Upload 4 files

Best_model.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:92a3b494dd92658f40578f5821389ecdfb4c0b5f328fce099cb758def229e85b
+size 168519129

app.py

@@ -0,0 +1,101 @@
+import gradio as gr
+import pandas as pd
+import joblib
+import os
+
+# Load the models
+preprocessor_path = os.path.join('.', 'preprocessor.joblib')
+model_path = os.path.join('.', 'Best_model.joblib')
+
+preprocessor = joblib.load('C:\Users\USER\Documents\DS\TMP\preprocessor.joblib')
+best_model = joblib.load('C:\Users\USER\Documents\DS\TMP\Best_model.joblib')
+
+# Define prediction function
+def predict(age, job, marital, education, default, housing, loan, contact, month, day_of_week, duration, campaign, pdays, previous, poutcome, emp_var_rate, cons_price_idx, cons_conf_idx, euribor3m, nr_employed):
+    # Create a DataFrame for the input data
+    data = pd.DataFrame({
+        'age': [age],
+        'job': [job],
+        'marital': [marital],
+        'education': [education],
+        'default': [default],
+        'housing': [housing],
+        'loan': [loan],
+        'contact': [contact],
+        'month': [month],
+        'day_of_week': [day_of_week],
+        'duration': [duration],
+        'campaign': [campaign],
+        'pdays': [pdays],
+        'previous': [previous],
+        'poutcome': [poutcome],
+        'emp.var.rate': [emp_var_rate],
+        'cons.price.idx': [cons_price_idx],
+        'cons.conf.idx': [cons_conf_idx],
+        'euribor3m': [euribor3m],
+        'nr.employed': [nr_employed]
+    })
+
+    # Preprocess the data
+    preprocessed_data = preprocessor.transform(data)
+
+    # Make predictions
+    prediction = best_model.predict(preprocessed_data)
+    probability = best_model.predict_proba(preprocessed_data)
+
+    return {
+        "Prediction": prediction[0],
+        "Probability (Yes)": probability[0][1],
+        "Probability (No)": probability[0][0]
+    }
+
+# Define the interface
+def gradio_interface():
+    with gr.Blocks() as app:
+        gr.Markdown("# Bank Marketing Campaign Prediction")
+
+        with gr.Row():
+            age = gr.Number(label="Age", value=30)
+            job = gr.Dropdown(["housemaid", "services", "admin.", "blue-collar", "technician", "retired", "management", "unemployed", "self-employed", "unknown", "entrepreneur", "student"], label="Job")
+            marital = gr.Dropdown(["married", "single", "divorced", "unknown"], label="Marital Status")
+            education = gr.Dropdown(["basic.4y", "high.school", "basic.6y", "basic.9y", "professional.course", "unknown", "university.degree", "illiterate", "tertiary", "secondary", "primary"], label="Education")
+
+        with gr.Row():
+            default = gr.Dropdown(["no", "unknown", "yes"], label="Default")
+            housing = gr.Dropdown(["no", "yes", "unknown"], label="Housing Loan")
+            loan = gr.Dropdown(["no", "yes", "unknown"], label="Personal Loan")
+            contact = gr.Dropdown(["telephone", "cellular", "unknown"], label="Contact Type")
+
+        with gr.Row():
+            month = gr.Dropdown(["may", "jun", "jul", "aug", "oct", "nov", "dec", "mar", "apr", "sep", "jan", "feb"], label="Month")
+            day_of_week = gr.Dropdown(["mon", "tue", "wed", "thu", "fri"], label="Day of Week")
+
+        with gr.Row():
+            duration = gr.Number(label="Call Duration (seconds)", value=100)
+            campaign = gr.Number(label="Number of Contacts during Campaign", value=1)
+            pdays = gr.Number(label="Days since Last Contact", value=999)
+            previous = gr.Number(label="Number of Contacts before Campaign", value=0)
+            poutcome = gr.Dropdown(["nonexistent", "failure", "success", "unknown", "other"], label="Previous Outcome")
+
+        with gr.Row():
+            emp_var_rate = gr.Number(label="Employment Variation Rate", value=1.1)
+            cons_price_idx = gr.Number(label="Consumer Price Index", value=93.994)
+            cons_conf_idx = gr.Number(label="Consumer Confidence Index", value=-36.4)
+            euribor3m = gr.Number(label="Euribor 3-Month Rate", value=4.857)
+            nr_employed = gr.Number(label="Number of Employees", value=5191.0)
+
+        predict_btn = gr.Button("Predict")
+        output = gr.JSON()
+
+        predict_btn.click(
+            predict, 
+            inputs=[age, job, marital, education, default, housing, loan, contact, month, day_of_week, duration, campaign, pdays, previous, poutcome, emp_var_rate, cons_price_idx, cons_conf_idx, euribor3m, nr_employed], 
+            outputs=output
+        )
+
+    return app
+
+# Launch the app
+if __name__ == "__main__":
+    app = gradio_interface()
+    app.launch()

preprocessor.joblib

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:34a6b9e6713e8941ac3d86acc659f146e739684e7055678601dda88e2958dacb
+size 6716

requirements.txt

@@ -0,0 +1,543 @@
+absl-py==1.4.0
+accelerate==1.1.1
+aiohappyeyeballs==2.4.4
+aiohttp==3.11.10
+aiosignal==1.3.2
+alabaster==1.0.0
+albucore==0.0.19
+albumentations==1.4.20
+altair==5.5.0
+annotated-types==0.7.0
+anyio==3.7.1
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+array_record==0.5.1
+arviz==0.20.0
+astropy==6.1.7
+astropy-iers-data==0.2024.12.9.0.36.21
+astunparse==1.6.3
+async-timeout==4.0.3
+atpublic==4.1.0
+attrs==24.2.0
+audioread==3.0.1
+autograd==1.7.0
+babel==2.16.0
+backcall==0.2.0
+beautifulsoup4==4.12.3
+bigframes==1.29.0
+bigquery-magics==0.4.0
+bleach==6.2.0
+blinker==1.9.0
+blis==0.7.11
+blosc2==2.7.1
+bokeh==3.6.2
+Bottleneck==1.4.2
+bqplot==0.12.43
+branca==0.8.0
+CacheControl==0.14.1
+cachetools==5.5.0
+catalogue==2.0.10
+certifi==2024.8.30
+cffi==1.17.1
+chardet==5.2.0
+charset-normalizer==3.4.0
+chex==0.1.88
+clarabel==0.9.0
+click==8.1.7
+cloudpathlib==0.20.0
+cloudpickle==3.1.0
+cmake==3.30.5
+cmdstanpy==1.2.5
+colorcet==3.1.0
+colorlover==0.3.0
+colour==0.1.5
+community==1.0.0b1
+confection==0.1.5
+cons==0.4.6
+contourpy==1.3.1
+cryptography==43.0.3
+cuda-python==12.2.1
+cudf-cu12 @ https://pypi.nvidia.com/cudf-cu12/cudf_cu12-24.10.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
+cufflinks==0.17.3
+cupy-cuda12x==12.2.0
+cvxopt==1.3.2
+cvxpy==1.5.4
+cycler==0.12.1
+cymem==2.0.10
+Cython==3.0.11
+dask==2024.10.0
+datascience==0.17.6
+db-dtypes==1.3.1
+dbus-python==1.2.18
+debugpy==1.8.0
+decorator==4.4.2
+defusedxml==0.7.1
+Deprecated==1.2.15
+diffusers==0.31.0
+distro==1.9.0
+dlib==19.24.2
+dm-tree==0.1.8
+docker-pycreds==0.4.0
+docstring_parser==0.16
+docutils==0.21.2
+dopamine_rl==4.0.9
+duckdb==1.1.3
+earthengine-api==1.2.0
+easydict==1.13
+ecos==2.0.14
+editdistance==0.8.1
+eerepr==0.0.4
+einops==0.8.0
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl#sha256=86cc141f63942d4b2c5fcee06630fd6f904788d2f0ab005cce45aadb8fb73889
+entrypoints==0.4
+et_xmlfile==2.0.0
+etils==1.11.0
+etuples==0.3.9
+eval_type_backport==0.2.0
+exceptiongroup==1.2.2
+fastai==2.7.18
+fastcore==1.7.26
+fastdownload==0.0.7
+fastjsonschema==2.21.1
+fastprogress==1.0.3
+fastrlock==0.8.2
+filelock==3.16.1
+firebase-admin==6.5.0
+Flask==3.0.3
+flatbuffers==24.3.25
+flax==0.8.5
+folium==0.18.0
+fonttools==4.55.3
+frozendict==2.4.6
+frozenlist==1.5.0
+fsspec==2024.10.0
+future==1.0.0
+gast==0.6.0
+gcsfs==2024.10.0
+GDAL==3.6.4
+gdown==5.2.0
+geemap==0.35.1
+gensim==4.3.3
+geocoder==1.38.1
+geographiclib==2.0
+geopandas==1.0.1
+geopy==2.4.1
+gin-config==0.5.0
+gitdb==4.0.11
+GitPython==3.1.43
+glob2==0.7
+google==2.0.3
+google-ai-generativelanguage==0.6.10
+google-api-core==2.19.2
+google-api-python-client==2.151.0
+google-auth==2.27.0
+google-auth-httplib2==0.2.0
+google-auth-oauthlib==1.2.1
+google-cloud-aiplatform==1.73.0
+google-cloud-bigquery==3.25.0
+google-cloud-bigquery-connection==1.16.1
+google-cloud-bigquery-storage==2.27.0
+google-cloud-bigtable==2.27.0
+google-cloud-core==2.4.1
+google-cloud-datastore==2.20.2
+google-cloud-firestore==2.19.0
+google-cloud-functions==1.18.1
+google-cloud-iam==2.17.0
+google-cloud-language==2.15.1
+google-cloud-pubsub==2.27.1
+google-cloud-resource-manager==1.14.0
+google-cloud-storage==2.8.0
+google-cloud-translate==3.17.0
+google-colab @ file:///colabtools/dist/google_colab-1.0.0.tar.gz
+google-crc32c==1.6.0
+google-genai==0.2.2
+google-generativeai==0.8.3
+google-pasta==0.2.0
+google-resumable-media==2.7.2
+googleapis-common-protos==1.66.0
+googledrivedownloader==0.4
+graphviz==0.20.3
+greenlet==3.1.1
+grpc-google-iam-v1==0.13.1
+grpcio==1.68.1
+grpcio-status==1.62.3
+gspread==6.0.2
+gspread-dataframe==3.3.1
+gym==0.25.2
+gym-notices==0.0.8
+h11==0.14.0
+h5netcdf==1.4.1
+h5py==3.12.1
+holidays==0.62
+holoviews==1.20.0
+html5lib==1.1
+httpcore==1.0.7
+httpimport==1.4.0
+httplib2==0.22.0
+httpx==0.28.1
+huggingface-hub==0.26.5
+humanize==4.11.0
+hyperopt==0.2.7
+ibis-framework==9.2.0
+idna==3.10
+imageio==2.36.1
+imageio-ffmpeg==0.5.1
+imagesize==1.4.1
+imbalanced-learn==0.12.4
+imgaug==0.4.0
+immutabledict==4.2.1
+importlib_metadata==8.5.0
+importlib_resources==6.4.5
+imutils==0.5.4
+inflect==7.4.0
+iniconfig==2.0.0
+intel-cmplr-lib-ur==2025.0.4
+intel-openmp==2025.0.4
+ipyevents==2.0.2
+ipyfilechooser==0.6.0
+ipykernel==5.5.6
+ipyleaflet==0.19.2
+ipyparallel==8.8.0
+ipython==7.34.0
+ipython-genutils==0.2.0
+ipython-sql==0.5.0
+ipytree==0.2.2
+ipywidgets==7.7.1
+itsdangerous==2.2.0
+jax==0.4.33
+jax-cuda12-pjrt==0.4.33
+jax-cuda12-plugin==0.4.33
+jaxlib==0.4.33
+jeepney==0.7.1
+jellyfish==1.1.0
+jieba==0.42.1
+Jinja2==3.1.4
+jiter==0.8.2
+joblib==1.4.2
+jsonpatch==1.33
+jsonpickle==4.0.0
+jsonpointer==3.0.0
+jsonschema==4.23.0
+jsonschema-specifications==2024.10.1
+jupyter-client==6.1.12
+jupyter-console==6.1.0
+jupyter-leaflet==0.19.2
+jupyter-server==1.24.0
+jupyter_core==5.7.2
+jupyterlab_pygments==0.3.0
+jupyterlab_widgets==3.0.13
+kaggle==1.6.17
+kagglehub==0.3.5
+keras==3.5.0
+keyring==23.5.0
+kiwisolver==1.4.7
+langchain==0.3.11
+langchain-core==0.3.24
+langchain-text-splitters==0.3.2
+langcodes==3.5.0
+langsmith==0.2.3
+language_data==1.3.0
+launchpadlib==1.10.16
+lazr.restfulclient==0.14.4
+lazr.uri==1.0.6
+lazy_loader==0.4
+libclang==18.1.1
+libcudf-cu12 @ https://pypi.nvidia.com/libcudf-cu12/libcudf_cu12-24.10.1-py3-none-manylinux_2_28_x86_64.whl
+librosa==0.10.2.post1
+lightgbm==4.5.0
+linkify-it-py==2.0.3
+llvmlite==0.43.0
+locket==1.0.0
+logical-unification==0.4.6
+lxml==5.3.0
+marisa-trie==1.2.1
+Markdown==3.7
+markdown-it-py==3.0.0
+MarkupSafe==3.0.2
+matplotlib==3.8.0
+matplotlib-inline==0.1.7
+matplotlib-venn==1.1.1
+mdit-py-plugins==0.4.2
+mdurl==0.1.2
+miniKanren==1.0.3
+missingno==0.5.2
+mistune==3.0.2
+mizani==0.13.1
+mkl==2025.0.1
+ml-dtypes==0.4.1
+mlxtend==0.23.3
+more-itertools==10.5.0
+moviepy==1.0.3
+mpmath==1.3.0
+msgpack==1.1.0
+multidict==6.1.0
+multipledispatch==1.0.0
+multitasking==0.0.11
+murmurhash==1.0.11
+music21==9.3.0
+namex==0.0.8
+narwhals==1.18.2
+natsort==8.4.0
+nbclassic==1.1.0
+nbclient==0.10.1
+nbconvert==7.16.4
+nbformat==5.10.4
+ndindex==1.9.2
+nest-asyncio==1.6.0
+networkx==3.4.2
+nibabel==5.3.2
+nltk==3.9.1
+notebook==6.5.5
+notebook_shim==0.2.4
+numba==0.60.0
+numexpr==2.10.2
+numpy==1.26.4
+nvidia-cublas-cu12==12.6.4.1
+nvidia-cuda-cupti-cu12==12.6.80
+nvidia-cuda-nvcc-cu12==12.6.85
+nvidia-cuda-runtime-cu12==12.6.77
+nvidia-cudnn-cu12==9.6.0.74
+nvidia-cufft-cu12==11.3.0.4
+nvidia-curand-cu12==10.3.7.77
+nvidia-cusolver-cu12==11.7.1.2
+nvidia-cusparse-cu12==12.5.4.2
+nvidia-nccl-cu12==2.23.4
+nvidia-nvjitlink-cu12==12.6.85
+nvtx==0.2.10
+nx-cugraph-cu12 @ https://pypi.nvidia.com/nx-cugraph-cu12/nx_cugraph_cu12-24.10.0-py3-none-any.whl
+oauth2client==4.1.3
+oauthlib==3.2.2
+openai==1.54.5
+opencv-contrib-python==4.10.0.84
+opencv-python==4.10.0.84
+opencv-python-headless==4.10.0.84
+openpyxl==3.1.5
+opentelemetry-api==1.29.0
+opentelemetry-sdk==1.29.0
+opentelemetry-semantic-conventions==0.50b0
+opt_einsum==3.4.0
+optax==0.2.4
+optree==0.13.1
+orbax-checkpoint==0.6.4
+orjson==3.10.12
+osqp==0.6.7.post3
+packaging==24.2
+pandas==2.2.2
+pandas-datareader==0.10.0
+pandas-gbq==0.24.0
+pandas-stubs==2.2.2.240909
+pandocfilters==1.5.1
+panel==1.5.4
+param==2.1.1
+parso==0.8.4
+parsy==2.1
+partd==1.4.2
+pathlib==1.0.1
+patsy==1.0.1
+peewee==3.17.8
+peft==0.13.2
+pexpect==4.9.0
+pickleshare==0.7.5
+pillow==11.0.0
+platformdirs==4.3.6
+plotly==5.24.1
+plotnine==0.14.3
+pluggy==1.5.0
+ply==3.11
+polars==1.9.0
+pooch==1.8.2
+portpicker==1.5.2
+preshed==3.0.9
+prettytable==3.12.0
+proglog==0.1.10
+progressbar2==4.5.0
+prometheus_client==0.21.1
+promise==2.3
+prompt_toolkit==3.0.48
+propcache==0.2.1
+prophet==1.1.6
+proto-plus==1.25.0
+protobuf==4.25.5
+psutil==5.9.5
+psycopg2==2.9.10
+ptyprocess==0.7.0
+py-cpuinfo==9.0.0
+py4j==0.10.9.7
+pyarrow==17.0.0
+pyasn1==0.6.1
+pyasn1_modules==0.4.1
+pycocotools==2.0.8
+pycparser==2.22
+pydantic==2.10.3
+pydantic_core==2.27.1
+pydata-google-auth==1.9.0
+pydot==3.0.3
+pydotplus==2.0.2
+PyDrive==1.3.1
+PyDrive2==1.21.3
+pyerfa==2.0.1.5
+pygame==2.6.1
+pygit2==1.16.0
+Pygments==2.18.0
+PyGObject==3.42.1
+PyJWT==2.10.1
+pylibcudf-cu12 @ https://pypi.nvidia.com/pylibcudf-cu12/pylibcudf_cu12-24.10.1-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl
+pylibcugraph-cu12==24.10.0
+pylibraft-cu12==24.10.0
+pymc==5.18.2
+pymystem3==0.2.0
+pynvjitlink-cu12==0.4.0
+pyogrio==0.10.0
+Pyomo==6.8.2
+PyOpenGL==3.1.7
+pyOpenSSL==24.2.1
+pyparsing==3.2.0
+pyperclip==1.9.0
+pyproj==3.7.0
+pyshp==2.3.1
+PySocks==1.7.1
+pyspark==3.5.3
+pytensor==2.26.4
+pytest==8.3.4
+python-apt==0.0.0
+python-box==7.3.0
+python-dateutil==2.8.2
+python-louvain==0.16
+python-slugify==8.0.4
+python-utils==3.9.1
+pytz==2024.2
+pyviz_comms==3.0.3
+PyYAML==6.0.2
+pyzmq==24.0.1
+qdldl==0.1.7.post4
+ratelim==0.1.6
+referencing==0.35.1
+regex==2024.9.11
+requests==2.32.3
+requests-oauthlib==1.3.1
+requests-toolbelt==1.0.0
+requirements-parser==0.9.0
+rich==13.9.4
+rmm-cu12==24.10.0
+rpds-py==0.22.3
+rpy2==3.4.2
+rsa==4.9
+safetensors==0.4.5
+scikit-image==0.24.0
+scikit-learn==1.5.2
+scipy==1.13.1
+scooby==0.10.0
+scs==3.2.7
+seaborn==0.13.2
+SecretStorage==3.3.1
+Send2Trash==1.8.3
+sentence-transformers==3.2.1
+sentencepiece==0.2.0
+sentry-sdk==2.19.2
+setproctitle==1.3.4
+shap==0.46.0
+shapely==2.0.6
+shellingham==1.5.4
+simple-parsing==0.1.6
+six==1.17.0
+sklearn-pandas==2.2.0
+slicer==0.0.8
+smart-open==7.0.5
+smmap==5.0.1
+sniffio==1.3.1
+snowballstemmer==2.2.0
+soundfile==0.12.1
+soupsieve==2.6
+soxr==0.5.0.post1
+spacy==3.7.5
+spacy-legacy==3.0.12
+spacy-loggers==1.0.5
+Sphinx==8.1.3
+sphinxcontrib-applehelp==2.0.0
+sphinxcontrib-devhelp==2.0.0
+sphinxcontrib-htmlhelp==2.1.0
+sphinxcontrib-jsmath==1.0.1
+sphinxcontrib-qthelp==2.0.0
+sphinxcontrib-serializinghtml==2.0.0
+SQLAlchemy==2.0.36
+sqlglot==25.1.0
+sqlparse==0.5.3
+srsly==2.5.0
+stanio==0.5.1
+statsmodels==0.14.4
+StrEnum==0.4.15
+stringzilla==3.11.1
+sympy==1.13.1
+tables==3.10.1
+tabulate==0.9.0
+tbb==2022.0.0
+tcmlib==1.2.0
+tenacity==9.0.0
+tensorboard==2.17.1
+tensorboard-data-server==0.7.2
+tensorflow==2.17.1
+tensorflow-datasets==4.9.7
+tensorflow-hub==0.16.1
+tensorflow-io-gcs-filesystem==0.37.1
+tensorflow-metadata==1.13.1
+tensorflow-probability==0.24.0
+tensorstore==0.1.71
+termcolor==2.5.0
+terminado==0.18.1
+text-unidecode==1.3
+textblob==0.17.1
+tf-slim==1.1.0
+tf_keras==2.17.0
+thinc==8.2.5
+threadpoolctl==3.5.0
+tifffile==2024.12.12
+timm==1.0.12
+tinycss2==1.4.0
+tokenizers==0.20.3
+toml==0.10.2
+tomli==2.2.1
+toolz==0.12.1
+torch @ https://download.pytorch.org/whl/cu121_full/torch-2.5.1%2Bcu121-cp310-cp310-linux_x86_64.whl
+torchaudio @ https://download.pytorch.org/whl/cu121/torchaudio-2.5.1%2Bcu121-cp310-cp310-linux_x86_64.whl
+torchsummary==1.5.1
+torchvision @ https://download.pytorch.org/whl/cu121/torchvision-0.20.1%2Bcu121-cp310-cp310-linux_x86_64.whl
+tornado==6.3.3
+tqdm==4.66.6
+traitlets==5.7.1
+traittypes==0.2.1
+transformers==4.46.3
+tweepy==4.14.0
+typeguard==4.4.1
+typer==0.15.1
+types-pytz==2024.2.0.20241003
+types-setuptools==75.6.0.20241126
+typing_extensions==4.12.2
+tzdata==2024.2
+tzlocal==5.2
+uc-micro-py==1.0.3
+umf==0.9.1
+uritemplate==4.1.1
+urllib3==2.2.3
+vega-datasets==0.9.0
+wadllib==1.3.6
+wandb==0.18.7
+wasabi==1.1.3
+wcwidth==0.2.13
+weasel==0.4.1
+webcolors==24.11.1
+webencodings==0.5.1
+websocket-client==1.8.0
+websockets==14.1
+Werkzeug==3.1.3
+widgetsnbextension==3.6.10
+wordcloud==1.9.4
+wrapt==1.17.0
+xarray==2024.10.0
+xarray-einstats==0.8.0
+xgboost==2.1.3
+xlrd==2.0.1
+xyzservices==2024.9.0
+yarl==1.18.3
+yellowbrick==1.5
+yfinance==0.2.50
+zipp==3.21.0