Upload 5 files

Final_model.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:6d76e5eb2277cb07b6faa1e6c40f29d496e9f33fa26ed423863fc1f690c1171f
+size 1119

capstone.py

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+#import modules
+import numpy as np
+import gradio as gr
+import joblib
+import pandas as pd
+import os
+
+
+def load_model():
+    cwd = os.getcwd()
+
+    destination = os.path.join(cwd, "saved cap")
+
+    Final_model_file_path = os.path.join(destination, "Final_model.joblib")
+    preprocessor_file_path = os.path.join(destination, "preprocessor.joblib")
+    
+
+    Final_model = joblib.load(Final_model_file_path)
+    preprocessor = joblib.load(preprocessor_file_path)
+    
+
+    return Final_model, preprocessor
+
+Final_model, preprocessor = load_model()
+
+
+#define prediction function
+def make_prediction(REGION, TENURE, MONTANT, FREQUENCE_RECH, REVENUE, ARPU_SEGMENT, FREQUENCE, DATA_VOLUME, ON_NET, ORANGE, TIGO, ZONE1, ZONE2,MRG, REGULARITY, FREQ_TOP_PACK):
+    #make a dataframe from input data
+    input_data = pd.DataFrame({'REGION':[REGION], 
+                               'TENURE':[TENURE], 
+                               'MONTANT':[MONTANT], 
+                               'FREQUENCE_RECH':[FREQUENCE_RECH], 
+                               'REVENUE':[REVENUE],
+                               'ARPU_SEGMENT':[ARPU_SEGMENT], 
+                               'FREQUENCE':[FREQUENCE], 
+                               'DATA_VOLUME':[DATA_VOLUME], 
+                               'ON_NET':[ON_NET],
+                               'ORANGE':[ORANGE], 
+                               'TIGO':[TIGO], 
+                               'ZONE1':[ZONE1], 
+                               'ZONE2':[ZONE2],
+                               'MRG':[MRG],
+                               'REGULARITY':[REGULARITY], 
+                               'FREQ_TOP_PACK':[FREQ_TOP_PACK]})
+    
+    transformer = preprocessor.transform(input_data)
+   
+    predt = Final_model.predict(transformer) 
+    #return prediction
+    if predt[0]==1:
+        return "Customer will Churn" 
+    return "Customer will not Churn"
+    
+
+#create the input components for gradio
+REGION = gr.inputs.Dropdown(choices =['DAKAR', 'THIES', 'SAINT-LOUIS', 'LOUGA', 'KAOLACK', 'DIOURBEL', 'TAMBACOUNDA' 'KAFFRINE,KOLDA', 'FATICK', 'MATAM', 'ZIGUINCHOR', 'SEDHIOU', 'KEDOUGOU']) 
+TENURE = gr.inputs.Dropdown(choices =['K > 24 month', 'I 18-21 month', 'H 15-18 month', 'G 12-15 month', 'J 21-24 month', 'F 9-12 month', 'E 6-9 month', 'D 3-6 month']) 
+MONTANT = gr.inputs.Number()
+FREQUENCE_RECH = gr.Number()
+REVENUE = gr.Number()
+ARPU_SEGMENT = gr.Number() 
+FREQUENCE = gr.Number() 
+DATA_VOLUME = gr.Number() 
+ON_NET = gr.Number()
+ORANGE = gr.Number()
+TIGO = gr.Number()
+ZONE1 = gr.Number() 
+ZONE2 = gr.Number()
+MRG = gr.inputs.Dropdown(choices =['NO'])    
+REGULARITY = gr.Number()
+FREQ_TOP_PACK = gr.Number()
+
+output = gr.Textbox(label='Prediction')
+#create the interface component
+
+app = gr.Interface(fn =make_prediction,inputs =[REGION, 
+                                                TENURE, 
+                                                MONTANT, 
+                                                FREQUENCE_RECH, 
+                                                REVENUE, 
+                                                ARPU_SEGMENT, 
+                                                FREQUENCE, 
+                                                DATA_VOLUME, 
+                                                ON_NET, 
+                                                ORANGE, 
+                                                TIGO, 
+                                                ZONE1, 
+                                                ZONE2,
+                                                MRG, 
+                                                REGULARITY, 
+                                                FREQ_TOP_PACK],
+                                                 title ="Customer Churn Predictor", 
+                                                  description="Enter the feilds Below and click the submit button to Make Your Prediction",
+                                                 outputs = output)
+
+app.launch(share = True, debug = True)

preprocessor.joblib

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+version https://git-lfs.github.com/spec/v1
+oid sha256:5cb13536b3299f65ac185dbcf617d8d8ea65c669d452669245675c75798c0a05
+size 5424

requirements.txt

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+absl-py==1.4.0
+aiohttp==3.8.5
+aiosignal==1.3.1
+alabaster==0.7.13
+albumentations==1.3.1
+altair==4.2.2
+anyio==3.7.1
+appdirs==1.4.4
+argon2-cffi==23.1.0
+argon2-cffi-bindings==21.2.0
+array-record==0.4.1
+arviz==0.15.1
+astropy==5.3.2
+astunparse==1.6.3
+async-timeout==4.0.3
+attrs==23.1.0
+audioread==3.0.0
+autograd==1.6.2
+Babel==2.12.1
+backcall==0.2.0
+beautifulsoup4==4.11.2
+bleach==6.0.0
+blinker==1.4
+blis==0.7.10
+blosc2==2.0.0
+bokeh==3.2.2
+bqplot==0.12.40
+branca==0.6.0
+build==1.0.3
+CacheControl==0.13.1
+cachetools==5.3.1
+catalogue==2.0.9
+certifi==2023.7.22
+cffi==1.15.1
+chardet==5.2.0
+charset-normalizer==3.2.0
+chex==0.1.7
+click==8.1.7
+click-plugins==1.1.1
+cligj==0.7.2
+cloudpickle==2.2.1
+cmake==3.27.4.1
+cmdstanpy==1.1.0
+colorcet==3.0.1
+colorlover==0.3.0
+colour==0.1.5
+community==1.0.0b1
+confection==0.1.2
+cons==0.4.6
+contextlib2==21.6.0
+contourpy==1.1.0
+convertdate==2.4.0
+cryptography==41.0.3
+cufflinks==0.17.3
+cupy-cuda11x==11.0.0
+cvxopt==1.3.2
+cvxpy==1.3.2
+cycler==0.11.0
+cymem==2.0.7
+Cython==0.29.36
+dask==2023.8.1
+datascience==0.17.6
+db-dtypes==1.1.1
+dbus-python==1.2.18
+debugpy==1.6.6
+decorator==4.4.2
+defusedxml==0.7.1
+distributed==2023.8.1
+distro==1.7.0
+dlib==19.24.2
+dm-tree==0.1.8
+docutils==0.18.1
+dopamine-rl==4.0.6
+duckdb==0.8.1
+earthengine-api==0.1.367
+easydict==1.10
+ecos==2.0.12
+editdistance==0.6.2
+eerepr==0.0.4
+en-core-web-sm @ https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.6.0/en_core_web_sm-3.6.0-py3-none-any.whl#sha256=83276fc78a70045627144786b52e1f2728ad5e29e5e43916ec37ea9c26a11212
+entrypoints==0.4
+ephem==4.1.4
+et-xmlfile==1.1.0
+etils==1.4.1
+etuples==0.3.9
+exceptiongroup==1.1.3
+fastai==2.7.12
+fastcore==1.5.29
+fastdownload==0.0.7
+fastjsonschema==2.18.0
+fastprogress==1.0.3
+fastrlock==0.8.2
+filelock==3.12.2
+Fiona==1.9.4.post1
+firebase-admin==5.3.0
+Flask==2.2.5
+flatbuffers==23.5.26
+flax==0.7.2
+folium==0.14.0
+fonttools==4.42.1
+frozendict==2.3.8
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+fsspec==2023.6.0
+future==0.18.3
+gast==0.4.0
+gcsfs==2023.6.0
+GDAL==3.4.3
+gdown==4.6.6
+geemap==0.26.0
+gensim==4.3.2
+geocoder==1.38.1
+geographiclib==2.0
+geopandas==0.13.2
+geopy==2.3.0
+gin-config==0.5.0
+glob2==0.7
+google==2.0.3
+google-api-core==2.11.1
+google-api-python-client==2.84.0
+google-auth==2.17.3
+google-auth-httplib2==0.1.0
+google-auth-oauthlib==1.0.0
+google-cloud-bigquery==3.10.0
+google-cloud-bigquery-connection==1.12.1
+google-cloud-bigquery-storage==2.22.0
+google-cloud-core==2.3.3
+google-cloud-datastore==2.15.2
+google-cloud-firestore==2.11.1
+google-cloud-functions==1.13.2
+google-cloud-language==2.9.1
+google-cloud-storage==2.8.0
+google-cloud-translate==3.11.3
+google-colab @ file:///colabtools/dist/google-colab-1.0.0.tar.gz#sha256=621978f287cd303f16d0c70a9f524b4308a95b2f740deea4e52f3dbea9af42d7
+google-crc32c==1.5.0
+google-pasta==0.2.0
+google-resumable-media==2.5.0
+googleapis-common-protos==1.60.0
+googledrivedownloader==0.4
+graphviz==0.20.1
+greenlet==2.0.2
+grpc-google-iam-v1==0.12.6
+grpcio==1.57.0
+grpcio-status==1.48.2
+gspread==3.4.2
+gspread-dataframe==3.3.1
+gym==0.25.2
+gym-notices==0.0.8
+h5netcdf==1.2.0
+h5py==3.9.0
+holidays==0.32
+holoviews==1.17.1
+html5lib==1.1
+httpimport==1.3.1
+httplib2==0.22.0
+humanize==4.7.0
+hyperopt==0.2.7
+idna==3.4
+imageio==2.31.3
+imageio-ffmpeg==0.4.8
+imagesize==1.4.1
+imbalanced-learn==0.10.1
+imgaug==0.4.0
+importlib-metadata==6.8.0
+importlib-resources==6.0.1
+imutils==0.5.4
+inflect==7.0.0
+iniconfig==2.0.0
+intel-openmp==2023.2.0
+ipyevents==2.0.2
+ipyfilechooser==0.6.0
+ipykernel==5.5.6
+ipyleaflet==0.17.3
+ipython==7.34.0
+ipython-genutils==0.2.0
+ipython-sql==0.5.0
+ipytree==0.2.2
+ipywidgets==7.7.1
+itsdangerous==2.1.2
+jax==0.4.14
+jaxlib @ https://storage.googleapis.com/jax-releases/cuda11/jaxlib-0.4.14+cuda11.cudnn86-cp310-cp310-manylinux2014_x86_64.whl#sha256=09c439923a785df517e3f470158dd3e46de454a01eca80935eed4ba383b5e90a
+jeepney==0.7.1
+jieba==0.42.1
+Jinja2==3.1.2
+joblib==1.3.2
+jsonpickle==3.0.2
+jsonschema==4.19.0
+jsonschema-specifications==2023.7.1
+jupyter-client==6.1.12
+jupyter-console==6.1.0
+jupyter-server==1.24.0
+jupyter_core==5.3.1
+jupyterlab-pygments==0.2.2
+jupyterlab-widgets==3.0.8
+kaggle==1.5.16
+keras==2.13.1
+keyring==23.5.0
+kiwisolver==1.4.5
+langcodes==3.3.0
+launchpadlib==1.10.16
+lazr.restfulclient==0.14.4
+lazr.uri==1.0.6
+lazy_loader==0.3
+libclang==16.0.6
+librosa==0.10.1
+lightgbm==4.0.0
+linkify-it-py==2.0.2
+lit==16.0.6
+llvmlite==0.39.1
+locket==1.0.0
+logical-unification==0.4.6
+LunarCalendar==0.0.9
+lxml==4.9.3
+Markdown==3.4.4
+markdown-it-py==3.0.0
+MarkupSafe==2.1.3
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+matplotlib-inline==0.1.6
+matplotlib-venn==0.11.9
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+mdurl==0.1.2
+miniKanren==1.0.3
+missingno==0.5.2
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+mizani==0.9.3
+mkl==2023.2.0
+ml-dtypes==0.2.0
+mlxtend==0.22.0
+more-itertools==10.1.0
+moviepy==1.0.3
+mpmath==1.3.0
+msgpack==1.0.5
+multidict==6.0.4
+multipledispatch==1.0.0
+multitasking==0.0.11
+murmurhash==1.0.9
+music21==9.1.0
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+nbformat==5.9.2
+nest-asyncio==1.5.7
+networkx==3.1
+nibabel==4.0.2
+nltk==3.8.1
+notebook==6.5.5
+notebook_shim==0.2.3
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+numpy==1.23.5
+oauth2client==4.1.3
+oauthlib==3.2.2
+opencv-contrib-python==4.8.0.76
+opencv-python==4.8.0.76
+opencv-python-headless==4.8.0.76
+openpyxl==3.1.2
+opt-einsum==3.3.0
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+pandocfilters==1.5.0
+panel==1.2.2
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+pathlib==1.0.1
+pathy==0.10.2
+patsy==0.5.3
+pexpect==4.8.0
+pickleshare==0.7.5
+Pillow==9.4.0
+pip-tools==6.13.0
+platformdirs==3.10.0
+plotly==5.15.0
+plotnine==0.12.3
+pluggy==1.3.0
+polars==0.17.3
+pooch==1.7.0
+portpicker==1.5.2
+prefetch-generator==1.0.3
+preshed==3.0.8
+prettytable==3.8.0
+proglog==0.1.10
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+prometheus-client==0.17.1
+promise==2.3
+prompt-toolkit==3.0.39
+prophet==1.1.4
+proto-plus==1.22.3
+protobuf==3.20.3
+psutil==5.9.5
+psycopg2==2.9.7
+ptyprocess==0.7.0
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+py4j==0.10.9.7
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+PyDrive2==1.6.3
+pyerfa==2.0.0.3
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+Pygments==2.16.1
+PyGObject==3.42.1
+PyJWT==2.3.0
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+PyMeeus==0.5.12
+pymystem3==0.2.0
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+pyparsing==3.1.1
+pyperclip==1.8.2
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+pyproject_hooks==1.0.0
+pyshp==2.3.1
+PySocks==1.7.1
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+python-louvain==0.16
+python-slugify==8.0.1
+python-utils==3.7.0
+pytz==2023.3.post1
+pyviz_comms==3.0.0
+PyWavelets==1.4.1
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+pyzmq==23.2.1
+qdldl==0.1.7.post0
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+referencing==0.30.2
+regex==2023.6.3
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+requests-oauthlib==1.3.1
+requirements-parser==0.5.0
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+seaborn==0.12.2
+SecretStorage==3.3.1
+Send2Trash==1.8.2
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+sklearn-pandas==2.2.0
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+sphinxcontrib-applehelp==1.0.7
+sphinxcontrib-devhelp==1.0.5
+sphinxcontrib-htmlhelp==2.0.4
+sphinxcontrib-jsmath==1.0.1
+sphinxcontrib-qthelp==1.0.6
+sphinxcontrib-serializinghtml==1.1.9
+SQLAlchemy==2.0.20
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+statsmodels==0.14.0
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+tensorboard-data-server==0.7.1
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+tensorflow-datasets==4.9.2
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+tensorflow-gcs-config==2.13.0
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+tensorflow-io-gcs-filesystem==0.33.0
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+tensorflow-probability==0.20.1
+tensorstore==0.1.41
+termcolor==2.3.0
+terminado==0.17.1
+text-unidecode==1.3
+textblob==0.17.1
+tf-slim==1.1.0
+thinc==8.1.12
+threadpoolctl==3.2.0
+tifffile==2023.8.30
+tinycss2==1.2.1
+toml==0.10.2
+tomli==2.0.1
+toolz==0.12.0
+torch @ https://download.pytorch.org/whl/cu118/torch-2.0.1%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=a7a49d459bf4862f64f7bc1a68beccf8881c2fa9f3e0569608e16ba6f85ebf7b
+torchaudio @ https://download.pytorch.org/whl/cu118/torchaudio-2.0.2%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=26692645ea061a005c57ec581a2d0425210ac6ba9f923edf11cc9b0ef3a111e9
+torchdata==0.6.1
+torchsummary==1.5.1
+torchtext==0.15.2
+torchvision @ https://download.pytorch.org/whl/cu118/torchvision-0.15.2%2Bcu118-cp310-cp310-linux_x86_64.whl#sha256=19ca4ab5d6179bbe53cff79df1a855ee6533c2861ddc7389f68349d8b9f8302a
+tornado==6.3.2
+tqdm==4.66.1
+traitlets==5.7.1
+traittypes==0.2.1
+triton==2.0.0
+tweepy==4.13.0
+typer==0.9.0
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+typing_extensions==4.5.0
+tzlocal==5.0.1
+uc-micro-py==1.0.2
+uritemplate==4.1.1
+urllib3==2.0.4
+vega-datasets==0.9.0
+wadllib==1.3.6
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+wcwidth==0.2.6
+webcolors==1.13
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+websocket-client==1.6.2
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+wordcloud==1.9.2
+wrapt==1.15.0
+xarray==2023.7.0
+xarray-einstats==0.6.0
+xgboost==1.7.6
+xlrd==2.0.1
+xyzservices==2023.7.0
+yarl==1.9.2
+yellowbrick==1.5
+yfinance==0.2.28
+zict==3.0.0
+zipp==3.16.2