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app.py

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+from operator import index
+import streamlit as st
+import plotly.express as px
+import numpy as np
+from lazypredict.Supervised import LazyRegressor, LazyClassifier
+from sklearn.model_selection import train_test_split
+import pandas as pd
+from autoviz.AutoViz_Class import AutoViz_Class
+from sklearn.datasets import load_iris
+import os
+
+@st.cache_resource
+def load_data():
+    X, y = load_iris(return_X_y=True)
+    df = pd.DataFrame(X, columns=["sepal_length", "sepal_width", "petal_length", "petal_width"])
+    df['target'] = y
+    return df
+
+df = load_data()
+
+with st.sidebar:
+    st.image("https://analyticsindiamag.com/wp-content/uploads/2020/10/lazypredict.jpg")
+    st.title("AutoML")
+    choice = st.radio("Navigation", ["Upload", "Profiling", "Modelling", "Download"])
+    st.info("This project application helps you build and explore your data.")
+
+if choice == "Upload":
+    st.title("Upload Your Dataset")
+    file = st.file_uploader("Upload Your Dataset")
+    if file:
+        df = pd.read_csv(file, index_col=None)
+        df.to_csv('dataset.csv', index=None)
+        st.dataframe(df)
+
+if choice == "Profiling":
+    st.title("Exploratory Data Analysis")
+    # AV = AutoViz_Class()
+    # config = {
+    #     'filename': None,
+    #     'sep': ',',
+    #     'depVar': '',
+    #     'dfte': df,
+    #     'header': 0,
+    #     'verbose': 0,
+    #     'lowess': False,
+    #     'chart_format': 'html',
+    #     'max_rows_analyzed': 10000,
+    #     'max_cols_analyzed': 50,
+    #     # 'save_plot_path': None,
+    # }
+    # AV.AutoViz()
+    # st.components.v1.html(AV.html, width=1000, height=1000, scrolling=True)
+    
+    AV = AutoViz_Class()
+    AV.AutoViz("",dfte=df)
+    report_path = os.path.join(os.path.dirname(__file__), "autoviz_report.html")
+    try:
+        AV.save_html(report_path)
+        HtmlFile = open(report_path, 'r', encoding='utf-8')
+        source_code = HtmlFile.read()
+        st.components.v1.html(source_code, width=1000, height=1000, scrolling=True)
+    except:
+        st.write("Error occurred while generating the AutoViz report.")
+
+
+if choice == "Modelling":
+    target_options = df.columns.tolist()
+    chosen_target = st.selectbox('Choose the Target Column', target_options)
+    model_type = st.selectbox('Choose Model Type', ['Regression', 'Classification'])
+    if st.button('Run Modelling'):
+        X = df.drop(chosen_target, axis=1)
+        y = df[chosen_target]
+
+        X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.5, random_state=65481254)
+
+        if model_type == 'Classification':
+            # Classification
+            clf = LazyClassifier(verbose=0, ignore_warnings=False, custom_metric=None)
+            models, predictions = clf.fit(X_train, X_test, y_train, y_test)
+            model_dictionary = clf.provide_models(X_train, X_test, y_train, y_test)
+        else:
+            # Regression
+            reg = LazyRegressor(verbose=0, ignore_warnings=False, custom_metric=None)
+            models, predictions = reg.fit(X_train, X_test, y_train, y_test)
+            model_dictionary = reg.provide_models(X_train, X_test, y_train, y_test)
+
+        st.dataframe(models)
+
+if choice == "Download":
+    with open('model_dictionary.pkl', 'wb') as f:
+        st.download_button('Download Model', f, file_name="model_dictionary.pkl")

requirements.txt

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+absl-py==1.4.0
+aiohttp==3.8.4
+aiosignal==1.3.1
+altair==4.2.2
+anyio==3.6.2
+appnope==0.1.3
+argon2-cffi==21.3.0
+argon2-cffi-bindings==21.2.0
+arrow==1.2.3
+asgiref==3.7.2
+asttokens==2.2.1
+astunparse==1.6.3
+async-timeout==4.0.2
+attrs==22.1.0
+autoviz==0.1.808
+backcall==0.2.0
+beautifulsoup4==4.11.1
+bleach==5.0.1
+blinker==1.6.2
+blis==0.7.9
+bokeh==2.4.3
+cachetools==5.3.0
+catalogue==2.0.8
+certifi==2022.12.7
+cffi==1.15.1
+charset-normalizer==3.1.0
+click==8.1.3
+colorama==0.4.6
+colorcet==3.1.0
+comm==0.1.2
+confection==0.0.4
+contourpy==1.0.7
+coverage==7.2.7
+cycler==0.11.0
+cymem==2.0.7
+dash==2.10.2
+dash-core-components==2.0.0
+dash-html-components==2.0.0
+dash-table==5.0.0
+dataclasses-json==0.6.4
+debugpy==1.6.4
+decorator==5.1.1
+defusedxml==0.7.1
+descartes==1.1.0
+distlib==0.3.6
+Django==4.2.1
+docopt==0.6.2
+emoji==2.11.0
+engarde==0.4.0
+entrypoints==0.4
+et-xmlfile==1.1.0
+executing==1.2.0
+faiss-cpu==1.8.0
+Faker==24.1.0
+fastai==2.7.12
+fastcore==1.5.29
+fastdownload==0.0.7
+fastjsonschema==2.16.2
+fastprogress==1.0.3
+favicon==0.7.0
+filelock==3.12.0
+Flask==2.2.5
+flatbuffers==23.5.26
+fonttools==4.39.3
+fqdn==1.5.1
+frozenlist==1.3.3
+fsspec==2024.3.1
+future==0.18.3
+gast==0.4.0
+gitdb==4.0.10
+GitPython==3.1.31
+google-auth==2.19.1
+google-auth-oauthlib==1.0.0
+google-pasta==0.2.0
+grpcio==1.54.2
+h11==0.14.0
+h2o==3.40.0.4
+h5py==3.8.0
+holoviews==1.14.9
+htbuilder==0.6.2
+htmlmin==0.1.12
+hvplot==0.7.3
+idna==3.4
+ImageHash==4.3.1
+importlib-metadata==6.6.0
+importlib-resources==6.0.0
+iniconfig==2.0.0
+install-jdk==1.0.4
+ipykernel==6.19.3
+ipython==8.7.0
+ipython-genutils==0.2.0
+ipywidgets==8.0.6
+isoduration==20.11.0
+itsdangerous==2.1.2
+jedi==0.18.2
+Jinja2==3.1.2
+joblib==1.1.1
+jsonpatch==1.33
+jsonpointer==2.3
+jsonschema==4.17.3
+jupyter==1.0.0
+jupyter-console==6.6.3
+jupyter-events==0.5.0
+jupyter-server-mathjax==0.2.6
+jupyter_client==7.4.8
+jupyter_core==5.1.0
+jupyter_server==2.0.1
+jupyter_server_terminals==0.4.3
+jupyterlab-pygments==0.2.2
+jupyterlab-widgets==3.0.7
+kaggle==1.5.13
+keras==2.13.1rc0
+kiwisolver==1.4.4
+langchain==0.1.11
+langchain-community==0.0.27
+langchain-core==0.1.30
+langchain-text-splitters==0.0.1
+langcodes==3.3.0
+langsmith==0.1.23
+lazypredict==0.2.12
+libclang==16.0.0
+lightgbm==4.3.0
+lxml==4.9.2
+Markdown==3.5.2
+markdown-it-py==2.2.0
+markdownlit==0.0.7
+MarkupSafe==2.1.1
+marshmallow==3.21.1
+matplotlib==3.5.3
+matplotlib-inline==0.1.6
+mdurl==0.1.2
+missingno==0.5.2
+mistune==2.0.4
+more-itertools==10.2.0
+mpmath==1.3.0
+multidict==6.0.4
+multimethod==1.9.1
+murmurhash==1.0.9
+mypy-extensions==1.0.0
+nbclassic==0.4.8
+nbclient==0.7.2
+nbconvert==7.2.7
+nbdime==3.2.1
+nbformat==5.7.1
+nest-asyncio==1.5.6
+networkx==3.1
+nltk==3.8.1
+nolds==0.5.2
+notebook==6.5.2
+notebook_shim==0.2.2
+numpy==1.24.2
+oauthlib==3.2.2
+openai==0.27.4
+openpyxl==3.1.2
+opt-einsum==3.3.0
+orjson==3.9.15
+outcome==1.3.0.post0
+packaging==24.0
+pandas==1.5.3
+pandas-dq==1.29
+pandas-profiling==3.2.0
+pandocfilters==1.5.0
+panel==0.14.4
+param==1.13.0
+parso==0.8.3
+pathspec @ file:///private/tmp/python-pathspec-20231212-4946-k7fih8/pathspec-0.12.1
+pathy==0.10.1
+patsy==0.5.3
+pexpect==4.8.0
+phik==0.12.3
+pickleshare==0.7.5
+Pillow==9.5.0
+platformdirs @ file:///private/tmp/python-platformdirs-20240130-5151-clzyvt/platformdirs-4.2.0
+plotly==5.14.1
+pluggy==1.0.0
+preshed==3.0.8
+prometheus-client==0.15.0
+prompt-toolkit==3.0.36
+protobuf==3.20.3
+protonvpn-cli==2.2.6
+psutil==5.9.4
+ptyprocess==0.7.0
+pure-eval==0.2.2
+py3nvml==0.2.7
+pyamg==5.1.0
+pyarrow==12.0.0
+pyasn1==0.5.0
+pyasn1-modules==0.3.0
+pycparser==2.21
+pyct==0.5.0
+pydantic==1.10.8
+pydeck==0.8.1b0
+Pygments==2.13.0
+pymdown-extensions==10.7.1
+Pympler==1.0.1
+pyparsing==3.0.9
+PyPDF2==3.0.1
+pyrsistent==0.19.2
+PySocks==1.7.1
+pytest==7.3.1
+python-dateutil==2.8.2
+python-dotenv==1.0.0
+python-json-logger==2.0.4
+python-slugify==8.0.1
+pythondialog==3.5.3
+pytz==2023.3
+pyviz_comms==3.0.2
+PyWavelets==1.4.1
+PyYAML==6.0
+pyzmq==24.0.1
+q==2.7
+qtconsole==5.4.3
+QtPy==2.3.1
+radian==0.6.4
+rchitect==0.3.40
+regex==2023.12.25
+requests==2.28.2
+requests-oauthlib==1.3.1
+rfc3339-validator==0.1.4
+rfc3986-validator==0.1.1
+rich==13.3.5
+rsa==4.9
+runipy==0.1.5
+scikit-learn==1.2.2
+scikit-plot==0.3.7
+scipy==1.10.1
+seaborn==0.12.2
+selenium==4.18.1
+Send2Trash==1.8.0
+shapely==2.0.1
+six==1.16.0
+sklearn==0.0.post5
+smart-open==6.3.0
+smmap==5.0.0
+sniffio==1.3.0
+sortedcontainers==2.4.0
+soupsieve==2.3.2.post1
+spacy==3.5.3
+spacy-legacy==3.0.12
+spacy-loggers==1.0.4
+SQLAlchemy==2.0.28
+sqlparse==0.4.4
+srsly==2.4.6
+st-annotated-text==4.0.1
+stack-data==0.6.2
+statsmodels==0.14.0
+stmetrics==0.1.4
+streamlit==1.22.0
+streamlit-camera-input-live==0.2.0
+streamlit-card==1.0.0
+streamlit-embedcode==0.1.2
+streamlit-extras==0.4.0
+streamlit-faker==0.0.3
+streamlit-image-coordinates==0.1.6
+streamlit-keyup==0.2.3
+streamlit-option-menu==0.3.12
+streamlit-pandas-profiling==0.1.3
+streamlit-toggle-switch==1.0.2
+streamlit-vertical-slider==2.5.5
+sweetviz==2.1.3
+sympy==1.12
+tabulate==0.9.0
+tangled-up-in-unicode==0.2.0
+tenacity==8.2.2
+tensorboard==2.13.0
+tensorboard-data-server==0.7.0
+tensorflow==2.13.0rc1
+tensorflow-estimator==2.13.0rc0
+tensorflow-macos==2.13.0rc1
+termcolor==2.3.0
+terminado==0.17.1
+text-unidecode==1.3
+textblob==0.18.0.post0
+thinc==8.1.10
+threadpoolctl==3.1.0
+tiktoken==0.6.0
+tinycss2==1.2.1
+toml==0.10.2
+toolz==0.12.0
+torch==2.0.1
+torchvision==0.15.2
+tornado==6.3.2
+tqdm==4.65.0
+traitlets==5.8.0
+trio==0.24.0
+trio-websocket==0.11.1
+typer==0.7.0
+typing-inspect==0.9.0
+typing_extensions @ file:///private/tmp/python-typing-extensions-20240225-4792-3v2jhm/typing_extensions-4.10.0
+tzdata==2023.3
+tzlocal==5.0.1
+uri-template==1.2.0
+urllib3==1.26.15
+validators==0.20.0
+virtualenv==20.23.0
+visions==0.7.4
+wasabi==1.1.1
+watchdog==3.0.0
+watermark==2.4.2
+wcwidth==0.2.5
+webcolors==1.12
+webencodings==0.5.1
+websocket-client==1.4.2
+Werkzeug==2.2.3
+widgetsnbextension==4.0.7
+wordcloud==1.9.3
+wrapt==1.15.0
+wsproto==1.2.0
+xgboost==1.6.2
+xlrd==2.0.1
+xmltodict==0.13.0
+yarl==1.8.2
+zipp==3.15.0