Re: [datameet] Looking for PMGSY core road network shp or kml/kmz

[Naveen Francis]

PMGSY-Geospatial Rural Road Information System
http://www.pmgsy-grris.nic.in/

On Tuesday, 14 August 2018 10:32:45 UTC+5:30, Manvendra Singh wrote:
>
> You may also get in touch with Prof Shilpa Agarwal at ISB. She has a paper 
> on PMGSY.
>
> Cheers
>
> On Tue 14 Aug, 2018, 4:36 AM GALEN PATRICK MURRAY,  > wrote:
>
>> Hi Rick,
>>
>> Have you tried reaching out to Nisith Prakash? I know he used some PMSGY 
>> data (not exactly what you're looking for) but more importantly I believe 
>> he might have some connections higher up in the Bihar government. Good Luck!
>>
>> On Monday, August 3, 2015 at 11:43:03 PM UTC+5:30, Rick Morgan wrote:
>>>
>>> Thanks Arun, 
>>>
>>> I already have people looking into this possibility, but the initial 
>>> prospects look bleak. I know that these files (shp and/or kml) exist, as I 
>>> have seen a new state .nic websites that utilize these data in one form or 
>>> another (on Bihar's website, there are beautiful pdf maps that came from 
>>> shp files). Sadly, they are tightfisted with access. I might have to 
>>> download all of the pdf maps I can find and convert them This is 
>>> something that I am trying to avoid. 
>>>
>>> Respectfully, 
>>>
>>> Rick Morgan
>>> PhD candidate
>>> Department of Political Science 
>>> Emory University
>>> www.richardkmorgan.net
>>>
>>> On Mon, Aug 3, 2015 at 1:31 PM, Arun Ganesh  wrote:
>>>


 On Mon, Aug 3, 2015 at 6:33 PM, Rick Morgan  
 wrote:

> Sajjad and Arun,
>
> Thanks for your replies. I have looked into using OSM as a source, but 
> I need accurate temporal data. As OSM is user generated, changes to the 
> map 
> do not necessarily represent the actual date of construction. Changes are 
> only recorded when a user notices a road has changed, and because PMGSY 
> is 
> a rural program, these road (most of which are under 1km) are often not 
> recorded.
>
> But maybe I'm missing something. I'll look into it again. Maybe I'll 
> write a grant to hire some folks to go through these OSM files and match 
> them to the 1+ lakh PMGSY projects. 
>
> Again, thanks for your input.
>

 Your best best bet is to approach the Govt, and I can imagine them 
 wanting the same thing as what you are looking for. Welcome to the land 
 where GIS work is done in MS Excel :) Good luck on your project.

 -- 
 Arun Ganesh 
 (planemad) 

 -- 
 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/eqqPk4_Zwxw/unsubscribe.
 To unsubscribe from this group and all its topics, send an email to 
 datameet+u...@googlegroups.com.
 For more options, visit https://groups.google.com/d/optout.

>>>
>>> -- 
>> 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 .
>> For more options, visit https://groups.google.com/d/optout.
>>
>

-- 
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.
For more options, visit https://groups.google.com/d/optout.

Re: [datameet] Extracting NSSO data

[Chandrasekhar S.]

Greetings!

If you purchased data from NSSO it comes with a program (nesstar) that
extracts the data for you. Use this program and it will extract to
whichever format you would like including STATA.

Hope this helps.

Chandrasekhar

On Wed, Aug 8, 2018 at 10:59 PM, Tarun Kateja 
wrote:

> Hi Sachin,
>
> I also want to extract 68th round Household and Consumer expenditure data.
> I am little confused and have never worked with Stata. Can you explain what
> is multiplier and how to use it? and can you share your code to extract
> data from .txt file?
>
> This will be a great help!
>
> Thanks
>
> On Monday, September 5, 2016 at 1:03:02 PM UTC+5:30, sachin wrote:
>>
>> Hi,
>> I have used 68th round data for agri consumption and poverty estimation
>> using STATA.
>> I am assuming that the raw data you are referring to is also available in
>> .txt format. As I know, the NSSO data has a highly structured format -
>> Schedule.Level>Block>Item No. The variables are not declared in the raw
>> data. These variables are to be understood from the "layout" file for that
>> specific round (released along with the NSSO round data) and this is
>> available along with raw data.
>>
>> The data is a long string characters. These are read in a specific
>> manner. The layout file will specify how many characters must be read
>> together to form each variable. So it could look like -
>> v11 1-3 v12 4-8 v13 9-10 v14 11-13 v15 14-14 v16 15-15 v17 16-18 v18
>> 19-20 v19 21-22 v110 23-24 v111 25-25 v112 26-26 and so on.
>>
>> Now, this is the data that is then called from your software, to be read
>> from a raw data file (.txt) and then a table of required variables is
>> obtained for analysis. In a sense, the raw data is always excerpted for
>> analysis. And for this one begins with the layout file to check the
>> variables of interest and how they are encoded in the data.
>>
>> I am not sure this helps. With STATA it works a bit easy. With R, I do
>> not know how to assemble the same dataframe, although the analysis using
>> the variables will be a breeze.
>>
>> Best
>> Sachin
>>
>>
>>
>> On Sunday, 4 September 2016 15:27:55 UTC+5:30, Devdatta Tengshe wrote:
>>>
>>> Can you share the link where this data is available? That way we can
>>> have a look at it.
>>>
>>> Regards,
>>> Devdatta Tengshe
>>> Ph: 735-358-0782
>>>
>>> On 04-Sep-2016 3:01 pm, "Jagriti Arora"  wrote:
>>>
 Hi,
 Can anyone tell me how I can make sense of the raw data NSSO provides
 on its website?
 I tried converting the XML to dataframe in R, to no avail. I, now, have
 an excel sheet with references and variables that have not been previously
 declared.
 Can anyone help? I'm looking for data from 38th and 66th round.

 Thanks and regards!

 --
 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.
 For more options, visit https://groups.google.com/d/optout.

>>> --
> 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.
> For more options, visit https://groups.google.com/d/optout.
>

-- 
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.
For more options, visit https://groups.google.com/d/optout.

Re: [datameet] Looking for PMGSY core road network shp or kml/kmz

[Manvendra Singh]

You may also get in touch with Prof Shilpa Agarwal at ISB. She has a paper
on PMGSY.

Cheers

On Tue 14 Aug, 2018, 4:36 AM GALEN PATRICK MURRAY, 
wrote:

> Hi Rick,
>
> Have you tried reaching out to Nisith Prakash? I know he used some PMSGY
> data (not exactly what you're looking for) but more importantly I believe
> he might have some connections higher up in the Bihar government. Good Luck!
>
> On Monday, August 3, 2015 at 11:43:03 PM UTC+5:30, Rick Morgan wrote:
>>
>> Thanks Arun,
>>
>> I already have people looking into this possibility, but the initial
>> prospects look bleak. I know that these files (shp and/or kml) exist, as I
>> have seen a new state .nic websites that utilize these data in one form or
>> another (on Bihar's website, there are beautiful pdf maps that came from
>> shp files). Sadly, they are tightfisted with access. I might have to
>> download all of the pdf maps I can find and convert them This is
>> something that I am trying to avoid.
>>
>> Respectfully,
>>
>> Rick Morgan
>> PhD candidate
>> Department of Political Science
>> Emory University
>> www.richardkmorgan.net
>>
>> On Mon, Aug 3, 2015 at 1:31 PM, Arun Ganesh  wrote:
>>
>>>
>>>
>>> On Mon, Aug 3, 2015 at 6:33 PM, Rick Morgan  wrote:
>>>
 Sajjad and Arun,

 Thanks for your replies. I have looked into using OSM as a source, but
 I need accurate temporal data. As OSM is user generated, changes to the map
 do not necessarily represent the actual date of construction. Changes are
 only recorded when a user notices a road has changed, and because PMGSY is
 a rural program, these road (most of which are under 1km) are often not
 recorded.

 But maybe I'm missing something. I'll look into it again. Maybe I'll
 write a grant to hire some folks to go through these OSM files and match
 them to the 1+ lakh PMGSY projects.

 Again, thanks for your input.

>>>
>>> Your best best bet is to approach the Govt, and I can imagine them
>>> wanting the same thing as what you are looking for. Welcome to the land
>>> where GIS work is done in MS Excel :) Good luck on your project.
>>>
>>> --
>>> Arun Ganesh
>>> (planemad) 
>>>
>>> --
>>> 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/eqqPk4_Zwxw/unsubscribe.
>>> To unsubscribe from this group and all its topics, send an email to
>>> datameet+u...@googlegroups.com.
>>> For more options, visit https://groups.google.com/d/optout.
>>>
>>
>> --
> 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.
> For more options, visit https://groups.google.com/d/optout.
>

-- 
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.
For more options, visit https://groups.google.com/d/optout.

Re: [datameet] Phonetic Similarity

[Venkata Pingali]

Soundex is not enough. We went through metaphone and
double-metaphone as well. The last showed the best
performance when combined with simple ways to reduce
the search space (e.g., names that start with the same
alphabet).

But it still had too many false positives and negatives. We ended up
using a much simpler approach of manually labeling Top N most
frequent names.



On Tue, Aug 14, 2018 at 7:58 AM, Pradeep Bhatt 
wrote:

> Hi All,
>
> What is the best way to know if two words are phonetically similar
>
> e.g *Some similar *words
>
> Pradeep - Pradip
> Thakkkar - Thakkar
> Rathod - Rathor
> Swetha - Sweta
> bhen - ben
> Sumandev - Sumandeb
>
> *Non - Similar*
> Ramesh - Rajesh
>
> This is needed for spelling mistakes introduced when translating from
> indian languages to English.
>
> Does Soundex work well for Indian names ?
>
> Regards,
> Pradeep
>
>
>
> --
> 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.
> For more options, visit https://groups.google.com/d/optout.
>

-- 
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.
For more options, visit https://groups.google.com/d/optout.

Re: [datameet] Found a bigger directory of India - Villages

[Nikhil VJ]

Wow this is great, thanks for sharing this Naraina!

I'm copy-pasting a transpose of the header row from the villages master so
that we can see what the metadata is like. Next 2 columns are example rows.

"*RevenueVillagecode*" column is the primary key in this dataset. Is this
the census code, and if so, which? (would look this up myself but have to
set out for the day)


StateCode 1 8
StateName JAMMU AND KASHMIR RAJASTHAN
DisttCode 1 94
DistrictName ANANTNAG BUNDI
SubdistCode 53 625
SubdistName Pahalgam Keshoraipatan
BlockCode
637
BlockName
KESHORAIPATAN
GramPanchyatCode
36283
GramPanchyatName
LESARDA
RevenueVillagecode 3517 94222
RevenueVillageName Arow Halihera


--
Cheers,
Nikhil VJ
+91-966-583-1250
Pune, India
Website 
DataMeet Pune chapter 
Self-designed learner at Swaraj University 
Payment / Contribute 

On Mon, Aug 13, 2018 at 1:29 PM, Naraina aka Dilip Damle <
cadvis...@gmail.com> wrote:

> Hello,
>
> In the process of trying to combine and study the other sources of a
> comprehensive directory of Indian villages I stumbled in to this.
>
>
> https://www.dbtdacfw.gov.in/
>
> On this website go to DOWNLOAD _ MASTERS and you can directly download A
> masyer at every level from State to Village.
>
>
> The village list contains  7,10,319 Entries .. at least about 50,000 more
> than other single source.
>
> Downloading is easy .. no scraping required.
>
>
> For the benefit of New People the other Known sources were
>
> 1. Census
> 2. Local Government Directory
> 3. Rural Ministry data
> 4. Water ministry habitation data.
>
>
> ---
>
> Update as I am writing this
>
> Ran "Remove Duplicates" On that file and found about 8000 absolute
> duplicates after removal
>
> 7,02,068 Villages Remain .. Still substantially more than other
> sources.
>
>
> Note : I have not yet studied the masters for Veracity.
>
> Regards
>
> Dilip Damle
>
>
>
>
>
>
>
>
> --
> 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.
> For more options, visit https://groups.google.com/d/optout.
>

-- 
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.
For more options, visit https://groups.google.com/d/optout.

[datameet] Phonetic Similarity

[Pradeep Bhatt]

Hi All,

What is the best way to know if two words are phonetically similar

e.g *Some similar *words

Pradeep - Pradip
Thakkkar - Thakkar
Rathod - Rathor
Swetha - Sweta
bhen - ben
Sumandev - Sumandeb

*Non - Similar*
Ramesh - Rajesh

This is needed for spelling mistakes introduced when translating from
indian languages to English.

Does Soundex work well for Indian names ?

Regards,
Pradeep

-- 
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.
For more options, visit https://groups.google.com/d/optout.

Re: [datameet] Looking for PMGSY core road network shp or kml/kmz

[GALEN PATRICK MURRAY]

Hi Rick,

Have you tried reaching out to Nisith Prakash? I know he used some PMSGY 
data (not exactly what you're looking for) but more importantly I believe 
he might have some connections higher up in the Bihar government. Good Luck!

On Monday, August 3, 2015 at 11:43:03 PM UTC+5:30, Rick Morgan wrote:
>
> Thanks Arun, 
>
> I already have people looking into this possibility, but the initial 
> prospects look bleak. I know that these files (shp and/or kml) exist, as I 
> have seen a new state .nic websites that utilize these data in one form or 
> another (on Bihar's website, there are beautiful pdf maps that came from 
> shp files). Sadly, they are tightfisted with access. I might have to 
> download all of the pdf maps I can find and convert them This is 
> something that I am trying to avoid. 
>
> Respectfully, 
>
> Rick Morgan
> PhD candidate
> Department of Political Science 
> Emory University
> www.richardkmorgan.net
>
> On Mon, Aug 3, 2015 at 1:31 PM, Arun Ganesh  > wrote:
>
>>
>>
>> On Mon, Aug 3, 2015 at 6:33 PM, Rick Morgan > > wrote:
>>
>>> Sajjad and Arun,
>>>
>>> Thanks for your replies. I have looked into using OSM as a source, but I 
>>> need accurate temporal data. As OSM is user generated, changes to the map 
>>> do not necessarily represent the actual date of construction. Changes are 
>>> only recorded when a user notices a road has changed, and because PMGSY is 
>>> a rural program, these road (most of which are under 1km) are often not 
>>> recorded.
>>>
>>> But maybe I'm missing something. I'll look into it again. Maybe I'll 
>>> write a grant to hire some folks to go through these OSM files and match 
>>> them to the 1+ lakh PMGSY projects. 
>>>
>>> Again, thanks for your input.
>>>
>>
>> Your best best bet is to approach the Govt, and I can imagine them 
>> wanting the same thing as what you are looking for. Welcome to the land 
>> where GIS work is done in MS Excel :) Good luck on your project.
>>
>> -- 
>> Arun Ganesh 
>> (planemad) 
>>
>> -- 
>> 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/eqqPk4_Zwxw/unsubscribe.
>> To unsubscribe from this group and all its topics, send an email to 
>> datameet+u...@googlegroups.com .
>> For more options, visit https://groups.google.com/d/optout.
>>
>
>

-- 
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.
For more options, visit https://groups.google.com/d/optout.

Re: [datameet] Extracting NSSO data

[GALEN PATRICK MURRAY]

Hi Tarun,

Sachin is correct you use the layout file to identify which position in the 
string of characters correspond to which variables. Even though I'm an R 
user I think this extraction is more easily done in STATA. I've attached my 
STATA code for the 68th round extraction 

Since the NSSO data are samples, the multiplier acts as a survey weights so 
you can get population level estimates based on the sampled survey 
responses. Look at the readme (attached) for more information on how these 
multipliers are used to calculate survey weights (especially this part):

 For generating subsample-wise estimates based on data of all 
subrounds taken together, either Subsample-1 households or 
Subsample-2 households are to be considered at one time.  
Subsample code is available in the data file. 
(Please see layout of data).   
  
 Apply final weight (or all-subround multipliers) as follows :
 
 final weight = MLT/100,   if NSS=NSC
  = MLT/200otherwise.

Also, I found this blog  
very 
helpful for explaining NSSO data, the comments in particular may ask and 
answer common questions that you have. You can even write to the author and 
he seems generally quick to respond. Good luck!




On Sunday, August 12, 2018 at 5:28:57 AM UTC+5:30, Tarun Kateja wrote:
>
> Hi Sachin,
>
> I also want to extract 68th round Household and Consumer expenditure data. 
> I am little confused and have never worked with Stata. Can you explain what 
> is multiplier and how to use it? and can you share your code to extract 
> data from .txt file? 
>
> This will be a great help!
>
> Thanks
>
> On Monday, September 5, 2016 at 1:03:02 PM UTC+5:30, sachin wrote:
>>
>> Hi, 
>> I have used 68th round data for agri consumption and poverty estimation 
>> using STATA. 
>> I am assuming that the raw data you are referring to is also available in 
>> .txt format. As I know, the NSSO data has a highly structured format - 
>> Schedule.Level>Block>Item No. The variables are not declared in the raw 
>> data. These variables are to be understood from the "layout" file for that 
>> specific round (released along with the NSSO round data) and this is 
>> available along with raw data. 
>>
>> The data is a long string characters. These are read in a specific 
>> manner. The layout file will specify how many characters must be read 
>> together to form each variable. So it could look like - 
>> v11 1-3 v12 4-8 v13 9-10 v14 11-13 v15 14-14 v16 15-15 v17 16-18 v18 
>> 19-20 v19 21-22 v110 23-24 v111 25-25 v112 26-26 and so on. 
>>
>> Now, this is the data that is then called from your software, to be read 
>> from a raw data file (.txt) and then a table of required variables is 
>> obtained for analysis. In a sense, the raw data is always excerpted for 
>> analysis. And for this one begins with the layout file to check the 
>> variables of interest and how they are encoded in the data.
>>
>> I am not sure this helps. With STATA it works a bit easy. With R, I do 
>> not know how to assemble the same dataframe, although the analysis using 
>> the variables will be a breeze.
>>
>> Best
>> Sachin 
>>  
>>
>>
>> On Sunday, 4 September 2016 15:27:55 UTC+5:30, Devdatta Tengshe wrote:
>>>
>>> Can you share the link where this data is available? That way we can 
>>> have a look at it.
>>>
>>> Regards,
>>> Devdatta Tengshe
>>> Ph: 735-358-0782
>>>
>>> On 04-Sep-2016 3:01 pm, "Jagriti Arora"  wrote:
>>>
 Hi,
 Can anyone tell me how I can make sense of the raw data NSSO provides 
 on its website?
 I tried converting the XML to dataframe in R, to no avail. I, now, have 
 an excel sheet with references and variables that have not been previously 
 declared.
 Can anyone help? I'm looking for data from 38th and 66th round.

 Thanks and regards!

 -- 
 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.
 For more options, visit https://groups.google.com/d/optout.

>>>

-- 
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.
For more options, visit https://groups.google.com/d/optout.


NSS_68th_Type2.do
Description: Binary data

Government of India.
Data Processing Division.
National Sample Survey Office.
164, Gopal Lal Thakur Road, Kolkata-108.
Phone No. 2577-1128.
---
NSS 68th Round.
Final 

[datameet] Found a bigger directory of India - Villages

[Naraina aka Dilip Damle]

Hello, 

In the process of trying to combine and study the other sources of a 
comprehensive directory of Indian villages I stumbled in to this. 


https://www.dbtdacfw.gov.in/

On this website go to DOWNLOAD _ MASTERS and you can directly download A 
masyer at every level from State to Village. 


The village list contains  7,10,319 Entries .. at least about 50,000 more 
than other single source. 

Downloading is easy .. no scraping required.


For the benefit of New People the other Known sources were 

1. Census
2. Local Government Directory
3. Rural Ministry data
4. Water ministry habitation data. 


---

Update as I am writing this 

Ran "Remove Duplicates" On that file and found about 8000 absolute 
duplicates after removal 

7,02,068 Villages Remain .. Still substantially more than other 
sources. 


Note : I have not yet studied the masters for Veracity.

Regards 

Dilip Damle
  





 

-- 
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.
For more options, visit https://groups.google.com/d/optout.