Upload 3 files

requirements.txt

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+absl-py==2.1.0
+accelerate==0.12.0
+aiofiles==23.2.1
+altair==5.4.0
+annotated-types==0.7.0
+anyio==4.3.0
+appnope==0.1.4
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.3.0
+asttokens==2.4.1
+astunparse==1.6.3
+async-lru==2.0.4
+attrs==23.2.0
+Babel==2.14.0
+beautifulsoup4==4.12.3
+bleach==6.1.0
+blinker==1.8.2
+bokeh==3.4.1
+bs4==0.0.2
+Cartopy==0.23.0
+census==0.8.22
+certifi==2024.2.2
+cffi==1.16.0
+charset-normalizer==3.3.2
+citipy==0.0.6
+click==8.1.7
+colorcet==3.1.0
+comm==0.2.2
+contourpy==1.2.1
+cycler==0.12.1
+debugpy==1.8.1
+decorator==5.1.1
+defusedxml==0.7.1
+dnspython==2.6.1
+et-xmlfile==1.1.0
+executing==2.0.1
+fastapi==0.115.0
+fastjsonschema==2.19.1
+ffmpy==0.4.0
+filelock==3.16.0
+Flask==3.0.3
+Flask-Cors==4.0.1
+flatbuffers==24.3.25
+fonttools==4.51.0
+fqdn==1.5.1
+fsspec==2024.9.0
+gast==0.6.0
+geoviews==1.12.0
+google-pasta==0.2.0
+gradio==4.44.0
+gradio_client==1.3.0
+greenlet==3.0.3
+grpcio==1.66.1
+h11==0.14.0
+h5py==3.11.0
+holoviews==1.18.3
+html5lib==1.1
+httpcore==1.0.5
+httpx==0.27.0
+huggingface-hub==0.25.0
+hvplot==0.10.0
+idna==3.6
+importlib_resources==6.4.5
+ipykernel==6.29.4
+ipython==8.23.0
+isoduration==20.11.0
+itsdangerous==2.2.0
+jedi==0.19.1
+Jinja2==3.1.3
+joblib==1.4.2
+json5==0.9.24
+jsonpointer==2.4
+jsonschema==4.21.1
+jsonschema-specifications==2023.12.1
+jupyter-events==0.10.0
+jupyter-lsp==2.2.4
+jupyter_client==8.6.1
+jupyter_core==5.7.2
+jupyter_server==2.13.0
+jupyter_server_terminals==0.5.3
+jupyterlab==4.1.5
+jupyterlab_pygments==0.3.0
+jupyterlab_server==2.25.4
+kdtree==0.16
+keras==3.5.0
+keras-tuner==1.4.7
+kiwisolver==1.4.5
+kt-legacy==1.0.5
+libclang==18.1.1
+linkify-it-py==2.0.3
+lxml==5.2.2
+Markdown==3.6
+markdown-it-py==3.0.0
+MarkupSafe==2.1.5
+matplotlib==3.9.0
+matplotlib-inline==0.1.6
+mdit-py-plugins==0.4.1
+mdurl==0.1.2
+mistune==3.0.2
+ml-dtypes==0.3.2
+mpmath==1.3.0
+namex==0.0.8
+narwhals==1.5.5
+nbclient==0.10.0
+nbconvert==7.16.3
+nbformat==5.10.3
+nest-asyncio==1.6.0
+networkx==3.3
+nltk==3.9.1
+notebook==7.1.2
+notebook_shim==0.2.4
+numpy==1.26.4
+openpyxl==3.1.4
+opt-einsum==3.3.0
+optree==0.12.1
+orjson==3.10.7
+outcome==1.3.0.post0
+overrides==7.7.0
+packaging==24.0
+pandas==2.2.2
+pandocfilters==1.5.1
+panel==1.4.4
+param==2.1.0
+parso==0.8.3
+patsy==0.5.6
+pexpect==4.9.0
+pillow==10.3.0
+platformdirs==4.2.0
+plotly==5.22.0
+prometheus_client==0.20.0
+prompt-toolkit==3.0.43
+protobuf==4.25.5
+psutil==5.9.8
+ptyprocess==0.7.0
+pure-eval==0.2.2
+pycparser==2.22
+pydantic==2.9.2
+pydantic_core==2.23.4
+pydotplus==2.0.2
+pydub==0.25.1
+Pygments==2.17.2
+pymongo==4.8.0
+pyparsing==3.1.2
+pyproj==3.6.1
+pyshp==2.3.1
+PySocks==1.7.1
+python-dateutil==2.9.0.post0
+python-dotenv==1.0.1
+python-json-logger==2.0.7
+python-multipart==0.0.10
+pytz==2024.1
+pyviz_comms==3.0.2
+PyYAML==6.0.1
+pyzmq==25.1.2
+referencing==0.34.0
+regex==2024.7.24
+requests==2.31.0
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==13.8.1
+rpds-py==0.18.0
+ruff==0.6.7
+scikit-learn==1.5.0
+scikit-learn-extra==0.3.0
+scipy==1.13.1
+seaborn==0.13.2
+selenium==4.21.0
+semantic-version==2.10.0
+Send2Trash==1.8.2
+setuptools==75.1.0
+shapely==2.0.4
+shellingham==1.5.4
+six==1.16.0
+sniffio==1.3.1
+sortedcontainers==2.4.0
+soupsieve==2.5
+splinter==0.21.0
+SQLAlchemy==2.0.31
+stack-data==0.6.3
+starlette==0.38.6
+statsmodels==0.14.2
+sympy==1.13.2
+tabulate==0.9.0
+tenacity==8.4.1
+tensorboard==2.16.2
+tensorboard-data-server==0.7.2
+tensorflow==2.16.2
+termcolor==2.4.0
+terminado==0.18.1
+textblob==0.18.0.post0
+threadpoolctl==3.5.0
+tinycss2==1.2.1
+tomlkit==0.12.0
+torch==2.2.2
+tornado==6.4
+tqdm==4.66.4
+traitlets==5.14.2
+trio==0.25.1
+trio-websocket==0.11.1
+typer==0.12.5
+types-python-dateutil==2.9.0.20240316
+typing_extensions==4.12.1
+tzdata==2024.1
+uc-micro-py==1.0.3
+uri-template==1.3.0
+urllib3==2.2.1
+uvicorn==0.30.6
+wcwidth==0.2.13
+webcolors==1.13
+webencodings==0.5.1
+websocket-client==1.7.0
+websockets==12.0
+Werkzeug==3.0.3
+wheel==0.44.0
+wordcloud==1.9.3
+wrapt==1.16.0
+wsproto==1.2.0
+xyzservices==2024.4.0
+
+

templates/index.html

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+<!DOCTYPE html>
+<html lang="en">
+
+<head>
+    <meta charset="UTF-8">
+    <meta name="viewport" content="width=device-width, initial-scale=1.0">
+    <title>Loan Status Prediction</title>
+    <!-- Bootstrap CSS -->
+    <link href="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/css/bootstrap.min.css" rel="stylesheet">
+    <style>
+        body {
+            background-color: #f8f9fa;
+            font-family: Arial, sans-serif;
+            padding: 20px;
+        }
+
+        .container {
+            max-width: 600px;
+            background-color: #fff;
+            padding: 20px;
+            border-radius: 8px;
+            box-shadow: 0 0 10px rgba(0, 0, 0, 0.1);
+        }
+
+        .form-label {
+            font-weight: bold;
+        }
+
+        .btn-primary {
+            background-color: #3f51b5;
+            border-color: #3f51b5;
+        }
+
+        .btn-primary:hover {
+            background-color: #5c6bc0;
+            border-color: #5c6bc0;
+        }
+
+        h1 {
+            font-size: 24px;
+            margin-bottom: 20px;
+            color: #3f51b5;
+        }
+
+        .prediction-result {
+            margin-top: 20px;
+            padding: 10px;
+            border-radius: 8px;
+            font-weight: bold;
+            font-size: 18px;
+            text-align: center;
+        }
+
+        .result-healthy {
+            background-color: #d4edda;
+            color: #155724;
+        }
+
+        .result-risk {
+            background-color: #f8d7da;
+            color: #721c24;
+        }
+    </style>
+</head>
+
+<body>
+    <div class="container">
+        <h1>Loan Status Prediction</h1>
+        <form action="/predict" method="post">
+            <div class="mb-3">
+                <label for="loan_size" class="form-label">Loan Size</label>
+                <input type="number" step="any" class="form-control" name="loan_size" required>
+            </div>
+            <div class="mb-3">
+                <label for="interest_rate" class="form-label">Interest Rate</label>
+                <input type="number" step="any" class="form-control" name="interest_rate" required>
+            </div>
+            <div class="mb-3">
+                <label for="borrower_income" class="form-label">Borrower Income</label>
+                <input type="number" step="any" class="form-control" name="borrower_income" required>
+            </div>
+            <div class="mb-3">
+                <label for="debt_to_income" class="form-label">Debt-to-Income Ratio</label>
+                <input type="number" step="any" class="form-control" name="debt_to_income" required>
+            </div>
+            <div class="mb-3">
+                <label for="num_of_accounts" class="form-label">Number of Accounts</label>
+                <input type="number" class="form-control" name="num_of_accounts" required>
+            </div>
+            <div class="mb-3">
+                <label for="derogatory_marks" class="form-label">Derogatory Marks</label>
+                <input type="number" class="form-control" name="derogatory_marks" required>
+            </div>
+            <div class="mb-3">
+                <label for="total_debt" class="form-label">Total Debt</label>
+                <input type="number" step="any" class="form-control" name="total_debt" required>
+            </div>
+            <button type="submit" class="btn btn-primary w-100">Predict</button>
+        </form>
+
+        {% if prediction_text %}
+        <div class="prediction-result {{ 'result-healthy' if 'Healthy' in prediction_text else 'result-risk' }}">
+            {{ prediction_text }}
+        </div>
+        {% endif %}
+    </div>
+
+    <!-- Bootstrap JS (Optional) -->
+    <script src="https://cdn.jsdelivr.net/npm/bootstrap@5.3.0/dist/js/bootstrap.bundle.min.js"></script>
+</body>
+
+</html>