Lab 10#
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 here
Step 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)
populations
Step 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 here
Step 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