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Add example with hover path and search box
- point paths on hover - search box to filter by country name Relates to [#2980](#2980) TODO: - Investigate and potentially correct North Korea and South Korea data in vega_datasets' gapminder json, which appears to have swapped labels.
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tests/examples_methods_syntax/scatter_point_paths_hover.py
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""" | ||
Scatter plot with point paths on hover with search box | ||
====================================================== | ||
This example demonstrates an interactive visualization technique inspired by [this Vega example](https://vega.github.io/vega/examples/global-development/), | ||
adapted for Altair's higher-level API. Key features: | ||
1. Visual Hint Paths: Displays trajectories of data items across time on hover, enabling intuitive understanding of how data evolves. | ||
2. Search Box: Allows filtering of data points by country name, extending the original concept with improved data exploration capabilities | ||
""" | ||
# category: interactive charts | ||
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import altair as alt | ||
from vega_datasets import data | ||
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# Data source | ||
source = data.gapminder.url | ||
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# X-value slider | ||
x_slider = alt.binding_range(min=1955, max=2005, step=5, name='Year: ') | ||
x_select = alt.selection_point(name="x_select", fields=['year'], bind=x_slider, value=1980) | ||
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# Hover selection | ||
hover = alt.selection_point(on='mouseover', fields=['country'], empty=False) | ||
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# Search box for country name | ||
search_box = alt.param( | ||
value='', | ||
bind=alt.binding(input='search', placeholder="Country", name='Search ') | ||
) | ||
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# Base chart | ||
base = alt.Chart(source).encode( | ||
x=alt.X('fertility:Q', scale=alt.Scale(zero=False), title='Fertility'), | ||
y=alt.Y('life_expect:Q', scale=alt.Scale(zero=False), title='Life Expectancy'), | ||
color=alt.Color('region_name:N').legend(title='Region'), | ||
detail='country:N' | ||
).transform_calculate( | ||
region_name="{'0': 'South Asia', '1': 'Europe & Central Asia', '2': 'Sub-Saharan Africa', '3': 'America', '4': 'East Asia & Pacific', '5': 'Middle East & North Africa'}[datum.cluster]" | ||
) | ||
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# Points that are always visible (filtered by slider and search) | ||
visible_points = base.mark_circle(size=100).encode( | ||
opacity=alt.condition(x_select | search_box, alt.value(1), alt.value(0)) | ||
).add_params(x_select).transform_filter( | ||
x_select | ||
).transform_filter( | ||
alt.expr.test(alt.expr.regexp(search_box, 'i'), alt.datum.country) | ||
).add_params(hover) | ||
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# Line that appears on hover | ||
hover_line = base.mark_line(point=True).encode( | ||
opacity=alt.condition(hover, alt.value(0.3), alt.value(0)) | ||
) | ||
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# Year labels | ||
year_labels = base.mark_text(align='left', dx=5, dy=-5).encode( | ||
text='year:O' | ||
).transform_filter(hover) | ||
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# Country labels | ||
country_labels = base.mark_text(align='left', dx=5, dy=-25, fontSize=24).encode( | ||
text='country:N' | ||
).transform_filter(hover).transform_filter(x_select) | ||
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background_year = alt.Chart(source).mark_text( | ||
align='center', | ||
baseline='middle', | ||
fontSize=96, | ||
opacity=0.2, | ||
x='width', | ||
y='height', | ||
dx=-400, | ||
dy=-300 | ||
).encode( | ||
text='year:O' | ||
).transform_filter( | ||
x_select | ||
).transform_aggregate( | ||
year='max(year)' # This ensures we only get one label | ||
) | ||
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# Combine all layers | ||
chart = alt.layer( | ||
visible_points, year_labels, country_labels, hover_line, background_year | ||
).properties( | ||
width=800, | ||
height=600, | ||
padding=50 # Padding required to ensure country labels fit | ||
).configure_axis( | ||
labelFontSize=14, | ||
titleFontSize=14 | ||
).add_params(search_box) | ||
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chart |