Hi all, We've got air pollution data for 2025-26 and Q1 2026-27 <https://drive.google.com/drive/folders/1iz7CFWBmRoq2Nd2OCmtSbS2O0WilQlg6?usp=sharing>. This is for both from within mines as well as along mining transport routes. Unfortunately, it is in the form of scanned pdf. If anyone can extract & clean the data, it would be awesome.
Arun also has a public pollution data logger setup for Goa. This has been recording various air parameters at 10 minute intervals from 40 stations(from aqionline.in) over the last 2 months. This is the data from the mining transport stations but more granular. It can be explored here: https://publicmap.github.io/goa-aqi-logger/ What would be awesome is to connect the mining transport and the mining air pollution data to see if there's a discernable impact. Rahul Today is the first day of the rest of your life ! On Sat, Sep 5, 2026 at 12:57 PM Bryan <[email protected]> wrote: > Hi Rahul and everyone, > > Thanks for clarifying the timezone, Rahul, and thank you both for the kind > words. > > I've added another useful layer to the database: AM/PM and full local > timestamps for 330,118 of the 363,507 trips, using the related exports > already in the shared collection. Indian Standard Time is now explicit, > with UTC equivalents included for anyone combining this with other > time-series data. > > The enriched edition is here: > https://drive.google.com/file/d/1EpSQ4hrUt3Nw80nETayj4ip9N4f7dMfS/view > > This is the full standalone package, about 42 MB. Download and extract it, > open goa-mining.sqlite, and use the same trip_evidence view as before. The > added fields are also in the JSON export, and the README explains them. No > separate merge is needed. > > All original trips, quantities, source references and supporting tables > are retained. The remaining 33,389 trips still have their original dates > and printed clocks; unresolved AM/PM is left blank rather than guessed. > Daily totals remain unchanged. The earlier download remains available too. > > I hope this makes the next stage of analysis easier. Happy to help with > useful next questions as the group explores it. > > Bryan > CivicDataForge > [email protected] > > On Sat, Sep 5, 2026 at 1:20 AM Rahul Basu <[email protected]> wrote: > >> Hi Bryan >> >> All the time stamps are Indian Standard Time. >> >> Rahul >> Today is the first day of the rest of your life ! >> >> >> On Sat, Sep 5, 2026 at 8:28 AM Rahul Basu <[email protected]> wrote: >> >>> Wow. That's amazing. And so quick.Thanks a ton Bryan. >>> >>> Rahul >>> Today is the first day of the rest of your life ! >>> >>> >>> On Sat, Sep 5, 2026 at 3:43 AM Bryan <[email protected]> wrote: >>> >>>> Hi Rahul and everyone, >>>> >>>> I've converted the LAQ 167 archive into a SQLite database, with >>>> compressed JSON records and smaller JSON tables alongside it: >>>> >>>> https://drive.google.com/file/d/1Npw5WK7eOCr7hKzRiirjT0lgBGLDRcKS/view >>>> >>>> The ZIP is about 31 MB. Download and extract it, then open >>>> goa-mining.sqlite in a SQLite viewer and select the trip_evidence view. The >>>> README explains the tables, and QUERIES.sql includes starting queries. This >>>> is a free community contribution, with no paid service needed to use the >>>> file. >>>> >>>> What's in it: >>>> - 363,507 individual trips from all ten Annexure D PDFs, covering >>>> 55,420 pages. >>>> - All 798 published daily route totals, plus block/lessee, monthly >>>> production, dispatch and route-permission context from A/B/C. >>>> - Source PDF names, page references and hashes, so a record can be >>>> traced back to the original document. >>>> >>>> The trip-level counts and ore quantities reconcile exactly with all 798 >>>> published daily route totals. There are no duplicate trip IDs or parsing >>>> exceptions. I also checked every cell in 290 rows across 36 sampled pages >>>> with a second PDF parser; that independent check is sampled, not every >>>> page. >>>> >>>> The actual trip dates range from 6 July 2024 to 19 August 2026, with >>>> different cutoffs by block. The September answer date is not a claim that >>>> every block is current to September. Block II has contextual records but no >>>> trip PDF in Annexure D. >>>> >>>> All trips match a published route-permission entry using the route >>>> text, without fuzzy matching. The package also flags a 0.01 difference in >>>> one stated production total and four differing commencement-date statements >>>> across annexures, retaining both versions. The printed clocks lack >>>> AM/PM/timezone, so I haven't turned them into precise timestamps or claimed >>>> hourly violations. AQI remains a linked companion source, not an inferred >>>> route-to-sensor or causal match. >>>> >>>> If a row looks wrong, a PDF/page reference or trip ID will let us check >>>> it precisely. I hope this saves the group a substantial amount of >>>> preparation work. >>>> >>>> Bryan >>>> CivicDataForge >>>> [email protected] >>>> On Friday, September 4, 2026 at 3:03:12 AM UTC-4 Rahul Basu wrote: >>>> >>>>> On mining transport, there's a big set of data as part of the >>>>> Legislative Assembly Questions. Basically all the trips for major mining >>>>> leases, routes, etc. It is in multiple PDFs, would greatly appreciate it >>>>> if >>>>> anyone can process these into databases. >>>>> http://static.goavidhansabha.gov.in/goalpub/vr/167_01092026.zip >>>>> >>>>> Thanks in advance. >>>>> >>>>> Rahul >>>>> Today is the first day of the rest of your life ! >>>>> >>>>> >>>>> On Wed, Sep 2, 2026 at 2:56 PM Rahul Basu <[email protected]> wrote: >>>>> >>>>>> Friends, esp Sanjay & Bryan, >>>>>> >>>>>> I've organised the data better. There's a bunch of sub-folders in this >>>>>> folder >>>>>> <https://drive.google.com/drive/folders/1crvN-kiKZUYgFeu7PZwsjyhcYc99Q4ZA?usp=sharing>. >>>>>> In each folder, I've tried to create a doc file that provides some >>>>>> background. >>>>>> >>>>>> The mining transport data that Sanjay worked on is in Mining >>>>>> Transport - Pub >>>>>> <https://drive.google.com/drive/folders/1GTurKNqV02XI3_79zlDpQXZhf9w_C2bR?usp=sharing>. >>>>>> I've added some older data to this folder, as well as newer data (could >>>>>> be >>>>>> some overlap in periods). >>>>>> >>>>>> BTW, the work around the AQI data logger >>>>>> <https://groups.google.com/g/datameet/c/k5H0xQqwSc4/m/AUD3QsYnDAAJ> by >>>>>> Arun is basically air quality data from stations established specifically >>>>>> to monitor air quality along these transportation routes. >>>>>> >>>>>> Please point out any additional information that may be useful for >>>>>> analysis. >>>>>> >>>>>> Looking forward to the insights of the community. >>>>>> >>>>>> Rahul >>>>>> Today is the first day of the rest of your life ! >>>>>> >>>>>> >>>>>> On Sun, Jun 14, 2026 at 11:24 AM Rahul Basu <[email protected]> >>>>>> wrote: >>>>>> >>>>>>> Friends, >>>>>>> >>>>>>> Thanks for the interest in this, unexpected for me. I now have to >>>>>>> sort through the data and figure out how to organise it for public use. >>>>>>> Give me some time on this. >>>>>>> >>>>>>> For the moment, here's two datasets I received under RTI around >>>>>>> transport permits. >>>>>>> >>>>>>> *Background*: Goa runs an ore accounting software, which basically >>>>>>> accounts for mineral ore at different locations. To move ore from one >>>>>>> point >>>>>>> to another, a transport permit is required. This is usually for a decent >>>>>>> quantity, say 10,000 tons, to move from Mine X to Jetty Y. Then there >>>>>>> are >>>>>>> truck trips (usually 10 tons each), and the trucks are monitored real >>>>>>> time. >>>>>>> There are also trips by barge from the jetty to the ship, and some rail >>>>>>> as >>>>>>> well. When all the trips against the permit are completed, there's >>>>>>> usually >>>>>>> some difference, which gets adjusted. The software provider has changed >>>>>>> from Megasoft to GEL. GEL software is called Bhumija. >>>>>>> >>>>>>> Mining was in three major phases: pre-2012 ban; 2015-2018; and 2024 >>>>>>> onwards. Ore is mined in Goa, most exported, some consumed in Goa, some >>>>>>> shipped by barge to JSW Dolvi, Maharashtra (recent). Ore is also >>>>>>> imported >>>>>>> into Goa from overseas. Some ore mined in Karnataka and Maharashtra also >>>>>>> moves through Goa, mostly for export but occasionally for use in steel >>>>>>> plants in Goa. >>>>>>> >>>>>>> The first folder >>>>>>> <https://drive.google.com/drive/folders/1zeV-zquaHPq8pm6DkTjUHdIr9C_T-IBL?usp=sharing> >>>>>>> has >>>>>>> transport permits. Lots of them. From 1-Apr-2020-2025 >>>>>>> >>>>>>> The second folder >>>>>>> <https://drive.google.com/drive/folders/1rx21ExPmuWpWAd4HA6BgISARTVAzjsF1?usp=sharing> >>>>>>> is around closing stock also has some version of the manuals for the >>>>>>> software. I had asked for: >>>>>>> >>>>>>> a) Manuals of the Bhumija software >>>>>>> b) Guidelines / SOPs / instruction for monitoring ore through >>>>>>> Bhumija >>>>>>> c) In excel format, for each major mineral ore transport trip after >>>>>>> 25-Mar-2024, permit number, carrier registration number, the source >>>>>>> location with time and weight at the source weighbridge and the >>>>>>> destination >>>>>>> location with time and weight >>>>>>> d) In excel format, closing stock of major mineral ore as of >>>>>>> 31-Mar-2024 and 31-Mar-2025 for all locations in Bhumija >>>>>>> >>>>>>> I have a few questions from the data: >>>>>>> 1) Does the ore balance at any location go negative at any point in >>>>>>> time? >>>>>>> 2) Overall statistics - major input locations, major transport >>>>>>> routes, total quantities, etc. >>>>>>> 3) Is the data complete? Is any further information needed / >>>>>>> desireable? >>>>>>> >>>>>>> More questions will come as other data sets get added >>>>>>> >>>>>>> Please feel free to work with this while I try to set up a better >>>>>>> data repository. Email me directly if you have questions on the data in >>>>>>> the >>>>>>> two folders. >>>>>>> >>>>>>> Warmly >>>>>>> Rahul >>>>>>> On Saturday, June 13, 2026 at 8:59:42 PM UTC+5:30 Natasha kalra >>>>>>> wrote: >>>>>>> >>>>>>>> Hi Rahul, >>>>>>>> >>>>>>>> Thank you for sharing this. The dataset sounds extremely valuable, >>>>>>>> especially given the combination of RTI-based information, government >>>>>>>> records, GIS layers, and transport-chain data linking leases, jetties, >>>>>>>> and >>>>>>>> shipments. >>>>>>>> >>>>>>>> I work in the broader sustainability, environmental governance, and >>>>>>>> data-driven policy space, and I would be interested in understanding >>>>>>>> the >>>>>>>> scope of the datasets and the kinds of analyses you are looking to >>>>>>>> undertake. I am affiliated with the Institute for Social and >>>>>>>> Economic Change (ISEC), Bengaluru, a premier interdisciplinary research >>>>>>>> institute engaged in policy-oriented research, consultancy, and >>>>>>>> capacity-building across areas such as sustainability, environmental >>>>>>>> governance, urban development, and social transformation. Through our >>>>>>>> work, >>>>>>>> we collaborate with government agencies, corporates, development >>>>>>>> organizations, and communities to develop evidence-based and scalable >>>>>>>> solutions to contemporary challenges. >>>>>>>> >>>>>>>> It would be great to connect and discuss the available data, >>>>>>>> current status of data cleaning and organization, and potential >>>>>>>> avenues for >>>>>>>> collaboration. Please let me know a convenient time for a call. >>>>>>>> >>>>>>>> Looking forward to learning more. >>>>>>>> >>>>>>>> Warm regards, >>>>>>>> >>>>>>>> Natasha >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> Dr. Natasha Kalra >>>>>>>> >>>>>>>> Environmental Sustainability Consultant >>>>>>>> >>>>>>>> Initiator- BaansCraft >>>>>>>> >>>>>>>> https://www.instagram.com/baanscraft/ >>>>>>>> >>>>>>>> M: + 91 99167 70495 <+91%2099167%2070495> >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> >>>>>>>> On Sat, Jun 13, 2026 at 6:57 PM bibhu prasad mishra < >>>>>>>> [email protected]> wrote: >>>>>>>> >>>>>>>>> Hi Rahul, >>>>>>>>> >>>>>>>>> I am very interested in collaborating on this. As I am from >>>>>>>>> Odisha, which is a major mineral hub, I believe this is a great >>>>>>>>> opportunity >>>>>>>>> to work with this data. >>>>>>>>> >>>>>>>>> I would love to help with the data manipulation and visualization, >>>>>>>>> especially as you look toward the second phase involving Odisha. >>>>>>>>> Please let >>>>>>>>> me know how we can get started. >>>>>>>>> >>>>>>>>> >>>>>>>>> Thanks and Regards >>>>>>>>> *Bibhu Prasad Mishra* >>>>>>>>> *Civil Engineer,* >>>>>>>>> *B.tech, M.tech.* >>>>>>>>> 7894761150 <078947%2061150>, 9937512121 <099375%2012121> >>>>>>>>> >>>>>>>>> On Sat, Jun 13, 2026, 6:28 PM Arun Ganesh <[email protected]> >>>>>>>>> wrote: >>>>>>>>> >>>>>>>>>> Hi Rahul, this is a very deep topic and requires many hands to >>>>>>>>>> dig through (pun intended). is it possible to share links to some of >>>>>>>>>> the >>>>>>>>>> collected data so it can be explored? >>>>>>>>>> >>>>>>>>>> Just extracting data from PDF tables requires a lot of effort and >>>>>>>>>> it would be best to keep the data open so it can get maximum >>>>>>>>>> interest. Or >>>>>>>>>> are there reasons to not make this public given its sensitive nature? >>>>>>>>>> >>>>>>>>>> On Sat, Jun 13, 2026 at 12:58 PM Dr. C.Gajendran < >>>>>>>>>> [email protected]> wrote: >>>>>>>>>> >>>>>>>>>>> Dear Your email find interest to me; please contact me at >>>>>>>>>>> 9443368980 <094433%2068980>. We shall discuss further. >>>>>>>>>>> >>>>>>>>>>> Regards, >>>>>>>>>>> >>>>>>>>>>> Dr. C. GAJENDRAN B.E (Civil) M.E >>>>>>>>>>> (Env.Eng.),Ph.D.,D.R.T.M.,D.I.S.,FIE(Ind.)., >>>>>>>>>>> IGS., ISG., >>>>>>>>>>> Vice Principal | Director – IQAC | Professor & Head, Civil >>>>>>>>>>> Engineering | Vice President IIC >>>>>>>>>>> *Jawaharlal College of Engineering and Technology, Palakkad* >>>>>>>>>>> >>>>>>>>>>> Mobile & Whatsup! : +91-9443368980 <+91%2094433%2068980> >>>>>>>>>>> skype: c_gajendran >>>>>>>>>>> Google Site <https://sites.google.com/view/drgajendran/home> >>>>>>>>>>> ORCHID : 0000-0002-2765-7075 >>>>>>>>>>> Vidwan <https://vidwan.inflibnet.ac.in/profile/96162> >>>>>>>>>>> Scopus Author ID: 57359210200 >>>>>>>>>>> <http://www.scopus.com/inward/authorDetails.url?authorID=57359210200&partnerID=MN8TOARS> >>>>>>>>>>> >>>>>>>>>>> Face book <https://www.facebook.com/cgajendran/> : >>>>>>>>>>> Twitter : dr_gajendran >>>>>>>>>>> Instagram : dr.gajendran >>>>>>>>>>> >>>>>>>>>>> >>>>>>>>>>> On Sat, Jun 13, 2026 at 12:52 PM Rahul Basu <[email protected]> >>>>>>>>>>> wrote: >>>>>>>>>>> >>>>>>>>>>>> Hi friends, >>>>>>>>>>>> >>>>>>>>>>>> I work on mining in India, primarily Goa. Over time, a lot of >>>>>>>>>>>> data has been collected through various public sources and RTI. >>>>>>>>>>>> Much of it >>>>>>>>>>>> is in excel, a part is in GIS form. Some of the excel is old >>>>>>>>>>>> government >>>>>>>>>>>> style, needs openrefine to cleanup. >>>>>>>>>>>> >>>>>>>>>>>> Lots of interesting analysis can be done (for example >>>>>>>>>>>> <https://ecoinsee.org/journal/ojs/index.php/ees/article/view/1878/355>). >>>>>>>>>>>> Some of data includes detailed information on transport of >>>>>>>>>>>> minerals from leases to jetties to ships. >>>>>>>>>>>> >>>>>>>>>>>> I'm not very good at data manipulation / data visualization and >>>>>>>>>>>> was looking for collaborators. >>>>>>>>>>>> >>>>>>>>>>>> If anyone is interested, please ping me. >>>>>>>>>>>> >>>>>>>>>>>> PS. Odisha seems to have good mining data as well, though much >>>>>>>>>>>> more data collection is needed. Can be looked at in a second phase. >>>>>>>>>>>> >>>>>>>>>>>> Warmly >>>>>>>>>>>> Rahul >>>>>>>>>>>> Today is the first day of the rest of your life ! >>>>>>>>>>>> Goa Foundation <http://goafoundation.org> | The Future We Need >>>>>>>>>>>> <http://thefutureweneed.org> | Goenchi Mati Movement >>>>>>>>>>>> <https://linktr.ee/goenchimati> >>>>>>>>>>>> https://orcid.org/0000-0002-1218-878X >>>>>>>>>>>> The Supreme Court and Intergenerational Equity: The Goa Mining >>>>>>>>>>>> Case >>>>>>>>>>>> <https://www.banyantreebookstore.com/product-page/the-supreme-court-of-india-and-intergenerational-equity-the-goa-mining-case> >>>>>>>>>>>> >>>>>>>>>>>> -- >>>>>>>>>>>> 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 [email protected]. >>>>>>>>>>>> To view this discussion visit >>>>>>>>>>>> https://groups.google.com/d/msgid/datameet/CAN8Wyx_6JXrvcYQnPSw7j%3DKZg2JEWSsB66ur4SRBGaZrsJuDRQ%40mail.gmail.com >>>>>>>>>>>> <https://groups.google.com/d/msgid/datameet/CAN8Wyx_6JXrvcYQnPSw7j%3DKZg2JEWSsB66ur4SRBGaZrsJuDRQ%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 [email protected]. >>>>>>>>>>> To view this discussion visit >>>>>>>>>>> https://groups.google.com/d/msgid/datameet/CAMFo2vtYsS6B%3DMs_du2eE8H3%2BYqTjcUfopNhXp0%3De_37fWqqLA%40mail.gmail.com >>>>>>>>>>> <https://groups.google.com/d/msgid/datameet/CAMFo2vtYsS6B%3DMs_du2eE8H3%2BYqTjcUfopNhXp0%3De_37fWqqLA%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 [email protected]. >>>>>>>>>> To view this discussion visit >>>>>>>>>> https://groups.google.com/d/msgid/datameet/CA%2BGKQr1ph9XXnZ%3Dv5qC1ikSafjUqLu9gMCJcyqE6QX_FZ5gOHg%40mail.gmail.com >>>>>>>>>> <https://groups.google.com/d/msgid/datameet/CA%2BGKQr1ph9XXnZ%3Dv5qC1ikSafjUqLu9gMCJcyqE6QX_FZ5gOHg%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 [email protected]. >>>>>>>>> >>>>>>>> To view this discussion visit >>>>>>>>> https://groups.google.com/d/msgid/datameet/CAN%3DkOZnAQb-N%3D%3DLg5kfTwCgxhG2oaorB8p3PGdcXopJnMONiFQ%40mail.gmail.com >>>>>>>>> <https://groups.google.com/d/msgid/datameet/CAN%3DkOZnAQb-N%3D%3DLg5kfTwCgxhG2oaorB8p3PGdcXopJnMONiFQ%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 a topic in >>>>>>> the Google Groups "datameet" group. >>>>>>> To unsubscribe from this topic, visit >>>>>>> https://groups.google.com/d/topic/datameet/WLHGLnl5IX0/unsubscribe. >>>>>>> To unsubscribe from this group and all its topics, send an email to >>>>>>> [email protected]. >>>>>>> To view this discussion visit >>>>>>> https://groups.google.com/d/msgid/datameet/c67f7584-fcbc-4a1c-83ba-dff8b0e08085n%40googlegroups.com >>>>>>> <https://groups.google.com/d/msgid/datameet/c67f7584-fcbc-4a1c-83ba-dff8b0e08085n%40googlegroups.com?utm_medium=email&utm_source=footer> >>>>>>> . >>>>>>> >>>>>> -- >>>> Datameet is a community of Data Science enthusiasts in India. 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