Manendragarh AI Report
Date: January 27, 2026
Manendragarh city, located in Chhattisgarh, has 1.5% of the state's population. It produces 0.8% of State's Potatoes production, 0.2% of State's Banana production, and 0.2% of State's Onion production. The nearest airport is Jabalpur Airport in Jabalpur, located 137 Km away.
Manendragarh is the 592nd ranked city in population, out of 768 District Capitals (DHQs) of India. It is the capital of Manendragarh-Chirmiri-Bharatpur District in Chattisgarh State. Manendragarh-Chirmiri-Bharatpur District is ranked 642nd in population and 616th in area across India.
Manendragarh Sex-Ratio (1000) (%, Census 2011) में 768 शहरों/जिलों में से 43rd सर्वश्रेष्ठ रैंक पर है। This indicates a healthy ratio between men and women.
Out of 768 District Capitals/Districts of India, Manendragarh is the 61st highest ranked in Literacy (%, Census 2023)Estd . This indicates a good ratio of educational institute to population.
Manendragarh No. of Banks/1000 Household (in 1000, RBI SCB 2025) में 768 शहरों/जिलों में से 101st सर्वश्रेष्ठ रैंक पर है। This indicates that banking infrastructure is stronger in this district compared to other districts.
Manendragarh is the 375th highest ranked in Number of Cyber Crimes (NO, NCRB 2022) out of 768 city/districts of India. This indicates a safer district as compared to other districts.
Sex-Ratio (1000) (%, Census 2011)
Literacy (%, Census 2023)Estd
No. of Banks/1000 Household (in 1000, RBI SCB 2025)
Number of Cyber Crimes (NO, NCRB 2022)
Crime/1000 Pop (Ratio, NCRB 2022)
# of UG Diploma Enrolments (No, AISHE 2021)
GDP per Capita ('000', RBI SCB 2023)
# of Households that use Electricity as fuel for Cooking
Out of 768 District Capitals/Districts of India, Manendragarh is the 48th worst ranked in Crime/1000 Pop (Ratio, NCRB 2022) . This implies lesser effectiveness of law and order in this district compared to other districts.
Manendragarh, # of UG Diploma Enrolments (No, AISHE 2021) में 768 शहरों/जिलों में से 593rd सबसे खराब रैंक पर है। This implies that this district is less urbanised and/or has a less developed educational infrastructure compared to other districts
Manendragarh, GDP per Capita ('000', RBI SCB 2023) में 768 शहरों/जिलों में से 557th सबसे खराब रैंक पर है। This indicates poor development in this district compared to other districts.
Out of 768 District Capitals/Districts of India, Manendragarh is the 498th worst ranked in # of Households that use Electricity as fuel for Cooking . This indicates that the people in this district have shown a lower focus on green energy compared to people in other districts.
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The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Manendragarh Nature Highlights
| Nature Metrics | % of India | Rank Out of 768 | City / Districts Data | |
|---|---|---|---|---|
|
Ab. Prod (000' tonnes) Banana Production |
Ab. Prod (000' tonnes) Banana Production | 0.02% | 18th | 1142 |
|
Ab. Prod (Lakh tonnes) Chickpea Production |
Ab. Prod (Lakh tonnes) Chickpea Production | 0.05% | 117th | 1321 |
|
Ab. Prod (000' tonnes ) Potatoes Production |
Ab. Prod (000' tonnes ) Potatoes Production | 0.01% | 123rd | 4187 |
|
Ab. Prod (000' Tonnes) Onion Production |
Ab. Prod (000' Tonnes) Onion Production | 0.02% | 176th | 7413 |
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Manendragarh Culture message.info.Highlights
| Sr.No | संस्कृति आंकड़े | गिनती (Counts) | नाम |
|---|
Airports
| नाम | City | IATA Code | Distance | |
|---|---|---|---|---|
|
Airport Name |
Jabalpur Airport | Jabalpur | JLR | 137 Km |
No Data found.
Manendragarh
Health
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | No of Doctors | 1795 | 113th | 3961 |
| 2 | No of Total Hospitals | 61 | 122nd | 5215 |
| 3 | No of Hospital Beds | 1470 | 124th | 2594 |
| 4 | No of Primary Health Centers | 48 | 125th | 5964 |
| 5 | No of Community Health Centers | 9 | 131st | 9997 |
| 6 | No of Nurses | 3392 | 155th | 7884 |
Manendragarh
Wealth
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Better than India Average
| Sr.No | Fields | India Average | Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | No. of Banks/1000 Household (in 1000, RBI SCB 2025) | 1 | 101st | 5116 |
| 2 | Bank Credit - Bank Debit/No. of banks (Crore, RBI SCB 2025) | 23 | 200th | 3329 |
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | % of Household with Mobiles (%, Census 2011) | 51 | 97th | 5697 |
| 2 | Number of Banks (No, RBI SCB Q1 2025) | 190 | 134th | 2374 |
| 3 | Number of Households with Mobile only (No, Census 2011) | 174173 | 143rd | 10129 |
| 4 | Number of Households with Television (No, Census 2011) | 157504 | 155th | 3570 |
| 5 | Number of Households without Internet (No, Census 2011) | 20983 | 155th | 6177 |
| 6 | Number of Households with means of Transport as Car/ Jeep/Van (No, Census 2011) | 15572 | 164th | 10137 |
| 7 | Number of Households with Owned houses (No, Census 2011) | 280805 | 189th | 2486 |
| 8 | Number of Households with Internet (No, Census 2011) | 10634 | 190th | 2295 |
| 9 | House Ownership % of Households (%, Census 2011) | 86 | 192nd | 8758 |
| 10 | Bank Credit (Crore, RBI SCB Q1 2025) | 24430 | 192nd | 5713 |
| 11 | Bank Deposits (Crore, RBI SCB Q1 2025) | 30899 | 202nd | 7570 |
| 12 | Number of Households with means of Transport as Scooter/ Motorcycle/Moped (No, Census 2011) | 69577 | 225th | 10297 |
| 13 | Number of Households with TV, Computer/Laptop, Telephone/mobile phone and Scooter/ Car (No, Census 2011) | 15680 | 226th | 7481 |
| 14 | GDP (Crores. RBI SCB 2023) | 27789 | 268th | 6953 |
| 15 | % of Households with Cars (%, Census 2011) | 4 | 295th | 7537 |
| 16 | Number of Households without TV, Internet, Radio, Computer, Mobile, Landline (No, Census 2011) | 57099 | 303rd | 2438 |
| 17 | Number of Households with rented houses (No, Census 2011) | 37627 | 306th | 1942 |
| 18 | Bank Deposit-Bank Loans (Crores, RBI SCB 2025) | 5533 | 361st | 7096 |
| 19 | Bank Loans/Household (Lakhs, RBI SCB 2025) | 11 | 498th | 5389 |
| 20 | Bank Deposit/Household (Lakhs, RBI SCB 2025) | 14 | 508th | 2641 |
| 21 | GDP per Capita ('000', RBI SCB 2023) | 118 | 557th | 6854 |
Manendragarh
Demographics
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Better than India Average
| Sr.No | Fields | India Average | Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Sex-Ratio (1000) (%, Census 2011) | 949 | 43rd | 8291 |
| 2 | Dist. Formation Year | 2011 | 1st | 3099 |
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Population per sq. km. (Km, Census 2011) | 1023 | 154th | 6159 |
| 2 | Decadal Growth Rate (2011) (%, Census 2011) | 19 | 419th | 4553 |
Manendragarh
Education
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Gross Enrolment Ratio (GER) in Higher Education (18-23 Years) (No, AISHE 2021) | 29 | 120th | 3230 |
| 2 | # of Ph.D Enrolments (No, AISHE 2021) | 258 | 125th | 8868 |
| 3 | # of UG Enrolments - Management (No, AISHE 2021) | 759 | 180th | 7403 |
| 4 | # of PG Enrolments - Management (No, AISHE 2021) | 684 | 180th | 4805 |
| 5 | # of Total Enrolments (No, AISHE 2021) | 49523 | 183rd | 1989 |
| 6 | # of Population (0-18) (No, Census 2011) | 136937 | 185th | 1435 |
| 7 | # of Bachelor's Enrolment (No, AISHE 2021) | 44296 | 188th | 3280 |
| 8 | # of UG Enrolments - Law (No, AISHE 2021) | 593 | 190th | 2376 |
| 9 | # of UG Enrolments - Arts (No, AISHE 2021) | 11775 | 193rd | 9197 |
| 10 | # of PG Enrolments - Arts (No, AISHE 2021) | 1484 | 193rd | 6188 |
| 11 | # of Diploma (No, AISHE 2021) | 3658 | 194th | 2772 |
| 12 | # of No. of Schools (No, UDISE 2023) | 1915 | 198th | 6976 |
| 13 | # of Master's Enrolment (No, AISHE 2021) | 6788 | 198th | 10398 |
| 14 | # of ITIS seats (No, AISHE 2021) | 4319 | 208th | 1426 |
| 15 | # of Enrolment in Private and Government Colleges (No, AISHE 2021) | 39460 | 212th | 4021 |
| 16 | # of Colleges (No, AISHE 2021) | 57 | 234th | 3857 |
| 17 | # of UG Enrolments - Teaching (No, AISHE 2021) | 1920 | 236th | 7990 |
| 18 | Population (18-24) (Number, 2023) | 208496 | 237th | 7085 |
| 19 | # of UG Enrolments - Medical (No, AISHE 2021) | 416 | 267th | 3114 |
| 20 | # of UG Enrolments - Engg (No, AISHE 2021) | 3322 | 280th | 7041 |
| 21 | # of PG Enrolments - Engg (No, AISHE 2021) | 193 | 280th | 9523 |
| 22 | # of PG Enrolments - Commerce (No, AISHE 2021) | 442 | 296th | 3220 |
| 23 | # of UG Enrolments - Commerce (No, AISHE 2021) | 5042 | 299th | 4762 |
| 24 | # of Higher Education Enrolments % of Pop (No, UDISE 2023) | 2 | 335th | 10341 |
| 25 | # of PG Enrolments - Science (No, AISHE 2021) | 1085 | 371st | 10203 |
| 26 | # of UG Enrolments - Science (No, AISHE 2021) | 6151 | 372nd | 10459 |
| 27 | # of UG Diploma Enrolments (No, AISHE 2021) | 334 | 593rd | 4856 |
Manendragarh
Governance
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Better than India Average
| Sr.No | Fields | India Average | Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Crime/1000 Pop (Ratio, NCRB 2022) | 1 | 48th | 5409 |
| 2 | Murder/Lakh Pop (Ratio, NCRB 2022) | 1 | 153rd | 4225 |
| 3 | Number of Missing Persons (NO, NCRB 2022) | 285 | 234th | 6046 |
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Number of Police Stations (NO, IPC 2020) | 22 | 93rd | 10908 |
| 2 | Number of Panchayats (Number , Census 2011) | 745 | 283rd | 5025 |
| 3 | Sanctioned Police Force Number (NO, IPC 2020) | 1416 | 449th | 5845 |
| 4 | Number of Murders (NO, NCRB 2022) | 24 | 333rd | 11153 |
| 5 | Number of IPC Crimes (NO, NCRB 2022) | 2654 | 371st | 6974 |
| 6 | Number of Cyber Crimes (NO, NCRB 2022) | 29 | 375th | 3675 |
Manendragarh
Internet
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Better than India Average
| Sr.No | Fields | India Average | Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Urban Internet Pop / City Pop (%, TRAI September 2025) | 128 | 171st | 8427 |
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Number of Facebook Users. (Estimated Maximum)(No, December 2025) | 163710 | 108th | 5413 |
| 2 | City FB Users % of City Literate Population (%, FB 2025) | 133 | 109th | 2483 |
| 3 | Number of Instagram Users. (Estimated Minimum) | 327661 | 114th | 1819 |
| 4 | Linkedin Audience Size (No, Linkedin December 2025) | 151918 | 133rd | 4837 |
| 5 | Number of Internet Connections (No, TRAI September 2025) | 431189 | 201st | 9703 |
| 6 | English Speakers (Second Language + Third Language (No, Census 2011) | 162759 | 451st | 2247 |
Manendragarh
Languages
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Better than India Average
| Sr.No | Fields | India Average | Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Script Pools # < 30, 000 | 1 | 243rd | 7606 |
| 2 | Literacy (%, Census 2023)Estd | 78 | 61st | 3762 |
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | English Multilingual Population | 50193 | 55th | 9770 |
| 2 | DHQ Mother Tongue Population (No, Census 2011) | 254303 | 231st | 2766 |
| 3 | Latin Script (English) | 2647 | 241st | 5110 |
| 4 | Perso-Arabic Script (Urdu) | 33190 | 291st | 5048 |
| 5 | Tamil Script | 23886 | 351st | 9570 |
| 6 | Kannada Script | 23603 | 378th | 5012 |
| 7 | Malayalam Script | 6112 | 427th | 3987 |
| 8 | Devnagri Script (Hindi) | 137058 | 465th | 4430 |
| 9 | Marathi Script | 27903 | 471st | 8191 |
| 10 | Telugu Script | 39429 | 519th | 3738 |
| 11 | Gujarati Script | 25953 | 535th | 6452 |
| 12 | Bengali Script | 13153 | 548th | 2206 |
| 13 | Odia Script | 5442 | 585th | 10149 |
| 14 | Gurumukhi Script (Punjabi) | 10774 | 599th | 2166 |
Manendragarh
Media
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Number of Dailies or Magazines (No, RNI 2022) | 240 | 154th | 5933 |
| 2 | Total Annual Newspaper Circulation (No, RNI 2022) | 656764 | 174th | 9166 |
Manendragarh
Urbanization
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Better than India Average
| Sr.No | Fields | India Average | Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | # of Households with Main source of Lighting as Solar Energy | 1508 | 152nd | 10975 |
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | Number of households having latrine facility within the premises | 156908 | 125th | 2163 |
| 2 | # of Households with Location of drinking water source within premises | 154278 | 169th | 6675 |
| 3 | # of Households with Main source of Lighting as Electricity | 222703 | 173rd | 8485 |
| 4 | Number of households (Number , Census 2011) | 326286 | 189th | 2169 |
| 5 | # of Households with 1 married couple | 228663 | 194th | 7406 |
| 6 | # of Households that use LPG/PNG as fuel for Cooking | 96340 | 195th | 3271 |
| 7 | Urban Population (Number , Census 2011) | 531234 | 220th | 9139 |
| 8 | Number of towns (Number , Census 2011) | 10 | 268th | 2030 |
| 9 | # of Inhabited Villages | 777 | 282nd | 8373 |
| 10 | # of Uninhabited Villages | 64 | 317th | 8148 |
| 11 | Urbanization (% , Census 2011) | 26 | 334th | 10511 |
| 12 | # of Households that use Electricity as fuel for Cooking | 566 | 498th | 1646 |
Manendragarh
Work
Metrics
The Data-Ranks below are numbered from 1 to 768 for each metric. The Indian census data is aggregated and shared for 768 geographies by the government at a regular frequency. We have shared the data-rank below for easy relative comparison between the 768 Indian districts/state captials. However, we do have the actual numbers for each metric, and these are available for our registered users. To register, please click here.
Worse than India Average
| Sr.No | Fields | India Average | Worst Rank out of 768 | City / District Data |
|---|---|---|---|---|
| 1 | State Govt Jobs(Formal) Dist.,2023 | 23664 | 98th | 1265 |
| 2 | Formal Jobs(Dist.),2023 | 25014 | 109th | 5538 |
| 3 | Informal Jobs(Dist.),2023 | 626770 | 150th | 8836 |
| 4 | # of Companies,2023 | 1876 | 176th | 5988 |
| 5 | State Govt Jobs(Formal) DHQ,2023 | 14249 | 202nd | 6349 |
| 6 | Formal Jobs(DHQ),2023 | 37084 | 211th | 7218 |
| 7 | Informal Jobs(DHQ),2023 | 56813 | 225th | 4280 |
LANGUAGES
City (District Capitals)/DHQ
- 1. Hindi : 29,702
- 2. English Multilingual Population : 1,052
- 3. Bengali : 749
Number Of Languages spoken by more then 30K Population : 1
BASIC DETAILS
| City (District Capitals)/DHQ
Population : |
: | 30,748 |
|---|---|---|
| City (District Capitals)/DHQ Population (Rank) |
: | 592nd |
| District Area (km2) |
: | 1,726 |
| District Area (Rank) |
: | 616th |
| No.of Towns
in District |
: | 4 |
| No. of Villages
in District |
: | 314 |
Frequently Asked Questions :
Q - Why is all Prarang India comparative analysis being done for 768 Districts & their
respective
D.H.Q. (District Head Quarter) towns?
A - The Indian geography has historically been measured by " Districts". Today, it is
politically
managed by States & U.T.s ( Union Territories) but the unit of measurement ( Census
baseline)
continues to focus on the District, for over 150 years now. " All India" thus is a sum of the
district
parts i.e. sum of 768 districts currently ( which were 640 districts only, when the last Census
took
place in 2011). Contrary to popular perception, most data being reported at a State & U.T.
level, is
not being aggregated from underlying data at an urban (towns) & rural(villages) level. India
has
approx. 9000 towns & 600000 villages, segregated into 768 districts, each with its
respective
DHQ
(District Head Quarter) town. Except for the largest 20 towns ( Metropolitan agglomerations)
where
some detailed data is gathered by the Central Government census, only basic demographic details
are available for India's cities. Detailed survey results of the District are the most important
data
points, used to model & estimate the City & State level information in India. The 768
DHQ (
District
Head Quarter) towns & 8 Union Territories, are the important Urban metrics available in
India,
for
comparative analysis. Big data of a big & diverse country.
Q - Does Prarang do surveys to collect data ? How does Prarang have such granular district level details which no private or public data source offers ?
A - Prarang does not do surveys to collect data. We mostly use Public sources of data - both government census, surveys, reports and private surveys whose results are available in news media & public websites. We follow a three-fold Indian logic ( Tarkashastra) method of information/data classification - We collect Pramana ( Evidence based i.e. Census, Reliable Surveys etc) data & then do Anumana ( Estimation modelling ) to Geo tag fill data in the residual Districts/DHQ (District HQ), to ensure data completion for "All India". We then do Upamana ( comparison) i.e. rank all districts/DHQs for a relative comparison. For each data field, the Samana ( Country Average) is calculated to again rank all districts/DHQs on Rank Above or Rank Below the Samana/Average. All our data sources, and our estimation modeling methods are transparently shared on each data field title , and can be accessed by clicking on the "i" icon.
Q - What data does Prarang offer for free & what do we have to pay for ? How do we pay & will an invoice with GST details be available on payment ?
A - All Upamana ( comparison ranks of India locations) is available for free. Currently, ranks for each of the 768 India districts/DHQs ,in over 350+ data fields , are available on Prarang Analytics. There are 3 India Analytic products ( India Market Planner, India Ad Planner & India Development Planner) with respective Standard data-field available for free comparison & free sharing, for a limited period of time. But one can optionally add any of the additional data fields ( absolute data) & juxtapose them for download against the standard data-fields, for a charge. Depending on how many Cities/Districts & how many optional data-fields are selected, your cart will reflect the total amount required to be paid. Payment can be done using the payment gateway, in the final step. An invoice with GST details will be auto-generated on successful payment.
Q - Does Prarang take responsibility for the absolute data fields which we buy from it, along with the calculation of the associated ranks ?
A - Prarang does not do any surveys. It does data modelling & estimations on the basis of the third- party census & surveys, already in the public domain. It also shares the source of the data it uses. Users need to make their own judgement of how, for what purpose & when they use the data which they download from this Prarang website.
Q - What is the frequency of data update on various data-fields of Prarang analytics ?
A - We are continuously on the lookout for market announcements of new surveys & new data. You can expect important government survey results to be live on our website, within 30 to 45 days after appearing in press/media. We model on spreadsheets & update our SQL databases, after data validation. Many government sources are following a regular frequency (Eg. RBI (Reserve Bank of India) data, TRAI (Telecom Regulatory Authority of India) etc) however, many other data-fields including GDP by State & Crime Rates by State, are not being reported at a regular frequency.