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year int64 | quarter int64 | category large_string | instrument_type large_string | transaction_count int64 | transaction_amount float64 | granularity large_string | region large_string | source large_string | ingested_at large_string |
|---|---|---|---|---|---|---|---|---|---|
2,018 | 1 | Recharge & bill payments | TOTAL | 72,550,406 | 14,472,713,558.652578 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 1 | Peer-to-peer payments | TOTAL | 46,982,705 | 147,245,883,542.77402 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 1 | Merchant payments | TOTAL | 5,368,669 | 4,656,678,915.140091 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 1 | Financial Services | TOTAL | 3,762,820 | 815,853,105.100028 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 1 | Others | TOTAL | 5,761,576 | 4,643,217,301.269438 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 2 | Recharge & bill payments | TOTAL | 92,033,715 | 24,351,225,616.36898 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 2 | Peer-to-peer payments | TOTAL | 74,558,816 | 264,767,671,095.31842 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 2 | Merchant payments | TOTAL | 10,613,941 | 9,052,859,939.339659 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 2 | Financial Services | TOTAL | 5,186,569 | 1,176,991,419.239996 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 2 | Others | TOTAL | 4,973,199 | 5,027,454,207.140578 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 3 | Peer-to-peer payments | TOTAL | 202,021,587 | 425,967,421,714.0399 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 3 | Recharge & bill payments | TOTAL | 102,290,514 | 31,364,311,860.394596 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 3 | Merchant payments | TOTAL | 25,175,938 | 12,433,150,984.830223 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 3 | Financial Services | TOTAL | 6,218,596 | 891,447,809.420031 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 3 | Others | TOTAL | 5,594,554 | 4,449,556,277.54975 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 4 | Peer-to-peer payments | TOTAL | 200,235,002 | 594,995,709,377.7327 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 4 | Recharge & bill payments | TOTAL | 131,917,248 | 39,578,607,327.024284 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 4 | Merchant payments | TOTAL | 71,498,510 | 30,497,289,208.339787 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 4 | Financial Services | TOTAL | 5,216,165 | 868,584,631.590013 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,018 | 4 | Others | TOTAL | 8,246,415 | 5,802,659,774.449921 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 1 | Peer-to-peer payments | TOTAL | 404,841,331 | 887,893,108,631.5128 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 1 | Recharge & bill payments | TOTAL | 180,504,739 | 55,473,071,028.87885 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 1 | Merchant payments | TOTAL | 110,496,541 | 40,575,915,112.522 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 1 | Financial Services | TOTAL | 4,627,353 | 603,852,042.000032 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 1 | Others | TOTAL | 8,526,177 | 5,484,252,454.820416 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 2 | Peer-to-peer payments | TOTAL | 384,711,008 | 1,196,425,281,586.9927 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 2 | Recharge & bill payments | TOTAL | 209,898,072 | 76,865,848,586.98372 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 2 | Merchant payments | TOTAL | 206,467,182 | 73,415,840,739.88434 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 2 | Financial Services | TOTAL | 2,650,384 | 545,329,308.089986 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 2 | Others | TOTAL | 11,656,557 | 6,969,423,863.830339 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 3 | Peer-to-peer payments | TOTAL | 461,911,865 | 1,440,512,511,470.7004 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 3 | Merchant payments | TOTAL | 376,320,628 | 123,209,398,484.44376 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 3 | Recharge & bill payments | TOTAL | 240,103,872 | 101,520,929,811.06812 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 3 | Financial Services | TOTAL | 2,870,292 | 617,120,839.929994 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 3 | Others | TOTAL | 13,804,992 | 6,705,143,103.510092 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 4 | Peer-to-peer payments | TOTAL | 703,497,002 | 1,963,952,535,223.0903 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 4 | Merchant payments | TOTAL | 456,578,271 | 174,239,646,473.03162 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 4 | Recharge & bill payments | TOTAL | 285,310,032 | 116,344,996,244.26738 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 4 | Financial Services | TOTAL | 2,476,840 | 551,204,225.42005 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,019 | 4 | Others | TOTAL | 12,583,379 | 4,811,822,509.649999 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 1 | Peer-to-peer payments | TOTAL | 693,998,661 | 2,320,557,268,853.593 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 1 | Merchant payments | TOTAL | 566,355,270 | 231,298,042,209.83606 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 1 | Recharge & bill payments | TOTAL | 351,300,991 | 140,373,550,367.1558 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 1 | Financial Services | TOTAL | 1,358,171 | 773,848,137.030002 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 1 | Others | TOTAL | 10,027,019 | 4,116,905,195.820729 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 2 | Peer-to-peer payments | TOTAL | 631,031,364 | 2,243,915,932,390.771 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 2 | Recharge & bill payments | TOTAL | 448,842,692 | 171,590,686,463.15784 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 2 | Merchant payments | TOTAL | 363,275,861 | 226,908,226,049.51398 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 2 | Financial Services | TOTAL | 1,682,062 | 1,751,767,444.100009 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 2 | Others | TOTAL | 3,779,461 | 1,987,466,180.209868 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 3 | Peer-to-peer payments | TOTAL | 916,790,263 | 3,287,051,873,253.504 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 3 | Merchant payments | TOTAL | 672,019,839 | 405,291,207,894.2984 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 3 | Recharge & bill payments | TOTAL | 436,172,619 | 204,262,355,709.72183 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 3 | Financial Services | TOTAL | 2,531,978 | 2,673,063,432.960007 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 3 | Others | TOTAL | 5,541,374 | 2,789,907,563.650221 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 4 | Peer-to-peer payments | TOTAL | 1,249,512,647 | 4,474,548,495,095.518 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 4 | Merchant payments | TOTAL | 1,127,490,136 | 684,873,639,322.252 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 4 | Recharge & bill payments | TOTAL | 479,784,084 | 227,875,840,842.1121 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 4 | Financial Services | TOTAL | 2,942,567 | 3,259,168,195.749941 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,020 | 4 | Others | TOTAL | 9,556,404 | 5,323,095,366.309718 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 1 | Merchant payments | TOTAL | 1,467,948,823 | 844,466,633,896.8679 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 1 | Peer-to-peer payments | TOTAL | 1,447,600,942 | 5,170,856,441,552.582 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 1 | Recharge & bill payments | TOTAL | 530,118,545 | 260,182,440,730.4327 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 1 | Financial Services | TOTAL | 3,075,296 | 3,573,884,778.530082 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 1 | Others | TOTAL | 8,851,525 | 5,199,901,891.890039 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 2 | Peer-to-peer payments | TOTAL | 1,744,272,888 | 6,163,165,772,736.494 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 2 | Merchant payments | TOTAL | 1,499,626,469 | 1,003,530,942,287.5988 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 2 | Recharge & bill payments | TOTAL | 685,024,821 | 300,559,461,295.9022 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 2 | Financial Services | TOTAL | 3,397,384 | 3,651,996,523.449996 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 2 | Others | TOTAL | 9,061,732 | 5,598,131,364.820071 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 3 | Merchant payments | TOTAL | 2,316,924,871 | 1,426,965,558,783.5557 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 3 | Peer-to-peer payments | TOTAL | 2,215,575,286 | 7,429,357,587,018.912 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 3 | Recharge & bill payments | TOTAL | 714,583,744 | 349,234,592,690.4992 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 3 | Financial Services | TOTAL | 3,112,160 | 4,043,342,762.330023 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 3 | Others | TOTAL | 13,558,464 | 7,146,868,847.289722 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 4 | Merchant payments | TOTAL | 3,152,394,530 | 1,995,855,822,160.6426 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 4 | Peer-to-peer payments | TOTAL | 2,716,561,423 | 9,203,910,371,491.78 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 4 | Recharge & bill payments | TOTAL | 738,096,162 | 407,266,894,783.10693 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 4 | Financial Services | TOTAL | 4,141,629 | 5,028,434,834.240034 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,021 | 4 | Others | TOTAL | 14,562,602 | 9,296,993,478.869577 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 1 | Merchant payments | TOTAL | 3,748,851,071 | 2,272,818,129,376.5205 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 1 | Peer-to-peer payments | TOTAL | 3,074,250,150 | 10,505,936,803,336.926 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 1 | Recharge & bill payments | TOTAL | 749,674,246 | 447,599,848,131.41187 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 1 | Financial Services | TOTAL | 4,035,100 | 4,921,211,866.489969 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 1 | Others | TOTAL | 16,393,502 | 8,422,766,458.459174 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 2 | Merchant payments | TOTAL | 4,765,203,787 | 2,847,096,877,386.341 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 2 | Peer-to-peer payments | TOTAL | 3,506,141,323 | 12,123,524,700,463.535 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 2 | Recharge & bill payments | TOTAL | 845,751,926 | 523,046,092,987.93964 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 2 | Financial Services | TOTAL | 3,272,822 | 3,889,787,479.819907 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 2 | Others | TOTAL | 11,241,480 | 6,711,034,131.16017 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 3 | Merchant payments | TOTAL | 5,618,132,071 | 3,151,614,767,860.314 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 3 | Peer-to-peer payments | TOTAL | 3,957,113,406 | 12,837,803,371,386.29 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 3 | Recharge & bill payments | TOTAL | 956,164,949 | 607,048,699,730.3645 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 3 | Financial Services | TOTAL | 3,959,631 | 4,514,223,164.469998 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 3 | Others | TOTAL | 10,005,043 | 6,725,900,102.770244 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 4 | Merchant payments | TOTAL | 6,565,690,145 | 3,673,601,044,800.037 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 4 | Peer-to-peer payments | TOTAL | 4,459,859,921 | 14,578,874,324,207.227 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 4 | Recharge & bill payments | TOTAL | 991,049,281 | 649,776,847,580.25 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 4 | Financial Services | TOTAL | 4,623,387 | 5,360,528,394.309982 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
2,022 | 4 | Others | TOTAL | 10,013,085 | 7,361,492,606.590162 | country | india | phonepe_pulse | 2026-02-27T12:35:08.270749 |
India UPI Ecosystem Dataset (2018-2025)
Dataset Summary
This dataset analyzes India's UPI transaction ecosystem by combining district-level app and usage data, official NPCI benchmark statistics, and RBI macroeconomic cash indicators.
It is a merged and enriched analytics dataset designed for market concentration studies, geographic adoption analysis, forecasting, and cash displacement research.
Data Sources
| Source | What it contains | Why it was used |
|---|---|---|
| PhonePe Pulse | District-level UPI transactions, user registrations, and related app usage fields. Time period: Q1 2018 - Q2 2025. | Provides granular district-level coverage needed for regional adoption and inequality analysis. |
| NPCI UPI Ecosystem Statistics | Official monthly UPI transaction volumes and app market-share values. Time period: Jan 2022 - Jun 2025. | Serves as official benchmark and ground-truth reference for national UPI trends and app shares. |
| RBI DBIE | Currency in circulation and ATM transaction volumes. Time period: Q1 2019 - Q2 2025. | Adds macroeconomic cash indicators required for digital-vs-cash displacement analysis. |
Data Format & Usage
The final merged dataset is stored in .parquet format for efficient loading and analytics workflows.
from datasets import load_dataset
# Load directly from Hugging Face
dataset = load_dataset("prasad-gade05/india-upi-ecosystem-2018-2025")
print(dataset)
Acknowledgements & Attribution
This dataset is derived from:
- PhonePe Pulse
- National Payments Corporation of India (NPCI)
- Reserve Bank of India (RBI DBIE)
PhonePe Pulse data is governed by the CDLA-Permissive-2.0 open data license, and this combined dataset is released under cdla-permissive-2.0.
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