diff --git a/neo_dolfin/ai/generated_data/loan.py b/neo_dolfin/ai/generated_data/loan.py new file mode 100644 index 00000000..c949d364 --- /dev/null +++ b/neo_dolfin/ai/generated_data/loan.py @@ -0,0 +1,32 @@ +import pandas as pd +import numpy as np +import random +from datetime import datetime, timedelta + +# Define variables +start_date = datetime(2020, 1, 1) +end_date = datetime(2021, 12, 31) +account_number = 'ACC123456789' # Sample account number + +# Generate mock data for the Transaction table for a single user +transaction_data = pd.DataFrame({ + 'Transaction ID': ['TRX' + ''.join(random.choices('0123456789ABCDEFGHIJKLMNOPQRSTUVWXYZ', k=8)) for _ in range(1000)], + 'Account number': [account_number for _ in range(1000)], + 'Transaction date': [start_date + timedelta(days=random.randint(1, 730)) for _ in range(1000)], + 'Transaction time': [datetime.strptime(f"{random.randint(0,23):02d}:{random.randint(0,59):02d}", "%H:%M").time() for _ in range(1000)], + 'Transaction amount': [random.uniform(-1000, 1000) for _ in range(1000)], + 'Credit or debit indicator': [random.choice(['Credit', 'Debit']) for _ in range(1000)], + 'Statement description': ['Transaction ' + str(i) for i in range(1000)], + 'High level transaction purpose': [random.choice(['Shopping', 'Dining', 'Utilities', 'Transportation']) for _ in range(1000)], + 'Mid level transaction purpose': [random.choice(['Online Shopping', 'Restaurant', 'Electricity', 'Gas']) for _ in range(1000)], + 'Low level transaction purpose': [random.choice(['Amazon', 'McDonalds', 'Electricity bill', 'Gas bill']) for _ in range(1000)], + 'Transaction code': [random.randint(1000, 9999) for _ in range(1000)], + 'Merchant ID': [random.randint(100000, 999999) for _ in range(1000)], + 'Previous repayment date': [start_date - timedelta(days=random.randint(1, 30)) for _ in range(1000)] +}) + +# Update the product type to include random products +transaction_data['Product type'] = [random.choice(['appliances', 'clothing', 'electronics', 'groceries', 'furniture']) for _ in range(1000)] + +# Save data to Excel sheet +transaction_data.to_excel('loan.xlsx', index=False) diff --git a/neo_dolfin/ai/generated_data/loan.xlsx b/neo_dolfin/ai/generated_data/loan.xlsx new file mode 100644 index 00000000..5bba5fd5 Binary files /dev/null and b/neo_dolfin/ai/generated_data/loan.xlsx differ diff --git a/neo_dolfin/ai/visualisations/transaction_category.ipynb b/neo_dolfin/ai/visualisations/transaction_category.ipynb new file mode 100644 index 00000000..46ff9490 --- /dev/null +++ b/neo_dolfin/ai/visualisations/transaction_category.ipynb @@ -0,0 +1,66 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "be05200a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Load the data from the CSV file\n", + "file_path = \"DescriptionsandCategories.csv\"\n", + "df = pd.read_csv(file_path)\n", + "\n", + "# Count the frequency of each category\n", + "category_freq = df['Category 3'].value_counts()\n", + "\n", + "# Plotting the bar chart\n", + "plt.figure(figsize=(10, 6))\n", + "category_freq.plot(kind='bar', color='skyblue')\n", + "plt.title('Transaction Category Frequency')\n", + "plt.xlabel('Category')\n", + "plt.ylabel('Frequency')\n", + "plt.xticks(rotation=45, ha='right')\n", + "plt.tight_layout()\n", + "\n", + "# Display the plot\n", + "plt.show()\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "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": "3.10.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/neo_dolfin/ai/visualisations/transaction_category_frequency_report.docx b/neo_dolfin/ai/visualisations/transaction_category_frequency_report.docx new file mode 100644 index 00000000..e0d1897d Binary files /dev/null and b/neo_dolfin/ai/visualisations/transaction_category_frequency_report.docx differ diff --git a/neo_dolfin/templates/confirmpw.html b/neo_dolfin/templates/confirmpw.html new file mode 100644 index 00000000..02f55638 --- /dev/null +++ b/neo_dolfin/templates/confirmpw.html @@ -0,0 +1,39 @@ + + + + + + + DolFin - confirmpw + + + + + + + + +
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