Datasets:

import pandas as pd

import numpy as np

import seaborn as sns

$20*$ ice$\_$cream

Is this a long or a wide data set?

$21*$ plot$21=$ sns$.$heatmap$($ice$\_$cream,center$=0)$

plot$21.$set$\_$title$("$Changes in ice cream units stocked since yesterday"$)$

plot$21.$set$\_$xlabel$("$Flavor$")$

Customize this heat map by making both of these changes:

Turn on annotations $($annot$=$True$)$

Specify a color map $($cmap$=)$ with an appropriate color map option.

$23*$ vocab$\_$subset $=$ vocab$[$vocab$[\text{'}$year$\text{'}]>2000]$

sns$.$violinplot$($x$=$"year",y$=$"education",data$=$vocab$\_$subset$)$

$24*$ Now choose $2$ combinations of styles and palattes to try. Set them using the set command, and then see the change in the copy of the violinplot command from above. Run both lines of code to see how your plot looks! $($Note: do not worry about adding titles$/$labels for this part$)$

Styles: whitegrid, darkgrid, dark, white, ticks

Palettes: deep, muted, pastel, bright, dark, and colorblind.