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FutureLearn Stats Recipes Enrollment Summary
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# Enrollment summary graph | |
# Extension of https://github.com/psychemedia/futurelearnStatsSketches/blob/master/notebooks/FutureLearn%20Stats%20Recipes.ipynb | |
import matplotlib.ticker as tkr | |
cat = ['Enrolled learners', 'Visited at least one step', 'Completed at least one step', 'Commented at least once'] | |
count = [len(enrolled_learners), | |
len(enrolled_learners.intersection(stepstart_learners)), | |
len(enrolled_learners.intersection(stepcomplete_learners)), | |
len(commenting_learners) | |
] | |
data = {'cat': cat, | |
'count': count} | |
plt.rc("figure", figsize=(10, 5)) | |
summary = pd.DataFrame(data, columns=['cat', 'count']) | |
ax = summary.plot(kind='barh', color='fuchsia', title='{} enrollment summary'.format(COURSE_SHORTNAME)) | |
ax.invert_yaxis() | |
ax.set_yticklabels(summary.cat) | |
ax.legend(loc=4, prop={'size':13}) | |
ax.get_xaxis().set_major_formatter( | |
tkr.FuncFormatter(lambda x, p: format(int(x), ','))) | |
for item in ([ax.title, ax.xaxis.label, ax.yaxis.label] + | |
ax.get_xticklabels() + ax.get_yticklabels()): | |
item.set_fontsize(13) | |
rect_labels = [] | |
for rect, label in zip(ax.patches, count): | |
width = rect.get_width() | |
xloc = 0.98*width | |
clr = 'white' | |
align = 'right' | |
yloc = rect.get_y() + rect.get_height()/2.0 | |
label = ax.text(xloc, yloc, '{:,.0f}'.format(width), horizontalalignment=align, | |
verticalalignment='center', color=clr, weight='bold', | |
clip_on=True) | |
rect_labels.append(label) |
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