Hi Pankaj, The place initially referred to is archival data - by definition it's historic and not realtime. What I do see on https://imdpune.gov.in/lrfindex.php is "Gridded Data Real Time" -> you might want to explore that. Over there, Daily 0.5x0.5 grid temp data links are there. You can select a single date there and download the file.
I don't know right now how to open it, though. imdlib library that I've used - I didn't see anything about daily data. Here's its documentation: https://imdlib.readthedocs.io/en/latest/Usage.html I've posted a query about it in the lib's github : https://github.com/iamsaswata/imdlib/issues/17 , let's see if the author responds. Perhaps some inspection of the source code also might yield a way to open the daily data. PS: Next time do initiate a separate conversation with a different subject line - as here you have asked about temperature data but the subject reads rainfall data. Becomes less discoverable over the open internet or after a long period of time. -- Cheers, Nikhil VJ https://nikhilvj.co.in On Thu, Oct 6, 2022 at 11:56 PM Pankaj pandey <pkpner...@gmail.com> wrote: > Thanks Akshay for sharing the code. Actually I want to download tmax and > tmin data at 0.5 degree not at 1 degree for 2000 to 2021. As I want to > dowanload gridded data real time Download Daily Maximum Temperature > data ( 0.5 x 0.5 degree) Binary File (Real-time). In this page only the > select data option is available. Should i replace year with data in code. > It is requested please modify code for this case > > with regards > p.k.pANDEY > > > > On Thu, Oct 6, 2022 at 11:30 PM Akshay Kumar <akshay.cg...@gmail.com> > wrote: > >> Dear Sir >> Pl check this link. >> >> https://github.com/Manisht9/imdData >> >> >> On Thu, 6 Oct 2022 at 10:55 PM, Pankaj pandey <pkpner...@gmail.com> >> wrote: >> >>> Dear Nikhil how can batch download data, >>> https://imdpune.gov.in/lrfindex.php. This page give data wise data. how >>> can download suppose 20 year data of temperature. Any python code to do >>> this to bulk download in csv. Please update any code will very much neede >>> >>> With Regards >>> P.K.Pandey >>> >>> >>> On Thu, Oct 6, 2022 at 7:28 PM Nikhil VJ <nikhil...@gmail.com> wrote: >>> >>>> Hi Georgelio, Vastav, >>>> >>>> While this link is down: >>>> https://imdpune.gov.in/Clim_Pred_LRF_New/Grided_Data_Download.html >>>> >>>> Upon browsing around the IMD site I found under Climate Monitoring in >>>> top menu, https://imdpune.gov.in/lrfindex.php >>>> Side menu: Gridded Data Archive -> All the data is there and available >>>> just fine. >>>> >>>> >>>> So, taking offline my data dump to save my server's bandwidth. >>>> >>>> >>>> -- >>>> Cheers, >>>> Nikhil VJ >>>> https://nikhilvj.co.in >>>> >>>> >>>> On Thu, Oct 6, 2022 at 6:38 PM Nikhil VJ <nikhil...@gmail.com> wrote: >>>> >>>>> Wow, Dead Internet Theory vibes 🤐 >>>>> >>>>> Ok, I've moved all the gridded data file copies that I had at my end >>>>> to: https://server.nikhilvj.co.in/dump/imd_grid/ >>>>> >>>>> Disclaimer: they were download from <currently down> source >>>>> <https://imdpune.gov.in/Clim_Pred_LRF_New/Grided_Data_Download.html> >>>>> on 13th July 2022, and their sha256 checksums are at: >>>>> >>>>> https://github.com/answerquest/IMD-grid-data-work/blob/main/sha256_checksum_rain.txt >>>>> >>>>> https://github.com/answerquest/IMD-grid-data-work/blob/main/sha256_checksum_tmax.txt >>>>> >>>>> https://github.com/answerquest/IMD-grid-data-work/blob/main/sha256_checksum_tmin.txt >>>>> >>>>> Beyond that digital trail, no guarantee on integrity of the data from >>>>> my side. Use at own risk. >>>>> >>>>> This code snippet should help you turn a file into a flat CSV table: >>>>> >>>>> import imdlib >>>>> rain1 = imdlib.open_data('rain', 2010, 2010, >>>>> 'yearwise').get_xarray().to_dataframe() >>>>> rain2 = rain1[rain1['rain'] > -100].reset_index() >>>>> rain2.to_csv('dump.csv',index=False) >>>>> >>>>> -- >>>>> Cheers, >>>>> Nikhil VJ >>>>> https://nikhilvj.co.in >>>>> >>>>> >>>>> On Thu, Oct 6, 2022 at 10:53 AM Akshay Kumar <akshay.cg...@gmail.com> >>>>> wrote: >>>>> >>>>>> IMD_CSV.7z >>>>>> <https://drive.google.com/file/d/1kYrptA1jYDhrAE5OiNQSQQrcpncQaRo_/view?usp=drive_web> >>>>>> Clipped_rain_INDIA.7z >>>>>> <https://drive.google.com/file/d/1JbZmrSJGMK87Ze6X2MPRWkt_SDw2I5TN/view?usp=drive_web> >>>>>> Hi >>>>>> Please find the attached shapefiles of the IMD Gridded rainfall >>>>>> dataset clipped for India for the years 1990 to 2021. Also, I am >>>>>> attaching >>>>>> the csv files of rainfall datasets, which were further used for creating >>>>>> shapefiles of corresponding years. Please let me know if it solves your >>>>>> purpose. >>>>>> You can clip out Himachal from the Indian shapefile. >>>>>> >>>>>> >>>>>> >>>>>> *Profound RegardsAkshay Kumar* >>>>>> >>>>>> *LinkedIn <https://www.linkedin.com/in/akshay-kumar-a68572118/>* >>>>>> *+91-8198834098* >>>>>> >>>>>> P Please don't print this e-mail unless you really need to. Go Green. >>>>>> >>>>>> *Every 3000 A4 Size papers costs 1 tree.* >>>>>> >>>>>> >>>>>> On Thu, Oct 6, 2022 at 10:39 AM georg...@gmail.com < >>>>>> georgel...@gmail.com> wrote: >>>>>> >>>>>>> Thank you Nikhil, As Vastav said that link is no longer available. >>>>>>> Is there any chance that you have collected the data? I want data for >>>>>>> Himachal from 2000 - 2021 >>>>>>> Thank you >>>>>>> >>>>>>> On Thursday, 6 October 2022 at 03:11:55 UTC+5:30 >>>>>>> f201...@hyderabad.bits-pilani.ac.in wrote: >>>>>>> >>>>>>>> Hi Nikhil >>>>>>>> It seems like the link used to get data no longer works. The >>>>>>>> government has likely made the data inaccessible. Did you download all >>>>>>>> the >>>>>>>> files by any chance? Would it be possible to upload those in google >>>>>>>> drive? >>>>>>>> >>>>>>>> Thanks >>>>>>>> Vastav Ratra >>>>>>>> >>>>>>>> On Wednesday, October 5, 2022 at 3:58:10 AM UTC+2 nikh...@gmail.com >>>>>>>> wrote: >>>>>>>> >>>>>>>>> Hi Georgelio, >>>>>>>>> >>>>>>>>> I was able to extract the rainfall data just fine. >>>>>>>>> Bit of programming is needed to get rid of junk data, and we need >>>>>>>>> to work our way thru lot of files for multi-yr. Here is a repo with >>>>>>>>> work >>>>>>>>> done on it. >>>>>>>>> >>>>>>>>> https://github.com/answerquest/IMD-grid-data-work >>>>>>>>> >>>>>>>>> I made a viz of the data for a location nr my home in Pune, and >>>>>>>>> the figures appear to corelate with local history (Panshet flood of >>>>>>>>> 1962 >>>>>>>>> for example shows up vividly). But I'd really like to know what the >>>>>>>>> original raw data was using which the gridded data was obtained. >>>>>>>>> >>>>>>>>> I've loaded it all into a DB; should be able to get out specific >>>>>>>>> data needed, let me know if you need for a particular location(s) and >>>>>>>>> years >>>>>>>>> range. >>>>>>>>> >>>>>>>>> Is there a use case for uploading a mirror dataset to zenodo or >>>>>>>>> kaggle or someplace in simpler CSV form? (Big upload so better if >>>>>>>>> there is >>>>>>>>> a demand for it. Or, better if someone from the institution itself >>>>>>>>> does >>>>>>>>> it). I love the multi-dimensional array format they've used, but the >>>>>>>>> junk >>>>>>>>> values undo the storage savings (a .7z of flattened CSV may be >>>>>>>>> smaller), >>>>>>>>> and it's tougher to access for folks not in the know. >>>>>>>>> >>>>>>>>> - Nikhil >>>>>>>>> https://nikhilvj.co.in >>>>>>>>> >>>>>>>>> On Tue, Oct 4, 2022, 15:37 georg...@gmail.com <georg...@gmail.com> >>>>>>>>> wrote: >>>>>>>>> >>>>>>>>>> Hello all, >>>>>>>>>> Gridded rainfall data for India in IMD is not working. I need >>>>>>>>>> rainfall data for Himachal from 2010 to 2022. >>>>>>>>>> Thanks >>>>>>>>>> >>>>>>>>>> -- >>>>>>>>>> Datameet is a community of Data Science enthusiasts in India. >>>>>>>>>> Know more about us by visiting http://datameet.org >>>>>>>>>> --- >>>>>>>>>> You received this message because you are subscribed to the >>>>>>>>>> Google Groups "datameet" group. >>>>>>>>>> To unsubscribe from this group and stop receiving emails from it, >>>>>>>>>> send an email to datameet+u...@googlegroups.com. >>>>>>>>>> To view this discussion on the web visit >>>>>>>>>> https://groups.google.com/d/msgid/datameet/b6a669b9-6b30-41d6-bc22-cb960814bc6en%40googlegroups.com >>>>>>>>>> <https://groups.google.com/d/msgid/datameet/b6a669b9-6b30-41d6-bc22-cb960814bc6en%40googlegroups.com?utm_medium=email&utm_source=footer> >>>>>>>>>> . >>>>>>>>>> >>>>>>>>> -- >>>>>>> Datameet is a community of Data Science enthusiasts in India. Know >>>>>>> more about us by visiting http://datameet.org >>>>>>> --- >>>>>>> You received this message because you are subscribed to the Google >>>>>>> Groups "datameet" group. >>>>>>> To unsubscribe from this group and stop receiving emails from it, >>>>>>> send an email to datameet+unsubscr...@googlegroups.com. >>>>>>> To view this discussion on the web visit >>>>>>> https://groups.google.com/d/msgid/datameet/628cda0d-26e3-4cf0-8e4e-fa7547a5d3efn%40googlegroups.com >>>>>>> <https://groups.google.com/d/msgid/datameet/628cda0d-26e3-4cf0-8e4e-fa7547a5d3efn%40googlegroups.com?utm_medium=email&utm_source=footer> >>>>>>> . >>>>>>> >>>>>> -- >>>>>> Datameet is a community of Data Science enthusiasts in India. Know >>>>>> more about us by visiting http://datameet.org >>>>>> --- >>>>>> You received this message because you are subscribed to the Google >>>>>> Groups "datameet" group. >>>>>> To unsubscribe from this group and stop receiving emails from it, >>>>>> send an email to datameet+unsubscr...@googlegroups.com. >>>>>> To view this discussion on the web visit >>>>>> https://groups.google.com/d/msgid/datameet/CAH9bdtHQuk_uOM%2B0%3Da%2B8pDTPgP4HeNdbU2PaNB%2B2bT8CzAPiiw%40mail.gmail.com >>>>>> <https://groups.google.com/d/msgid/datameet/CAH9bdtHQuk_uOM%2B0%3Da%2B8pDTPgP4HeNdbU2PaNB%2B2bT8CzAPiiw%40mail.gmail.com?utm_medium=email&utm_source=footer> >>>>>> . >>>>>> >>>>> -- >>>> Datameet is a community of Data Science enthusiasts in India. Know more >>>> about us by visiting http://datameet.org >>>> --- >>>> You received this message because you are subscribed to the Google >>>> Groups "datameet" group. >>>> To unsubscribe from this group and stop receiving emails from it, send >>>> an email to datameet+unsubscr...@googlegroups.com. >>>> To view this discussion on the web visit >>>> https://groups.google.com/d/msgid/datameet/CAH7jeuMv5Kx5zE7YMpNXVbxezrOkc7MqFCoKnB-hJxFy-e5eqA%40mail.gmail.com >>>> <https://groups.google.com/d/msgid/datameet/CAH7jeuMv5Kx5zE7YMpNXVbxezrOkc7MqFCoKnB-hJxFy-e5eqA%40mail.gmail.com?utm_medium=email&utm_source=footer> >>>> . >>>> >>> >>> >>> -- >>> WITH REGARDS >>> DR. PANKAJ KUMAR PANDEY >>> >>> -- >>> Datameet is a community of Data Science enthusiasts in India. Know more >>> about us by visiting http://datameet.org >>> --- >>> You received this message because you are subscribed to the Google >>> Groups "datameet" group. >>> To unsubscribe from this group and stop receiving emails from it, send >>> an email to datameet+unsubscr...@googlegroups.com. >>> To view this discussion on the web visit >>> https://groups.google.com/d/msgid/datameet/CAPppCu5Eis3_%2BXudyGCu%3Dx5VrPSePV%2B01pWoyweuT5vaH3cfLg%40mail.gmail.com >>> <https://groups.google.com/d/msgid/datameet/CAPppCu5Eis3_%2BXudyGCu%3Dx5VrPSePV%2B01pWoyweuT5vaH3cfLg%40mail.gmail.com?utm_medium=email&utm_source=footer> >>> . >>> >> -- >> >> *Profound RegardsAkshay Kumar* >> >> *LinkedIn <https://www.linkedin.com/in/akshay-kumar-a68572118/>* >> *+91-8198834098* >> >> P Please don't print this e-mail unless you really need to. Go Green. >> *Every 3000 A4 Size papers costs 1 tree.* >> >> -- >> Datameet is a community of Data Science enthusiasts in India. Know more >> about us by visiting http://datameet.org >> --- >> You received this message because you are subscribed to the Google Groups >> "datameet" group. >> To unsubscribe from this group and stop receiving emails from it, send an >> email to datameet+unsubscr...@googlegroups.com. >> To view this discussion on the web visit >> https://groups.google.com/d/msgid/datameet/CAH9bdtF4P0DLhSrkQ30aL--4SwQhHq3h_OFypZ2ws-fy9cB2VA%40mail.gmail.com >> <https://groups.google.com/d/msgid/datameet/CAH9bdtF4P0DLhSrkQ30aL--4SwQhHq3h_OFypZ2ws-fy9cB2VA%40mail.gmail.com?utm_medium=email&utm_source=footer> >> . >> > > > -- > WITH REGARDS > DR. PANKAJ KUMAR PANDEY > > -- > Datameet is a community of Data Science enthusiasts in India. 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