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| import solara | |
| import plotly.express as px | |
| import plotly.graph_objects as go | |
| from utils import selected_template | |
| def Violins(): | |
| with solara.Column(gap="20px", align = "stretch") as main: | |
| solara.Markdown(f"#VIOLIN PLOTS") | |
| # Violin Plot is a combination of the boxplot and KDE | |
| # While a box plot corresponds to data points, the violin plot uses the KDE estimation | |
| # of the data points | |
| df_tips = px.data.tips() | |
| fig1= px.violin(df_tips, y="total_bill", box=True, points='all',template=selected_template.value) | |
| # solara.Markdown(f"#### Use Box plot to compare different variables ") | |
| solara.Markdown(""" | |
| ```python | |
| # Violin Plot is a combination of the boxplot and KDE | |
| # While a box plot corresponds to data points, the violin plot uses the KDE estimation | |
| # of the data points | |
| df_tips = px.data.tips() | |
| px.violin(df_tips, y="total_bill", box=True, points='all') | |
| ``` | |
| """ | |
| ) | |
| solara.FigurePlotly(fig1) | |
| # Multiple plots | |
| fig2 = px.violin(df_tips, y="tip", x="smoker", color="sex", box=True, points="all", | |
| hover_data=df_tips.columns,template=selected_template.value) | |
| solara.Markdown(f"####Multiple plots") | |
| solara.Markdown(""" | |
| ```python | |
| # Multiple plots | |
| px.violin(df_tips, y="tip", x="smoker", color="sex", box=True, points="all", | |
| hover_data=df_tips.columns) | |
| ``` | |
| """ | |
| ) | |
| solara.FigurePlotly(fig2) | |
| # Morph left and right sides based on if the customer smokes | |
| fig3 = go.Figure() | |
| fig3.add_trace(go.Violin(x=df_tips['day'][ df_tips['smoker'] == 'Yes' ], | |
| y=df_tips['total_bill'][ df_tips['smoker'] == 'Yes' ], | |
| legendgroup='Yes', scalegroup='Yes', name='Yes', | |
| side='negative', | |
| line_color='blue')) | |
| fig3.add_trace(go.Violin(x=df_tips['day'][ df_tips['smoker'] == 'No' ], | |
| y=df_tips['total_bill'][ df_tips['smoker'] == 'No' ], | |
| legendgroup='Yes', scalegroup='Yes', name='No', | |
| side='positive', | |
| line_color='red')) | |
| fig3.update_layout(template= selected_template.value) | |
| solara.Markdown(f"####MMorph left and right sides based on if the customer smokes") | |
| solara.Markdown(""" | |
| ```python | |
| # Morph left and right sides based on if the customer smokes | |
| fig3 = go.Figure() | |
| fig3.add_trace(go.Violin(x=df_tips['day'][ df_tips['smoker'] == 'Yes' ], | |
| y=df_tips['total_bill'][ df_tips['smoker'] == 'Yes' ], | |
| legendgroup='Yes', scalegroup='Yes', name='Yes', | |
| side='negative', | |
| line_color='blue')) | |
| fig3.add_trace(go.Violin(x=df_tips['day'][ df_tips['smoker'] == 'No' ], | |
| y=df_tips['total_bill'][ df_tips['smoker'] == 'No' ], | |
| legendgroup='Yes', scalegroup='Yes', name='No', | |
| side='positive', | |
| line_color='red')) | |
| ``` | |
| """ | |
| ) | |
| solara.FigurePlotly(fig3) | |
| return main | |