Wikipaintings

In [1]:

    

%load_ext autoreload
%autoreload 2
import pandas as pd
import vislab.dataset
import vislab.datasets
import vislab.dataset_viz
import vislab.dataset_stats
import re


    

    




/usr/local/Cellar/python/2.7.6/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/configobj.py:145: DeprecationWarning: The compiler package is deprecated and removed in Python 3.x.
  import compiler

In [4]:

    

basic_df = vislab.datasets.wikipaintings.get_basic_df()
basic_df.iloc[:5]


    

    
Out[4]:






  

    

      

      
artist_slug
      
artwork_slug
      
image_id
      
page_url
    
    

      
image_id
      

      

      

      

    
  
  

    

      
nicholas-roerich_buddha-s-test-1927
      
      nicholas-roerich
      
                                buddha-s-test-1927
      
               nicholas-roerich_buddha-s-test-1927
      
 http://www.wikipaintings.org/en/nicholas-roeri...
    
    

      
sam-francis_2-impressions-swatch-1992
      
           sam-francis
      
                         2-impressions-swatch-1992
      
             sam-francis_2-impressions-swatch-1992
      
 http://www.wikipaintings.org/en/sam-francis/2-...
    
    

      
pierre-auguste-renoir_a-young-woman-1875
      
 pierre-auguste-renoir
      
                                a-young-woman-1875
      
          pierre-auguste-renoir_a-young-woman-1875
      
 http://www.wikipaintings.org/en/pierre-auguste...
    
    

      
sam-francis_abstract-composition-sf-61-1967
      
           sam-francis
      
                   abstract-composition-sf-61-1967
      
       sam-francis_abstract-composition-sf-61-1967
      
 http://www.wikipaintings.org/en/sam-francis/ab...
    
    

      
jesus-rafael-soto_abstract-composition-with-silver-and-magenta-1970
      
     jesus-rafael-soto
      
 abstract-composition-with-silver-and-magenta-1970
      
 jesus-rafael-soto_abstract-composition-with-si...
      
 http://www.wikipaintings.org/en/jesus-rafael-s...
    
  

5 rows × 4 columns

In [5]:

    

df = vislab.datasets.wikipaintings.get_df()
print df.shape
df.iloc[:5]


    

    




(101086, 11)






    
Out[5]:






  

    

      

      
image_id
      
artist_slug
      
artwork_slug
      
date
      
genre
      
style
      
technique
      
keywords
      
name
      
page_url
      
image_url
    
  
  

    

      
paul-reed_12-1964
      
                        paul-reed_12-1964
      
             paul-reed
      
                   12-1964
      
 1964
      
  abstract painting
      
 Abstract Expressionism
      
        NaN
      
                                               NaN
      
                    #12
      
 http://www.wikipaintings.org/en/paul-reed/12-1964
      
 http://uploads5.wikipaintings.org/images/paul-...
    
    

      
john-mccracken_10s
      
                       john-mccracken_10s
      
        john-mccracken
      
                       10s
      
  NaN
      
       installation
      
        Light and Space
      
        NaN
      
                                               NaN
      
                    10S
      
 http://www.wikipaintings.org/en/john-mccracken...
      
 http://uploads6.wikipaintings.org/images/john-...
    
    

      
nicholas-roerich_buddha-s-test-1927
      
      nicholas-roerich_buddha-s-test-1927
      
      nicholas-roerich
      
        buddha-s-test-1927
      
 1927
      
 religious painting
      
              Symbolism
      
        NaN
      
 [seas-and-oceans,  Buddhism,  Tibetian Mytholo...
      
                       
      
 http://www.wikipaintings.org/en/nicholas-roeri...
      
 http://uploads5.wikipaintings.org/images/nicho...
    
    

      
sam-francis_2-impressions-swatch-1992
      
    sam-francis_2-impressions-swatch-1992
      
           sam-francis
      
 2-impressions-swatch-1992
      
 1992
      
  abstract painting
      
    Lyrical Abstraction
      
 lithograph
      
                                               NaN
      
  2 Impressions: Swatch
      
 http://www.wikipaintings.org/en/sam-francis/2-...
      
 http://uploads7.wikipaintings.org/images/sam-f...
    
    

      
pierre-auguste-renoir_a-young-woman-1875
      
 pierre-auguste-renoir_a-young-woman-1875
      
 pierre-auguste-renoir
      
        a-young-woman-1875
      
 1875
      
           portrait
      
          Impressionism
      
        NaN
      
                                               NaN
      
          A Young Woman
      
 http://www.wikipaintings.org/en/pierre-auguste...
      
 http://uploads1.wikipaintings.org/images/pierr...
    
  

5 rows × 11 columns

In [6]:

    

from skimage.io import imread, imshow
imshow(imread(df.iloc[30000]['image_url']))


    

In [16]:

    

#df.index.name = 'image_id'
#del df['image_id']
#df.to_csv('wikipaintings_oct2013.csv', encoding='utf-8')


    

In [15]:

    

df_style = vislab.datasets.wikipaintings.get_style_df(1000)


    

In [21]:

    

df_style


    

    
Out[21]:






  

    

      

      
style_Impressionism
      
style_Realism
      
style_Romanticism
      
style_Post-Impressionism
      
style_Expressionism
      
style_Surrealism
      
style_Art_Nouveau_(Modern)
      
style_Symbolism
      
style_Baroque
      
style_Neoclassicism
      
style_Northern_Renaissance
      
style_Nave_Art_(Primitivism)
      
style_Abstract_Expressionism
      
style_Rococo
      
style_Cubism
      
style_Early_Renaissance
      
style_High_Renaissance
      
style_Minimalism
      
style_Color_Field_Painting
      
style_Mannerism_(Late_Renaissance)
      

    
  
  

    

      
paul-reed_12-1964
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
nicholas-roerich_buddha-s-test-1927
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
pierre-auguste-renoir_a-young-woman-1875
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
sam-francis_abstract-composition-sf-61-1967
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
nikolaos-gyzis_after-the-destruction-of-psara-1898
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
alfred-stevens_all-happiness
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_ann-tyng-1756
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_anne-erving-mrs-duncan-stewart
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
sam-francis_another-disappearance-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_18-l-1965
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
paul-reed_18r-1965
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
john-singleton-copley_eunice-dennie-burr-1760
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
sam-francis_2-pri-rain-1964
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_ezekiel-goldthwait-1771
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_14d-1964
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_20-1962
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
karl-benjamin_20-1977
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
paul-reed_21c-1964
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
cornelis-vreedenburgh_fishermen
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_16f-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_28-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_16j-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_29c-1964
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_17-1964
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_george-augustus-eliott-1st-baron-heathfield
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
pablo-picasso_tricorne-study-1919
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
perle-fine_cool-series-no-26-first-love-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
maurice-utrillo_belle-gabrielle
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-reed_17dr-1965
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
john-singleton-copley_george-iv-1809-1
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_john-spooner-1763
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_thomas-aston-coffin-1758
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
max-liebermann_road-in-dutch-village-1885
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_mr-joseph-barrell-hannah-fitch-1771
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
sam-francis_untitled-sf-358-1993
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_portrait-of-mrs-benjamin-pickman-mary-toppan
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_painting-of-samuel-learning-from-eli-1780
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
caspar-david-friedrich_not-detected-8
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
perle-fine_cool-series-no-29-cool-blue-cold-green-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
paul-reed_17f-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_governor-john-wentworth
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_mrs-moses-gill-rebecca-boylston-1773
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
paul-cezanne_still-life-with-bottle-and-apple-basket-1894
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_paul-revere-1770
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_henry-addington-first-viscount-sidmouth-1798
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_portrait-of-mr-george-turner
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_lucretia-hubbard-towsend-1765
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
nikolaos-gyzis_boy-with-cherries-1888
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
lynd-ward_not-detected-272486
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
utagawa-kunisada_kagamiiwa-hamanosuke-sumo-wrestler
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
billy-childish_tea-drinker-high-atlas-2008
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
perle-fine_cool-series-no-36-rough-hewn-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
perle-fine_cool-series-black-over-green-1963
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
...
    
    

      
nikolaos-gyzis_grandma-and-children-1883
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_mrs-nathaniel-allen-sarah-sargnet
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_samuel-barrington
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_henry-pelham
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_portrait-of-mrs-john-stevens-judith-sargent-later-mr-john-murray-1772
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
lynd-ward_not-detected-272479
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      
john-singleton-copley_boy-with-squirrel-henry-pelham-1765
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
  True
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
 False
      
...
    
    

      

      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
      
...
    
  

82459 rows × 26 columns

In [14]:

    

df['image_url'].iloc[0]


    

    
Out[14]:





'http://uploads5.wikipaintings.org/images/paul-reed/12-1964.jpg'

In [7]:

    

fig = vislab.dataset_viz.plot_column_frequencies(df, 'style', 30)
fig.savefig('/Users/sergeyk/work/aphrodite-writeup/figures/wikipaintings_style.pdf', bbox_inches='tight')
fig = vislab.dataset_viz.plot_column_frequencies(df, 'genre', 20)
fig.savefig('/Users/sergeyk/work/aphrodite-writeup/figures/wikipaintings_genre.pdf', bbox_inches='tight')

fig = vislab.dataset_viz.plot_column_frequencies(df, 'technique', 20)
fig = vislab.dataset_viz.plot_column_frequencies(df, 'artist_slug', 30)
fig = vislab.dataset_viz.plot_column_frequencies(df, 'artist_slug', 60)


    

In [8]:

    

import vislab.gg

def plot_date_distribution(df):
    dates = df['date'].dropna().apply(lambda x: int(re.search('(\d+)', x).groups()[0]))
    
    filtered_dates = dates[(dates > 1400) & (dates < 2015)]
    fig = plt.figure(figsize=(12,4))
    ax = fig.add_subplot(111)
    ax.hist(filtered_dates, bins=50)
    ax.set_xlim([1400, 2020])
    ax.set_title('Date Frequency')
    ax.set_xlabel('Year')
    vislab.gg.rstyle(ax)
    return fig
    
fig = plot_date_distribution(df)
fig.savefig('/Users/sergeyk/work/aphrodite-writeup/figures/wikipaintings_date.pdf', bbox_inches='tight')


    

    




/usr/local/Cellar/python/2.7.6/Frameworks/Python.framework/Versions/2.7/lib/python2.7/site-packages/matplotlib/axes.py:4747: UserWarning: No labeled objects found. Use label='...' kwarg on individual plots.
  warnings.warn("No labeled objects found. "






    

In [12]:

    

df_m = vislab.dataset_stats.get_joint_occurrence_df(df, 'style', 'genre', top_k=10)
df_m


    

    




get_joint_occurrence_df: looking at co-occurrence of style and genre
  dropped 0/46821 rows that don't have both vals in top-10.






    
Out[12]:






  

    

      

      
portrait
      
landscape
      
genre painting
      
abstract painting
      
religious painting
      
cityscape
      
sketch and study
      
still life
      
symbolic painting
      
figurative painting
    
  
  

    

      
Impressionism
      
 1730
      
 4205
      
 2507
      
   0
      
   18
      
 1463
      
  232
      
 410
      
    5
      
  45
    
    

      
Realism
      
 2526
      
 2631
      
 1524
      
   0
      
  128
      
  392
      
 1161
      
 342
      
    3
      
   6
    
    

      
Romanticism
      
 1487
      
 1124
      
  828
      
   0
      
  403
      
  341
      
  226
      
  31
      
   16
      
   3
    
    

      
Post-Impressionism
      
  765
      
 1595
      
  822
      
   2
      
   13
      
  833
      
  473
      
 562
      
   17
      
  48
    
    

      
Expressionism
      
 1615
      
  560
      
 1036
      
  53
      
   66
      
  297
      
  226
      
 265
      
  111
      
 254
    
    

      
Surrealism
      
  363
      
  391
      
  254
      
 293
      
  133
      
  105
      
  124
      
 131
      
 1481
      
 534
    
    

      
Art Nouveau (Modern)
      
  512
      
  266
      
  593
      
   1
      
  111
      
  178
      
  151
      
  11
      
   81
      
   1
    
    

      
Symbolism
      
  281
      
 1000
      
  386
      
   0
      
  522
      
  137
      
  264
      
  35
      
  411
      
  13
    
    

      
Baroque
      
  898
      
  170
      
  743
      
   1
      
 1003
      
   54
      
  195
      
 119
      
    1
      
   0
    
    

      
Neoclassicism
      
  580
      
   42
      
  203
      
   0
      
  134
      
  351
      
  137
      
  24
      
    3
      
   0
    
  

In [13]:

    

fig = vislab.dataset_viz.plot_conditional_occurrence(df_m)


    

In [14]:

    

fig = vislab.dataset_viz.plot_conditional_occurrence(df_m.T)