In [1]:

    

import pandas as pd


    

In [2]:

    

df = pd.read_hdf('../data/unshared/pins_df_mar21.h5', 'df')


    

In [14]:

    

plot(df['repins'].value_counts().iloc[:20])


    

    
Out[14]:





[<matplotlib.lines.Line2D at 0x11aa59610>]






    

In [16]:

    

df['repins'].value_counts().iloc[5:].sum()


    

    
Out[16]:





594295

In [32]:

    

print df.shape
print df[df['query_pastel']].shape


    

    




(3172020, 53)
(66566, 53)

In [47]:

    

df[df['query_minimal']]['img'].value_counts()


    

    
Out[47]:





http://media-cache-ec0.pinimg.com/736x/ed/f8/33/edf83362e63d568f8aea540a14d78955.jpg    26
http://media-cache-ak0.pinimg.com/736x/88/df/1c/88df1c72f7874dc6db7339b0d67f0564.jpg    23
http://media-cache-ec0.pinimg.com/736x/93/d2/b5/93d2b560e7cdedf435f1cd4c3cbdc65e.jpg    19
http://media-cache-ak0.pinimg.com/736x/84/44/84/844484f7f3fbf7acf1b9a2b9f95e39ba.jpg    14
http://media-cache-ak0.pinimg.com/736x/2d/e5/8c/2de58c1193688ec1ae55e432df6fd88b.jpg    13
http://media-cache-ec0.pinimg.com/736x/eb/33/7c/eb337c2b7edb493463574c8eb98e4beb.jpg    13
http://media-cache-ak0.pinimg.com/736x/59/5b/a5/595ba5ea17bbe54c2d615ff75589cf4f.jpg    13
http://media-cache-ec0.pinimg.com/736x/5b/2c/6c/5b2c6c1c2da862471b7da3255c4f1e52.jpg    13
http://media-cache-ak0.pinimg.com/736x/d1/4a/ec/d14aec5211eaa01a75745d33dec53b4e.jpg    12
http://media-cache-ak0.pinimg.com/736x/f9/ea/95/f9ea95357f8bf3dfb21be9f8e409e49a.jpg    12
http://media-cache-ak0.pinimg.com/736x/98/bf/a9/98bfa9bc31f381c621641f30cf1a76cd.jpg    12
http://media-cache-ec0.pinimg.com/736x/d1/30/93/d13093d393790764abad354ea62c709b.jpg    12
http://media-cache-ec0.pinimg.com/736x/2b/cb/27/2bcb272f2b7008a02c1f4d588fc2bc20.jpg    12
http://media-cache-ec0.pinimg.com/736x/9b/05/2d/9b052d7c6036fc05033f779e65098e5c.jpg    11
http://media-cache-ak0.pinimg.com/736x/1d/73/70/1d73706ea0bd318a8a85a5f1e22e6bef.jpg    11
...
http://media-cache-ec0.pinimg.com/736x/84/53/f7/8453f79cca944bbc7618b799ef49ef91.jpg    1
http://media-cache-ak0.pinimg.com/736x/3e/13/9d/3e139df02879d96745efc82a7ba1a2d4.jpg    1
http://media-cache-ak0.pinimg.com/736x/00/df/49/00df49cfeb62cfade6d394757d6fe6b5.jpg    1
http://media-cache-cd0.pinimg.com/736x/ee/50/36/ee50360af595b1e251e4377b7c6bcd43.jpg    1
http://media-cache-ec0.pinimg.com/736x/21/0d/21/210d21920018fdaa7cfa169a733b05ea.jpg    1
http://media-cache-ec0.pinimg.com/736x/c8/e5/92/c8e5926ae8bb104861bc0750d5b695e6.jpg    1
http://media-cache-ak0.pinimg.com/736x/97/d3/01/97d3015bac17a9faf4441e5c4ae0ffb5.jpg    1
http://media-cache-ak0.pinimg.com/736x/ea/7a/e0/ea7ae0a8a3ab1ac2542f728c29b9b764.jpg    1
http://media-cache-cd0.pinimg.com/736x/85/f7/d1/85f7d176855478191c6ebbb74d9e9c21.jpg    1
http://media-cache-ec0.pinimg.com/736x/5c/6f/d7/5c6fd7810513389852dd0a78cffeb009.jpg    1
http://media-cache-ec0.pinimg.com/736x/0b/43/f3/0b43f37157c32d1edb713dc3eff01812.jpg    1
http://media-cache-ec0.pinimg.com/736x/fa/64/5d/fa645d05ef162cc011e73877b1c3c17d.jpg    1
http://media-cache-ec0.pinimg.com/736x/46/1e/58/461e58c57979bc9dea66c1a4e66594ef.jpg    1
http://media-cache-ec0.pinimg.com/736x/41/ac/76/41ac762eac6af61b74a1b25cf66bef70.jpg    1
http://media-cache-ak0.pinimg.com/736x/3b/b3/6a/3bb36ae5319778de0ee35f507951657f.jpg    1
Length: 57639, dtype: int64

In [26]:

    

df[df['img'] == 'http://media-cache-ak0.pinimg.com/736x/96/dc/d5/96dcd54a68bcf6997e52b95f390d39b4.jpg']


    

    
Out[26]:






  

    

      

      
board_name
      
img
      
repins
      
username
      
query_animals
      
query_black and white
      
query_bokeh
      
query_bright
      
query_calm
      
query_cloudy
      
query_corporate
      
query_depth of field
      
query_detailed
      
query_energetic
      
query_ethereal
      
query_fall
      
query_futuristic
      
query_geometric composition
      
query_happy
      
query_hazy
      

    
    

      
image_id
      

      

      

      

      

      

      

      

      

      

      

      

      

      

      

      

      

      

      

      

    
  
  

    

      
215117319671371590
      
 mother-serene-spectacular-audacious-and-tempes...
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  4
      
        lockedon
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
220746819206010491
      
                                     serene-spaces
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  0
      
     uberwagmore
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
366058275932551721
      
                                            pastel
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
      kerenzarka
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
366058275932591127
      
                                            pastel
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
      kerenzarka
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
377176537513157400
      
                                            pastel
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
    farmhousegal
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
405605510159727927
      
                                              soft
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  0
      
      piccoloblu
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
492018328010639772
      
                                              soft
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  0
      
       cpanderen
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
6544361928254148
      
                                  melancholy-light
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
        slippa27
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
76631631130984426
      
                                            pastel
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
  LangevinAlexia
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
84512930477494908
      
                              hazy-shade-of-winter
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  2
      
          insitu
      
 False
      
 False
      
 False
      
 False
      
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 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
...
    
    

      
85779567874911933
      
                                     pastel-colour
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  3
      
          pplusp
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
86272149081380965
      
                                   serene-pictures
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
        superfab
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
90283167505460223
      
                                              soft
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  0
      
        geroonie
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
313492824031890246
      
                                        energetics
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  0
      
      izzyindigo
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
13088655138982674
      
                                          ethereal
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
    eunicefarmer
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
13088655138349622
      
                                          ethereal
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
    eunicefarmer
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
209698926368935847
      
                                          ethereal
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
 13
      
     pammyanne2b
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
257479303665570291
      
                                    ethereal-world
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  2
      
     joyousworld
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
12314598952151696
      
                              ethereal-photography
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
     dianepierce
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
524247212843396156
      
                                          ethereal
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
    seasideabode
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
374854368956581069
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  3
      
       madeamano
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
469148486154806032
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  8
      
  PeaceIsALuxury
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
115052965450047220
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  5
      
    kailey_adams
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
276689970830561909
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  0
      
        Thegeddy
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
58687601365821126
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
    MailleEnLair
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
146296687866124247
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  1
      
    polillosilla
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
146296687865699898
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
  0
      
    polillosilla
      
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 False
      
 False
      
 False
      
 False
      
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 False
      
...
    
    

      
332422016215872249
      
                                           texture
      
 http://media-cache-ak0.pinimg.com/736x/96/dc/d...
      
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        ninoubou
      
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...
    
    

      
121245414938784393
      
                                           texture
      
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  0
      
       mystifyme
      
 False
      
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...
    
    

      
82894449361936709
      
                                           organic
      
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  3
      
  krisplayground
      
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...
    
    

      
327425835379306410
      
                                  abstract-organic
      
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  6
      
           hekii
      
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...
    
    

      
225954106274810715
      
                                    organic-design
      
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         owltree
      
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...
    
    

      
458945018248786571
      
                                            nature
      
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     nikokonekeo
      
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...
    
    

      
230316968414823764
      
                                            nature
      
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  6
      
  thegiftsoflife
      
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...
    
    

      
279434351850217754
      
                                            nature
      
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  5
      
        lovinglf
      
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...
    
    

      
168040629816145332
      
                                            nature
      
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     gingermelon
      
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...
    
    

      
62276407321378723
      
                                            nature
      
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     chloetouran
      
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...
    
    

      
324188873148502798
      
                                            nature
      
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     lauranorkut
      
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...
    
    

      
4292562115559171
      
                                            nature
      
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 23
      
 sophiieschoiice
      
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...
    
    

      
191543790374669149
      
                                            nature
      
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  6
      
 martakrivosheek
      
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...
      
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...
    
  

154 rows × 53 columns