I'm trying to create a heatmap using the Altair lib, but I'm looking to filter my data with a slider for different views. The slider works fine with the standard color only heatmap, but when I try to add text to the boxes to describe the values in each cell I get the javascript error below. (Adding the text to the heatmap works fine without any filter slider.)
import altair as alt
import pandas as pd
source = pd.DataFrame({'year':[2017, 2017, 2018, 2018],
'age':[1, 2, 1, 2],
'y':['a', 'a', 'a', 'a'],
'n':[1, 2, 3, 4]})
slider = alt.binding_range(min=2017, max=2018, step=1)
select_year = alt.selection_single(name="my_year_slider", fields=['year'], bind=slider)
base = alt.Chart(source).add_selection(select_year).transform_filter(select_year)
heatmap = base.mark_rect().encode(
x='age:O',
y='y:O',
color='n:Q')
text = base.mark_text(baseline='middle').encode(
x='age:O',
y='y:O',
text='n:Q')
heatmap + text
This returns Javascript Error: Duplicate signal name: "my_year_slider_tuple"
Because you added the selection to the base chart and then layered two copies of it, the selection is defined twice. The solution is to only define the selection once; something like this:
import altair as alt
import pandas as pd
source = pd.DataFrame({'year':[2017, 2017, 2018, 2018],
'age':[1, 2, 1, 2],
'y':['a', 'a', 'a', 'a'],
'n':[1, 2, 3, 4]})
slider = alt.binding_range(min=2017, max=2018, step=1)
select_year = alt.selection_single(name="my_year_slider", fields=['year'], bind=slider)
base = alt.Chart(source).encode(
x='age:O',
y='y:O',
).transform_filter(select_year)
heatmap = base.mark_rect().encode(color='n:Q').add_selection(select_year)
text = base.mark_text(baseline='middle').encode(text='n:Q')
heatmap + text