Data download link: www.drought.gov/data-maps-tools/climate-and-drought-indices-python-spi-spei-pet Alternative link: github.com/monocongo/climate_indices
Thank you Dr. Jalal for the great video. I was just wondering about the calibration start year and calibration end year. Could you please provide a bit more insight on them? As an example, I want to calculate spei for 1970-2010 dataset. So my calibration start and end year would be 1970 and 2010. I wonder if it would be needed to use some of this data for calibration, such as 1970-1980.
Hello! Thank you for sharing this video. I found it really informative and I appreciate the effort you put into creating it. However, I wanted to let you know that the links you have provided in the video description do not seem to be working properly. When I clicked on the links, they did not download the same file as the one you mentioned in the video, and they did not work as expected. I hope you share the source file, as I am really interested in accessing the resources you mentioned. Thank you again for sharing your expertise with us.
So, when we calculate SPEI and just give one input (TEMP), but not precipitation, how would it calculate drought just from temperature...or do we need to give bunch of variables?
Respected sir, Sir I want to calculate the SPEI of a basin . Should it be necessary to calculate the grided SPEI of that basin, or any another method of calculation of the SPEI.
Python free online training for international participants The training will start on 20 September 2021. Deadline for registration: 15 September 2021 Registration link: researchsociety20.org/registration/ Download link for training outline: www.dropbox.com/s/aybmuw0rrxu7zjb/Outline_python_International.png?dl=0 Event link: fb.me/e/XMyJYOwn Please share the event with your friends or colleagues.
Sir thankyou for the package and video. I am getting this error, process_climate_indices is not recognised, please sir help me with this problem I have tried changing path. But it is still showing same error
Thank you very much for the useful video and channel. I have a question. In command line I put the full address of input and output data. I faced this error "--output_file_base: command not found" Do you know the solution?Thanks
hi can I ask why I get the error? UserWarning: resource_tracker: There appear to be 8 leaked semaphore objects to clean up at shutdown warnings.warn('resource_tracker: There appear to be %d '
Thanks for the video, it's super helpful. Yet, I couldn't reach out to the zip file. The link you provided for data download in the description says page or link not found. Could anyone please share with the zip file? I couldn't find it anywhere at all. Thanks in advance
Hi Mr Jalal, can you again check if this code is working fine. I am using the procedure for CHIRPS netcdf data and code is reading data and starting calculation but then giving error messages. I have checked the data carefully and netcdf data is all fine. I will be thankful if you could check again and guide me. Thanks
Thanks again for the video, I tried to run the code but I get "FileNotFoundError: [Errno 2] No such file or directory" type of an error. Could you please help me solve the problem dear professor. I already changed directory for the file in which the NC file is located. Thanks in advance
Hello, thank you very much for the explanation. I have a problem I get the error "ValueError: Unable to calculate Pearson Type III parameters due to invalid L-moments", do you know how to solve it?
hi jalal, when i use the given example data the code work, but when i use my own precipitation data (cmip6) i face with error. moreover cdo doesn't know the structure of given precip data in example, would you pls explain?
In your " A comprehensive statistical assessment of drought indices to monitor drought status in Bangladesh" u have used spei using R . Why didn't you use it using this python software when it was spei was available? Also I am unable to download this python software for spi and spei by NIDIS now, has it been removed or is the link change? Please help me with this
Python free online training for international participants The training will start on 20 September 2021. Deadline for registration: 15 September 2021 Registration link: researchsociety20.org/registration/ Download link for training outline: www.dropbox.com/s/aybmuw0rrxu7zjb/Outline_python_International.png?dl=0 Event link: fb.me/e/XMyJYOwn Please share the event with your friends or colleagues.
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hallo sir, i have question, how i change the dimention my file nc using nco on windows? because my data have parameter like precip(time, lat, lon) instead like precip(lat, lon, time), how i can change the order? thank you
Mr, what you have shown here?? you just run some codes and showing result as a file. where is the plot, how to visualize, what are the values in results, how it distributed, how to show these results in a map???? there are many unanswered questions in your video. without all of these, how it become helpful for a researcher or student to learn about climate indices?????
Hi Jalal! Thank you for this great tutorial. However, I am getting an error while calculating the SPI at the end. "File "c:\users\dell\anaconda3\lib\site-packages\xarray\core\variable.py", line 1068, in chunk data = da.from_array(data, chunks, name=name, lock=lock, **kwargs) TypeError: from_array() got an unexpected keyword argument 'meta'" Can you please suggest to me what I should do to fix it?
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@@DrJalal90 $ process_climate_indices --index palmers --periodicity monthly --netcdf_precip ./nclimgrid_lowres_prcp.nc --var_name_precip prcp --netcdf_pet ./nclimgrid_lowres_pet.nc --var_name_pet pet --netcdf_awc ./nclimgrid_lowres_soil.nc --var_name_awc awc --output_file_base ../results/nclimgrid_lowres --calibration_start_year 1951 --calibration_end_year 2010 Traceback (most recent call last): File "c:\users\bikra\anaconda3\lib unpy.py", line 194, in _run_module_as_main return _run_code(code, main_globals, None, File "c:\users\bikra\anaconda3\lib unpy.py", line 87, in _run_code exec(code, run_globals) File "C:\Users\bikra\anaconda3\Scripts\process_climate_indices.exe\__main__.py", line 4, in File "c:\users\bikra\anaconda3\lib\site-packages\climate_indices\__main__.py", line 14, in from climate_indices import compute, indices, utils File "c:\users\bikra\anaconda3\lib\site-packages\climate_indices\compute.py", line 9, in import scipy.stats File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\__init__.py", line 388, in from .stats import * File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\stats.py", line 180, in from . import distributions File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\distributions.py", line 8, in from ._distn_infrastructure import (entropy, rv_discrete, rv_continuous, File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\_distn_infrastructure.py", line 23, in from scipy import optimize File "c:\users\bikra\anaconda3\lib\site-packages\scipy\optimize\__init__.py", line 387, in from .optimize import * File "c:\users\bikra\anaconda3\lib\site-packages\scipy\optimize\optimize.py", line 36, in from ._numdiff import approx_derivative File "c:\users\bikra\anaconda3\lib\site-packages\scipy\optimize\_numdiff.py", line 6, in from scipy.sparse.linalg import LinearOperator File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\__init__.py", line 114, in from .eigen import * File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\eigen\__init__.py", line 9, in from .arpack import * File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\eigen\arpack\__init__.py", line 20, in from .arpack import * File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\eigen\arpack\arpack.py", line 43, in from . import _arpack ImportError: DLL load failed while importing _arpack: The specified procedure could not be found.
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Thank Jalal's, I have information monthly in file Raster but i dont know convertion in nc. Can you help me?. I work in arcgis but i cant transformation file. Thank
Python free online training for international participants The training will start on 20 September 2021. Deadline for registration: 15 September 2021 Registration link: researchsociety20.org/registration/ Download link for training outline: www.dropbox.com/s/aybmuw0rrxu7zjb/Outline_python_International.png?dl=0 Event link: fb.me/e/XMyJYOwn Please share the event with your friends or colleagues.
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@@DrJalal90 thank you so much, i can't get exactly 'indices_python--beta_v1.2zip ' . climate indices found in 'github.com/monocongo/climate_indices' is not similar to what you have shown in your video.i kindly ask you to share 'indices_python--beta_v1.2zip,
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how i can solve it, i am using Get bash in window 10 Traceback (most recent call last): File "process_grid.py", line 10, in from climate_indices import indices, utils File "C:\Users\TOSHIBA\anaconda3\lib\site-packages\climate_indices\indices.py", line 8, in from climate_indices import compute, eto, palmer, utils File "C:\Users\TOSHIBA\anaconda3\lib\site-packages\climate_indices\compute.py", line 8, in import scipy.special File "C:\Users\TOSHIBA\anaconda3\lib\site-packages\scipy\special\__init__.py", line 633, in from . import _ufuncs ImportError: DLL load failed while importing _ufuncs: The specified module could not be found.
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Hello, I tried this easy way to calculate spi, but y received this error: "File "/home/usuario/anaconda3/envs/chirps/lib/python3.11/site-packages/xarray/core/utils.py", line 281, in either_dict_or_kwargs raise ValueError(f"the first argument to .{func_name} must be a dictionary") ValueError: the first argument to .drop_sel must be a dictionary". Someone can tell me what is wrong? Thank you!
does anyone have this error trying to run for SPEI? File "/var/folders/d6/m2bgqkw971v4qb3h1cq2tmmm0000gn/T/ipykernel_8047/4073413229.py", line 1 process_climate_indices --index spei --periodicity monthly --netcdf_precip ./data/nclimgrid_lowres_prcp.nc --var_name_precip prcp --netcdf_pet ./data/nclimgrid_lowres_pet.nc --var_name_pet pet --output_file_base ./output/nclimgrid_lowres --scales 9 18 --calibration_start_year 1951 --calibration_end_year 2010 ^ SyntaxError: invalid syntax
Hi! Thanks for sharing this video. Can you tell me what wrong is with my code? Thanks! 2022-11-02 19:28:59 INFO Start time: 2022-11-02 19:28:59.991679 Error in calling operator ncpdq with: >>> D:\anaconda3\envs\indices_env\Library\bin cpdq -a lat,lon,time -O --output=C:\Users\Chang\AppData\Local\Temp cpdq_pr_Amon_FGOALS-f3-L_ssp370_r1i1p1f1_gr_201901-205012_china.ncveh08oxy.tmp pr_Amon_FGOALS-f3-L_ssp370_r1i1p1f1_gr_201901-205012_china.nc
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Data download link:
www.drought.gov/data-maps-tools/climate-and-drought-indices-python-spi-spei-pet
Alternative link: github.com/monocongo/climate_indices
Hello Dr. Jalal.Thank you for this great tutorial.Can you make a video how to claculate sri in netcdf.
Thanks. I will try.
Thank you! Looking forward to your update, and thank you very much for your video@@DrJalal90
Hi Dr. Jalal, The link provided for data have been obsolete. Can you provide a new link where the data for tutorial can be found? Thanks
Thank you very much Jalal for the video. It's useful for me.
Hey did your command run?
thank you and much appreciated Dr.Lal
Thanks
Thank you Dr. Jalal for the great video. I was just wondering about the calibration start year and calibration end year. Could you please provide a bit more insight on them? As an example, I want to calculate spei for 1970-2010 dataset. So my calibration start and end year would be 1970 and 2010. I wonder if it would be needed to use some of this data for calibration, such as 1970-1980.
Hello! Thank you for sharing this video. I found it really informative and I appreciate the effort you put into creating it. However, I wanted to let you know that the links you have provided in the video description do not seem to be working properly.
When I clicked on the links, they did not download the same file as the one you mentioned in the video, and they did not work as expected. I hope you share the source file, as I am really interested in accessing the resources you mentioned.
Thank you again for sharing your expertise with us.
climate-indices.readthedocs.io/en/latest/
Hi, Mr Jalal can u please show us how to calculate PET,SPEI using penman monteith method. Tnx
So, when we calculate SPEI and just give one input (TEMP), but not precipitation, how would it calculate drought just from temperature...or do we need to give bunch of variables?
Sir the zip file is not showing in that link, it was removed
Respected sir, Sir I want to calculate the SPEI of a basin . Should it be necessary to calculate the grided SPEI of that basin, or any another method of calculation of the SPEI.
You may use station data. Here is a software so called climpact2: climpact-sci.org/assets/climpact2-user-guide.pdf
Please make of video calculating the same parameters using Jupyter notebok platform
I will try.
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Sir thankyou for the package and video. I am getting this error, process_climate_indices is not recognised, please sir help me with this problem I have tried changing path. But it is still showing same error
Thank you very much for the useful video and channel. I have a question. In command line I put the full address of input and output data. I faced this error "--output_file_base: command not found" Do you know the solution?Thanks
hi can I ask why I get the error? UserWarning: resource_tracker: There appear to be 8 leaked semaphore objects to clean up at shutdown
warnings.warn('resource_tracker: There appear to be %d '
Hello dear, I have no idea.
Hello sir, can we open this output in ArcMap and if yes, how will it look in spatial format, since we can open netcdf in ArcMap
I am very interested ur video. could send me the codes used for the process climate indices calculation in your video.
Please check the video description.
Please make video on extraction and export into csv of MODIS level 2 AOD data in Python
The dataset containing precipitation values should it be only in txt file format.? or other format can also work such as CSV file etc
Thanks for the video, it's super helpful. Yet, I couldn't reach out to the zip file. The link you provided for data download in the description says page or link not found. Could anyone please share with the zip file? I couldn't find it anywhere at all. Thanks in advance
github.com/monocongo/climate_indices
Thank you so much for your return, yet the files in the link do not match with yours in the video :(((
climate-indices.readthedocs.io/en/latest/
@@DrJalal90 @Dr. Jalal Sorry mr Jalal, i couldn't reach out the zip file from your current link. Please share again. Thanks a lot.
Sir the data link is not available, so how to download the data.
Hi Mr Jalal, can you again check if this code is working fine. I am using the procedure for CHIRPS netcdf data and code is reading data and starting calculation but then giving error messages. I have checked the data carefully and netcdf data is all fine. I will be thankful if you could check again and guide me. Thanks
Is very helpful and educative, The link you put to download the indices_python_beta_v1.2.zip is not responding? Any other alternative. Tnx
Yes, please check the highlighted comment.
Thanks again for the video, I tried to run the code but I get "FileNotFoundError: [Errno 2] No such file or directory" type of an error. Could you please help me solve the problem dear professor. I already changed directory for the file in which the NC file is located.
Thanks in advance
You need to check the working directory carefully.
Thank you sir
Hello, thank you very much for the explanation. I have a problem I get the error "ValueError: Unable to calculate Pearson Type III parameters due to invalid L-moments", do you know how to solve it?
Sorry, I don’t know.
hi jalal, when i use the given example data the code work, but when i use my own precipitation data (cmip6) i face with error. moreover cdo doesn't know the structure of given precip data in example, would you pls explain?
Please send me the screenshot of CDO.
In your " A comprehensive statistical assessment of drought indices to monitor drought status in Bangladesh" u have used spei using R . Why didn't you use it using this python software when it was spei was available?
Also I am unable to download this python software for spi and spei by NIDIS now, has it been removed or is the link change?
Please help me with this
www.drought.gov/data-maps-tools/climate-and-drought-indices-python-spi-spei-pet
github.com/monocongo/climate_indices
Sir can I calculate ARIDITY INDEX using python ? help me plz🙏🙏 from INDIA
I have no idea.
Thank you very much for the video. What about calculating PET by using Hargreaves equation?
Sorry, I am not familiar with Hargreaves equation.
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If you use R, you can use CDT package to calculate PET using Hargreaves equation
great video，but when my nc file not the same as that in the example，error occurs，anyone can tell how can i change the attributes in my pre data。
No ideas.
I have faced the same issue. Please let me know if you found a solution.
I managed to process by changing attributes of my netcdf file (chirps monthly precipitation) using jupyter notebook.
#open and slice your netcdf file
pr_month = xr.open_dataset('/Precipitation/chirps-v2.0.monthly.nc')
pr_month = pr_month['precip']
pr_month = pr_month.sel(longitude=slice(71,73),latitude=slice(31,33),time=slice('1981-01-01','2010-01-01'))
#changing attributes
pr_month = pr_month.rename({'latitude':'lat','longitude':'lon','time':'time'})
pr_month.attrs["units"]='millimeter'
preferred_dims = ('lat', 'lon', 'time')
pr_month = pr_month.transpose(*preferred_dims)
#save update netcdf file
pr_month.to_netcdf('Precipitation/processed_pr_monthly.nc')
Hello! Do you know of any Python packages that takes a .csv file as an input and calculates SPI using a calibration period?
The following video might help you.
How to calculate drought index SPI | Jalal | Research Society
th-cam.com/video/WTlqwq1K29c/w-d-xo.html
What does the 'scale 30 90' or 'scales 6 12' signify? Does it signify the spatial grid or the time scale?
30-day and 90-day timescales
climate-indices.readthedocs.io/en/latest/#spi-monthly
@@DrJalal90 thank you bhai
please continue this video and done SPEI calculation for us
Everything is there. Please follow the instructions.
@@DrJalal90 thank you very much
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The (Data Download Link) is not working!
The page is not available.
github.com/monocongo/climate_indices
@@DrJalal90 Thank you very much!
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hallo sir, i have question, how i change the dimention my file nc using nco on windows? because my data have parameter like precip(time, lat, lon) instead like precip(lat, lon, time), how i can change the order? thank you
Mr,
what you have shown here??
you just run some codes and showing result as a file.
where is the plot, how to visualize, what are the values in results, how it distributed, how to show these results in a map????
there are many unanswered questions in your video. without all of these, how it become helpful for a researcher or student to learn about climate indices?????
Hi Jalal! Thank you for this great tutorial. However, I am getting an error while calculating the SPI at the end.
"File "c:\users\dell\anaconda3\lib\site-packages\xarray\core\variable.py", line 1068, in chunk
data = da.from_array(data, chunks, name=name, lock=lock, **kwargs)
TypeError: from_array() got an unexpected keyword argument 'meta'"
Can you please suggest to me what I should do to fix it?
Please check the following link.
www.gitmemory.com/issue/monocongo/climate_indices/435/866770257
if SPI calculator in Excel format is available? Pls, share just to understand the calculations.
I will inform you if I find it.
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sir can you please explain what are times scales 1,3,6,12 months..please solve my problem
doi.org/10.1175/2009JCLI2909.1
Please read the paper carefully.
Do you understand Bengali?
মডেল ভিত্তিক Drought গবেষণা এবং দক্ষিন এশিয়ার উপর এর ভবিষ্যত ক্ষতিকর প্রভাব
th-cam.com/video/tHs77O4s9vE/w-d-xo.html
@@DrJalal90no sir I don't understand Bengali
I keep getting this error.
ImportError: DLL load failed while importing _arpack: The specified procedure could not be found.
What was your command?
@@DrJalal90 $ process_climate_indices --index palmers --periodicity monthly --netcdf_precip ./nclimgrid_lowres_prcp.nc --var_name_precip prcp --netcdf_pet ./nclimgrid_lowres_pet.nc --var_name_pet pet --netcdf_awc ./nclimgrid_lowres_soil.nc --var_name_awc awc --output_file_base ../results/nclimgrid_lowres --calibration_start_year 1951 --calibration_end_year 2010
Traceback (most recent call last):
File "c:\users\bikra\anaconda3\lib
unpy.py", line 194, in _run_module_as_main
return _run_code(code, main_globals, None,
File "c:\users\bikra\anaconda3\lib
unpy.py", line 87, in _run_code
exec(code, run_globals)
File "C:\Users\bikra\anaconda3\Scripts\process_climate_indices.exe\__main__.py", line 4, in
File "c:\users\bikra\anaconda3\lib\site-packages\climate_indices\__main__.py", line 14, in
from climate_indices import compute, indices, utils
File "c:\users\bikra\anaconda3\lib\site-packages\climate_indices\compute.py", line 9, in
import scipy.stats
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\__init__.py", line 388, in
from .stats import *
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\stats.py", line 180, in
from . import distributions
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\distributions.py", line 8, in
from ._distn_infrastructure import (entropy, rv_discrete, rv_continuous,
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\stats\_distn_infrastructure.py", line 23, in
from scipy import optimize
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\optimize\__init__.py", line 387, in
from .optimize import *
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\optimize\optimize.py", line 36, in
from ._numdiff import approx_derivative
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\optimize\_numdiff.py", line 6, in
from scipy.sparse.linalg import LinearOperator
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\__init__.py", line 114, in
from .eigen import *
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\eigen\__init__.py", line 9, in
from .arpack import *
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\eigen\arpack\__init__.py", line 20, in
from .arpack import *
File "c:\users\bikra\anaconda3\lib\site-packages\scipy\sparse\linalg\eigen\arpack\arpack.py", line 43, in
from . import _arpack
ImportError: DLL load failed while importing _arpack: The specified procedure could not be found.
This is really dope! Unfortunately the zip file has been removed.......is there a way you can share the file you downloaded?
github.com/monocongo/climate_indices
@@DrJalal90 thanks dude!
Unfortunately I am only able to find data on the notebooks directory, this does not conform to the example you shared.....I am at a loss ;(
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@@DrJalal90 could you please share the zip file with us?
Thank Jalal's,
I have information monthly in file Raster but i dont know convertion in nc. Can you help me?.
I work in arcgis but i cant transformation file.
Thank
In ArcGIS, there is an option to save raster to netcdf file.
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Thank you sir...👌
Welcome
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allo I have one problem with my precipitation data can you help me
What is your problem?
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How do I convert my timeseries from a csv file to a netcdf file?
stackoverflow.com/questions/56293164/convert-time-series-data-from-csv-to-netcdf-python
You can do it in NCL.
www.ncl.ucar.edu/Training/Workshops/KState/Scripts/CSV_Files/
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Dear i can not get indices_python-v1.2-beta.zip. how i can get it ?
github.com/monocongo/climate_indices
@@DrJalal90 thank you so much, i can't get exactly 'indices_python--beta_v1.2zip ' . climate indices found in 'github.com/monocongo/climate_indices' is not similar to what you have shown in your video.i kindly ask you to share 'indices_python--beta_v1.2zip,
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how i can solve it, i am using Get bash in window 10
Traceback (most recent call last):
File "process_grid.py", line 10, in
from climate_indices import indices, utils
File "C:\Users\TOSHIBA\anaconda3\lib\site-packages\climate_indices\indices.py", line 8, in
from climate_indices import compute, eto, palmer, utils
File "C:\Users\TOSHIBA\anaconda3\lib\site-packages\climate_indices\compute.py", line 8, in
import scipy.special
File "C:\Users\TOSHIBA\anaconda3\lib\site-packages\scipy\special\__init__.py", line 633, in
from . import _ufuncs
ImportError: DLL load failed while importing _ufuncs: The specified module could not be found.
Please check the following link.
github.com/marcelotduarte/cx_Freeze/issues/355
great
Thank you.
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thanks
Welcome
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@@DrJalal90 thanks
Hello, I tried this easy way to calculate spi, but y received this error: "File "/home/usuario/anaconda3/envs/chirps/lib/python3.11/site-packages/xarray/core/utils.py", line 281, in either_dict_or_kwargs raise ValueError(f"the first argument to .{func_name} must be a dictionary") ValueError: the first argument to .drop_sel must be a dictionary". Someone can tell me what is wrong? Thank you!
does anyone have this error trying to run for SPEI?
File "/var/folders/d6/m2bgqkw971v4qb3h1cq2tmmm0000gn/T/ipykernel_8047/4073413229.py", line 1
process_climate_indices --index spei --periodicity monthly --netcdf_precip ./data/nclimgrid_lowres_prcp.nc --var_name_precip prcp --netcdf_pet ./data/nclimgrid_lowres_pet.nc --var_name_pet pet --output_file_base ./output/nclimgrid_lowres --scales 9 18 --calibration_start_year 1951 --calibration_end_year 2010
^
SyntaxError: invalid syntax
No
Hi! Thanks for sharing this video. Can you tell me what wrong is with my code? Thanks!
2022-11-02 19:28:59 INFO Start time: 2022-11-02 19:28:59.991679
Error in calling operator ncpdq with:
>>> D:\anaconda3\envs\indices_env\Library\bin
cpdq -a lat,lon,time -O --output=C:\Users\Chang\AppData\Local\Temp
cpdq_pr_Amon_FGOALS-f3-L_ssp370_r1i1p1f1_gr_201901-205012_china.ncveh08oxy.tmp pr_Amon_FGOALS-f3-L_ssp370_r1i1p1f1_gr_201901-205012_china.nc
I have no idea.