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* Add waterfall chart example * Update waterfall_chart.py Co-authored-by: Mattijn van Hoek <mattijn@gmail.com>
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""" | ||
Waterfall Chart | ||
------------- | ||
This example shows how to recreate a vega lite implementation of a waterfall chart. | ||
Original inspiration is from https://vega.github.io/vega-lite/examples/waterfall_chart.html | ||
""" | ||
# category: advanced calculations | ||
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import altair as alt | ||
from altair import datum | ||
import pandas as pd | ||
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## Compared to the original example, we have to add some more fields to help with color labeling and ordering the bars | ||
the_data=[ | ||
{"label": "Begin", "amount": 4000, "order":0, "color_label":'Begin'}, | ||
{"label": "Jan", "amount": 1707, "order":1, "color_label":'+'}, | ||
{"label": "Feb", "amount": -1425, "order":2, "color_label":'-'}, | ||
{"label": "Mar", "amount": -1030, "order":3, "color_label":'-'}, | ||
{"label": "Apr", "amount": 1812, "order":4, "color_label":'+'}, | ||
{"label": "May", "amount": -1067, "order":5, "color_label":'-'}, | ||
{"label": "Jun", "amount": -1481, "order":6, "color_label":'-'}, | ||
{"label": "Jul", "amount": 1228, "order":7, "color_label":'+'}, | ||
{"label": "Aug", "amount": 1176, "order":8, "color_label":'+'}, | ||
{"label": "Sep", "amount": 1146, "order":9, "color_label":'+'}, | ||
{"label": "Oct", "amount": 1205, "order":10, "color_label":'+'}, | ||
{"label": "Nov", "amount": -1388, "order":11, "color_label":'-'}, | ||
{"label": "Dec", "amount": 1492, "order":12, "color_label":'+'}, | ||
{"label": "End", "amount": 0, "order":13, "color_label":'End'} | ||
] | ||
df=pd.DataFrame(the_data) | ||
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## This is a workaround to enable 3 different colors for the bars | ||
color_coding=alt.Color( | ||
'color_label' | ||
, scale=alt.Scale( | ||
domain=['Begin','End','+','-'] | ||
, range=['#878d96', '#878d96', '#24a148', '#fa4d56'] | ||
) | ||
, legend=None | ||
) | ||
## This is where you use the "order" field in the_data to define the sort order | ||
sort_x_by_order=alt.EncodingSortField(field="order", op="max", order='ascending') | ||
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## The "base_chart" defines the transform_window, transform_calculate, and X axis | ||
base_chart=alt.Chart(df).transform_window( | ||
sort=[{'field': 'order'}], | ||
frame=[None, 0], | ||
window_sum_amount='sum(amount)', | ||
window_lead_label='lead(label)' | ||
).transform_calculate( | ||
calc_lead="datum.window_lead_label === null ? datum.label : datum.window_lead_label" | ||
, calc_prev_sum="datum.label === 'End' ? 0 : datum.window_sum_amount - datum.amount" | ||
, calc_amount="datum.label === 'End' ? datum.window_sum_amount : datum.amount" | ||
, calc_text_amount="(datum.label !== 'Begin' && datum.label !== 'End' && datum.calc_amount > 0 ? '+' : '') + datum.calc_amount" | ||
, calc_center="(datum.window_sum_amount + datum.calc_prev_sum) / 2" | ||
, calc_sum_dec="datum.window_sum_amount < datum.calc_prev_sum ? datum.window_sum_amount : ''" | ||
, calc_sum_inc="datum.window_sum_amount > datum.calc_prev_sum ? datum.window_sum_amount : ''" | ||
).encode( | ||
x=alt.X('label:O', title='Months', sort=sort_x_by_order) | ||
) | ||
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bar=base_chart.mark_bar().encode( | ||
y=alt.Y('calc_prev_sum:Q',title='Amount') | ||
, y2=alt.Y2('window_sum_amount:Q') | ||
, color=color_coding | ||
) | ||
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## the "rule" chart is for the lines that connect bars each month | ||
rule=base_chart.mark_rule(color='#404040', opacity=0.9, strokeWidth=2, xOffset=-25, x2Offset=25, strokeDash=[3,3]).encode( | ||
#draw a horizontal line where the height (y) is at window_sum_amount, and the ending width (x2) is at calc_lead | ||
y='window_sum_amount:Q' | ||
, x2='calc_lead' | ||
) | ||
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## create text values to display | ||
text_pos_values_top_of_bar=base_chart.mark_text(baseline='bottom', dy=-4).encode( | ||
text=alt.Text('calc_sum_inc:N') | ||
, y='calc_sum_inc:Q' | ||
) | ||
text_neg_values_bot_of_bar=base_chart.mark_text(baseline='top', dy=4).encode( | ||
text=alt.Text('calc_sum_dec:N') | ||
, y='calc_sum_dec:Q' | ||
) | ||
text_bar_values_mid_of_bar=base_chart.mark_text(baseline='middle').encode( | ||
text=alt.Text('calc_text_amount:N') | ||
, y='calc_center:Q' | ||
, color=alt.condition("datum.label ==='Begin'||datum.label === 'End'", alt.value("white"), alt.value("white")) | ||
) | ||
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## layer everything together | ||
(bar+rule+text_pos_values_top_of_bar+text_neg_values_bot_of_bar+text_bar_values_mid_of_bar).properties(width=800, height=450) |