I totally misunderstand about problem. rewrite notebook2.



In [1]:

    
import numpy as np
import pandas as pd
import IPython.display
from six.moves import cPickle as pickle
from tqdm import tqdm
tqdm.pandas()
from IPython.display import display


def maybe_pickle(file_name, load_dataset, force=False):
    pickle_file_name = "pickle/" + file_name + ".pickle"
    import os
    if not os.path.exists("pickle"):
        os.makedirs("pickle")
        
    if os.path.exists(pickle_file_name) and not force:
        # You may override by setting force=True.
        print('%s already present - Skipping pickling.' % pickle_file_name)
    else:
        print('Pickling %s.' % pickle_file_name)
        dataset = load_dataset(None)
        try:
            with open(pickle_file_name, 'wb') as f:
                pickle.dump(dataset, f, pickle.HIGHEST_PROTOCOL)
        except Exception as e:
            print('Unable to save data to', file_name, ':', e)
    
    return pickle_file_name

def load_data(file_name, force=False):
    original_file_path = "../input/" + file_name + ".csv"
    pickle_file_name = maybe_pickle(file_name, lambda x: pd.read_csv(original_file_path), force)
    
    with open(pickle_file_name, 'rb') as f:
        return pickle.load(f)



In [2]:

    
biology = load_data("biology")
cooking = load_data("cooking")
crypto = load_data("crypto")
diy = load_data("diy")
robotics = load_data("robotics")
travel = load_data("travel")









    



pickle/biology.pickle already present - Skipping pickling.
pickle/cooking.pickle already present - Skipping pickling.
pickle/crypto.pickle already present - Skipping pickling.
pickle/diy.pickle already present - Skipping pickling.
pickle/robotics.pickle already present - Skipping pickling.
pickle/travel.pickle already present - Skipping pickling.



In [3]:

    
import re
import string
from nltk.corpus import stopwords
from nltk.tokenize import word_tokenize
from nltk.stem.snowball import SnowballStemmer
from nltk.stem import WordNetLemmatizer
stemmer = SnowballStemmer("english")
wordnet_lemmatizer = WordNetLemmatizer()
punctuation_trans_table = str.maketrans({key: None for key in string.punctuation})
html_tag_regex = re.compile('<.*?>')
code_tag_regex = re.compile('<code>([^<]+)</code>', re.S)
a_tag_regex = re.compile('<a href([^<]+)</a>', re.S)

def cleaning_text(text):
    original_text_length = len(text)
    number_of_html_tag = len(re.findall(html_tag_regex, text))
    number_of_code_fragments = len(re.findall(code_tag_regex, text))
    number_of_a_href = len(re.findall(a_tag_regex, text))
    
    # convert to lowercase
    text = text.lower()
    # remove code fragment
    text = re.sub(code_tag_regex, 'code_tag', text)
    # remove html tags
    text = re.sub(html_tag_regex, '', text)
    # remove \r, \n
    text = text.replace('\n', ' ').replace('\r', '')
    # remove Punctuations
    text = text.translate(punctuation_trans_table)
    # split
    words = word_tokenize(text)
    # remove stop words
    words = [word for word in words if word not in stopwords.words('english')]
    # lemmatizing, stemming
    words = [wordnet_lemmatizer.lemmatize(word) for word in words]
    words = [stemmer.stem(word) for word in words]
    # join
    text = ' '.join(words)
    
    number_of_cleaned_text_tokens = len(words)
    cleaned_text_length = len(text)
    return text, [original_text_length, number_of_html_tag, number_of_code_fragments, number_of_a_href, number_of_cleaned_text_tokens, cleaned_text_length]


def cleaning(row):
    row['title'], title_meta_list = cleaning_text(row['title'])
    row['title_original_text_length'] = title_meta_list[0]
    row['title_number_of_cleaned_text_tokens'] = title_meta_list[4]
    row['title_cleaned_text_length'] = title_meta_list[5]
    
    row['content'], content_meta_list = cleaning_text(row['content'])
    row['content_original_text_length'] = content_meta_list[0]
    row['content_number_of_html_tag'] = content_meta_list[1]
    row['content_number_of_code_fragments'] = content_meta_list[2]
    row['content_number_of_a_href'] = content_meta_list[3]
    row['content_number_of_cleaned_text_tokens'] = content_meta_list[4]
    row['content_cleaned_text_length'] = content_meta_list[5]
    return row



In [4]:

    
def load_cleaned_df(file_name, force=False):
    original_file_path = "../input/" + file_name + ".csv"
    df = pd.read_csv(original_file_path)
    print("total len : %d" % len(df))
    result_df = df.progress_apply(cleaning, axis=1)
    
    # feature scaling for meta columns
    from sklearn import preprocessing
    min_max_scaler = preprocessing.MinMaxScaler()
    result_df['title_original_text_length'] = min_max_scaler.fit_transform(result_df['title_original_text_length'])
    result_df['title_number_of_cleaned_text_tokens'] = min_max_scaler.fit_transform(result_df['title_number_of_cleaned_text_tokens'])
    result_df['title_cleaned_text_length'] = min_max_scaler.fit_transform(result_df['title_cleaned_text_length'])
    result_df['content_original_text_length'] = min_max_scaler.fit_transform(result_df['content_original_text_length'])
    result_df['content_number_of_html_tag'] = min_max_scaler.fit_transform(result_df['content_number_of_html_tag'])
    result_df['content_number_of_code_fragments'] = min_max_scaler.fit_transform(result_df['content_number_of_code_fragments'])
    result_df['content_number_of_a_href'] = min_max_scaler.fit_transform(result_df['content_number_of_a_href'])
    result_df['content_number_of_cleaned_text_tokens'] = min_max_scaler.fit_transform(result_df['content_number_of_cleaned_text_tokens'])
    result_df['content_cleaned_text_length'] = min_max_scaler.fit_transform(result_df['content_cleaned_text_length'])
    
    return result_df
    
def maybe_pickle_cleaned_df(file_name, force=False):
    pickle_file_name = maybe_pickle(file_name + "_cleaned", lambda x: load_cleaned_df(file_name), force)
    
    with open(pickle_file_name, 'rb') as f:
        return pickle.load(f)



In [5]:

    
biology_cleaned_df = maybe_pickle_cleaned_df('biology')
cooking_cleaned_df = maybe_pickle_cleaned_df('cooking')
crypto_cleaned_df = maybe_pickle_cleaned_df('crypto')
diy_cleaned_df = maybe_pickle_cleaned_df('diy')
robotics_cleaned_df = maybe_pickle_cleaned_df('robotics')
travel_cleaned_df = maybe_pickle_cleaned_df('travel')









    



pickle/biology_cleaned.pickle already present - Skipping pickling.
pickle/cooking_cleaned.pickle already present - Skipping pickling.
pickle/crypto_cleaned.pickle already present - Skipping pickling.
pickle/diy_cleaned.pickle already present - Skipping pickling.
pickle/robotics_cleaned.pickle already present - Skipping pickling.
pickle/travel_cleaned.pickle already present - Skipping pickling.



In [27]:

    
# extract most common tags
def extract_tags_count(cleaned_df):
    tags_list = cleaned_df['tags'].str.split(pat=' ').tolist()
    total_tags = pd.Series([item for sublist in tags_list for item in sublist])
    print("total tags count : %d" % len(total_tags))
    total_tags = pd.DataFrame(total_tags.value_counts(), columns=['count'])
    print("unique tags count : %d" % len(total_tags))
    display(total_tags.describe())
    display(total_tags.head())
    return total_tags


biology_total_tags = extract_tags_count(biology_cleaned_df)
cooking_total_tags = extract_tags_count(cooking_cleaned_df)
crypto_total_tags = extract_tags_count(crypto_cleaned_df)
diy_total_tags = extract_tags_count(diy_cleaned_df)
robotics_total_tags = extract_tags_count(robotics_cleaned_df)
travel_total_tags = extract_tags_count(travel_cleaned_df)


def cleaning_tag(row):
    row['tags'], _ = cleaning_text(row['tags'])
    return row

def extract_cleaned_tags_count(cleaned_df):
    df = cleaned_df.progress_apply(cleaning_tag, axis=1)
    return extract_tags_count(df)
    
biology_cleaned_total_tags = extract_cleaned_tags_count(biology_cleaned_df)
cooking_cleaned_total_tags = extract_cleaned_tags_count(cooking_cleaned_df)
crypto_cleaned_total_tags = extract_cleaned_tags_count(crypto_cleaned_df)
diy_cleaned_total_tags = extract_cleaned_tags_count(diy_cleaned_df)
robotics_cleaned_total_tags = extract_cleaned_tags_count(robotics_cleaned_df)
travel_cleaned_total_tags = extract_cleaned_tags_count(travel_cleaned_df)









    



total tags count : 33129
unique tags count : 678






    






  
    
      
      count
    
  
  
    
      count
      678.000000
    
    
      mean
      48.862832
    
    
      std
      126.580001
    
    
      min
      1.000000
    
    
      25%
      5.000000
    
    
      50%
      14.000000
    
    
      75%
      38.000000
    
    
      max
      1448.000000
    
  








    






  
    
      
      count
    
  
  
    
      human-biology
      1448
    
    
      genetics
      1229
    
    
      evolution
      1159
    
    
      biochemistry
      984
    
    
      molecular-biology
      863
    
  








    



total tags count : 35542
unique tags count : 736






    






  
    
      
      count
    
  
  
    
      count
      736.000000
    
    
      mean
      48.290761
    
    
      std
      106.684593
    
    
      min
      1.000000
    
    
      25%
      7.000000
    
    
      50%
      18.000000
    
    
      75%
      43.000000
    
    
      max
      1444.000000
    
  








    






  
    
      
      count
    
  
  
    
      baking
      1444
    
    
      food-safety
      1211
    
    
      substitutions
      920
    
    
      equipment
      816
    
    
      bread
      687
    
  








    



total tags count : 25484
unique tags count : 392






    






  
    
      
      count
    
  
  
    
      count
      392.000000
    
    
      mean
      65.010204
    
    
      std
      156.041030
    
    
      min
      1.000000
    
    
      25%
      6.000000
    
    
      50%
      18.500000
    
    
      75%
      54.000000
    
    
      max
      1783.000000
    
  








    






  
    
      
      count
    
  
  
    
      encryption
      1783
    
    
      hash
      1141
    
    
      rsa
      1095
    
    
      aes
      923
    
    
      public-key
      842
    
  








    



total tags count : 59129
unique tags count : 734






    






  
    
      
      count
    
  
  
    
      count
      734.000000
    
    
      mean
      80.557221
    
    
      std
      227.936610
    
    
      min
      1.000000
    
    
      25%
      9.000000
    
    
      50%
      25.000000
    
    
      75%
      72.000000
    
    
      max
      4490.000000
    
  








    






  
    
      
      count
    
  
  
    
      electrical
      4490
    
    
      plumbing
      2223
    
    
      wiring
      1674
    
    
      lighting
      1003
    
    
      hvac
      922
    
  








    



total tags count : 6520
unique tags count : 231






    






  
    
      
      count
    
  
  
    
      count
      231.000000
    
    
      mean
      28.225108
    
    
      std
      48.026908
    
    
      min
      1.000000
    
    
      25%
      4.500000
    
    
      50%
      11.000000
    
    
      75%
      31.000000
    
    
      max
      306.000000
    
  








    






  
    
      
      count
    
  
  
    
      quadcopter
      306
    
    
      mobile-robot
      295
    
    
      arduino
      282
    
    
      control
      255
    
    
      motor
      239
    
  








    



total tags count : 65334
unique tags count : 1645






    






  
    
      
      count
    
  
  
    
      count
      1645.000000
    
    
      mean
      39.716717
    
    
      std
      157.570955
    
    
      min
      1.000000
    
    
      25%
      3.000000
    
    
      50%
      7.000000
    
    
      75%
      23.000000
    
    
      max
      3829.000000
    
  








    






  
    
      
      count
    
  
  
    
      visas
      3829
    
    
      air-travel
      2273
    
    
      usa
      2168
    
    
      schengen
      1561
    
    
      uk
      1492
    
  








    



13197it [00:16, 797.87it/s]






    



total tags count : 33129
unique tags count : 673






    






  
    
      
      count
    
  
  
    
      count
      673.000000
    
    
      mean
      49.225854
    
    
      std
      127.108477
    
    
      min
      1.000000
    
    
      25%
      5.000000
    
    
      50%
      14.000000
    
    
      75%
      38.000000
    
    
      max
      1448.000000
    
  








    






  
    
      
      count
    
  
  
    
      humanbiolog
      1448
    
    
      genet
      1229
    
    
      evolut
      1159
    
    
      biochemistri
      984
    
    
      molecularbiolog
      863
    
  








    



15405it [00:16, 955.56it/s] 






    



total tags count : 35542
unique tags count : 726






    






  
    
      
      count
    
  
  
    
      count
      726.000000
    
    
      mean
      48.955923
    
    
      std
      107.460726
    
    
      min
      1.000000
    
    
      25%
      7.000000
    
    
      50%
      18.000000
    
    
      75%
      44.000000
    
    
      max
      1444.000000
    
  








    






  
    
      
      count
    
  
  
    
      bake
      1444
    
    
      foodsafeti
      1211
    
    
      substitut
      920
    
    
      equip
      816
    
    
      bread
      687
    
  








    



10433it [00:11, 946.26it/s]






    



total tags count : 25484
unique tags count : 391






    






  
    
      
      count
    
  
  
    
      count
      391.000000
    
    
      mean
      65.176471
    
    
      std
      156.208119
    
    
      min
      1.000000
    
    
      25%
      6.000000
    
    
      50%
      19.000000
    
    
      75%
      54.000000
    
    
      max
      1783.000000
    
  








    






  
    
      
      count
    
  
  
    
      encrypt
      1783
    
    
      hash
      1141
    
    
      rsa
      1095
    
    
      ae
      923
    
    
      publickey
      842
    
  








    



25919it [00:26, 982.26it/s] 






    



total tags count : 59129
unique tags count : 699






    






  
    
      
      count
    
  
  
    
      count
      699.000000
    
    
      mean
      84.590844
    
    
      std
      237.061896
    
    
      min
      1.000000
    
    
      25%
      9.000000
    
    
      50%
      25.000000
    
    
      75%
      75.000000
    
    
      max
      4490.000000
    
  








    






  
    
      
      count
    
  
  
    
      electr
      4490
    
    
      plumb
      2223
    
    
      wire
      1776
    
    
      light
      1003
    
    
      hvac
      922
    
  








    



2772it [00:02, 945.09it/s]






    



total tags count : 6517
unique tags count : 228






    






  
    
      
      count
    
  
  
    
      count
      228.000000
    
    
      mean
      28.583333
    
    
      std
      48.387178
    
    
      min
      1.000000
    
    
      25%
      4.750000
    
    
      50%
      11.000000
    
    
      75%
      31.250000
    
    
      max
      306.000000
    
  








    






  
    
      
      count
    
  
  
    
      quadcopt
      306
    
    
      mobilerobot
      295
    
    
      arduino
      282
    
    
      control
      255
    
    
      motor
      239
    
  








    



19280it [00:26, 732.03it/s]






    



total tags count : 65332
unique tags count : 1641






    






  
    
      
      count
    
  
  
    
      count
      1641.000000
    
    
      mean
      39.812310
    
    
      std
      157.757772
    
    
      min
      1.000000
    
    
      25%
      3.000000
    
    
      50%
      7.000000
    
    
      75%
      23.000000
    
    
      max
      3829.000000
    
  








    






  
    
      
      count
    
  
  
    
      visa
      3829
    
    
      airtravel
      2273
    
    
      usa
      2168
    
    
      schengen
      1561
    
    
      uk
      1492



In [7]:

    
# predict which category.
def create_category_added_df(df, category):
    temp_df = df.copy()
    temp_df['category'] = category
    return temp_df


full_df = pd.concat([create_category_added_df(biology_cleaned_df, 'biology'),
                    create_category_added_df(cooking_cleaned_df, 'cooking'),
                    create_category_added_df(crypto_cleaned_df, 'crypto'),
                    create_category_added_df(diy_cleaned_df, 'diy'),
                    create_category_added_df(robotics_cleaned_df, 'robotics'),
                    create_category_added_df(travel_cleaned_df, 'travel')]
                   )

print(len(full_df))
print(full_df.head())









    



87000
   id                                              title  \
0   1  critic ribosom bind site relat start codon pro...   
1   2             rnase contamin rna base experi prevent   
2   3                   lymphocyt size cluster two group   
3   4         long antibioticdos lb maintain good select   
4   5                    exon order alway preserv splice   

                                             content  \
0  prokaryot translat critic effici translat loca...   
1  anyon suggest prevent rnase contamin work rna ...   
2  tortora write principl anatomi physiolog lymph...   
3  various peopl lab prepar liter lb add kanamyci...   
4  case splice machineri construct mrna exon 5 3 ...   

                                                tags  \
0  ribosome binding-sites translation synthetic-b...   
1                                   rna biochemistry   
2                 immunology cell-biology hematology   
3                                       cell-culture   
4            splicing mrna spliceosome introns exons   

   title_original_text_length  title_number_of_cleaned_text_tokens  \
0                    0.694030                             0.421053   
1                    0.350746                             0.263158   
2                    0.223881                             0.210526   
3                    0.320896                             0.263158   
4                    0.208955                             0.210526   

   title_cleaned_text_length  content_original_text_length  \
0                   0.557692                      0.034478   
1                   0.336538                      0.023840   
2                   0.278846                      0.045245   
3                   0.375000                      0.058062   
4                   0.269231                      0.023584   

   content_number_of_html_tag  content_number_of_code_fragments  \
0                    0.007273                               0.0   
1                    0.007273                               0.0   
2                    0.029091                               0.0   
3                    0.007273                               0.0   
4                    0.000000                               0.0   

   content_number_of_a_href  content_number_of_cleaned_text_tokens  \
0                       0.0                               0.041825   
1                       0.0                               0.036122   
2                       0.0                               0.055133   
3                       0.0                               0.085551   
4                       0.0                               0.030418   

   content_cleaned_text_length                                 cleaned_tags  \
0                     0.041729  ribosom bindingsit translat syntheticbiolog   
1                     0.036025                             rna biochemistri   
2                     0.052537               immunolog cellbiolog hematolog   
3                     0.082258                                   cellcultur   
4                     0.030621           splice mrna spliceosom intron exon   

  category  
0  biology  
1  biology  
2  biology  
3  biology  
4  biology



In [20]:

    
from sklearn.feature_extraction import text
from sklearn.feature_extraction.text import TfidfVectorizer, CountVectorizer
from sklearn.model_selection import train_test_split
from sklearn.naive_bayes import MultinomialNB

stop_words = text.ENGLISH_STOP_WORDS
full_df_vectorizer = TfidfVectorizer(stop_words=stop_words)
full_df_vectors = full_df_vectorizer.fit_transform((full_df['title'] + " " + full_df['content']).tolist())
print(len(full_df_vectorizer.get_feature_names()))



In [28]:

    
full_df_title_count_vectorizer = CountVectorizer(stop_words=stop_words)
full_df_title_count_vectorizer.fit((full_df['title']).tolist())
print(len(full_df_title_count_vectorizer.get_feature_names()))

full_df_title_tfidf_vectorizer = TfidfVectorizer(stop_words=stop_words)
full_df_title_tfidf_vectorizer.fit((full_df['title']).tolist())
print(len(full_df_title_tfidf_vectorizer.get_feature_names()))

full_df_total_tags = extract_tags_count(full_df)
full_df_cleand_total_tags = extract_cleaned_tags_count(full_df)
#display(full_df_total_tags)

print(len(list(set(full_df_total_tags.index) & set(full_df_title_count_vectorizer.get_feature_names()))))
print(len(list(set(full_df_total_tags.index) & set(full_df_title_count_vectorizer.get_feature_names()))))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_title_count_vectorizer.get_feature_names()))))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_title_count_vectorizer.get_feature_names()))))









    



30414
['00', '0000', '00000', '00002359', '0095m', '01', '010', '012', '01256', '0126']
30414
total tags count : 225138
unique tags count : 4268






    






  
    
      
      count
    
  
  
    
      count
      4268.000000
    
    
      mean
      52.750234
    
    
      std
      160.944293
    
    
      min
      1.000000
    
    
      25%
      4.000000
    
    
      50%
      13.000000
    
    
      75%
      41.000000
    
    
      max
      4490.000000
    
  








    






  
    
      
      count
    
  
  
    
      electrical
      4490
    
    
      visas
      3829
    
    
      air-travel
      2273
    
    
      plumbing
      2223
    
    
      usa
      2168
    
  








    



87001it [01:36, 899.05it/s]






    



total tags count : 225133
unique tags count : 4152






    






  
    
      
      count
    
  
  
    
      count
      4152.000000
    
    
      mean
      54.222784
    
    
      std
      164.298944
    
    
      min
      1.000000
    
    
      25%
      4.000000
    
    
      50%
      13.000000
    
    
      75%
      41.000000
    
    
      max
      4493.000000
    
  








    






  
    
      
      count
    
  
  
    
      electr
      4493
    
    
      visa
      3829
    
    
      airtravel
      2273
    
    
      plumb
      2223
    
    
      usa
      2168
    
  








    



1449
1449
2756
2756



In [38]:

    
full_df_content_count_vectorizer = CountVectorizer(stop_words=stop_words, max_features=4000)
full_df_content_count_vectorizer.fit((full_df['content'] + ' ' + full_df['title']).tolist())
print('count vec + content & title + max 4000')
print(len(full_df_content_count_vectorizer.get_feature_names()))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_content_count_vectorizer.get_feature_names()))))









    



count vec + content & title + max 4000
4000
1266



In [37]:

    
full_df_content_count_vectorizer = CountVectorizer(stop_words=stop_words, max_features=4000)
full_df_content_count_vectorizer.fit((full_df['title']).tolist())
print('count vec + title + max 4000')
print(len(full_df_content_count_vectorizer.get_feature_names()))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_content_count_vectorizer.get_feature_names()))))









    



count vec + title + max 4000
4000
1494



In [39]:

    
full_df_content_count_vectorizer = CountVectorizer(stop_words=stop_words, max_features=4000)
full_df_content_count_vectorizer.fit((full_df['content']).tolist())
print('count vec + content & title + max 4000')
print(len(full_df_content_count_vectorizer.get_feature_names()))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_content_count_vectorizer.get_feature_names()))))









    



count vec + content & title + max 4000
4000
1233



In [40]:

    
full_df_content_count_vectorizer = TfidfVectorizer(stop_words=stop_words, max_features=4000)
full_df_content_count_vectorizer.fit((full_df['content'] + ' ' + full_df['title']).tolist())
print('tfidf vec + content & title + max 4000')
print(len(full_df_content_count_vectorizer.get_feature_names()))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_content_count_vectorizer.get_feature_names()))))









    



tfidf vec + content & title + max 4000
4000
1266



In [41]:

    
full_df_content_count_vectorizer = TfidfVectorizer(stop_words=stop_words, max_features=4000)
full_df_content_count_vectorizer.fit((full_df['content']).tolist())
print('tfidf vec + content + max 4000')
print(len(full_df_content_count_vectorizer.get_feature_names()))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_content_count_vectorizer.get_feature_names()))))









    



tfidf vec + content + max 4000
4000
1233



In [42]:

    
full_df_content_count_vectorizer = TfidfVectorizer(stop_words=stop_words, max_features=4000)
full_df_content_count_vectorizer.fit((full_df['title']).tolist())
print('tfidf vec + title + max 4000')
print(len(full_df_content_count_vectorizer.get_feature_names()))
print(len(list(set(full_df_cleand_total_tags.index) & set(full_df_content_count_vectorizer.get_feature_names()))))









    



tfidf vec + title + max 4000
4000
1494



In [32]:

    
print(len(full_df_total_tags))
print(len(full_df_cleand_total_tags))
print(len(full_df_title_count_vectorizer.get_feature_names()))
print(len(full_df_content_count_vectorizer.get_feature_names()))



In [95]:

    
full_df_content_count_vectorizer = TfidfVectorizer(stop_words=stop_words, max_features=4000)
full_df_vectors = full_df_content_count_vectorizer.fit_transform((full_df['title'] + ' ' + full_df['title'] + ' ' + full_df['content']).tolist())

display(full_df[0:1])
print(full_df_vectors[0:1])
for vector in full_df_vectors[0:1][0]:
    dense_vector = vector[0].toarray()[0]
    for val in range(0,len(dense_vector)):
        if dense_vector[val] > 0:
            print(full_df_content_count_vectorizer.get_feature_names()[val], dense_vector[val])
print(full_df[0:1][['tags', 'cleaned_tags']])









    






  
    
      
      id
      title
      content
      tags
      title_original_text_length
      title_number_of_cleaned_text_tokens
      title_cleaned_text_length
      content_original_text_length
      content_number_of_html_tag
      content_number_of_code_fragments
      content_number_of_a_href
      content_number_of_cleaned_text_tokens
      content_cleaned_text_length
      cleaned_tags
      category
    
  
  
    
      0
      1
      critic ribosom bind site relat start codon pro...
      prokaryot translat critic effici translat loca...
      ribosome binding-sites translation synthetic-b...
      0.69403
      0.421053
      0.557692
      0.034478
      0.007273
      0.0
      0.0
      0.041825
      0.041729
      ribosom bindingsit translat syntheticbiolog
      biology
    
  








    



  (0, 934)	0.323830077791
  (0, 2982)	0.362521959388
  (0, 463)	0.288738644726
  (0, 3242)	0.217484555481
  (0, 2913)	0.193959629851
  (0, 3391)	0.228751764817
  (0, 777)	0.354030448268
  (0, 2763)	0.361976174009
  (0, 3688)	0.477516623829
  (0, 1228)	0.0806729064964
  (0, 2103)	0.0715743591778
  (0, 1789)	0.0796421975449
  (0, 3501)	0.0681247181085
  (0, 356)	0.140144101808
  (0, 397)	0.0620758399321
  (0, 2422)	0.0896227061491
  (0, 1227)	0.0675822301488
away 0.140144101808
base 0.0620758399321
bind 0.288738644726
codon 0.354030448268
critic 0.323830077791
effect 0.0675822301488
effici 0.0806729064964
ideal 0.0796421975449
locat 0.0715743591778
observ 0.0896227061491
prokaryot 0.361976174009
relat 0.193959629851
ribosom 0.362521959388
site 0.217484555481
start 0.228751764817
suppos 0.0681247181085
translat 0.477516623829
                                                tags  \
0  ribosome binding-sites translation synthetic-b...   

                                  cleaned_tags  
0  ribosom bindingsit translat syntheticbiolog



In [12]:

    
# LDA?
from time import time
from sklearn.decomposition import LatentDirichletAllocation

def print_top_words(model, feature_names, n_top_words):
    for topic_idx, topic in enumerate(model.components_):
        print("Topic #%d:" % topic_idx)
        print(" ".join([feature_names[i]
                        for i in topic.argsort()[:-n_top_words - 1:-1]]))
    print()

lda = LatentDirichletAllocation(max_iter=5,
                                learning_method='online',
                                learning_offset=50.,
                                random_state=42)

t0 = time()
print("start lda fit %0.3fs." % t0)
lda.fit(full_df_vectors)
print("done in %0.3fs." % (time() - t0))

print("\nTopics in LDA model:")
tf_feature_names = full_df_vectorizer.get_feature_names()
print_top_words(lda, tf_feature_names, 10)









    



start lda fit 1484175827.002s.
done in 312.319s.

Topics in LDA model:
Topic #0:
lumpur kuala detroit bangladeshi shinkansen mailbox 4way mauritius porto retract
Topic #1:
qanta tram inr jacobian bratislava fiji ljubljana 27th waffl leq
Topic #2:
foam microwav dutch saudi b2 lao starter arabia sourdough quickest
Topic #3:
visa travel use im need flight like passport wire day
Topic #4:
tester gcm aesthet cheesecak tofu i2c gypsum yemen lentil vladivostok
Topic #5:
vaniti diffiehellman gbp 2x6 oplus sander wallet eea hp k1
Topic #6:
austria februari irobot tender tatkal roomba aeroflot stanst dubrovnik convect
Topic #7:
sep infus zimbabw gearbox são zambia pilgrimag galapago cu agra
Topic #8:
egypt abu dhabi salari macedonia kosovo kenya jordan albania hungarian
Topic #9:
cruis 220v jan puerto dominican ledger cuisin dusseldorf rico bogota



In [44]:

    
full_df_lda = lda.transform(full_df_vectors)
print(full_df_lda[0])









    



[ 0.02114699  0.02114699  0.02114699  0.80967377  0.02114699  0.02115029
  0.02114699  0.02114699  0.02114699  0.02114699]



In [46]:

    
print(full_df[0:1])









    



   id                                              title  \
0   1  critic ribosom bind site relat start codon pro...   

                                             content  \
0  prokaryot translat critic effici translat loca...   

                                                tags  \
0  ribosome binding-sites translation synthetic-b...   

   title_original_text_length  title_number_of_cleaned_text_tokens  \
0                     0.69403                             0.421053   

   title_cleaned_text_length  content_original_text_length  \
0                   0.557692                      0.034478   

   content_number_of_html_tag  content_number_of_code_fragments  \
0                    0.007273                               0.0   

   content_number_of_a_href  content_number_of_cleaned_text_tokens  \
0                       0.0                               0.041825   

   content_cleaned_text_length                                 cleaned_tags  \
0                     0.041729  ribosom bindingsit translat syntheticbiolog   

  category  
0  biology



In [13]:

    
display(biology_cleaned_df[0:10])









    






  
    
      
      id
      title
      content
      tags
      title_original_text_length
      title_number_of_cleaned_text_tokens
      title_cleaned_text_length
      content_original_text_length
      content_number_of_html_tag
      content_number_of_code_fragments
      content_number_of_a_href
      content_number_of_cleaned_text_tokens
      content_cleaned_text_length
      cleaned_tags
    
  
  
    
      0
      1
      critic ribosom bind site relat start codon pro...
      prokaryot translat critic effici translat loca...
      ribosome binding-sites translation synthetic-b...
      0.694030
      0.421053
      0.557692
      0.034478
      0.007273
      0.0
      0.0
      0.041825
      0.041729
      ribosom bindingsit translat syntheticbiolog
    
    
      1
      2
      rnase contamin rna base experi prevent
      anyon suggest prevent rnase contamin work rna ...
      rna biochemistry
      0.350746
      0.263158
      0.336538
      0.023840
      0.007273
      0.0
      0.0
      0.036122
      0.036025
      rna biochemistri
    
    
      2
      3
      lymphocyt size cluster two group
      tortora write principl anatomi physiolog lymph...
      immunology cell-biology hematology
      0.223881
      0.210526
      0.278846
      0.045245
      0.029091
      0.0
      0.0
      0.055133
      0.052537
      immunolog cellbiolog hematolog
    
    
      3
      4
      long antibioticdos lb maintain good select
      various peopl lab prepar liter lb add kanamyci...
      cell-culture
      0.320896
      0.263158
      0.375000
      0.058062
      0.007273
      0.0
      0.0
      0.085551
      0.082258
      cellcultur
    
    
      4
      5
      exon order alway preserv splice
      case splice machineri construct mrna exon 5 3 ...
      splicing mrna spliceosome introns exons
      0.208955
      0.210526
      0.269231
      0.023584
      0.000000
      0.0
      0.0
      0.030418
      0.030621
      splice mrna spliceosom intron exon
    
    
      5
      6
      avoid digest proteinbound dna
      im interest sequenc analyz bound dna minim amo...
      dna biochemistry molecular-biology
      0.216418
      0.157895
      0.250000
      0.033453
      0.014545
      0.0
      0.0
      0.043726
      0.044431
      dna biochemistri molecularbiolog
    
    
      6
      8
      condit dendrit spine form
      im look resourc inform format dendrit spine sy...
      neuroscience synapses
      0.238806
      0.157895
      0.211538
      0.049218
      0.007273
      0.0
      0.0
      0.060837
      0.063344
      neurosci synapsi
    
    
      7
      9
      ship plasmid
      ship 10 µl vector miniprep collabor 15 ml eppe...
      plasmids
      0.089552
      0.052632
      0.086538
      0.053961
      0.007273
      0.0
      0.0
      0.077947
      0.075653
      plasmid
    
    
      8
      10
      reason behind choos report gene experi gene in...
      notic within exampl experi class differ report...
      molecular-genetics gene-expression experimenta...
      0.611940
      0.368421
      0.471154
      0.083825
      0.007273
      0.0
      0.0
      0.104563
      0.107175
      moleculargenet geneexpress experimentaldesign
    
    
      9
      11
      mani time endosymbiosi occur
      accord endosymbiont theori mitochondrion chlor...
      evolution mitochondria chloroplasts
      0.179104
      0.157895
      0.240385
      0.028198
      0.000000
      0.0
      0.0
      0.032319
      0.039628
      evolut mitochondrion chloroplast



In [12]:

    
# SGD classifier for predict category.
from sklearn.linear_model import SGDClassifier
category_classifier = SGDClassifier(loss="modified_huber")
X_train, X_test, y_train, y_test = train_test_split(full_df_vectors, full_df['category'], test_size=0.3, random_state=42)
category_classifier.fit(X_train, y_train)
category_classifier.score(X_test, y_test)









    Out[12]:





0.97999999999999998



In [13]:

    
def add_has_tag_columns(cleaned_df_input, total_tags_df, min_tag_apper_count, in_place=False):
    tag_split_df = cleaned_df_input
    if not in_place:
        tag_split_df = cleaned_df_input.copy()
        
    if not 'split_tag' in tag_split_df.columns:
        tag_split_df['split_tag'] = tag_split_df['tags'].str.split()
        
    tags = total_tags_df[total_tags_df['count'] >= min_tag_apper_count].index
    print("start")
    print("total tags : %d" % len(tags))
    for tag in tags:
        print("add tag : %s" % tag)
        tag_split_df["is_has_%s" % tag] = tag_split_df.apply(lambda row: tag in row['split_tag'], axis=1)
    print("finish")
    
    return tag_split_df

def maybe_pickle_has_tag_df(file_name, cleaned_df, total_tags_df, min_tag_apper_count, force=False):
    pickle_file_name = maybe_pickle(file_name + "_has_tag", lambda x: add_has_tag_columns(cleaned_df, total_tags_df, min_tag_apper_count), force)
    
    with open(pickle_file_name, 'rb') as f:
        return pickle.load(f)



In [14]:

    
biology_has_tag_df = maybe_pickle_has_tag_df('biology', biology_cleaned_df, biology_total_tags, 5)
cooking_has_tag_df = maybe_pickle_has_tag_df('cooking', cooking_cleaned_df, cooking_total_tags, 5)
crypto_has_tag_df = maybe_pickle_has_tag_df('crypto', crypto_cleaned_df, crypto_total_tags, 5)
diy_has_tag_df = maybe_pickle_has_tag_df('diy', diy_cleaned_df, diy_total_tags, 5)
robotics_has_tag_df = maybe_pickle_has_tag_df('robotics', robotics_cleaned_df, robotics_total_tags, 5)
travel_has_tag_df = maybe_pickle_has_tag_df('travel', travel_cleaned_df, travel_total_tags, 5)
print(len(biology_has_tag_df.columns))
print(len(cooking_has_tag_df.columns))
print(len(crypto_has_tag_df.columns))
print(len(diy_has_tag_df.columns))
print(len(robotics_has_tag_df.columns))
print(len(travel_has_tag_df.columns))









    



pickle/biology_has_tag.pickle already present - Skipping pickling.
pickle/cooking_has_tag.pickle already present - Skipping pickling.
pickle/crypto_has_tag.pickle already present - Skipping pickling.
pickle/diy_has_tag.pickle already present - Skipping pickling.
pickle/robotics_has_tag.pickle already present - Skipping pickling.
pickle/travel_has_tag.pickle already present - Skipping pickling.
541
627
319
634
178
1027



In [15]:

    
def generate_vectors(df):
    vectorizer = TfidfVectorizer(stop_words=text.ENGLISH_STOP_WORDS)
    vectors = vectorizer.fit_transform((df['title'] + " " + df['content']).tolist())
    return (vectorizer, vectors)


def maybe_pickle_vectors(file_name, df, force=False):
    pickle_file_name = maybe_pickle(file_name + "_vectors", lambda x: generate_vectors(df), force)
    
    with open(pickle_file_name, 'rb') as f:
        return pickle.load(f)

biology_vectorizer, biology_vectors = maybe_pickle_vectors("biology", biology_cleaned_df)
cooking_vectorizer, cooking_vectors = maybe_pickle_vectors("cooking", cooking_cleaned_df)
crypto_vectorizer, crypto_vectors = maybe_pickle_vectors("crypto", crypto_cleaned_df)
diy_vectorizer, diy_vectors = maybe_pickle_vectors("diy", diy_cleaned_df)
robotics_vectorizer, robotics_vectors = maybe_pickle_vectors("robotics", robotics_cleaned_df)
travel_vectorizer, travel_vectors = maybe_pickle_vectors("travel", travel_cleaned_df)
print(len(biology_vectorizer.get_feature_names()))
print(len(cooking_vectorizer.get_feature_names()))
print(len(crypto_vectorizer.get_feature_names()))
print(len(diy_vectorizer.get_feature_names()))
print(len(robotics_vectorizer.get_feature_names()))
print(len(travel_vectorizer.get_feature_names()))









    



pickle/biology_vectors.pickle already present - Skipping pickling.
pickle/cooking_vectors.pickle already present - Skipping pickling.
pickle/crypto_vectors.pickle already present - Skipping pickling.
pickle/diy_vectors.pickle already present - Skipping pickling.
pickle/robotics_vectors.pickle already present - Skipping pickling.
pickle/travel_vectors.pickle already present - Skipping pickling.
38497
23660
45476
36376
23038
33711



In [16]:

    
vectorizer_dict = {'biology':biology_vectorizer,
                  'cooking':cooking_vectorizer,
                  'crypto':crypto_vectorizer,
                  'diy':diy_vectorizer,
                  'robotics':robotics_vectorizer,
                  'travel':travel_vectorizer}



In [17]:

    
def create_tag_classifier(total_tags, vectors, full_df):
    classifier_map = {}
    
    total_count = 0
    total_accuracy = 0.0
    for tag in total_tags.index:
        tag_column = 'is_has_%s' % tag
        if tag_column in full_df.columns:
            X_train, X_test, y_train, y_test = train_test_split(vectors, 
                                                                full_df[tag_column].astype(float), 
                                                                test_size=0.3, 
                                                                random_state=42)
            clf = SGDClassifier(loss="modified_huber")
            clf.fit(X_train, y_train)
            total_count += 1
            total_accuracy += clf.score(X_test, y_test)
            classifier_map[tag] = clf
    print("used tag count : %d / %d" % (total_count, len(total_tags)))
    print("average accuracy : %f" % (total_accuracy / total_count))
    
    return classifier_map


def maybe_pickle_classifier(file_name, total_tags, vectors, full_df, force=False):
    pickle_file_name = maybe_pickle(file_name + "_classifier", lambda x: create_tag_classifier(total_tags, vectors, full_df), force)
    
    with open(pickle_file_name, 'rb') as f:
        return pickle.load(f)

# make SGD classifier tor predict tags. train with one-vs-rest approach
print("biology") 
biology_tags_classifier_dict = maybe_pickle_classifier('biology', biology_total_tags, biology_vectors, biology_has_tag_df, True)
print("cooking")
cooking_tags_classifier_dict = maybe_pickle_classifier('cooking', cooking_total_tags, cooking_vectors, cooking_has_tag_df, True)
print("crypto")
crypto_tags_classifier_dict = maybe_pickle_classifier('crypto', crypto_total_tags, crypto_vectors, crypto_has_tag_df, True)
print("diy")
diy_tags_classifier_dict = maybe_pickle_classifier('diy', diy_total_tags, diy_vectors, diy_has_tag_df, True)
print("robotics")
robotics_tags_classifier_dict = maybe_pickle_classifier('robotics', robotics_total_tags, robotics_vectors, robotics_has_tag_df, True)
print("travel")
travel_tags_classifier_dict = maybe_pickle_classifier('travel', travel_total_tags, travel_vectors, travel_has_tag_df, True)









    



biology
Pickling pickle/biology_classifier.pickle.
used tag count : 536 / 678
average accuracy : 0.995669
cooking
Pickling pickle/cooking_classifier.pickle.
used tag count : 622 / 736
average accuracy : 0.997095
crypto
Pickling pickle/crypto_classifier.pickle.
used tag count : 314 / 392
average accuracy : 0.993604
diy
Pickling pickle/diy_classifier.pickle.
used tag count : 629 / 734
average accuracy : 0.996916
robotics
Pickling pickle/robotics_classifier.pickle.
used tag count : 173 / 231
average accuracy : 0.987911
travel
Pickling pickle/travel_classifier.pickle.
used tag count : 1022 / 1645
average accuracy : 0.997433



In [18]:

    
classifier_dict = {'biology':biology_tags_classifier_dict,
                  'cooking':cooking_tags_classifier_dict,
                  'crypto':crypto_tags_classifier_dict,
                  'diy':diy_tags_classifier_dict,
                  'robotics':robotics_tags_classifier_dict,
                  'travel':travel_tags_classifier_dict}



In [19]:

    
# predict for test data
test = load_data("test")
test_cleaned_df = maybe_pickle_cleaned_df('test')









    



pickle/test.pickle already present - Skipping pickling.
pickle/test_cleaned.pickle already present - Skipping pickling.



In [20]:

    
test_df_vectors = full_df_vectorizer.transform((test_cleaned_df['title'] + " " + test_cleaned_df['content']).tolist())
test_category = category_classifier.predict(test_df_vectors)



In [21]:

    
print(test_category)









    



['diy' 'crypto' 'biology' ..., 'biology' 'biology' 'diy']



In [22]:

    
test_cleaned_df['category'] = test_category



In [72]:

    
def predict_tags(df):
    values_list = []
    for category in ['biology', 'cooking', 'crypto', 'diy', 'robotics', 'travel']:
        target_df = df[df['category'] == category]
        if len(target_df) > 0:
            vectorizer = vectorizer_dict[category]
            vectors = vectorizer.transform(target_df['title'] + ' ' + target_df['content'])
            classifier_dict_inner = classifier_dict[category]

            tag_confidence_df = pd.DataFrame()
            for classifier_name in classifier_dict_inner:
                classifier = classifier_dict_inner[classifier_name]
                confidence = classifier.decision_function(vectors)
                tag_confidence_df[classifier_name] = confidence
            for i in range(0,len(tag_confidence_df)):
                predicted = tag_confidence_df.loc[i,:].sort_values(ascending=False)[:5]
                predicted = predicted[predicted >= 0.1]
                values_list.append(' '.join(predicted.index.tolist()))
    print(values_list)
    return values_list

test_cleaned_df['tags'] = pd.Series(predict_tags(test_cleaned_df))









    



['', '', '', '', '', 'biochemistry human-biology', '', '', '', '', '', '', '', '', '', '', 'cancer', '', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', 'radiation', '', '', '', '', '', 'ichthyology', '', '', 'book-recommendation', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'molecular-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'vision', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', 'terminology', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', 'evolution theoretical-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'neuroscience', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'genetics', '', '', '', 'bioinformatics data', 'ornithology', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', 'biochemistry', '', 'thermodynamics', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', 'terminology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', 'evolution book-recommendation', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', 'mass-spectrometry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', 'human-eye eyes', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', 'molecular-biology', '', '', '', '', '', '', '', 'biochemistry', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'neuroscience', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', 'evolution', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', 'biochemistry', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', 'species-identification', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'homework human-biology', '', '', '', '', 'biophysics', 'human-biology', '', '', '', '', '', '', '', 'cell-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'physiology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology circadian-rhythms', '', 'biochemistry', '', 'biochemistry', '', '', '', '', '', '', '', '', 'radiation', '', 'biochemistry', '', '', 'biochemistry', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', 'cell-biology', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', 'molecular-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry molecular-biology', '', 'biochemistry', 'cancer', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'circadian-rhythms', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', 'evolution', '', '', '', 'book-recommendation', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', 'eyes', '', '', '', '', '', 'perception human-eye', '', '', '', '', '', '', '', '', '', '', '', 'human-biology eyes', '', '', '', '', '', '', '', '', '', '', '', '', '', 'transformation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', 'biophysics biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'ichthyology', '', '', '', '', '', '', '', '', '', '', 'molecular-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'physiology', '', '', '', '', '', '', '', '', '', 'physiology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'eyes', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', 'cell-biology', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'software', '', '', '', '', 'human-biology', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', 'genetics', '', '', '', '', '', '', 'gene-expression', '', '', '', '', '', 'human-biology', 'biochemistry', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', 'physiology', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology physiology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', 'brain neuroscience human-biology', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', 'human-biology', '', '', '', 'biophysics', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'physiology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'cancer', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'terminology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', 'photosynthesis', '', '', '', '', '', '', '', '', 'entomology', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', 'neuroscience', 'homework', '', '', '', '', '', '', '', '', '', '', 'theoretical-biology', '', '', 'cancer', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', 'genetics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'cell-biology', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', 'biochemistry', '', '', '', '', '', '', '', 'biochemistry', 'molecular-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', 'neuroscience', '', 'cell-biology', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', 'photosynthesis biophysics', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', 'neuroscience', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', 'biochemistry', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', 'vision', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'homework', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'hearing', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'radiation', '', '', '', '', '', '', '', '', '', 'evolution', '', 'vision', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology temperature', '', '', '', '', '', '', '', 'xray-crystallography', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', 'molecular-biology', '', 'biochemistry molecular-biology', '', 'vision', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'physiology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'physiology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', 'biophysics', '', '', 'biophysics', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', 'biochemistry', '', '', '', '', '', '', '', '', '', 'homework', '', '', '', '', '', '', '', 'human-biology', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', 'biophysics', 'human-eye', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', 'bioinformatics', '', 'radiation', '', '', '', '', '', 'reference-request', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'vision eyes', 'human-biology', '', 'biochemistry', '', 'evolution', '', '', '', '', 'molecular-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'molecular-biology', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'cell-biology', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', 'biophysics', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'vision', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', 'evolution', '', '', 'human-biology', '', '', '', '', '', '', '', 'biophysics', 'biophysics', '', '', '', '', '', 'statistics', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'terminology', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-anatomy', '', '', '', '', '', 'book-recommendation', '', '', '', '', 'thermodynamics', '', '', '', '', 'human-biology', '', '', '', 'biochemistry', '', 'cell-biology', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', 'human-eye', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', 'molecular-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', 'radiation', 'eyes human-eye vision', '', '', '', '', '', '', '', '', '', 'vision', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'theoretical-biology', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', 'thermodynamics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'mathematical-models', 'software', '', '', '', '', '', '', '', 'evolution', '', '', 'database', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', 'evolution', 'neuroscience', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', 'biochemistry', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', 'biophysics', '', 'evolution', 'biochemistry', '', '', '', 'vision', '', '', '', '', '', '', '', 'photosynthesis', '', '', '', '', '', '', 'book-recommendation', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', 'bioinformatics', 'photosynthesis', '', '', '', '', '', '', '', '', '', '', '', '', '', 'hearing', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', 'bioinformatics', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', 'brain', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'theoretical-biology', '', '', '', '', 'theoretical-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', 'photosynthesis', 'human-biology', '', '', '', '', '', '', 'human-biology', 'genetics', '', '', '', '', '', '', '', '', 'radiation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', 'biochemistry', '', '', '', '', '', 'biochemistry', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', 'homework', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', 'biochemistry', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', 'biochemistry', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', 'radiation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'vision', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', 'terminology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'terminology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution software', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'vision', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', 'radiation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'life', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', 'perception vision', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'evolution', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', 'evolution', '', '', 'bioinformatics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', 'biophysics', 'bioinformatics', 'biophysics', '', 'biophysics', 'book-recommendation', '', '', '', '', '', '', 'evolution neuroscience', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', 'biochemistry', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', '', 'biophysics', '', '', 'biochemistry', '', '', '', '', '', '', 'photosynthesis', '', '', '', '', '', '', '', '', 'temperature', '', 'cell-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', 'theoretical-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'neuroscience', '', '', '', '', '', '', '', '', '', '', 'dna', '', '', '', 'human-biology', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', 'theoretical-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'life', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'neuroscience', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'theoretical-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'metabolism', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', '', '', 'biophysics', '', 'biophysics', '', '', '', '', '', '', '', '', '', '', 'biophysics', '', '', '', '', '', 'evolution', '', '', '', '', '', '', '', '', '', '', 'thermodynamics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'recombination', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'book-recommendation', '', '', '', '', '', '', '', '', '', '', '', '', 'human-anatomy', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'neuroscience', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'radiation', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', 'evolution', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'human-biology', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'biochemistry biophysics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'homework', '', '', '', '', '', '', '', '', '', '', '', 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'', '', '', '', '', '', '', '', '', 'lighting', '', '', '', 'insulation', 'freezing', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'tv-antenna', 'radiator', '', 'electrical', '', '', 'solar-panels', '', '', 'wiring', '', '', '', '', '', '', '', '', '', '', 'lighting cfl', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'electrical', 'electrical', '', 'lighting', 'generator', '', '', '', '', '', 'electrical', '', '', 'lighting', '', '', '', '', '', '', '', 'concrete', '', '', 'electrical', '', '', '', '', '', '', '', '', 'sink', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'tv-antenna', '', '', '', '', '', '', '', 'electrical', '', 'mirror', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'mirror', '', '', '', 'heating', '', '', '', '', '', '', '', '', 'lighting', '', '', '', '', 'electrical', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', 'humidity', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'mirror', '', 'wood desk', '', 'electrical', '', '', '', 'plumbing', '', '', '', 'mirror', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'pool', 'electrical', '', '', '', '', '', 'air-conditioning hvac', '', '', '', '', 'generator', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'insulation', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'brick', '', 'plumbing', '', '', '', '', '', 'plumbing', '', '', '', '', '', '', 'blinds', 'walls', '', '', '', 'electrical', '', '', '', '', 'water-heater', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', 'oven doors', '', '', '', 'tv-antenna', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', 'windows', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'plumbing', '', '', '', '', '', 'radiator', '', '', '', '', 'electrical', '', '', 'framing', '', 'radiator', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'heating', '', '', '', '', '', '', '', '', '', 'water-pressure', '', '', '', '', '', 'electrical', '', '', 'dryer', '', '', '', '', '', '', '', '', '', '', '', '', '', 'windows', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'refrigerator', '', 'electrical', '', '', '', 'water', '', '', '', 'glass', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'water', '', 'plumbing', '', '', '', '', '', '', '', 'lighting', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'radiator', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'solar-panels', 'mirror', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'lighting', '', 'electrical', 'electrical', '', 'windows', 'solar-panels', '', '', '', '', '', 'windows', '', '', '', '', '', '', '', 'glass', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'microwave-oven', '', '', '', '', 'generator', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'toilet', 'plumbing', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', '', 'sound-proofing', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'electrical', 'concrete', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', 'electrical', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', 'plumbing', '', 'electrical', '', 'plumbing water-pressure water', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'electrical', '', 'shower plumbing', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'toilet plumbing', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'radiator', '', 'electrical', '', '', '', '', '', 'lighting', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'mirror', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', 'natural-gas', '', 'electrical', 'electrical', '', '', 'electrical', 'electrical', 'electrical', '', '', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'gates', '', 'electrical', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', '', 'pool pump water', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'doors', 'doors', '', '', '', 'electrical', '', '', '', '', 'electrical', '', '', 'electrical', '', 'radiator', '', '', '', '', '', '', '', '', '', 'tv-antenna', '', '', '', '', '', '', '', 'energy-efficiency', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'glass', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'humidity', '', '', '', 'lighting', '', '', 'pool', '', '', '', '', 'plumbing', '', '', 'plumbing', '', 'led', '', '', '', '', '', '', '', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'water plumbing', '', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', 'insulation', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'electrical', 'hvac', '', '', '', '', '', '', '', '', '', '', 'radiator', '', 'radiator', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'electrical', 'lighting', '', '', '', '', 'electrical', '', 'plumbing water-pressure', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'insulation', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'garage', '', 'insulation', '', '', '', 'electrical', '', '', '', 'brick', 'electrical', '', '', 'mirror', '', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'mirror', '', '', '', '', '', '', '', 'electrical', '', '', '', 'glass', 'gates', '', '', '', '', '', '', '', '', '', 'electrical', '', 'plumbing', '', '', '', '', '', 'radiator', '', '', 'cfl', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'cleaning', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'doors', '', '', '', '', '', '', 'mirror', '', '', 'electrical', '', 'electrical', '', 'electrical', '', 'gates', 'electrical', 'electrical', '', '', '', '', '', '', 'electrical', '', 'insulation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'energy-efficiency', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'radiator', '', '', '', '', '', '', '', '', '', '', '', 'mirror', '', '', '', '', 'refrigerator', '', '', '', 'plumbing', '', 'stone', 'gas', '', '', '', '', '', '', 'electrical', '', '', '', '', 'radiator', 'electrical', '', '', '', '', 'cleaning', 'lighting', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'plumbing', '', '', '', 'speakers', '', '', '', '', 'electrical', '', '', '', '', 'pool', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'mirror', '', '', '', 'pool', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'glass', '', 'electrical', 'windows', '', '', '', '', 'air-conditioning', '', '', '', 'gas', '', '', '', 'water', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'radiator', '', '', '', '', '', '', '', '', '', '', '', '', '', 'led', 'humidity', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'windows', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'plumbing', '', 'lighting', 'water-heater', 'radiator', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'air-conditioning', '', '', 'solar-panels', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'insulation', '', '', 'pool', '', '', '', '', '', '', '', '', 'pool', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'plumbing', '', '', '', '', '', '', '', 'radiator', '', '', '', '', '', '', '', '', '', 'plumbing', '', '', '', '', '', '', 'refrigerator', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', '', 'radiator', '', '', '', 'electrical', '', '', 'chimney', '', '', 'electrical', 'electrical', '', '', '', 'plumbing', '', '', '', '', '', 'lighting', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'plumbing', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'gas', '', 'sink', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'insulation', '', '', '', 'electrical', 'electrical', '', 'ventilation', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'electrical', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', '', 'humidity', '', '', '', '', '', '', 'generator', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'natural-gas', 'plumbing', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'adhesive', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'basement', '', '', 'lighting', '', 'radiator', '', 'electrical', '', '', '', '', '', '', '', 'mirror', '', '', '', '', 'lighting', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'mirror', '', '', '', 'electrical', '', '', '', 'refrigerator', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'windows', '', 'noise-reduction', '', '', '', '', '', '', '', '', '', '', '', '', 'stairs', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'insulation', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'windows', '', 'air-conditioning', 'roof', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'windows', '', '', '', '', '', 'electrical', '', '', 'radiator', '', '', 'plumbing pipe', '', '', '', '', '', '', '', 'steel', '', '', '', 'electrical', '', '', '', 'electrical', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'insulation electrical', '', '', '', '', '', 'heating', '', 'mirror', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'mirror', '', 'generator electrical', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'plumbing', '', '', '', '', 'plumbing water-pressure', '', '', '', '', 'water-pressure', 'lighting', '', '', 'plumbing', '', '', '', '', '', '', '', '', '', 'gas', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'insulation', '', '', '', '', '', '', '', '', 'tv-antenna', '', 'lighting', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'heating', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'radon', '', '', '', '', '', '', '', '', '', '', '', 'leak', '', 'insulation electrical', '', '', '', '', '', '', 'energy-efficiency', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'gas', '', '', '', '', '', '', 'led', '', '', '', 'solar-panels', '', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', 'electrical', 'electrical', 'bathroom', '', '', '', '', 'electrical', '', '', '', 'lighting', '', '', '', '', 'water-heater energy-efficiency', '', '', '', 'furnace', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', 'plumbing', '', '', '', 'electrical', '', 'electrical', '', 'electrical', '', 'electrical', '', 'mirror', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', 'electrical', 'electrical', '', '', '', '', '', 'sink', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'wiring', '', 'lighting', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'generator', '', '', '', '', '', '', 'plumbing', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical steam', '', '', 'wood', '', '', 'speakers', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'steel', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'hvac', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'windows', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'ladder', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', 'electrical', '', '', 'wood', '', '', '', '', 'mirror', '', '', '', '', '', '', 'faucet water', 'generator', 'electrical', '', '', '', '', '', '', '', '', 'basement', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', '', '', 'led', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', 'electrical', '', 'mirror solar-panels', '', '', '', '', '', '', 'windows', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'air-conditioning', '', '', '', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'water', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'electrical', 'electrical', '', 'energy-efficiency', '', '', '', '', '', 'windows', '', 'pool', 'electrical', 'insulation', '', 'electrical', '', '', '', '', '', '', '', '', '', 'doors', '', '', '', 'insulation', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'battery', '', '', 'gas', '', '', '', '', '', '', '', '', '', '', '', 'bedroom', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'generator', '', '', '', '', 'electrical', 'heating', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'boiler steam', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'radiator', '', '', 'air-conditioning', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical grounding', '', '', '', 'refrigerator', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'insulation electrical', '', '', '', '', '', 'gas', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', 'humidity', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', 'plumbing', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'sewer', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'lighting', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', '', 'propane', 'electrical', '', '', '', 'windows', '', '', '', '', '', 'ducts hvac', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'lighting', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', 'speakers', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'insulation', '', '', 'electrical', 'insulation', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', 'water-pressure', '', 'insulation', 'basement', 'electrical', 'mirror', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', 'humidity', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'bolts', 'electrical', '', 'stone', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', 'plumbing pipe', '', 'electrical', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', 'pipe', '', '', '', '', 'water', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'windows', '', '', 'speakers', '', '', '', '', 'electrical steam', '', '', '', '', 'electrical', '', 'concrete', '', '', 'washing-machine', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'doors', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'windows', '', '', '', '', '', 'electrical', '', '', 'electrical', 'led', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', 'electrical', 'heating', '', 'electrical', '', 'refrigerator', '', '', '', '', '', '', '', '', 'mirror', '', '', 'tv-antenna', 'electrical', '', 'electrical', '', 'insulation', 'electrical', '', 'radiator lighting', '', '', '', '', '', '', 'marble', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'plumbing', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'hvac', '', '', '', '', '', 'lighting', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', 'screens', 'electrical', '', '', '', '', '', '', '', '', 'electrical generator', 'generator', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'doors', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'radiator steam', '', '', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'mirror', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'generator', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'heating', '', '', 'plumbing', 'drill', '', '', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'led', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'oven', '', '', '', '', 'heating fireplace', '', '', '', '', '', '', 'lighting', '', '', '', 'insulation', 'concrete', '', '', '', '', '', '', '', 'plumbing', '', '', '', '', '', 'electrical', '', '', 'energy-efficiency', 'mirror', '', '', '', '', '', '', '', '', 'mirror', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', 'faucet', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'gas', 'insulation electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', 'electrical', 'structural', 'structural', '', '', '', '', '', '', '', 'plumbing', 'gas', '', '', '', '', '', '', '', 'glass', 'electrical', '', '', 'insulation', '', '', '', '', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', 'wiring electrical', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'concrete', '', '', '', 'led', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'boiler', '', 'electrical', '', '', 'plumbing leak', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'timer', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', 'mirror', '', '', '', '', '', 'gas', 'electrical', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', 'lighting', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', 'fireplace', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'lighting', 'electrical', '', '', '', '', 'energy-efficiency water-heater heating', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'mirror', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical generator', '', '', '', '', 'electrical', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'plumbing', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', 'refrigerator', '', '', '', '', '', '', 'electrical', 'electrical', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', 'heating', '', '', '', 'lighting', '', '', '', '', '', '', '', '', 'screens', '', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', 'plumbing', '', '', '', '', '', 'tv-antenna', '', '', '', '', '', '', '', '', 'humidity', '', '', '', '', 'water', '', '', '', '', '', '', '', '', '', 'electrical', '', '', '', '', '', '', 'gates', '', '', '', '', 'electrical', '', '', '', '', '', 'electrical', '', '', '', '', '', '', '', '', '', '', '', 'brick', '', '', '', '', '', '', '', '', '', '', '', 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'sensors', 'motion-planning', '', '', '', '', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', '', '', '', '', '', 'motor', 'sensors', '', '', '', 'torque', 'torque', 'kinematics localization', '', '', '', '', 'kinematics', '', '', '', '', '', '', '', '', 'particle-filter', '', '', 'particle-filter', 'sensors', '', '', '', '', '', '', '', '', '', '', 'particle-filter', '', '', '', '', '', 'particle-filter', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', 'particle-filter', '', '', '', '', '', '', '', '', '', 'accelerometer', '', '', 'particle-filter', '', '', 'mobile-robot', '', '', '', '', '', '', 'dynamics', '', 'sensors', '', '', 'gyroscope', '', '', 'accelerometer', '', '', 'sensors', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'stereo-vision', '', '', '', '', 'robotic-arm', '', '', '', '', '', 'particle-filter', '', '', '', '', 'kinematics', '', '', '', 'sensors', '', '', '', '', '', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', 'particle-filter', '', '', '', '', '', '', 'sensors', '', 'mobile-robot', '', '', '', '', '', '', 'kinematics', '', 'battery', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter localization', '', 'ekf', '', '', 'particle-filter', '', '', '', '', '', '', '', 'localization', '', '', '', '', '', 'particle-filter', '', '', '', '', '', 'particle-filter', '', '', '', 'sensors control', '', '', '', '', '', 'kinematics', '', '', '', '', '', '', '', '', '', '', 'particle-filter', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', 'particle-filter localization', '', '', '', 'mobile-robot', '', 'algorithm', '', '', '', 'kinematics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'control', '', '', 'sensors', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', 'quadcopter', '', '', '', '', '', '', '', '', 'motion-planning', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter', '', 'control', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter', '', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', '', '', '', '', '', 'sensors', '', '', '', 'mobile-robot', 'stability', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter mobile-robot', '', '', '', '', '', '', '', 'control', 'particle-filter', '', 'gps sensors', '', 'dynamics', '', '', '', '', '', '', '', '', '', '', '', 'motor', '', '', '', '', 'mobile-robot', '', '', '', '', 'mobile-robot', '', '', 'ekf', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'sensors', 'gyroscope', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter', '', '', 'motion-planning', '', 'quadcopter', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', 'laser', '', '', '', '', 'battery', '', '', 'battery', '', '', '', '', 'mobile-robot', '', 'particle-filter', '', 'dynamics', '', 'particle-filter', 'motion-planning', '', '', '', 'particle-filter', '', '', '', '', '', '', '', '', '', 'ekf', '', '', '', 'localization particle-filter', 'laser', '', '', '', 'sensors mobile-robot', '', '', 'motion-planning', '', '', '', '', '', '', '', 'mobile-robot', '', '', 'localization particle-filter', '', '', '', '', '', '', 'kinematics', '', '', 'torque', '', '', 'ekf', 'localization', '', '', '', '', '', '', 'particle-filter', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'control', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'accelerometer', 'localization mobile-robot', '', '', '', '', '', '', '', '', '', 'motor', '', '', '', '', '', '', 'localization particle-filter', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter', '', '', 'accelerometer sensors', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'control', '', '', '', '', '', '', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', '', 'particle-filter', '', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'motor', '', '', '', '', '', 'mobile-robot', '', 'sensors', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', '', '', '', '', '', 'kinematics', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter', '', '', '', '', '', '', 'particle-filter', '', '', '', '', 'motion-planning', 'sensors', '', '', '', 'motion-planning', 'particle-filter', 'cameras', '', '', '', '', '', '', '', '', '', '', '', 'localization', '', '', '', '', '', '', '', '', '', '', '', 'ekf', '', 'control', '', '', '', '', '', 'particle-filter localization', '', '', '', 'sensors', '', '', '', '', '', '', '', '', '', 'ekf', '', '', '', '', '', '', '', 'mobile-robot', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'mobile-robot', '', 'motor', '', '', '', 'kinematics', '', '', '', '', 'battery', 'localization', 'sensors', 'kinematics', '', '', '', '', '', '', '', '', '', '', '', '', '', 'particle-filter', 'kinematics', '', '', '', '', '', '', '', '', '', '', 'localization particle-filter', '', '', '', '', 'uav', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'ekf', '', '', 'kinematics', '', '', '', '', '', '', '', '', '', '', 'bicycles', '', '', 'clothing', 'air-travel', '', '', '', '', 'air-travel', '', 'maps', '', '', '', '', '', '', 'automobiles', '', '', 'air-travel aircraft', 'air-travel aircraft', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', 'air-travel australia', 'trains', 'air-travel', '', 'air-travel', '', '', '', 'trains', 'air-travel', '', 'online-resources', 'driving road-trips', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'legal', '', 'driving', '', 'legal', '', 'japan', '', '', '', 'air-travel', 'driving', 'power air-travel', '', '', '', '', '', '', '', 'driving', '', '', '', '', '', '', 'air-travel aircraft legal', '', '', '', '', '', '', '', '', '', 'legal', '', '', '', '', '', '', 'driving', '', 'air-travel', '', '', '', 'driving', '', '', 'electronic-items power', '', '', 'air-travel', '', '', 'gps-navigation', '', '', '', '', '', '', '', 'bicycles', '', '', '', '', '', '', 'language-barrier', 'air-travel', '', '', '', '', 'air-travel', '', '', 'trains', '', '', '', '', 'legal', '', '', '', 'air-travel', '', '', '', '', 'air-travel', '', '', '', 'australia air-travel', '', '', '', 'usa', '', '', '', '', '', 'air-travel', 'legal', 'air-travel', '', '', 'usa', 'driving', '', 'air-travel', 'air-travel', '', '', '', '', 'air-travel', '', '', '', '', 'air-travel', '', 'trains', '', '', '', '', '', '', '', '', '', 'bicycles', '', '', 'air-travel', '', 'legal', '', '', '', '', 'driving', '', '', '', '', '', '', '', '', 'aircraft air-travel', '', '', '', '', '', '', '', 'trains', 'air-travel', 'trains', '', '', '', 'trains', '', 'automobiles', '', 'legal air-travel', '', '', '', '', '', '', '', 'trains', 'air-travel aircraft', 'air-travel', '', '', '', '', '', '', 'legal', '', '', '', '', '', '', '', 'children', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'new-zealand', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', 'chile', '', '', '', '', '', '', '', '', '', '', '', '', 'usa', '', '', '', '', '', '', '', '', '', 'mount-everest nepal rationale', '', '', '', 'driving', '', '', '', '', '', '', '', '', '', 'air-travel factoids', 'air-travel', '', '', '', '', '', 'legal', 'legal', '', 'driving', '', '', '', '', '', 'iran', '', '', 'air-travel aircraft', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'driving', 'air-travel', '', '', 'air-travel', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', 'power cellphones', '', '', '', '', 'tipping', '', '', '', '', '', '', '', '', '', 'bicycles', '', '', '', '', '', '', 'legal', '', '', '', '', '', '', '', '', '', '', 'delta-airlines', '', 'luggage', 'usa', '', '', 'trains', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', '', 'legal', '', 'automobiles driving car-rentals', '', '', '', '', '', '', '', '', 'air-travel factoids', '', '', '', '', '', '', '', '', '', '', 'delta-airlines', 'air-travel', 'automobiles', '', 'trains', '', '', 'driving', '', '', 'air-travel', '', 'air-travel', '', '', '', '', 'trains', '', '', '', 'air-travel factoids', '', '', 'driving', 'aircraft', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', 'legal', '', '', '', 'walking', '', 'air-travel', '', 'buses', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'bookings', '', '', '', '', '', '', '', '', '', 'air-travel', '', 'air-travel', '', '', 'air-travel', '', '', 'trains', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'timezones', '', '', '', '', 'usa', 'air-travel', '', '', '', 'driving', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', '', 'automobiles car-rentals', '', 'air-travel', '', '', 'luggage air-travel', '', 'legal', '', '', 'air-travel', '', 'factoids', '', '', 'legal', '', '', 'trains', 'air-travel', 'air-travel', '', 'buses', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', 'legal', '', '', '', 'legal', '', '', '', 'driving', '', '', '', 'gps-navigation', 'safety driving', '', '', '', '', 'electronic-items', '', '', '', 'air-travel', '', 'delta-airlines air-travel', '', '', 'air-travel', '', '', '', '', '', 'factoids', '', '', '', '', 'legal', '', '', '', 'air-travel', '', '', 'driving', '', '', 'maps', '', '', 'bicycles', '', '', '', '', '', '', '', '', 'air-travel', '', 'driving', '', '', 'driving', '', '', 'usa', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'driving', '', 'trains', '', 'trains', 'trains', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', 'air-travel', '', 'trains', '', '', 'aircraft', 'air-travel', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'online-resources', '', 'air-travel', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', 'buses', '', '', 'air-travel', '', '', '', '', '', 'driving automobiles', '', '', '', '', '', '', '', 'legal', '', '', '', '', '', '', 'usa', '', '', '', '', 'driving', '', '', '', '', '', '', '', 'legal', '', '', 'air-travel aircraft', '', '', '', 'air-travel', '', '', 'automobiles', '', '', '', '', 'buses', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', '', '', 'transit', '', 'buses', 'bicycles', '', '', '', '', '', '', '', '', '', '', 'legal', '', 'driving', '', '', '', '', '', '', 'where-on-earth', '', '', '', '', 'legal', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', 'trains', 'buses', '', 'trains', '', '', '', '', '', 'safety', '', '', '', '', '', '', 'maps', '', '', '', '', 'trains', '', '', '', '', 'maps', '', 'air-travel', 'air-travel', '', '', '', 'timezones', '', '', '', 'automobiles driving', '', '', '', '', '', '', '', '', '', '', '', '', 'legal', '', '', 'legal', '', '', '', 'legal', '', '', '', '', '', 'automobiles car-rentals', '', '', 'legal', '', 'air-travel', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', 'usa', '', '', 'driving', '', '', '', '', '', '', '', '', 'trains', '', '', '', 'air-travel', 'air-travel', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', 'legal', '', '', '', '', 'air-travel', '', '', '', '', 'legal', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', 'automobiles', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', 'air-travel', '', '', '', '', '', '', '', 'legal', 'trains', 'legal', 'moscow', '', '', '', '', 'airport-security', 'legal', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'trains', '', '', '', '', 'maps', 'air-travel', '', '', '', '', '', '', '', '', '', 'air-travel', 'air-travel', '', '', '', 'trains', 'air-travel', '', '', '', '', '', '', 'driving', '', '', '', '', 'trains', '', '', 'air-travel', '', 'driving', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', 'legal', '', 'driving automobiles', '', '', '', '', 'air-travel', 'air-travel', '', '', '', '', 'safety', '', '', '', '', '', 'driving', '', '', '', '', '', '', '', '', '', '', 'greenland', 'trains', 'legal', '', '', '', '', '', '', '', '', '', '', '', 'legal', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'legal', 'bicycles', '', 'usa', 'legal', 'air-travel', 'camping', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'driving', '', '', '', 'where-on-earth', '', '', '', '', '', '', '', '', '', 'air-travel', '', 'air-travel', '', '', 'driving', '', 'trains', '', '', '', '', 'trains', 'air-travel', '', '', '', 'nightlife', '', 'automobiles driving', '', '', 'trains', 'factoids', '', '', '', 'legal', '', '', 'automobiles', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', 'legal', '', '', '', '', 'air-travel', '', '', 'driving', '', 'sea-travel', '', 'factoids', '', '', '', '', 'trains', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', 'maps', '', 'legal', '', '', '', 'factoids', '', '', '', '', '', 'weather-and-climate', '', '', '', '', '', 'trains', '', '', '', '', '', 'legal', 'trains', '', '', '', '', '', '', 'driving', 'trains', 'legal', '', '', '', '', 'rationale', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', 'swimming', '', '', '', '', '', '', 'driving', '', '', 'cellphones', 'trains', '', '', '', '', 'driving', '', '', '', 'air-travel', '', '', '', '', '', 'air-travel', '', '', 'air-travel', '', '', '', 'air-travel', 'air-travel', '', 'trains', '', '', '', '', '', 'delta-airlines', '', '', '', '', '', '', 'driving', '', '', '', '', '', '', '', '', '', 'legal', 'online-resources', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'sea-travel', '', 'air-travel', '', '', 'legal driving', '', 'trains', '', '', '', '', 'online-resources', '', '', 'air-travel', '', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'maps', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', 'air-travel', '', '', '', '', '', '', 'around-the-world', '', 'riverboats', '', '', 'air-travel', 'safety', '', '', '', '', '', '', 'air-travel', '', '', 'air-travel', 'air-travel', '', '', '', '', 'delta-airlines', 'air-travel', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', 'power', '', '', '', '', 'power', '', '', 'air-travel', 'emergencies', '', '', '', '', '', 'legal', 'air-travel', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', 'sailing', '', '', '', '', '', 'power', 'air-travel', 'driving', '', 'air-travel', '', 'dual-nationality', '', '', '', '', '', '', '', '', '', '', '', '', 'legal', '', '', '', '', 'trains', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', 'automobiles driving', '', 'electronic-items', '', '', 'bicycles', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', 'buses', '', 'legal', '', '', '', '', '', 'driving', '', '', 'maps', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'air-travel', '', 'power', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', 'driving', '', '', '', '', '', 'factoids air-travel', 'sailing', '', '', '', '', 'trains', '', '', 'trains', '', '', 'driving', '', '', '', '', 'air-travel', '', '', '', '', 'legal', '', '', '', '', '', 'legal', '', '', 'driving', '', '', '', '', '', '', '', '', 'luggage', '', 'trains', '', '', '', 'driving', '', '', '', '', '', '', 'weather-and-climate', '', '', 'trains', '', '', '', '', '', '', 'buses', '', '', '', '', '', '', '', '', '', '', '', '', '', 'walking', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', 'trains', '', '', '', '', '', '', 'air-travel', '', 'electronic-items', 'cruising', '', '', '', '', '', 'automobiles', '', 'trains', '', 'air-travel', 'driving', 'trains', '', 'trains', '', '', '', '', 'driving', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', 'trains', 'trains', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', 'trains', '', '', 'motorcycles', '', '', '', 'air-travel', 'trains', '', '', '', '', '', '', '', '', 'automobiles', 'delta-airlines', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', '', '', '', '', '', '', '', 'electronic-items', '', 'driving', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'luggage', '', 'trains', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', 'driving', '', 'legal', '', '', 'air-travel', 'trains', 'driving rationale', '', '', '', '', '', '', '', '', '', '', '', '', 'automobiles', '', '', 'air-travel', 'trains', '', 'air-travel', '', '', 'maps', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', 'extreme-sports', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', 'air-travel luggage', '', '', '', 'motorcycles', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'bookings study', '', '', '', '', '', '', 'driving', '', '', '', '', '', 'driving', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'automobiles', '', '', 'mountains', '', 'transit', '', 'legal', '', '', '', '', '', '', '', '', '', '', 'trains', '', '', 'air-travel', '', '', 'bookings', '', '', '', '', 'legal', '', '', '', 'walking', '', '', '', '', 'wifi', 'automobiles car-rentals', 'buses public-transport', 'air-travel', '', '', '', '', '', '', '', 'legal', '', '', '', '', 'air-travel', '', '', '', '', '', '', 'usa', 'legal', '', '', 'automobiles', '', '', '', 'trains', '', '', 'usa', 'air-travel', '', '', 'driving', 'air-travel', '', '', '', '', '', '', '', '', 'trains', '', '', 'trains', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'usa', '', '', 'driving', '', 'delta-airlines', '', '', 'air-travel', '', '', 'legal', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', 'legal', '', 'legal', '', 'trains', '', '', '', '', '', '', '', 'air-travel', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'usa', 'air-travel', '', '', '', '', '', 'automobiles', 'air-travel', '', '', '', '', '', 'driving', '', '', '', 'air-travel', '', '', 'trains', '', '', '', 'maps', '', '', '', '', '', 'driving', '', '', '', 'cruising', 'tickets', 'legal', '', 'trains', '', '', 'exchange', 'air-travel', 'trains', '', '', '', '', '', '', '', '', 'electronic-items', 'driving', '', 'trains', '', 'legal', 'air-travel', '', '', 'driving automobiles', '', '', '', '', '', '', '', 'factoids', '', '', '', '', 'maps', '', '', '', '', '', 'air-travel factoids', 'automobiles', '', 'cellphones', '', '', '', '', 'trains', '', '', '', 'united-airlines', '', '', 'air-travel', 'air-travel', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', 'trains', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'maps', '', '', '', '', '', '', '', '', '', '', '', 'legal', '', '', '', '', '', '', 'maps', 'air-travel', '', '', '', '', '', '', '', '', '', '', 'trains', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', 'bicycles', 'air-travel aircraft', '', '', '', 'legal', '', 'identify-this', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', 'maps', '', 'trains', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'trains', '', 'air-travel', '', '', '', '', '', '', '', '', 'legal', '', '', 'air-travel aircraft', 'air-travel', '', '', 'driving', '', '', '', '', '', '', 'trains', '', '', '', 'air-travel', '', 'online-resources', '', '', '', '', '', '', '', '', 'driving', '', 'trains', 'legal', '', '', '', '', '', '', '', 'bicycles', '', 'driving', '', '', '', 'air-travel', 'factoids', '', '', '', '', '', '', '', '', '', '', '', '', '', '', '', 'automobiles', 'weather-and-climate', '', 'automobiles', '', 'trains', '', '', '', '', '', '', 'uk', 'weather-and-climate', 'buses', 'air-travel', '', '', '', 'trains', '', '', '', '', '', '', 'air-travel', '', 'driving', 'driving', '', '', '', '', '', '', 'air-travel', '', '', '', '', '', '', '', '', '', '', '', 'air-travel', '', '', 'maps', '', 'legal', '', '', '', '', '', '', '', '', '', 'electronic-items', '', '', '', '']



In [87]:

    
submit_df = test_cleaned_df[['id', 'tags']].astype(str)
submit_df = submit_df.set_index(['id'])
print(submit_df)
import csv
submit_df.to_csv('tags.csv', index_label=['id'], quoting=csv.QUOTE_ALL)









    



                              tags
id                                
1                                 
2                                 
3                                 
7                                 
9                                 
13      biochemistry human-biology
15                                
17                                
19                                
21                                
24                                
26                                
27                                
29                                
31                                
32                                
35                          cancer
37                                
41                                
49                                
52                                
62                                
68                                
71                                
72                                
73                                
75                                
78                                
79                                
83                                
...                            ...
278070                            
278071                            
278075                            
278077                            
278079                            
278080                            
278081                            
278084                            
278086                            
278088                            
278091                  air-travel
278092                            
278093                            
278095                        maps
278096                            
278099                       legal
278101                            
278107                            
278108                            
278109                            
278111                            
278113                            
278116                            
278117                            
278118                            
278119            electronic-items
278120                            
278121                            
278124                            
278126                            

[81926 rows x 1 columns]



In [ ]:

	count
count	678.000000
mean	48.862832
std	126.580001
min	1.000000
25%	5.000000
50%	14.000000
75%	38.000000
max	1448.000000

	count
human-biology	1448
genetics	1229
evolution	1159
biochemistry	984
molecular-biology	863

	count
count	736.000000
mean	48.290761
std	106.684593
min	1.000000
25%	7.000000
50%	18.000000
75%	43.000000
max	1444.000000

	count
baking	1444
food-safety	1211
substitutions	920
equipment	816
bread	687

	count
count	392.000000
mean	65.010204
std	156.041030
min	1.000000
25%	6.000000
50%	18.500000
75%	54.000000
max	1783.000000

	count
count	734.000000
mean	80.557221
std	227.936610
min	1.000000
25%	9.000000
50%	25.000000
75%	72.000000
max	4490.000000

	count
count	231.000000
mean	28.225108
std	48.026908
min	1.000000
25%	4.500000
50%	11.000000
75%	31.000000
max	306.000000

	count
count	1645.000000
mean	39.716717
std	157.570955
min	1.000000
25%	3.000000
50%	7.000000
75%	23.000000
max	3829.000000

	count
count	673.000000
mean	49.225854
std	127.108477
min	1.000000
25%	5.000000
50%	14.000000
75%	38.000000
max	1448.000000

	count
humanbiolog	1448
genet	1229
evolut	1159
biochemistri	984
molecularbiolog	863

	count
count	726.000000
mean	48.955923
std	107.460726
min	1.000000
25%	7.000000
50%	18.000000
75%	44.000000
max	1444.000000

	count
count	391.000000
mean	65.176471
std	156.208119
min	1.000000
25%	6.000000
50%	19.000000
75%	54.000000
max	1783.000000

	count
count	699.000000
mean	84.590844
std	237.061896
min	1.000000
25%	9.000000
50%	25.000000
75%	75.000000
max	4490.000000

	count
count	228.000000
mean	28.583333
std	48.387178
min	1.000000
25%	4.750000
50%	11.000000
75%	31.250000
max	306.000000

	count
count	1641.000000
mean	39.812310
std	157.757772
min	1.000000
25%	3.000000
50%	7.000000
75%	23.000000
max	3829.000000

	count
count	4268.000000
mean	52.750234
std	160.944293
min	1.000000
25%	4.000000
50%	13.000000
75%	41.000000
max	4490.000000

	count
count	4152.000000
mean	54.222784
std	164.298944
min	1.000000
25%	4.000000
50%	13.000000
75%	41.000000
max	4493.000000

	id	title	content	tags	title_original_text_length	title_number_of_cleaned_text_tokens	title_cleaned_text_length	content_original_text_length	content_number_of_html_tag	content_number_of_cleaned_text_tokens	content_cleaned_text_length	cleaned_tags
0	1	critic ribosom bind site relat start codon pro...	prokaryot translat critic effici translat loca...	ribosome binding-sites translation synthetic-b...	0.694030	0.421053	0.557692	0.034478	0.007273	0.041825	0.041729	ribosom bindingsit translat syntheticbiolog
1	2	rnase contamin rna base experi prevent	anyon suggest prevent rnase contamin work rna ...	rna biochemistry	0.350746	0.263158	0.336538	0.023840	0.007273	0.036122	0.036025	rna biochemistri
2	3	lymphocyt size cluster two group	tortora write principl anatomi physiolog lymph...	immunology cell-biology hematology	0.223881	0.210526	0.278846	0.045245	0.029091	0.055133	0.052537	immunolog cellbiolog hematolog
3	4	long antibioticdos lb maintain good select	various peopl lab prepar liter lb add kanamyci...	cell-culture	0.320896	0.263158	0.375000	0.058062	0.007273	0.085551	0.082258	cellcultur
4	5	exon order alway preserv splice	case splice machineri construct mrna exon 5 3 ...	splicing mrna spliceosome introns exons	0.208955	0.210526	0.269231	0.023584	0.000000	0.030418	0.030621	splice mrna spliceosom intron exon
5	6	avoid digest proteinbound dna	im interest sequenc analyz bound dna minim amo...	dna biochemistry molecular-biology	0.216418	0.157895	0.250000	0.033453	0.014545	0.043726	0.044431	dna biochemistri molecularbiolog
6	8	condit dendrit spine form	im look resourc inform format dendrit spine sy...	neuroscience synapses	0.238806	0.157895	0.211538	0.049218	0.007273	0.060837	0.063344	neurosci synapsi
7	9	ship plasmid	ship 10 µl vector miniprep collabor 15 ml eppe...	plasmids	0.089552	0.052632	0.086538	0.053961	0.007273	0.077947	0.075653	plasmid
8	10	reason behind choos report gene experi gene in...	notic within exampl experi class differ report...	molecular-genetics gene-expression experimenta...	0.611940	0.368421	0.471154	0.083825	0.007273	0.104563	0.107175	moleculargenet geneexpress experimentaldesign
9	11	mani time endosymbiosi occur	accord endosymbiont theori mitochondrion chlor...	evolution mitochondria chloroplasts	0.179104	0.157895	0.240385	0.028198	0.000000	0.032319	0.039628	evolut mitochondrion chloroplast