Commit 00281b1f authored by Mickaël's avatar Mickaël
Browse files

Include WHO application in TP1

parent 7c7ec36d
......@@ -761,11 +761,11 @@
dfpollutant['2014-12':'2015-02'].plot()
```
%%%% Output: execute_result
<matplotlib.axes._subplots.AxesSubplot at 0x15254abde160>
<matplotlib.axes._subplots.AxesSubplot at 0x14c0433246a0>
%%%% Output: display_data
![](data:image/png;base64,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)
......@@ -775,11 +775,11 @@
dfpollutant['2012-01'].plot()
```
%%%% Output: execute_result
<matplotlib.axes._subplots.AxesSubplot at 0x15254ad62c40>
<matplotlib.axes._subplots.AxesSubplot at 0x14c0439fb040>
%%%% Output: display_data
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)
......@@ -800,11 +800,11 @@
df['Campus','NO2']['2013'].plot()
```
%%%% Output: execute_result
<matplotlib.axes._subplots.AxesSubplot at 0x15254af15fa0>
<matplotlib.axes._subplots.AxesSubplot at 0x14c043662310>
%%%% Output: display_data
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)
......@@ -820,16 +820,16 @@
%% Cell type:code id: tags:
``` python
# your input here
df['Campus', 'NO2'].resample(...).mean().plot()
df['Campus', 'NO2'].resample('M').mean().plot()
```
%%%% Output: execute_result
<matplotlib.axes._subplots.AxesSubplot at 0x1454fd32c3a0>
<matplotlib.axes._subplots.AxesSubplot at 0x14c04354f0a0>
%%%% Output: display_data
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)
......@@ -889,11 +889,11 @@
df[station, polluant][start:stop].resample('D').mean().plot(label=polluant)
plt.hlines(y=25, xmin=start, xmax=stop, color='crimson', label='WHO guideline', zorder=10)
plt.legend()
plt.ylabel(polluant+ ' [µg/m3]')
plt.title(station)
plt.savefig(station+'_'+polluant+'_'+start+'-'+stop+'.jpg', dpi=300)
# plt.savefig(station+'_'+polluant+'_'+start+'-'+stop+'.jpg', dpi=300)
plt.show()
```
%%%% Output: display_data
......
......@@ -580,8 +580,53 @@
```
%% Cell type:markdown id: tags:
### 3.7. Resample, check WHO air quality and share your plots!
The problem with the hourly frequency is that you don't see much. In order to better visualize the data, we can use the `resample` function (https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.resample.html), which allows us to rescale our data by day (`'D'`), month (`'M'`) or year (`'Y'`).
1. **Try to use this function visualize the data at different frequencies.**
2. **Choose a station and a pollutant, and try to check if the WHO recommendations are respected** (https://www.c40knowledgehub.org/s/article/WHO-Air-Quality-Guidelines?language=en_US#:~:text=By%20reducing%20air%20pollution%20levels,than%203%20times%20a%20year.)
%% Cell type:code id: tags:
``` python
# your input here
```
%% Cell type:markdown id: tags:
### 3.8. Share your plots!
1. Go to https://app.mural.co/t/variabiliteclimatique4363/m/variabiliteclimatique4363/1632750150945/18bfd3f99d91bcebbc0e38b48161b6464e8a365a?sender=ufcbfba826e94d93c633c7410
2. Choose a station and a pollutant by putting a note with your name in a cell that has not yet been chosen
3. Adapt the code bellow to produce your figure, then save it and share it on the whiteboard to compare with other pollutants/stations!
NB: Choose a frequency consistent with the WHO recommendations, and a time period that allow to see what time of the year the levels are above WHO recommended guidelines.
%% Cell type:code id: tags:
``` python
# Modify the following code
station = 'Campus'
polluant = 'NO2'
start = '2012'
stop = '2016'
df[station, polluant][start:stop].resample('D').mean().plot(label=polluant)
plt.hlines(y=25, xmin=start, xmax=stop, color='crimson', label='WHO guideline', zorder=10)
plt.legend()
plt.ylabel(polluant+ ' [µg/m3]')
plt.title(station)
# plt.savefig(station+'_'+polluant+'_'+start+'-'+stop+'.jpg', dpi=300)
plt.show()
```
%% Cell type:markdown id: tags:
### conclusion of part 1
how do you like pandas so far ?
......
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