

In [619]:

    
import numpy as np
import pandas as pd
import matplotlib.pyplot as plt
from sklearn.cross_validation import KFold, train_test_split
from sklearn import preprocessing, neighbors, tree, naive_bayes, cross_validation
from sklearn.metrics import classification_report, confusion_matrix
import pylab as pyl
%matplotlib inline

Read and Inspect Data



In [5]:

    
data = pd.read_csv("data/food.csv", delimiter="\t")









    



/Users/Jared/anaconda/lib/python2.7/site-packages/IPython/core/interactiveshell.py:2723: DtypeWarning: Columns (0,3,5,27,36) have mixed types. Specify dtype option on import or set low_memory=False.
  interactivity=interactivity, compiler=compiler, result=result)



In [6]:

    
data.shape









    Out[6]:





(79470, 159)



In [154]:

    
data.columns









    Out[154]:





Index([u'code', u'url', u'creator', u'created_t', u'created_datetime',
       u'last_modified_t', u'last_modified_datetime', u'product_name',
       u'generic_name', u'quantity',
       ...
       u'caffeine_100g', u'taurine_100g', u'ph_100g',
       u'fruits-vegetables-nuts_100g', u'collagen-meat-protein-ratio_100g',
       u'cocoa_100g', u'chlorophyl_100g', u'carbon-footprint_100g',
       u'nutrition-score-fr_100g', u'nutrition-score-uk_100g'],
      dtype='object', length=159)



In [153]:

    
pd.options.display.max_columns = 200



In [155]:

    
data.head()









    Out[155]:






  
    
      
      code
      url
      creator
      created_t
      created_datetime
      last_modified_t
      last_modified_datetime
      product_name
      generic_name
      quantity
      packaging
      packaging_tags
      brands
      brands_tags
      categories
      categories_tags
      categories_en
      origins
      origins_tags
      manufacturing_places
      manufacturing_places_tags
      labels
      labels_tags
      labels_en
      emb_codes
      emb_codes_tags
      first_packaging_code_geo
      cities
      cities_tags
      purchase_places
      stores
      countries
      countries_tags
      countries_en
      ingredients_text
      allergens
      allergens_en
      traces
      traces_tags
      traces_en
      serving_size
      no_nutriments
      additives_n
      additives
      additives_tags
      additives_en
      ingredients_from_palm_oil_n
      ingredients_from_palm_oil
      ingredients_from_palm_oil_tags
      ingredients_that_may_be_from_palm_oil_n
      ingredients_that_may_be_from_palm_oil
      ingredients_that_may_be_from_palm_oil_tags
      nutrition_grade_uk
      nutrition_grade_fr
      pnns_groups_1
      pnns_groups_2
      states
      states_tags
      states_en
      main_category
      main_category_en
      image_url
      image_small_url
      energy_100g
      energy-from-fat_100g
      fat_100g
      saturated-fat_100g
      butyric-acid_100g
      caproic-acid_100g
      caprylic-acid_100g
      capric-acid_100g
      lauric-acid_100g
      myristic-acid_100g
      palmitic-acid_100g
      stearic-acid_100g
      arachidic-acid_100g
      behenic-acid_100g
      lignoceric-acid_100g
      cerotic-acid_100g
      montanic-acid_100g
      melissic-acid_100g
      monounsaturated-fat_100g
      polyunsaturated-fat_100g
      omega-3-fat_100g
      alpha-linolenic-acid_100g
      eicosapentaenoic-acid_100g
      docosahexaenoic-acid_100g
      omega-6-fat_100g
      linoleic-acid_100g
      arachidonic-acid_100g
      gamma-linolenic-acid_100g
      dihomo-gamma-linolenic-acid_100g
      omega-9-fat_100g
      oleic-acid_100g
      elaidic-acid_100g
      gondoic-acid_100g
      mead-acid_100g
      erucic-acid_100g
      nervonic-acid_100g
      trans-fat_100g
      cholesterol_100g
      carbohydrates_100g
      sugars_100g
      sucrose_100g
      glucose_100g
      fructose_100g
      lactose_100g
      maltose_100g
      maltodextrins_100g
      starch_100g
      polyols_100g
      fiber_100g
      proteins_100g
      casein_100g
      serum-proteins_100g
      nucleotides_100g
      salt_100g
      sodium_100g
      alcohol_100g
      vitamin-a_100g
      beta-carotene_100g
      vitamin-d_100g
      vitamin-e_100g
      vitamin-k_100g
      vitamin-c_100g
      vitamin-b1_100g
      vitamin-b2_100g
      vitamin-pp_100g
      vitamin-b6_100g
      vitamin-b9_100g
      vitamin-b12_100g
      biotin_100g
      pantothenic-acid_100g
      silica_100g
      bicarbonate_100g
      potassium_100g
      chloride_100g
      calcium_100g
      phosphorus_100g
      iron_100g
      magnesium_100g
      zinc_100g
      copper_100g
      manganese_100g
      fluoride_100g
      selenium_100g
      chromium_100g
      molybdenum_100g
      iodine_100g
      caffeine_100g
      taurine_100g
      ph_100g
      fruits-vegetables-nuts_100g
      collagen-meat-protein-ratio_100g
      cocoa_100g
      chlorophyl_100g
      carbon-footprint_100g
      nutrition-score-fr_100g
      nutrition-score-uk_100g
    
  
  
    
      0
      0000000024600
      http://world-en.openfoodfacts.org/product/0000...
      date-limite-app
      1434530704
      2015-06-17T08:45:04Z
      1434535914
      2015-06-17T10:11:54Z
      Filet de bœuf
      NaN
      2.46 kg
      plastique
      plastique
      NaN
      NaN
      Filet de bœuf
      fr:filet-de-boeuf
      fr:Filet-de-boeuf
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      France
      en:france
      France
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      unknown
      unknown
      en:to-be-completed, en:nutrition-facts-to-be-c...
      en:to-be-completed,en:nutrition-facts-to-be-co...
      To be completed,Nutrition facts to be complete...
      fr:filet-de-boeuf
      fr:Filet-de-boeuf
      http://en.openfoodfacts.org/images/products/00...
      http://en.openfoodfacts.org/images/products/00...
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      1
      0000000027205
      http://world-en.openfoodfacts.org/product/0000...
      tacinte
      1458238630
      2016-03-17T18:17:10Z
      1458238638
      2016-03-17T18:17:18Z
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      en:FR
      en:france
      France
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      en:to-be-completed, en:nutrition-facts-to-be-c...
      en:to-be-completed,en:nutrition-facts-to-be-co...
      To be completed,Nutrition facts to be complete...
      NaN
      NaN
      http://en.openfoodfacts.org/images/products/00...
      http://en.openfoodfacts.org/images/products/00...
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      2
      0000000036252
      http://world-en.openfoodfacts.org/product/0000...
      tacinte
      1422221701
      2015-01-25T21:35:01Z
      1422221855
      2015-01-25T21:37:35Z
      Lion Peanut x2
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      Roissy,France
      NaN
      France
      en:france
      France
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      unknown
      unknown
      en:to-be-completed, en:nutrition-facts-to-be-c...
      en:to-be-completed,en:nutrition-facts-to-be-co...
      To be completed,Nutrition facts to be complete...
      NaN
      NaN
      http://en.openfoodfacts.org/images/products/00...
      http://en.openfoodfacts.org/images/products/00...
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
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      NaN
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      NaN
      NaN
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      NaN
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      NaN
      NaN
      NaN
      NaN
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      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      3
      0000000039259
      http://world-en.openfoodfacts.org/product/0000...
      tacinte
      1422221773
      2015-01-25T21:36:13Z
      1422221926
      2015-01-25T21:38:46Z
      Twix x2
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      Roissy,France
      NaN
      France
      en:france
      France
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      unknown
      unknown
      en:to-be-completed, en:nutrition-facts-to-be-c...
      en:to-be-completed,en:nutrition-facts-to-be-co...
      To be completed,Nutrition facts to be complete...
      NaN
      NaN
      http://en.openfoodfacts.org/images/products/00...
      http://en.openfoodfacts.org/images/products/00...
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
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      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
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      NaN
      NaN
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      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
    
    
      4
      0000000039529
      http://world-en.openfoodfacts.org/product/0000...
      teolemon
      1420147051
      2015-01-01T21:17:31Z
      1439141740
      2015-08-09T17:35:40Z
      Pack de 2 Twix
      NaN
      NaN
      NaN
      NaN
      Twix
      twix
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      France
      en:france
      France
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      unknown
      unknown
      en:to-be-completed, en:nutrition-facts-to-be-c...
      en:to-be-completed,en:nutrition-facts-to-be-co...
      To be completed,Nutrition facts to be complete...
      NaN
      NaN
      http://en.openfoodfacts.org/images/products/00...
      http://en.openfoodfacts.org/images/products/00...
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
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      NaN
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      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN
      NaN



In [9]:

    
pd.options.display.max_columns = 20

Data Pre-Processing

Trim Rows that have almost all null values



In [12]:

    
nullRowData = data.isnull().sum(axis=1).sort_values()



In [13]:

    
nullRowData









    Out[13]:





15042     67
14922     71
66501     72
55360     73
48028     73
53681     74
14983     74
66481     74
38499     75
34738     75
66926     75
14984     75
34739     76
14899     76
39994     76
42306     77
34734     77
23435     77
39977     77
23406     77
66483     77
39273     77
39245     77
51908     78
15007     78
55379     78
66572     78
19401     78
23413     78
2417      79
        ... 
65766    150
65609    150
40717    150
56678    150
71854    150
6752     150
6663     150
6660     150
6659     150
6606     150
6611     150
6613     150
6621     150
6631     150
10419    150
6641     150
6642     150
6643     150
6644     150
6645     150
6646     150
6650     150
58907    150
6651     150
6652     150
6653     150
6657     150
6658     150
6604     150
6722     150
dtype: int64



In [14]:

    
nullRowDataIndexReset = nullRowData.reset_index(drop=True)



In [15]:

    
nullRowDataIndexReset









    Out[15]:





0         67
1         71
2         72
3         73
4         73
5         74
6         74
7         74
8         75
9         75
10        75
11        75
12        76
13        76
14        76
15        77
16        77
17        77
18        77
19        77
20        77
21        77
22        77
23        78
24        78
25        78
26        78
27        78
28        78
29        79
        ... 
79440    150
79441    150
79442    150
79443    150
79444    150
79445    150
79446    150
79447    150
79448    150
79449    150
79450    150
79451    150
79452    150
79453    150
79454    150
79455    150
79456    150
79457    150
79458    150
79459    150
79460    150
79461    150
79462    150
79463    150
79464    150
79465    150
79466    150
79467    150
79468    150
79469    150
dtype: int64

There are 159 columns in the data, so it is clear from the graph below that many rows contain almost all null values.



In [662]:

    
plt.plot(nullRowDataIndexReset)
plt.ylabel('null column count')
plt.xlabel('row')
plt.title('Null Column Graph')
plt.show()



In [17]:

    
nullsPerRow = data.isnull().sum(axis=1)



In [18]:

    
nullsPerRow









    Out[18]:





0        133
1        144
2        140
3        140
4        139
5        120
6        123
7        135
8        119
9        119
10       141
11       107
12       107
13       140
14       109
15       110
16       111
17       109
18       122
19       144
20       124
21       116
22       134
23       144
24       144
25       113
26       113
27       128
28       136
29       136
        ... 
79440    144
79441    125
79442    144
79443    140
79444    139
79445    144
79446    133
79447    140
79448    144
79449    144
79450    146
79451    140
79452    144
79453    142
79454    143
79455    140
79456    140
79457    123
79458    128
79459    113
79460    123
79461    118
79462    140
79463    144
79464    120
79465    127
79466    110
79467    143
79468    126
79469    132
dtype: int64



In [19]:

    
dataMinusRows = data[nullsPerRow<120]



In [25]:

    
dataMinusRows.shape









    Out[25]:





(47586, 159)

Trim columns where almost all of the values are null



In [26]:

    
nullColumnData = dataMinusRows.isnull().sum(axis=0)



In [27]:

    
print nullColumnData.shape
print nullColumnData[:15]









    



(159,)
code                          0
url                           0
creator                       1
created_t                     1
created_datetime              1
last_modified_t               0
last_modified_datetime        0
product_name                161
generic_name              12991
quantity                    712
packaging                  1504
packaging_tags             1504
brands                      299
brands_tags                 299
categories                  829
dtype: int64



In [28]:

    
nullColumnDataSorted = nullColumnData.sort_values()
print nullColumnDataSorted.shape
print nullColumnDataSorted









    



(159,)
code                                         0
url                                          0
last_modified_t                              0
last_modified_datetime                       0
states_tags                                  0
states                                       0
pnns_groups_2                                0
states_en                                    0
creator                                      1
created_t                                    1
created_datetime                             1
countries_tags                              25
countries_en                                25
countries                                   25
product_name                               161
brands                                     299
brands_tags                                299
quantity                                   712
image_url                                  788
image_small_url                            788
pnns_groups_1                              804
main_category                              829
main_category_en                           829
categories                                 829
categories_en                              829
categories_tags                            829
packaging                                 1504
packaging_tags                            1504
ingredients_from_palm_oil_n               1864
additives_n                               1864
                                         ...  
nucleotides_100g                         47583
lauric-acid_100g                         47584
maltose_100g                             47584
myristic-acid_100g                       47585
arachidic-acid_100g                      47585
gamma-linolenic-acid_100g                47585
capric-acid_100g                         47585
caprylic-acid_100g                       47585
palmitic-acid_100g                       47585
stearic-acid_100g                        47585
chlorophyl_100g                          47586
allergens_en                             47586
ingredients_from_palm_oil                47586
cities                                   47586
nutrition_grade_uk                       47586
butyric-acid_100g                        47586
caproic-acid_100g                        47586
behenic-acid_100g                        47586
lignoceric-acid_100g                     47586
cerotic-acid_100g                        47586
melissic-acid_100g                       47586
dihomo-gamma-linolenic-acid_100g         47586
elaidic-acid_100g                        47586
gondoic-acid_100g                        47586
mead-acid_100g                           47586
erucic-acid_100g                         47586
nervonic-acid_100g                       47586
ingredients_that_may_be_from_palm_oil    47586
no_nutriments                            47586
montanic-acid_100g                       47586
dtype: int64

There are 47586 rows in the data, so it is clear from the graph below that many columns contain almost all null values.



In [663]:

    
plt.plot(nullColumnDataSorted.as_matrix())
plt.xlabel('Column')
plt.ylabel('Null Row Count')
plt.title('Null Rows Per Column')
plt.show()



In [212]:

    
dataMinusRowsAndColumns = dataMinusRows.T[nullColumnData <35000].T



In [213]:

    
dataMinusRowsAndColumns.shape









    Out[213]:





(47586, 66)

Predict Countries that Food is sold in

We attempt to predict which country a food is sold in based on its nutriment makeup. We will use classification methods to do this.

First, look examine the countries field to get a sense for the data



In [214]:

    
dataMinusRowsAndColumns.countries









    Out[214]:





8                       France
9               United Kingdom
11                 Royaume-Uni
12              United Kingdom
14                      France
15              United Kingdom
16                      España
17                      France
21                      France
25                     Germany
26                     Germany
33                      France
49       France,United Kingdom
51                      France
55                      France
73                  États-Unis
74          Royaume-Uni,France
86                      France
90              United Kingdom
93               United States
111             United Kingdom
112             United Kingdom
114              United States
115             United Kingdom
117                     France
125              United States
126              United States
127                     France
132             United Kingdom
134                     France
                 ...          
79379              New Zealand
79381                   France
79382                   France
79385                   France
79386                   France
79387                   France
79388                   France
79389                   France
79390                   France
79392                   France
79394                   France
79395                   France
79396                   France
79397                   France
79399                   France
79400                   France
79401                   France
79405                Australia
79409                   France
79410                   France
79411                   France
79412                   France
79414          Hong Kong,China
79428                   France
79430           United Kingdom
79432           United Kingdom
79433           United Kingdom
79459                   France
79461                   France
79466                   France
Name: countries, dtype: object

Foods sold in multiple countries



In [215]:

    
producedInMultipleCountries = np.sum(dataMinusRowsAndColumns.countries_en.str.contains(","))
producedInMultipleCountries









    Out[215]:





1351



In [216]:

    
producedInCountriesCount = dataMinusRowsAndColumns.countries_en.str.count(",")
sortedProducedInCountriesCount = producedInCountriesCount.sort_values().reset_index(drop=True)



In [217]:

    
sortedProducedInCountriesCount.plot()









    Out[217]:





<matplotlib.axes._subplots.AxesSubplot at 0x12ee886d0>

Some foods are sold in multiple countries. You can see in the graph above, that this is true for a small percentage of the data. For simplicity, we will remove these rows from our analysis.



In [34]:

    
#This is the percent of foods that are sold in multiple countries
float(producedInMultipleCountries) / dataMinusRowsAndColumns.shape[0]









    Out[34]:





0.030339098328799066



In [470]:

    
producedInOneCountry = dataMinusRowsAndColumns.countries_en.str.contains(",") == False
print producedInOneCountry.shape
print producedInOneCountry.head()









    



(47586,)
8     True
9     True
11    True
12    True
14    True
Name: countries_en, dtype: bool



In [471]:

    
singleCountryData = dataMinusRowsAndColumns[producedInOneCountry]
print singleCountryData.shape









    



(46210, 66)



In [472]:

    
#We will only use the numberic collumns that have to do with nutriment values for this prediction
singleCountryData.columns[55:]









    Out[472]:





Index([u'energy_100g', u'fat_100g', u'saturated-fat_100g',
       u'carbohydrates_100g', u'sugars_100g', u'fiber_100g', u'proteins_100g',
       u'salt_100g', u'sodium_100g', u'nutrition-score-fr_100g',
       u'nutrition-score-uk_100g'],
      dtype='object')



In [473]:

    
countriesRecords = singleCountryData.iloc[:,55:]
print countriesRecords.shape









    



(46210, 11)



In [474]:

    
countriesTarget = singleCountryData.countries_en
print countriesTarget.shape

Now deal with the null values by using the mean



In [475]:

    
numCols = countriesRecords.shape[1]
for i in range(numCols):
    currMean = countriesRecordsCopy.iloc[:,i].mean()
    countriesRecords.iloc[:,i].fillna(currMean, axis=0, inplace=True)



In [476]:

    
countriesRecords.head()









    Out[476]:






  
    
      
      energy_100g
      fat_100g
      saturated-fat_100g
      carbohydrates_100g
      sugars_100g
      fiber_100g
      proteins_100g
      salt_100g
      sodium_100g
      nutrition-score-fr_100g
      nutrition-score-uk_100g
    
  
  
    
      8
      1083.16219
      13.147361
      5.218562
      27.647402
      12.694918
      2.82028
      7.515199
      1.100207
      0.432134
      8.044746
      7.780121
    
    
      9
      1083.16219
      13.147361
      5.218562
      27.647402
      12.694918
      2.82028
      7.515199
      1.100207
      0.432134
      8.044746
      7.780121
    
    
      11
      1284.00000
      7.000000
      3.600000
      54.200000
      44.000000
      4.70000
      3.900000
      0.200000
      0.078740
      10.000000
      10.000000
    
    
      12
      1284.00000
      7.000000
      3.600000
      54.200000
      44.000000
      4.70000
      3.900000
      0.199898
      0.078700
      10.000000
      10.000000
    
    
      14
      177.00000
      0.000000
      0.000000
      10.400000
      10.400000
      0.00000
      0.000000
      0.025400
      0.010000
      13.000000
      2.000000



In [477]:

    
#define a function for normalization
def normalizeMatrix(df):
    return (df - df.min()) / (df.max() - df.min())



In [478]:

    
countriesRecords_norm = normalizeMatrix(countriesRecords)



In [479]:

    
print countriesRecords_norm.shape
print countriesTarget.shape









    



(46210, 11)
(46210,)



In [480]:

    
x_train, x_test, y_train, y_test = train_test_split(countriesRecords_norm, countriesTarget, test_size=0.2, random_state=33)
print x_train.shape
print y_train.shape
print x_test.shape
print y_test.shape









    



(36968, 11)
(36968,)
(9242, 11)
(9242,)

Nearest Centroid Classifier



In [664]:

    
def getPrototypeVectors(records, labels):
    classesDict = {}
    countDict = {}
    for i in labels.unique():
        classesDict[i] = np.zeros(records.shape[1])
        countDict[i] = 0
    for i in range(len(records)):
        currClass = labels.iloc[i]
        countDict[currClass] += 1
        classesDict[currClass] = classesDict[currClass] + records.iloc[i]
    for key,value in countDict.iteritems():
        classesDict[key] = classesDict[key] / value
    return classesDict



In [665]:

    
#define a function to calculate the distance between two vectors using 
#cosine similarity
def calcCosineSimilarity(x1, x2):
    x1Norm = np.linalg.norm(x1)
    x2Norm = np.linalg.norm(x2)
    sims = np.dot(x1,x2) / (x1Norm * x2Norm)
    return sims



In [666]:

    
def testNearestCentroid(test_set, classesDict):
    classifications = []
    for i in range(len(test_set)):
        currTest = test_set.iloc[i]
        maxSimilarity = -2
        classPredicion = ''
        for key, value in classesDict.iteritems():
            cosSimilarity = calcCosineSimilarity(value, currTest)
            if (cosSimilarity > maxSimilarity):
                maxSimilarity = cosSimilarity
                classPrediction = key
        classifications.append(classPrediction)
    return classifications



In [667]:

    
def calculateNearestCentroidCorrectness(classifications, real_labels):
    correctNumber = 0
    totalNumber = 0
    for i in range(len(classifications)):
        print ("predict: " + classifications[i])
        print ("real: " + real_labels.iloc[i])
        if classifications[i] == real_labels.iloc[i]:
            correctNumber += 1
        totalNumber += 1
    percentCorrect = float(correctNumber) / totalNumber
    return percentCorrect



In [668]:

    
prototypeVectors = getPrototypeVectors(x_train, y_train)



In [669]:

    
print prototypeVectors









    



{'Brazil': energy_100g                0.009180
fat_100g                   0.120532
saturated-fat_100g         0.056006
carbohydrates_100g         0.260546
sugars_100g                0.147677
fiber_100g                 0.044030
proteins_100g              0.075983
salt_100g                  0.018647
sodium_100g                0.018689
nutrition-score-fr_100g    0.460336
nutrition-score-uk_100g    0.475639
dtype: float64, 'Canada': energy_100g                0.006946
fat_100g                   0.099481
saturated-fat_100g         0.046570
carbohydrates_100g         0.172193
sugars_100g                0.151529
fiber_100g                 0.029313
proteins_100g              0.070222
salt_100g                  0.006737
sodium_100g                0.006747
nutrition-score-fr_100g    0.417159
nutrition-score-uk_100g    0.431490
dtype: float64, 'Qatar': energy_100g                0.005770
fat_100g                   0.230737
saturated-fat_100g         0.052186
carbohydrates_100g         0.088236
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.084391
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
dtype: float64, 'Italy': energy_100g                0.008507
fat_100g                   0.120276
saturated-fat_100g         0.059511
carbohydrates_100g         0.216024
sugars_100g                0.146018
fiber_100g                 0.030403
proteins_100g              0.081176
salt_100g                  0.007971
sodium_100g                0.007991
nutrition-score-fr_100g    0.468333
nutrition-score-uk_100g    0.485057
dtype: float64, 'Czech Republic': energy_100g                0.001173
fat_100g                   0.000000
saturated-fat_100g         0.000000
carbohydrates_100g         0.055754
sugars_100g                0.093523
fiber_100g                 0.029750
proteins_100g              0.000000
salt_100g                  0.000000
sodium_100g                0.000000
nutrition-score-fr_100g    0.544218
nutrition-score-uk_100g    0.333333
dtype: float64, 'Kenya': energy_100g                0.002943
fat_100g                   0.035000
saturated-fat_100g         0.052186
carbohydrates_100g         0.071429
sugars_100g                0.118483
fiber_100g                 0.029750
proteins_100g              0.050000
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 64524, dtype: float64, 'Lebanon': energy_100g                0.012379
fat_100g                   0.296500
saturated-fat_100g         0.061500
carbohydrates_100g         0.164568
sugars_100g                0.024171
fiber_100g                 0.053270
proteins_100g              0.205814
salt_100g                  0.006172
sodium_100g                0.006190
nutrition-score-fr_100g    0.326531
nutrition-score-uk_100g    0.340426
dtype: float64, 'Lithuania': energy_100g                0.007597
fat_100g                   0.072500
saturated-fat_100g         0.023500
carbohydrates_100g         0.222917
sugars_100g                0.088152
fiber_100g                 0.038609
proteins_100g              0.091279
salt_100g                  0.004813
sodium_100g                0.004828
nutrition-score-fr_100g    0.367347
nutrition-score-uk_100g    0.382979
dtype: float64, 'Singapore': energy_100g                0.003136
fat_100g                   0.017200
saturated-fat_100g         0.012700
carbohydrates_100g         0.145685
sugars_100g                0.076279
fiber_100g                 0.005380
proteins_100g              0.049477
salt_100g                  0.004252
sodium_100g                0.004264
nutrition-score-fr_100g    0.403518
nutrition-score-uk_100g    0.417874
dtype: float64, 'Luxembourg': energy_100g                0.006781
fat_100g                   0.139847
saturated-fat_100g         0.070494
carbohydrates_100g         0.107077
sugars_100g                0.087904
fiber_100g                 0.015980
proteins_100g              0.078825
salt_100g                  0.008931
sodium_100g                0.008955
nutrition-score-fr_100g    0.445510
nutrition-score-uk_100g    0.449177
dtype: float64, 'France': energy_100g                0.007867
fat_100g                   0.131375
saturated-fat_100g         0.051999
carbohydrates_100g         0.165681
sugars_100g                0.124265
fiber_100g                 0.029206
proteins_100g              0.089363
salt_100g                  0.010213
sodium_100g                0.010206
nutrition-score-fr_100g    0.452305
nutrition-score-uk_100g    0.465556
dtype: float64, 'Slovakia': energy_100g                0.008857
fat_100g                   0.167500
saturated-fat_100g         0.054500
carbohydrates_100g         0.160417
sugars_100g                0.034123
fiber_100g                 0.014875
proteins_100g              0.095349
salt_100g                  0.007710
sodium_100g                0.007733
nutrition-score-fr_100g    0.489796
nutrition-score-uk_100g    0.510638
dtype: float64, 'Peru': energy_100g                0.004518
fat_100g                   0.017150
saturated-fat_100g         0.052186
carbohydrates_100g         0.115022
sugars_100g                0.117038
fiber_100g                 0.031436
proteins_100g              0.064535
salt_100g                  0.005292
sodium_100g                0.005296
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
dtype: float64, 'Argentina': energy_100g                0.005928
fat_100g                   0.078750
saturated-fat_100g         0.014213
carbohydrates_100g         0.192879
sugars_100g                0.145272
fiber_100g                 0.018091
proteins_100g              0.025887
salt_100g                  0.004123
sodium_100g                0.004138
nutrition-score-fr_100g    0.467293
nutrition-score-uk_100g    0.468406
dtype: float64, 'Virgin Islands of the United States': energy_100g                0.004546
fat_100g                   0.000000
saturated-fat_100g         0.052186
carbohydrates_100g         0.220238
sugars_100g                0.345972
fiber_100g                 0.029750
proteins_100g              0.000000
salt_100g                  0.000237
sodium_100g                0.000238
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 5786, dtype: float64, 'Norway': energy_100g                0.007841
fat_100g                   0.131474
saturated-fat_100g         0.052186
carbohydrates_100g         0.164568
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.087386
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 76119, dtype: float64, 'Burkina Faso': energy_100g                0.001737
fat_100g                   0.001000
saturated-fat_100g         0.052186
carbohydrates_100g         0.081548
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.001395
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
dtype: float64, 'Togo': energy_100g                0.001658
fat_100g                   0.131474
saturated-fat_100g         0.052186
carbohydrates_100g         0.080357
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.087386
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 6878, dtype: float64, 'Israel': energy_100g                0.007286
fat_100g                   0.116095
saturated-fat_100g         0.031474
carbohydrates_100g         0.172080
sugars_100g                0.105743
fiber_100g                 0.045319
proteins_100g              0.058873
salt_100g                  0.011267
sodium_100g                0.011296
nutrition-score-fr_100g    0.490526
nutrition-score-uk_100g    0.506896
dtype: float64, 'Australia': energy_100g                0.007089
fat_100g                   0.108127
saturated-fat_100g         0.045420
carbohydrates_100g         0.162524
sugars_100g                0.142937
fiber_100g                 0.032062
proteins_100g              0.080774
salt_100g                  0.010805
sodium_100g                0.010831
nutrition-score-fr_100g    0.451119
nutrition-score-uk_100g    0.464565
dtype: float64, 'Algeria': energy_100g                0.004601
fat_100g                   0.073737
saturated-fat_100g         0.052186
carbohydrates_100g         0.095677
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.061135
salt_100g                  0.006447
sodium_100g                0.006454
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
dtype: float64, 'Cuba': energy_100g                0.006143
fat_100g                   0.098605
saturated-fat_100g         0.052186
carbohydrates_100g         0.136298
sugars_100g                0.115485
fiber_100g                 0.029750
proteins_100g              0.065540
salt_100g                  0.007737
sodium_100g                0.007742
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
dtype: float64, 'Malta': energy_100g                0.006045
fat_100g                   0.088000
saturated-fat_100g         0.023000
carbohydrates_100g         0.154762
sugars_100g                0.026540
fiber_100g                 0.015823
proteins_100g              0.048837
salt_100g                  0.011215
sodium_100g                0.011249
nutrition-score-fr_100g    0.387755
nutrition-score-uk_100g    0.404255
Name: 60752, dtype: float64, 'Turkey': energy_100g                0.006472
fat_100g                   0.133145
saturated-fat_100g         0.049611
carbohydrates_100g         0.220786
sugars_100g                0.165328
fiber_100g                 0.027164
proteins_100g              0.066839
salt_100g                  0.007753
sodium_100g                0.007769
nutrition-score-fr_100g    0.457203
nutrition-score-uk_100g    0.473140
dtype: float64, 'Venezuela': energy_100g                0.000724
fat_100g                   0.000000
saturated-fat_100g         0.000000
carbohydrates_100g         0.113095
sugars_100g                0.090047
fiber_100g                 0.029750
proteins_100g              0.069767
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 65615, dtype: float64, 'Austria': energy_100g                0.006546
fat_100g                   0.103165
saturated-fat_100g         0.035720
carbohydrates_100g         0.154744
sugars_100g                0.112127
fiber_100g                 0.033147
proteins_100g              0.069592
salt_100g                  0.037558
sodium_100g                0.037660
nutrition-score-fr_100g    0.443097
nutrition-score-uk_100g    0.448673
dtype: float64, 'French Polynesia': energy_100g                0.009281
fat_100g                   0.141737
saturated-fat_100g         0.037093
carbohydrates_100g         0.158177
sugars_100g                0.070592
fiber_100g                 0.029750
proteins_100g              0.122763
salt_100g                  0.005843
sodium_100g                0.005848
nutrition-score-fr_100g    0.378008
nutrition-score-uk_100g    0.391278
dtype: float64, 'Slovenia': energy_100g                0.013255
fat_100g                   0.162000
saturated-fat_100g         0.131000
carbohydrates_100g         0.397024
sugars_100g                0.300474
fiber_100g                 0.024262
proteins_100g              0.054651
salt_100g                  0.003738
sodium_100g                0.003750
nutrition-score-fr_100g    0.673469
nutrition-score-uk_100g    0.702128
Name: 52659, dtype: float64, 'Germany': energy_100g                0.007894
fat_100g                   0.145898
saturated-fat_100g         0.066116
carbohydrates_100g         0.141198
sugars_100g                0.123112
fiber_100g                 0.034427
proteins_100g              0.098616
salt_100g                  0.009885
sodium_100g                0.009913
nutrition-score-fr_100g    0.455227
nutrition-score-uk_100g    0.473910
dtype: float64, 'Martinique': energy_100g                0.011416
fat_100g                   0.789000
saturated-fat_100g         0.769000
carbohydrates_100g         0.019643
sugars_100g                0.018957
fiber_100g                 0.069620
proteins_100g              0.054651
salt_100g                  0.007477
sodium_100g                0.007499
nutrition-score-fr_100g    0.530612
nutrition-score-uk_100g    0.553191
Name: 33207, dtype: float64, 'Belgium': energy_100g                0.008301
fat_100g                   0.145823
saturated-fat_100g         0.057012
carbohydrates_100g         0.176314
sugars_100g                0.143071
fiber_100g                 0.029061
proteins_100g              0.077402
salt_100g                  0.009438
sodium_100g                0.009462
nutrition-score-fr_100g    0.483255
nutrition-score-uk_100g    0.490817
dtype: float64, 'Thailand': energy_100g                0.006255
fat_100g                   0.080195
saturated-fat_100g         0.033829
carbohydrates_100g         0.157371
sugars_100g                0.084298
fiber_100g                 0.018278
proteins_100g              0.087733
salt_100g                  0.057522
sodium_100g                0.057703
nutrition-score-fr_100g    0.463124
nutrition-score-uk_100g    0.466171
dtype: float64, 'Hong Kong': energy_100g                0.005205
fat_100g                   0.145400
saturated-fat_100g         0.049567
carbohydrates_100g         0.118730
sugars_100g                0.084992
fiber_100g                 0.018939
proteins_100g              0.023899
salt_100g                  0.003332
sodium_100g                0.003340
nutrition-score-fr_100g    0.457143
nutrition-score-uk_100g    0.443972
dtype: float64, 'Philippines': energy_100g                0.013320
fat_100g                   0.100000
saturated-fat_100g         0.080000
carbohydrates_100g         0.476190
sugars_100g                0.194313
fiber_100g                 0.084388
proteins_100g              0.093023
salt_100g                  0.011402
sodium_100g                0.011429
nutrition-score-fr_100g    0.612245
nutrition-score-uk_100g    0.638298
Name: 5404, dtype: float64, 'Spain': energy_100g                0.007246
fat_100g                   0.128589
saturated-fat_100g         0.042263
carbohydrates_100g         0.147944
sugars_100g                0.110424
fiber_100g                 0.034649
proteins_100g              0.073092
salt_100g                  0.011035
sodium_100g                0.011058
nutrition-score-fr_100g    0.413546
nutrition-score-uk_100g    0.426862
dtype: float64, 'Other-turquie': energy_100g                0.000703
fat_100g                   0.014600
saturated-fat_100g         0.000000
carbohydrates_100g         0.008452
sugars_100g                0.004739
fiber_100g                 0.014030
proteins_100g              0.011744
salt_100g                  0.011299
sodium_100g                0.011333
nutrition-score-fr_100g    0.367347
nutrition-score-uk_100g    0.382979
Name: 75842, dtype: float64, 'Ireland': energy_100g                0.010506
fat_100g                   0.306639
saturated-fat_100g         0.101169
carbohydrates_100g         0.164281
sugars_100g                0.174137
fiber_100g                 0.020405
proteins_100g              0.052376
salt_100g                  0.005718
sodium_100g                0.005730
nutrition-score-fr_100g    0.498803
nutrition-score-uk_100g    0.518420
dtype: float64, 'Netherlands': energy_100g                0.009184
fat_100g                   0.139827
saturated-fat_100g         0.053262
carbohydrates_100g         0.223548
sugars_100g                0.214036
fiber_100g                 0.035062
proteins_100g              0.082544
salt_100g                  0.013909
sodium_100g                0.013948
nutrition-score-fr_100g    0.518609
nutrition-score-uk_100g    0.536591
dtype: float64, 'Denmark': energy_100g                0.007672
fat_100g                   0.092804
saturated-fat_100g         0.040531
carbohydrates_100g         0.221775
sugars_100g                0.245121
fiber_100g                 0.033172
proteins_100g              0.073330
salt_100g                  0.027923
sodium_100g                0.028003
nutrition-score-fr_100g    0.503604
nutrition-score-uk_100g    0.523783
dtype: float64, 'Poland': energy_100g                0.008505
fat_100g                   0.161157
saturated-fat_100g         0.056327
carbohydrates_100g         0.168717
sugars_100g                0.198493
fiber_100g                 0.027401
proteins_100g              0.062909
salt_100g                  0.006677
sodium_100g                0.006686
nutrition-score-fr_100g    0.492943
nutrition-score-uk_100g    0.511292
dtype: float64, 'Indonesia': energy_100g                0.007910
fat_100g                   0.111884
saturated-fat_100g         0.066748
carbohydrates_100g         0.205884
sugars_100g                0.199213
fiber_100g                 0.029750
proteins_100g              0.072234
salt_100g                  0.008583
sodium_100g                0.008588
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
dtype: float64, 'Cambodia': energy_100g                0.005784
fat_100g                   0.066237
saturated-fat_100g         0.026093
carbohydrates_100g         0.172321
sugars_100g                0.128412
fiber_100g                 0.015402
proteins_100g              0.044186
salt_100g                  0.016712
sodium_100g                0.016762
nutrition-score-fr_100g    0.388212
nutrition-score-uk_100g    0.401916
dtype: float64, 'New Caledonia': energy_100g                0.009957
fat_100g                   0.243389
saturated-fat_100g         0.055274
carbohydrates_100g         0.108741
sugars_100g                0.086417
fiber_100g                 0.029750
proteins_100g              0.039838
salt_100g                  0.004412
sodium_100g                0.004416
nutrition-score-fr_100g    0.371611
nutrition-score-uk_100g    0.420341
dtype: float64, 'Aruba': energy_100g                0.014478
fat_100g                   0.173000
saturated-fat_100g         0.080000
carbohydrates_100g         0.416667
sugars_100g                0.080569
fiber_100g                 0.014768
proteins_100g              0.093023
salt_100g                  0.016546
sodium_100g                0.016595
nutrition-score-fr_100g    0.673469
nutrition-score-uk_100g    0.702128
Name: 5276, dtype: float64, 'United States': energy_100g                0.008588
fat_100g                   0.138017
saturated-fat_100g         0.052676
carbohydrates_100g         0.209441
sugars_100g                0.152268
fiber_100g                 0.032030
proteins_100g              0.080104
salt_100g                  0.011353
sodium_100g                0.011383
nutrition-score-fr_100g    0.466346
nutrition-score-uk_100g    0.482836
dtype: float64, 'Sweden': energy_100g                0.006153
fat_100g                   0.039750
saturated-fat_100g         0.029500
carbohydrates_100g         0.223512
sugars_100g                0.240284
fiber_100g                 0.021731
proteins_100g              0.034884
salt_100g                  0.003622
sodium_100g                0.003632
nutrition-score-fr_100g    0.448980
nutrition-score-uk_100g    0.468085
dtype: float64, 'R\xc3\xa9union': energy_100g                0.003743
fat_100g                   0.031381
saturated-fat_100g         0.026455
carbohydrates_100g         0.139039
sugars_100g                0.146970
fiber_100g                 0.019584
proteins_100g              0.031748
salt_100g                  0.003159
sodium_100g                0.003161
nutrition-score-fr_100g    0.384422
nutrition-score-uk_100g    0.340301
dtype: float64, 'French Guiana': energy_100g                0.006124
fat_100g                   0.082505
saturated-fat_100g         0.043565
carbohydrates_100g         0.139509
sugars_100g                0.103986
fiber_100g                 0.031937
proteins_100g              0.093832
salt_100g                  0.010240
sodium_100g                0.010257
nutrition-score-fr_100g    0.417849
nutrition-score-uk_100g    0.430406
dtype: float64, 'Saint Pierre and Miquelon': energy_100g                0.005530
fat_100g                   0.091030
saturated-fat_100g         0.033881
carbohydrates_100g         0.155578
sugars_100g                0.111012
fiber_100g                 0.023250
proteins_100g              0.053015
salt_100g                  0.006045
sodium_100g                0.006055
nutrition-score-fr_100g    0.413722
nutrition-score-uk_100g    0.412554
dtype: float64, 'Finland': energy_100g                0.012183
fat_100g                   0.185000
saturated-fat_100g         0.136593
carbohydrates_100g         0.339583
sugars_100g                0.279123
fiber_100g                 0.029750
proteins_100g              0.013372
salt_100g                  0.005141
sodium_100g                0.005144
nutrition-score-fr_100g    0.643314
nutrition-score-uk_100g    0.667874
dtype: float64, 'Japan': energy_100g                0.008512
fat_100g                   0.149167
saturated-fat_100g         0.067488
carbohydrates_100g         0.248016
sugars_100g                0.271216
fiber_100g                 0.039875
proteins_100g              0.072287
salt_100g                  0.041667
sodium_100g                0.041790
nutrition-score-fr_100g    0.510965
nutrition-score-uk_100g    0.528016
dtype: float64, 'Switzerland': energy_100g                0.007220
fat_100g                   0.112648
saturated-fat_100g         0.043237
carbohydrates_100g         0.158112
sugars_100g                0.098872
fiber_100g                 0.026019
proteins_100g              0.092324
salt_100g                  0.009811
sodium_100g                0.009837
nutrition-score-fr_100g    0.412633
nutrition-score-uk_100g    0.424927
dtype: float64, 'New Zealand': energy_100g                0.009254
fat_100g                   0.140830
saturated-fat_100g         0.037887
carbohydrates_100g         0.200786
sugars_100g                0.170598
fiber_100g                 0.037005
proteins_100g              0.097126
salt_100g                  0.011349
sodium_100g                0.011383
nutrition-score-fr_100g    0.471313
nutrition-score-uk_100g    0.493778
dtype: float64, 'Guadeloupe': energy_100g                0.006757
fat_100g                   0.098411
saturated-fat_100g         0.047084
carbohydrates_100g         0.153465
sugars_100g                0.111010
fiber_100g                 0.027248
proteins_100g              0.080082
salt_100g                  0.008230
sodium_100g                0.008243
nutrition-score-fr_100g    0.436986
nutrition-score-uk_100g    0.432574
dtype: float64, 'European Union': energy_100g                0.011083
fat_100g                   0.020000
saturated-fat_100g         0.006000
carbohydrates_100g         0.410714
sugars_100g                0.046445
fiber_100g                 0.105485
proteins_100g              0.139535
salt_100g                  0.002616
sodium_100g                0.002624
nutrition-score-fr_100g    0.183673
nutrition-score-uk_100g    0.191489
Name: 58232, dtype: float64, 'Russia': energy_100g                0.008042
fat_100g                   0.142613
saturated-fat_100g         0.057563
carbohydrates_100g         0.185674
sugars_100g                0.163638
fiber_100g                 0.031267
proteins_100g              0.084044
salt_100g                  0.009450
sodium_100g                0.009460
nutrition-score-fr_100g    0.480058
nutrition-score-uk_100g    0.495582
dtype: float64, 'Bulgaria': energy_100g                0.007511
fat_100g                   0.171000
saturated-fat_100g         0.071796
carbohydrates_100g         0.115850
sugars_100g                0.213629
fiber_100g                 0.039242
proteins_100g              0.058704
salt_100g                  0.008836
sodium_100g                0.008842
nutrition-score-fr_100g    0.461424
nutrition-score-uk_100g    0.476233
dtype: float64, 'Mauritius': energy_100g                0.011626
fat_100g                   0.131474
saturated-fat_100g         0.052186
carbohydrates_100g         0.164568
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.087386
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 64571, dtype: float64, 'Romania': energy_100g                0.011557
fat_100g                   0.151960
saturated-fat_100g         0.054413
carbohydrates_100g         0.309274
sugars_100g                0.253649
fiber_100g                 0.026129
proteins_100g              0.065935
salt_100g                  0.006291
sodium_100g                0.006304
nutrition-score-fr_100g    0.524544
nutrition-score-uk_100g    0.545565
dtype: float64, 'fr:Quebec': energy_100g                0.008743
fat_100g                   0.116925
saturated-fat_100g         0.045244
carbohydrates_100g         0.225890
sugars_100g                0.227986
fiber_100g                 0.024252
proteins_100g              0.042620
salt_100g                  0.008056
sodium_100g                0.008060
nutrition-score-fr_100g    0.374017
nutrition-score-uk_100g    0.386555
dtype: float64, 'Portugal': energy_100g                0.007846
fat_100g                   0.121165
saturated-fat_100g         0.047741
carbohydrates_100g         0.184608
sugars_100g                0.130236
fiber_100g                 0.028302
proteins_100g              0.077693
salt_100g                  0.012367
sodium_100g                0.012399
nutrition-score-fr_100g    0.443106
nutrition-score-uk_100g    0.455881
dtype: float64, 'South Africa': energy_100g                0.009121
fat_100g                   0.191520
saturated-fat_100g         0.048200
carbohydrates_100g         0.149345
sugars_100g                0.094427
fiber_100g                 0.038334
proteins_100g              0.101744
salt_100g                  0.005373
sodium_100g                0.005387
nutrition-score-fr_100g    0.440908
nutrition-score-uk_100g    0.448468
dtype: float64, 'Tunisia': energy_100g                0.011235
fat_100g                   0.234757
saturated-fat_100g         0.054447
carbohydrates_100g         0.244465
sugars_100g                0.150161
fiber_100g                 0.035362
proteins_100g              0.083212
salt_100g                  0.008406
sodium_100g                0.008417
nutrition-score-fr_100g    0.473940
nutrition-score-uk_100g    0.489847
dtype: float64, 'United Arab Emirates': energy_100g                0.008660
fat_100g                   0.104333
saturated-fat_100g         0.035667
carbohydrates_100g         0.255159
sugars_100g                0.363665
fiber_100g                 0.048243
proteins_100g              0.051997
salt_100g                  0.001841
sodium_100g                0.001843
nutrition-score-fr_100g    0.313230
nutrition-score-uk_100g    0.324682
dtype: float64, "C\xc3\xb4te d'Ivoire": energy_100g                0.026785
fat_100g                   1.000000
saturated-fat_100g         0.052186
carbohydrates_100g         0.000000
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.000000
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 64703, dtype: float64, 'Mexico': energy_100g                0.004709
fat_100g                   0.065067
saturated-fat_100g         0.032651
carbohydrates_100g         0.136658
sugars_100g                0.099671
fiber_100g                 0.021730
proteins_100g              0.031115
salt_100g                  0.009734
sodium_100g                0.009758
nutrition-score-fr_100g    0.416781
nutrition-score-uk_100g    0.433192
dtype: float64, 'India': energy_100g                0.005341
fat_100g                   0.167118
saturated-fat_100g         0.039046
carbohydrates_100g         0.269416
sugars_100g                0.168471
fiber_100g                 0.035972
proteins_100g              0.120102
salt_100g                  0.004927
sodium_100g                0.004935
nutrition-score-fr_100g    0.403290
nutrition-score-uk_100g    0.419043
dtype: float64, 'United Kingdom': energy_100g                0.007857
fat_100g                   0.136755
saturated-fat_100g         0.056592
carbohydrates_100g         0.162192
sugars_100g                0.153751
fiber_100g                 0.024073
proteins_100g              0.082623
salt_100g                  0.006915
sodium_100g                0.006941
nutrition-score-fr_100g    0.445599
nutrition-score-uk_100g    0.462558
dtype: float64, 'Taiwan': energy_100g                0.003026
fat_100g                   0.000000
saturated-fat_100g         0.052186
carbohydrates_100g         0.005952
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.000000
salt_100g                  0.010282
sodium_100g                0.010289
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
Name: 57025, dtype: float64, 'Senegal': energy_100g                0.010287
fat_100g                   0.194146
saturated-fat_100g         0.056157
carbohydrates_100g         0.174284
sugars_100g                0.112974
fiber_100g                 0.028159
proteins_100g              0.084030
salt_100g                  0.009925
sodium_100g                0.009937
nutrition-score-fr_100g    0.452892
nutrition-score-uk_100g    0.475583
dtype: float64, 'China': energy_100g                0.010004
fat_100g                   0.166500
saturated-fat_100g         0.052186
carbohydrates_100g         0.240476
sugars_100g                0.125070
fiber_100g                 0.029750
proteins_100g              0.049419
salt_100g                  0.001780
sodium_100g                0.001786
nutrition-score-fr_100g    0.449893
nutrition-score-uk_100g    0.463407
dtype: float64, 'Colombia': energy_100g                0.004194
fat_100g                   0.082043
saturated-fat_100g         0.039418
carbohydrates_100g         0.102232
sugars_100g                0.124159
fiber_100g                 0.020149
proteins_100g              0.056192
salt_100g                  0.003779
sodium_100g                0.003790
nutrition-score-fr_100g    0.408620
nutrition-score-uk_100g    0.423193
dtype: float64, 'Greece': energy_100g                0.008730
fat_100g                   0.137347
saturated-fat_100g         0.067657
carbohydrates_100g         0.171632
sugars_100g                0.097626
fiber_100g                 0.029537
proteins_100g              0.104937
salt_100g                  0.006741
sodium_100g                0.006759
nutrition-score-fr_100g    0.477825
nutrition-score-uk_100g    0.496469
dtype: float64, 'Hungary': energy_100g                0.015123
fat_100g                   0.327250
saturated-fat_100g         0.138093
carbohydrates_100g         0.240774
sugars_100g                0.081493
fiber_100g                 0.049421
proteins_100g              0.158140
salt_100g                  0.005889
sodium_100g                0.005894
nutrition-score-fr_100g    0.510661
nutrition-score-uk_100g    0.529576
dtype: float64, 'South Korea': energy_100g                0.011064
fat_100g                   0.133333
saturated-fat_100g         0.050333
carbohydrates_100g         0.321429
sugars_100g                0.052133
fiber_100g                 0.019833
proteins_100g              0.085271
salt_100g                  0.019307
sodium_100g                0.019365
nutrition-score-fr_100g    0.551020
nutrition-score-uk_100g    0.574468
dtype: float64}



In [670]:

    
test_classifications = testNearestCentroid(x_test, prototypeVectors)
test_classifications[:5]









    Out[670]:





['Qatar', 'Slovenia', 'Aruba', 'Kenya', 'Slovakia']



In [671]:

    
correct_test_percent = calculateNearestCentroidCorrectness(test_classifications, y_test)









    



predict: Qatar
real: France
predict: Slovenia
real: France
predict: Aruba
real: France
predict: Kenya
real: Germany
predict: Slovakia
real: France
predict: Luxembourg
real: France
predict: Czech Republic
real: France
predict: Other-turquie
real: United States
predict: Lebanon
real: Cambodia
predict: Luxembourg
real: France
predict: French Polynesia
real: France
predict: Virgin Islands of the United States
real: France
predict: French Polynesia
real: Switzerland
predict: Other-turquie
real: Spain
predict: Sweden
real: France
predict: United Arab Emirates
real: France
predict: Malta
real: France
predict: French Guiana
real: France
predict: French Polynesia
real: France
predict: South Korea
real: Spain
predict: Japan
real: France
predict: Philippines
real: France
predict: Lebanon
real: Germany
predict: Czech Republic
real: France
predict: Czech Republic
real: France
predict: New Caledonia
real: France
predict: Luxembourg
real: France
predict: Kenya
real: Germany
predict: Tunisia
real: France
predict: European Union
real: Germany
predict: European Union
real: France
predict: Other-turquie
real: France
predict: Senegal
real: France
predict: Norway
real: United Kingdom
predict: Hungary
real: United States
predict: Other-turquie
real: France
predict: Burkina Faso
real: United States
predict: French Polynesia
real: France
predict: Côte d'Ivoire
real: France
predict: Virgin Islands of the United States
real: France
predict: Togo
real: France
predict: Norway
real: France
predict: Czech Republic
real: Australia
predict: Norway
real: France
predict: Luxembourg
real: France
predict: United Arab Emirates
real: France
predict: European Union
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Burkina Faso
real: France
predict: New Caledonia
real: Saint Pierre and Miquelon
predict: European Union
real: France
predict: Peru
real: France
predict: Peru
real: Belgium
predict: Slovakia
real: France
predict: Togo
real: Russia
predict: Qatar
real: France
predict: Venezuela
real: France
predict: Réunion
real: France
predict: India
real: France
predict: fr:Quebec
real: United States
predict: Virgin Islands of the United States
real: France
predict: Philippines
real: France
predict: Philippines
real: France
predict: Kenya
real: Switzerland
predict: Venezuela
real: France
predict: French Guiana
real: France
predict: Venezuela
real: France
predict: Malta
real: France
predict: fr:Quebec
real: France
predict: Norway
real: France
predict: Burkina Faso
real: Russia
predict: Luxembourg
real: France
predict: Philippines
real: Australia
predict: Lithuania
real: France
predict: Luxembourg
real: United States
predict: fr:Quebec
real: France
predict: Ireland
real: Spain
predict: Venezuela
real: France
predict: Norway
real: France
predict: Poland
real: France
predict: Norway
real: Spain
predict: Slovakia
real: France
predict: Peru
real: France
predict: Norway
real: Spain
predict: New Caledonia
real: France
predict: Thailand
real: Portugal
predict: Hong Kong
real: France
predict: Côte d'Ivoire
real: France
predict: Venezuela
real: France
predict: Norway
real: France
predict: Philippines
real: France
predict: Venezuela
real: France
predict: Luxembourg
real: Germany
predict: Other-turquie
real: United States
predict: Côte d'Ivoire
real: France
predict: Tunisia
real: Spain
predict: Peru
real: Spain
predict: United Arab Emirates
real: France
predict: Brazil
real: France
predict: Côte d'Ivoire
real: France
predict: Martinique
real: Germany
predict: Venezuela
real: France
predict: Luxembourg
real: France
predict: Sweden
real: United States
predict: Burkina Faso
real: United Kingdom
predict: Burkina Faso
real: France
predict: Hong Kong
real: France
predict: Norway
real: Spain
predict: Kenya
real: France
predict: New Caledonia
real: France
predict: Burkina Faso
real: Australia
predict: Norway
real: France
predict: United Arab Emirates
real: Germany
predict: Malta
real: Switzerland
predict: Singapore
real: France
predict: Slovakia
real: United States
predict: Togo
real: France
predict: French Polynesia
real: United States
predict: Other-turquie
real: France
predict: Qatar
real: France
predict: Indonesia
real: Switzerland
predict: Togo
real: France
predict: Other-turquie
real: United States
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Kenya
real: France
predict: Other-turquie
real: France
predict: Colombia
real: France
predict: Other-turquie
real: France
predict: Slovakia
real: Australia
predict: Luxembourg
real: France
predict: Togo
real: Germany
predict: Bulgaria
real: France
predict: Czech Republic
real: Spain
predict: Réunion
real: Belgium
predict: Virgin Islands of the United States
real: France
predict: Norway
real: France
predict: Romania
real: France
predict: New Caledonia
real: France
predict: Bulgaria
real: France
predict: French Guiana
real: France
predict: Other-turquie
real: United Kingdom
predict: Luxembourg
real: France
predict: Colombia
real: France
predict: Ireland
real: France
predict: Czech Republic
real: France
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predict: Other-turquie
real: France
predict: Denmark
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Luxembourg
real: France
predict: Other-turquie
real: France
predict: Czech Republic
real: France
predict: Other-turquie
real: France
predict: India
real: Italy
predict: Côte d'Ivoire
real: France
predict: Poland
real: France
predict: Romania
real: France
predict: Venezuela
real: France
predict: Other-turquie
real: France
predict: Peru
real: France
predict: Luxembourg
real: France
predict: Taiwan
real: Spain
predict: Philippines
real: France
predict: Greece
real: France
predict: Algeria
real: France
predict: United Arab Emirates
real: France
predict: New Caledonia
real: France
predict: Qatar
real: France
predict: Togo
real: France
predict: Norway
real: Spain
predict: fr:Quebec
real: France
predict: Sweden
real: United States
predict: Luxembourg
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Hungary
real: Germany
predict: Togo
real: Belgium
predict: Malta
real: Switzerland
predict: Luxembourg
real: France
predict: Hungary
real: France
predict: European Union
real: France
predict: Norway
real: France
predict: Slovakia
real: France
predict: Virgin Islands of the United States
real: France
predict: Venezuela
real: France
predict: Sweden
real: France
predict: India
real: Spain
predict: Luxembourg
real: France
predict: Burkina Faso
real: France
predict: Venezuela
real: France
predict: French Polynesia
real: France
predict: Philippines
real: Belgium
predict: Norway
real: France
predict: Malta
real: Belgium
predict: Luxembourg
real: France
predict: Czech Republic
real: France
predict: Other-turquie
real: Spain
predict: European Union
real: France
predict: Colombia
real: France
predict: Qatar
real: France
predict: Czech Republic
real: France
predict: Norway
real: France
predict: Philippines
real: France
predict: Norway
real: France
predict: Italy
real: France
predict: Other-turquie
real: France
predict: Virgin Islands of the United States
real: United Kingdom
predict: Aruba
real: France
predict: United Arab Emirates
real: France
predict: Other-turquie
real: France
predict: Hungary
real: France
predict: Norway
real: Senegal
predict: Norway
real: France
predict: Norway
real: France
predict: Togo
real: Belgium
predict: Slovakia
real: France
predict: Norway
real: France
predict: Slovakia
real: France
predict: Norway
real: France
predict: Other-turquie
real: France
predict: Other-turquie
real: France
predict: Venezuela
real: France
predict: Slovakia
real: France
predict: Venezuela
real: France
predict: Norway
real: France
predict: Bulgaria
real: France
predict: Norway
real: France
predict: Luxembourg
real: Germany
predict: United Arab Emirates
real: France
predict: Czech Republic
real: France
predict: Kenya
real: France
predict: Venezuela
real: France
predict: European Union
real: France
predict: Philippines
real: France
predict: Kenya
real: Belgium
predict: Czech Republic
real: France
predict: South Africa
real: France
predict: Hong Kong
real: France
predict: Luxembourg
real: France
predict: Senegal
real: France
predict: Norway
real: France
predict: Venezuela
real: United States
predict: Kenya
real: Germany
predict: European Union
real: United States
predict: United Arab Emirates
real: France
predict: Finland
real: Belgium
predict: Luxembourg
real: France
predict: Luxembourg
real: France
predict: Other-turquie
real: Spain
predict: Bulgaria
real: France
predict: Venezuela
real: France
predict: Czech Republic
real: France
predict: Luxembourg
real: France
predict: Philippines
real: Spain
predict: Turkey
real: France
predict: Other-turquie
real: France
predict: Romania
real: France
predict: Togo
real: France
predict: Luxembourg
real: France
predict: Norway
real: Spain
predict: Togo
real: France
predict: Peru
real: Spain
predict: Norway
real: France
predict: Norway
real: France
predict: Bulgaria
real: Germany
predict: Burkina Faso
real: France
predict: Sweden
real: Spain
predict: Aruba
real: United Kingdom
predict: Taiwan
real: France
predict: Thailand
real: Germany
predict: Kenya
real: Bulgaria
predict: Philippines
real: France
predict: Luxembourg
real: France
predict: Togo
real: France
predict: Other-turquie
real: Australia
predict: Kenya
real: Portugal
predict: Luxembourg
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Other-turquie
real: France
predict: Venezuela
real: Australia
predict: Norway
real: Belgium
predict: European Union
real: France
predict: Kenya
real: France
predict: Qatar
real: France
predict: Norway
real: France
predict: Hong Kong
real: France
predict: Czech Republic
real: France
predict: South Korea
real: France
predict: Lebanon
real: France
predict: Virgin Islands of the United States
real: France
predict: Bulgaria
real: France
predict: Hungary
real: France
predict: Colombia
real: France
predict: Peru
real: Germany
predict: Malta
real: France
predict: French Guiana
real: Belgium
predict: Luxembourg
real: France
predict: Ireland
real: Australia
predict: Algeria
real: France
predict: Norway
real: France
predict: Norway
real: France
predict: fr:Quebec
real: France
predict: Philippines
real: France
predict: French Polynesia
real: France
predict: South Korea
real: United States
predict: Czech Republic
real: France
predict: Romania
real: France
predict: Kenya
real: France
predict: Kenya
real: France
predict: Venezuela
real: France
predict: European Union
real: France
predict: Taiwan
real: Spain
predict: United Arab Emirates
real: France
predict: South Korea
real: Switzerland
predict: Venezuela
real: France
predict: Luxembourg
real: Spain
predict: Venezuela
real: France
predict: Hungary
real: Spain
predict: Other-turquie
real: France
predict: Tunisia
real: United States
predict: South Africa
real: Germany
predict: Other-turquie
real: France
predict: Togo
real: France
predict: Finland
real: France
predict: Lithuania
real: France
predict: Philippines
real: France
predict: Qatar
real: France
predict: South Korea
real: France
predict: Norway
real: France
predict: Slovakia
real: France
predict: Sweden
real: France
predict: French Polynesia
real: France
predict: Norway
real: France
predict: Qatar
real: France
predict: Malta
real: French Guiana
predict: Norway
real: France
predict: Colombia
real: France
predict: Norway
real: Ireland
predict: Lithuania
real: France
predict: Togo
real: France
predict: Mexico
real: France
predict: Luxembourg
real: France
predict: Other-turquie
real: France
predict: Colombia
real: France
predict: Norway
real: France
predict: Cambodia
real: France
predict: Aruba
real: France
predict: European Union
real: France
predict: Norway
real: Spain
predict: Luxembourg
real: France
predict: Finland
real: France
predict: Qatar
real: France
predict: Martinique
real: France
predict: Norway
real: France
predict: Norway
real: France
predict: Aruba
real: Spain
predict: Luxembourg
real: United States
predict: Other-turquie
real: France
predict: Norway
real: France
predict: Sweden
real: France
predict: South Korea
real: Spain
predict: Colombia
real: France
predict: Venezuela
real: France
predict: Burkina Faso
real: France
predict: Denmark
real: Spain
predict: Bulgaria
real: United Kingdom
predict: Singapore
real: Spain
predict: Norway
real: France
predict: Virgin Islands of the United States
real: France
predict: Norway
real: France
predict: Canada
real: France
predict: Norway
real: France
predict: Luxembourg
real: France
predict: Lebanon
real: United States
predict: Sweden
real: France
predict: Kenya
real: Italy
predict: Other-turquie
real: France
predict: Norway
real: France
predict: Slovenia
real: France
predict: Burkina Faso
real: France
predict: Singapore
real: France
predict: Virgin Islands of the United States
real: France
predict: Ireland
real: France
predict: Norway
real: Spain
predict: Norway
real: France
predict: Burkina Faso
real: Germany
predict: Other-turquie
real: Portugal
predict: Czech Republic
real: France
predict: French Guiana
real: France
predict: Norway
real: Spain
predict: Other-turquie
real: France
predict: Burkina Faso
real: Spain
predict: South Korea
real: France
predict: Other-turquie
real: Germany
predict: Czech Republic
real: France
predict: Bulgaria
real: France
predict: Netherlands
real: France
predict: Burkina Faso
real: France
predict: Norway
real: France
predict: Norway
real: France
predict: Lebanon
real: Spain
predict: Hungary
real: France
predict: Taiwan
real: France
predict: Slovenia
real: Portugal
predict: Czech Republic
real: France
predict: China
real: France
predict: European Union
real: United States
predict: Norway
real: France
predict: Taiwan
real: France
predict: Burkina Faso
real: France
predict: European Union
real: Germany
predict: Togo
real: Germany
predict: Hong Kong
real: France
predict: Aruba
real: France
predict: Philippines
real: France
predict: Virgin Islands of the United States
real: France
predict: Czech Republic
real: France
predict: Aruba
real: France
predict: French Polynesia
real: France
predict: Venezuela
real: France
predict: Slovakia
real: France
predict: Philippines
real: France
predict: Bulgaria
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Other-turquie
real: France
predict: Norway
real: Portugal
predict: Martinique
real: France
predict: Peru
real: France
predict: Lithuania
real: France
predict: French Polynesia
real: Portugal
predict: Virgin Islands of the United States
real: France
predict: Togo
real: France
predict: Ireland
real: United Kingdom
predict: Luxembourg
real: France
predict: European Union
real: France
predict: Venezuela
real: France
predict: South Korea
real: France
predict: Norway
real: France
predict: Singapore
real: France
predict: Venezuela
real: France
predict: Aruba
real: France
predict: Philippines
real: Côte d'Ivoire
predict: Norway
real: Spain
predict: Slovakia
real: France
predict: French Guiana
real: France
predict: Réunion
real: France
predict: Philippines
real: France
predict: Norway
real: France



In [672]:

    
correct_test_percent









    Out[672]:





0.0006492101276779918



In [673]:

    
train_classifications = testNearestCentroid(x_train, prototypeVectors)
train_classifications[:5]









    Out[673]:





['Norway', 'Kenya', 'India', 'Czech Republic', 'Venezuela']



In [674]:

    
#Just scanning the list below, it's easy to see that the classifier is guessing countries incorrectly most times
#because it is guessing a country that is not France, and the right answer is usually France
correct_train_percent = calculateNearestCentroidCorrectness(test_classifications, y_train)









    



predict: Qatar
real: France
predict: Slovenia
real: France
predict: Aruba
real: France
predict: Kenya
real: Germany
predict: Slovakia
real: France
predict: Luxembourg
real: France
predict: Czech Republic
real: France
predict: Other-turquie
real: Italy
predict: Lebanon
real: France
predict: Luxembourg
real: France
predict: French Polynesia
real: Spain
predict: Virgin Islands of the United States
real: France
predict: French Polynesia
real: France
predict: Other-turquie
real: France
predict: Sweden
real: Germany
predict: United Arab Emirates
real: France
predict: Malta
real: France
predict: French Guiana
real: France
predict: French Polynesia
real: France
predict: South Korea
real: France
predict: Japan
real: France
predict: Philippines
real: France
predict: Lebanon
real: Switzerland
predict: Czech Republic
real: Austria
predict: Czech Republic
real: France
predict: New Caledonia
real: France
predict: Luxembourg
real: France
predict: Kenya
real: France
predict: Tunisia
real: France
predict: European Union
real: France
predict: European Union
real: France
predict: Other-turquie
real: Germany
predict: Senegal
real: Australia
predict: Norway
real: France
predict: Hungary
real: France
predict: Other-turquie
real: France
predict: Burkina Faso
real: France
predict: French Polynesia
real: Spain
predict: Côte d'Ivoire
real: Spain
predict: Virgin Islands of the United States
real: France
predict: Togo
real: France
predict: Norway
real: United States
predict: Czech Republic
real: France
predict: Norway
real: France
predict: Luxembourg
real: Germany
predict: United Arab Emirates
real: Germany
predict: European Union
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Burkina Faso
real: Belgium
predict: New Caledonia
real: France
predict: European Union
real: France
predict: Peru
real: France
predict: Peru
real: France
predict: Slovakia
real: France
predict: Togo
real: France
predict: Qatar
real: France
predict: Venezuela
real: France
predict: Réunion
real: France
predict: India
real: Australia
predict: fr:Quebec
real: France
predict: Virgin Islands of the United States
real: France
predict: Philippines
real: France
predict: Philippines
real: France
predict: Kenya
real: France
predict: Venezuela
real: Spain
predict: French Guiana
real: Spain
predict: Venezuela
real: France
predict: Malta
real: France
predict: fr:Quebec
real: France
predict: Norway
real: Germany
predict: Burkina Faso
real: Germany
predict: Luxembourg
real: France
predict: Philippines
real: Spain
predict: Lithuania
real: France
predict: Luxembourg
real: United States
predict: fr:Quebec
real: France
predict: Ireland
real: Australia
predict: Venezuela
real: France
predict: Norway
real: France
predict: Poland
real: Spain
predict: Norway
real: France
predict: Slovakia
real: France
predict: Peru
real: France
predict: Norway
real: France
predict: New Caledonia
real: Australia
predict: Thailand
real: Germany
predict: Hong Kong
real: France
predict: Côte d'Ivoire
real: France
predict: Venezuela
real: France
predict: Norway
real: France
predict: Philippines
real: France
predict: Venezuela
real: France
predict: Luxembourg
real: France
predict: Other-turquie
real: United Kingdom
predict: Côte d'Ivoire
real: France
predict: Tunisia
real: Germany
predict: Peru
real: Belgium
predict: United Arab Emirates
real: France
predict: Brazil
real: United Kingdom
predict: Côte d'Ivoire
real: France
predict: Martinique
real: Spain
predict: Venezuela
real: France
predict: Luxembourg
real: United Kingdom
predict: Sweden
real: France
predict: Burkina Faso
real: Spain
predict: Burkina Faso
real: Australia
predict: Hong Kong
real: Germany
predict: Norway
real: France
predict: Kenya
real: France
predict: New Caledonia
real: France
predict: Burkina Faso
real: France
predict: Norway
real: France
predict: United Arab Emirates
real: France
predict: Malta
real: United States
predict: Singapore
real: France
predict: Slovakia
real: France
predict: Togo
real: France
predict: French Polynesia
real: France
predict: Other-turquie
real: France
predict: Qatar
real: France
predict: Indonesia
real: Germany
predict: Togo
real: France
predict: Other-turquie
real: France
predict: Luxembourg
real: France
predict: Norway
real: Spain
predict: Kenya
real: France
predict: Other-turquie
real: France
predict: Colombia
real: France
predict: Other-turquie
real: France
predict: Slovakia
real: France
predict: Luxembourg
real: France
predict: Togo
real: United States
predict: Bulgaria
real: France
predict: Czech Republic
real: France
predict: Réunion
real: Spain
predict: Virgin Islands of the United States
real: France
predict: Norway
real: France
predict: Romania
real: France
predict: New Caledonia
real: France
predict: Bulgaria
real: United Kingdom
predict: French Guiana
real: Spain
predict: Other-turquie
real: United States
predict: Luxembourg
real: France
predict: Colombia
real: France
predict: Ireland
real: France
predict: Czech Republic
real: Spain
predict: Norway
real: France
predict: Finland
real: France
predict: Norway
real: United Kingdom
predict: Norway
real: France
predict: Martinique
real: France
predict: Norway
real: France
predict: Kenya
real: France
predict: Taiwan
real: France
predict: Luxembourg
real: Germany
predict: Philippines
real: France
predict: Qatar
real: France
predict: Norway
real: France
predict: Norway
real: France
predict: Venezuela
real: France
predict: European Union
real: Spain
predict: Norway
real: United States
predict: Virgin Islands of the United States
real: France
predict: Tunisia
real: France
predict: Martinique
real: France
predict: Virgin Islands of the United States
real: Spain
predict: Norway
real: Australia
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Malta
real: France
predict: Norway
real: Spain
predict: Norway
real: Spain
predict: Philippines
real: Germany
predict: Indonesia
real: France
predict: Virgin Islands of the United States
real: France
predict: Venezuela
real: France
predict: Slovakia
real: France
predict: Cuba
real: Germany
predict: Virgin Islands of the United States
real: France
predict: Kenya
real: France
predict: Malta
real: France
predict: Venezuela
real: United States
predict: Philippines
real: France
predict: Luxembourg
real: France
predict: Venezuela
real: Belgium
predict: Kenya
real: France
predict: Norway
real: France
predict: Philippines
real: Germany
predict: Denmark
real: France
predict: Côte d'Ivoire
real: France
predict: Czech Republic
real: France
predict: Kenya
real: United States
predict: Romania
real: France
predict: Venezuela
real: Germany
predict: Norway
real: France
predict: Luxembourg
real: France
predict: Côte d'Ivoire
real: France
predict: Ireland
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Venezuela
real: France
predict: Luxembourg
real: France
predict: Ireland
real: France
predict: Czech Republic
real: France
predict: Finland
real: France
predict: Colombia
real: France
predict: French Polynesia
real: France
predict: Aruba
real: United Kingdom
predict: Norway
real: United States
predict: Norway
real: Spain
predict: Luxembourg
real: Germany
predict: Other-turquie
real: France
predict: Slovakia
real: United Kingdom
predict: Kenya
real: France
predict: United Kingdom
real: France
predict: Other-turquie
real: France
predict: Togo
real: France
predict: Czech Republic
real: Portugal
predict: Norway
real: Spain
predict: Philippines
real: Senegal
predict: Other-turquie
real: France
predict: Slovakia
real: France
predict: Norway
real: United States
predict: French Polynesia
real: France
predict: Virgin Islands of the United States
real: France
predict: French Polynesia
real: Germany
predict: Bulgaria
real: France
predict: Togo
real: France
predict: Burkina Faso
real: France
predict: Luxembourg
real: France
predict: Philippines
real: France
predict: New Caledonia
real: Germany
predict: Venezuela
real: United Kingdom
predict: Burkina Faso
real: France
predict: Togo
real: France
predict: Hong Kong
real: France
predict: Norway
real: France
predict: Czech Republic
real: United Kingdom
predict: Venezuela
real: Switzerland
predict: Colombia
real: France
predict: South Korea
real: France
predict: French Guiana
real: France
predict: Burkina Faso
real: France
predict: United Arab Emirates
real: France
predict: Norway
real: France
predict: Bulgaria
real: United States
predict: Norway
real: United Kingdom
predict: Other-turquie
real: France
predict: Luxembourg
real: France
predict: China
real: France
predict: Hong Kong
real: France
predict: Luxembourg
real: France
predict: Lebanon
real: France
predict: Lithuania
real: Italy
predict: Norway
real: France
predict: European Union
real: France
predict: Other-turquie
real: France
predict: Venezuela
real: France
predict: French Polynesia
real: Réunion
predict: Virgin Islands of the United States
real: France
predict: Algeria
real: Germany
predict: Venezuela
real: France
predict: Norway
real: France
predict: Venezuela
real: Spain
predict: Côte d'Ivoire
real: France
predict: Norway
real: France
predict: Kenya
real: France
predict: Venezuela
real: France
predict: Slovakia
real: France
predict: Malta
real: France
predict: Philippines
real: Germany
predict: Czech Republic
real: France
predict: Venezuela
real: France
predict: Kenya
real: Spain
predict: Norway
real: Spain
predict: Kenya
real: France
predict: New Caledonia
real: France
predict: fr:Quebec
real: France
predict: Bulgaria
real: France
predict: Virgin Islands of the United States
real: France
predict: European Union
real: France
predict: Philippines
real: France
predict: Lebanon
real: France
predict: Norway
real: France
predict: French Polynesia
real: France
predict: Japan
real: France
predict: Venezuela
real: France
predict: Norway
real: Australia
predict: Venezuela
real: France
predict: European Union
real: United Kingdom
predict: Other-turquie
real: Spain
predict: Norway
real: United Kingdom
predict: Venezuela
real: France
predict: Philippines
real: Germany
predict: Norway
real: France
predict: European Union
real: Australia
predict: Slovakia
real: Germany
predict: New Caledonia
real: France
predict: Qatar
real: France
predict: Japan
real: France
predict: Norway
real: France
predict: United Arab Emirates
real: France
predict: Hungary
real: France
predict: Philippines
real: France
predict: Kenya
real: France
predict: European Union
real: Spain
predict: Philippines
real: France
predict: China
real: France
predict: Philippines
real: France
predict: Luxembourg
real: South Africa
predict: Taiwan
real: France
predict: French Guiana
real: France
predict: European Union
real: France
predict: France
real: Switzerland
predict: Venezuela
real: France
predict: Qatar
real: Germany
predict: Burkina Faso
real: Spain
predict: Norway
real: France
predict: Philippines
real: France
predict: Ireland
real: United States
predict: Venezuela
real: Germany
predict: Hong Kong
real: France
predict: Kenya
real: France
predict: Venezuela
real: France
predict: Luxembourg
real: France
predict: Venezuela
real: France
predict: European Union
real: Spain
predict: Côte d'Ivoire
real: Switzerland
predict: Norway
real: France
predict: Lebanon
real: France
predict: Venezuela
real: France
predict: Norway
real: France
predict: Venezuela
real: France
predict: Martinique
real: France
predict: Czech Republic
real: Australia
predict: Kenya
real: Spain
predict: Slovenia
real: France
predict: Ireland
real: France
predict: Lithuania
real: United Kingdom
predict: European Union
real: France
predict: Other-turquie
real: France
predict: Japan
real: Hong Kong
predict: Philippines
real: France
predict: Togo
real: Germany
predict: United Arab Emirates
real: France
predict: Colombia
real: France
predict: Poland
real: France
predict: Togo
real: France
predict: European Union
real: United Kingdom
predict: Kenya
real: France
predict: French Guiana
real: France
predict: South Korea
real: France
predict: European Union
real: France
predict: Japan
real: France
predict: Venezuela
real: France
predict: Kenya
real: France
predict: Sweden
real: France
predict: Norway
real: France
predict: Czech Republic
real: France
predict: Togo
real: France
predict: Aruba
real: France
predict: Czech Republic
real: France
predict: Other-turquie
real: France
predict: Poland
real: Germany
predict: Other-turquie
real: France
predict: Réunion
real: France
predict: Czech Republic
real: United Kingdom
predict: Kenya
real: France
predict: Kenya
real: Germany
predict: Czech Republic
real: France
predict: China
real: France
predict: Singapore
real: France
predict: Philippines
real: France
predict: Qatar
real: United Kingdom
predict: Norway
real: France
predict: French Polynesia
real: France
predict: European Union
real: France
predict: Luxembourg
real: France
predict: Malta
real: France
predict: Other-turquie
real: Switzerland
predict: Colombia
real: France
predict: Philippines
real: France
predict: Ireland
real: France
predict: Finland
real: France
predict: Virgin Islands of the United States
real: Netherlands
predict: Czech Republic
real: France
predict: fr:Quebec
real: France
predict: United Arab Emirates
real: France
predict: Norway
real: France
predict: French Polynesia
real: France
predict: Philippines
real: France
predict: Norway
real: France
predict: Qatar
real: Germany
predict: Kenya
real: Spain
predict: Venezuela
real: France
predict: Norway
real: France
predict: Brazil
real: France
predict: Romania
real: France
predict: Slovakia
real: France
predict: Slovakia
real: United Kingdom
predict: New Caledonia
real: United Kingdom
predict: European Union
real: France
predict: Philippines
real: France
predict: Other-turquie
real: France
predict: Colombia
real: Spain
predict: French Guiana
real: France
predict: Other-turquie
real: France
predict: Kenya
real: France
predict: Colombia
real: France
predict: Venezuela
real: France
predict: Norway
real: France
predict: Luxembourg
real: Portugal
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real: Belgium
predict: Aruba
real: France
predict: French Polynesia
real: France
predict: Venezuela
real: France
predict: Slovakia
real: France
predict: Philippines
real: France
predict: Bulgaria
real: France
predict: Luxembourg
real: France
predict: Norway
real: France
predict: Other-turquie
real: France
predict: Norway
real: France
predict: Martinique
real: France
predict: Peru
real: Spain
predict: Lithuania
real: France
predict: French Polynesia
real: France
predict: Virgin Islands of the United States
real: France
predict: Togo
real: France
predict: Ireland
real: France
predict: Luxembourg
real: France
predict: European Union
real: France
predict: Venezuela
real: France
predict: South Korea
real: France
predict: Norway
real: Switzerland
predict: Singapore
real: France
predict: Venezuela
real: Germany
predict: Aruba
real: France
predict: Philippines
real: Australia
predict: Norway
real: France
predict: Slovakia
real: France
predict: French Guiana
real: France
predict: Réunion
real: France
predict: Philippines
real: France
predict: Norway
real: France



In [675]:

    
correct_train_percent









    Out[675]:





0.0003246050638389959



In [699]:

    
print y_test.value_counts().shape
print y_test.value_counts()









    



(59,)
France                       6828
Spain                         677
Germany                       511
United States                 281
United Kingdom                272
Switzerland                   156
Belgium                       119
Australia                      95
Portugal                       69
Italy                          47
Guadeloupe                     15
Austria                        13
Brazil                         13
Russia                         11
New Zealand                    10
Saint Pierre and Miquelon      10
Netherlands                     9
Tunisia                         9
Canada                          9
French Guiana                   8
Réunion                         7
Poland                          5
Mexico                          5
Sweden                          4
Senegal                         4
Cambodia                        3
New Caledonia                   3
Romania                         3
fr:Quebec                       3
Hong Kong                       2
Denmark                         2
Czech Republic                  2
French Polynesia                2
Bulgaria                        2
Luxembourg                      2
Cuba                            2
South Africa                    2
European Union                  2
Chile                           2
Argentina                       2
China                           2
Thailand                        2
Turkey                          1
Hungary                         1
Peru                            1
Côte d'Ivoire                   1
Algeria                         1
Norway                          1
Republique-de-chine             1
Burkina Faso                    1
Lebanon                         1
Finland                         1
Ireland                         1
Israel                          1
Martinique                      1
Philippines                     1
Indonesia                       1
Slovenia                        1
Greece                          1
Name: countries_en, dtype: int64



In [697]:

    
#This is the percentage of the foods in the test set that were sold
#in France
print 6828.0 / y_test.shape[0]









    



0.738801125298

The data is very skewed, with the vast majority of foods belonging to one cateogry (France). Let's try the analysis without France included.



In [677]:

    
notFrance = singleCountryData.countries_en != 'France'



In [678]:

    
singleCountryDataMinusFrance = singleCountryData[notFrance]



In [679]:

    
countriesRecords_noFrance = singleCountryDataMinusFrance.iloc[:,55:]
print countriesRecords_noFrance.shape









    



(11764, 11)



In [680]:

    
countriesTarget_noFrance = singleCountryDataMinusFrance.countries_en
print countriesTarget_noFrance.shape

Now deal with the null values by using the mean



In [681]:

    
numCols = countriesRecords_noFrance.shape[1]
for i in range(numCols):
    currMean = countriesRecordsCopy.iloc[:,i].mean()
    countriesRecords_noFrance.iloc[:,i].fillna(currMean, axis=0, inplace=True)



In [682]:

    
countriesRecords_noFrance.head()









    Out[682]:






  
    
      
      energy_100g
      fat_100g
      saturated-fat_100g
      carbohydrates_100g
      sugars_100g
      fiber_100g
      proteins_100g
      salt_100g
      sodium_100g
      nutrition-score-fr_100g
      nutrition-score-uk_100g
    
  
  
    
      9
      1083.16219
      13.147361
      5.218562
      27.647402
      12.694918
      2.82028
      7.515199
      1.100207
      0.432134
      8.044746
      7.780121
    
    
      11
      1284.00000
      7.000000
      3.600000
      54.200000
      44.000000
      4.70000
      3.900000
      0.200000
      0.078740
      10.000000
      10.000000
    
    
      12
      1284.00000
      7.000000
      3.600000
      54.200000
      44.000000
      4.70000
      3.900000
      0.199898
      0.078700
      10.000000
      10.000000
    
    
      15
      144.00000
      0.900000
      5.218562
      2.900000
      2.500000
      1.80000
      3.600000
      0.000000
      0.000000
      8.044746
      7.780121
    
    
      16
      320.00000
      3.500000
      5.218562
      7.500000
      12.694918
      2.82028
      3.600000
      1.100207
      0.432134
      8.044746
      7.780121



In [683]:

    
countriesRecords_noFrance_norm = normalizeMatrix(countriesRecords_noFrance)



In [684]:

    
x_train_noFrance, x_test_noFrance, y_train_noFrance, y_test_noFrance = train_test_split(countriesRecords_noFrance_norm, countriesTarget_noFrance, test_size=0.2, random_state=33)
print x_train.shape
print y_train.shape
print x_test.shape
print y_test.shape









    



(36968, 11)
(36968,)
(9242, 11)
(9242,)



In [685]:

    
prototypeVectors_noFrance = getPrototypeVectors(x_train_noFrance, y_train_noFrance)



In [686]:

    
test_classifications_noFrance = testNearestCentroid(x_test_noFrance, prototypeVectors_noFrance)
test_classifications_noFrance[:5]









    Out[686]:





['Slovenia',
 'Slovakia',
 'United Arab Emirates',
 'Burkina Faso',
 'South Africa']



In [687]:

    
correct_test_percent_noFrance = calculateNearestCentroidCorrectness(test_classifications_noFrance, y_test_noFrance)









    



predict: Slovenia
real: New Zealand
predict: Slovakia
real: Germany
predict: United Arab Emirates
real: Germany
predict: Burkina Faso
real: Germany
predict: South Africa
real: Germany
predict: United Arab Emirates
real: United Kingdom
predict: Republique-de-chine
real: Spain
predict: Lithuania
real: Portugal
predict: Greece
real: Germany
predict: Colombia
real: Spain
predict: New Zealand
real: Spain
predict: Philippines
real: Spain
predict: Czech Republic
real: Portugal
predict: Tunisia
real: United States
predict: Spain
real: Germany
predict: Israel
real: Germany
predict: Israel
real: Germany
predict: Netherlands
real: Switzerland
predict: South Africa
real: Germany
predict: Kenya
real: Germany
predict: Lithuania
real: Spain
predict: United Arab Emirates
real: New Zealand
predict: Burkina Faso
real: Spain
predict: Burkina Faso
real: Germany
predict: South Africa
real: Australia
predict: Virgin Islands of the United States
real: Spain
predict: Republique-de-chine
real: Germany
predict: Spain
real: Spain
predict: Israel
real: Spain
predict: Israel
real: Germany
predict: Chile
real: United States
predict: Réunion
real: Spain
predict: Czech Republic
real: Spain
predict: Slovakia
real: Spain
predict: Spain
real: Spain
predict: Czech Republic
real: Spain
predict: Spain
real: Spain
predict: Philippines
real: Switzerland
predict: Lithuania
real: Germany
predict: New Caledonia
real: United Kingdom
predict: Lithuania
real: Spain
predict: Other-turquie
real: United States
predict: Spain
real: Germany
predict: Spain
real: Indonesia
predict: Réunion
real: Germany
predict: South Korea
real: Germany
predict: Finland
real: Ireland
predict: Brazil
real: Portugal
predict: Chile
real: Germany
predict: Virgin Islands of the United States
real: Germany
predict: Kenya
real: Spain
predict: Spain
real: Switzerland
predict: Finland
real: Spain
predict: Spain
real: Spain
predict: China
real: Germany
predict: Finland
real: Switzerland
predict: Kenya
real: United Kingdom
predict: European Union
real: Spain
predict: Spain
real: Spain
predict: European Union
real: Switzerland
predict: Israel
real: Spain
predict: European Union
real: Spain
predict: Finland
real: Germany
predict: South Africa
real: Germany
predict: Lithuania
real: Spain
predict: Qatar
real: Brazil
predict: Lithuania
real: Belgium
predict: Venezuela
real: Australia
predict: South Korea
real: Spain
predict: Lithuania
real: United Kingdom
predict: Republique-de-chine
real: Switzerland
predict: Republique-de-chine
real: Australia
predict: Côte d'Ivoire
real: United States
predict: Republique-de-chine
real: Belgium
predict: Burkina Faso
real: Belgium
predict: Lithuania
real: United Kingdom
predict: Russia
real: United Kingdom
predict: European Union
real: Netherlands
predict: Burkina Faso
real: Germany
predict: Spain
real: Germany
predict: Algeria
real: South Korea
predict: Tunisia
real: United States
predict: Spain
real: Germany
predict: Other-turquie
real: Spain
predict: Finland
real: Germany
predict: New Zealand
real: Germany
predict: Lithuania
real: Spain
predict: Burkina Faso
real: Germany
predict: Côte d'Ivoire
real: Germany
predict: French Guiana
real: Australia
predict: United Arab Emirates
real: Guadeloupe
predict: South Africa
real: United States
predict: New Caledonia
real: Spain
predict: Spain
real: United Kingdom
predict: Burkina Faso
real: Spain
predict: Colombia
real: Switzerland
predict: Lithuania
real: Switzerland
predict: Lebanon
real: Germany
predict: Peru
real: Spain
predict: South Africa
real: United Kingdom
predict: European Union
real: Spain
predict: South Korea
real: United States
predict: United Arab Emirates
real: Germany
predict: Philippines
real: Switzerland
predict: Kenya
real: Belgium
predict: Israel
real: Germany
predict: Other-turquie
real: United States
predict: Czech Republic
real: Spain
predict: French Guiana
real: Spain
predict: Israel
real: Spain
predict: Spain
real: United Kingdom
predict: Kenya
real: Spain
predict: Other-turquie
real: United States
predict: Republique-de-chine
real: Spain
predict: Kenya
real: Germany
predict: Spain
real: Germany
predict: Spain
real: Spain
predict: Spain
real: Belgium
predict: Philippines
real: United States
predict: Burkina Faso
real: Spain
predict: Spain
real: Germany
predict: Mauritius
real: United States
predict: Lebanon
real: Italy
predict: Other-turquie
real: Belgium
predict: Kenya
real: United Kingdom
predict: French Guiana
real: Spain
predict: Czech Republic
real: United States
predict: Other-turquie
real: Belgium
predict: Lithuania
real: Spain
predict: Czech Republic
real: Portugal
predict: Spain
real: Australia
predict: Singapore
real: Germany
predict: Tunisia
real: Spain
predict: Kenya
real: Germany
predict: Finland
real: United States
predict: Denmark
real: Germany
predict: Republique-de-chine
real: Belgium
predict: Israel
real: Germany
predict: Slovenia
real: Germany
predict: Colombia
real: Switzerland
predict: Spain
real: Spain
predict: South Korea
real: United States
predict: Tunisia
real: Belgium
predict: Burkina Faso
real: Spain
predict: Lithuania
real: Germany
predict: Virgin Islands of the United States
real: United Kingdom
predict: Finland
real: Switzerland
predict: Lithuania
real: Germany
predict: Spain
real: Spain
predict: Lithuania
real: United Kingdom
predict: Tunisia
real: United States
predict: Spain
real: Australia
predict: Lithuania
real: Germany
predict: Slovenia
real: Australia
predict: Romania
real: Germany
predict: Lithuania
real: Belgium
predict: Spain
real: United Kingdom
predict: European Union
real: Germany
predict: Romania
real: Spain
predict: Virgin Islands of the United States
real: United States
predict: Lithuania
real: Spain
predict: Spain
real: Spain
predict: Lithuania
real: Switzerland
predict: Finland
real: Germany
predict: Tunisia
real: United States
predict: Philippines
real: Switzerland
predict: fr:Quebec
real: Spain
predict: Romania
real: United States
predict: Burkina Faso
real: United States
predict: Thailand
real: United States
predict: South Korea
real: Portugal
predict: Spain
real: Spain
predict: Switzerland
real: Spain
predict: Finland
real: United States
predict: Burkina Faso
real: United States
predict: Finland
real: United States
predict: Other-turquie
real: United States
predict: Slovakia
real: Belgium
predict: Spain
real: Spain
predict: India
real: United States
predict: Virgin Islands of the United States
real: United Kingdom
predict: Burkina Faso
real: United States
predict: Singapore
real: United States
predict: Turkey
real: Belgium
predict: South Africa
real: New Zealand
predict: South Africa
real: Australia
predict: South Africa
real: Spain
predict: Kenya
real: Spain
predict: Burkina Faso
real: Spain
predict: Slovakia
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Germany
predict: Spain
real: United Kingdom
predict: Israel
real: Spain
predict: South Africa
real: Switzerland
predict: Other-turquie
real: Canada
predict: South Korea
real: Spain
predict: Israel
real: Belgium
predict: India
real: Spain
predict: Finland
real: Canada
predict: South Korea
real: United Kingdom
predict: Kenya
real: Spain
predict: Venezuela
real: United Kingdom
predict: Lebanon
real: Belgium
predict: Philippines
real: Tunisia
predict: South Korea
real: United States
predict: New Caledonia
real: Spain
predict: Spain
real: Italy
predict: India
real: Austria
predict: Lithuania
real: Switzerland
predict: Germany
real: Germany
predict: Malta
real: United States
predict: Spain
real: Spain
predict: European Union
real: Spain
predict: Slovakia
real: United Kingdom
predict: Other-turquie
real: Austria
predict: European Union
real: Spain
predict: Israel
real: Germany
predict: Réunion
real: Germany
predict: South Korea
real: Spain
predict: Hungary
real: Spain
predict: Finland
real: Germany
predict: Israel
real: Switzerland
predict: Lithuania
real: Germany
predict: Czech Republic
real: Switzerland
predict: South Africa
real: United Kingdom
predict: Kenya
real: Italy
predict: Thailand
real: Germany
predict: Côte d'Ivoire
real: United States
predict: United Arab Emirates
real: United States
predict: South Africa
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Australia
predict: South Korea
real: United States
predict: South Korea
real: Spain
predict: Other-turquie
real: United States
predict: South Africa
real: Portugal
predict: fr:Quebec
real: Italy
predict: Colombia
real: Germany
predict: Burkina Faso
real: Germany
predict: Kenya
real: Switzerland
predict: fr:Quebec
real: United States
predict: Spain
real: Australia
predict: Switzerland
real: Portugal
predict: Lithuania
real: Germany
predict: Qatar
real: Spain
predict: Kenya
real: Spain
predict: Slovenia
real: Guadeloupe
predict: Burkina Faso
real: United States
predict: Mauritius
real: Spain
predict: Czech Republic
real: Germany
predict: Spain
real: Spain
predict: Denmark
real: Australia
predict: Venezuela
real: Saint Pierre and Miquelon
predict: Czech Republic
real: United Kingdom
predict: Lithuania
real: French Guiana
predict: Other-turquie
real: Spain
predict: Côte d'Ivoire
real: Switzerland
predict: Lithuania
real: Belgium
predict: Other-turquie
real: United States
predict: Republique-de-chine
real: Spain
predict: Philippines
real: Germany
predict: Malta
real: Switzerland
predict: Finland
real: Germany
predict: European Union
real: Germany
predict: Lithuania
real: United Kingdom
predict: Other-turquie
real: Spain
predict: Burkina Faso
real: United Kingdom
predict: Other-turquie
real: United States
predict: Other-turquie
real: United States
predict: Other-turquie
real: Spain
predict: Virgin Islands of the United States
real: Belgium
predict: Lithuania
real: Spain
predict: South Korea
real: Switzerland
predict: Malta
real: Spain
predict: Spain
real: Spain
predict: South Korea
real: United Kingdom
predict: Burkina Faso
real: Portugal
predict: Lithuania
real: Germany
predict: Japan
real: United States
predict: Spain
real: Spain
predict: Kenya
real: Spain
predict: Spain
real: Spain
predict: Czech Republic
real: Saint Pierre and Miquelon
predict: European Union
real: Portugal
predict: South Korea
real: Switzerland
predict: New Caledonia
real: United Kingdom
predict: Burkina Faso
real: Germany
predict: European Union
real: Germany
predict: Finland
real: Germany
predict: South Africa
real: Switzerland
predict: Tunisia
real: Switzerland
predict: European Union
real: Romania
predict: Réunion
real: United Kingdom
predict: Spain
real: Germany
predict: Finland
real: Germany
predict: fr:Quebec
real: Switzerland
predict: Burkina Faso
real: Switzerland
predict: Martinique
real: Switzerland
predict: New Zealand
real: Belgium
predict: Spain
real: Germany
predict: Spain
real: Spain
predict: South Africa
real: United States
predict: Spain
real: United States
predict: Spain
real: Spain
predict: Burkina Faso
real: Italy
predict: Lithuania
real: United Kingdom
predict: Virgin Islands of the United States
real: United Kingdom
predict: Spain
real: Germany
predict: South Korea
real: Italy
predict: Slovakia
real: Guadeloupe
predict: Finland
real: Germany
predict: Burkina Faso
real: United States
predict: United Arab Emirates
real: Canada
predict: Réunion
real: Spain
predict: Kenya
real: Germany
predict: Israel
real: Germany
predict: Czech Republic
real: Belgium
predict: South Korea
real: Thailand
predict: Finland
real: Belgium
predict: Spain
real: Ireland
predict: Other-turquie
real: Germany
predict: Brazil
real: Switzerland
predict: Hungary
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: Kenya
real: Germany
predict: Martinique
real: Germany
predict: Virgin Islands of the United States
real: United Kingdom
predict: European Union
real: Spain
predict: Lithuania
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: Côte d'Ivoire
real: Tunisia
predict: Virgin Islands of the United States
real: United Kingdom
predict: Finland
real: Russia
predict: Lithuania
real: United States
predict: Spain
real: Spain
predict: China
real: Germany
predict: Lithuania
real: French Guiana
predict: Burkina Faso
real: Spain
predict: European Union
real: Germany
predict: Spain
real: Spain
predict: Burkina Faso
real: Spain
predict: Chile
real: Spain
predict: Burkina Faso
real: Spain
predict: Venezuela
real: Denmark
predict: Other-turquie
real: Switzerland
predict: Chile
real: Germany
predict: United Arab Emirates
real: Italy
predict: South Korea
real: Spain
predict: South Africa
real: Belgium
predict: South Africa
real: United States
predict: New Caledonia
real: United Kingdom
predict: South Korea
real: Spain
predict: Kenya
real: Germany
predict: Venezuela
real: Spain
predict: Kenya
real: United Kingdom
predict: Spain
real: Spain
predict: Thailand
real: Germany
predict: Spain
real: Spain
predict: Chile
real: Switzerland
predict: Finland
real: Germany
predict: Spain
real: Spain
predict: Philippines
real: Guadeloupe
predict: Senegal
real: Spain
predict: Burkina Faso
real: United Kingdom
predict: Malta
real: Germany
predict: Netherlands
real: Italy
predict: Lithuania
real: Australia
predict: Réunion
real: United States
predict: Indonesia
real: Switzerland
predict: Burkina Faso
real: United Kingdom
predict: Lithuania
real: Germany
predict: Lithuania
real: Spain
predict: European Union
real: Belgium
predict: Lithuania
real: Belgium
predict: European Union
real: Germany
predict: Virgin Islands of the United States
real: United States
predict: Burkina Faso
real: Spain
predict: Virgin Islands of the United States
real: Germany
predict: Finland
real: United Kingdom
predict: Slovakia
real: United Kingdom
predict: United Arab Emirates
real: Portugal
predict: Lithuania
real: Germany
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: United Arab Emirates
real: Germany
predict: South Korea
real: Germany
predict: Chile
real: Spain
predict: Argentina
real: Australia
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: South Africa
real: Germany
predict: Hungary
real: New Zealand
predict: Lithuania
real: Germany
predict: South Africa
real: United Kingdom
predict: Spain
real: Spain
predict: Lebanon
real: Germany
predict: Chile
real: Spain
predict: Finland
real: Spain
predict: Lithuania
real: Germany
predict: Canada
real: Sweden
predict: Switzerland
real: Switzerland
predict: Burkina Faso
real: Germany
predict: Réunion
real: United States
predict: Spain
real: Spain
predict: Burkina Faso
real: Italy
predict: Spain
real: United Kingdom
predict: United Arab Emirates
real: Switzerland
predict: Denmark
real: New Zealand
predict: Qatar
real: Germany
predict: South Korea
real: Belgium
predict: China
real: Switzerland
predict: Other-turquie
real: Belgium
predict: Chile
real: Germany
predict: Spain
real: United Kingdom
predict: Finland
real: Spain
predict: South Africa
real: United States
predict: Malta
real: Switzerland
predict: Qatar
real: Spain
predict: Réunion
real: United Kingdom
predict: Lithuania
real: Spain
predict: United Arab Emirates
real: Germany
predict: Spain
real: Spain
predict: fr:Quebec
real: Saint Pierre and Miquelon
predict: Colombia
real: United States
predict: Côte d'Ivoire
real: United Kingdom
predict: Spain
real: United Kingdom
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: Lithuania
real: Germany
predict: Finland
real: Germany
predict: Spain
real: Spain
predict: Lithuania
real: Switzerland
predict: Kenya
real: Spain
predict: Slovakia
real: Switzerland
predict: Burkina Faso
real: Netherlands
predict: Spain
real: United Kingdom
predict: Kenya
real: Spain
predict: Republique-de-chine
real: Germany
predict: Spain
real: Germany
predict: Slovenia
real: Germany
predict: Côte d'Ivoire
real: Spain
predict: Lithuania
real: Germany
predict: European Union
real: United States
predict: Kenya
real: Germany
predict: Tunisia
real: Germany
predict: Virgin Islands of the United States
real: India
predict: United States
real: Spain
predict: South Africa
real: Germany
predict: Spain
real: Belgium
predict: Spain
real: United Kingdom
predict: fr:Quebec
real: United States
predict: Spain
real: Germany
predict: Chile
real: United States
predict: South Korea
real: Aruba
predict: South Africa
real: Germany
predict: Romania
real: Germany
predict: South Africa
real: Germany
predict: United Arab Emirates
real: Spain
predict: Other-turquie
real: United States
predict: Spain
real: Spain
predict: Other-turquie
real: Portugal
predict: Lithuania
real: Germany
predict: Côte d'Ivoire
real: Spain
predict: Czech Republic
real: United States
predict: Slovakia
real: United States
predict: Kenya
real: Germany
predict: New Caledonia
real: Spain
predict: Republique-de-chine
real: Belgium
predict: Lithuania
real: Germany
predict: Martinique
real: Germany
predict: Kenya
real: Spain
predict: South Korea
real: Turkey
predict: South Africa
real: Luxembourg
predict: India
real: Italy
predict: Spain
real: Belgium
predict: Lithuania
real: Germany
predict: Kenya
real: South Africa
predict: Spain
real: Portugal
predict: South Africa
real: Spain
predict: South Korea
real: United States
predict: Senegal
real: United States
predict: Sweden
real: United Kingdom
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: Spain
real: Italy
predict: Other-turquie
real: Italy
predict: Spain
real: Switzerland
predict: New Caledonia
real: Germany
predict: European Union
real: Italy
predict: Martinique
real: Germany
predict: French Guiana
real: Portugal
predict: South Korea
real: Belgium
predict: fr:Quebec
real: Belgium
predict: Lithuania
real: Germany
predict: Spain
real: Spain
predict: Lithuania
real: Australia
predict: United Arab Emirates
real: fr:Quebec
predict: Hungary
real: French Polynesia
predict: Colombia
real: Germany
predict: Lebanon
real: Spain
predict: Philippines
real: Spain
predict: Spain
real: Spain
predict: United Arab Emirates
real: Germany
predict: fr:Quebec
real: Spain
predict: India
real: Germany
predict: Spain
real: Spain
predict: fr:Quebec
real: Belgium
predict: Kenya
real: Spain
predict: Other-turquie
real: Thailand
predict: Spain
real: Spain
predict: Republique-de-chine
real: Belgium
predict: Martinique
real: United States
predict: Denmark
real: Australia
predict: Kenya
real: Germany
predict: European Union
real: Germany
predict: Kenya
real: Spain
predict: Martinique
real: Switzerland
predict: Lithuania
real: Belgium
predict: South Africa
real: Spain
predict: fr:Quebec
real: United Kingdom
predict: Lithuania
real: Spain
predict: Slovakia
real: Germany
predict: Hungary
real: Spain
predict: Other-turquie
real: Spain
predict: South Korea
real: Italy
predict: Finland
real: United States
predict: Malta
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real: Germany
predict: Hungary
real: Spain
predict: Romania
real: Germany
predict: Chile
real: Germany
predict: Finland
real: Italy
predict: Finland
real: Spain
predict: Qatar
real: India
predict: Slovakia
real: Spain
predict: Israel
real: Germany
predict: Chile
real: Germany
predict: United Arab Emirates
real: Germany
predict: Colombia
real: Italy
predict: Spain
real: Spain
predict: Virgin Islands of the United States
real: Spain
predict: Qatar
real: Spain
predict: Kenya
real: United States
predict: Other-turquie
real: United Kingdom
predict: Côte d'Ivoire
real: Portugal
predict: Virgin Islands of the United States
real: United States
predict: Malta
real: Switzerland
predict: Kenya
real: Spain
predict: South Korea
real: United States
predict: Spain
real: Spain
predict: European Union
real: Spain
predict: Philippines
real: Spain
predict: Lithuania
real: Germany
predict: Czech Republic
real: Germany
predict: Philippines
real: Germany
predict: Spain
real: Spain
predict: Spain
real: Germany
predict: European Union
real: Germany
predict: Kenya
real: Spain
predict: Other-turquie
real: Italy
predict: Virgin Islands of the United States
real: Germany
predict: Republique-de-chine
real: Brazil
predict: Finland
real: Portugal
predict: Philippines
real: United States
predict: Japan
real: Australia
predict: Virgin Islands of the United States
real: Italy
predict: Kenya
real: Switzerland
predict: Martinique
real: United States
predict: French Guiana
real: Germany
predict: Burkina Faso
real: Australia
predict: Lithuania
real: United States
predict: Colombia
real: Australia
predict: United Arab Emirates
real: Germany
predict: Spain
real: Australia
predict: Czech Republic
real: Germany
predict: Tunisia
real: Germany
predict: Lithuania
real: Germany
predict: Chile
real: United States
predict: Spain
real: Spain
predict: Burkina Faso
real: Spain
predict: Lithuania
real: Belgium
predict: Côte d'Ivoire
real: United States
predict: Spain
real: Spain
predict: India
real: Spain
predict: Romania
real: Romania
predict: Colombia
real: Switzerland
predict: Czech Republic
real: Germany
predict: Réunion
real: Switzerland
predict: Israel
real: Luxembourg
predict: Spain
real: Spain
predict: South Korea
real: Luxembourg
predict: Lithuania
real: Germany
predict: Kenya
real: Spain
predict: Colombia
real: Belgium
predict: Other-turquie
real: Spain
predict: Kenya
real: Belgium
predict: Japan
real: United States
predict: Spain
real: Spain
predict: United Arab Emirates
real: United Kingdom
predict: Kenya
real: Spain
predict: Other-turquie
real: Germany
predict: Lebanon
real: Spain
predict: South Korea
real: Spain
predict: European Union
real: United States
predict: Chile
real: United Kingdom
predict: fr:Quebec
real: United States
predict: South Korea
real: Portugal
predict: Côte d'Ivoire
real: Spain
predict: Lithuania
real: Germany
predict: fr:Quebec
real: Spain
predict: South Korea
real: Spain
predict: Other-turquie
real: United States
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: Spain
real: Germany
predict: Virgin Islands of the United States
real: United Kingdom
predict: Other-turquie
real: Spain
predict: Other-turquie
real: Germany
predict: Romania
real: United States
predict: Spain
real: Spain
predict: European Union
real: Spain
predict: Spain
real: Germany
predict: South Africa
real: United Kingdom
predict: Chile
real: Germany
predict: Spain
real: United Kingdom
predict: Chile
real: Germany
predict: Virgin Islands of the United States
real: United States
predict: Burkina Faso
real: Spain
predict: Philippines
real: Spain
predict: Lithuania
real: Germany
predict: Algeria
real: Guadeloupe
predict: Brazil
real: Switzerland
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: South Africa
real: Germany
predict: Kenya
real: Switzerland
predict: South Africa
real: Germany
predict: Japan
real: Spain
predict: European Union
real: Switzerland
predict: Philippines
real: Switzerland
predict: European Union
real: United States
predict: Republique-de-chine
real: United Kingdom
predict: Lithuania
real: United Kingdom
predict: Réunion
real: United Kingdom
predict: Finland
real: Germany
predict: Republique-de-chine
real: Portugal
predict: Austria
real: Portugal
predict: Lithuania
real: Denmark
predict: United Arab Emirates
real: United States
predict: Finland
real: Germany
predict: Israel
real: Germany
predict: Sweden
real: United Kingdom
predict: Philippines
real: Spain
predict: India
real: Portugal
predict: Philippines
real: United States
predict: Republique-de-chine
real: United States
predict: Lithuania
real: Spain
predict: Slovenia
real: Switzerland
predict: Spain
real: United Kingdom
predict: Finland
real: Germany
predict: South Korea
real: Belgium
predict: Colombia
real: Germany
predict: Saint Pierre and Miquelon
real: Italy
predict: Lithuania
real: Switzerland
predict: Hungary
real: United States
predict: Virgin Islands of the United States
real: United Kingdom
predict: Chile
real: Italy
predict: New Caledonia
real: United Kingdom
predict: Other-turquie
real: Spain
predict: Spain
real: Spain
predict: Réunion
real: Spain
predict: Slovakia
real: United Kingdom
predict: Côte d'Ivoire
real: Spain
predict: South Africa
real: Spain
predict: Spain
real: Spain
predict: Slovakia
real: Belgium
predict: Côte d'Ivoire
real: United Kingdom
predict: Turkey
real: Tunisia
predict: Lithuania
real: Switzerland
predict: Spain
real: Australia
predict: Finland
real: Germany
predict: Finland
real: Belgium
predict: Venezuela
real: Spain
predict: Poland
real: Germany
predict: South Korea
real: Netherlands
predict: Finland
real: United Kingdom
predict: Martinique
real: United Kingdom
predict: Spain
real: Belgium
predict: Qatar
real: New Zealand
predict: Spain
real: Spain
predict: European Union
real: United Kingdom
predict: Lithuania
real: United States
predict: Burkina Faso
real: Germany
predict: New Zealand
real: Spain
predict: Burkina Faso
real: Belgium
predict: Finland
real: Germany
predict: Spain
real: United Kingdom
predict: French Guiana
real: Spain
predict: Finland
real: Germany
predict: Lithuania
real: United Kingdom
predict: Kenya
real: United Kingdom
predict: Denmark
real: Belgium
predict: Kenya
real: Switzerland
predict: Chile
real: Netherlands
predict: Côte d'Ivoire
real: Spain
predict: Chile
real: United Kingdom
predict: Cuba
real: Australia
predict: New Zealand
real: Spain
predict: South Africa
real: United Kingdom
predict: United Arab Emirates
real: United States
predict: South Africa
real: Germany
predict: Finland
real: Belgium
predict: Czech Republic
real: Spain
predict: Republique-de-chine
real: United States
predict: Other-turquie
real: United Kingdom
predict: South Africa
real: Germany
predict: Other-turquie
real: United Kingdom
predict: Lithuania
real: Italy
predict: Philippines
real: Switzerland
predict: Lithuania
real: Spain
predict: Chile
real: Canada
predict: Chile
real: Germany
predict: Israel
real: Belgium
predict: European Union
real: Spain
predict: Other-turquie
real: Spain
predict: South Africa
real: Guadeloupe
predict: South Africa
real: Germany
predict: Romania
real: Portugal
predict: Israel
real: Portugal
predict: Finland
real: Germany
predict: Tunisia
real: Italy
predict: Kenya
real: Réunion
predict: South Africa
real: Germany
predict: Mauritius
real: Germany
predict: Other-turquie
real: Belgium
predict: Virgin Islands of the United States
real: United States
predict: Côte d'Ivoire
real: Spain
predict: Côte d'Ivoire
real: Spain
predict: Spain
real: Spain
predict: Tunisia
real: Belgium
predict: French Guiana
real: Switzerland
predict: Burkina Faso
real: Germany
predict: South Africa
real: United States
predict: United Arab Emirates
real: Germany
predict: Kenya
real: Switzerland
predict: Finland
real: United Kingdom
predict: Finland
real: Portugal
predict: European Union
real: Spain
predict: Spain
real: Spain
predict: Finland
real: Belgium
predict: Kenya
real: Turkey
predict: Republique-de-chine
real: Luxembourg
predict: United Arab Emirates
real: United Kingdom
predict: Spain
real: Germany
predict: Malta
real: United States
predict: Finland
real: Germany
predict: Spain
real: Spain
predict: Spain
real: Germany
predict: fr:Quebec
real: Slovenia
predict: Philippines
real: United States
predict: South Africa
real: United Kingdom
predict: Finland
real: Germany
predict: United Arab Emirates
real: Switzerland
predict: Philippines
real: New Caledonia
predict: Kenya
real: Spain
predict: Réunion
real: Germany
predict: Republique-de-chine
real: Australia
predict: Indonesia
real: New Zealand
predict: Burkina Faso
real: Spain
predict: Slovenia
real: United Kingdom
predict: Côte d'Ivoire
real: Senegal
predict: Peru
real: Spain
predict: Lithuania
real: Germany
predict: China
real: Spain
predict: Czech Republic
real: Spain
predict: Kenya
real: Spain
predict: South Korea
real: Spain
predict: South Africa
real: Netherlands
predict: Réunion
real: United States
predict: Spain
real: Tunisia
predict: Lithuania
real: Germany
predict: Burkina Faso
real: Spain
predict: Czech Republic
real: Switzerland
predict: fr:Quebec
real: United States
predict: Spain
real: Spain
predict: Other-turquie
real: Spain
predict: Spain
real: Spain
predict: Republique-de-chine
real: United Kingdom
predict: Kenya
real: Australia
predict: Spain
real: Spain
predict: Spain
real: Germany
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: Burkina Faso
real: Spain
predict: Republique-de-chine
real: United Kingdom
predict: Lithuania
real: United Kingdom
predict: Germany
real: Spain
predict: Spain
real: Italy
predict: Martinique
real: Germany
predict: United Arab Emirates
real: United Kingdom
predict: United Arab Emirates
real: United States
predict: Czech Republic
real: United Kingdom
predict: Chile
real: Germany
predict: India
real: United States
predict: Spain
real: Spain
predict: Slovakia
real: Switzerland
predict: Spain
real: Germany
predict: fr:Quebec
real: Portugal
predict: Spain
real: Spain
predict: India
real: Belgium
predict: Singapore
real: Mexico
predict: Denmark
real: Germany
predict: Kenya
real: Germany
predict: Venezuela
real: Italy
predict: China
real: Togo
predict: Kenya
real: Germany
predict: Finland
real: Germany
predict: Czech Republic
real: Spain
predict: Lithuania
real: Spain
predict: Czech Republic
real: Switzerland
predict: Spain
real: Spain
predict: China
real: Netherlands
predict: Lithuania
real: Germany
predict: Virgin Islands of the United States
real: Germany
predict: Côte d'Ivoire
real: United Kingdom
predict: Portugal
real: Italy
predict: Philippines
real: Spain
predict: Kenya
real: United States
predict: United Arab Emirates
real: Belgium
predict: Israel
real: Germany
predict: Virgin Islands of the United States
real: United States
predict: Republique-de-chine
real: United Kingdom
predict: Spain
real: Australia
predict: European Union
real: Portugal
predict: Czech Republic
real: United Kingdom
predict: Other-turquie
real: United Kingdom
predict: Lithuania
real: United Kingdom
predict: Burkina Faso
real: Australia
predict: Finland
real: Switzerland
predict: Burkina Faso
real: Spain
predict: Lithuania
real: Germany
predict: Spain
real: Guadeloupe
predict: Lithuania
real: United States
predict: Chile
real: United States
predict: South Africa
real: Germany
predict: Kenya
real: Spain
predict: Finland
real: Germany
predict: Slovenia
real: Spain
predict: New Caledonia
real: Spain
predict: Burkina Faso
real: French Guiana
predict: Denmark
real: Germany
predict: Réunion
real: Portugal
predict: Lithuania
real: Spain
predict: South Africa
real: United Kingdom
predict: Finland
real: United States
predict: Spain
real: Spain
predict: Senegal
real: Australia
predict: Kenya
real: United Kingdom
predict: Qatar
real: Australia
predict: Réunion
real: Switzerland
predict: Spain
real: Australia
predict: United Arab Emirates
real: Spain
predict: Côte d'Ivoire
real: Spain
predict: Spain
real: Spain
predict: Senegal
real: Germany
predict: United Arab Emirates
real: United States
predict: Israel
real: Portugal
predict: Philippines
real: Switzerland
predict: South Korea
real: Spain
predict: Thailand
real: Germany
predict: Kenya
real: Germany
predict: Czech Republic
real: United Kingdom
predict: South Korea
real: Italy
predict: Hungary
real: United States
predict: Lebanon
real: Cambodia
predict: Spain
real: Germany
predict: Burkina Faso
real: Germany
predict: Philippines
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: Kenya
real: Germany
predict: Republique-de-chine
real: Australia
predict: fr:Quebec
real: Belgium
predict: Other-turquie
real: Germany
predict: Spain
real: Spain
predict: Burkina Faso
real: United States
predict: Lithuania
real: Spain
predict: Lithuania
real: Germany
predict: Kenya
real: Brazil
predict: Lithuania
real: Portugal
predict: Spain
real: United Kingdom
predict: Lebanon
real: Netherlands
predict: Hong Kong
real: United Kingdom
predict: fr:Quebec
real: Germany
predict: Czech Republic
real: United Kingdom
predict: Czech Republic
real: Germany
predict: South Africa
real: United Kingdom
predict: India
real: Réunion
predict: Finland
real: Germany
predict: Other-turquie
real: Germany
predict: Côte d'Ivoire
real: Spain
predict: Spain
real: Australia
predict: South Korea
real: Spain
predict: Chile
real: United States
predict: Virgin Islands of the United States
real: Germany
predict: Lithuania
real: United Kingdom
predict: Slovenia
real: United Kingdom
predict: Tunisia
real: United States
predict: Burkina Faso
real: United States
predict: Kenya
real: Germany
predict: South Africa
real: Germany
predict: Lithuania
real: Germany
predict: Spain
real: Réunion
predict: Czech Republic
real: Germany
predict: Virgin Islands of the United States
real: Spain
predict: Romania
real: Spain
predict: Philippines
real: United States
predict: Finland
real: Spain
predict: Czech Republic
real: Switzerland
predict: India
real: Portugal
predict: Spain
real: Spain
predict: Philippines
real: Germany
predict: Malta
real: Switzerland
predict: Spain
real: United States
predict: South Africa
real: Germany
predict: Other-turquie
real: United Kingdom
predict: Spain
real: United Kingdom



In [688]:

    
correct_test_percent_noFrance









    Out[688]:





0.07904802379940501



In [689]:

    
train_classifications_noFrance = testNearestCentroid(x_train_noFrance, prototypeVectors_noFrance)
train_classifications_noFrance[:5]









    Out[689]:





['Burkina Faso', 'Peru', 'Israel', 'Finland', 'Chile']



In [690]:

    
correct_train_percent_noFrance = calculateNearestCentroidCorrectness(test_classifications_noFrance, y_train_noFrance)









    



predict: Slovenia
real: Spain
predict: Slovakia
real: Portugal
predict: United Arab Emirates
real: Spain
predict: Burkina Faso
real: Germany
predict: South Africa
real: United Kingdom
predict: United Arab Emirates
real: Australia
predict: Republique-de-chine
real: Germany
predict: Lithuania
real: French Guiana
predict: Greece
real: Germany
predict: Colombia
real: Spain
predict: New Zealand
real: New Zealand
predict: Philippines
real: Spain
predict: Czech Republic
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predict: Tunisia
real: Spain
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real: Spain
predict: Israel
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real: United Kingdom
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predict: Kenya
real: Portugal
predict: Lithuania
real: Germany
predict: United Arab Emirates
real: United Kingdom
predict: Burkina Faso
real: Belgium
predict: Burkina Faso
real: Spain
predict: South Africa
real: Switzerland
predict: Virgin Islands of the United States
real: Germany
predict: Republique-de-chine
real: Spain
predict: Spain
real: Switzerland
predict: Israel
real: Germany
predict: Israel
real: Belgium
predict: Chile
real: Spain
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predict: Philippines
real: Spain
predict: Lithuania
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predict: New Caledonia
real: United States
predict: Lithuania
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real: Spain
predict: Spain
real: French Polynesia
predict: Spain
real: Belgium
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real: Spain
predict: Finland
real: Germany
predict: Brazil
real: Portugal
predict: Chile
real: Portugal
predict: Virgin Islands of the United States
real: Germany
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real: Spain
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real: United Kingdom
predict: Finland
real: Belgium
predict: Spain
real: Spain
predict: China
real: Netherlands
predict: Finland
real: Switzerland
predict: Kenya
real: Germany
predict: European Union
real: Spain
predict: Spain
real: Italy
predict: European Union
real: United States
predict: Israel
real: United States
predict: European Union
real: United States
predict: Finland
real: Switzerland
predict: South Africa
real: Spain
predict: Lithuania
real: Switzerland
predict: Qatar
real: United Kingdom
predict: Lithuania
real: United States
predict: Venezuela
real: Germany
predict: South Korea
real: Germany
predict: Lithuania
real: Australia
predict: Republique-de-chine
real: Spain
predict: Republique-de-chine
real: Germany
predict: Côte d'Ivoire
real: Spain
predict: Republique-de-chine
real: United States
predict: Burkina Faso
real: United Kingdom
predict: Lithuania
real: Spain
predict: Russia
real: Spain
predict: European Union
real: Italy
predict: Burkina Faso
real: Belgium
predict: Spain
real: Germany
predict: Algeria
real: Germany
predict: Tunisia
real: Germany
predict: Spain
real: United Kingdom
predict: Other-turquie
real: Switzerland
predict: Finland
real: United Kingdom
predict: New Zealand
real: Germany
predict: Lithuania
real: United States
predict: Burkina Faso
real: Italy
predict: Côte d'Ivoire
real: United Kingdom
predict: French Guiana
real: Senegal
predict: United Arab Emirates
real: United Kingdom
predict: South Africa
real: Spain
predict: New Caledonia
real: United States
predict: Spain
real: Spain
predict: Burkina Faso
real: Germany
predict: Colombia
real: United Kingdom
predict: Lithuania
real: United States
predict: Lebanon
real: Portugal
predict: Peru
real: Germany
predict: South Africa
real: Canada
predict: European Union
real: Germany
predict: South Korea
real: Spain
predict: United Arab Emirates
real: Belgium
predict: Philippines
real: Switzerland
predict: Kenya
real: United States
predict: Israel
real: United Kingdom
predict: Other-turquie
real: United Kingdom
predict: Czech Republic
real: United States
predict: French Guiana
real: Germany
predict: Israel
real: Guadeloupe
predict: Spain
real: Italy
predict: Kenya
real: Spain
predict: Other-turquie
real: United Kingdom
predict: Republique-de-chine
real: United Kingdom
predict: Kenya
real: Germany
predict: Spain
real: Switzerland
predict: Spain
real: Germany
predict: Spain
real: United Kingdom
predict: Philippines
real: United States
predict: Burkina Faso
real: Spain
predict: Spain
real: Germany
predict: Mauritius
real: United Kingdom
predict: Lebanon
real: United States
predict: Other-turquie
real: Spain
predict: Kenya
real: United States
predict: French Guiana
real: Switzerland
predict: Czech Republic
real: New Zealand
predict: Other-turquie
real: Germany
predict: Lithuania
real: United Kingdom
predict: Czech Republic
real: United Kingdom
predict: Spain
real: Spain
predict: Singapore
real: United States
predict: Tunisia
real: Germany
predict: Kenya
real: United Kingdom
predict: Finland
real: Spain
predict: Denmark
real: Australia
predict: Republique-de-chine
real: Belgium
predict: Israel
real: Spain
predict: Slovenia
real: Portugal
predict: Colombia
real: Australia
predict: Spain
real: Germany
predict: South Korea
real: French Guiana
predict: Tunisia
real: Spain
predict: Burkina Faso
real: Spain
predict: Lithuania
real: United States
predict: Virgin Islands of the United States
real: Spain
predict: Finland
real: United States
predict: Lithuania
real: Germany
predict: Spain
real: Germany
predict: Lithuania
real: Guadeloupe
predict: Tunisia
real: Spain
predict: Spain
real: Spain
predict: Lithuania
real: Spain
predict: Slovenia
real: Spain
predict: Romania
real: United States
predict: Lithuania
real: Belgium
predict: Spain
real: Germany
predict: European Union
real: Spain
predict: Romania
real: Australia
predict: Virgin Islands of the United States
real: Germany
predict: Lithuania
real: Spain
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: Finland
real: Spain
predict: Tunisia
real: Spain
predict: Philippines
real: United States
predict: fr:Quebec
real: United States
predict: Romania
real: Spain
predict: Burkina Faso
real: Germany
predict: Thailand
real: United Kingdom
predict: South Korea
real: United Kingdom
predict: Spain
real: Germany
predict: Switzerland
real: Spain
predict: Finland
real: United States
predict: Burkina Faso
real: Switzerland
predict: Finland
real: Germany
predict: Other-turquie
real: Belgium
predict: Slovakia
real: Germany
predict: Spain
real: United Kingdom
predict: India
real: Luxembourg
predict: Virgin Islands of the United States
real: United States
predict: Burkina Faso
real: Spain
predict: Singapore
real: Tunisia
predict: Turkey
real: Germany
predict: South Africa
real: United States
predict: South Africa
real: Spain
predict: South Africa
real: Spain
predict: Kenya
real: United States
predict: Burkina Faso
real: Germany
predict: Slovakia
real: Spain
predict: Spain
real: Spain
predict: Spain
real: United Kingdom
predict: Spain
real: Spain
predict: Israel
real: United States
predict: South Africa
real: Canada
predict: Other-turquie
real: United Kingdom
predict: South Korea
real: United Kingdom
predict: Israel
real: Germany
predict: India
real: Spain
predict: Finland
real: United States
predict: South Korea
real: Australia
predict: Kenya
real: Germany
predict: Venezuela
real: Spain
predict: Lebanon
real: Switzerland
predict: Philippines
real: Portugal
predict: South Korea
real: Poland
predict: New Caledonia
real: United States
predict: Spain
real: United States
predict: India
real: United States
predict: Lithuania
real: Germany
predict: Germany
real: United Kingdom
predict: Malta
real: Spain
predict: Spain
real: French Guiana
predict: European Union
real: Switzerland
predict: Slovakia
real: United Kingdom
predict: Other-turquie
real: Switzerland
predict: European Union
real: United Kingdom
predict: Israel
real: Spain
predict: Réunion
real: United Kingdom
predict: South Korea
real: Greece
predict: Hungary
real: United Kingdom
predict: Finland
real: United Kingdom
predict: Israel
real: United States
predict: Lithuania
real: Spain
predict: Czech Republic
real: Belgium
predict: South Africa
real: Spain
predict: Kenya
real: United Kingdom
predict: Thailand
real: Spain
predict: Côte d'Ivoire
real: Portugal
predict: United Arab Emirates
real: Germany
predict: South Africa
real: Spain
predict: Spain
real: Germany
predict: Spain
real: Germany
predict: South Korea
real: Spain
predict: South Korea
real: Portugal
predict: Other-turquie
real: Germany
predict: South Africa
real: Italy
predict: fr:Quebec
real: Austria
predict: Colombia
real: Belgium
predict: Burkina Faso
real: Denmark
predict: Kenya
real: Switzerland
predict: fr:Quebec
real: Switzerland
predict: Spain
real: Australia
predict: Switzerland
real: United Kingdom
predict: Lithuania
real: United Kingdom
predict: Qatar
real: Spain
predict: Kenya
real: Switzerland
predict: Slovenia
real: Australia
predict: Burkina Faso
real: Switzerland
predict: Mauritius
real: Switzerland
predict: Czech Republic
real: Germany
predict: Spain
real: Switzerland
predict: Denmark
real: Germany
predict: Venezuela
real: United Kingdom
predict: Czech Republic
real: Belgium
predict: Lithuania
real: Germany
predict: Other-turquie
real: Switzerland
predict: Côte d'Ivoire
real: Luxembourg
predict: Lithuania
real: Spain
predict: Other-turquie
real: Australia
predict: Republique-de-chine
real: United States
predict: Philippines
real: United States
predict: Malta
real: Germany
predict: Finland
real: Australia
predict: European Union
real: Switzerland
predict: Lithuania
real: Germany
predict: Other-turquie
real: Spain
predict: Burkina Faso
real: Portugal
predict: Other-turquie
real: Italy
predict: Other-turquie
real: United States
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real: Germany
predict: Virgin Islands of the United States
real: Spain
predict: Lithuania
real: Spain
predict: South Korea
real: Spain
predict: Malta
real: Switzerland
predict: Spain
real: Germany
predict: South Korea
real: Spain
predict: Burkina Faso
real: Germany
predict: Lithuania
real: Thailand
predict: Japan
real: Germany
predict: Spain
real: Spain
predict: Kenya
real: Spain
predict: Spain
real: Portugal
predict: Czech Republic
real: Luxembourg
predict: European Union
real: Belgium
predict: South Korea
real: Germany
predict: New Caledonia
real: Spain
predict: Burkina Faso
real: United Kingdom
predict: European Union
real: Belgium
predict: Finland
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real: Germany
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: South Africa
real: Australia
predict: South Korea
real: Germany
predict: Other-turquie
real: Turkey
predict: Kenya
real: Spain
predict: Spain
real: Germany
predict: Romania
real: United States
predict: Spain
real: United Kingdom
predict: Lithuania
real: Spain
predict: Spain
real: Germany
predict: South Africa
real: Spain
predict: Republique-de-chine
real: Spain
predict: fr:Quebec
real: Germany
predict: New Caledonia
real: Germany
predict: Côte d'Ivoire
real: Switzerland
predict: Lebanon
real: Spain
predict: Côte d'Ivoire
real: United States
predict: Philippines
real: Spain
predict: Czech Republic
real: Spain
predict: Philippines
real: Spain
predict: Hungary
real: Germany
predict: Finland
real: Australia
predict: South Korea
real: Germany
predict: United Kingdom
real: Spain
predict: Finland
real: Germany
predict: Kenya
real: United States
predict: Tunisia
real: Spain
predict: Slovenia
real: United Kingdom
predict: South Africa
real: United States
predict: China
real: Portugal
predict: Colombia
real: Spain
predict: Spain
real: Germany
predict: Other-turquie
real: Spain
predict: Lithuania
real: Spain
predict: India
real: Belgium
predict: Virgin Islands of the United States
real: Germany
predict: Finland
real: Spain
predict: Côte d'Ivoire
real: Netherlands
predict: Ireland
real: Spain
predict: French Guiana
real: Switzerland
predict: Other-turquie
real: United States
predict: Hungary
real: Australia
predict: Lebanon
real: Spain
predict: European Union
real: Spain
predict: South Korea
real: United States
predict: Israel
real: Australia
predict: Slovakia
real: Germany
predict: Czech Republic
real: United States
predict: Kenya
real: United States
predict: Spain
real: United Kingdom
predict: Chile
real: United Kingdom
predict: Spain
real: United Kingdom
predict: Spain
real: United States
predict: Turkey
real: Switzerland
predict: Burkina Faso
real: Spain
predict: United Arab Emirates
real: Germany
predict: United Arab Emirates
real: Spain
predict: Finland
real: Germany
predict: Israel
real: Germany
predict: Other-turquie
real: Israel
predict: Spain
real: Germany
predict: Czech Republic
real: Spain
predict: Qatar
real: Spain
predict: Other-turquie
real: Germany
predict: Peru
real: Switzerland
predict: Kenya
real: Belgium
predict: Spain
real: Germany
predict: Spain
real: Russia
predict: Hungary
real: Spain
predict: fr:Quebec
real: Australia
predict: Réunion
real: Spain
predict: Slovenia
real: Germany
predict: Czech Republic
real: Canada
predict: South Africa
real: Germany
predict: Philippines
real: United States
predict: Lithuania
real: Belgium
predict: Burkina Faso
real: Spain
predict: Other-turquie
real: New Caledonia
predict: Czech Republic
real: Switzerland
predict: Czech Republic
real: Germany
predict: South Africa
real: Canada
predict: Burkina Faso
real: United Kingdom
predict: Burkina Faso
real: Spain
predict: European Union
real: Germany
predict: Colombia
real: Germany
predict: Spain
real: Germany
predict: Lithuania
real: United Kingdom
predict: Lithuania
real: Spain
predict: India
real: Portugal
predict: Kenya
real: Spain
predict: fr:Quebec
real: Spain
predict: Israel
real: Spain
predict: Spain
real: Spain
predict: Lithuania
real: Germany
predict: Spain
real: Spain
predict: Israel
real: Germany
predict: New Zealand
real: Spain
predict: Slovenia
real: Australia
predict: Lithuania
real: Spain
predict: South Africa
real: Spain
predict: Czech Republic
real: Germany
predict: Kenya
real: Germany
predict: Hungary
real: United Kingdom
predict: Singapore
real: Germany
predict: New Zealand
real: Australia
predict: Spain
real: Germany
predict: Spain
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Switzerland
predict: South Korea
real: Belgium
predict: Finland
real: Spain
predict: Spain
real: Spain
predict: Spain
real: Guadeloupe
predict: European Union
real: Germany
predict: Other-turquie
real: Spain
predict: Lebanon
real: Spain
predict: Philippines
real: Spain
predict: Virgin Islands of the United States
real: Spain
predict: Burkina Faso
real: Australia
predict: European Union
real: United Kingdom
predict: Burkina Faso
real: Spain
predict: Spain
real: Guadeloupe
predict: Hong Kong
real: Italy
predict: Réunion
real: Switzerland
predict: Luxembourg
real: Spain
predict: Spain
real: United States
predict: Lithuania
real: Belgium
predict: Kenya
real: United Kingdom
predict: Finland
real: Germany
predict: European Union
real: United States
predict: Finland
real: Germany
predict: Spain
real: Germany
predict: Other-turquie
real: Spain
predict: Finland
real: Germany
predict: Kenya
real: Germany
predict: Philippines
real: Italy
predict: Spain
real: Australia
predict: South Korea
real: French Guiana
predict: Lithuania
real: Germany
predict: fr:Quebec
real: United States
predict: Spain
real: Germany
predict: Kenya
real: Germany
predict: fr:Quebec
real: United States
predict: Lebanon
real: United Kingdom
predict: Tunisia
real: Italy
predict: Lithuania
real: United States
predict: New Caledonia
real: United Kingdom
predict: Malta
real: Australia
predict: Finland
real: Spain
predict: Kenya
real: Switzerland
predict: Czech Republic
real: Spain
predict: United Arab Emirates
real: United States
predict: Slovenia
real: Switzerland
predict: Lithuania
real: Germany
predict: Kenya
real: United Kingdom
predict: Luxembourg
real: Belgium
predict: Czech Republic
real: Germany
predict: French Guiana
real: United States
predict: Hong Kong
real: Brazil
predict: Lithuania
real: United Kingdom
predict: Lithuania
real: Hong Kong
predict: Réunion
real: Saint Pierre and Miquelon
predict: Spain
real: Germany
predict: Kenya
real: Belgium
predict: United Arab Emirates
real: Spain
predict: China
real: Switzerland
predict: Other-turquie
real: United States
predict: Spain
real: Spain
predict: Spain
real: Guadeloupe
predict: South Africa
real: Spain
predict: Other-turquie
real: Austria
predict: Other-turquie
real: Spain
predict: Spain
real: United Kingdom
predict: Spain
real: Belgium
predict: Senegal
real: United Kingdom
predict: Republique-de-chine
real: Germany
predict: Lithuania
real: United Kingdom
predict: Virgin Islands of the United States
real: Germany
predict: Other-turquie
real: United Kingdom
predict: Virgin Islands of the United States
real: United Kingdom
predict: Burkina Faso
real: Mexico
predict: Republique-de-chine
real: Spain
predict: Kenya
real: United Kingdom
predict: Brazil
real: Spain
predict: Spain
real: Spain
predict: French Guiana
real: Spain
predict: Israel
real: Switzerland
predict: Spain
real: Spain
predict: Spain
real: Germany
predict: Other-turquie
real: Germany
predict: South Africa
real: Canada
predict: European Union
real: United Kingdom
predict: Colombia
real: Portugal
predict: New Caledonia
real: United Kingdom
predict: Lithuania
real: United Arab Emirates
predict: fr:Quebec
real: United States
predict: South Korea
real: Germany
predict: Lithuania
real: Germany
predict: Colombia
real: Germany
predict: fr:Quebec
real: Portugal
predict: Sweden
real: Mexico
predict: Burkina Faso
real: United Kingdom
predict: Kenya
real: United States
predict: Lebanon
real: Germany
predict: Chile
real: Spain
predict: Kenya
real: Australia
predict: Lithuania
real: Portugal
predict: Colombia
real: Germany
predict: Kenya
real: United States
predict: Martinique
real: Germany
predict: Romania
real: Spain
predict: Burkina Faso
real: Spain
predict: Spain
real: Germany
predict: Spain
real: Germany
predict: Czech Republic
real: Spain
predict: Other-turquie
real: Spain
predict: Israel
real: Spain
predict: Spain
real: Switzerland
predict: Spain
real: Spain
predict: Chile
real: Portugal
predict: Malta
real: Poland
predict: Martinique
real: United States
predict: Lithuania
real: Spain
predict: Virgin Islands of the United States
real: Germany
predict: Slovenia
real: Germany
predict: Peru
real: United States
predict: Slovakia
real: Germany
predict: Burkina Faso
real: Australia
predict: United Arab Emirates
real: Canada
predict: Spain
real: Germany
predict: Lithuania
real: Switzerland
predict: New Caledonia
real: Switzerland
predict: Lithuania
real: Spain
predict: Indonesia
real: Germany
predict: Other-turquie
real: Canada
predict: Spain
real: Germany
predict: Lithuania
real: Germany
predict: fr:Quebec
real: United States
predict: United Arab Emirates
real: Spain
predict: Hungary
real: Germany
predict: Romania
real: United Kingdom
predict: Chile
real: Belgium
predict: Finland
real: Australia
predict: Finland
real: Germany
predict: Qatar
real: United Kingdom
predict: Slovakia
real: Germany
predict: Israel
real: French Guiana
predict: Chile
real: Spain
predict: United Arab Emirates
real: United States
predict: Colombia
real: Portugal
predict: Spain
real: Germany
predict: Virgin Islands of the United States
real: Spain
predict: Qatar
real: Germany
predict: Kenya
real: Canada
predict: Other-turquie
real: United States
predict: Côte d'Ivoire
real: Germany
predict: Virgin Islands of the United States
real: United Kingdom
predict: Malta
real: United States
predict: Kenya
real: United Kingdom
predict: South Korea
real: Germany
predict: Spain
real: Belgium
predict: European Union
real: Belgium
predict: Philippines
real: Portugal
predict: Lithuania
real: Portugal
predict: Czech Republic
real: Germany
predict: Philippines
real: Russia
predict: Spain
real: Germany
predict: Spain
real: Spain
predict: European Union
real: Spain
predict: Kenya
real: Italy
predict: Other-turquie
real: Spain
predict: Virgin Islands of the United States
real: Germany
predict: Republique-de-chine
real: Spain
predict: Finland
real: Germany
predict: Philippines
real: United Kingdom
predict: Japan
real: Spain
predict: Virgin Islands of the United States
real: United Kingdom
predict: Kenya
real: Italy
predict: Martinique
real: United States
predict: French Guiana
real: United Kingdom
predict: Burkina Faso
real: Spain
predict: Lithuania
real: Belgium
predict: Colombia
real: United States
predict: United Arab Emirates
real: Spain
predict: Spain
real: Germany
predict: Czech Republic
real: Spain
predict: Tunisia
real: Spain
predict: Lithuania
real: Spain
predict: Chile
real: Spain
predict: Spain
real: United States
predict: Burkina Faso
real: Portugal
predict: Lithuania
real: Spain
predict: Côte d'Ivoire
real: Germany
predict: Spain
real: United Kingdom
predict: India
real: Belgium
predict: Romania
real: Spain
predict: Colombia
real: Switzerland
predict: Czech Republic
real: Spain
predict: Réunion
real: United States
predict: Israel
real: Germany
predict: Spain
real: Italy
predict: South Korea
real: Switzerland
predict: Lithuania
real: United States
predict: Kenya
real: Belgium
predict: Colombia
real: United Kingdom
predict: Other-turquie
real: Spain
predict: Kenya
real: Tunisia
predict: Japan
real: Spain
predict: Spain
real: Spain
predict: United Arab Emirates
real: Spain
predict: Kenya
real: Belgium
predict: Other-turquie
real: United States
predict: Lebanon
real: United States
predict: South Korea
real: United States
predict: European Union
real: Spain
predict: Chile
real: Australia
predict: fr:Quebec
real: Switzerland
predict: South Korea
real: Germany
predict: Côte d'Ivoire
real: Spain
predict: Lithuania
real: Switzerland
predict: fr:Quebec
real: United Kingdom
predict: South Korea
real: United Kingdom
predict: Other-turquie
real: Spain
predict: Spain
real: Italy
predict: Spain
real: Germany
predict: Lithuania
real: United States
predict: Spain
real: Belgium
predict: Virgin Islands of the United States
real: Germany
predict: Other-turquie
real: Germany
predict: Other-turquie
real: Germany
predict: Romania
real: Belgium
predict: Spain
real: Germany
predict: European Union
real: United States
predict: Spain
real: United Kingdom
predict: South Africa
real: Spain
predict: Chile
real: Spain
predict: Spain
real: Italy
predict: Chile
real: Spain
predict: Virgin Islands of the United States
real: Germany
predict: Burkina Faso
real: Spain
predict: Philippines
real: Spain
predict: Lithuania
real: Australia
predict: Algeria
real: Portugal
predict: Brazil
real: Spain
predict: Spain
real: Spain
predict: Lithuania
real: Spain
predict: South Africa
real: United Kingdom
predict: Kenya
real: Switzerland
predict: South Africa
real: Belgium
predict: Japan
real: Germany
predict: European Union
real: Germany
predict: Philippines
real: Czech Republic
predict: European Union
real: Germany
predict: Republique-de-chine
real: Spain
predict: Lithuania
real: Germany
predict: Réunion
real: Australia
predict: Finland
real: Germany
predict: Republique-de-chine
real: Switzerland
predict: Austria
real: Spain
predict: Lithuania
real: Spain
predict: United Arab Emirates
real: Spain
predict: Finland
real: United Kingdom
predict: Israel
real: Spain
predict: Sweden
real: Spain
predict: Philippines
real: Spain
predict: India
real: United Kingdom
predict: Philippines
real: Brazil
predict: Republique-de-chine
real: Germany
predict: Lithuania
real: Belgium
predict: Slovenia
real: United States
predict: Spain
real: United Kingdom
predict: Finland
real: Spain
predict: South Korea
real: Germany
predict: Colombia
real: United Kingdom
predict: Saint Pierre and Miquelon
real: Spain
predict: Lithuania
real: United States
predict: Hungary
real: United Kingdom
predict: Virgin Islands of the United States
real: Argentina
predict: Chile
real: Switzerland
predict: New Caledonia
real: United Kingdom
predict: Other-turquie
real: Spain
predict: Spain
real: Germany
predict: Réunion
real: United Kingdom
predict: Slovakia
real: Spain
predict: Côte d'Ivoire
real: Germany
predict: South Africa
real: Australia
predict: Spain
real: Spain
predict: Slovakia
real: United States
predict: Côte d'Ivoire
real: Spain
predict: Turkey
real: Germany
predict: Lithuania
real: United Kingdom
predict: Spain
real: Germany
predict: Finland
real: Belgium
predict: Finland
real: Senegal
predict: Venezuela
real: Australia
predict: Poland
real: Portugal
predict: South Korea
real: Switzerland
predict: Finland
real: United Kingdom
predict: Martinique
real: Germany
predict: Spain
real: Australia
predict: Qatar
real: Spain
predict: Spain
real: United Kingdom
predict: European Union
real: Switzerland
predict: Lithuania
real: Italy
predict: Burkina Faso
real: Germany
predict: New Zealand
real: Spain
predict: Burkina Faso
real: Germany
predict: Finland
real: Portugal
predict: Spain
real: Spain
predict: French Guiana
real: Belgium
predict: Finland
real: Spain
predict: Lithuania
real: Réunion
predict: Kenya
real: United States
predict: Denmark
real: United Kingdom
predict: Kenya
real: Spain
predict: Chile
real: Netherlands
predict: Côte d'Ivoire
real: Germany
predict: Chile
real: Spain
predict: Cuba
real: Switzerland
predict: New Zealand
real: Belgium
predict: South Africa
real: Germany
predict: United Arab Emirates
real: Germany
predict: South Africa
real: United States
predict: Finland
real: Spain
predict: Czech Republic
real: United States
predict: Republique-de-chine
real: Lebanon
predict: Other-turquie
real: Spain
predict: South Africa
real: Germany
predict: Other-turquie
real: Spain
predict: Lithuania
real: Germany
predict: Philippines
real: Spain
predict: Lithuania
real: United States
predict: Chile
real: Germany
predict: Chile
real: Spain
predict: Israel
real: Spain
predict: European Union
real: Australia
predict: Other-turquie
real: Italy
predict: South Africa
real: Spain
predict: South Africa
real: Spain
predict: Romania
real: Spain
predict: Israel
real: Australia
predict: Finland
real: Spain
predict: Tunisia
real: Germany
predict: Kenya
real: Spain
predict: South Africa
real: Spain
predict: Mauritius
real: Spain
predict: Other-turquie
real: Saint Pierre and Miquelon
predict: Virgin Islands of the United States
real: Guadeloupe
predict: Côte d'Ivoire
real: Spain
predict: Côte d'Ivoire
real: Germany
predict: Spain
real: Spain
predict: Tunisia
real: United States
predict: French Guiana
real: Netherlands
predict: Burkina Faso
real: Spain
predict: South Africa
real: Guadeloupe
predict: United Arab Emirates
real: Turkey
predict: Kenya
real: Italy
predict: Finland
real: Spain
predict: Finland
real: Switzerland
predict: European Union
real: Spain
predict: Spain
real: Germany
predict: Finland
real: Slovakia
predict: Kenya
real: Russia
predict: Republique-de-chine
real: Germany
predict: United Arab Emirates
real: Australia
predict: Spain
real: Germany
predict: Malta
real: Spain
predict: Finland
real: Spain
predict: Spain
real: Germany
predict: Spain
real: Belgium
predict: fr:Quebec
real: Switzerland
predict: Philippines
real: Poland
predict: South Africa
real: Belgium
predict: Finland
real: Belgium
predict: United Arab Emirates
real: Poland
predict: Philippines
real: Germany
predict: Kenya
real: Australia
predict: Réunion
real: Spain
predict: Republique-de-chine
real: Sweden
predict: Indonesia
real: United States
predict: Burkina Faso
real: United Kingdom
predict: Slovenia
real: Australia
predict: Côte d'Ivoire
real: Germany
predict: Peru
real: United Kingdom
predict: Lithuania
real: Germany
predict: China
real: United States
predict: Czech Republic
real: Spain
predict: Kenya
real: Belgium
predict: South Korea
real: Australia
predict: South Africa
real: Italy
predict: Réunion
real: Spain
predict: Spain
real: United Kingdom
predict: Lithuania
real: Spain
predict: Burkina Faso
real: Spain
predict: Czech Republic
real: Spain
predict: fr:Quebec
real: Spain
predict: Spain
real: Germany
predict: Other-turquie
real: Switzerland
predict: Spain
real: United Kingdom
predict: Republique-de-chine
real: United States
predict: Kenya
real: Spain
predict: Spain
real: United States
predict: Spain
real: United States
predict: Spain
real: Netherlands
predict: Spain
real: Germany
predict: Burkina Faso
real: Germany
predict: Republique-de-chine
real: Spain
predict: Lithuania
real: Switzerland
predict: Germany
real: United Kingdom
predict: Spain
real: United Kingdom
predict: Martinique
real: Belgium
predict: United Arab Emirates
real: Germany
predict: United Arab Emirates
real: Spain
predict: Czech Republic
real: Germany
predict: Chile
real: United Kingdom
predict: India
real: Spain
predict: Spain
real: Italy
predict: Slovakia
real: United States
predict: Spain
real: United Kingdom
predict: fr:Quebec
real: United States
predict: Spain
real: Switzerland
predict: India
real: United States
predict: Singapore
real: Switzerland
predict: Denmark
real: Spain
predict: Kenya
real: Spain
predict: Venezuela
real: Germany
predict: China
real: United Kingdom
predict: Kenya
real: United States
predict: Finland
real: Germany
predict: Czech Republic
real: Belgium
predict: Lithuania
real: Germany
predict: Czech Republic
real: Spain
predict: Spain
real: Italy
predict: China
real: Switzerland
predict: Lithuania
real: Brazil
predict: Virgin Islands of the United States
real: Spain
predict: Côte d'Ivoire
real: Germany
predict: Portugal
real: Germany
predict: Philippines
real: Portugal
predict: Kenya
real: United Kingdom
predict: United Arab Emirates
real: Switzerland
predict: Israel
real: Germany
predict: Virgin Islands of the United States
real: Spain
predict: Republique-de-chine
real: Spain
predict: Spain
real: Spain
predict: European Union
real: Italy
predict: Czech Republic
real: Germany
predict: Other-turquie
real: United States
predict: Lithuania
real: Spain
predict: Burkina Faso
real: South Africa
predict: Finland
real: Germany
predict: Burkina Faso
real: Switzerland
predict: Lithuania
real: United States
predict: Spain
real: Portugal
predict: Lithuania
real: Spain
predict: Chile
real: Australia
predict: South Africa
real: United States
predict: Kenya
real: United Kingdom
predict: Finland
real: Italy
predict: Slovenia
real: United Kingdom
predict: New Caledonia
real: Spain
predict: Burkina Faso
real: Spain
predict: Denmark
real: United States
predict: Réunion
real: United States
predict: Lithuania
real: Russia
predict: South Africa
real: Germany
predict: Finland
real: Spain
predict: Spain
real: United Kingdom
predict: Senegal
real: Italy
predict: Kenya
real: Switzerland
predict: Qatar
real: Spain
predict: Réunion
real: Russia
predict: Spain
real: Tunisia
predict: United Arab Emirates
real: United Kingdom
predict: Côte d'Ivoire
real: Spain
predict: Spain
real: Turkey
predict: Senegal
real: Finland
predict: United Arab Emirates
real: Germany
predict: Israel
real: United Kingdom
predict: Philippines
real: United States
predict: South Korea
real: Australia
predict: Thailand
real: fr:Quebec
predict: Kenya
real: Switzerland
predict: Czech Republic
real: Australia
predict: South Korea
real: United Kingdom
predict: Hungary
real: Spain
predict: Lebanon
real: United States
predict: Spain
real: United States
predict: Burkina Faso
real: Netherlands
predict: Philippines
real: United Kingdom
predict: Spain
real: United States
predict: Spain
real: Germany
predict: Kenya
real: Australia
predict: Republique-de-chine
real: Spain
predict: fr:Quebec
real: Spain
predict: Other-turquie
real: Germany
predict: Spain
real: United Kingdom
predict: Burkina Faso
real: Switzerland
predict: Lithuania
real: Spain
predict: Lithuania
real: Italy
predict: Kenya
real: United States
predict: Lithuania
real: Switzerland
predict: Spain
real: Australia
predict: Lebanon
real: United Kingdom
predict: Hong Kong
real: Germany
predict: fr:Quebec
real: United Kingdom
predict: Czech Republic
real: Italy
predict: Czech Republic
real: United Kingdom
predict: South Africa
real: Germany
predict: India
real: United States
predict: Finland
real: Canada
predict: Other-turquie
real: French Guiana
predict: Côte d'Ivoire
real: Spain
predict: Spain
real: Germany
predict: South Korea
real: Germany
predict: Chile
real: Germany
predict: Virgin Islands of the United States
real: United States
predict: Lithuania
real: Portugal
predict: Slovenia
real: United Kingdom
predict: Tunisia
real: Spain
predict: Burkina Faso
real: United Kingdom
predict: Kenya
real: Germany
predict: South Africa
real: Belgium
predict: Lithuania
real: Belgium
predict: Spain
real: Spain
predict: Czech Republic
real: United States
predict: Virgin Islands of the United States
real: Germany
predict: Romania
real: Senegal
predict: Philippines
real: Spain
predict: Finland
real: Germany
predict: Czech Republic
real: United States
predict: India
real: Germany
predict: Spain
real: Spain
predict: Philippines
real: Belgium
predict: Malta
real: United Kingdom
predict: Spain
real: Germany
predict: South Africa
real: United Kingdom
predict: Other-turquie
real: Germany
predict: Spain
real: Germany



In [691]:

    
correct_train_percent_noFrance









    Out[691]:





0.034424139396515084

KNN



In [377]:

    
X_train, X_test, Y_train, Y_test = train_test_split(countriesRecords, countriesTarget, test_size=0.2, random_state=33)



In [381]:

    
#normalize the data
min_max_scaler = preprocessing.MinMaxScaler().fit(X_train)
train_norm = min_max_scaler.transform(X_train)
test_norm = min_max_scaler.transform(X_test)



In [620]:

    
def knnTester(xTrain, yTrain, xTest, yTest):
    results = pd.DataFrame()
    for n_neighbors in range(1, 25):
        distance_knnclf = neighbors.KNeighborsClassifier(n_neighbors, weights="distance")
        distance_knnclf.fit(xTrain, yTrain)
        distance_score = distance_knnclf.score(xTest, yTest)
        uniform_knnclf = neighbors.KNeighborsClassifier(n_neighbors, weights="uniform")
        uniform_knnclf.fit(xTrain, yTrain)
        uniform_score = uniform_knnclf.score(xTest, yTest)
        results = results.append([[n_neighbors, distance_score, uniform_score]])
    results.columns = ["Neighbors", "DistanceScore", "UniformScore"]
    return results



In [621]:

    
res = knnTester(train_norm, Y_train, test_norm, Y_test)



In [622]:

    
#print out the results
res









    Out[622]:






  
    
      
      Neighbors
      DistanceScore
      UniformScore
    
  
  
    
      0
      1
      0.698009
      0.698009
    
    
      0
      2
      0.701363
      0.722246
    
    
      0
      3
      0.734148
      0.735447
    
    
      0
      4
      0.745293
      0.743887
    
    
      0
      5
      0.753300
      0.747457
    
    
      0
      6
      0.756546
      0.749513
    
    
      0
      7
      0.759143
      0.749188
    
    
      0
      8
      0.760009
      0.747998
    
    
      0
      9
      0.758169
      0.745077
    
    
      0
      10
      0.758710
      0.746051
    
    
      0
      11
      0.760225
      0.743995
    
    
      0
      12
      0.761091
      0.744752
    
    
      0
      13
      0.760874
      0.744860
    
    
      0
      14
      0.759792
      0.743670
    
    
      0
      15
      0.760766
      0.746592
    
    
      0
      16
      0.760550
      0.745293
    
    
      0
      17
      0.761523
      0.744644
    
    
      0
      18
      0.762173
      0.745510
    
    
      0
      19
      0.762930
      0.744536
    
    
      0
      20
      0.763255
      0.745726
    
    
      0
      21
      0.763038
      0.745185
    
    
      0
      22
      0.762822
      0.744428
    
    
      0
      23
      0.762389
      0.743670
    
    
      0
      24
      0.762389
      0.743670



In [700]:

    
pyl.plot(res["Neighbors"], res["DistanceScore"], label="Distance Score")
pyl.plot(res["Neighbors"], res["UniformScore"], label="Uniform Score")
pyl.legend(('Distance', 'Uniform'))
pyl.ylabel('Accuracy Score')
pyl.xlabel('K Neighbors')
pyl.title("KNN Accuracy")
pyl.show()

The best accuracy for KNN is obtained using the distance weighting and a K value of 20. We will re-do the analysis using those values.



In [632]:

    
n_neighbors = 20
knnclf = neighbors.KNeighborsClassifier(n_neighbors, weights='distance')
knnclf.fit(train_norm, Y_train)









    Out[632]:





KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',
           metric_params=None, n_jobs=1, n_neighbors=20, p=2,
           weights='distance')



In [633]:

    
knnpreds_test = knnclf.predict(test_norm)
knnpreds_test









    Out[633]:





array(['France', 'France', 'France', ..., 'France', 'France', 'France'], dtype=object)



In [634]:

    
#calculate the average accuracy score for the test data
print knnclf.score(test_norm, Y_test)









    



0.763254706773



In [635]:

    
#calculate the average accuracy score for the training data
print knnclf.score(train_norm, Y_train)









    



0.961777753733



In [636]:

    
#Generate the confusion matrix
knncm = (confusion_matrix(Y_test, knnpreds_test))
print knncm









    



[[ 0  0  0 ...,  0  0  0]
 [ 0  0  0 ...,  0  0  0]
 [ 0  0  3 ...,  0  0  0]
 ..., 
 [ 0  0  0 ..., 48  0  0]
 [ 0  0  0 ...,  1 47  0]
 [ 0  0  0 ...,  0  0  0]]



In [637]:

    
#visualize the confusion matrix
%matplotlib inline
pyl.matshow(knncm)
pyl.title('KNN Confusion Matrix')
pyl.colorbar()
pyl.ylabel('Actual')
pyl.xlabel('Predicted')
pyl.show()



In [638]:

    
#print the classification report
print(classification_report(Y_test, knnpreds_test))









    



             precision    recall  f1-score   support

    Algeria       0.00      0.00      0.00         1
  Argentina       0.00      0.00      0.00         2
  Australia       1.00      0.03      0.06        95
    Austria       1.00      0.08      0.14        13
    Belgium       0.09      0.01      0.02       119
     Brazil       0.50      0.08      0.13        13
   Bulgaria       0.00      0.00      0.00         2
Burkina Faso       0.00      0.00      0.00         1
   Cambodia       0.00      0.00      0.00         3
     Canada       0.00      0.00      0.00         9
      Chile       0.00      0.00      0.00         2
      China       0.00      0.00      0.00         2
       Cuba       0.00      0.00      0.00         2
Czech Republic       0.00      0.00      0.00         2
Côte d'Ivoire       0.00      0.00      0.00         1
    Denmark       0.00      0.00      0.00         2
European Union       0.00      0.00      0.00         2
    Finland       0.00      0.00      0.00         1
     France       0.77      0.98      0.86      6828
French Guiana       0.00      0.00      0.00         8
French Polynesia       0.00      0.00      0.00         2
    Germany       0.66      0.24      0.36       511
     Greece       0.00      0.00      0.00         1
 Guadeloupe       1.00      0.07      0.12        15
  Hong Kong       0.00      0.00      0.00         2
    Hungary       0.00      0.00      0.00         1
  Indonesia       0.00      0.00      0.00         1
    Ireland       0.00      0.00      0.00         1
     Israel       0.00      0.00      0.00         1
      Italy       0.60      0.06      0.12        47
    Lebanon       0.00      0.00      0.00         1
 Luxembourg       0.00      0.00      0.00         2
 Martinique       0.00      0.00      0.00         1
     Mexico       0.00      0.00      0.00         5
Netherlands       0.00      0.00      0.00         9
New Caledonia       0.00      0.00      0.00         3
New Zealand       1.00      0.10      0.18        10
     Norway       0.00      0.00      0.00         1
       Peru       0.00      0.00      0.00         1
Philippines       0.00      0.00      0.00         1
     Poland       0.00      0.00      0.00         5
   Portugal       0.88      0.10      0.18        69
Republique-de-chine       0.00      0.00      0.00         1
    Romania       0.00      0.00      0.00         3
     Russia       1.00      0.18      0.31        11
   Réunion       0.00      0.00      0.00         7
Saint Pierre and Miquelon       0.00      0.00      0.00        10
    Senegal       1.00      0.25      0.40         4
   Slovenia       0.00      0.00      0.00         1
South Africa       0.00      0.00      0.00         2
      Spain       0.71      0.13      0.22       677
     Sweden       0.00      0.00      0.00         4
Switzerland       0.73      0.05      0.10       156
   Thailand       0.00      0.00      0.00         2
    Tunisia       0.00      0.00      0.00         9
     Turkey       0.00      0.00      0.00         1
United Kingdom       0.72      0.18      0.28       272
United States       0.77      0.17      0.27       281
  fr:Quebec       0.00      0.00      0.00         3

avg / total       0.74      0.76      0.70      9242

	code	url	creator	created_t	created_datetime	last_modified_t	last_modified_datetime	product_name	generic_name	quantity	packaging	packaging_tags	brands	brands_tags	categories	categories_tags	categories_en	origins	origins_tags	manufacturing_places	manufacturing_places_tags	labels	labels_tags	labels_en	emb_codes	emb_codes_tags	first_packaging_code_geo	cities	cities_tags	purchase_places	stores	countries	countries_tags	countries_en	ingredients_text	allergens	allergens_en	traces	traces_tags	traces_en	serving_size	no_nutriments	additives_n	additives	additives_tags	additives_en	ingredients_from_palm_oil_n	ingredients_from_palm_oil	ingredients_from_palm_oil_tags	ingredients_that_may_be_from_palm_oil_n	ingredients_that_may_be_from_palm_oil	ingredients_that_may_be_from_palm_oil_tags	nutrition_grade_uk	nutrition_grade_fr	pnns_groups_1	pnns_groups_2	states	states_tags	states_en	main_category	main_category_en	image_url	image_small_url	energy_100g	energy-from-fat_100g	fat_100g	saturated-fat_100g	butyric-acid_100g	caproic-acid_100g	caprylic-acid_100g	capric-acid_100g	lauric-acid_100g	myristic-acid_100g	palmitic-acid_100g	stearic-acid_100g	arachidic-acid_100g	behenic-acid_100g	lignoceric-acid_100g	cerotic-acid_100g	montanic-acid_100g	melissic-acid_100g	monounsaturated-fat_100g	polyunsaturated-fat_100g	omega-3-fat_100g	alpha-linolenic-acid_100g	eicosapentaenoic-acid_100g	docosahexaenoic-acid_100g	omega-6-fat_100g	linoleic-acid_100g	arachidonic-acid_100g	gamma-linolenic-acid_100g	dihomo-gamma-linolenic-acid_100g	omega-9-fat_100g	oleic-acid_100g	elaidic-acid_100g	gondoic-acid_100g	mead-acid_100g	erucic-acid_100g	nervonic-acid_100g	trans-fat_100g	cholesterol_100g	carbohydrates_100g	sugars_100g	sucrose_100g	glucose_100g	fructose_100g	lactose_100g	maltose_100g	maltodextrins_100g	starch_100g	polyols_100g	fiber_100g	proteins_100g	casein_100g	serum-proteins_100g	nucleotides_100g	salt_100g	sodium_100g	alcohol_100g	vitamin-a_100g	beta-carotene_100g	vitamin-d_100g	vitamin-e_100g	vitamin-k_100g	vitamin-c_100g	vitamin-b1_100g	vitamin-b2_100g	vitamin-pp_100g	vitamin-b6_100g	vitamin-b9_100g	vitamin-b12_100g	biotin_100g	pantothenic-acid_100g	silica_100g	bicarbonate_100g	potassium_100g	chloride_100g	calcium_100g	phosphorus_100g	iron_100g	magnesium_100g	zinc_100g	copper_100g	manganese_100g	fluoride_100g	selenium_100g	chromium_100g	molybdenum_100g	iodine_100g	caffeine_100g	taurine_100g	ph_100g	fruits-vegetables-nuts_100g	collagen-meat-protein-ratio_100g	cocoa_100g	chlorophyl_100g	carbon-footprint_100g	nutrition-score-fr_100g	nutrition-score-uk_100g
0	0000000024600	http://world-en.openfoodfacts.org/product/0000...	date-limite-app	1434530704	2015-06-17T08:45:04Z	1434535914	2015-06-17T10:11:54Z	Filet de bœuf	NaN	2.46 kg	plastique	plastique	NaN	NaN	Filet de bœuf	fr:filet-de-boeuf	fr:Filet-de-boeuf	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	France	en:france	France	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	unknown	unknown	en:to-be-completed, en:nutrition-facts-to-be-c...	en:to-be-completed,en:nutrition-facts-to-be-co...	To be completed,Nutrition facts to be complete...	fr:filet-de-boeuf	fr:Filet-de-boeuf	http://en.openfoodfacts.org/images/products/00...	http://en.openfoodfacts.org/images/products/00...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
1	0000000027205	http://world-en.openfoodfacts.org/product/0000...	tacinte	1458238630	2016-03-17T18:17:10Z	1458238638	2016-03-17T18:17:18Z	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	en:FR	en:france	France	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	en:to-be-completed, en:nutrition-facts-to-be-c...	en:to-be-completed,en:nutrition-facts-to-be-co...	To be completed,Nutrition facts to be complete...	NaN	NaN	http://en.openfoodfacts.org/images/products/00...	http://en.openfoodfacts.org/images/products/00...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
2	0000000036252	http://world-en.openfoodfacts.org/product/0000...	tacinte	1422221701	2015-01-25T21:35:01Z	1422221855	2015-01-25T21:37:35Z	Lion Peanut x2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Roissy,France	NaN	France	en:france	France	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	unknown	unknown	en:to-be-completed, en:nutrition-facts-to-be-c...	en:to-be-completed,en:nutrition-facts-to-be-co...	To be completed,Nutrition facts to be complete...	NaN	NaN	http://en.openfoodfacts.org/images/products/00...	http://en.openfoodfacts.org/images/products/00...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
3	0000000039259	http://world-en.openfoodfacts.org/product/0000...	tacinte	1422221773	2015-01-25T21:36:13Z	1422221926	2015-01-25T21:38:46Z	Twix x2	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	Roissy,France	NaN	France	en:france	France	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	unknown	unknown	en:to-be-completed, en:nutrition-facts-to-be-c...	en:to-be-completed,en:nutrition-facts-to-be-co...	To be completed,Nutrition facts to be complete...	NaN	NaN	http://en.openfoodfacts.org/images/products/00...	http://en.openfoodfacts.org/images/products/00...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
4	0000000039529	http://world-en.openfoodfacts.org/product/0000...	teolemon	1420147051	2015-01-01T21:17:31Z	1439141740	2015-08-09T17:35:40Z	Pack de 2 Twix	NaN	NaN	NaN	NaN	Twix	twix	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	France	en:france	France	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	unknown	unknown	en:to-be-completed, en:nutrition-facts-to-be-c...	en:to-be-completed,en:nutrition-facts-to-be-co...	To be completed,Nutrition facts to be complete...	NaN	NaN	http://en.openfoodfacts.org/images/products/00...	http://en.openfoodfacts.org/images/products/00...	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

	energy_100g	fat_100g	saturated-fat_100g	carbohydrates_100g	sugars_100g	fiber_100g	proteins_100g	salt_100g	sodium_100g	nutrition-score-fr_100g	nutrition-score-uk_100g
8	1083.16219	13.147361	5.218562	27.647402	12.694918	2.82028	7.515199	1.100207	0.432134	8.044746	7.780121
9	1083.16219	13.147361	5.218562	27.647402	12.694918	2.82028	7.515199	1.100207	0.432134	8.044746	7.780121
11	1284.00000	7.000000	3.600000	54.200000	44.000000	4.70000	3.900000	0.200000	0.078740	10.000000	10.000000
12	1284.00000	7.000000	3.600000	54.200000	44.000000	4.70000	3.900000	0.199898	0.078700	10.000000	10.000000
14	177.00000	0.000000	0.000000	10.400000	10.400000	0.00000	0.000000	0.025400	0.010000	13.000000	2.000000

Neighbors	DistanceScore	UniformScore
1	0.698009	0.698009
2	0.701363	0.722246
3	0.734148	0.735447
4	0.745293	0.743887
5	0.753300	0.747457
6	0.756546	0.749513
7	0.759143	0.749188
8	0.760009	0.747998
9	0.758169	0.745077
10	0.758710	0.746051
11	0.760225	0.743995
12	0.761091	0.744752
13	0.760874	0.744860
14	0.759792	0.743670
15	0.760766	0.746592
16	0.760550	0.745293
17	0.761523	0.744644
18	0.762173	0.745510
19	0.762930	0.744536
20	0.763255	0.745726
21	0.763038	0.745185
22	0.762822	0.744428
23	0.762389	0.743670
24	0.762389	0.743670