data-jupyter-notebooks/flagging_performance_monitoring.ipynb
2025-04-16 08:54:37 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# A/B test monitoring\n",
"\n",
"## Initial setup\n",
"This first section just ensures that the connection to DWH works correctly."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pathlib\n",
"import yaml\n",
"import pandas as pd\n",
"from sqlalchemy import create_engine\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"import numpy as np\n",
"from datetime import date\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"/home/uri/.superhog-dwh/credentials.yml\n"
]
}
],
"source": [
"CREDS_FILEPATH = pathlib.Path.home() / \".superhog-dwh\" / \"credentials.yml\"\n",
"print(CREDS_FILEPATH)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Prepare connection to DWH\n",
"# Function to read credentials from the YAML file\n",
"def read_credentials(yaml_path: str, env: str = \"prd\"):\n",
" with open(yaml_path, \"r\") as file:\n",
" credentials = yaml.safe_load(file)\n",
" return credentials[\"envs\"][env]\n",
"# Function to create a PostgreSQL connection string\n",
"def create_postgres_engine(creds: dict):\n",
" user = creds[\"user\"]\n",
" password = creds[\"password\"]\n",
" host = creds[\"host\"]\n",
" port = creds[\"port\"]\n",
" database = creds[\"database\"]\n",
" # Create the connection string for SQLAlchemy\n",
" connection_string = f\"postgresql://{user}:{password}@{host}:{port}/{database}\"\n",
" engine = create_engine(connection_string)\n",
" return engine\n",
"# Function to execute a query and return the result as a pandas DataFrame\n",
"def query_to_dataframe(engine, query: str):\n",
" with engine.connect() as connection:\n",
" df = pd.read_sql(query, connection)\n",
" return df\n",
"dwh_creds = read_credentials(yaml_path=CREDS_FILEPATH, env=\"prd\")\n",
"dwh_pg_engine = create_postgres_engine(creds=dwh_creds)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" ?column?\n",
"0 1\n"
]
}
],
"source": [
"# Silly query to test things out\n",
"test_df = query_to_dataframe(engine=dwh_pg_engine, query=\"SELECT 1;\")\n",
"print(test_df.head())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Data Extraction\n",
"In this section we extract the data from the Flagging Performance Analysis within DWH."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" flagging_analysis_type count_total count_true_positive \\\n",
"0 RISK_VS_CLAIM 5987 1 \n",
"1 RISK_VS_SUBMITTED_PAYOUT 5973 1 \n",
"\n",
" count_true_negative count_false_positive count_false_negative \\\n",
"0 5460 465 61 \n",
"1 5489 465 18 \n",
"\n",
" true_positive_score true_negative_score false_positive_score \\\n",
"0 0.000167 0.911976 0.077668 \n",
"1 0.000167 0.918969 0.077850 \n",
"\n",
" false_negative_score recall_score precision_score \\\n",
"0 0.010189 0.016129 0.002146 \n",
"1 0.003014 0.052632 0.002146 \n",
"\n",
" false_positive_rate_score f1_score f2_score \n",
"0 0.078481 0.003788 0.007003 \n",
"1 0.078099 0.004124 0.009225 \n"
]
}
],
"source": [
"# Query to extract data\n",
"data_extraction_query = \"\"\"\n",
"select *\n",
"from intermediate.int_flagging_performance_analysis \n",
"\"\"\"\n",
"\n",
"# Retrieve Data from Query\n",
"df = query_to_dataframe(engine=dwh_pg_engine, query=data_extraction_query)\n",
"print(df.head())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def plot_confusion_matrix_from_df(df, flagging_analysis_type):\n",
"\n",
" # Subset - just retrieve one row depending on the flagging_analysis_type\n",
" row = df[df['flagging_analysis_type'] == flagging_analysis_type].iloc[0]\n",
"\n",
" # Define custom x-axis labels and wording\n",
" if flagging_analysis_type == 'RISK_VS_CLAIM':\n",
" x_labels = ['With Submitted Claim', 'Without Submitted Claim']\n",
" outcome_label = \"submitted claim\"\n",
" elif flagging_analysis_type == 'RISK_VS_SUBMITTED_PAYOUT':\n",
" x_labels = ['With Submitted Payout', 'Without Submitted Payout']\n",
" outcome_label = \"submitted payout\"\n",
" else:\n",
" x_labels = ['Actual Positive', 'Actual Negative'] \n",
" outcome_label = \"outcome\"\n",
"\n",
" # Confusion matrix structure\n",
" cm = np.array([\n",
" [row['count_true_positive'], row['count_false_positive']],\n",
" [row['count_false_negative'], row['count_true_negative']]\n",
" ])\n",
"\n",
" # Create annotations for the confusion matrix\n",
" labels = [['True Positives', 'False Positives'], ['False Negatives', 'True Negatives']]\n",
" counts = [[f\"{v:,}\" for v in [row['count_true_positive'], row['count_false_positive']]],\n",
" [f\"{v:,}\" for v in [row['count_false_negative'], row['count_true_negative']]]]\n",
" percentages = [[f\"{round(100*v,2):,}\" for v in [row['true_positive_score'], row['false_positive_score']]],\n",
" [f\"{round(100*v,2):,}\" for v in [row['false_negative_score'], row['true_negative_score']]]]\n",
" annot = [[f\"{labels[i][j]}\\n{counts[i][j]} ({percentages[i][j]}%)\" for j in range(2)] for i in range(2)]\n",
"\n",
" # Scores formatted as percentages\n",
" recall = row['recall_score'] * 100\n",
" precision = row['precision_score'] * 100\n",
" f1 = row['f1_score'] * 100\n",
" f2 = row['f2_score'] * 100\n",
"\n",
" # Set up figure and axes manually for precise control\n",
" fig = plt.figure(figsize=(9, 8))\n",
" grid = fig.add_gridspec(nrows=4, height_ratios=[2, 3, 15, 2])\n",
"\n",
" \n",
" ax_main_title = fig.add_subplot(grid[0])\n",
" ax_main_title.axis('off')\n",
" ax_main_title.set_title(f\"Flagged as Risk vs. {outcome_label.title()}\", fontsize=14, weight='bold')\n",
" \n",
" # Business explanation text\n",
" ax_text = fig.add_subplot(grid[1])\n",
" ax_text.axis('off')\n",
" business_text = (\n",
" f\"Flagging performance analysis:\\n\\n\"\n",
" f\"- Of all the bookings we flagged as at Risk, {precision:.2f}% actually turned into a {outcome_label}.\\n\"\n",
" f\"- Of all the bookings that resulted in a {outcome_label}, we correctly flagged {recall:.2f}% of them.\\n\"\n",
" f\"- The pure balance between these two is summarized by a score of {f1:.2f}%.\\n\"\n",
" f\"- If we prioritise better probability of detection of a {outcome_label}, the balanced score is {f2:.2f}%.\\n\"\n",
" )\n",
" ax_text.text(0.0, 0.0, business_text, fontsize=10.5, ha='left', va='bottom', wrap=False, linespacing=1.5)\n",
"\n",
" # Heatmap\n",
" ax_heatmap = fig.add_subplot(grid[2])\n",
" ax_heatmap.set_title(f\"Confusion Matrix Risk vs. {outcome_label.title()}\", fontsize=12, weight='bold', ha='center', va='center', wrap=False)\n",
"\n",
" cmap = sns.light_palette(\"#318450\", as_cmap=True)\n",
"\n",
" sns.heatmap(cm, annot=annot, fmt='', cmap=cmap, cbar=False,\n",
" xticklabels=x_labels,\n",
" yticklabels=['Flagged as Risk', 'Flagged as No Risk'],\n",
" ax=ax_heatmap,\n",
" linewidths=1.0,\n",
" annot_kws={'fontsize': 10, 'linespacing': 1.2})\n",
" ax_heatmap.set_xlabel(\"Resolution Outcome (Actual)\", fontsize=11, labelpad=10)\n",
" ax_heatmap.set_ylabel(\"Booking Status (Prediction)\", fontsize=11, labelpad=10)\n",
" \n",
" # Make borders visible\n",
" for _, spine in ax_heatmap.spines.items():\n",
" spine.set_visible(True)\n",
"\n",
" # Footer with metrics and date\n",
" ax_footer = fig.add_subplot(grid[3])\n",
" ax_footer.axis('off')\n",
" metrics_text = f\"Total Booking Count: {row['count_total']} | Recall: {recall:.2f}% | Precision: {precision:.2f}% | F1 Score: {f1:.2f}% | F2 Score: {f2:.2f}%\"\n",
" date_text = f\"Generated on {date.today().strftime('%B %d, %Y')}\"\n",
" ax_footer.text(0.5, 0.7, metrics_text, ha='center', fontsize=9)\n",
" ax_footer.text(0.5, 0.1, date_text, ha='center', fontsize=8, color='gray')\n",
"\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 900x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 900x800 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Plot confusion matrix for claim scenario\n",
"plot_confusion_matrix_from_df(df, 'RISK_VS_CLAIM')\n",
"\n",
"# Plot confusion matrix for submitted payout scenario\n",
"plot_confusion_matrix_from_df(df, 'RISK_VS_SUBMITTED_PAYOUT')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "venv",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}