Unverified Commit 03ac5b22 authored by Simon Bowly's avatar Simon Bowly
Browse files

Add alternative command for centered rolling mean.

parent da62bcaf
......@@ -4,11 +4,11 @@
* Topic: Data manipulation
* Unit: ADS1002
* Level: Beginner
* Authors: Simon Bowly
* Version: 3
* Version: 3.1
Required files (download these from the Gitlab site [here](https://gitlab.erc.monash.edu.au/bads/data-challenges-resources/-/tree/main/Pandas-DataFrames/Time-Series) into the same directory as the notebook on your computer):
* [traffic-data.csv](https://gitlab.erc.monash.edu.au/bads/data-challenges-resources/-/tree/main/Pandas-DataFrames/Time-Series/traffic-data.csv)
......@@ -453,11 +453,17 @@
# This gives us just a single series (for one site).
site_105 = traffic_data.loc[start:end, "Site 105"]
# Compute rolling means (4H = 4 hour rolling window).
rolling_mean = site_105.rolling('4H').mean()
centered_rolling_mean = site_105.rolling('4H', center=True).mean()
# These two commands (the first is commented out since it only
# works in newer pandas versions) give a centered rolling mean. It
# is more convenient to use '4H' here, but 16 time periods (since
# the data is at 15 minute frequency is equivalent in this case.
# centered_rolling_mean = site_105.rolling('4H', center=True).mean()
centered_rolling_mean = site_105.rolling(16, center=True).mean()
# Plot each series. We can use the 'label' argument to label them
# individually since they are separate series.
site_105.plot.line(label='Data', figsize=(10, 4))
rolling_mean.plot.line(label='Rolling Mean')
......@@ -467,11 +473,11 @@
plt.legend();
```
%%%% Output: display_data
![](data:image/png;base64,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)
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)
%% Cell type:markdown id: tags:
## Time-based Aggregation and Pivoting
......@@ -678,11 +684,11 @@
### Exercise 1 (Filtering)
Q: Plot only the data (from the full day) for 18th January 2021 for Site 107 as a line plot. What is the busiest period of the day? Are there any issues with this data?
A:
A:
%% Cell type:code id: tags:
``` python
......
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