Initial Commit

.gitignore

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+### JupyterNotebooks template
+# gitignore template for Jupyter Notebooks
+# website: http://jupyter.org/
+
+.ipynb_checkpoints
+*/.ipynb_checkpoints/*
+
+# IPython
+profile_default/
+ipython_config.py
+
+# Remove previous ipynb_checkpoints
+#   git rm -r .ipynb_checkpoints/
+
+### Python template
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+
+# IPython
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+

.idea/.gitignore

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+# Default ignored files
+/shelf/
+/workspace.xml
+# Editor-based HTTP Client requests
+/httpRequests/
+# Datasource local storage ignored files
+/dataSources/
+/dataSources.local.xml

.idea/Loan_Classifier.iml

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+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.11 (venv)" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>

.idea/inspectionProfiles/Project_Default.xml

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+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="1">
+            <item index="0" class="java.lang.String" itemvalue="scikit-learn" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>

.idea/inspectionProfiles/profiles_settings.xml

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+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>

.idea/misc.xml

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+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.11 (venv)" project-jdk-type="Python SDK" />
+</project>

.idea/modules.xml

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+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/Loan_Classifier.iml" filepath="$PROJECT_DIR$/.idea/Loan_Classifier.iml" />
+    </modules>
+  </component>
+</project>

.idea/vcs.xml

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+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>

app.py

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+import gradio as gr
+import joblib
+import pandas as pd
+
+model = joblib.load("best_random_forest_model.joblib")
+
+
+def predict_loan_status(
+        loan_original_amount,
+        credit_score_range_lower,
+        stated_monthly_income,
+        investors,
+        monthly_loan_payment,
+
+):
+    input_dict = {
+        'LoanOriginalAmount': loan_original_amount,
+        'CreditScoreRangeLower': credit_score_range_lower,
+        'StatedMonthlyIncome': stated_monthly_income,
+        'Investors': investors,
+        'MonthlyLoanPayment': monthly_loan_payment,
+
+    }
+
+    user_input_df = pd.DataFrame(data=[[loan_original_amount,
+                                        credit_score_range_lower,
+                                        stated_monthly_income,
+                                        investors,
+                                        monthly_loan_payment]],
+                                 columns=[
+                                     'LoanOriginalAmount',
+                                     'CreditScoreRangeLower',
+                                     'StatedMonthlyIncome',
+                                     'Investors',
+                                     'MonthlyLoanPayment',
+                                 ])
+
+    scaler = joblib.load('std_scaler.bin')
+    # Convert the dictionary to a 2D array
+    input_array = user_input_df.values
+    # print(user_input_df)
+    scaled_array = scaler.transform(input_array)
+    # print('scaled array', scaled_array)
+    prediction = model.predict(scaled_array)
+    # print('Prediction: ', prediction)
+
+    return prediction[0]
+
+
+options = ['Current', 'Completed', 'ChargedOff']
+
+inputs = [
+    gr.Slider(1000, 100000, label="Loan Original Amount"),
+    gr.Slider(100, 2000, step=1, label='Credit Score Range (Lower)'),
+    gr.Slider(1000, 100000, step=10, label="Stated Monthly Income"),
+    gr.Slider(0, 1000, step=1, label='Number of Investors'),
+    gr.Slider(20, 5000, step=5, label="Monthly Loan Payment")
+
+]
+
+outputs = gr.Label()
+title = "Loan Status Classifier"
+description = (
+    "Enter the details of the loan to check the status of the loan."
+)
+gr.Interface(
+    fn=predict_loan_status,
+    inputs=inputs,
+    outputs=outputs,
+    title=title,
+    description=description,
+).launch()
+
+# def greet(name):
+#     return "Hello " + name + "!!"
+#
+#
+# iface = gr.Interface(fn=greet, inputs="text", outputs="text")
+# iface.launch()

best_random_forest_model.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:dc67deb703312706a00f20863c8216285e623ac2fda87373031161e3c25a5e46
+size 409970209

flagged/log.csv

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+name,output,flag,username,timestamp
+,,,,2023-09-29 15:05:20.783000
+31100,170,2360,0,2990,C:\Users\Carla\Workspace\DataScience\Apps\Loan_Classifier\flagged\output\tmpcntrnzpp.json,,,2023-09-29 16:00:28.884976
+13800,263,6790,239,3080,C:\Users\Carla\Workspace\DataScience\Apps\Loan_Classifier\flagged\output\tmpz7l8vohc.json,,,2023-09-29 16:19:42.908098

flagged/output/tmpcntrnzpp.json

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+{"label": "Completed"}

flagged/output/tmpz7l8vohc.json

@@ -0,0 +1 @@
+{"label": "Completed"}

requirements.txt

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+aiofiles==23.2.1
+altair==5.1.1
+annotated-types==0.5.0
+anyio==3.7.1
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+arrow==1.2.3
+asttokens==2.4.0
+async-lru==2.0.4
+attrs==23.1.0
+Babel==2.12.1
+backcall==0.2.0
+beautifulsoup4==4.12.2
+bleach==6.0.0
+blinker==1.6.2
+cachetools==5.3.1
+certifi==2023.7.22
+cffi==1.15.1
+charset-normalizer==3.2.0
+click==8.1.7
+colorama==0.4.6
+comm==0.1.4
+contourpy==1.1.0
+cycler==0.11.0
+debugpy==1.8.0
+decorator==5.1.1
+defusedxml==0.7.1
+executing==1.2.0
+fastapi==0.103.2
+fastjsonschema==2.18.0
+ffmpy==0.3.1
+filelock==3.12.4
+fonttools==4.42.1
+fqdn==1.5.1
+fsspec==2023.9.2
+gitdb==4.0.10
+GitPython==3.1.36
+gradio==3.45.2
+gradio_client==0.5.3
+h11==0.14.0
+httpcore==0.18.0
+httpx==0.25.0
+huggingface-hub==0.17.3
+idna==3.4
+importlib-metadata==6.8.0
+importlib-resources==6.1.0
+ipykernel==6.25.2
+ipython==8.15.0
+ipython-genutils==0.2.0
+ipywidgets==8.1.1
+isoduration==20.11.0
+jedi==0.19.0
+Jinja2==3.1.2
+joblib==1.3.2
+json5==0.9.14
+jsonpointer==2.4
+jsonschema==4.19.0
+jsonschema-specifications==2023.7.1
+jupyter==1.0.0
+jupyter-console==6.6.3
+jupyter-events==0.7.0
+jupyter-lsp==2.2.0
+jupyter_client==8.3.1
+jupyter_core==5.3.1
+jupyter_server==2.7.3
+jupyter_server_terminals==0.4.4
+jupyterlab==4.0.5
+jupyterlab-pygments==0.2.2
+jupyterlab-widgets==3.0.9
+jupyterlab_server==2.25.0
+kiwisolver==1.4.5
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
+matplotlib==3.7.3
+matplotlib-inline==0.1.6
+mdurl==0.1.2
+mistune==3.0.1
+nbclient==0.8.0
+nbconvert==7.8.0
+nbformat==5.9.2
+nest-asyncio==1.5.7
+notebook==7.0.3
+notebook_shim==0.2.3
+numpy==1.25.2
+orjson==3.9.7
+overrides==7.4.0
+packaging==23.1
+pandas==2.1.0
+pandocfilters==1.5.0
+parso==0.8.3
+pickleshare==0.7.5
+Pillow==9.5.0
+platformdirs==3.10.0
+plotly==5.16.1
+prometheus-client==0.17.1
+prompt-toolkit==3.0.39
+protobuf==4.24.3
+psutil==5.9.5
+pure-eval==0.2.2
+pyarrow==13.0.0
+pycparser==2.21
+pydantic==2.4.2
+pydantic_core==2.10.1
+pydeck==0.8.0
+pydub==0.25.1
+Pygments==2.16.1
+Pympler==1.0.1
+pyparsing==3.1.1
+python-dateutil==2.8.2
+python-json-logger==2.0.7
+python-multipart==0.0.6
+pytz==2023.3.post1
+pytz-deprecation-shim==0.1.0.post0
+pywin32==306
+pywinpty==2.0.11
+PyYAML==6.0.1
+pyzmq==25.1.1
+qtconsole==5.4.4
+QtPy==2.4.0
+referencing==0.30.2
+requests==2.31.0
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==13.5.2
+rpds-py==0.10.2
+scikit-learn==1.2.2
+scipy==1.11.2
+seaborn==0.12.2
+semantic-version==2.10.0
+Send2Trash==1.8.2
+six==1.16.0
+smmap==5.0.0
+sniffio==1.3.0
+soupsieve==2.5
+stack-data==0.6.2
+starlette==0.27.0
+streamlit==1.26.0
+tenacity==8.2.3
+terminado==0.17.1
+threadpoolctl==3.2.0
+tinycss2==1.2.1
+toml==0.10.2
+toolz==0.12.0
+tornado==6.3.3
+tqdm==4.66.1
+traitlets==5.9.0
+typing_extensions==4.7.1
+tzdata==2023.3
+tzlocal==4.3.1
+uri-template==1.3.0
+urllib3==2.0.4
+uvicorn==0.23.2
+validators==0.22.0
+watchdog==3.0.0
+wcwidth==0.2.6
+webcolors==1.13
+webencodings==0.5.1
+websocket-client==1.6.3
+websockets==11.0.3
+widgetsnbextension==4.0.9
+zipp==3.16.2

std_scaler.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8314a7ed1f382cdea9ed59235b10ddf4e783085bf8d28442dcffde378e9e10eb
+size 1135