We are going to look at the population count of different community districts over time.
Step 0¶
Read the data from the New York City Population By Community Districts data set into a DataFrame called pop_by_cd. To get the URL:
Visit the page linked above.
Click
Export.Right-click
CSV.Click
Copy Link Address(orLocation, depending on your browser).
# your code hereStep 1¶
Prepare the data. Use the following code to reshape the DataFrame to have one row per community district per Census year.
# turn the population columns into rows
populations = pd.melt(
pop_by_cd,
id_vars=["Borough", "CD Number", "CD Name"],
var_name="year",
value_name="population",
)
# turn the years into numbers
populations.year = populations.year.str.replace(" Population", "").astype(int)
populationsStep 2¶
Create a line chart of the population over time for each community district in Manhattan. There should be one line for each.
# your code hereStep 3¶
Starting with the same dataset, create a line chart of the population over time for each Borough. There should be one line for each.
# your code here