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Which Parameters Matter Most? #62

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clampr opened this issue Aug 11, 2021 · 9 comments
Closed
31 of 39 tasks

Which Parameters Matter Most? #62

clampr opened this issue Aug 11, 2021 · 9 comments
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enhancement New feature or request question Further information is requested

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@clampr
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clampr commented Aug 11, 2021

Hi all,

Meteostat supports certain parameters on the Hourly, Daily and Monthly interface which were chosen by myself because I thought they are of common interest. I know that, depending on your use case, you may need different data parameters.

To get an overview of the most-requested parameters for the different interfaces, I would like to get your opinion on what should be included or removed in the future. Please keep in mind that we cannot keep adding more and more parameters as this would lead to a regression of performance. Therefore, we won't be able to support edge cases.

Ideally, I would like to limit the number of parameters to a maximum of 15 by interface. Please vote for your favourites by adding a comment. The checked options are currently included in the respective dumps/interfaces.

Hourly Data

Hourly data is the highest resolution Meteostat offers. We can only include parameters which are widely supported by our data sources.

  • Air temperature (temp)
  • Dew point (dwpt)
  • Relative humidity (rhum)
  • Precipitation total of previous hour (prcp)
  • Snow depth (snow)
  • Wind direction degrees (wdir)
  • Average wind speed of previous hour (wspd)
  • Maximum wind gust of previous hour (wpgt)
  • Sea-level air pressure (pres)
  • Sunshine total of previous hour (tsun)
  • Solar radiation total of previous hour
  • Weather condition code (coco)

We could remove either dwpt or rhum (either can be calculated from the other & air temperature) from the dumps (not from the interface) to reduce the dump size.

Daily Data

  • Average daily air temperature (tavg)
  • Minimum daily air temperature (tmin)
  • Maximum daily air temperature (tmax)
  • Average daily relative humidity
  • Minimum daily relative humdity
  • Maximum daily relative humidity
  • Daily precipitation total (prcp)
  • Maximum daily snow depth (snow)
  • Average daily wind direction (wdir)
  • Average daily wind speed (wspd)
  • Maximum daily wind gust (wpgt)
  • Average daily sea-level air pressure (pres)
  • Daily sunshine total (tsun)
  • Daily solar radiation total

Monthly Data

  • Average monthly air temperature (tavg)
  • Average daily minimum air temperature (tmin)
  • Average daily maximum air temperature (tmax)
  • Absolute monthly minimum air temperature
  • Absolute monthly maximum air temperature
  • Monthly precipitation total (prcp)
  • Maximum monthly snow depth (snow)
  • Average monthly wind direction (wdir)
  • Average monthly wind speed (wspd)
  • Maximum monthly wind gust (wpgt)
  • Average monthly sea-level air pressure (pres)
  • Monthly sunshine total (tsun)
  • Monthly solar radiation total
@clampr clampr added question Further information is requested enhancement New feature or request labels Aug 11, 2021
@clampr clampr pinned this issue Aug 11, 2021
@ricl
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ricl commented Aug 11, 2021

Daily tavg is really tmean if calculated by (tmax+tmin)/2

I would like 3 daily temperature figures, taverage (true average), tmean and tmedian calculated from the hourly figures.

Likewise for Monthly.

See USCRN for examples https://www.ncdc.noaa.gov/crn/qcdatasets.html

@clampr
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clampr commented Aug 11, 2021

Daily tavg is really tmean if calculated by (tmax+tmin)/2

Actually, tavg is defined as the true average, aggregated from 24 hourly observations. So we already have the average and the median (as you suggested by applying (tmax+tmin)/2) in the daily dumps.

Only thing we're missing is median. When would you utilize median instead of average/mean when working with temperature data? I'm not a meteorologist, but I mainly see temperature averages being used.

@ricl
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ricl commented Aug 11, 2021 via email

@ricl
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ricl commented Aug 11, 2021 via email

@ricl
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ricl commented Aug 11, 2021 via email

@clampr clampr unpinned this issue Nov 3, 2021
@clampr clampr closed this as completed Dec 27, 2021
@l-kotzur
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l-kotzur commented Jul 8, 2022

Hey Christian,

great tool! What was the reason you decided against the solar radiation?

Best
Leander

@clampr
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clampr commented Jul 8, 2022

Hey Leander,

I didn't actively decide against it. Solar radiation was simply not included in the datasets I was using when I started the project. But I'm actually planning to add solar radiation data. It might take some time, but it's definitely planned :)

@adriesse
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Just came across your work, which seems very nice. I would like to add a couple of votes from my and a few friends for adding solar radiation data (the energy that's running the planet) down to hourly resolution.

@l-kotzur
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l-kotzur commented Mar 17, 2023

The missing solar radiation is the only reason for me not to use your package at the moment...

@clampr Could you perhaps give some hints on how to support you with this?

I have seen that for the DWD data you have already added the retrieval of the solar radiation data.

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