Chapter 17
Debugging with Evidently Test Suites and Reports
NotebookPython 3 (ipykernel)16 cells
Debugging with Evidently Test Suites and Reports
In [1]python · cell 2
python
import datetime
import pandas as pd
from evidently import ColumnMapping
from evidently.report import Report
from evidently.metric_preset import DataDriftPreset
from evidently.test_suite import TestSuite
from evidently.test_preset import DataDriftTestPreset
from joblib import dump, load
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_absolute_error, mean_absolute_percentage_errorLoad data and model
In [2]python · cell 4
python
ref_data = pd.read_parquet('data/reference.parquet')In [3]python · cell 5
python
current_data = pd.read_parquet('data/green_tripdata_2022-02.parquet')In [5]python · cell 6
python
with open('models/lin_reg.bin', 'rb') as f_in:
model = load(f_in)In [6]python · cell 7
python
# data labeling
target = "duration_min"
num_features = ["passenger_count", "trip_distance", "fare_amount", "total_amount"]
cat_features = ["PULocationID", "DOLocationID"]In [8]python · cell 8
python
problematic_data = current_data.loc[(current_data.lpep_pickup_datetime >= datetime.datetime(2022,2,2,0,0)) &
(current_data.lpep_pickup_datetime < datetime.datetime(2022,2,3,0,0))]Generate Test Suite and Report
In [9]python · cell 10
python
column_mapping = ColumnMapping(
prediction='prediction',
numerical_features=num_features,
categorical_features=cat_features,
target=None
)In [11]python · cell 11
python
problematic_data['prediction'] = model.predict(problematic_data[num_features + cat_features].fillna(0))In [12]python · cell 12
python
test_suite = TestSuite(tests = [DataDriftTestPreset()])
test_suite.run(reference_data=ref_data, current_data=problematic_data, column_mapping=column_mapping)In [17]python · cell 13
python
test_suite.show(mode='inline')Output
<IPython.core.display.HTML object>
/* fallback */
@font-face {
font-family: 'Material Icons';
font-style: normal;
font-weight: 400;
src: 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…
In [15]python · cell 14
python
report = Report(metrics = [DataDriftPreset()])
report.run(reference_data=ref_data, current_data=problematic_data, column_mapping=column_mapping)In [16]python · cell 15
python
report.show(mode='inline')Output
<IPython.core.display.HTML object>
/* fallback */
@font-face {
font-family: 'Material Icons';
font-style: normal;
font-weight: 400;
src: 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…
In [ ]python · cell 16
python
