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This function randomly selects a chart type from the Altair library, then randomly selects a data field, color scale, and mark type to generate a random chart.
Technology Stack : Altair library, Python programming language
Code Type : The type of code
Code Difficulty : Intermediate
import random
import altair as alt
def random_chart(data):
# Randomly select a chart type from Altair's chart types
chart_type = random.choice([alt.Chart, alt.Violin, alt.Bar, alt.Line, alt.Point, alt.Pie])
# Generate a random chart based on the selected type
chart = chart_type(data=data)
# Randomly select an encoding field
encoding_field = random.choice(data.columns)
# Randomly select a color scale
color_scale = alt.ColorScale(colors=["blue", "green", "red"])
# Randomly select a mark type
mark_type = random.choice([alt.MarkPoint, alt.MarkLine, alt.MarkCircle, alt.MarkSquare, alt.MarkTriangle])
# Construct the chart with random properties
chart = chart mark=mark_type(size=50) \
encoding=alt.Encoding().color(encoding_field, scale=color_scale)
return chart
# Example usage
data = alt.data.NumericalTimeSeries()
chart = random_chart(data)
print(chart.to_json())