National Stock Exchange: Index: Nifty 50: Average data was reported at 10,621.792 03Nov1995=1000 in Nov 2018. This records an increase from the previous number of 10,383.810 03Nov1995=1000 for Oct 2018. National Stock Exchange: Index: Nifty 50: Average data is updated monthly, averaging 1,861.302 03Nov1995=1000 from Aug 1990 (Median) to Nov 2018, with 340 observations. The data reached an all-time high of 11,498.440 03Nov1995=1000 in Aug 2018 and a record low of 317.200 03Nov1995=1000 in Jan 1991. National Stock Exchange: Index: Nifty 50: Average data remains active status in CEIC and is reported by Reserve Bank of India. The data is categorized under India Premium Database’s Financial Market – Table IN.ZA017: National Stock Exchange: Indices (Monthly).

National Stock Exchange of India Limited: Index: NIFTY Next 50 data was reported at 64,508.850 NA in 30 Apr 2025. This records a decrease from the previous number of 64,892.350 NA for 29 Apr 2025. National Stock Exchange of India Limited: Index: NIFTY Next 50 data is updated daily, averaging 28,015.750 NA from Jun 2013 (Median) to 30 Apr 2025, with 2940 observations. The data reached an all-time high of 77,813.250 NA in 27 Sep 2024 and a record low of 10,203.000 NA in 28 Aug 2013. National Stock Exchange of India Limited: Index: NIFTY Next 50 data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

The dataset contains All India Daily Equity and Corporate Debt Market National Stock Exchange Indices in Financial Market.

National Stock Exchange of India Limited: Index: NIFTY India Manufacturing data was reported at 14,118.850 NA in 15 May 2025. This records an increase from the previous number of 13,893.500 NA for 14 May 2025. National Stock Exchange of India Limited: Index: NIFTY India Manufacturing data is updated daily, averaging 4,926.740 NA from Jan 2012 (Median) to 15 May 2025, with 3311 observations. The data reached an all-time high of 15,752.750 NA in 27 Sep 2024 and a record low of 2,145.940 NA in 02 Jan 2012. National Stock Exchange of India Limited: Index: NIFTY India Manufacturing data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

Consumer Price Index CPI in India increased to 192.60 points in April from 192 points in March of 2025. This dataset provides - India Consumer Price Index (CPI) - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Context

nifty50.csv The NIFTY 50 index is National Stock Exchange of India's benchmark stock market index for Indian equity market. It is a well diversified 50 stock index accounting for 22 sectors of the economy. It is used for a variety of purposes such as bench-marking fund portfolios, index based derivatives and index funds.

banknifty.csv Bank Nifty represents the 12 most liquid and large capitalized stocks from the banking sector which trade on the National Stock Exchange (NSE). It provides investors and market intermediaries a benchmark that captures the capital market performance of Indian banking sector.

Content

A data frame with 8 variables: index, date, time, open, high, low, close and id. For each year from 2013 to 2016, the number of trading data of each minute of given each date. The currency of the price is Indian Rupee (INR).

• index : market id
• date: numerical value (Ex. 20121203- to be converted to 2012/12/03)
• time: factor (Ex. 09:16)
• open: numeric (opening price)
• high: numeric (high price)
• low: numeric (low price)
• close: numeric (closing price)

Inspiration

Initial raw data sets are very complex and mixed datatypes. These are processed properly using R libraries like dplyr, stringr and other data munging packages. The desired outputs are then converted into a CSV format to use for further analysis.

As of September 2024, Mumbai had the highest cost of living among other cities in the country, with an index value of 26.5. Gurgaon, a satellite city of Delhi and part of the National Capital Region (NCR) followed it with an index value of 25.1.  What is cost of living? The cost of living varies depending on geographical regions and factors that affect the cost of living in an area include housing, food, utilities, clothing, childcare, and fuel among others. The cost of living is calculated based on different measures such as the consumer price index (CPI), living cost indexes, and wage price index. CPI refers to the change in the value of consumer goods and services. The wage price index, on the other hand, measures the change in labor services prices due to market pressures. Lastly, the living cost indexes calculate the impact of changing costs on different households. The relationship between wages and costs determines affordability and shifts in the cost of living. Mumbai tops the list Mumbai usually tops the list of most expensive cities in India. As the financial and entertainment hub of the country, Mumbai offers wide opportunities and attracts talent from all over the country. It is the second-largest city in India and has one of the most expensive real estates in the world.

The S&P BSE Sensex index, one of India's two main stock indices, lost almost one quarter of its value between the end of February and the end of March 2020, owing to the economic impact of the global coronavirus (COVID-19) pandemic. It has since recovered, surpassing its pre-corona level in November 2020.

The S&P BSE Sensex index includes 30 companies listed on the Bombay Stock Exchange which are representative of various industrial sectors of the Indian economy. It is considered one of the main Indicators of the Indian stock market, along with the CNX Nifty Index (which includes shares from India's other main stock exchange, the National Stock Exchange).

National Stock Exchange of India Limited: Index: NIFTY Infrastructure data was reported at 8,820.050 NA in 06 May 2025. This records a decrease from the previous number of 8,896.200 NA for 05 May 2025. National Stock Exchange of India Limited: Index: NIFTY Infrastructure data is updated daily, averaging 3,229.050 NA from Jan 2012 (Median) to 06 May 2025, with 3304 observations. The data reached an all-time high of 9,689.100 NA in 27 Sep 2024 and a record low of 1,896.100 NA in 03 Sep 2013. National Stock Exchange of India Limited: Index: NIFTY Infrastructure data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

National Stock Exchange of India Limited: Index: NIFTY Total Market data was reported at 11,169.900 NA in Feb 2025. This records a decrease from the previous number of 12,156.550 NA for Jan 2025. National Stock Exchange of India Limited: Index: NIFTY Total Market data is updated monthly, averaging 4,993.610 NA from Jan 2012 (Median) to Feb 2025, with 158 observations. The data reached an all-time high of 13,661.300 NA in Sep 2024 and a record low of 2,155.770 NA in May 2012. National Stock Exchange of India Limited: Index: NIFTY Total Market data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under Global Database’s India – Table IN.EDI.SE: National Stock Exchange of India Limited: Monthly.

National Stock Exchange of India Limited: Index: NIFTY FMCG data was reported at 56,685.950 NA in 15 May 2025. This records an increase from the previous number of 56,351.700 NA for 14 May 2025. National Stock Exchange of India Limited: Index: NIFTY FMCG data is updated daily, averaging 28,625.150 NA from Jan 2012 (Median) to 15 May 2025, with 3311 observations. The data reached an all-time high of 66,305.200 NA in 23 Sep 2024 and a record low of 10,103.000 NA in 02 Jan 2012. National Stock Exchange of India Limited: Index: NIFTY FMCG data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

National Stock Exchange of India Limited: Index: NIFTY Consumer Durables data was reported at 37,097.950 NA in Apr 2025. This records an increase from the previous number of 35,652.200 NA for Mar 2025. National Stock Exchange of India Limited: Index: NIFTY Consumer Durables data is updated monthly, averaging 13,455.020 NA from Jan 2012 (Median) to Apr 2025, with 160 observations. The data reached an all-time high of 43,688.850 NA in Sep 2024 and a record low of 3,658.920 NA in Aug 2013. National Stock Exchange of India Limited: Index: NIFTY Consumer Durables data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under Global Database’s India – Table IN.EDI.SE: National Stock Exchange of India Limited: Monthly.

India Consumer Confidence: National Index data was reported at 64.562 Index in Jan 2023. This records an increase from the previous number of 64.248 Index for Dec 2022. India Consumer Confidence: National Index data is updated monthly, averaging 63.903 Index from Mar 2010 (Median) to Jan 2023, with 155 observations. The data reached an all-time high of 70.697 Index in Nov 2010 and a record low of 46.497 Index in Jul 2020. India Consumer Confidence: National Index data remains active status in CEIC and is reported by Ipsos Group S.A.. The data is categorized under Global Database’s India – Table IN.IPSOS: Consumer Confidence Survey.

National Stock Exchange of India Limited: Index: India VIX Index data was reported at 16.890 NA in 15 May 2025. This records a decrease from the previous number of 17.230 NA for 14 May 2025. National Stock Exchange of India Limited: Index: India VIX Index data is updated daily, averaging 15.989 NA from Jan 2012 (Median) to 15 May 2025, with 3308 observations. The data reached an all-time high of 83.608 NA in 24 Mar 2020 and a record low of 10.135 NA in 28 Jul 2023. National Stock Exchange of India Limited: Index: India VIX Index data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

National Stock Exchange of India Limited: Index: NIFTY Financial Services data was reported at 26,113.550 NA in Apr 2025. This records an increase from the previous number of 25,074.900 NA for Mar 2025. National Stock Exchange of India Limited: Index: NIFTY Financial Services data is updated monthly, averaging 10,631.175 NA from Jan 2012 (Median) to Apr 2025, with 160 observations. The data reached an all-time high of 26,113.550 NA in Apr 2025 and a record low of 3,869.100 NA in May 2012. National Stock Exchange of India Limited: Index: NIFTY Financial Services data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under Global Database’s India – Table IN.EDI.SE: National Stock Exchange of India Limited: Monthly.

National Stock Exchange of India Limited: Index: NIFTY Large Mid Cap 250 data was reported at 15,626.350 NA in 13 May 2025. This records a decrease from the previous number of 15,698.400 NA for 12 May 2025. National Stock Exchange of India Limited: Index: NIFTY Large Mid Cap 250 data is updated daily, averaging 5,653.560 NA from Jan 2012 (Median) to 13 May 2025, with 3309 observations. The data reached an all-time high of 17,046.050 NA in 26 Sep 2024 and a record low of 1,969.960 NA in 02 Jan 2012. National Stock Exchange of India Limited: Index: NIFTY Large Mid Cap 250 data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

National Stock Exchange of India Limited: Index: NIFTY100 Quality 30 data was reported at 5,576.400 NA in 15 May 2025. This records an increase from the previous number of 5,507.750 NA for 14 May 2025. National Stock Exchange of India Limited: Index: NIFTY100 Quality 30 data is updated daily, averaging 2,530.850 NA from Jan 2012 (Median) to 15 May 2025, with 3311 observations. The data reached an all-time high of 6,319.600 NA in 27 Sep 2024 and a record low of 1,043.700 NA in 02 Jan 2012. National Stock Exchange of India Limited: Index: NIFTY100 Quality 30 data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

National Stock Exchange of India Limited: Index: NIFTY 50 data was reported at 24,008.000 NA in 09 May 2025. This records a decrease from the previous number of 24,273.800 NA for 08 May 2025. National Stock Exchange of India Limited: Index: NIFTY 50 data is updated daily, averaging 11,008.175 NA from Jun 2013 (Median) to 09 May 2025, with 2946 observations. The data reached an all-time high of 26,216.050 NA in 26 Sep 2024 and a record low of 5,285.000 NA in 28 Aug 2013. National Stock Exchange of India Limited: Index: NIFTY 50 data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

National Stock Exchange of India Limited: Index: NIFTY 4-8 Yr G-Sec data was reported at 3,139.990 NA in 13 May 2025. This records an increase from the previous number of 3,134.660 NA for 12 May 2025. National Stock Exchange of India Limited: Index: NIFTY 4-8 Yr G-Sec data is updated daily, averaging 2,442.040 NA from Jan 2018 (Median) to 13 May 2025, with 1817 observations. The data reached an all-time high of 3,139.990 NA in 13 May 2025 and a record low of 0.000 NA in 19 Apr 2018. National Stock Exchange of India Limited: Index: NIFTY 4-8 Yr G-Sec data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.

National Stock Exchange of India Limited: Index: NIFTY200 Quality 30 data was reported at 19,585.400 NA in 09 May 2025. This records a decrease from the previous number of 19,595.000 NA for 08 May 2025. National Stock Exchange of India Limited: Index: NIFTY200 Quality 30 data is updated daily, averaging 9,138.450 NA from Jan 2012 (Median) to 09 May 2025, with 3307 observations. The data reached an all-time high of 23,490.800 NA in 27 Sep 2024 and a record low of 3,301.300 NA in 02 Jan 2012. National Stock Exchange of India Limited: Index: NIFTY200 Quality 30 data remains active status in CEIC and is reported by Exchange Data International Limited. The data is categorized under High Frequency Database’s Financial and Futures Market – Table IN.EDI.SE: National Stock Exchange of India Limited.