Deployment

Deployment of machine learning models requires repeating feature engineering steps on new data. In some cases, these steps need to be performed in near real-time. Featuretools has capabilities to ease the deployment of feature engineering.

Saving Features

First, let’s build some generate some training and test data in the same format. We use a random seed to generate different data for the test. Note: features created in one version of Featuretools are not guaranteed to work in another. This means the features might need to be re-created after upgrading Featuretools.

In [1]: import featuretools as ft

In [2]: es_train = ft.demo.load_mock_customer(return_entityset=True)

In [3]: es_test = ft.demo.load_mock_customer(return_entityset=True, random_seed=33)

Now let’s build some features definitions using DFS. Because we have categorical features, we also encode them with one hot encoding based on the values in the training data.

In [4]: feature_matrix, feature_defs = ft.dfs(entityset=es_train,
   ...:                                       target_entity="customers")
   ...: 

In [5]: feature_matrix_enc, features_enc = ft.encode_features(feature_matrix, feature_defs)

In [6]: feature_matrix_enc
Out[6]: 
             zip_code = 60091  zip_code = 13244  zip_code is unknown  COUNT(sessions)  NUM_UNIQUE(sessions.device)  MODE(sessions.device) = mobile  MODE(sessions.device) = desktop  MODE(sessions.device) is unknown  SUM(transactions.amount)  STD(transactions.amount)  MAX(transactions.amount)  SKEW(transactions.amount)  MIN(transactions.amount)  MEAN(transactions.amount)  COUNT(transactions)  NUM_UNIQUE(transactions.product_id)  MODE(transactions.product_id) = 4  MODE(transactions.product_id) = 5  MODE(transactions.product_id) = 2  MODE(transactions.product_id) = 1  MODE(transactions.product_id) is unknown  DAY(join_date) = 17  DAY(join_date) = 15  DAY(join_date) = 13  DAY(join_date) = 8  DAY(join_date) is unknown  DAY(date_of_birth) = 18  DAY(date_of_birth) = 28  DAY(date_of_birth) = 21  DAY(date_of_birth) = 15  DAY(date_of_birth) is unknown  YEAR(join_date) = 2011  YEAR(join_date) = 2012  YEAR(join_date) = 2010  YEAR(join_date) is unknown  YEAR(date_of_birth) = 2006  YEAR(date_of_birth) = 2003  YEAR(date_of_birth) = 1994  YEAR(date_of_birth) = 1986  YEAR(date_of_birth) = 1984  YEAR(date_of_birth) is unknown  MONTH(join_date) = 4  MONTH(join_date) = 8  MONTH(join_date) = 7  MONTH(join_date) is unknown  MONTH(date_of_birth) = 8  MONTH(date_of_birth) = 7  MONTH(date_of_birth) = 11  MONTH(date_of_birth) is unknown  WEEKDAY(join_date) = 6  WEEKDAY(join_date) = 5  WEEKDAY(join_date) = 4  WEEKDAY(join_date) is unknown  WEEKDAY(date_of_birth) = 0  WEEKDAY(date_of_birth) = 5  WEEKDAY(date_of_birth) = 4  WEEKDAY(date_of_birth) = 1  WEEKDAY(date_of_birth) is unknown  SUM(sessions.STD(transactions.amount))  SUM(sessions.MAX(transactions.amount))  SUM(sessions.SKEW(transactions.amount))  SUM(sessions.MIN(transactions.amount))  SUM(sessions.MEAN(transactions.amount))  SUM(sessions.NUM_UNIQUE(transactions.product_id))  STD(sessions.SUM(transactions.amount))  STD(sessions.MAX(transactions.amount))  STD(sessions.SKEW(transactions.amount))  STD(sessions.MIN(transactions.amount))  STD(sessions.MEAN(transactions.amount))  STD(sessions.COUNT(transactions))  STD(sessions.NUM_UNIQUE(transactions.product_id))  MAX(sessions.SUM(transactions.amount))  MAX(sessions.STD(transactions.amount))  MAX(sessions.SKEW(transactions.amount))  MAX(sessions.MIN(transactions.amount))  MAX(sessions.MEAN(transactions.amount))  MAX(sessions.COUNT(transactions))  MAX(sessions.NUM_UNIQUE(transactions.product_id))  SKEW(sessions.SUM(transactions.amount))  SKEW(sessions.STD(transactions.amount))  SKEW(sessions.MAX(transactions.amount))  SKEW(sessions.MIN(transactions.amount))  SKEW(sessions.MEAN(transactions.amount))  SKEW(sessions.COUNT(transactions))  SKEW(sessions.NUM_UNIQUE(transactions.product_id))  MIN(sessions.SUM(transactions.amount))  MIN(sessions.STD(transactions.amount))  MIN(sessions.MAX(transactions.amount))  MIN(sessions.SKEW(transactions.amount))  MIN(sessions.MEAN(transactions.amount))  MIN(sessions.COUNT(transactions))  MIN(sessions.NUM_UNIQUE(transactions.product_id))  MEAN(sessions.SUM(transactions.amount))  MEAN(sessions.STD(transactions.amount))  MEAN(sessions.MAX(transactions.amount))  MEAN(sessions.SKEW(transactions.amount))  MEAN(sessions.MIN(transactions.amount))  MEAN(sessions.MEAN(transactions.amount))  MEAN(sessions.COUNT(transactions))  MEAN(sessions.NUM_UNIQUE(transactions.product_id))  NUM_UNIQUE(sessions.MODE(transactions.product_id))  NUM_UNIQUE(sessions.DAY(session_start))  NUM_UNIQUE(sessions.YEAR(session_start))  NUM_UNIQUE(sessions.MONTH(session_start))  NUM_UNIQUE(sessions.WEEKDAY(session_start))  MODE(sessions.MODE(transactions.product_id)) = 3  MODE(sessions.MODE(transactions.product_id)) = 1  MODE(sessions.MODE(transactions.product_id)) = 4  MODE(sessions.MODE(transactions.product_id)) is unknown  MODE(sessions.DAY(session_start)) = 1  MODE(sessions.DAY(session_start)) is unknown  MODE(sessions.YEAR(session_start)) = 2014  MODE(sessions.YEAR(session_start)) is unknown  MODE(sessions.MONTH(session_start)) = 1  MODE(sessions.MONTH(session_start)) is unknown  MODE(sessions.WEEKDAY(session_start)) = 2  MODE(sessions.WEEKDAY(session_start)) is unknown
customer_id                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
1                           1                 0                    0                8                            3                               1                                0                                 0                   9025.62                 40.442059                    139.43                   0.019698                      5.81                  71.631905                  126                                    5                                  1                                  0                                  0                                  0                                         0                    1                    0                    0                   0                          0                        1                        0                        0                        0                              0                       1                       0                       0                           0                           0                           0                           1                           0                           0                               0                     1                     0                     0                            0                         0                         1                          0                                0                       1                       0                       0                              0                           1                           0                           0                           0                                  0                              312.745952                                 1057.97                                -0.476122                                   78.59                               582.193117                                                 40                              279.510713                                7.322191                                 0.589386                                6.954507                                13.759314                           4.062019                                           0.000000                                 1613.93                               46.905665                                 0.640252                                   26.36                                88.755625                                 25                                                  5                                 0.778170                                -0.312355                                -0.780493                                 2.440005                                 -0.424949                            1.946018                                           0.000000                                   809.97                               30.450261                                  118.90                                -1.038434                                50.623125                                 12                                                  5                              1128.202500                                39.093244                               132.246250                                 -0.059515                                 9.823750                                 72.774140                           15.750000                                           5.000000                                                   4                                         1                                         1                                          1                                            1                                                 0                                                 0                                                 1                                                  0                                            1                                             0                                          1                                              0                                        1                                               0                                          1                                                 0
2                           0                 1                    0                7                            3                               0                                1                                 0                   7200.28                 37.705178                    146.81                   0.098259                      8.73                  77.422366                   93                                    5                                  1                                  0                                  0                                  0                                         0                    0                    1                    0                   0                          0                        1                        0                        0                        0                              0                       0                       1                       0                           0                           0                           0                           0                           1                           0                               0                     1                     0                     0                            0                         1                         0                          0                                0                       1                       0                       0                              0                           1                           0                           0                           0                                  0                              258.700528                                  931.63                                -0.277640                                  154.60                               548.905851                                                 35                              251.609234                               17.221593                                 0.509798                               15.874374                                11.477071                           3.450328                                           0.000000                                 1320.64                               47.935920                                 0.755711                                   56.46                                96.581000                                 18                                                  5                                -0.440929                                 0.013087                                -1.539467                                 2.154929                                  0.235296                           -0.303276                                           0.000000                                   634.84                               27.839228                                  100.04                                -0.763603                                61.910000                                  8                                                  5                              1028.611429                                36.957218                               133.090000                                 -0.039663                                22.085714                                 78.415122                           13.285714                                           5.000000                                                   4                                         1                                         1                                          1                                            1                                                 1                                                 0                                                 0                                                  0                                            1                                             0                                          1                                              0                                        1                                               0                                          1                                                 0
3                           0                 1                    0                6                            3                               0                                1                                 0                   6236.62                 43.683296                    149.15                   0.418230                      5.89                  67.060430                   93                                    5                                  0                                  0                                  0                                  1                                         0                    0                    0                    1                   0                          0                        0                        0                        1                        0                              0                       1                       0                       0                           0                           0                           1                           0                           0                           0                               0                     0                     1                     0                            0                         0                         0                          1                                0                       0                       1                       0                              0                           0                           0                           1                           0                                  0                              257.299895                                  847.63                                 2.286086                                   66.21                               405.237462                                                 29                              219.021420                               10.724241                                 0.429374                                5.424407                                11.174282                           2.428992                                           0.408248                                 1477.97                               50.110120                                 0.854976                                   20.06                                82.109444                                 18                                                  5                                 2.246479                                -0.245703                                -0.941078                                 1.000771                                  0.678544                           -1.507217                                          -2.449490                                   889.21                               35.704680                                  126.74                                -0.289466                                55.579412                                 11                                                  4                              1039.436667                                42.883316                               141.271667                                  0.381014                                11.035000                                 67.539577                           15.500000                                           4.833333                                                   4                                         1                                         1                                          1                                            1                                                 0                                                 1                                                 0                                                  0                                            1                                             0                                          1                                              0                                        1                                               0                                          1                                                 0
4                           1                 0                    0                8                            3                               1                                0                                 0                   8727.68                 45.068765                    149.95                  -0.036348                      5.73                  80.070459                  109                                    5                                  0                                  0                                  1                                  0                                         0                    0                    0                    0                   1                          0                        0                        0                        0                        1                              0                       1                       0                       0                           0                           1                           0                           0                           0                           0                               0                     1                     0                     0                            0                         1                         0                          0                                0                       0                       0                       1                              0                           0                           0                           0                           1                                  0                              356.125829                                 1157.99                                 0.002764                                  131.51                               649.657515                                                 37                              235.992478                                3.514421                                 0.387884                               16.960575                                13.027258                           3.335416                                           0.517549                                 1351.46                               54.293903                                 0.382868                                   54.83                               110.450000                                 18                                                  5                                -0.391805                                -1.065663                                 0.027256                                 2.103510                                  1.980948                            0.282488                                          -0.644061                                   771.68                               29.026424                                  139.20                                -0.711744                                70.638182                                 10                                                  4                              1090.960000                                44.515729                               144.748750                                  0.000346                                16.438750                                 81.207189                           13.625000                                           4.625000                                                   5                                         1                                         1                                          1                                            1                                                 0                                                 1                                                 0                                                  0                                            1                                             0                                          1                                              0                                        1                                               0                                          1                                                 0
5                           1                 0                    0                6                            3                               1                                0                                 0                   6349.66                 44.095630                    149.02                  -0.025941                      7.55                  80.375443                   79                                    5                                  0                                  1                                  0                                  0                                         0                    1                    0                    0                   0                          0                        0                        1                        0                        0                              0                       0                       0                       1                           0                           0                           0                           0                           0                           1                               0                     0                     0                     1                            0                         0                         1                          0                                0                       0                       1                       0                              0                           0                           1                           0                           0                                  0                              259.873954                                  839.76                                 0.014384                                   86.49                               472.231119                                                 30                              402.775486                                7.928001                                 0.415426                                4.961414                                11.007471                           3.600926                                           0.000000                                 1700.67                               51.149250                                 0.602209                                   20.65                                94.481667                                 18                                                  5                                 0.472342                                 0.204548                                -0.333796                                -0.470410                                  0.335175                           -0.317685                                           0.000000                                   543.18                               36.734681                                  128.51                                -0.539060                                66.666667                                  8                                                  5                              1058.276667                                43.312326                               139.960000                                  0.002397                                14.415000                                 78.705187                           13.166667                                           5.000000                                                   5                                         1                                         1                                          1                                            1                                                 1                                                 0                                                 0                                                  0                                            1                                             0                                          1                                              0                                        1                                               0                                          1                                                 0

Now, we can use featuretools.save_features() to save a list features.

In [7]: ft.save_features(features_enc, "feature_definitions")

Calculating Feature Matrix for New Data

We can use featuretools.load_features() to read in a list of saved features to calculate for our new entity set.

In [8]: saved_features = ft.load_features('feature_definitions')

After we load the features back in, we can calculate the feature matrix.

In [9]: feature_matrix = ft.calculate_feature_matrix(saved_features, es_test)

In [10]: feature_matrix
Out[10]: 
             zip_code = 60091  zip_code = 13244  zip_code is unknown  COUNT(sessions)  NUM_UNIQUE(sessions.device)  MODE(sessions.device) = mobile  MODE(sessions.device) = desktop  MODE(sessions.device) is unknown  SUM(transactions.amount)  STD(transactions.amount)  MAX(transactions.amount)  SKEW(transactions.amount)  MIN(transactions.amount)  MEAN(transactions.amount)  COUNT(transactions)  NUM_UNIQUE(transactions.product_id)  MODE(transactions.product_id) = 4  MODE(transactions.product_id) = 5  MODE(transactions.product_id) = 2  MODE(transactions.product_id) = 1  MODE(transactions.product_id) is unknown  DAY(join_date) = 17  DAY(join_date) = 15  DAY(join_date) = 13  DAY(join_date) = 8  DAY(join_date) is unknown  DAY(date_of_birth) = 18  DAY(date_of_birth) = 28  DAY(date_of_birth) = 21  DAY(date_of_birth) = 15  DAY(date_of_birth) is unknown  YEAR(join_date) = 2011  YEAR(join_date) = 2012  YEAR(join_date) = 2010  YEAR(join_date) is unknown  YEAR(date_of_birth) = 2006  YEAR(date_of_birth) = 2003  YEAR(date_of_birth) = 1994  YEAR(date_of_birth) = 1986  YEAR(date_of_birth) = 1984  YEAR(date_of_birth) is unknown  MONTH(join_date) = 4  MONTH(join_date) = 8  MONTH(join_date) = 7  MONTH(join_date) is unknown  MONTH(date_of_birth) = 8  MONTH(date_of_birth) = 7  MONTH(date_of_birth) = 11  MONTH(date_of_birth) is unknown  WEEKDAY(join_date) = 6  WEEKDAY(join_date) = 5  WEEKDAY(join_date) = 4  WEEKDAY(join_date) is unknown  WEEKDAY(date_of_birth) = 0  WEEKDAY(date_of_birth) = 5  WEEKDAY(date_of_birth) = 4  WEEKDAY(date_of_birth) = 1  WEEKDAY(date_of_birth) is unknown  SUM(sessions.STD(transactions.amount))  SUM(sessions.MAX(transactions.amount))  SUM(sessions.SKEW(transactions.amount))  SUM(sessions.MIN(transactions.amount))  SUM(sessions.MEAN(transactions.amount))  SUM(sessions.NUM_UNIQUE(transactions.product_id))  STD(sessions.SUM(transactions.amount))  STD(sessions.MAX(transactions.amount))  STD(sessions.SKEW(transactions.amount))  STD(sessions.MIN(transactions.amount))  STD(sessions.MEAN(transactions.amount))  STD(sessions.COUNT(transactions))  STD(sessions.NUM_UNIQUE(transactions.product_id))  MAX(sessions.SUM(transactions.amount))  MAX(sessions.STD(transactions.amount))  MAX(sessions.SKEW(transactions.amount))  MAX(sessions.MIN(transactions.amount))  MAX(sessions.MEAN(transactions.amount))  MAX(sessions.COUNT(transactions))  MAX(sessions.NUM_UNIQUE(transactions.product_id))  SKEW(sessions.SUM(transactions.amount))  SKEW(sessions.STD(transactions.amount))  SKEW(sessions.MAX(transactions.amount))  SKEW(sessions.MIN(transactions.amount))  SKEW(sessions.MEAN(transactions.amount))  SKEW(sessions.COUNT(transactions))  SKEW(sessions.NUM_UNIQUE(transactions.product_id))  MIN(sessions.SUM(transactions.amount))  MIN(sessions.STD(transactions.amount))  MIN(sessions.MAX(transactions.amount))  MIN(sessions.SKEW(transactions.amount))  MIN(sessions.MEAN(transactions.amount))  MIN(sessions.COUNT(transactions))  MIN(sessions.NUM_UNIQUE(transactions.product_id))  MEAN(sessions.SUM(transactions.amount))  MEAN(sessions.STD(transactions.amount))  MEAN(sessions.MAX(transactions.amount))  MEAN(sessions.SKEW(transactions.amount))  MEAN(sessions.MIN(transactions.amount))  MEAN(sessions.MEAN(transactions.amount))  MEAN(sessions.COUNT(transactions))  MEAN(sessions.NUM_UNIQUE(transactions.product_id))  NUM_UNIQUE(sessions.MODE(transactions.product_id))  NUM_UNIQUE(sessions.DAY(session_start))  NUM_UNIQUE(sessions.YEAR(session_start))  NUM_UNIQUE(sessions.MONTH(session_start))  NUM_UNIQUE(sessions.WEEKDAY(session_start))  MODE(sessions.MODE(transactions.product_id)) = 3  MODE(sessions.MODE(transactions.product_id)) = 1  MODE(sessions.MODE(transactions.product_id)) = 4  MODE(sessions.MODE(transactions.product_id)) is unknown  MODE(sessions.DAY(session_start)) = 1  MODE(sessions.DAY(session_start)) is unknown  MODE(sessions.YEAR(session_start)) = 2014  MODE(sessions.YEAR(session_start)) is unknown  MODE(sessions.MONTH(session_start)) = 1  MODE(sessions.MONTH(session_start)) is unknown  MODE(sessions.WEEKDAY(session_start)) = 2  MODE(sessions.WEEKDAY(session_start)) is unknown
customer_id                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                                        
1                        True             False                False                6                            3                           False                             True                             False                   5776.41                 41.998795                    147.64                  -0.173042                      6.47                  79.128904                   73                                    5                               True                              False                              False                              False                                     False                False                False                False               False                       True                    False                    False                    False                    False                           True                   False                   False                   False                        True                       False                       False                       False                       False                       False                            True                 False                 False                 False                         True                     False                     False                      False                             True                    True                   False                   False                          False                       False                       False                       False                       False                               True                              217.064024                                  834.08                                -1.546156                                  198.92                               524.919674                                                 25                              327.331994                               11.742343                                 0.326628                               45.471977                                25.801702                           5.741661                                           1.329160                                 1418.99                               51.192518                                 0.164928                                  124.58                               136.672500                                 19                                                  5                                 0.130163                                -1.336611                                -1.165955                                 2.290693                                  1.796000                           -0.243198                                          -1.206607                                   546.69                                9.176046                                  119.86                                -0.614442                                64.238824                                  4                                                  2                               962.735000                                36.177337                               139.013333                                 -0.257693                                33.153333                                 87.486612                           12.166667                                           4.166667                                                   4                                         1                                         1                                          1                                            1                                             False                                             False                                              True                                              False                                         True                                         False                                       True                                          False                                     True                                           False                                       True                                             False
2                       False              True                False                8                            3                           False                             True                             False                   9877.67                 39.913352                    148.34                   0.040395                      8.00                  76.571085                  129                                    5                              False                              False                              False                               True                                     False                False                False                False               False                       True                    False                    False                    False                    False                           True                   False                   False                    True                       False                       False                       False                       False                       False                       False                            True                 False                 False                 False                         True                     False                     False                      False                             True                    True                   False                   False                          False                       False                       False                       False                       False                               True                              315.817331                                 1100.82                                -0.082021                                  136.01                               615.714934                                                 39                              346.152626                                9.491736                                 0.305345                               10.517928                                10.757169                           4.086126                                           0.353553                                 1690.97                               43.950396                                 0.454842                                   40.88                                87.669412                                 21                                                  5                                -0.576079                                -0.403715                                -0.964539                                 1.981423                                 -2.048650                           -1.158217                                          -2.828427                                   619.93                               33.618728                                  120.06                                -0.522578                                52.288421                                  8                                                  4                              1234.708750                                39.477166                               137.602500                                 -0.010253                                17.001250                                 76.964367                           16.125000                                           4.875000                                                   4                                         1                                         1                                          1                                            1                                             False                                              True                                             False                                              False                                         True                                         False                                       True                                          False                                     True                                           False                                       True                                             False
3                        True             False                False                5                            2                            True                            False                             False                   5258.95                 42.416322                    148.09                  -0.081427                     10.66                  82.171094                   64                                    5                              False                               True                              False                              False                                     False                False                False                False               False                       True                    False                    False                    False                    False                           True                   False                   False                    True                       False                        True                       False                       False                       False                       False                           False                 False                 False                 False                         True                     False                     False                      False                             True                   False                    True                   False                          False                       False                       False                       False                       False                               True                              215.417211                                  715.80                                 0.353061                                  108.69                               407.390549                                                 23                              450.318768                                5.596950                                 0.530094                               10.829338                                10.012657                           4.868265                                           0.547723                                 1691.27                               46.402508                                 0.785376                                   38.69                                92.004000                                 19                                                  5                                 0.727969                                -0.627238                                -1.598919                                 1.010658                                 -0.730554                            0.570300                                          -0.608581                                   653.11                               37.945636                                  133.75                                -0.608419                                66.563000                                  8                                                  4                              1051.790000                                43.083442                               143.160000                                  0.070612                                21.738000                                 81.478110                           12.800000                                           4.600000                                                   2                                         1                                         1                                          1                                            1                                             False                                              True                                             False                                              False                                         True                                         False                                       True                                          False                                     True                                           False                                       True                                             False
4                       False              True                False                9                            3                           False                             True                             False                  10178.43                 36.523849                    147.55                  -0.179621                      6.19                  80.781190                  126                                    5                              False                              False                              False                              False                                      True                False                False                False               False                       True                    False                    False                    False                    False                           True                   False                   False                   False                        True                       False                       False                       False                       False                       False                            True                 False                 False                  True                        False                     False                     False                       True                            False                   False                   False                    True                          False                       False                       False                        True                       False                              False                              319.497611                                 1180.90                                -1.797214                                  193.08                               733.862898                                                 43                              333.923377                               11.457114                                 0.324894                               17.851716                                11.875823                           4.272002                                           0.440959                                 1650.65                               41.627134                                 0.417250                                   60.29                               104.565000                                 21                                                  5                                -0.385392                                -1.743267                                 0.230847                                 1.490781                                  1.078619                           -0.086578                                          -1.619848                                   557.32                               22.026552                                  118.59                                -0.624344                                69.665000                                  8                                                  4                              1130.936667                                35.499735                               131.211111                                 -0.199690                                21.453333                                 81.540322                           14.000000                                           4.777778                                                   5                                         1                                         1                                          1                                            1                                             False                                              True                                             False                                              False                                         True                                         False                                       True                                          False                                     True                                           False                                       True                                             False
5                        True             False                False                7                            3                           False                             True                             False                   9018.74                 37.514054                    149.53                  -0.107234                      6.35                  83.506852                  108                                    5                              False                              False                              False                              False                                      True                False                False                False               False                       True                    False                     True                    False                    False                          False                   False                   False                   False                        True                       False                       False                       False                       False                       False                            True                 False                 False                 False                         True                     False                     False                      False                             True                   False                   False                    True                          False                       False                       False                       False                        True                              False                              261.535265                                  997.48                                -0.595128                                  137.50                               584.302915                                                 33                              263.424967                                5.679896                                 0.440504                               10.431664                                 7.689676                           2.699206                                           0.487950                                 1705.25                               44.978308                                 0.538086                                   34.93                                95.488000                                 19                                                  5                                 0.215180                                -0.405840                                -0.308063                                 0.013052                                  0.246613                           -0.566615                                          -1.229634                                   921.73                               26.724118                                  133.41                                -0.618136                                73.576471                                 11                                                  4                              1288.391429                                37.362181                               142.497143                                 -0.085018                                19.642857                                 83.471845                           15.428571                                           4.714286                                                   4                                         1                                         1                                          1                                            1                                             False                                              True                                             False                                              False                                         True                                         False                                       True                                          False                                     True                                           False                                       True                                             False

As you can see above, we have the exact same features as before, but calculated on using our test data.