In [56]:
import csv
import numpy as np
import pandas as pd
from collections import Counter
import matplotlib.pyplot as plt
from sklearn import svm, linear_model, neighbors
from sklearn import tree, ensemble
from sklearn.ensemble import RandomForestClassifier
from sklearn.naive_bayes import GaussianNB
from sklearn import metrics
from sklearn.metrics import roc_curve, roc_auc_score
from sklearn.metrics import confusion_matrix
from sklearn.metrics import classification_report 
from sklearn import model_selection
from sklearn.model_selection import StratifiedKFold
from sklearn.model_selection import train_test_split
from sklearn.model_selection import KFold
from sklearn.model_selection import cross_val_score
from sklearn.model_selection import cross_validate
from sklearn.model_selection import GridSearchCV
import imblearn
from imblearn.over_sampling import SMOTE
from imblearn.under_sampling import RandomUnderSampler
from imblearn.pipeline import Pipeline
In [57]:
df_x = pd.read_csv('X_test.csv')
df_x.to_csv('X_test2.csv', index=True)
In [58]:
df_x = pd.read_csv('X_test2.csv')
df_x
Out[58]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
Unnamed: 0 Unnamed: 0.1 1_x 2_x 3_x 4_x 5_x 6_x 7_x 8_x ... 91_y 92_y 93_y 94_y 95_y 96_y 97_y 98_y 99_y 100_y
0 0 5106 0.173350 -0.607615 0.590885 0.663942 0.139158 -0.849645 -0.404252 -0.795952 ... -0.803993 0.104394 0.765119 -0.483889 0.388023 0.785104 -0.785554 -0.323895 0.847337 0.140305
1 1 2186 -0.479588 0.895718 -0.523031 -0.296371 0.097879 -0.013481 -0.416397 0.609136 ... 0.375101 -0.371153 0.647866 0.458931 -0.521940 -0.928131 -0.924706 0.070631 0.862527 -0.537368
2 2 2589 -0.800532 -0.437812 -0.496730 -0.256678 -1.020800 0.846487 -0.974885 0.354095 ... 0.502527 -0.565729 0.956627 -0.293537 0.172772 0.100918 0.803029 -0.210745 0.005809 0.210292
3 3 831 -0.688224 -0.921477 -0.295846 0.528838 0.825233 -0.263329 0.928552 -0.056571 ... -0.438599 -0.359743 -0.615223 -0.163736 0.785550 0.654530 0.450711 0.412335 0.695042 -0.692877
4 4 1421 -0.511049 -0.904988 -0.703157 -0.447858 -0.848783 0.407271 -0.101442 0.424013 ... 0.436642 -0.453836 0.149770 0.035325 -0.930484 0.315483 0.641020 -0.639525 0.346457 -0.262189
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
1535 1535 1942 0.197876 0.406403 0.072314 0.427011 0.238483 0.183695 0.003023 0.882238 ... -0.590239 0.930607 -0.939131 -0.118392 -0.370935 0.777344 0.367024 0.053751 -0.790276 0.659637
1536 1536 174 0.585421 -0.302359 0.083684 0.805858 -0.882222 0.843096 0.353580 -0.421559 ... 0.531972 -0.183601 0.229466 0.182376 0.135117 0.480452 -0.940992 0.679087 -0.030589 0.095061
1537 1537 3434 -0.729072 -0.503969 0.038989 0.187473 -0.193113 0.312209 0.316294 0.849387 ... 0.611347 0.535599 -0.287716 -0.561834 0.923380 0.976872 0.424460 -0.651315 -0.981638 -0.402029
1538 1538 4269 -0.726073 0.384278 -0.244556 -0.117035 0.262787 -0.557806 -0.364375 0.156360 ... -0.141408 0.899218 -0.674740 0.537195 0.451128 -0.038145 -0.049590 0.002863 -0.518154 -0.830440
1539 1539 1992 0.645989 0.480658 0.258156 -0.930808 0.488087 0.961710 0.746680 0.794812 ... -0.237360 -0.025042 0.161201 0.924755 0.197265 -0.200033 0.986370 -0.717468 0.832282 -0.288104

1540 rows × 202 columns

In [59]:
df_y = pd.read_csv('y_pred.csv')
df_y
Out[59]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
Unnamed: 0 0
0 0 1
1 1 0
2 2 1
3 3 1
4 4 0
... ... ...
1535 1535 0
1536 1536 0
1537 1537 1
1538 1538 1
1539 1539 0

1540 rows × 2 columns

In [60]:
pred = df_x.merge(df_y, on='Unnamed: 0')
pred
Out[60]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
Unnamed: 0 Unnamed: 0.1 1_x 2_x 3_x 4_x 5_x 6_x 7_x 8_x ... 92_y 93_y 94_y 95_y 96_y 97_y 98_y 99_y 100_y 0
0 0 5106 0.173350 -0.607615 0.590885 0.663942 0.139158 -0.849645 -0.404252 -0.795952 ... 0.104394 0.765119 -0.483889 0.388023 0.785104 -0.785554 -0.323895 0.847337 0.140305 1
1 1 2186 -0.479588 0.895718 -0.523031 -0.296371 0.097879 -0.013481 -0.416397 0.609136 ... -0.371153 0.647866 0.458931 -0.521940 -0.928131 -0.924706 0.070631 0.862527 -0.537368 0
2 2 2589 -0.800532 -0.437812 -0.496730 -0.256678 -1.020800 0.846487 -0.974885 0.354095 ... -0.565729 0.956627 -0.293537 0.172772 0.100918 0.803029 -0.210745 0.005809 0.210292 1
3 3 831 -0.688224 -0.921477 -0.295846 0.528838 0.825233 -0.263329 0.928552 -0.056571 ... -0.359743 -0.615223 -0.163736 0.785550 0.654530 0.450711 0.412335 0.695042 -0.692877 1
4 4 1421 -0.511049 -0.904988 -0.703157 -0.447858 -0.848783 0.407271 -0.101442 0.424013 ... -0.453836 0.149770 0.035325 -0.930484 0.315483 0.641020 -0.639525 0.346457 -0.262189 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
1535 1535 1942 0.197876 0.406403 0.072314 0.427011 0.238483 0.183695 0.003023 0.882238 ... 0.930607 -0.939131 -0.118392 -0.370935 0.777344 0.367024 0.053751 -0.790276 0.659637 0
1536 1536 174 0.585421 -0.302359 0.083684 0.805858 -0.882222 0.843096 0.353580 -0.421559 ... -0.183601 0.229466 0.182376 0.135117 0.480452 -0.940992 0.679087 -0.030589 0.095061 0
1537 1537 3434 -0.729072 -0.503969 0.038989 0.187473 -0.193113 0.312209 0.316294 0.849387 ... 0.535599 -0.287716 -0.561834 0.923380 0.976872 0.424460 -0.651315 -0.981638 -0.402029 1
1538 1538 4269 -0.726073 0.384278 -0.244556 -0.117035 0.262787 -0.557806 -0.364375 0.156360 ... 0.899218 -0.674740 0.537195 0.451128 -0.038145 -0.049590 0.002863 -0.518154 -0.830440 1
1539 1539 1992 0.645989 0.480658 0.258156 -0.930808 0.488087 0.961710 0.746680 0.794812 ... -0.025042 0.161201 0.924755 0.197265 -0.200033 0.986370 -0.717468 0.832282 -0.288104 0

1540 rows × 203 columns

In [61]:
pred = pred[['1_x','2_x','1_y','2_y', '0']]
pred
Out[61]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
1_x 2_x 1_y 2_y 0
0 0.173350 -0.607615 -0.150937 -0.169143 1
1 -0.479588 0.895718 0.224456 0.925207 0
2 -0.800532 -0.437812 0.081826 0.310439 1
3 -0.688224 -0.921477 0.920105 -0.780674 1
4 -0.511049 -0.904988 -0.809627 0.033795 0
... ... ... ... ... ...
1535 0.197876 0.406403 0.294593 -0.484862 0
1536 0.585421 -0.302359 -0.772491 -0.672693 0
1537 -0.729072 -0.503969 -0.470965 0.172671 1
1538 -0.726073 0.384278 -0.175943 -0.251190 1
1539 0.645989 0.480658 0.001003 0.948378 0

1540 rows × 5 columns

In [62]:
pred_filtered = pred[pred['0'] == 1]
pred_filtered
Out[62]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
1_x 2_x 1_y 2_y 0
0 0.173350 -0.607615 -0.150937 -0.169143 1
2 -0.800532 -0.437812 0.081826 0.310439 1
3 -0.688224 -0.921477 0.920105 -0.780674 1
6 -0.545898 -0.108953 0.463375 -0.251465 1
7 0.711528 -0.512358 -0.552448 -0.407858 1
... ... ... ... ... ...
1522 -0.702162 -0.644228 -0.800532 -0.437812 1
1524 -0.497415 -0.708097 0.623690 -0.190828 1
1533 0.087665 0.251736 -0.242174 -0.082804 1
1537 -0.729072 -0.503969 -0.470965 0.172671 1
1538 -0.726073 0.384278 -0.175943 -0.251190 1

689 rows × 5 columns

In [63]:
embedding_df = pd.read_csv('node2vec.csv')
embedding_df
Out[63]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
Unnamed: 0 uri 1 2 3 4 5 6 7 8 ... 91 92 93 94 95 96 97 98 99 100
0 0 http://halal.addi.is.its.ac.id/manufactures/Je... -0.895698 -0.652424 -0.352661 0.977000 0.158936 0.748668 0.517554 0.480040 ... -0.962404 -0.304005 0.409442 -0.185668 0.873310 -0.663590 0.126802 -0.200655 -0.984155 -0.286988
1 1 http://halal.addi.is.its.ac.id/manufactures/Am... -0.413752 -0.425428 -0.118045 -0.487334 -0.981375 0.024288 0.156467 0.573134 ... 0.044928 -0.060246 -0.716641 0.445243 0.203080 -0.022848 -0.130727 -0.369376 -0.433882 0.433699
2 2 http://halal.addi.is.its.ac.id/manufactures/St... 0.978251 -0.121332 0.924200 0.431506 -0.762944 0.891782 -0.375167 0.448796 ... 0.742334 -0.152895 -0.404350 -0.758072 0.574744 0.681240 0.048268 -0.913959 -0.591921 -0.226300
3 3 http://halal.addi.is.its.ac.id/manufactures/Li... -0.080296 0.476265 -0.516736 0.671542 -0.995670 -0.889545 -0.308378 -0.197450 ... -0.209189 -0.495756 0.512841 0.102529 -0.303258 0.411760 -0.870666 -0.420852 -0.449765 0.380749
4 4 http://halal.addi.is.its.ac.id/manufactures/Yi... -0.596870 0.193437 0.035567 0.992794 -0.433264 -0.736693 0.580241 -0.682021 ... -0.680717 -0.380390 0.020086 0.603221 -0.175771 0.649488 -0.255825 -0.721383 -0.697301 0.991840
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
21234 21234 http://halal.addi.is.its.ac.id/manufactures/Pf... 0.223399 -0.565066 0.818777 0.644069 0.507565 -0.288127 0.381643 0.460203 ... -0.298752 0.633185 -0.741751 0.137565 -0.099919 0.117547 0.497558 0.195654 0.273953 -0.933555
21235 21235 http://halal.addi.is.its.ac.id/manufactures/Te... -0.090774 0.389922 0.539096 0.732077 0.215295 0.640650 -0.196415 0.773062 ... 0.914787 -0.101291 -0.085768 0.057964 -0.560293 0.354463 0.616468 -0.286572 -0.221109 -0.947666
21236 21236 http://halal.addi.is.its.ac.id/manufactures/By... 0.984142 0.970452 0.360086 0.820587 0.173289 0.341781 0.078333 -0.235417 ... 0.747236 -0.674036 -0.831096 0.810495 0.582437 0.592411 -0.054451 -0.315766 -0.922519 0.012182
21237 21237 http://halal.addi.is.its.ac.id/manufactures/My... 0.805863 -0.648494 0.735636 -0.475341 0.651464 -0.005647 0.834465 0.636916 ... 0.019946 -0.735493 0.001565 -0.103676 -0.877711 -0.001631 0.443867 0.948692 -0.448095 0.255828
21238 21238 http://halal.addi.is.its.ac.id/manufactures/Mr... -0.668620 -0.667673 -0.711002 -0.137318 0.548262 0.411388 0.560332 0.932369 ... 0.474497 0.307455 -0.160853 -0.336655 0.996307 -0.721408 -0.058628 -0.124199 -0.364577 -0.798674

21239 rows × 102 columns

In [67]:
mix = pred_filtered.merge(embedding_df, left_on='1_x', right_on='1').merge(embedding_df, left_on='1_y', right_on='1')
mix
Out[67]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
1_x 2_x 1_y 2_y 0 Unnamed: 0_x uri_x 1_x 2_x 3_x ... 91_y 92_y 93_y 94_y 95_y 96_y 97_y 98_y 99_y 100_y
0 -0.800532 -0.437812 0.081826 0.310439 1 2969 http://halal.addi.is.its.ac.id/foodproducts/In... -0.800532 -0.437812 -0.496730 ... 0.502527 -0.565729 0.956627 -0.293537 0.172772 0.100918 0.803029 -0.210745 0.005809 0.210292
1 -0.159314 0.914085 0.081826 0.310439 1 5067 http://halal.addi.is.its.ac.id/foodproducts/In... -0.159314 0.914085 -0.718593 ... 0.502527 -0.565729 0.956627 -0.293537 0.172772 0.100918 0.803029 -0.210745 0.005809 0.210292
2 -0.413014 -0.294657 0.081826 0.310439 1 4214 http://halal.addi.is.its.ac.id/foodproducts/In... -0.413014 -0.294657 0.153581 ... 0.502527 -0.565729 0.956627 -0.293537 0.172772 0.100918 0.803029 -0.210745 0.005809 0.210292
3 -0.800532 -0.437812 -0.616811 -0.520762 1 2969 http://halal.addi.is.its.ac.id/foodproducts/In... -0.800532 -0.437812 -0.496730 ... -0.823342 0.158204 0.967185 0.650535 0.420241 0.779644 -0.296553 0.400660 0.475886 0.060660
4 -0.800532 -0.437812 -0.702162 -0.644228 1 2969 http://halal.addi.is.its.ac.id/foodproducts/In... -0.800532 -0.437812 -0.496730 ... -0.118412 -0.053654 -0.230298 0.400629 -0.034700 0.989183 -0.175710 0.810372 0.751791 0.270028
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
317 0.889860 0.552808 0.433910 0.157288 1 4170 http://halal.addi.is.its.ac.id/foodproducts/Nu... 0.889860 0.552808 -0.186388 ... 0.794986 0.737540 0.484876 -0.386998 -0.310399 0.925205 0.512617 0.315060 0.407618 -0.671302
318 -0.599967 0.949366 -0.523951 -0.598450 1 6197 http://halal.addi.is.its.ac.id/foodproducts/Ku... -0.599967 0.949366 0.162818 ... 0.600566 -0.913623 0.968724 0.525734 0.804183 0.193664 -0.499304 -0.469340 -0.672684 -0.337444
319 0.274950 0.483662 0.713457 -0.094504 1 4528 http://halal.addi.is.its.ac.id/foodproducts/Ta... 0.274950 0.483662 0.873215 ... 0.323702 -0.085143 0.705012 -0.533331 0.794265 0.066193 0.341792 0.003833 -0.309150 -0.653312
320 -0.268609 -0.706628 -0.806220 -0.016140 1 3784 http://halal.addi.is.its.ac.id/foodproducts/In... -0.268609 -0.706628 -0.866171 ... 0.758822 0.504531 -0.798031 0.699248 -0.768904 -0.106855 0.078304 0.564953 -0.088980 0.860178
321 -0.729072 -0.503969 -0.470965 0.172671 1 4736 http://halal.addi.is.its.ac.id/foodproducts/En... -0.729072 -0.503969 0.038989 ... 0.611347 0.535599 -0.287716 -0.561834 0.923380 0.976872 0.424460 -0.651315 -0.981638 -0.402029

322 rows × 209 columns

In [68]:
df = mix[['uri_x', 'uri_y']]
df
#df.to_csv('node2vecvisualisasi.csv')
Out[68]:
.dataframe tbody tr th:only-of-type { vertical-align: middle; } .dataframe tbody tr th { vertical-align: top; } .dataframe thead th { text-align: right; }
uri_x uri_y
0 http://halal.addi.is.its.ac.id/foodproducts/In... http://halal.addi.is.its.ac.id/foodproducts/In...
1 http://halal.addi.is.its.ac.id/foodproducts/In... http://halal.addi.is.its.ac.id/foodproducts/In...
2 http://halal.addi.is.its.ac.id/foodproducts/In... http://halal.addi.is.its.ac.id/foodproducts/In...
3 http://halal.addi.is.its.ac.id/foodproducts/In... http://halal.addi.is.its.ac.id/foodproducts/Kr...
4 http://halal.addi.is.its.ac.id/foodproducts/In... http://halal.addi.is.its.ac.id/foodproducts/Du...
... ... ...
317 http://halal.addi.is.its.ac.id/foodproducts/Nu... http://halal.addi.is.its.ac.id/foodproducts/No...
318 http://halal.addi.is.its.ac.id/foodproducts/Ku... http://halal.addi.is.its.ac.id/foodproducts/In...
319 http://halal.addi.is.its.ac.id/foodproducts/Ta... http://halal.addi.is.its.ac.id/foodproducts/Kh...
320 http://halal.addi.is.its.ac.id/foodproducts/In... http://halal.addi.is.its.ac.id/foodproducts/Gl...
321 http://halal.addi.is.its.ac.id/foodproducts/En... http://halal.addi.is.its.ac.id/foodproducts/En...

322 rows × 2 columns

In [69]:
df = pd.read_csv('node2vecvisualisasi.csv')
In [70]:
import networkx as nx
g = nx.from_pandas_edgelist(df, source='uri x',target='uri y')
In [71]:
mylist = df.values.tolist()
mylist
Out[71]:
[[0, 'Indomaret Kacang Kriuk', 'Indomaret Snack Kacang Atom Shanghai'],
 [1, 'Indofood Syrup Freiss Orange', 'Indomaret Snack Kacang Atom Shanghai'],
 [2, 'Indomaret Kacang Bumbu', 'Indomaret Snack Kacang Atom Shanghai'],
 [3, 'Indomaret Kacang Kriuk', 'Kraft Cheese Quick Melt'],
 [4, 'Indomaret Kacang Kriuk', 'Dua Kelinci Kacang Sangrai'],
 [5, 'Wafer Selamat Chocolate', 'Dua Kelinci Kacang Sangrai'],
 [6, 'Indomaret Kacang Bali', 'Dua Kelinci Kacang Sangrai'],
 [7, 'Indomaret Kacang Kriuk', 'Kacang Telor'],
 [8, 'Garuda Kacang Atom Apc Pedas', 'Kacang Telor'],
 [9, 'Indomaret Kacang Kriuk', 'Indomaret Beras Merah'],
 [10, 'Indomaret Air Oksi', 'Roma Biscuit Festive Treats'],
 [11, 'Nata De Coco', 'Roma Biscuit Festive Treats'],
 [12, 'Indomaret Air Oksi', 'Indomaret Garam'],
 [13, 'Indomaret Air Oksi', 'Indomaret Air Mineral'],
 [14, 'Eternalplus Mineral Water', 'Indomaret Air Mineral'],
 [15, 'Club Air Mineral', 'Indomaret Air Mineral'],
 [16, 'Selamat Wafer Chocolate Cream', 'Indomaret Air Mineral'],
 [17, 'Zona Keripik Makaroni Macaroni Crisps', 'Indomaret Air Mineral'],
 [18, 'Indomaret Air Oksi', 'Aqua Galon'],
 [19, 'Indomaret Air Mineral', 'Aqua Galon'],
 [20, 'Aqua Air Mineral Click N Go', 'Aqua Galon'],
 [21, 'Indomaret Air Oksi', 'Eternalplus Mineral Water'],
 [22, 'Indomaret Air Mineral', 'Club Air Mineral'],
 [23, 'Eternalplus Mineral Water', 'Club Air Mineral'],
 [24, 'Wide Egg Noodles', 'Club Air Mineral'],
 [25, 'Indomaret Air Mineral', 'Indomaret Air Minum Dengan Oksigen Sporty'],
 [26,
  'Garuda Kacang Panggang Rosta Pedas',
  'Indomaret Air Minum Dengan Oksigen Sporty'],
 [27, 'Aqua Galon', 'Indomaret Air Minum Dengan Oksigen Sporty'],
 [28, 'Indomaret Air Mineral', 'Indomaret Air Oksi'],
 [29, 'Oishi Snack Suky Suky U G Manis Pedas', 'Monde Biscuit Egg Drops'],
 [30, 'Nissin Walens Choco Soes', 'Monde Biscuit Egg Drops'],
 [31, 'Indomilk Kental Manis Putih', 'Cap Enaak Kental Manis Putih'],
 [32,
  'Frisian Flag Krimer Kental Manis Omela',
  'Cap Enaak Kental Manis Putih'],
 [33, 'Indomilk Susu Kental Manis Putih', 'Cap Enaak Kental Manis Putih'],
 [34, 'Indomilk Kental Manis Putih', 'Cap Enak Kental Manis Putih'],
 [35, 'Loacker Wafer Quadratini Chocolate', 'Cap Enak Kental Manis Putih'],
 [36, 'Indomilk Kental Manis Putih', 'Cap Enaak Kental Manis Coklat'],
 [37, 'Indomilk Kental Manis Coklat', 'Cap Enaak Kental Manis Coklat'],
 [38, 'Oishi Snack Kraker U G Pedas', 'Cap Enaak Kental Manis Coklat'],
 [39,
  'Nutrijell Konnyaku Jelly Powder Grape',
  'Nutrijell Konnyaku Jelly Powder Leci'],
 [40,
  'Nutrijell Konnyaku Jelly Powder Melon',
  'Nutrijell Konnyaku Jelly Powder Leci'],
 [41,
  'Nutrijell Konnyaku Jelly Powder Grape',
  'Nutrijell Konnyaku Jelly Powder Melon'],
 [42,
  'Nutrijell Konnyaku Jelly Powder Grape',
  'Nutrijell Konnyaku Jelly Powder Strawberry'],
 [43,
  'Nutrijell Konnyaku Jelly Powder Leci',
  'Nutrijell Konnyaku Jelly Powder Strawberry'],
 [44,
  'Dilmah Greean Tea Jasmine Petals 20 S Envelope',
  'Nutrijell Konnyaku Jelly Powder Strawberry'],
 [45,
  'Al Shifa Black Forest Honey',
  'Mizone Break Free Minuman Isotonik Cherry Blossom'],
 [46,
  'Mizone Move On Minuman Isotonik Starfruit',
  'Mizone Break Free Minuman Isotonik Cherry Blossom'],
 [47,
  'Mizone Mood Up Minuman Isotonik Cranberry',
  'Mizone Break Free Minuman Isotonik Cherry Blossom'],
 [48, 'Kusuka Keripik Singkong Original', 'Kusuka Keripik Singkong Balado'],
 [49, 'Kusuka Keripik Singkong Barbeque', 'Kusuka Keripik Singkong Balado'],
 [50,
  'Kusuka Keripik Singkong Original',
  'Kusuka Keripik Singkong Ayam Lada Hitam'],
 [51, 'Cap Enaak Kental Manis Coklat', 'Tiga Sapi Kremer Kental Manis'],
 [52, 'Indomilk Kental Manis Chocolate', 'Tiga Sapi Kremer Kental Manis'],
 [53,
  'Frisian Flag Krimer Kental Manis Omela',
  'Tiga Sapi Kremer Kental Manis'],
 [54,
  'Cap Enaak Kental Manis Coklat',
  'Frisian Flag Krimer Kental Manis Omela'],
 [55,
  'Frisian Flag Kental Manis Putih',
  'Frisian Flag Krimer Kental Manis Omela'],
 [56,
  'Frisian Flag Canister Susu Kental Manis Coklat',
  'Frisian Flag Krimer Kental Manis Omela'],
 [57, 'Susu Jahe Sidomuncul', 'Frisian Flag Krimer Kental Manis Omela'],
 [58, 'Happy Pop Snack Seaweed', 'Frisian Flag Krimer Kental Manis Omela'],
 [59,
  'Garuda Pilus Rasa Pedas Spicy Coated Peanuts',
  'Kacang Shanghai Cap Dua Kelinci'],
 [60,
  'Coated Peanuts Garlic Flavor Garuda',
  'Kacang Shanghai Cap Dua Kelinci'],
 [61, 'Indomaret Kuaci Susu', 'Rebo Kuaci Milk'],
 [62, 'Pronas Corned Beef Kornetku', 'Rebo Kuaci Milk'],
 [63, 'Eternalplus Mineral Water', 'Aqua Air Mineral Click N Go'],
 [64, 'Club Air Mineral', 'Aqua Air Mineral Click N Go'],
 [65, 'Aqua Galon', 'Aqua Air Mineral Click N Go'],
 [66, 'Aqua Air Mineral', 'Ades Air Mineral'],
 [67, 'Club Air Mineral', 'Ades Air Mineral'],
 [68, 'Aqua Air Mineral', 'Piattos Snack Kentang Sambal Matah'],
 [69,
  'Zona Kerupuk Fish Ball Fish Ball Cracker Getes',
  'Zona Telur Gabus Sweet Cookies'],
 [70, 'Zona Kemplang Ikan', 'Zona Telur Gabus Sweet Cookies'],
 [71,
  'Zona Keripik Pisang Sale Lidah Banana Crisps',
  'Zona Telur Gabus Sweet Cookies'],
 [72, 'Sena Roasted Fish Crackers', 'Zona Telur Gabus Sweet Cookies'],
 [73,
  'Rotary Kacang Atom Flour Coated Peanuts',
  'Zona Telur Gabus Sweet Cookies'],
 [74,
  'Zona Kerupuk Fish Ball Fish Ball Cracker Getes',
  'Good Time Cookies Assorted'],
 [75,
  'Mizone Break Free Minuman Isotonik Cherry Blossom',
  'Mizone Move On Minuman Isotonik Starfruit'],
 [76,
  'Mizone Mood Up Minuman Isotonik Cranberry',
  'Mizone Move On Minuman Isotonik Starfruit'],
 [77,
  'Mizone Break Free Minuman Isotonik Cherry Blossom',
  'Mizone Mood Up Minuman Isotonik Cranberry'],
 [78,
  'Mizone Move On Minuman Isotonik Starfruit',
  'Mizone Mood Up Minuman Isotonik Cranberry'],
 [79,
  'Mizone Active Minuman Isotonik Lychee Lemon',
  'Mizone Mood Up Minuman Isotonik Cranberry'],
 [80, 'Khong Guan Crackers Malkist Superco', 'Tango Wafer Chocolate'],
 [81, 'Tango Wafer Cokelat', 'Tango Wafer Chocolate'],
 [82,
  'Khong Guan Crackers Malkist Superco',
  'Khong Guan Crackers Saltcheese Regular'],
 [83,
  'Khong Guan Crackers Malkist Superco',
  'Khong Guan Crackers Malkist Abon Sapi'],
 [84,
  'Khong Guan Crackers Malkist Superco',
  'Khong Guan Crackers Malkist Seaweed'],
 [85,
  'Khong Guan Crackers Malkist Abon Sapi',
  'Khong Guan Crackers Malkist Seaweed'],
 [86, 'Khong Guan Crackers Malkist Superco', 'Tango Wafer Cokelat'],
 [87, 'Meiji Biskuit Yan Yan Strawberry', 'Tango Wafer Cokelat'],
 [88, 'Tango Wafer Kraffel Original Sweet', 'Tango Wafer Cokelat'],
 [89,
  'Loacker Wafer Quadratini Napolitaner',
  'Loacker Wafer Quadratini Cappuccino'],
 [90,
  'Loacker Wafer Quadratini Napolitaner',
  'Indomaret Kacang Koro Original'],
 [91,
  'Frisian Flag Kental Manis Putih',
  'Frisian Flag Canister Susu Kental Manis Coklat'],
 [92, 'Forvita Margarine Gold', 'Forvita Margarine'],
 [93, 'Khong Guan Crackers Malkist Abon Sapi', 'Khong Guan Crackers Cream'],
 [94, 'Khong Guan Crackers Saltcheese Regular', 'Khong Guan Crackers Cream'],
 [95,
  'Khong Guan Crackers Malkist Abon Sapi',
  'Heavenly Blush Tummy Yogurt Bar Berries'],
 [96, 'Sedaap Mie Instant Ayam Bawang', 'Sedaap Mie Instant Ayam Spesial'],
 [97, 'Sedaap Mie Instant Baso Spesial', 'Sedaap Mie Instant Ayam Spesial'],
 [98, 'Indomie Mi Instan Ayam Bawang', 'Sedaap Mie Instant Ayam Spesial'],
 [99, 'Richeese Nabati Cheese Wafer', 'Sedaap Mie Instant Ayam Spesial'],
 [100, 'Sedaap Mie Instant Ayam Bawang', 'Sedaap Mie Instant Baso Spesial'],
 [101, 'Sedaap Mie Instant Kari Special', 'Sedaap Mie Instant Baso Spesial'],
 [102, 'Sedaap Mie Instant Baso', 'Sedaap Mie Instant Baso Spesial'],
 [103,
  'Sedaap Mie Instant Ayam Bawang Telur',
  'Sedaap Mie Instant Baso Spesial'],
 [104, 'Sedaap Mie Instant Ayam Spesial', 'Sedaap Mie Instant Baso Spesial'],
 [105,
  'Nola Gluten Free Cookies Dark Chocolate',
  'Nola Gluten Free Cookies Choco Chips'],
 [106,
  'Lay S Snack Potato Chips Salmon Teriyaki',
  'Chitato Snack Potato Chips Ayam Barbeque'],
 [107,
  'Chitato Snack Potato Chips Sapi Bumbu Bakar',
  'Chitato Snack Potato Chips Ayam Barbeque'],
 [108, 'Zona Kemplang Ikan', 'Zona Kerupuk Fish Ball Fish Ball Cracker Getes'],
 [109,
  'Zona Telur Gabus Sweet Cookies',
  'Zona Kerupuk Fish Ball Fish Ball Cracker Getes'],
 [110, 'Zona Kemplang Ikan', 'Krupuk Ubi Kayu'],
 [111, 'Aik Cheong Coffeemix Reguler', 'Krupuk Ubi Kayu'],
 [112, 'Oishi Snack Sponge Crunch Chocolate', 'Indomie Mi Rasa Kari Ayam'],
 [113,
  'Kata Oma Snack Telur Gabus Balado Padang',
  'Indomie Mi Rasa Kari Ayam'],
 [114, 'Abc Kopi Susu Coklat Mocca', 'Abc Kopi Instant Kopi Gula Susu'],
 [115, 'Sedaap Mie Instant Kari Special', 'Sedaap Mie Instant White Curry'],
 [116,
  'Sedaap Mie Instant Kari Special',
  'Sedaap Mie Instant Ayam Bawang Telur'],
 [117,
  'Sedaap Mie Instant Baso Spesial',
  'Sedaap Mie Instant Ayam Bawang Telur'],
 [118,
  'Sedaap Mie Instant Ayam Spesial',
  'Sedaap Mie Instant Ayam Bawang Telur'],
 [119, 'Kusuka Keripik Singkong Balado', 'Frestea Minuman Teh Aroma Melati'],
 [120, 'Indomilk Kental Manis Coklat', 'Buavita Juice Mini Guava'],
 [121, 'Adem Sari Ching Ku Herbal Tea', 'Kraft Sandwich Oreo Coklat Vanila'],
 [122,
  'Kraft Sandwich Oreo Strawbery Creme',
  'Kraft Sandwich Oreo Coklat Vanila'],
 [123,
  'Arnott S Biscuit Nyam Nyam Fantasy Stick Choco',
  'Kraft Sandwich Oreo Coklat Vanila'],
 [124,
  'Kraft Sandwich Oreo Ice Cream Blueberry',
  'Kraft Sandwich Oreo Coklat Vanila'],
 [125, 'Abc Kopi Instant Kopi Gula Susu', 'Kapal Api Fresco Kopi Krim Susu'],
 [126, 'Kapal Api Kopi Bubuk Special Mix', 'Kapal Api Fresco Kopi Krim Susu'],
 [127, 'Sido Muncul Jahe Susu', 'Kapal Api Fresco Kopi Krim Susu'],
 [128, 'Top Coffee Kopi Gula Susu 3 In 1', 'Kapal Api Fresco Kopi Krim Susu'],
 [129, 'Top Coffee Kopi Cappuccino', 'Kapal Api Fresco Kopi Krim Susu'],
 [130, 'Abc Kopi Instant Kopi Gula Susu', 'Luwak White Koffie Tarik Malaka'],
 [131, 'Kusuka Keripik Singkong Barbeque', 'Kusuka Keripik Singkong Original'],
 [132,
  'Kusuka Keripik Singkong Keju Bakar',
  'Kusuka Keripik Singkong Original'],
 [133,
  'Monde Cookies Serena Egg Roll Chocolate',
  'Kusuka Keripik Singkong Original'],
 [134, 'Khong Guan Crackers Cream', 'Khong Guan Crackers Malkist Superco'],
 [135,
  'Khong Guan Chocolate Wafer Classic',
  'Khong Guan Crackers Malkist Superco'],
 [136, 'Indomie Mi Rasa Ayam Bawang', 'Indomie Mi Instant Rasa Soto Mie'],
 [137, 'Indomie Mi Rasa Kari Ayam', 'Indomie Mi Instant Rasa Soto Mie'],
 [138, 'Indomie Mi Rasa Ayam Special', 'Indomie Mi Instant Rasa Soto Mie'],
 [139, 'Indomie Mi Rasa Ayam Bawang', 'Indomie Mi Rasa Ayam Special'],
 [140, 'Indomie Mi Instant Rasa Soto Mie', 'Indomie Mi Rasa Ayam Special'],
 [141, 'Indomie Mi Rasa Kari Ayam', 'Indomie Mi Rasa Ayam Special'],
 [142,
  'Indomie Mi Rasa Ayam Bawang',
  'Good Mood Minuman Ekstrak Buah Stroberi'],
 [143,
  'San Carlo Keripik Kentang Piu Gusto Lime',
  'Good Mood Minuman Ekstrak Buah Stroberi'],
 [144, 'Taro Snack Seaweed', 'Taro Snack Net Potato Barbeque'],
 [145, 'Taro Snack Net Seaweed', 'Taro Snack Net Potato Barbeque'],
 [146, 'Taro Snack Seaweed', 'Taro Snack Net Seaweed'],
 [147, 'Tresno Joyo Madu Tj Murni', 'Buavita Apple'],
 [148, 'Kusuka Cassava Chips Seaweed Flavor', 'Buavita Apple'],
 [149, 'Tiga Sapi Kremer Kental Manis', 'Indomilk Kental Manis Coklat'],
 [150, 'Buavita Juice Slim Jambu', 'Indomilk Kental Manis Coklat'],
 [151, 'Tiga Sapi Kremer Kental Manis', 'Indomilk Susu Kental Manis Putih'],
 [152, 'Indomilk Kental Manis Chocolate', 'Indomilk Susu Kental Manis Putih'],
 [153, 'Wafer Selamat Chocolate', 'Indomilk Susu Kental Manis Putih'],
 [154, 'Tiga Sapi Kremer Kental Manis', 'Arnott S Biscuit Venezia Assorted'],
 [155, 'Soba Stir Fry Noodles', 'Al Shifa Natural Honey Squeeze'],
 [156, 'Top Coffee Kopi Gula Toraja', 'Luwak Kopi Bubuk Murni'],
 [157, 'Indomie My Noodlez Rasa Rumput Laut', 'Luwak Kopi Bubuk Murni'],
 [158, 'Top Coffee Kopi Gula Toraja', 'Excelso Kopi Bubuk Arabica Gold'],
 [159, 'Kapal Api Kopi Bubuk Special Mix', 'Excelso Kopi Bubuk Arabica Gold'],
 [160,
  'Top Coffee Kopi Gula Toraja',
  'Torabika Kopi Instant Gilus Mix Gula Aren'],
 [161, 'Top Coffee Kopi Gula Toraja', 'Luwak Kopi Bubuk Gula'],
 [162, 'Kapal Api Kopi Bubuk Special Mix', 'Luwak Kopi Bubuk Gula'],
 [163, 'Torabika Kopi Instant Gilus Mix Gula Aren', 'Luwak Kopi Bubuk Gula'],
 [164, 'Luwak Kopi Bubuk Murni', 'Luwak Kopi Bubuk Gula'],
 [165, 'Top Coffee Kopi Gula Toraja', 'Top Coffee Kopi Gula Susu 3 In 1'],
 [166, 'Top Coffee Kopi Gula Toraja', 'Gadjah Kopi Tubruk Manis 2 In 1'],
 [167, 'Indomie Mi Instant Rasa Soto Mie', 'Indomie Mi Goreng Rendang'],
 [168, 'Indomie Mi Instant Rasa Soto Mie', 'Indomie Mi Rasa Ayam Bawang'],
 [169, 'Indomie Mi Rasa Kari Ayam', 'Indomie Mi Rasa Ayam Bawang'],
 [170, 'Indomie Mi Instan Goreng', 'Indomie Mi Rasa Ayam Bawang'],
 [171, 'Indomie Mi Instant Rasa Soto Mie', 'Indomie Mi Goreng Rasa Sate'],
 [172, 'Indomie Mi Instan Goreng', 'Indomie Mi Goreng Rasa Sate'],
 [173, 'Indomaret Air Minum Dengan Oksigen Sporty', 'Aqua Air Mineral'],
 [174, 'Ades Air Mineral', 'Aqua Air Mineral'],
 [175, 'Indomaret Air Minum Dengan Oksigen Sporty', 'Olw Cheez Doodles Snack'],
 [176,
  'Maya Sardines In Tomato Sauce',
  'Universal King Kong Kripik Singkong Bbq Flavor'],
 [177,
  'Sedaap Mie Instant Ayam Bawang Telur',
  'Sedaap Mie Instant Ayam Bwg Telur'],
 [178,
  'Sedaap Mie Instant Ayam Bawang Telur',
  'Happytos Snack Tortila Chips Merah'],
 [179,
  'Kraft Sandwich Oreo Peanut Butter Chocolate Cream',
  'Kraft Sandwich Oreo Chocolate Creme'],
 [180,
  'Kraft Sandwich Oreo Coklat Vanila',
  'Kraft Sandwich Oreo Chocolate Creme'],
 [181, 'Roma Malkist', 'Kraft Sandwich Oreo Chocolate Creme'],
 [182, 'Al Shifa Natural Honey', 'Delmonte Fresh Cut Whole Kernel Corn'],
 [183,
  'Kraft Sandwich Oreo Chocolate Creme',
  'Kraft Sandwich Oreo Peanut Butter Chocolate Cream'],
 [184,
  'Kraft Sandwich Oreo Coklat Vanila',
  'Kraft Sandwich Oreo Peanut Butter Chocolate Cream'],
 [185,
  'Kraft Sandwich Oreo Chocolate Creme',
  'Kraft Sandwich Mini Oreo Chocolate Cream'],
 [186,
  'Kraft Sandwich Oreo Coklat Vanila',
  'Kraft Sandwich Mini Oreo Chocolate Cream'],
 [187,
  'Kraft Sandwich Oreo Chocolate Creme',
  'Kraft Oreo Selection Biscuit Assorted'],
 [188,
  'Kraft Sandwich Oreo Coklat Vanila',
  'Kraft Oreo Selection Biscuit Assorted'],
 [189,
  'Kraft Sandwich Oreo Chocolate Creme',
  'Kraft Sandwich Oreo Ice Cream Blueberry'],
 [190,
  'Kraft Sandwich Mini Oreo Chocolate Cream',
  'Kraft Sandwich Oreo Ice Cream Blueberry'],
 [191, 'Selamat Wafer Chocolate', 'Kraft Sandwich Oreo Ice Cream Blueberry'],
 [192,
  'Mizone Move On Minuman Isotonik Starfruit',
  'Mizone Active Minuman Isotonik Lychee Lemon'],
 [193, 'Buavita Juice Slim Apple', 'Buavita Juice Slim Jambu'],
 [194,
  'Nescafe Coffee Latte Drink Eclair',
  'Mister Potato Snack Crisps Barbeque'],
 [195, 'Zona Keripik Pisang Sale Lidah Banana Crisps', 'Zona Kemplang Ikan'],
 [196,
  'Skippy Jam Creamy Peanut Butter',
  'Indomaret Teng Teng Noga Kacang Wijen'],
 [197, 'Garuda Kacang Atom', 'Indomaret Kacang Kriuk'],
 [198, 'Garuda Kacang Telur', 'Indomaret Kacang Kriuk'],
 [199, 'Dua Kelinci Kacang Sangrai', 'Indomaret Kacang Kriuk'],
 [200, 'Sedaap Mie Instant Baso Spesial', 'Sedaap Mie Instant Ayam Bawang'],
 [201, 'Big Soft Drink Cola', 'Sedaap Mie Instant Ayam Bawang'],
 [202, 'Indomie Mi Rasa Kari Ayam', 'Indomie Mi Instan Goreng'],
 [203, 'Indomie Mi Goreng Rasa Sate', 'Indomie Mi Instan Goreng'],
 [204,
  'Kraft Sandwich Mini Oreo Chocolate Cream',
  'Kraft Sandwich Mini Oreo Strawberry'],
 [205,
  'Chitato Snack Potato Chips Ayam Barbeque',
  'Chitato Snack Potato Chips Ayam Bumbu'],
 [206,
  'Kapal Api Krim Kafe Non Dairy Creamer',
  'Chitato Snack Potato Chips Ayam Bumbu'],
 [207,
  'Chitato Snack Potato Chips Ayam Barbeque',
  'Chitato Snack Potato Chips Asli'],
 [208,
  'Chitato Snack Potato Chips Ayam Bumbu',
  'Chitato Snack Potato Chips Asli'],
 [209,
  'Chitato Snack Potato Chips Ayam Barbeque',
  'Indomaret Kacang Koro Kulit'],
 [210,
  'Chitato Snack Potato Chips Ayam Barbeque',
  'Chitato Snack Potato Chips Sapi Bumbu Bakar'],
 [211,
  'Kraft Sandwich Mini Oreo Strawberry',
  'Kraft Sandwich Oreo Strawbery Creme'],
 [212,
  'Ever Delicious Yam Cookies Taro',
  'Zona Keripik Tempe Pedas Soy Bean Crips Spicy'],
 [213,
  'Dua Kelinci Hot Nut Chili Flavor Kacang Ala Hawaii',
  'Zona Keripik Tempe Pedas Soy Bean Crips Spicy'],
 [214, 'Ades Air Mineral', 'Kayarasa Jasela Instant'],
 [215, 'Nissin Biscuit Kelapa Ijo', 'Monde Biskuit Bourbon Cokelat'],
 [216, 'Monde Biscuit Egg Drops', 'Monde Biskuit Bourbon Cokelat'],
 [217, 'Nissin Wafer Chocolate', 'Monde Biskuit Bourbon Cokelat'],
 [218, 'Nissin Biscuit Kelapa Ijo', 'Nissin Walens Blueberry Soes Pck'],
 [219,
  'Indomaret Beras Super Pandan Wangi',
  'Nissin Walens Blueberry Soes Pck'],
 [220, 'Kusuka Cassava Chips Original', 'Loacker Wafer Quadratini Vanilla'],
 [221, 'Dk Kacang Sukro', 'Garuda Kacang Atom'],
 [222,
  'Lotte Chewing Gum Sugar Free Xylitol Jeruk Nipis Mint',
  'Garuda Kacang Atom'],
 [223, 'Dk Kacang Sukro', 'Garuda Kacang Atom Apc Pedas'],
 [224,
  'Loacker Wafer Quadratini Vanilla',
  'Loacker Wafer Quadratini Napolitaner'],
 [225, 'Indomaret Snack Kacang Atom Shanghai', 'Dk Kacang Sukro'],
 [226, 'Garuda Kacang Telur', 'Dk Kacang Sukro'],
 [227, 'Kacang Telor', 'Dk Kacang Sukro'],
 [228, 'Garuda Kacang Atom Apc Pedas', 'Dk Kacang Sukro'],
 [229, 'Indomaret Snack Kacang Atom Shanghai', 'Indomaret Kacang Bumbu'],
 [230,
  'Happytos Snack Tortila Chips Merah',
  'Happytos Snack Tortila Chips Hijau'],
 [231, 'Khong Guan Chocolate Wafer Classic', 'Nissin Biscuit Kelapa Ijo'],
 [232, 'Monde Biskuit Bourbon Cokelat', 'Nissin Biscuit Kelapa Ijo'],
 [233, 'Excelso Kopi Bubuk Arabica Gold', 'Kapal Api Kopi Bubuk Special Mix'],
 [234, 'Luwak Kopi Bubuk Murni', 'Kapal Api Kopi Bubuk Special Mix'],
 [235, 'Monde Biscuit Egg Drops', 'Dua Kelinci Kacang Garing'],
 [236, 'Good Time Cookies Chocochips Classic', 'Monde Butter Cookies'],
 [237,
  'Kusuka Keripik Singkong Saos Balado',
  'Kusuka Keripik Singkong Barbeque'],
 [238,
  'Kata Oma Snack Telur Gabus Balado Padang',
  'Kata Oma Snack Telur Gabus Keju'],
 [239, 'Kapal Api Fresco Kopi Krim Susu', 'Top Coffee Kopi Gula Toraja'],
 [240, 'Luwak Kopi Bubuk Gula', 'Top Coffee Kopi Gula Toraja'],
 [241,
  'Torabika Kopi Instant Gilus Mix Gula Aren',
  'Top Coffee Kopi Gula Toraja'],
 [242, 'Kapal Api Fresco Kopi Krim Susu', 'Top Coffee Kopi Cappuccino'],
 [243, 'Top Coffee Kopi Gula Susu 3 In 1', 'Top Coffee Kopi Cappuccino'],
 [244, 'Frisian Flag Kental Manis Coklat', 'Frisian Flag Kental Manis Putih'],
 [245,
  'Frisian Flag Canister Susu Kental Manis Coklat',
  'Frisian Flag Kental Manis Putih'],
 [246, 'Selamat Wafer Chocolate Cream', 'Indomaret Keripik Kelapa Fresh Milk'],
 [247, 'Khong Guan Crackers Malkist Salut Cokelat', 'Roma Crackers Malkist'],
 [248, 'Sosro Teh Celup Black Tea', 'Sariwangi Teh Celup Sari Murni'],
 [249, 'Wide Egg Noodles', 'Enriched Egg Noodles'],
 [250, 'Nutriboost Strawberry', 'Nutriboost Orange'],
 [251, 'Nissin Biscuit Gabin', 'Wafer Selamat Chocolate'],
 [252, 'Dua Kelinci Deka Wafer Roll Chocobanana', 'Wafer Selamat Chocolate'],
 [253,
  'Universal King Kong Kripik Singkong Bbq Flavor',
  'Kusuka Cassava Chips Original'],
 [254, 'Taro Snack Net Potato Barbeque', 'Taro Snack Seaweed'],
 [255,
  'Piattos Snack Kentang Sapi Panggang',
  'Piattos Snack Kentang Sambal Geprek'],
 [256, 'Aik Cheong White Coffee Original', 'Aik Cheong Teh Tarik'],
 [257, 'Aik Cheong White Coffee Original', 'Aik Cheong White Coffee Hazelnut'],
 [258, 'Aik Cheong White Coffee Original', 'Aik Cheong Coffeemix Reguler'],
 [259, 'Enriched Noodle Product Wide Egg Noodles', 'Extra Wide Egg Noodles'],
 [260, 'Beng Beng Wafer Chocolate Maxx', 'Beng Beng Wafer Chocolate'],
 [261,
  'Wanted Snack Tortilla Chips Chili',
  'Wanted Snack Tortilla Chips Original'],
 [262, 'Kit Kat Chocolate Chunky', 'Kit Kat Chocolate 2 Fingers Multipack'],
 [263, 'Kacang Telor', 'Garuda Kacang Telur'],
 [264, 'Garuda Kacang Atom Apc Pedas', 'Garuda Kacang Telur'],
 [265, 'Selamat Wafer Double Choco', 'Taro Snack Potato Barbeque'],
 [266, 'Taro Snack Italian Pizza', 'Taro Snack Potato Barbeque'],
 [267, 'Indomaret Kacang Bumbu', 'Taro Snack Potato Barbeque'],
 [268, 'Selamat Wafer Double Choco', 'Selamat Wafer Chocolate Cream'],
 [269, 'Roma Wafer Wafello Choco Blast', 'Beng Beng Wafer Chocolate Maxx'],
 [270,
  'Roma Wafer Wafello Choco Blast',
  'Beng Beng Wafer Chocolate Share It 10 S'],
 [271,
  'Biscuit Nyam Nyam Fantasy Stick Strawberry',
  'Arnott S Biscuit Nyam Nyam Fntasy Stick Sparkling Choco'],
 [272, 'Ultra Milk Minuman Susu Uht Rasa Coklat', 'Ultra Milk Plain'],
 [273, 'Nissin Walens Blueberry Soes Pck', 'Espe Larutan Penyegar Jambu'],
 [274, 'Aik Cheong Coffeemix Reguler', 'Aik Cheong Cafe Art Matcha'],
 [275, 'Aik Cheong Coffeemix Reguler', 'Aik Cheong White Coffee Original'],
 [276, 'Aik Cheong Cafe Art Matcha', 'Aik Cheong White Coffee Original'],
 [277, 'Nutriboost Apple', 'Nutriboost Strawberry'],
 [278, 'Nutriboost Orange', 'Nutriboost Strawberry'],
 [279, 'Ultra Milk Plain', 'Indomilk'],
 [280,
  'Oishi Snack Sponge Crunch Strawberry',
  'Indomilk Kental Manis Chocolate'],
 [281, 'Cap Enaak Kental Manis Putih', 'Indomilk Kental Manis Chocolate'],
 [282,
  'Thai Rice Stir Fry Noodles',
  'Dua Kelinci Hot Nut Corn Flavor Kacang Hawaii'],
 [283, 'Cap Enak Kental Manis Putih', 'Indomilk Kental Manis Putih'],
 [284,
  'Kacang Telur Oven Egg Coated Peanuts Dua Kelinci',
  'Zona Keripik Makaroni Macaroni Crisps'],
 [285,
  'Kusuka Cassava Chips Seaweed Flavor',
  'Zona Keripik Makaroni Macaroni Crisps'],
 [286,
  'Tao Kae Noi Crispy Seaweed Big Sheet Classic',
  'Tao Kae Noi Crispy Seaweed Original'],
 [287,
  'Milo Cereal Balls Combo Pack Coklat',
  'Nestle Cereal Breakfast Combo Pack Koko Krunch'],
 [288,
  'Nestle Cereal Breakfast Koko Krunch',
  'Nestle Cereal Breakfast Combo Pack Koko Krunch'],
 [289, 'Tango Wafer Cokelat', 'Nissin Wafer Chocolate'],
 [290, 'Glico Biscuit Pocky Chocolate', 'Selamat Wafer Chocolate'],
 [291, 'Nissin Wafer Chocolate', 'Khong Guan Chocolate Wafer Classic'],
 [292,
  'Mizone Active Minuman Isotonik Lychee Lemon',
  'Frisian Flag Kental Manis Coklat'],
 [293, 'Sedaap Mie Instant White Curry', 'Sedaap Mie Instant Kari Special'],
 [294, 'Zona Telur Gabus Sweet Cookies', 'Naraya Oat Choco 9 S Chocolate'],
 [295, 'Cap Enaak Kental Manis Putih', 'Energen Cereal Susu Instant Vanila'],
 [296,
  'Beng Beng Wafer Chocolate Share It 10 S',
  'Roma Wafer Wafello Choco Blast'],
 [297, 'Indomie Mi Instan Soto Mie', 'Indomie Mi Instan Ayam Bawang'],
 [298, 'Nescafe Black Coffee', 'Indomie Mi Instan Ayam Bawang'],
 [299, 'Oishi Snack Stick Rin Bee Keju', 'Indomie Mi Instan Ayam Bawang'],
 [300,
  'Singabera Premium Ginger Drink Lemongrass Ginger',
  'Singabera Premium Ginger Drink Cinnamon Ginger'],
 [301, 'Espe Larutan Penyegar Jambu', 'Espe Larutan Penyegar Orange'],
 [302, 'Indomaret Emping Jagung', 'Kusuka Keripik Singkong Saos Balado'],
 [303, 'Indomaret Instant Cup Noodle Ayam Pedas', 'Nissin Biscuit Gabin'],
 [304, 'Nano Nano Candy Milky Vanilla', 'Nano Nano Candy Milky Strawberry'],
 [305,
  'Fitchips Multigrain Chips Honey Bbq',
  'Qtela Keripik Tempe Rumput Laut'],
 [306,
  'Rotary Kacang Atom Flour Coated Peanuts',
  'Coated Peanuts Garlic Flavor Garuda'],
 [307,
  'Nutrijell Konnyaku Jelly Powder',
  'Nutrijell Konnyaku Jelly Powder Grape'],
 [308, 'Adem Sari Minuman Penyejuk', 'Monde Cookies Serena Egg Roll Original'],
 [309,
  'Dale S Farm Crunchy Peanut Butter',
  'Morinaga Chil School Susu Pertumbuhan 4 Vanilla'],
 [310, 'Roma Biscuit Festive Treats', 'Loacker Wafer Quadratini Chocolate'],
 [311, 'Kraft Oreo Selection Biscuit Assorted', 'Chiki Snack Balls Chicken'],
 [312, 'Rebo Kuaci Milk', 'Indomaret Kuaci Susu'],
 [313,
  'Dua Kelinci Tic Tac Snack Original Flavour',
  'Dua Kelinci Deka Wafer Roll Chocobanana'],
 [314,
  'Kit Kat Chocolate 2 Fingers Multipack',
  'Kit Kat Chocolate 2 Fingers Single'],
 [315, 'Tresno Joyo Madu Kurma Tj', 'Silky Pudding Puding Bubuk Avocado'],
 [316,
  'Dua Kelinci Snack Campur Tic Tac Mix',
  'Cho Cho Wafer Snack Chocolate Strawberry'],
 [317, 'Nutriboost Mango', 'Noodles Chicken'],
 [318, 'Kusuka Keripik Singkong Ayam Lada Hitam', 'Indomaret Emping Udang'],
 [319,
  'Tao Kae Noi Crispy Seaweed Original',
  'Khong Guan Biscuit Mini Assorted'],
 [320, 'Indomaret Snack Kacang Panggang', 'Glico Biscuit Pocky Chocolate'],
 [321, 'Ensure Nutrition Powder Fos Vanila', 'Ensure Vanilla']]
In [72]:
g.add_edges_from(mylist,weight=1,label="linkedTo")
labels = [i for i in dict(g.nodes).keys()]
labels = {i:i for i in dict(g.nodes).keys()}
labels

---------------------------------------------------------------------------
ValueError                                Traceback (most recent call last)
<ipython-input-72-6e56bd48b65f> in <module>
----> 1 g.add_edges_from(mylist,weight=1,label="linkedTo")
      2 labels = [i for i in dict(g.nodes).keys()]
      3 labels = {i:i for i in dict(g.nodes).keys()}
      4 labels

~\anaconda3\lib\site-packages\networkx\classes\graph.py in add_edges_from(self, ebunch_to_add, **attr)
    937             datadict = self._adj[u].get(v, self.edge_attr_dict_factory())
    938             datadict.update(attr)
--> 939             datadict.update(dd)
    940             self._adj[u][v] = datadict
    941             self._adj[v][u] = datadict

ValueError: dictionary update sequence element #0 has length 1; 2 is required
In [73]:
fig, ax = plt.subplots(figsize=(50,50))
layout = nx.spring_layout(g,iterations=50)
nx.draw_networkx_nodes(g, layout, ax = ax)
nx.draw_networkx_edges(g, layout,  ax=ax)
_ = nx.draw_networkx_labels(g, layout, ax=ax)
No description has been provided for this image
In [74]:
nx.draw(g, with_labels=True, node_size=15, node_color="skyblue", node_shape="o", alpha=0.5, linewidths=2, font_size=1, 
        font_color="grey", font_weight="bold", width=2, edge_color="grey")
No description has been provided for this image
In [75]:
import pyvis
from pyvis.network import Network
net = Network(notebook=True)
net.from_nx(g)
net.show('example.html')
Out[75]:
In [ ]: