Commit
•
d250988
1
Parent(s):
1e376b8
Update app.py
Browse files
app.py
CHANGED
@@ -8,6 +8,7 @@ import sweetviz as sv
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from autoviz.AutoViz_Class import AutoViz_Class
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from traceml.summary.df import DataFrameSummary
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import os
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def variable_table(df):
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"""
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@@ -71,6 +72,7 @@ def variable_table(df):
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def generate_report(file, type):
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df = pd.read_csv(file) if file.name.endswith(".csv") else pd.read_excel(file)
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pandas_html_report =ydata_profiling.ProfileReport(df).to_html()
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temp_file1 = NamedTemporaryFile(delete=False, suffix=".html")
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@@ -92,7 +94,7 @@ def generate_report(file, type):
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df = convert_mixed_to_str(df.copy())
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df.columns = df.columns.str.upper()
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-
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sweetviz_report = sv.analyze(df)
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#sweetviz_report=sweetviz_report.show_html()
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#print(type(sweetviz_report))
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@@ -179,6 +181,10 @@ def generate_report(file, type):
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return [temp_file1.name ,temp_file3.name ,variable_table(df),dfviz,sd1]+reports+imgs
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def handle_click(file, sheet_name):
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print('Handle click')
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@@ -226,7 +232,20 @@ with gr.Blocks() as cluster:
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gr.HTML(value="""<h2 style="color: #BA4A00; text-shadow: 1px 1px 2px #ddd;"COLUMNS STATS AND ANALYSIS</h2>""")
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#gr.Markdown("#Columns Analysis")
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dataframe2=gr.Dataframe()
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#Autoviz insights graphs
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gr.HTML(value="""<h3 style="color: #1999FF; text-shadow: 1px 1px 2px #ddd;">Insight Visualisations</h3>""")
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from autoviz.AutoViz_Class import AutoViz_Class
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from traceml.summary.df import DataFrameSummary
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import os
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df1=gr.State()
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def variable_table(df):
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"""
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def generate_report(file, type):
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df = pd.read_csv(file) if file.name.endswith(".csv") else pd.read_excel(file)
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pandas_html_report =ydata_profiling.ProfileReport(df).to_html()
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temp_file1 = NamedTemporaryFile(delete=False, suffix=".html")
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df = convert_mixed_to_str(df.copy())
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df.columns = df.columns.str.upper()
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df1.value=df
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sweetviz_report = sv.analyze(df)
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#sweetviz_report=sweetviz_report.show_html()
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#print(type(sweetviz_report))
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return [temp_file1.name ,temp_file3.name ,variable_table(df),dfviz,sd1]+reports+imgs
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def query_chat(query):
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df=df1.value
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return df.sketch.ask(query)
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def handle_click(file, sheet_name):
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print('Handle click')
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gr.HTML(value="""<h2 style="color: #BA4A00; text-shadow: 1px 1px 2px #ddd;"COLUMNS STATS AND ANALYSIS</h2>""")
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#gr.Markdown("#Columns Analysis")
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dataframe2=gr.Dataframe()
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with gr.Column():
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gr.HTML(value="""<h2 style="color: #BA4A00; text-shadow: 1px 1px 2px #ddd;"ASK QUESTIONS ON THE COLUMNS </h2>""")
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with gr.Row():
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query=gr.Textbox(label="Enter any question on data columns",
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info="Natural language query",
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lines=1,
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value="What is maximum value of first column")
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outlabel=gr.HighlightedText(label='Query Result ')
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query_btn=gr.Button(value='Submit Query')
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query_btn.click(query_chat,inputs=query,outputs=outlabel)
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#Autoviz insights graphs
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gr.HTML(value="""<h3 style="color: #1999FF; text-shadow: 1px 1px 2px #ddd;">Insight Visualisations</h3>""")
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