# SigRank Anonymized Dataset — platform-raw.csv
# Generated: 2026-08-11
# Citation: McHenry, D. J. (2026). SigRank Two-Axis Operator Taxonomy: Finalized Datasets and Analytics Dashboards (v3.0) [Dataset]. Zenodo. https://doi.org/10.5281/zenodo.21876660
# License: CC-BY 4.0
# Author: Deric J. McHenry · ORCID 0009-0002-9904-5390 · signalaf.com · MO§ES™
# Source: raw-data.csv (scraped 2026-07-13 from tokscale.ai leaderboard)
# Description: Platform leaderboard — per-platform aggregate raw token stats. Counts every operator who uses that platform.
# Note: Platforms: 17
# Note: platform_tokens = sum of tokens on that platform across all operators (not operator totals)
# Note: op_*_median = median of operator aggregate stats for operators who use this platform
# File hash (SHA-256): 5d2d494d482986e592d7e116da4ff0064a99be905ee76db67b15d1884c4639e4
# ---
platform,operator_count,platform_tokens_sum,platform_tokens_median,platform_tokens_p25,platform_tokens_p75,platform_cost_sum,platform_cost_median,op_total_tokens_median,op_input_median,op_output_median,op_cache_read_median,op_cache_write_median,op_reasoning_median,op_active_days_median,op_sessions_median,model_count_median
alibaba,394,90347812379,4577445,396674,40145344,39768.933800000006,0.55535,6796588328,562502300,32679419.5,5935490762,68431310,4188825.5,108,633,2
anthropic,1477,28338885644212,1837742915,313308726,7017370548,265618672.92670053,1559.8443,5694613993,228881722,25324359,5044828324,87632925,2162025,90,259,6
bytedance,11,92708642,913273,653779.5,11004488,3.1195,0,7810005409,507569122,33604612,5328655439,97302162,2413761,84,725,1
cohere,1,5026492,5026492,5026492,5026492,1.1709,1.1709,13543849633,2620253314,48454344,10533185167,337216535,4740273,122,2159,2
deepseek,421,353943132599,60150480,4060765,344612628,2175521.250300001,1.604,6080714987,476288119,28524043,4924837166,37677996,4124869,102,880,2
google,1010,304310947658,29468916.5,3316098.5,157714265.25,214327.98709999985,13.114550000000001,7066702224.5,349717005.5,32173348.5,6229572146,97971117.5,3559112,103,280.5,4
minimax,649,264052041898,18611427,1953159,133831231,26015.31540000006,0.8047,6320485826,439656327,29657515,5515762854,74236006,4093627,106,464,2
mistral,44,1284108882,428729.5,51614,5591279,381.1191,0.09345,6499530886.5,667154361,24491025.5,5181665024,32699317.5,3207651.5,106,300.5,1
moonshot,573,247810814878,38536629,5387606,232946137,4326116.591000011,10.1856,6547614216,507531817,30475432,5631507351,75443313,4365474,112,570,2
nvidia,169,2891822242,1386408,224209,6337679,623.5180999999999,0.0248,7758302805,536408979,34226886,6154218185,35869360,5240421,116,1282,1
openai,1427,17943907752167,1504256840,231189960.5,7090158744.5,24383978.334499948,886.0564,5849963074,260168475,26198737,5330321214,80118564,2694137,92,253,6
other,869,9007645991382800,12323106,557276,116189750,1323592.181899999,1.0195,6357497103,400975129,30169278,5658290956,74236006,3556067,104,371,2
tencent,1,2819606,2819606,2819606,2819606,0,0,37628012384,14435545157,200319993,22929199648,13002944,49944642,161,268,1
unknown,584,6575986322775,6627260,246531.5,60344916.5,16836619.555900022,0,11201688894.5,610464511,53167854,9928731661,155785279.5,6190717.5,133,1897,1
xai,405,70912966232,5440978,652955,42973076,7285.894600000002,0.7664,9894141848,602540318,45382173,8567502226,105640880,5978688,127,684,1
xiaomi,256,110636587115,29355528.5,3649201.75,196444683.75,2188474.597,0.72505,5468071093.5,473740972,27321645,4616834464,32024103.5,3999820.5,103,936.5,2
zhipu,701,483684504483,45531811,3766321,281593271,304312.95809999976,11.0896,7167159540,490132691,33844787,6002071572,84268799,3948211,107,519,2