Industrial Production in India increased 2.70 percent in April of 2025 over the same month in the previous year. This dataset provides - India Industrial Production - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Introduction

The Indian startup ecosystem has experienced significant growth and dynamism in recent years. It is characterized by a vibrant entrepreneurial culture, a large pool of talent, and increasing access to funding. Major cities like Bangalore, Mumbai, and Delhi have emerged as key startup hubs, fostering innovation and technological advancements. The government has launched initiatives such as Startup India and Digital India to support and promote the growth of startups. The ecosystem is diverse, encompassing various sectors including technology, e-commerce, fintech, healthtech, and more. Startups in India are addressing local challenges and creating innovative solutions that have the potential to impact not only the domestic market but also the global stage. With a young and tech-savvy population, improving infrastructure, and supportive policies, the Indian startup ecosystem is poised for continued growth and innovation.

Navigating the Dataset

• S.No.
• Year: Year of recognition by the DIIPT.
• State: State where the startup is based.
• Industry: Industry to which the startup belongs to
• Count: Number of startups in that specific state belonging to that specific industry.
• Last Updated: Last time this row from the dataset was updated.

High Frequency Indicator: The dataset contains year- and month-wise compiled data from the year 2004-05 to till date on the growth index of eight core industries (ICI) of India from the base years 2004-05 and 2011-12. The eight core industries of India are Coal, Crude Oil, Natural Gas, Refinery Products, Fertilizers, Steel, Cement and Electricity

The Gross Domestic Product (GDP) in India expanded 7.40 percent in the first quarter of 2025 over the same quarter of the previous year. This dataset provides - India GDP Annual Growth Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Industrial Production in India increased 9.10 percent in March of 2025 over the previous month. This dataset provides the latest reported value for - India Industrial Production MoM - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The dataset contains All India Yearly Growth Rates of Index Numbers of Core Industries from Handbook of Statistics on Indian Economy.

Note: 1. Weight represents weight in Index Number of Industrial Production. 2. Refinery Products’ yearly growth rate of 2012-13 is not comparable with other years on account of inclusion of RIL (SEZ) production data since April, 2012. 3. Refinery Products has 93 percent of the crude throughout.

India Private Corporate: RBI: Construction: Year-on-Year Growth: Depreciation data was reported at 4.600 % in Dec 2018. This records a decrease from the previous number of 9.400 % for Sep 2018. India Private Corporate: RBI: Construction: Year-on-Year Growth: Depreciation data is updated quarterly, averaging 4.600 % from Dec 2011 (Median) to Dec 2018, with 29 observations. The data reached an all-time high of 25.109 % in Jun 2014 and a record low of -23.100 % in Mar 2018. India Private Corporate: RBI: Construction: Year-on-Year Growth: Depreciation data remains active status in CEIC and is reported by Reserve Bank of India. The data is categorized under India Premium Database’s Investment – Table IN.OD026: Private Corporate: Reserve Bank of India: Growth: Industry: Construction.

India Industrial Production Index: 2011-12=100: Manufacturing data was reported at 160.900 2011-2012=100 in Mar 2025. This records an increase from the previous number of 148.400 2011-2012=100 for Feb 2025. India Industrial Production Index: 2011-12=100: Manufacturing data is updated monthly, averaging 126.400 2011-2012=100 from Apr 2012 (Median) to Mar 2025, with 156 observations. The data reached an all-time high of 160.900 2011-2012=100 in Mar 2025 and a record low of 42.100 2011-2012=100 in Apr 2020. India Industrial Production Index: 2011-12=100: Manufacturing data remains active status in CEIC and is reported by Ministry of Statistics and Programme Implementation. The data is categorized under Global Database’s India – Table IN.BAA001: Industrial Production Index: 2011-2012. [COVID-19-IMPACT]

Manufacturing Production in India increased 3.40 percent in April of 2025 over the same month in the previous year. This dataset provides the latest reported value for - India Manufacturing Production - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The In-Memory Database Market report segments the industry into By Industry Type (Small and Medium, Large), By End-User Industry (Telecommunication and IT, BFSI, Logistics and Transportation, Retail, Entertainment and Media, Healthcare, Other End-User Industries), and Geography (North America, Europe, Asia-Pacific, Rest of the World). Includes five years of historical data and five-year forecasts.

Context

India is the world's third-largest producer and third largest consumer of electricity. The national electric grid in India has an installed capacity of 370.106 GW as of 31 March 2020. Renewable power plants, which also include large hydroelectric plants, constitute 35.86% of India's total installed capacity. India has a surplus power generation capacity but lacks adequate distribution infrastructure.

India's electricity sector is dominated by fossil fuels, in particular coal, which during the 2018-19 fiscal year produced about three-quarters of the country's electricity. The government is making efforts to increase investment in renewable energy. The government's National Electricity Plan of 2018 states that the country does not need more non-renewable power plants in the utility sector until 2027, with the commissioning of 50,025 MW coal-based power plants under construction and addition of 275,000 MW total renewable power capacity after the retirement of nearly 48,000 MW old coal-fired plants.

India has recorded rapid growth in electricity generation since 1985, increasing from 179 TW-hr in 1985 to 1,057 TW-hr in 2012. The majority of the increase came from coal-fired plants and non-conventional renewable energy sources (RES), with the contribution from natural gas, oil, and hydro plants decreasing in 2012-2017. The gross utility electricity generation (excluding imports from Bhutan) was 1,384 billion kWh in 2019-20, representing 1.0 % annual growth compared to 2018-2019. The contribution from renewable energy sources was nearly 20% of the total. In the year 2019-20, all the incremental electricity generation is contributed by renewable energy sources as the power generation from fossil fuels decreased. The drivers for India's electricity sector are its rapidly growing economy, rising exports, improving infrastructure, and increasing household incomes.

Content

There are 2 CSV files for the study. Each file has detailed file, and row, and column description for easier understanding of the user.

Acknowledgements

Data has been extracted from openly available reports of National Power Portal at "https://npp.gov.in/". I have made my code for extracting the dataset which you can find under the kernels section of the dataset.

Inspiration

A detailed study of the leading power generation method in India, the growth of region-wise renewable energy, state leading in the production of both renewable and non-renewable energy.

The gig economy has witnessed remarkable growth in India, offering workers flexibility but often lacking in traditional social security benefits. This research aims to explore the multifaceted factors influencing the social security landscape for gig workers in India. The study draws upon a wide range of data sources, including government reports, labor surveys, academic research, and surveys from non-governmental organizations.

Context

Want to know about startup in India recent years ? their level of findings? Investor details?

Content

Dataset has detailed information about funding and startup domains from January 2015 to February 2019.

Acknowledgements

Thanks to Track for the informations

Inspiration

How fast startup growing in India? How much amount invested in startup? Which industries has large number of startups? How many global investors are there? How many levels of funding received by each startup? Which city has large number of startups?

Structural Change is the phenomenon witnessed by almost all the developing and the developed states in their journey towards a higher sustained economic growth. The rise in per capita income and the structural change are complementary to each other. A rise in per capita income reinforces structural change and structural change leads to the rise in the productive efficiency stimulating rise in the per capita income of the people. The paper analyses this phenomenon in the state of Bihar which has, of late, started ta witness a higher growth trajectory in its economy. Sourcing the data from the archival records of the various government agencies, the study found that the state of Bihar has mirrored the structural change being experienced by the economy of India. The share of the primary sector in the state's GSDP has drastically declined and is replaced by the services sector. This phenomenon is particularly ascribed to the rising share of trade, communications and the government led public spending in the construction sector. However, the state is not experiencing a balanced growth pattern in its economy; some districts have become more developed relative to the other districts. It has also been seen that due to the low economic base of the state, we cannot expect that the state's socio-economic indicators will converge sooner to the_ more developed states of India.

Inflation Rate in India decreased to 3.16 percent in April from 3.34 percent in March of 2025. This dataset provides - India Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

The dataset contains All India Yearly Industrial Production Index Number from Handbook of Statistics on Indian Economy.

India Industrial Outlook Survey: RBI: Production data was reported at 50.800 % in Dec 2025. This records an increase from the previous number of 47.000 % for Sep 2025. India Industrial Outlook Survey: RBI: Production data is updated quarterly, averaging 38.900 % from Jun 2000 (Median) to Dec 2025, with 103 observations. The data reached an all-time high of 71.470 % in Dec 2021 and a record low of 9.900 % in Jun 2009. India Industrial Outlook Survey: RBI: Production data remains active status in CEIC and is reported by Reserve Bank of India. The data is categorized under Global Database’s India – Table IN.SC004: Industrial Outlook Survey: Reserve Bank of India. [COVID-19-IMPACT]

India Private Corporate: RBI: Wholesale and Retail Trade: Share in Sales data was reported at 3.670 % in Dec 2018. This records an increase from the previous number of 3.569 % for Sep 2018. India Private Corporate: RBI: Wholesale and Retail Trade: Share in Sales data is updated quarterly, averaging 2.700 % from Dec 2011 (Median) to Dec 2018, with 29 observations. The data reached an all-time high of 3.670 % in Dec 2018 and a record low of 1.940 % in Mar 2017. India Private Corporate: RBI: Wholesale and Retail Trade: Share in Sales data remains active status in CEIC and is reported by Reserve Bank of India. The data is categorized under India Premium Database’s Investment – Table IN.OD045: Private Corporate: Reserve Bank of India: Growth: Industry: Wholesale and Retail Trade.

India Private Corporate: RBI: Iron and Steel: Year-on-Year Growth: Other Income data was reported at 72.600 % in Dec 2018. This records an increase from the previous number of 69.600 % for Jun 2018. India Private Corporate: RBI: Iron and Steel: Year-on-Year Growth: Other Income data is updated quarterly, averaging 10.900 % from Dec 2011 (Median) to Dec 2018, with 27 observations. The data reached an all-time high of 113.500 % in Sep 2012 and a record low of -33.368 % in Mar 2014. India Private Corporate: RBI: Iron and Steel: Year-on-Year Growth: Other Income data remains active status in CEIC and is reported by Reserve Bank of India. The data is categorized under India Premium Database’s Investment – Table IN.OD035: Private Corporate: Reserve Bank of India: Growth: Industry: Iron and Steel.

Introduction

Welcome to the Indian English Call Center Speech Dataset for the Travel domain designed to enhance the development of call center speech recognition models specifically for the Travel industry. This dataset is meticulously curated to support advanced speech recognition, natural language processing, conversational AI, and generative voice AI algorithms.

Speech Data:

This training dataset comprises 30 Hours of call center audio recordings covering various topics and scenarios related to the Travel domain, designed to build robust and accurate customer service speech technology.

Topic Diversity

This dataset offers a diverse range of conversation topics, call types, and outcomes, including both inbound and outbound calls with positive, neutral, and negative outcomes.

This extensive coverage ensures the dataset includes realistic call center scenarios, which is essential for developing effective customer support speech recognition models.

Transcription

To facilitate your workflow, the dataset includes manual verbatim transcriptions of each call center audio file in JSON format. These transcriptions feature:

These ready-to-use transcriptions accelerate the development of the Travel domain call center conversational AI and ASR models for the Indian English language.

Metadata

The dataset provides comprehensive metadata for each conversation and participant: