearence and gestures': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Country',
  'Classical music',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Latino',
  'Horror',
  'Thriller',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'History',
  'Physics',
  'Internet',
  'PC',
  'Chemistry',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Law',
  'Religion',
  'Dancing',
  'Writing',
  'Passive sport',
  'Active sport',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Adrenaline sports',
  'Storm',
  'Darkness',
  'Rats',
  'Dangerous dogs',
  'Healthy eating',
  'Prioritising workload',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Friends versus money',
  'Decision making',
  'Self-criticism',
  'Hypochondria',
  'Empathy',
  'Compassion to animals',
  'Cheating in school',
  'Changing the past',
  'Number of friends',
  'New environment',
  'Mood swings',
  'Appearence and gestures',
  'Responding to a serious letter',
  'Life struggles',
  'Small - big dogs',
  'Personality',
  'Finding lost valuables',
  'Questionnaires or polls',
  'Shopping centres',
  'Branded clothing',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_secondary school',
  'Only child_no',
  'Only child_yes',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Socializing': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Pop',
  'Rock',
  'Punk',
  'Swing, Jazz',
  'Techno, Trance',
  'Comedy',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'History',
  'Psychology',
  'Politics',
  'Mathematics',
  'Physics',
  'PC',
  'Biology',
  'Reading',
  'Medicine',
  'Countryside, outdoors',
  'Musical instruments',
  'Writing',
  'Theatre',
  'Fun with friends',
  'Flying',
  'Storm',
  'Darkness',
  'Rats',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Thinking ahead',
  'Final judgement',
  'Friends versus money',
  'Funniness',
  'Self-criticism',
  'Hypochondria',
  'Empathy',
  'Eating to survive',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Health',
  'Dreams',
  'Charity',
  'Assertiveness',
  'Public speaking',
  'Unpopularity',
  'Energy levels',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Achievements': ['Music',
  'Country',
  'Classical music',
  'Musical',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Thriller',
  'War',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Psychology',
  'Politics',
  'Mathematics',
  'Chemistry',
  'Reading',
  'Geography',
  'Medicine',
  'Writing',
  'Active sport',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Flying',
  'Heights',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Daily events',
  'Prioritising workload',
  'Criminal damage',
  'Decision making',
  'Elections',
  'Judgment calls',
  'Hypochondria',
  'Compassion to animals',
  'Borrowed stuff',
  'Cheating in school',
  'Health',
  'Changing the past',
  'Charity',
  'Waiting',
  'New environment',
  'Mood swings',
  'Public speaking',
  'Unpopularity',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Shopping centres',
  'Entertainment spending',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Responding to a serious letter': ['Music',
  'Folk',
  'Classical music',
  'Musical',
  'Swing, Jazz',
  'Alternative',
  'Thriller',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Documentary',
  'Psychology',
  'Politics',
  'Physics',
  'Internet',
  'Biology',
  'Geography',
  'Foreign languages',
  'Law',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Theatre',
  'Pets',
  'Storm',
  'Heights',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Workaholism',
  'Reliability',
  'Keeping promises',
  'Loss of interest',
  'Fake',
  'Criminal damage',
  'Judgment calls',
  'Eating to survive',
  'Changing the past',
  'God',
  'Number of friends',
  'Waiting',
  'New environment',
  'Socializing',
  'Children',
  'Happiness in life',
  'Small - big dogs',
  'Getting up',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Children': ['Slow songs or fast songs',
  'Dance',
  'Country',
  'Rock',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Techno, Trance',
  'Opera',
  'War',
  'Animated',
  'Western',
  'Psychology',
  'Physics',
  'Internet',
  'Chemistry',
  'Reading',
  'Foreign languages',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Writing',
  'Active sport',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Storm',
  'Heights',
  'Fear of public speaking',
  'Healthy eating',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Final judgement',
  'Keeping promises',
  'Funniness',
  'Fake',
  'Self-criticism',
  'Hypochondria',
  'Eating to survive',
  'Health',
  'Changing the past',
  'Dreams',
  'Mood swings',
  'Appearence and gestures',
  'Assertiveness',
  'Life struggles',
  'Finding lost valuables',
  'Getting up',
  'Questionnaires or polls',
  'Finances',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Number of siblings',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am often running late',
  'Lying_only to avoid hurting someone',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village'],
 'Assertiveness': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Musical',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Thriller',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Action',
  'Politics',
  'Mathematics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Law',
  'Cars',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Active sport',
  'Shopping',
  'Theatre',
  'Adrenaline sports',
  'Pets',
  'Darkness',
  'Heights',
  'Snakes',
  'Dangerous dogs',
  'Healthy eating',
  'Prioritising workload',
  'Reliability',
  'Keeping promises',
  'Funniness',
  'Fake',
  'Empathy',
  'Giving',
  'Loneliness',
  'Health',
  'Changing the past',
  'Charity',
  'Responding to a serious letter',
  'Getting angry',
  'Unpopularity',
  'Small - big dogs',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Entertainment spending',
  'Spending on looks',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am often early',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Village - town_city',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Getting angry': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Pop',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Alternative',
  'Latino',
  'Opera',
  'Comedy',
  'War',
  'Fantasy/Fairy tales',
  'Western',
  'History',
  'Physics',
  'Internet',
  'Chemistry',
  'Reading',
  'Geography',
  'Medicine',
  'Cars',
  'Religion',
  'Writing',
  'Gardening',
  'Shopping',
  'Theatre',
  'Fun with friends',
  'Snakes',
  'Rats',
  'Ageing',
  'Fear of public speaking',
  'Prioritising workload',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Hypochondria',
  'Empathy',
  'Giving',
  'Loneliness',
  'God',
  'Number of friends',
  'Socializing',
  'Children',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Finding lost valuables',
  'Getting up',
  'Interests or hobbies',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Knowing the right people': ['Music',
  'Slow songs or fast songs',
  'Folk',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative',
  'Thriller',
  'Comedy',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'History',
  'Psychology',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Foreign languages',
  'Cars',
  'Art exhibitions',
  'Countryside, outdoors',
  'Musical instruments',
  'Writing',
  'Gardening',
  'Celebrities',
  'Shopping',
  'Theatre',
  'Fun with friends',
  'Adrenaline sports',
  'Snakes',
  'Rats',
  'Healthy eating',
  'Writing notes',
  'Reliability',
  'Decision making',
  'Eating to survive',
  'Giving',
  'Compassion to animals',
  'Borrowed stuff',
  'Changing the past',
  'Waiting',
  'Mood swings',
  'Children',
  'Assertiveness',
  'Energy levels',
  'Small - big dogs',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Only child_no',
  'Village - town_city'],
 'Public speaking': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Rock',
  'Punk',
  'Reggae, Ska',
  'Swing, Jazz',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Thriller',
  'Romantic',
  'Sci-fi',
  'War',
  'Animated',
  'Psychology',
  'Politics',
  'Mathematics',
  'Physics',
  'PC',
  'Economy Management',
  'Medicine',
  'Dancing',
  'Active sport',
  'Gardening',
  'Shopping',
  'Theatre',
  'Pets',
  'Flying',
  'Storm',
  'Heights',
  'Dangerous dogs',
  'Daily events',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Keeping promises',
  'Self-criticism',
  'Empathy',
  'Health',
  'Changing the past',
  'Dreams',
  'Charity',
  'Number of friends',
  'Waiting',
  'New environment',
  'Achievements',
  'Children',
  'Assertiveness',
  'Unpopularity',
  'Life struggles',
  'Energy levels',
  'Small - big dogs',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Spending on looks',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Punctuality_i am often early',
  'Lying_only to avoid hurting someone',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_no',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Unpopularity': ['Dance',
  'Folk',
  'Country',
  'Classical music',
  'Metal or Hardrock',
  'Hiphop, Rap',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Techno, Trance',
  'Opera',
  'Comedy',
  'Romantic',
  'Sci-fi',
  'Animated',
  'Western',
  'Action',
  'History',
  'Mathematics',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Medicine',
  'Law',
  'Art exhibitions',
  'Religion',
  'Active sport',
  'Celebrities',
  'Theatre',
  'Fun with friends',
  'Flying',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Prioritising workload',
  'Friends versus money',
  'Funniness',
  'Criminal damage',
  'Decision making',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Borrowed stuff',
  'Number of friends',
  'Waiting',
  'Mood swings',
  'Socializing',
  'Achievements',
  'Responding to a serious letter',
  'Knowing the right people',
  'Life struggles',
  'Happiness in life',
  'Finding lost valuables',
  'Finances',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Alcohol_social drinker',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school',
  'Education_secondary school',
  'Only child_yes',
  'House - block of flats_block of flats'],
 'Life struggles': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Country',
  'Classical music',
  'Pop',
  'Metal or Hardrock',
  'Punk',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Thriller',
  'Comedy',
  'Fantasy/Fairy tales',
  'Documentary',
  'Western',
  'Politics',
  'Internet',
  'PC',
  'Economy Management',
  'Chemistry',
  'Law',
  'Cars',
  'Religion',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Celebrities',
  'Shopping',
  'Pets',
  'Flying',
  'Storm',
  'Ageing',
  'Dangerous dogs',
  'Writing notes',
  'Reliability',
  'Funniness',
  'Judgment calls',
  'Hypochondria',
  'Eating to survive',
  'Giving',
  'Charity',
  'Number of friends',
  'Socializing',
  'Achievements',
  'Assertiveness',
  'Public speaking',
  'Life struggles',
  'Happiness in life',
  'Small - big dogs',
  'Questionnaires or polls',
  'Branded clothing',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Punctuality_i am often early',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_primary school',
  'Village - town_city'],
 'Happiness in life': ['Music',
  'Dance',
  'Folk',
  'Classical music',
  'Musical',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Rock n roll',
  'Latino',
  'Opera',
  'Movies',
  'Thriller',
  'Romantic',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'Psychology',
  'Politics',
  'Internet',
  'PC',
  'Biology',
  'Chemistry',
  'Foreign languages',
  'Law',
  'Cars',
  'Art exhibitions',
  'Countryside, outdoors',
  'Dancing',
  'Passive sport',
  'Gardening',
  'Shopping',
  'Theatre',
  'Adrenaline sports',
  'Storm',
  'Heights',
  'Spiders',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Healthy eating',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Loss of interest',
  'Funniness',
  'Elections',
  'Health',
  'Charity',
  'Waiting',
  'Mood swings',
  'Appearence and gestures',
  'Socializing',
  'Getting angry',
  'Unpopularity',
  'Life struggles',
  'Energy levels',
  'Personality',
  'Finding lost valuables',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_yes',
  'Village - town_city',
  'Village - town_village',
  'House - block of flats_block of flats'],
 'Energy levels': ['Music',
  'Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Rock',
  'Punk',
  'Hiphop, Rap',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Comedy',
  'Sci-fi',
  'War',
  'Fantasy/Fairy tales',
  'Action',
  'Mathematics',
  'Internet',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Law',
  'Art exhibitions',
  'Religion',
  'Countryside, outdoors',
  'Musical instruments',
  'Passive sport',
  'Gardening',
  'Shopping',
  'Science and technology',
  'Theatre',
  'Fun with friends',
  'Pets',
  'Flying',
  'Darkness',
  'Spiders',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Healthy eating',
  'Daily events',
  'Final judgement',
  'Fake',
  'Elections',
  'Eating to survive',
  'Giving',
  'Borrowed stuff',
  'Health',
  'Charity',
  'Waiting',
  'Responding to a serious letter',
  'Public speaking',
  'Personality',
  'Interests or hobbies',
  "Parents' advice",
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Village - town_city',
  'House - block of flats_block of flats'],
 'Small - big dogs': ['Slow songs or fast songs',
  'Country',
  'Classical music',
  'Rock',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Thriller',
  'Comedy',
  'Sci-fi',
  'Fantasy/Fairy tales',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'Mathematics',
  'Law',
  'Art exhibitions',
  'Countryside, outdoors',
  'Musical instruments',
  'Passive sport',
  'Active sport',
  'Gardening',
  'Celebrities',
  'Theatre',
  'Fun with friends',
  'Pets',
  'Spiders',
  'Healthy eating',
  'Daily events',
  'Workaholism',
  'Loss of interest',
  'Friends versus money',
  'Funniness',
  'Decision making',
  'Elections',
  'Self-criticism',
  'Hypochondria',
  'Empathy',
  'Giving',
  'Changing the past',
  'God',
  'Charity',
  'Number of friends',
  'Mood swings',
  'Socializing',
  'Knowing the right people',
  'Happiness in life',
  'Small - big dogs',
  'Finances',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_primary school'],
 'Personality': ['Dance',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Pop',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Swing, Jazz',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Opera',
  'Movies',
  'Horror',
  'Thriller',
  'Comedy',
  'Sci-fi',
  'War',
  'Animated',
  'Documentary',
  'Action',
  'History',
  'Politics',
  'Mathematics',
  'PC',
  'Economy Management',
  'Biology',
  'Chemistry',
  'Reading',
  'Geography',
  'Foreign languages',
  'Medicine',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Writing',
  'Active sport',
  'Gardening',
  'Science and technology',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Prioritising workload',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Keeping promises',
  'Friends versus money',
  'Funniness',
  'Fake',
  'Decision making',
  'Elections',
  'Hypochondria',
  'Eating to survive',
  'Cheating in school',
  'Changing the past',
  'God',
  'Charity',
  'New environment',
  'Assertiveness',
  'Getting angry',
  'Life struggles',
  'Interests or hobbies',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Spending on looks',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Smoking_never smoked',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Lying_sometimes',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Finding lost valuables': ['Music',
  'Dance',
  'Musical',
  'Swing, Jazz',
  'Alternative',
  'Romantic',
  'Sci-fi',
  'Animated',
  'Documentary',
  'Western',
  'Action',
  'Physics',
  'Internet',
  'PC',
  'Foreign languages',
  'Medicine',
  'Law',
  'Religion',
  'Dancing',
  'Active sport',
  'Science and technology',
  'Fun with friends',
  'Darkness',
  'Heights',
  'Spiders',
  'Rats',
  'Dangerous dogs',
  'Fear of public speaking',
  'Workaholism',
  'Reliability',
  'Criminal damage',
  'Elections',
  'Self-criticism',
  'Empathy',
  'Giving',
  'Health',
  'Number of friends',
  'New environment',
  'Appearence and gestures',
  'Achievements',
  'Happiness in life',
  'Energy levels',
  'Personality',
  'Shopping centres',
  'Branded clothing',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_never',
  'Punctuality_i am always on time',
  'Lying_never',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Only child_no',
  'Village - town_city'],
 'Getting up': ['Slow songs or fast songs',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Musical',
  'Hiphop, Rap',
  'Reggae, Ska',
  'Alternative',
  'Comedy',
  'Sci-fi',
  'War',
  'Western',
  'History',
  'Mathematics',
  'Physics',
  'Economy Management',
  'Chemistry',
  'Geography',
  'Foreign languages',
  'Cars',
  'Art exhibitions',
  'Dancing',
  'Passive sport',
  'Gardening',
  'Science and technology',
  'Fun with friends',
  'Adrenaline sports',
  'Pets',
  'Rats',
  'Writing notes',
  'Workaholism',
  'Thinking ahead',
  'Keeping promises',
  'Loss of interest',
  'Funniness',
  'Self-criticism',
  'Loneliness',
  'New environment',
  'Appearence and gestures',
  'Getting angry',
  'Unpopularity',
  'Small - big dogs',
  'Personality',
  'Getting up',
  'Entertainment spending',
  'Spending on looks',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_current smoker',
  'Alcohol_drink a lot',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_sometimes',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_secondary school',
  'Village - town_city',
  'Village - town_village'],
 'Interests or hobbies': ['Music',
  'Slow songs or fast songs',
  'Country',
  'Classical music',
  'Musical',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Hiphop, Rap',
  'Alternative',
  'Latino',
  'Movies',
  'Thriller',
  'Comedy',
  'Sci-fi',
  'War',
  'Animated',
  'Psychology',
  'Politics',
  'Mathematics',
  'Physics',
  'Economy Management',
  'Chemistry',
  'Reading',
  'Geography',
  'Medicine',
  'Religion',
  'Gardening',
  'Celebrities',
  'Darkness',
  'Heights',
  'Spiders',
  'Ageing',
  'Dangerous dogs',
  'Fear of public speaking',
  'Daily events',
  'Writing notes',
  'Thinking ahead',
  'Reliability',
  'Loss of interest',
  'Fake',
  'Elections',
  'Self-criticism',
  'Judgment calls',
  'Hypochondria',
  'Empathy',
  'Giving',
  'Loneliness',
  'Charity',
  'Mood swings',
  'Achievements',
  'Responding to a serious letter',
  'Personality',
  'Getting up',
  'Interests or hobbies',
  "Parents' advice",
  'Shopping centres',
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Age',
  'Height',
  'Weight',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_never',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_primary school',
  'Village - town_city',
  'Village - town_village',
  'House - block of flats_block of flats'],
 "Parents' advice": ['Music',
  'Dance',
  'Folk',
  'Country',
  'Classical music',
  'Pop',
  'Rock',
  'Metal or Hardrock',
  'Punk',
  'Rock n roll',
  'Alternative',
  'Latino',
  'Techno, Trance',
  'Movies',
  'Thriller',
  'Comedy',
  'Romantic',
  'War',
  'Fantasy/Fairy tales',
  'Documentary',
  'Western',
  'Action',
  'Politics',
  'Mathematics',
  'Physics',
  'Internet',
  'PC',
  'Biology',
  'Reading',
  'Foreign languages',
  'Medicine',
  'Art exhibitions',
  'Dancing',
  'Writing',
  'Gardening',
  'Adrenaline sports',
  'Pets',
  'Flying',
  'Storm',
  'Snakes',
  'Ageing',
  'Dangerous dogs',
  'Daily events',
  'Workaholism',
  'Thinking ahead',
  'Final judgement',
  'Reliability',
  'Keeping promises',
  'Fake',
  'Criminal damage',
  'Hypochondria',
  'Eating to survive',
  'Giving',
  'Loneliness',
  'God',
  'Number of friends',
  'Waiting',
  'New environment',
  'Achievements',
  'Getting angry',
  'Knowing the right people',
  'Small - big dogs',
  'Personality',
  'Interests or hobbies',
  "Parents' advice",
  'Finances',
  'Branded clothing',
  'Spending on looks',
  'Spending on gadgets',
  'Age',
  'Height',
  'Weight',
  'Smoking_current smoker',
  'Smoking_former smoker',
  'Smoking_tried smoking',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Internet usage_no time at all',
  'Gender_female',
  'Gender_male',
  'Left - right handed_left handed',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_masters degree',
  'Education_secondary school',
  'Only child_no'],
 'Questionnaires or polls': ['Slow songs or fast songs',
  'Folk',
  'Country',
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  'Left - right handed_left handed',
  'Left - right handed_right handed',
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 'Spending on healthy eating': ['Music',
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 'Age': ['Folk',
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 'Height': ['Dance',
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  'Thriller',
  'Romantic',
  'Sci-fi',
  'War',
  'Animated',
  'Western',
  'Politics',
  'Mathematics',
  'Physics',
  'PC',
  'Biology',
  'Chemistry',
  'Geography',
  'Foreign languages',
  'Medicine',
  'Law',
  'Cars',
  'Art exhibitions',
  'Countryside, outdoors',
  'Dancing',
  'Musical instruments',
  'Writing',
  'Passive sport',
  'Gardening',
  'Celebrities',
  'Science and technology',
  'Theatre',
  'Adrenaline sports',
  'Flying',
  'Storm',
  'Darkness',
  'Heights',
  'Snakes',
  'Rats',
  'Ageing',
  'Dangerous dogs',
  'Daily events',
  'Prioritising workload',
  'Writing notes',
  'Thinking ahead',
  'Final judgement',
  'Keeping promises',
  'Decision making',
  'Hypochondria',
  'Giving',
  'Loneliness',
  'Health',
  'Changing the past',
  'God',
  'Dreams',
  'Charity',
  'Number of friends',
  'Waiting',
  'New environment',
  'Mood swings',
  'Socializing',
  'Responding to a serious letter',
  'Assertiveness',
  'Getting angry',
  'Knowing the right people',
  'Public speaking',
  'Unpopularity',
  'Life struggles',
  'Personality',
  'Finding lost valuables',
  'Interests or hobbies',
  'Questionnaires or polls',
  'Finances',
  'Shopping centres',
  'Branded clothing',
  'Spending on gadgets',
  'Spending on healthy eating',
  'Height',
  'Weight',
  'Number of siblings',
  'Smoking_former smoker',
  'Smoking_never smoked',
  'Smoking_tried smoking',
  'Alcohol_drink a lot',
  'Alcohol_social drinker',
  'Punctuality_i am always on time',
  'Punctuality_i am often running late',
  'Lying_everytime it suits me',
  'Lying_only to avoid hurting someone',
  'Internet usage_few hours a day',
  'Internet usage_less than an hour a day',
  'Internet usage_most of the day',
  'Left - right handed_right handed',
  'Education_college/bachelor degree',
  'Education_currently a primary school pupil',
  'Education_doctorate degree',
  'Education_masters degree',
  'Education_primary school']}

ridge_mse_all = []
ridge_target = []

for i in tqdm(num_cols):
    dataset = responses_normalized.copy()    
    x_tr,y_tr,x_te,y_te = split_data_dataframe(dataset,i, .8)
    ridge = Linear_Regression(x_tr, y_tr, reg = "ridge") 
    w = ridge.fit_data(ridge_lambda)
    ridge.predict(x_te)
    ridge_mse_all.append(ridge.mse(y_te))
    ridge_target.append(i)
labels = ridge_target    
Z = [x for _,x in sorted(zip(ridge_mse_all,labels))]
fig = px.bar(x=Z , y=sorted(ridge_mse_all))
plotly.offline.iplot(fig)
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(Z, sorted(ridge_mse_all))
plt.xticks(fontsize = 11, rotation='90')
plt.show()

100%|██████████| 139/139 [00:00<00:00, 306.08it/s]

import plotly.graph_objects as go
trace1 = go.Bar(
   x = ridge_target,
   y = ridge_mse_all,
   name = 'Ridge'
)
trace2 = go.Bar(
   x = target,
   y = mse_all,
   name = 'Lasso'
)
trace3 = go.Bar(
   x = target,
   y = mean_mse_all,
   name = 'Mean'
)
data = [trace1, trace2, trace3]
layout = go.Layout(barmode = 'group',xaxis=dict(title="Numerical Columns"),yaxis=dict(title="MSE"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)

Generate Data

to_generate.isna().sum()

Music                             3 
Slow songs or fast songs          2 
Dance                             4 
Folk                              5 
Country                           5 
Classical music                   7 
Musical                           2 
Pop                               3 
Rock                              6 
Metal or Hardrock                 3 
Punk                              8 
Hiphop, Rap                       4 
Reggae, Ska                       7 
Swing, Jazz                       6 
Rock n roll                       7 
Alternative                       7 
Latino                            8 
Techno, Trance                    7 
Opera                             1 
Movies                            6 
Horror                            2 
Thriller                          1 
Comedy                            3 
Romantic                          3 
Sci-fi                            2 
War                               2 
Fantasy/Fairy tales               3 
Animated                          3 
Documentary                       8 
Western                           4 
Action                            2 
History                           2 
Psychology                        5 
Politics                          1 
Mathematics                       3 
Physics                           3 
Internet                          4 
PC                                6 
Economy Management                5 
Biology                           6 
Chemistry                         10
Reading                           6 
Geography                         9 
Foreign languages                 5 
Medicine                          5 
Law                               1 
Cars                              4 
Art exhibitions                   6 
Religion                          3 
Countryside, outdoors             7 
Dancing                           3 
Musical instruments               1 
Writing                           6 
Passive sport                     15
Active sport                      4 
Gardening                         7 
Celebrities                       2 
Shopping                          2 
Science and technology            6 
Theatre                           8 
Fun with friends                  4 
Adrenaline sports                 3 
Pets                              4 
Flying                            3 
Storm                             1 
Darkness                          2 
Heights                           3 
Spiders                           5 
Snakes                            0 
Rats                              3 
Ageing                            1 
Dangerous dogs                    1 
Fear of public speaking           1 
Smoking                           8 
Alcohol                           5 
Healthy eating                    3 
Daily events                      7 
Prioritising workload             5 
Writing notes                     3 
Workaholism                       5 
Thinking ahead                    3 
Final judgement                   7 
Reliability                       4 
Keeping promises                  1 
Loss of interest                  4 
Friends versus money              6 
Funniness                         4 
Fake                              1 
Criminal damage                   7 
Decision making                   4 
Elections                         3 
Self-criticism                    5 
Judgment calls                    4 
Hypochondria                      4 
Empathy                           5 
Eating to survive                 0 
Giving                            6 
Compassion to animals             7 
Borrowed stuff                    2 
Loneliness                        1 
Cheating in school                4 
Health                            1 
Changing the past                 2 
God                               2 
Dreams                            0 
Charity                           3 
Number of friends                 0 
Punctuality                       2 
Lying                             2 
Waiting                           3 
New environment                   2 
Mood swings                       4 
Appearence and gestures           3 
Socializing                       5 
Achievements                      2 
Responding to a serious letter    6 
Children                          4 
Assertiveness                     2 
Getting angry                     4 
Knowing the right people          2 
Public speaking                   2 
Unpopularity                      3 
Life struggles                    3 
Happiness in life                 4 
Energy levels                     5 
Small - big dogs                  4 
Personality                       4 
Finding lost valuables            4 
Getting up                        5 
Interests or hobbies              3 
Parents' advice                   2 
Questionnaires or polls           4 
Internet usage                    0 
Finances                          3 
Shopping centres                  2 
Branded clothing                  2 
Entertainment spending            3 
Spending on looks                 3 
Spending on gadgets               0 
Spending on healthy eating        2 
Age                               7 
Height                            20
Weight                            20
Number of siblings                6 
Gender                            6 
Left - right handed               3 
Education                         1 
Only child                        2 
Village - town                    4 
House - block of flats            4 
dtype: int64

to_generate = responses_generate.copy()
to_generate_sum = to_generate.isna().sum()
features_na_sorted = to_generate_sum.sort_values().keys()[6:]
features_with_no_na = to_generate_sum.sort_values().keys()[:6]
print(features_with_no_na)
print(features_na_sorted)

Index(['Internet usage', 'Eating to survive', 'Number of friends', 'Dreams',
       'Spending on gadgets', 'Snakes'],
      dtype='object')
Index(['Law', 'Musical instruments', 'Thriller', 'Opera', 'Storm', 'Fake',
       'Loneliness', 'Keeping promises', 'Education', 'Health',
       ...
       'Theatre', 'Punk', 'Smoking', 'Latino', 'Documentary', 'Geography',
       'Chemistry', 'Passive sport', 'Height', 'Weight'],
      dtype='object', length=144)

to_generate[to_generate['Internet usage'].isna()]

	Music	Slow songs or fast songs	Dance	Folk	Country	Classical music	Musical	Pop	Rock	Metal or Hardrock	Punk	Hiphop, Rap	Reggae, Ska	Swing, Jazz	Rock n roll	Alternative	Latino	Techno, Trance	Opera	Movies	Horror	Thriller	Comedy	Romantic	Sci-fi	War	Fantasy/Fairy tales	Animated	Documentary	Western	Action	History	Psychology	Politics	Mathematics	Physics	Internet	PC	Economy Management	Biology	Chemistry	Reading	Geography	Foreign languages	Medicine	Law	Cars	Art exhibitions	Religion	Countryside, outdoors	Dancing	Musical instruments	Writing	Passive sport	Active sport	Gardening	Celebrities	Shopping	Science and technology	Theatre	Fun with friends	Adrenaline sports	Pets	Flying	Storm	Darkness	Heights	Spiders	Snakes	Rats	Ageing	Dangerous dogs	Fear of public speaking	Smoking	Alcohol	Healthy eating	Daily events	Prioritising workload	Writing notes	Workaholism	Thinking ahead	Final judgement	Reliability	Keeping promises	Loss of interest	Friends versus money	Funniness	Fake	Criminal damage	Decision making	Elections	Self-criticism	Judgment calls	Hypochondria	Empathy	Eating to survive	Giving	Compassion to animals	Borrowed stuff	Loneliness	Cheating in school	Health	Changing the past	God	Dreams	Charity	Number of friends	Punctuality	Lying	Waiting	New environment	Mood swings	Appearence and gestures	Socializing	Achievements	Responding to a serious letter	Children	Assertiveness	Getting angry	Knowing the right people	Public speaking	Unpopularity	Life struggles	Happiness in life	Energy levels	Small - big dogs	Personality	Finding lost valuables	Getting up	Interests or hobbies	Parents' advice	Questionnaires or polls	Internet usage	Finances	Shopping centres	Branded clothing	Entertainment spending	Spending on looks	Spending on gadgets	Spending on healthy eating	Age	Height	Weight	Number of siblings	Gender	Left - right handed	Education	Only child	Village - town	House - block of flats

Data Pipeline

Predict on the dataset with missing data - Numerical

• Start with the dataset with missing values which was around 40% of the original data X
• Start with numerical features
• Pick the features with the least na values a, get all records that a exists in with missing value
• Choose subset of X features that are correlated to Y
• If there is any other feature that is missing with the same record add it as a target
• We will end up with k number of features
• Get the k features from the testing data F
• Fit the model on the filtered testing data F
• Normalize the dataset we want to predict the target feature on (X)
• Pass each record in dataset X for prediction
• Add the predicted values to X, so we will use it for other features predictions
• Denormalize and add it to the last dataset where we fill data with no missing values
• Repeat until we have no missing values

import math
def denorm(bef, d, column ):
    h = bef.copy().dropna()
    minn = min(h[column])
    maxx = max(h[column])
    f = (d *(maxx - minn))+ minn
    return math.ceil(f)
def normalize(bef, d ):
    h = bef.copy().dropna()
    for i in d.columns:
         d[i] = (d[i]  - min(h[i]))/(max(h[i])-min(h[i]))
    return d
new_data = to_generate.copy()
a = []
ridge_mse_all = []
ridge_target = []
for colum in tqdm(features_na_sorted):
    if colum in num_cols:
        if colum in correlated_columns.keys():
            c = np.append(correlated_columns[colum], colum)
            dataset = responses_normalized.copy()[c]
            x = new_data[new_data[colum].isna()][c]
        else :
            dataset = responses_normalized.copy()[num_cols]
            x = new_data[new_data[colum].isna()][num_cols]
        for index, row in x.iterrows():
            curr_data = row.to_frame().T
            na_cols_row = row[row.isna()].index.values
            if len(na_cols_row)>=1:
                to_drop = na_cols_row
            else: to_drop = [colum]
            curr_data = curr_data.drop(to_drop, axis=1)
            curr_data_normalized = normalize(responses, curr_data)
            if set(na_cols_row).issubset(set(curr_data.columns)):
                curr_data = curr_data.drop(na_cols_row,1)
            indices = curr_data.index
            m = np.array(curr_data.columns)
            m = np.append(m, to_drop)
            dataset = dataset[m]
            x_tr,y_tr,x_te,y_te = split_data_dataframe(dataset,to_drop, .8)
            ridge = Linear_Regression(x_tr, y_tr, reg = "ridge") 
            w = ridge.fit_data(ridge_lambda , 100)
            pred = ridge.predict(x_te)
            mse = ridge.mse(y_te)
            ridge_mse_all.append(mse[0])
            ridge_target.append(colum)
            predictions = ridge.predict(np.array(curr_data))[0]
            for i in range(len(predictions)):
                c = to_drop[i]
                den = denorm(responses, predictions[i], c)
                new_data.at[index,c] =  den if not math.isnan(den) else 0
                
Z = [x for _,x in sorted(zip(ridge_mse_all,ridge_target))]
fig = plt.figure(figsize=(20, 10))
ax = fig.add_axes([0,0,1,1])
ax.bar(Z, sorted(ridge_mse_all))
plt.xticks(fontsize = 11, rotation='90')
plt.show()             

100%|██████████| 144/144 [00:24<00:00,  5.83it/s]

new_data.isna().sum()

Music                             0
Slow songs or fast songs          0
Dance                             0
Folk                              0
Country                           0
Classical music                   0
Musical                           0
Pop                               0
Rock                              0
Metal or Hardrock                 0
Punk                              0
Hiphop, Rap                       0
Reggae, Ska                       0
Swing, Jazz                       0
Rock n roll                       0
Alternative                       0
Latino                            0
Techno, Trance                    0
Opera                             0
Movies                            0
Horror                            0
Thriller                          0
Comedy                            0
Romantic                          0
Sci-fi                            0
War                               0
Fantasy/Fairy tales               0
Animated                          0
Documentary                       0
Western                           0
Action                            0
History                           0
Psychology                        0
Politics                          0
Mathematics                       0
Physics                           0
Internet                          0
PC                                0
Economy Management                0
Biology                           0
Chemistry                         0
Reading                           0
Geography                         0
Foreign languages                 0
Medicine                          0
Law                               0
Cars                              0
Art exhibitions                   0
Religion                          0
Countryside, outdoors             0
Dancing                           0
Musical instruments               0
Writing                           0
Passive sport                     0
Active sport                      0
Gardening                         0
Celebrities                       0
Shopping                          0
Science and technology            0
Theatre                           0
Fun with friends                  0
Adrenaline sports                 0
Pets                              0
Flying                            0
Storm                             0
Darkness                          0
Heights                           0
Spiders                           0
Snakes                            0
Rats                              0
Ageing                            0
Dangerous dogs                    0
Fear of public speaking           0
Smoking                           8
Alcohol                           5
Healthy eating                    0
Daily events                      0
Prioritising workload             0
Writing notes                     0
Workaholism                       0
Thinking ahead                    0
Final judgement                   0
Reliability                       0
Keeping promises                  0
Loss of interest                  0
Friends versus money              0
Funniness                         0
Fake                              0
Criminal damage                   0
Decision making                   0
Elections                         0
Self-criticism                    0
Judgment calls                    0
Hypochondria                      0
Empathy                           0
Eating to survive                 0
Giving                            0
Compassion to animals             0
Borrowed stuff                    0
Loneliness                        0
Cheating in school                0
Health                            0
Changing the past                 0
God                               0
Dreams                            0
Charity                           0
Number of friends                 0
Punctuality                       2
Lying                             2
Waiting                           0
New environment                   0
Mood swings                       0
Appearence and gestures           0
Socializing                       0
Achievements                      0
Responding to a serious letter    0
Children                          0
Assertiveness                     0
Getting angry                     0
Knowing the right people          0
Public speaking                   0
Unpopularity                      0
Life struggles                    0
Happiness in life                 0
Energy levels                     0
Small - big dogs                  0
Personality                       0
Finding lost valuables            0
Getting up                        0
Interests or hobbies              0
Parents' advice                   0
Questionnaires or polls           0
Internet usage                    0
Finances                          0
Shopping centres                  0
Branded clothing                  0
Entertainment spending            0
Spending on looks                 0
Spending on gadgets               0
Spending on healthy eating        0
Age                               0
Height                            0
Weight                            0
Number of siblings                0
Gender                            6
Left - right handed               3
Education                         1
Only child                        2
Village - town                    4
House - block of flats            4
dtype: int64

Data Pipeline

Predict on the dataset with missing data - Categorical

• Predic on the dataset with missing data - Categorical
• Start with the dataset with missing values which was around 40% of the original data X
• Next we predict the categorical features
• Pick the features with the least na values a, get all records that a exists in with missing value
• If there is any other feature with missing values in the same record we add it as a target as well.
• We will end up with k number of features
• Get the k features from the testing data F
• Fit the model on the filtered testing data F
• Normalize the dataset we want to predict the target features on (X)
• Encode the categorical features using one-hot encoding
• Pass each record in dataset X for prediction
• Add the predicted values to X, so we will use it for other features predictions
• Reverse the one-hot encoding and add the record to the last dataset where we fill data with no missing values
• Repeat until we have no missing values

def split_data_category(dataset,target, percentage, isarr = False):
    t = [] 
    s = []
    t_all = []
    d = dataset.copy()
    if not isarr:
        t =[col for col in d.columns if col.startswith(target)]
    else:
        for targets in target:
            t_all.append([col for col in d.columns if col.startswith(targets)]) 
            for col in d.columns:
                if col.startswith(targets):
                    t.append(col)
    for j in cols:
        for col in d.columns:
            if col.startswith(j):
                s.append(col)
    last_t = []
    y =  d[t] 
    d.drop(t, 1, inplace=True)
    #d.drop(t,1,inplace=True)
    latest = d.copy()
    x = np.array(latest)
    y = np.array(y)
    x_tr = x[:int(percentage*len(x)),]
    x_te = x[int(percentage*len(x)):,]
    y_tr = y[:int(percentage*len(y)),]
    y_te = y[int(percentage*len(y)):,]
    return np.array(x_tr),np.array(y_tr),np.array(x_te),np.array(y_te),t_all

to_generate_new = new_data.copy()
a = []
dataset = responses_normalized.copy()
for i in tqdm(cat_cols_new):
        dataset = responses_normalized.copy()
        x = to_generate_new[to_generate_new[i].isna()]
        q = x[x[i].isna()]
        if len(q)>0:
            all_columns_wth_na = q.columns[q.isnull().any()].values
            x = x.drop(all_columns_wth_na,1)
            x = encode_categorical_features(x)
            n = Normalize(x)
            to_generate_normalized = n.normalize()
            if set(all_columns_wth_na).issubset(set(to_generate_normalized.columns)):
                to_generate_normalized = to_generate_normalized.drop(all_columns_wth_na,1)   
            indices = to_generate_normalized.index
            x_tr,y_tr,x_te,y_te, t_all = split_data_category(dataset, all_columns_wth_na, .8,True)
            nn = NeuralNetwork(len(x_tr)+10,1550, .1, False)
            nn.fit(x_tr, y_tr)
    
            predictions = nn.predict(np.array(to_generate_normalized))
            values = []
            for i in range(len(predictions)):
                for t in t_all:
                    leng = len(t)
                    data = predictions[i][:leng]
                    val = t[np.argmax(data)].split('_')[1]
                    values.append(val)
            for ind in range(len(indices)): 
                for m in range(len(val[ind])):
                    c = all_columns_wth_na[m]
                    to_generate_new.at[indices[ind],c] = val[m]

100%|██████████| 11/11 [02:15<00:00, 12.32s/it]

to_generate_new.isna().sum()

Music                             0
Slow songs or fast songs          0
Dance                             0
Folk                              0
Country                           0
Classical music                   0
Musical                           0
Pop                               0
Rock                              0
Metal or Hardrock                 0
Punk                              0
Hiphop, Rap                       0
Reggae, Ska                       0
Swing, Jazz                       0
Rock n roll                       0
Alternative                       0
Latino                            0
Techno, Trance                    0
Opera                             0
Movies                            0
Horror                            0
Thriller                          0
Comedy                            0
Romantic                          0
Sci-fi                            0
War                               0
Fantasy/Fairy tales               0
Animated                          0
Documentary                       0
Western                           0
Action                            0
History                           0
Psychology                        0
Politics                          0
Mathematics                       0
Physics                           0
Internet                          0
PC                                0
Economy Management                0
Biology                           0
Chemistry                         0
Reading                           0
Geography                         0
Foreign languages                 0
Medicine                          0
Law                               0
Cars                              0
Art exhibitions                   0
Religion                          0
Countryside, outdoors             0
Dancing                           0
Musical instruments               0
Writing                           0
Passive sport                     0
Active sport                      0
Gardening                         0
Celebrities                       0
Shopping                          0
Science and technology            0
Theatre                           0
Fun with friends                  0
Adrenaline sports                 0
Pets                              0
Flying                            0
Storm                             0
Darkness                          0
Heights                           0
Spiders                           0
Snakes                            0
Rats                              0
Ageing                            0
Dangerous dogs                    0
Fear of public speaking           0
Smoking                           0
Alcohol                           0
Healthy eating                    0
Daily events                      0
Prioritising workload             0
Writing notes                     0
Workaholism                       0
Thinking ahead                    0
Final judgement                   0
Reliability                       0
Keeping promises                  0
Loss of interest                  0
Friends versus money              0
Funniness                         0
Fake                              0
Criminal damage                   0
Decision making                   0
Elections                         0
Self-criticism                    0
Judgment calls                    0
Hypochondria                      0
Empathy                           0
Eating to survive                 0
Giving                            0
Compassion to animals             0
Borrowed stuff                    0
Loneliness                        0
Cheating in school                0
Health                            0
Changing the past                 0
God                               0
Dreams                            0
Charity                           0
Number of friends                 0
Punctuality                       0
Lying                             0
Waiting                           0
New environment                   0
Mood swings                       0
Appearence and gestures           0
Socializing                       0
Achievements                      0
Responding to a serious letter    0
Children                          0
Assertiveness                     0
Getting angry                     0
Knowing the right people          0
Public speaking                   0
Unpopularity                      0
Life struggles                    0
Happiness in life                 0
Energy levels                     0
Small - big dogs                  0
Personality                       0
Finding lost valuables            0
Getting up                        0
Interests or hobbies              0
Parents' advice                   0
Questionnaires or polls           0
Internet usage                    0
Finances                          0
Shopping centres                  0
Branded clothing                  0
Entertainment spending            0
Spending on looks                 0
Spending on gadgets               0
Spending on healthy eating        0
Age                               0
Height                            0
Weight                            0
Number of siblings                0
Gender                            0
Left - right handed               0
Education                         0
Only child                        0
Village - town                    0
House - block of flats            0
dtype: int64

all_data = pd.concat([responses_nona, to_generate_new])
all_data.shape

(1010, 150)

all_data.to_csv("Dataset_full.csv")

# Number of particpipants per age and gender Replace na with 0 to be able to see it
#prepare the ages frequency table by gender
#plot it
print(all_data.shape)
r = all_data.copy()
female_ages = r.loc[r['Gender'] == 'female', 'Age'].values
count_unique_ages = np.array(np.unique(female_ages, return_counts=True)).T
Ages_female = count_unique_ages[:,0]
count_female =count_unique_ages[:,1]
male_ages = r.loc[r['Gender'] == 'male', 'Age'].values
count_male = np.array(np.unique(male_ages, return_counts=True)).T
Ages_male = count_male[:,0]
count_male =count_male[:,1]
print("Ages of participants: ")
print(set(Ages_male))

trace1 = go.Bar(
   x = Ages_female,
   y = count_female,
   name = 'Female'
)
trace2 = go.Bar(
   x = Ages_male,
   y = count_male,
   name = 'Male'
)
data = [trace1, trace2]
layout = go.Layout(barmode = 'group',xaxis=dict(title="Ages"),yaxis=dict(title="Number of participants"))
fig = go.Figure(data = data, layout = layout)
plotly.offline.iplot(fig)

(1010, 150)
Ages of participants: 
{15.0, 16.0, 17.0, 18.0, 19.0, 20.0, 21.0, 22.0, 23.0, 24.0, 25.0, 26.0, 27.0, 28.0, 29.0, 30.0}

k = responses[responses["Age"].isna()]["Age"].index.values

for i in k:
    print(all_data.loc[i]["Age"])

20.0
22.0
21.0
22.0
22.0
20.0
22.0

#'Rock': ['Metal or Hardrock', 'Punk', 'Rock n roll', 'Alternative']
k = responses[responses["Chemistry"].isna()]["Chemistry"].index.values
k
for i in responses[['Chemistry','Biology', 'Medicine']].values:
    print(i)

[3. 3. 3.]
[1. 1. 1.]
[1. 1. 2.]
[3. 3. 2.]
[3. 3. 3.]
[4. 4. 4.]
[5. 5. 5.]
[2. 2. 1.]
[1. 3. 1.]
[1. 2. 1.]
[1. 2. 2.]
[1. 1. 1.]
[5. 5. 5.]
[1. 1. 1.]
[1. 2. 1.]
[2. 5. 2.]
[1. 4. 5.]
[5. 5. 3.]
[3. 3. 2.]
[1. 2. 2.]
[4. 4. 4.]
[1. 3. 2.]
[2. 3. 3.]
[5. 5. 4.]
[2. 3. 4.]
[1. 1. 1.]
[5. 5. 2.]
[5. 5. 4.]
[1. 1. 2.]
[2. 4. 3.]
[1. 3. 4.]
[2. 2. 1.]
[1. 1. 1.]
[3. 4. 5.]
[1. 3. 3.]
[1. 1. 1.]
[5. 5. 5.]
[3. 5. 3.]
[1. 5. 4.]
[5. 3. 5.]
[1. 2. 2.]
[5. 1. 3.]
[2. 5. 4.]
[1. 1. 1.]
[2. 3. 1.]
[1. 1. 2.]
[1. 2. 2.]
[1. 2. 3.]
[2. 3. 3.]
[1. 2. 1.]
[5. 5. 5.]
[5. 5. 5.]
[4. 3. 2.]
[2. 4. 4.]
[4. 3. 3.]
[4. 3. 3.]
[1. 2. 2.]
[1. 3. 3.]
[4. 5. 5.]
[1. 1. 1.]
[2. 2. 3.]
[1. 1. 3.]
[3. 3. 3.]
[1. 1. 2.]
[5. 5. 5.]
[1. 1. 3.]
[2. 1. 1.]
[2. 2. 3.]
[5. 3. 1.]
[5. 5. 4.]
[1. 1. 1.]
[1. 1. 1.]
[1. 1. 1.]
[2. 2. 1.]
[1. 1. 1.]
[1. 4. 5.]
[1. 1. 1.]
[5. 5. 3.]
[5. 5. 4.]
[1. 3. 2.]
[1. 2. 2.]
[2. 1. 1.]
[1. 2. 1.]
[3. 5. 5.]
[4. 4. 3.]
[2. 2. 3.]
[4. 4. 4.]
[2. 3. 1.]
[1. 4. 1.]
[1. 2. 2.]
[2. 2. 4.]
[1. 5. 5.]
[2. 2. 2.]
[2. 2. 1.]
[ 2.  2. nan]
[1. 2. 1.]
[4. 3. 5.]
[1. 1. 1.]
[1. 2. 2.]
[5. 3. 1.]
[5. 5. 5.]
[1. 1. 1.]
[4. 4. 5.]
[1. 2. 2.]
[2. 2. 2.]
[4. 1. 1.]
[1. 2. 1.]
[5. 5. 5.]
[1. 1. 1.]
[2. 2. 3.]
[1. 5. 3.]
[2. 3. 3.]
[4. 5. 5.]
[3. 3. 1.]
[1. 1. 3.]
[3. 3. 4.]
[3. 1. 1.]
[1. 2. 1.]
[2. 2. 2.]
[4. 2. 3.]
[5. 3. 3.]
[2. 2. 3.]
[1. 1. 1.]
[2. 4. 3.]
[2. 2. 4.]
[2. 3. 3.]
[1. 1. 1.]
[1. 2. 3.]
[5. 3. 1.]
[4. 5. 5.]
[1. 1. 2.]
[1. 1. 1.]
[1. 4. 3.]
[1. 3. 2.]
[3. 3. 4.]
[1. 3. 2.]
[5. 5. 5.]
[3. 4. 3.]
[4. 5. 5.]
[2. 3. 1.]
[1. 1. 2.]
[4. 3. 1.]
[1. 1. 1.]
[1. 1. 1.]
[5. 5. 5.]
[1. 2. 4.]
[1. 2. 3.]
[3. 2. 2.]
[4. 3. 3.]
[3. 2. 2.]
[2. 2. 2.]
[1. 2. 3.]
[2. 2. 5.]
[1. 2. 2.]
[2. 2. 2.]
[3. 4. 4.]
[1. 1. 1.]
[2. 2. 2.]
[3. 3. 2.]
[2. 4. 3.]
[3. 2. 1.]
[5. 5. 4.]
[1. 1. 1.]
[3. 3. 2.]
[1. 2. 1.]
[1. 1. 2.]
[4. 2. 2.]
[2. 3. 2.]
[1. 1. 1.]
[1. 2. 1.]
[1. 4. 4.]
[1. 1. 1.]
[2. 2. 2.]
[3. 2. 2.]
[nan  1.  3.]
[1. 3. 5.]
[2. 1. 1.]
[1. 1. 2.]
[3. 3. 3.]
[2. 4. 3.]
[1. 1. 1.]
[nan  2.  3.]
[4. 5. 5.]
[2. 4. 3.]
[1. 1. 1.]
[1. 5. 1.]
[1. 1. 1.]
[1. 1. 1.]
[5. 2. 5.]
[1. 1. 1.]
[4. 5. 4.]
[1. 1. 1.]
[1. 3. 1.]
[1. 3. 2.]
[1. 1. 1.]
[1. 3. 3.]
[1. 3. 4.]
[1. 1. 1.]
[1. 1. 1.]
[1. 2. 1.]
[1. 1. 2.]
[1. 1. 1.]
[4. 5. 3.]
[5. 5. 5.]
[2. 1. 1.]
[4. 4. 5.]
[4. 2. 3.]
[2. 3. 3.]
[2. 3. 2.]
[2. 2. 2.]
[4. 5. 4.]
[1. 1. 1.]
[3. 3. 3.]
[5. 5. 5.]
[5. 5. 5.]
[1. 1. 1.]
[4. 4. 5.]
[2. 2. 1.]
[5. 5. 5.]
[1. 1. 1.]
[5. 5. 3.]
[1. 2. 3.]
[1. 1. 1.]
[3. 5. 2.]
[1. 1. 1.]
[2. 2. 3.]
[1. 1. 1.]
[4. 4. 4.]
[5. 4. 4.]
[2. 3. 2.]
[2. 2. 2.]
[1. 2. 4.]
[1. 1. 1.]
[4. 4. 3.]
[2. 2. 1.]
[3. 2. 1.]
[4. 3. 2.]
[1. 1. 2.]
[1. 2. 1.]
[2. 4. 2.]
[2. 2. 2.]
[1. 2. 3.]
[1. 2. 2.]
[3. 5. 5.]
[1. 3. 3.]
[1. 1. 1.]
[1. 1. 1.]
[4. 5. 5.]
[2. 2. 3.]
[5. 5. 5.]
[1. 1. 1.]
[5. 5. 4.]
[1. 1. 2.]
[1. 3. 2.]
[1. 1. 5.]
[4. 4. 4.]
[1. 1. 1.]
[2. 2. 1.]
[1. 1. 1.]
[3. 4. 3.]
[3. 3. 3.]
[1. 2. 1.]
[2. 2. 3.]
[1. 4. 2.]
[5. 5. 5.]
[2. 2. 2.]
[1. 3. 2.]
[2. 3. 2.]
[5. 5. 3.]
[4. 5. 5.]
[1. 2. 2.]
[1. 2. 2.]
[5. 5. 5.]
[2. 3. 3.]
[1. 1. 2.]
[2. 2. 2.]
[1. 1. 1.]
[1. 1. 2.]
[5. 5. 3.]
[nan  1.  1.]
[1. 3. 3.]
[5. 5. 5.]
[1. 2. 1.]
[2. 3. 3.]
[1. 1. 1.]
[4. 5. 5.]
[1. 2. 2.]
[2. 4. 3.]
[2. 3. 2.]
[2. 2. 3.]
[5. 5. 5.]
[1. 3. 1.]
[1. 1. 1.]
[1. 3. 1.]
[1. 3. 2.]
[1. 4. 2.]
[1. 1. 1.]
[4. 4. 5.]
[1. 1. 2.]
[1. 2. 3.]
[2. 4. 3.]
[3. 2. 2.]
[1. 2. 3.]
[2. 2. 3.]
[1. 3. 2.]
[1. 2. 1.]
[1. 3. 1.]
[4. 5. 5.]
[2. 5. 4.]
[3. 3. 2.]
[5. 5. 5.]
[3. 4. 2.]
[2. 1. 1.]
[2. 3. 1.]
[2. 3. 3.]
[1. 1. 1.]
[4. 5. 2.]
[2. 2. 2.]
[5. 5. 5.]
[1. 2. 2.]
[1. 2. 2.]
[2. 5. 5.]
[1. 1. 1.]
[5. 5. 5.]
[2. 4. 4.]
[5. 5. 5.]
[1. 1. 2.]
[1. 1. 2.]
[nan  1.  1.]
[2. 3. 2.]
[ 1.  2. nan]
[2. 5. 5.]
[5. 5. 5.]
[3. 3. 3.]
[1. 1. 2.]
[3. 3. 2.]
[5. 3. 4.]
[1. 1. 1.]
[1. 2. 1.]
[1. 1. 2.]
[2. 2. 2.]
[1. 1. 1.]
[3. 2. 1.]
[3. 5. 2.]
[1. 1. 1.]
[2. 1. 1.]
[1. 1. 1.]
[1. 1. 1.]
[4. 4. 3.]
[1. 3. 1.]
[1. 1. 1.]
[5. 5. 5.]
[5. 5. 5.]
[2. 2. 2.]
[2. 5. 3.]
[1. 1. 2.]
[2. 2. 2.]
[3. 4. 3.]
[2. 1. 1.]
[1. 2. 2.]
[1. 3. 1.]
[2. 2. 3.]
[2. 1. 3.]
[1. 1. 2.]
[1. 1. 1.]
[4. 4. 4.]
[1. 1. 1.]
[1. 1. 1.]
[ 2. nan  4.]
[2. 4. 3.]
[4. 5. 5.]
[5. 5. 5.]
[1. 1. 1.]
[1. 1. 1.]
[5. 5. 5.]
[5. 5. 3.]
[3. 5. 3.]
[5. 5. 5.]
[1. 1. 1.]
[2. 3. 2.]
[5. 5. 4.]
[1. 1. 1.]
[1. 5. 4.]
[1. 1. 1.]
[3. 4. 3.]
[1. 1. 3.]
[3. 3. 4.]
[3. 5. 5.]
[1. 3. 3.]
[3. 4. 3.]
[4. 3. 3.]
[1. 2. 1.]
[1. 2. 3.]
[1. 1. 1.]
[1. 4. 4.]
[1. 2. 1.]
[2. 1. 1.]
[1. 1. 1.]
[2. 2. 3.]
[2. 4. 2.]
[5. 5. 4.]
[1. 1. 2.]
[1. 1. 1.]
[1. 1. 2.]
[1. 5. 2.]
[2. 3. 2.]
[1. 2. 1.]
[2. 3. 3.]
[1. 1. 2.]
[1. 1. 2.]
[1. 1. 1.]
[1. 2. 2.]
[1. 1. 1.]
[2. 2. 2.]
[1. 2. 1.]
[5. 5. 5.]
[3. 3. 1.]
[1. 3. 3.]
[1. 2. 1.]
[3. 4. 5.]
[1. 1. 2.]
[2. 4. 3.]
[1. 1. 2.]
[4. 5. 5.]
[1. 1. 1.]
[3. 3. 1.]
[1. 2. 1.]
[1. 1. 2.]
[1. 2. 2.]
[1. 2. 2.]
[2. 3. 3.]
[3. 3. 2.]
[1. 3. 2.]
[1. 1. 1.]
[5. 5. 5.]
[4. 4. 5.]
[5. 5. 5.]
[1. 2. 1.]
[1. 2. 2.]
[1. 1. 2.]
[1. 2. 2.]
[5. 5. 5.]
[3. 3. 2.]
[1. 2. 2.]
[3. 4. 4.]
[1. 1. 1.]
[1. 1. 1.]
[4. 5. 5.]
[1. 1. 1.]
[5. 5. 5.]
[3. 5. 5.]
[3. 4. 5.]
[1. 3. 5.]
[5. 5. 5.]
[1. 2. 2.]
[2. 3. 3.]
[4. 4. 4.]
[1. 2. 2.]
[5. 5. 5.]
[2. 4. 5.]
[1. 1. 1.]
[2. 2. 3.]
[3. 4. 3.]
[2. 4. 2.]
[1. 2. 2.]
[1. 3. 2.]
[1. 1. 1.]
[1. 1. 1.]
[1. 1. 2.]
[1. 1. 3.]
[1. 2. 2.]
[4. 4. 2.]
[2. 4. 2.]
[5. 5. 5.]
[5. 5. 5.]
[2. 3. 2.]
[4. 4. 5.]
[5. 2. 2.]
[2. 2. 2.]
[4. 4. 5.]
[4. 5. 4.]
[1. 3. 5.]
[2. 3. 2.]
[ 5. nan  5.]
[1. 1. 1.]
[1. 4. 1.]
[2. 2. 3.]
[3. 5. 5.]
[2. 2. 3.]
[1. 3. 3.]
[1. 1. 3.]
[2. 5. 5.]
[2. 5. 4.]
[1. 1. 1.]
[2. 3. 4.]
[2. 4. 3.]
[3. 3. 3.]
[1. 2. 1.]
[1. 1. 4.]
[1. 4. 1.]
[5. 5. 4.]
[2. 2. 2.]
[1. 1. 1.]
[2. 5. 4.]
[5. 1. 3.]
[4. 2. 2.]
[1. 2. 3.]
[5. 4. 3.]
[nan  1.  1.]
[1. 1. 5.]
[1. 3. 2.]
[3. 3. 3.]
[1. 1. 1.]
[1. 1. 2.]
[1. 1. 1.]
[1. 1. 1.]
[1. 3. 3.]
[5. 5. 5.]
[5. 5. 5.]
[2. 1. 2.]
[2. 2. 3.]
[4. 4. 4.]
[1. 2. 2.]
[1. 1. 1.]
[4. 5. 5.]
[3. 3. 3.]
[5. 4. 5.]
[2. 2. 2.]
[1. 1. 3.]
[1. 3. 2.]
[3. 3. 4.]
[2. 2. 1.]
[1. 1. 1.]
[2. 3. 2.]
[1. 1. 3.]
[2. 3. 2.]
[1. 1. 1.]
[2. 2. 3.]
[5. 5. 5.]
[4. 4. 5.]
[3. 5. 5.]
[5. 5. 3.]
[1. 1. 2.]
[3. 3. 2.]
[5. 5. 5.]
[1. 2. 1.]
[2. 2. 3.]
[1. 2. 2.]
[1. 4. 3.]
[1. 2. 3.]
[1. 3. 2.]
[2. 3. 1.]
[1. 4. 3.]
[2. 2. 2.]
[2. 3. 3.]
[1. 1. 1.]
[1. 1. 1.]
[1. 2. 1.]
[2. 3. 2.]
[1. 1. 1.]
[5. 5. 5.]
[1. 3. 2.]
[2. 2. 1.]
[3. 3. 3.]
[1. 1. 1.]
[nan  3.  1.]
[1. 1. 1.]
[ 2. nan  2.]
[1. 2. 2.]
[2. 3. 3.]
[1. 2. 1.]
[3. 4. 3.]
[ 4.  5. nan]
[3. 1. 1.]
[5. 5. 4.]
[4. 4. 5.]
[2. 3. 2.]
[2. 2. 3.]
[5. 5. 4.]
[2. 2. 1.]
[1. 2. 1.]
[2. 2. 1.]
[2. 2. 2.]
[1. 1. 1.]
[1. 3. 1.]
[1. 2. 1.]
[3. 1. 1.]
[3. 2. 2.]
[1. 2. 2.]
[1. 3. 3.]
[4. 4. 2.]
[2. 2. 3.]
[1. 3. 5.]
[5. 5. 5.]
[2. 2. 1.]
[1. 3. 5.]
[2. 2. 1.]
[2. 2. 2.]
[1. 3. 1.]
[2. 2. 2.]
[2. 4. 2.]
[2. 3. 3.]
[2. 2. 1.]
[1. 2. 1.]
[1. 2. 3.]
[1. 3. 1.]
[1. 2. 2.]
[5. 5. 5.]
[4. 2. 4.]
[1. 1. 1.]
[5. 5. 5.]
[1. 5. 2.]
[2. 2. 2.]
[1. 2. 1.]
[1. 3. 1.]
[2. 2. 3.]
[5. 5. 5.]
[1. 1. 1.]
[2. 2. 2.]
[2. 3. 2.]
[1. 1. 1.]
[1. 1. 1.]
[1. 1. 1.]
[2. 2. 1.]
[2. 4. 3.]
[1. 1. 2.]
[2. 4. 2.]
[4. 4. 3.]
[3. 3. 2.]
[1. 2. 1.]
[1. 3. 1.]
[2. 2. 5.]
[3. 3. 4.]
[1. 1. 1.]
[2. 3. 2.]
[4. 4. 5.]
[2. 5. 1.]
[ 4.  3. nan]
[3. 5. 4.]
[1. 2. 2.]
[1. 4. 5.]
[2. 2. 1.]
[5. 5. 5.]
[2. 2. 2.]
[2. 4. 4.]
[2. 4. 2.]
[1. 1. 1.]
[1. 5. 1.]
[4. 4. 5.]
[4. 3. 2.]
[1. 2. 2.]
[1. 1. 1.]
[1. 1. 1.]
[1. 1. 4.]
[2. 3. 3.]
[3. 3. 3.]
[5. 5. 5.]
[1. 1. 3.]
[1. 1. 1.]
[2. 2. 2.]
[1. 2. 3.]
[1. 2. 3.]
[1. 2. 3.]
[2. 2. 2.]
[2. 4. 5.]
[1. 2. 1.]
[1. 1. 1.]
[1. 2. 2.]
[ 3.  5. nan]
[2. 4. 2.]
[2. 2. 2.]
[3. 3. 3.]
[2. 2. 3.]
[2. 2. 2.]
[2. 2. 1.]
[2. 2. 2.]
[1. 1. 1.]
[1. 2. 2.]
[2. 3. 3.]
[1. 2. 3.]
[4. 5. 5.]
[3. 5. 5.]
[1. 2. 2.]
[3. 5. 5.]
[1. 4. 3.]
[2. 3. 5.]
[3. 3. 3.]
[2. 1. 1.]
[3. 5. 3.]
[5. 2. 2.]
[2. 3. 3.]
[1. 1. 1.]
[1. 3. 4.]
[1. 2. 1.]
[2. 2. 1.]
[1. 2. 2.]
[1. 2. 3.]
[1. 2. 1.]
[3. 4. 3.]
[1. 2. 3.]
[1. 1. 1.]
[3. 4. 5.]
[2. 2. 3.]
[3. 3. 3.]
[1. 3. 3.]
[1. 3. 5.]
[1. 1. 1.]
[4. 5. 4.]
[1. 1. 2.]
[1. 1. 1.]
[4. 3. 2.]
[1. 1. 1.]
[1. 3. 3.]
[1. 4. 2.]
[3. 3. 4.]
[3. 4. 3.]
[4. 4. 4.]
[3. 4. 1.]
[5. 5. 4.]
[1. 2. 1.]
[3. 5. 2.]
[5. 5. 5.]
[1. 1. 1.]
[1. 2. 2.]
[1. 2. 1.]
[1. 1. 1.]
[1. 2. 1.]
[1. 1. 1.]
[1. 1. 1.]
[5. 5. 5.]
[3. 4. 5.]
[1. 2. 2.]
[2. 2. 2.]
[2. 2. 3.]
[2. 1. 1.]
[2. 2. 1.]
[2. 4. 3.]
[2. 3. 3.]
[2. 1. 1.]
[2. 3. 4.]
[1. 3. 3.]
[5. 5. 4.]
[1. 4. 4.]
[2. 2. 2.]
[5. 5. 5.]
[2. 2. 2.]
[2. 2. 1.]
[2. 5. 2.]
[3. 3. 2.]
[2. 3. 3.]
[2. 3. 5.]
[1. 1. 2.]
[4. 5. 4.]
[1. 1. 3.]
[2. 3. 2.]
[nan  4.  5.]
[3. 3. 2.]
[5. 5. 5.]
[3. 2. 2.]
[ 5. nan  5.]
[1. 2. 3.]
[1. 1. 1.]
[2. 2. 4.]
[1. 3. 1.]
[5. 5. 5.]
[3. 3. 4.]
[5. 5. 5.]
[4. 4. 5.]
[2. 2. 2.]
[4. 4. 4.]
[2. 1. 2.]
[2. 2. 2.]
[1. 3. 1.]
[3. 3. 3.]
[2. 2. 1.]
[1. 3. 3.]
[1. 2. 3.]
[1. 1. 1.]
[1. 1. 1.]
[2. 3. 2.]
[5. 2. 3.]
[3. 5. 3.]
[4. 5. 5.]
[2. 4. 3.]
[5. 5. 5.]
[1. 2. 3.]
[5. 5. 5.]
[1. 1. 2.]
[2. 3. 3.]
[2. 4. 1.]
[5. 5. 4.]
[1. 3. 5.]
[1. 3. 1.]
[1. 5. 2.]
[1. 1. 1.]
[4. 4. 4.]
[1. 2. 3.]
[1. 1. 2.]
[1. 2. 4.]
[2. 3. 3.]
[5. 5. 5.]
[1. 1. 1.]
[1. 4. 1.]
[1. 2. 1.]
[1. 1. 1.]
[4. 4. 3.]
[1. 1. 1.]
[1. 1. 1.]
[1. 1. 1.]
[1. 1. 1.]
[1. 3. 3.]
[2. 4. 4.]
[1. 1. 1.]
[1. 1. 1.]
[2. 3. 3.]
[5. 5. 5.]
[2. 3. 2.]
[1. 4. 4.]
[1. 3. 1.]
[5. 5. 5.]
[1. 1. 1.]
[3. 4. 3.]
[1. 1. 1.]
[1. 1. 1.]
[1. 1. 1.]
[1. 2. 1.]
[1. 4. 3.]
[1. 2. 3.]
[2. 2. 2.]
[1. 3. 3.]
[5. 5. 5.]
[3. 3. 3.]
[3. 4. 4.]
[2. 2. 2.]
[2. 4. 4.]
[1. 1. 1.]
[3. 3. 2.]
[ 5. nan  5.]
[1. 3. 1.]
[1. 2. 3.]
[2. 2. 2.]
[2. 2. 2.]
[1. 1. 1.]
[1. 1. 4.]
[1. 2. 3.]
[3. 1. 1.]
[1. 1. 2.]
[1. 2. 1.]
[2. 2. 1.]
[1. 2. 3.]
[4. 5. 4.]
[1. 3. 4.]
[2. 3. 2.]
[3. 3. 3.]
[1. 2. 1.]
[2. 4. 2.]
[4. 2. 2.]
[1. 1. 1.]
[1. 2. 2.]
[1. 2. 1.]
[1. 3. 2.]
[2. 2. 3.]
[nan  2.  1.]
[1. 1. 1.]
[1. 1. 3.]
[1. 2. 3.]
[4. 4. 5.]
[2. 4. 4.]
[2. 1. 2.]
[2. 4. 4.]
[2. 2. 2.]
[5. 3. 4.]
[5. 5. 5.]
[1. 2. 2.]
[2. 3. 2.]
[1. 2. 5.]
[5. 5. 5.]
[1. 2. 3.]
[4. 4. 5.]
[2. 2. 2.]
[2. 2. 2.]
[1. 4. 4.]
[5. 5. 4.]
[1. 2. 2.]
[1. 1. 1.]
[3. 4. 5.]
[1. 1. 1.]
[2. 3. 4.]
[5. 5. 5.]
[1. 3. 4.]
[1. 2. 1.]
[2. 3. 2.]
[2. 1. 1.]
[3. 2. 3.]
[2. 2. 1.]
[2. 2. 2.]
[1. 1. 1.]
[1. 1. 2.]
[1. 4. 2.]
[1. 1. 1.]
[1. 1. 2.]
[1. 1. 1.]
[2. 2. 2.]
[5. 3. 3.]
[2. 2. 2.]
[1. 1. 3.]
[1. 1. 1.]
[1. 1. 1.]
[3. 2. 2.]
[1. 2. 4.]
[1. 2. 3.]
[5. 2. 1.]
[3. 3. 3.]
[2. 3. 2.]
[3. 2. 3.]
[2. 2. 1.]
[1. 1. 1.]
[2. 2. 1.]
[3. 3. 1.]
[5. 1. 2.]
[nan  2.  1.]
[1. 2. 3.]
[2. 5. 3.]
[2. 4. 3.]
[2. 4. 2.]
[1. 2. 2.]
[1. 1. 1.]
[2. 5. 3.]
[5. 5. 3.]
[3. 2. 3.]
[1. 2. 3.]
[2. 2. 2.]
[5. 4. 3.]
[2. 2. 3.]
[2. 2. 2.]
[1. 1. 1.]
[3. 1. 2.]
[2. 4. 3.]
[3. 4. 2.]
[2. 5. 2.]
[1. 2. 1.]
[1. 2. 3.]
[2. 1. 1.]
[1. 3. 2.]
[1. 3. 3.]
[1. 1. 1.]
[2. 2. 3.]
[2. 2. 2.]
[5. 5. 5.]
[2. 1. 1.]
[3. 2. 1.]
[1. 1. 1.]
[2. 3. 1.]
[5. 5. 5.]
[1. 4. 3.]
[5. 5. 2.]
[1. 1. 1.]
[1. 1. 1.]
[4. 4. 5.]
[2. 2. 3.]
[3. 2. 2.]
[4. 5. 5.]
[2. 3. 3.]
[2. 3. 2.]
[3. 3. 3.]
[1. 3. 1.]
[1. 4. 5.]
[3. 4. 3.]
[1. 2. 2.]
[1. 1. 1.]
[1. 1. 1.]
[2. 2. 2.]
[5. 5. 5.]
[2. 1. 1.]
[4. 3. 3.]
[1. 3. 3.]
[3. 2. 3.]
[1. 1. 1.]
[2. 3. 2.]
[2. 3. 3.]
[1. 2. 1.]
[1. 2. 1.]
[1. 1. 2.]
[1. 2. 1.]
[1. 1. 1.]
[1. 1. 1.]
[1. 2. 2.]
[nan  3.  2.]
[ 5. nan  5.]
[3. 3. 4.]
[1. 1. 2.]
[1. 1. 1.]
[4. 4. 1.]
[1. 1. 1.]
[1. 4. 3.]
[2. 1. 1.]
[1. 2. 2.]
[1. 2. 3.]
[2. 3. 3.]
[3. 4. 3.]
[5. 5. 3.]
[1. 2. 1.]
[1. 1. 1.]
[2. 3. 2.]
[2. 3. 3.]
[1. 2. 2.]
[1. 2. 1.]
[1. 1. 1.]
[3. 3. 3.]
[3. 5. 5.]

for i in k:
    print(all_data[['Chemistry','Biology', 'Medicine']].loc[i].values)

[2. 1. 3.]
[3. 2. 3.]
[1. 1. 1.]
[2. 1. 1.]
[1. 1. 1.]
[2. 3. 1.]
[4. 4. 5.]
[2. 2. 1.]
[2. 2. 1.]
[3. 3. 2.]

correlated_columns

{'Dance': ['Pop', 'Hiphop, Rap', 'Latino', 'Techno, Trance'],
 'Folk': ['Country', 'Classical music', 'Opera'],
 'Country': ['Folk', 'Western'],
 'Classical music': ['Folk',
  'Musical',
  'Swing, Jazz',
  'Alternative',
  'Opera',
  'History',
  'Reading',
  'Art exhibitions',
  'Musical instruments',
  'Theatre'],
 'Musical': ['Classical music', 'Latino', 'Opera', 'Reading', 'Theatre'],
 'Pop': ['Dance', 'Romantic', 'Celebrities', 'Shopping'],
 'Rock': ['Metal or Hardrock', 'Punk', 'Rock n roll', 'Alternative'],
 'Metal or Hardrock': ['Rock', 'Punk'],
 'Punk': ['Rock',
  'Metal or Hardrock',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative'],
 'Reggae, Ska': ['Punk', 'Swing, Jazz'],
 'Swing, Jazz': ['Classical music',
  'Reggae, Ska',
  'Rock n roll',
  'Alternative',
  'Opera',
  'Art exhibitions'],
 'Rock n roll': ['Rock', 'Punk', 'Swing, Jazz', 'Alternative'],
 'Alternative': ['Classical music',
  'Rock',
  'Punk',
  'Swing, Jazz',
  'Rock n roll',
  'Art exhibitions'],
 'Latino': ['Dance', 'Musical', 'Romantic', 'Dancing'],
 'Opera': ['Folk',
  'Classical music',
  'Musical',
  'Swing, Jazz',
  'Art exhibitions',
  'Theatre'],
 'Romantic': ['Pop',
  'Latino',
  'Fantasy/Fairy tales',
  'Shopping',
  'Life struggles',
  'Shopping centres'],
 'Sci-fi': ['Action', 'PC', 'Science and technology'],
 'Fantasy/Fairy tales': ['Romantic', 'Animated'],
 'Documentary': ['History', 'Science and technology'],
 'Western': ['Country', 'War'],
 'Action': ['Sci-fi', 'PC', 'Cars', 'Height', 'Weight'],
 'History': ['Classical music', 'Documentary', 'Politics', 'Geography'],
 'Politics': ['History', 'Economy Management', 'Law', 'Daily events'],
 'Mathematics': ['Physics', 'PC'],
 'Physics': ['Mathematics', 'PC', 'Chemistry', 'Science and technology'],
 'PC': ['Sci-fi',
  'Action',
  'Mathematics',
  'Physics',
  'Internet',
  'Cars',
  'Science and technology',
  'Spending on gadgets',
  'Height',
  'Weight'],
 'Economy Management': ['Politics', 'Law'],
 'Biology': ['Chemistry', 'Medicine'],
 'Chemistry': ['Physics', 'Biology', 'Medicine'],
 'Reading': ['Classical music',
  'Musical',
  'Foreign languages',
  'Art exhibitions',
  'Writing',
  'Theatre'],
 'Medicine': ['Biology', 'Chemistry'],
 'Law': ['Politics', 'Economy Management'],
 'Cars': ['Action',
  'PC',
  'Science and technology',
  'Spending on gadgets',
  'Height',
  'Weight'],
 'Art exhibitions': ['Classical music',
  'Swing, Jazz',
  'Alternative',
  'Opera',
  'Reading',
  'Musical instruments',
  'Writing',
  'Theatre'],
 'Dancing': ['Latino', 'Theatre'],
 'Musical instruments': ['Classical music', 'Art exhibitions', 'Writing'],
 'Writing': ['Reading', 'Art exhibitions', 'Musical instruments'],
 'Active sport': ['Adrenaline sports',
  'Energy levels',
  'Interests or hobbies'],
 'Celebrities': ['Pop', 'Shopping', 'Shopping centres', 'Spending on looks'],
 'Shopping': ['Pop',
  'Romantic',
  'Celebrities',
  'Appearence and gestures',
  'Shopping centres',
  'Spending on looks'],
 'Science and technology': ['Sci-fi',
  'Documentary',
  'Physics',
  'PC',
  'Cars',
  'Height'],
 'Theatre': ['Classical music',
  'Musical',
  'Opera',
  'Reading',
  'Art exhibitions',
  'Dancing'],
 'Storm': ['Flying', 'Darkness', 'Dangerous dogs', 'Life struggles'],
 'Darkness': ['Storm', 'Heights', 'Spiders', 'Life struggles'],
 'Spiders': ['Darkness', 'Snakes', 'Rats'],
 'Snakes': ['Spiders', 'Rats', 'Dangerous dogs'],
 'Rats': ['Spiders', 'Snakes', 'Dangerous dogs'],
 'Dangerous dogs': ['Storm', 'Snakes', 'Rats'],
 'Prioritising workload': ['Writing notes', 'Workaholism'],
 'Writing notes': ['Prioritising workload', 'Workaholism'],
 'Workaholism': ['Prioritising workload', 'Writing notes'],
 'God': ['Religion', 'Final judgement'],
 'Number of friends': ['Fun with friends',
  'Socializing',
  'Happiness in life',
  'Energy levels',
  'Interests or hobbies'],
 'New environment': ['Socializing', 'Energy levels'],
 'Mood swings': ['Loneliness', 'Getting angry'],
 'Appearence and gestures': ['Shopping', 'Spending on looks'],
 'Socializing': ['Number of friends',
  'New environment',
  'Energy levels',
  'Interests or hobbies'],
 'Life struggles': ['Romantic', 'Storm', 'Darkness'],
 'Happiness in life': ['Number of friends', 'Energy levels', 'Personality'],
 'Energy levels': ['Active sport',
  'Number of friends',
  'New environment',
  'Socializing',
  'Happiness in life',
  'Personality',
  'Interests or hobbies'],
 'Personality': ['Happiness in life', 'Energy levels'],
 'Interests or hobbies': ['Active sport',
  'Number of friends',
  'Socializing',
  'Energy levels'],
 'Shopping centres': ['Romantic',
  'Celebrities',
  'Shopping',
  'Branded clothing',
  'Spending on looks'],
 'Branded clothing': ['Shopping centres',
  'Entertainment spending',
  'Spending on looks',
  'Spending on gadgets'],
 'Entertainment spending': ['Branded clothing',
  'Spending on looks',
  'Spending on gadgets'],
 'Spending on looks': ['Celebrities',
  'Shopping',
  'Appearence and gestures',
  'Knowing the right people',
  'Shopping centres',
  'Branded clothing',
  'Entertainment spending',
  'Spending on gadgets'],
 'Spending on gadgets': ['PC',
  'Cars',
  'Branded clothing',
  'Entertainment spending',
  'Spending on looks'],
 'Height': ['Action', 'PC', 'Cars', 'Science and technology', 'Weight'],
 'Weight': ['Action', 'PC', 'Cars', 'Height']}

correlated_c = {}
for col in responses_normalized.columns:
    if col in num_cols:
        all_columns = []
        m = responses_normalized[num_cols].corr().ix[col, :-1]
        indices = m.index
        for corr in range(len(m)):
            if m[corr]>.4 and indices[corr] != col:
                 all_columns.append(indices[corr])
        if len(all_columns)>1:           
            correlated_c[col] = all_columns
correlated_c

{'Dance': ['Pop', 'Hiphop, Rap', 'Techno, Trance'],
 'Classical music': ['Swing, Jazz', 'Opera'],
 'Musical': ['Opera', 'Theatre'],
 'Rock': ['Metal or Hardrock', 'Punk', 'Rock n roll'],
 'Metal or Hardrock': ['Rock', 'Punk'],
 'Punk': ['Rock', 'Metal or Hardrock'],
 'Swing, Jazz': ['Classical music', 'Rock n roll'],
 'Rock n roll': ['Rock', 'Swing, Jazz', 'Alternative'],
 'Opera': ['Classical music', 'Musical'],
 'Politics': ['History', 'Law', 'Daily events'],
 'Physics': ['Mathematics', 'Science and technology'],
 'PC': ['Internet', 'Science and technology'],
 'Biology': ['Chemistry', 'Medicine'],
 'Chemistry': ['Biology', 'Medicine'],
 'Medicine': ['Biology', 'Chemistry'],
 'Shopping': ['Celebrities', 'Shopping centres', 'Spending on looks'],
 'Science and technology': ['Physics', 'PC'],
 'Theatre': ['Musical', 'Reading', 'Art exhibitions'],
 'Snakes': ['Spiders', 'Rats'],
 'God': ['Religion', 'Final judgement'],
 'Energy levels': ['Number of friends',
  'Happiness in life',
  'Interests or hobbies'],
 'Shopping centres': ['Shopping', 'Spending on looks'],
 'Spending on looks': ['Shopping',
  'Appearence and gestures',
  'Shopping centres',
  'Branded clothing']}