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transaction category frequency #259

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paradox20029 May 11, 2024
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Merge branch 'DataBytes-Organisation:develop' into develop
paradox20029 May 11, 2024
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32 changes: 32 additions & 0 deletions neo_dolfin/ai/generated_data/loan.py
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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)
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66 changes: 66 additions & 0 deletions neo_dolfin/ai/visualisations/transaction_category.ipynb
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39 changes: 39 additions & 0 deletions neo_dolfin/templates/confirmpw.html
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<!DOCTYPE html>
<html lang="en">

<head>
<meta charset="utf-8">
<meta content="width=device-width, initial-scale=1" name="viewport">
<title>DolFin - confirmpw</title>
<link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.1/dist/css/bootstrap.min.css" rel="stylesheet">
<link href="{{url_for('static', filename='css/main.css')}}" rel="stylesheet" type="text/css">
<link href="{{url_for('static', filename='css/articles.css')}}" rel="stylesheet" type="text/css">
<link href="{{url_for('static', filename='css/confirmationpage.css')}}" rel="stylesheet" type="text/css">
</head>

<body>

<div class="container">
<h1>Reset Your Password</h1>
<br>
<br>
<div>
<form>
<input type="text" id="username" name="username" placeholder="Enter the code">
<br>
<br>

<input type="text" id="username" name="username" placeholder="Enter the new password">
<br>
<br>

<input type="text" id="username" name="username" placeholder="Confirm the password">
<br>
<br>

<input type="submit" id="submitbutton" value="Reset the Password" onclick="window.location.href='confirmationpage.html';">
</form>
</div>
</div>

</body>