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.
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>>>>>>>>>> .
>>>>>>>>>>
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>>>>>>>> <https://groups.google.com/d/msgid/datameet/CA%2BGKQr1ph9XXnZ%3Dv5qC1ikSafjUqLu9gMCJcyqE6QX_FZ5gOHg%40mail.gmail.com?utm_medium=email&utm_source=footer>
>>>>>>>> .
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>>>>>>> <https://groups.google.com/d/msgid/datameet/CAN%3DkOZnAQb-N%3D%3DLg5kfTwCgxhG2oaorB8p3PGdcXopJnMONiFQ%40mail.gmail.com?utm_medium=email&utm_source=footer>
>>>>>>> .
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>

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