{ "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": 12, "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": 13, "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": 14, "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": 15, "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": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " flagging_analysis_type count_total count_true_positive \\\n", "0 RISK_VS_CLAIM 5910 1 \n", "1 RISK_VS_SUBMITTED_PAYOUT 5894 1 \n", "\n", " count_true_negative count_false_positive count_false_negative \\\n", "0 5391 457 61 \n", "1 5420 457 16 \n", "\n", " true_positive_score true_negative_score false_positive_score \\\n", "0 0.000169 0.912183 0.077327 \n", "1 0.000170 0.919579 0.077536 \n", "\n", " false_negative_score recall_score precision_score \\\n", "0 0.010321 0.016129 0.002183 \n", "1 0.002715 0.058824 0.002183 \n", "\n", " false_positive_rate_score f1_score f2_score \n", "0 0.078146 0.003846 0.007082 \n", "1 0.077761 0.004211 0.009506 \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": 281, "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_negative']],\n", " [row['count_false_positive'], 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": 282, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", "text/plain": [ "
" ] }, "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 }