diff --git a/financial_payment_classification.ipynb b/financial_payment_classification.ipynb index b034e1c..1d32fd0 100644 --- a/financial_payment_classification.ipynb +++ b/financial_payment_classification.ipynb @@ -306,113 +306,113 @@ " \n", "
\n", "project | \n", - "uid | \n", - "iter | \n", - "start | \n", - "state | \n", - "name | \n", - "labels | \n", - "inputs | \n", - "parameters | \n", - "results | \n", - "artifacts | \n", - "
---|---|---|---|---|---|---|---|---|---|---|
sagemaker-admin | \n", - "\n", - " | 0 | \n", - "Feb 12 13:29:47 | \n", - "completed | \n", - "evaluate-evaluate | \n", - "v3io_user=admin kind=job owner=admin mlrun/client_version=1.6.0-rc26 mlrun/client_python_version=3.9.18 host=evaluate-evaluate-bdkpj | \n",
- " \n", - " | model_path=s3://sagemaker-us-east-2-934638699319/payment-classification/output/sagemaker-xgboost-2024-02-12-13-21-36-187/output/model.tar.gz model_name=xgboost-model test_set=s3://sagemaker-us-east-2-934638699319/payment-classification/test/test.csv label_column=transaction_category factorize_key={'Uncategorized': '0', 'Entertainment': '1', 'Education': '2', 'Shopping': '3', 'Personal Care': '4', 'Health and Fitness': '5', 'Food and Dining': '6', 'Gifts and Donations': '7', 'Investments': '8', 'Bills and Utilities': '9', 'Auto and Transport': '10', 'Travel': '11', 'Fees and Charges': '12', 'Business Services': '13', 'Personal Services': '14', 'Taxes': '15', 'Gambling': '16', 'Home': '17', 'Pension and insurances': '18'} | \n",
- " \n", - " | classification_report | \n",
- "
\n", - " | precision | \n", - "recall | \n", - "f1-score | \n", - "support | \n", - "
---|---|---|---|---|
Uncategorized | \n", - "1.000000 | \n", - "0.921569 | \n", - "0.959184 | \n", - "51.000 | \n", - "
Entertainment | \n", - "0.795745 | \n", - "0.880888 | \n", - "0.836155 | \n", - "1486.000 | \n", - "
Education | \n", - "1.000000 | \n", - "0.937500 | \n", - "0.967742 | \n", - "80.000 | \n", - "
Shopping | \n", - "0.848892 | \n", - "0.935484 | \n", - "0.890087 | \n", - "3441.000 | \n", - "
Personal Care | \n", - "1.000000 | \n", - "0.984848 | \n", - "0.992366 | \n", - "132.000 | \n", - "
Health and Fitness | \n", - "0.987864 | \n", - "0.918736 | \n", - "0.952047 | \n", - "443.000 | \n", - "
Food and Dining | \n", - "0.989542 | \n", - "0.824619 | \n", - "0.899584 | \n", - "918.000 | \n", - "
Gifts and Donations | \n", - "0.996169 | \n", - "0.945455 | \n", - "0.970149 | \n", - "275.000 | \n", - "
Investments | \n", - "0.988235 | \n", - "0.954545 | \n", - "0.971098 | \n", - "88.000 | \n", - "
Bills and Utilities | \n", - "0.996979 | \n", - "0.993976 | \n", - "0.995475 | \n", - "332.000 | \n", - "
Auto and Transport | \n", - "0.938012 | \n", - "0.815455 | \n", - "0.872450 | \n", - "1967.000 | \n", - "
Travel | \n", - "0.952381 | \n", - "0.833333 | \n", - "0.888889 | \n", - "120.000 | \n", - "
Fees and Charges | \n", - "1.000000 | \n", - "0.952830 | \n", - "0.975845 | \n", - "106.000 | \n", - "
Business Services | \n", - "1.000000 | \n", - "0.993151 | \n", - "0.996564 | \n", - "146.000 | \n", - "
Personal Services | \n", - "1.000000 | \n", - "0.960000 | \n", - "0.979592 | \n", - "75.000 | \n", - "
Taxes | \n", - "1.000000 | \n", - "0.936170 | \n", - "0.967033 | \n", - "47.000 | \n", - "
Gambling | \n", - "1.000000 | \n", - "1.000000 | \n", - "1.000000 | \n", - "15.000 | \n", - "
Home | \n", - "0.980519 | \n", - "0.898810 | \n", - "0.937888 | \n", - "168.000 | \n", - "
Pension and insurances | \n", - "0.990991 | \n", - "1.000000 | \n", - "0.995475 | \n", - "110.000 | \n", - "
accuracy | \n", - "0.896000 | \n", - "0.896000 | \n", - "0.896000 | \n", - "0.896 | \n", - "
macro avg | \n", - "0.971859 | \n", - "0.930914 | \n", - "0.949875 | \n", - "10000.000 | \n", - "
weighted avg | \n", - "0.902654 | \n", - "0.896000 | \n", - "0.896567 | \n", - "10000.000 | \n", - "