chart.save writes HTML under /uploads.

Goal

Run every block and confirm the chart is visible.

df = pd.DataFrame({
    "city": ["Nairobi", "Mombasa", "Kisumu", "Nakuru", "Eldoret"],
    "units": [21, 15, 15, 18, 12],
    "shillings": [2100, 1500, 1480, 1750, 1190],
})
chart = alt.Chart(df).mark_bar().encode(x="city:N", y="units:Q")
chart.save("altair_units.html")
chart.show()
print("wrote altair_units.html")

df = pd.DataFrame({
    "month": ["Jan", "Feb", "Mar", "Apr"] * 2,
    "mm": [48, 55, 92, 150, 22, 18, 40, 80],
    "city": ["Nairobi"] * 4 + ["Mombasa"] * 4,
})
chart = alt.Chart(df).mark_line().encode(x="month:N", y="mm:Q", color="city:N")
chart.save("altair_rain.html")
chart.show()
print("wrote altair_rain.html")