Notes

A news scan found the following data line for the USMV QLV90802 simulation: block interval and current indicators are given by the following numbers. The block mean confidence interval percentage is -0.4781382859370451 and -0.008777382124063692. The simulated 12-month profit and loss for Q is -15.799182891955628, -5.95455747131102, and 3.4655803730368575. The simulated loss percentage is 84.38. The holdout exit reasons are stop 21 times, target 10 times, same bar breakeven 6 times, gap stop 4 times, and time 3 times. The close price is 100.8. The average true range over 14 periods, or atr14, is 0.7171357142857145. The atr percentage, or atr_pct, is 0.7114441609977327. The moving average over 100 periods, or ma100, is 96.939. The momentum over 63 periods, or mom63, is 5.726872246696035. The max whole is 2. The risk per share as measured by atr is 0.7171357142857145. The nominal target price is 101.87570357142857 and the nominal stop price is 100.08286428571428. QLV90802 diagnostics.py seed90803 ; https://runway.adityaperswal.workers.dev/data/stock-bars

A news scan found the following data line for SPLV QLV90802 simulation: the block mean confidence interval percentage is -0.47147626175392443 and -0.00257552758224461, the 12 month simulated profit and loss is -16.017940453983904, -5.938522551175568, and 3.5874491876936645. The simulated loss percentage is 84.3. The holdout exit reasons are stop 20 times, same bar breakeven 9 times, target 7 times, time 4 times, and gap stop 2 times. The current close price is 74.74. The average true range over 14 days, or atr14, is 0.6814285714285739, which is 0.9117320998509152 percent of the current price, or atr_pct. The moving average over 100 days, or ma100, is 74.4079. The momentum over 63 days, or mom63, is 2.2994798795510363. The maximum whole number, or maxwhole, is 2. The risk per share based on the average true range, or riskper_share_atr, is 0.6814285714285739. The nominal target price is 75.76214285714286 and the nominal stop price is 74.05857142857143. QLV90802 diagnostics.py seed90803 ; https://runway.adityaperswal.workers.dev/data/stock-bars

A data scan found the following measurements for QLV90802 parents: there are three sets of measurements. The first set is for the period from January 4, 2016 to December 31, 2020, with 1259 data points for the symbol EEM, which had a return of 82.74 percent, a drawdown of 38.19 percent, a volatility of 21.95 percent, a beta of 1.00, and an alpha zero rf pct of -0.02 percent. The second set is for the period from January 4, 2021 to December 31, 2025, with 1255 data points for the symbol EEM, which had a return of 16.62 percent, a drawdown of 39.82 percent, a volatility of 18.27 percent, a beta of 0.99, and an alpha zero rf pct of -0.40 percent. The third set is for the period from January 2, 2026 to September 4, 2026, with 170 data points for the symbol EEM, which had a return of 23.31 percent, a drawdown of 14.24 percent, a volatility of 28.42 percent, a beta of 0.99, and an alpha zero rf pct of -3.07 percent. https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 vectorbt study.py

A data scan found the following measurements for QLV90802 parents: there are three sets of measurements. The first set is for the train period of symbol EFA, which started on 2016-01-04 05:00:00+00:00 and ended on 2020-12-31 05:00:00+00:00, with 1259 data points, a return percentage of 45.45423770520611, a drawdown of 34.204643164230255, a volatility of 18.741333030210498, a beta of 1.0000450213696646, and an alpha zero risk free percentage of -0.020294673381773085. The second set is for the holdout period of symbol EFA, which started on 2021-01-04 05:00:00+00:00 and ended on 2025-12-31 05:00:00+00:00, with 1255 data points, a return percentage of 50.48832177109506, a drawdown of 29.532497149372837, a volatility of 16.03498340676162, a beta of 0.9992749117252295, and an alpha zero risk free percentage of -0.4189417447858307. The third set is for the recent period of symbol EFA, which started on 2026-01-02 05:00:00+00:00 and ended on 2026-09-04 04:00:00+00:00, with 170 data points, a return percentage of 13.20510525291384, a drawdown of 11.421978655898446, a volatility of 17.54930005574859, a beta of 0.994606649546434, and an alpha zero risk free percentage of -1.731730229064825. https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 vectorbt study.py

A data scan found the following measurements for QLV90802 parents: there are three periods of data. The first period is called train and it is for the symbol SPY, which started on 2016-01-04 05:00:00+00:00 and ended on 2020-12-31 05:00:00+00:00, with 1259 data points, a return percentage of 103.22045968890264, a drawdown of 33.79381911340275, a volatility, or vol, of 18.347630828427718, a beta of 0.9999680861940043, and an alpha zero rf percentage, which is a measure of performance, of -0.01963904842383962. The second period is called holdout, also for the symbol SPY, which started on 2021-01-04 05:00:00+00:00 and ended on 2025-12-31 05:00:00+00:00, with 1255 data points, a return percentage of 94.25626181400352, a drawdown of 24.49606194099595, a vol of 17.11949248066145, a beta of 1.000433208487748, and an alpha zero rf percentage of -0.10177728616468235. The third period is called recent, again for the symbol SPY, which started on 2026-01-02 05:00:00+00:00 and ended on 2026-09-04 04:00:00+00:00, with 170 data points, a return percentage of 12.697186309725808, a drawdown of 8.879990748503852, a vol of 13.419105152843905, a beta of 0.9998085188823955, and an alpha zero rf percentage of -1.1122986495971838. https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 vectorbt study.py

A data scan found the following measurements for QLV90802 parents: there are three sets of measurements. The first set is for the train period of the symbol EEMV, which started on 2016-01-04 05:00:00+00:00 and ended on 2020-12-31 05:00:00+00:00, with 1259 data points, a return percentage of 45.821769624425144, a drawdown of 31.553030303030372, a volatility, or vol, of 15.922460685638947, a beta, which measures volatility compared to the market, of 0.7033458678408749, and an alpha zero rf percentage, which measures performance compared to a risk-free rate, of -1.3880790906602305. The second set is for the holdout period of the symbol EEMV, which started on 2021-01-04 05:00:00+00:00 and ended on 2025-12-31 05:00:00+00:00, with 1255 data points, a return percentage of 17.578673009516535, a drawdown of 21.98321091290668, a volatility of 11.292580415058678, a beta of 0.575905132450329, and an alpha zero rf percentage of 0.9193519969335949. The third set is for the recent period of the symbol EEMV, which started on 2026-01-02 05:00:00+00:00 and ended on 2026-09-04 04:00:00+00:00, with 170 data points, a return percentage of 19.618624067954656, a drawdown of 9.500909799844026, a volatility of 19.673823017656268, a beta of 0.6618607900581581, and an alpha zero rf percentage of 2.9341606844373804. https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 vectorbt study.py

A data scan found the following measurements for QLV90802 parents: there are three sets of measurements for the symbol EFAV. The first set is for the train period, which started on 2016-01-04 05:00:00+00:00 and ended on 2020-12-31 05:00:00+00:00, with 1259 data points, a return percentage of 33.15953860085068, a drawdown of 27.477904040404034, a volatility, or vol, of 14.410529549015987, a beta of 0.7323146376277618, and an alpha zero rf percentage, which is a measure of performance, of 0.0022413976551790595. The second set is for the holdout period, which started on 2021-01-04 05:00:00+00:00 and ended on 2025-12-31 05:00:00+00:00, with 1255 data points, a return percentage of 33.79928598845362, a drawdown of 27.455552317108744, a vol of 11.609403575519652, a beta of 0.6550401910661086, and an alpha zero rf percentage of 0.023990414613229483. The third set is for the recent period, which started on 2026-01-02 05:00:00+00:00 and ended on 2026-09-04 04:00:00+00:00, with 170 data points, a return percentage of 11.12620937256196, a drawdown of 6.658790677693027, a vol of 11.623275820360586, a beta of 0.5080862909065579, and an alpha zero rf percentage of 5.25408911044875. https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 vectorbt study.py

A data scan found the following information about the USMV symbol: for the train period from 2016-01-04 05:00:00+00:00 to 2020-12-31 05:00:00+00:00, there were 1259 data points, with a return percentage of 81.40978398732332, a drawdown of 33.071748878923756, a volatility, or vol, of 16.02944078822933, a beta, which measures volatility compared to the market, of 0.8142454331781649, and an alpha zero rf percentage, which measures return compared to a risk-free rate, of 0.32799390477560497. For the holdout period from 2021-01-04 05:00:00+00:00 to 2025-12-31 05:00:00+00:00, there were 1255 data points, with a return percentage of 50.061487566146724, a drawdown of 17.9231485174845, a vol of 12.551699441804958, a beta of 0.6208620136411566, and an alpha zero rf percentage of -0.3070958535800599. For the recent period from 2026-01-02 05:00:00+00:00 to 2026-09-04 04:00:00+00:00, there were 170 data points, with a return percentage of 7.431227519116561, a drawdown of 6.4565956132221825, a vol of 8.873243704124901, a beta of 0.3292531940149217, and an alpha zero rf percentage of 4.52103915460995. https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 vectorbt study.py

A data scan found the following measurements for the symbol SPLV: during the training period from 2016-01-04 05:00:00+00:00 to 2020-12-31 05:00:00+00:00, the return percentage was 63.73521465397104, the drawdown was 36.259259259259224, the volatility, or vol, which is a measure of how much the price of a security moves, was 17.26001505168495, the beta, which is a measure of how much a security's price moves compared to the overall market, was 0.8276159603911938, and the alpha zero rf percentage, which is a measure of a security's performance compared to a risk-free investment, was -1.696572505523388. During the holdout period from 2021-01-04 05:00:00+00:00 to 2025-12-31 05:00:00+00:00, the return percentage was 40.31848278624446, the drawdown was 17.26539009336918, the volatility was 12.550622383308896, the beta was 0.49404021338578047, and the alpha zero rf percentage was 0.23318053109773457. During the recent period from 2026-01-02 05:00:00+00:00 to 2026-09-04 04:00:00+00:00, the return percentage was 6.073193071622171, the drawdown was 7.416111763937794, the volatility was 10.941084687590791, the beta was 0.0029176813960540334, and the alpha zero rf percentage was 9.278272802473538. https://runway.adityaperswal.workers.dev/data/stock-bars ; QLV90802 vectorbt study.py

A data scan found the following crypto measurements: for XTZ/USD on 2026-09-07, the close price was 0.235071, with a 63-day momentum of -5.554149340083169, which is a measure of price change over time, a 63-day volume of 54.04873811626968, a 20-day daily value of 112.0793097446242, and 18 days with zero volume. For YFI/USD on 2026-09-07, the close price was 2281.015, with a 63-day momentum of -15.358240828526437, a 63-day volume of 70.31835459497161, a 20-day daily value of 142.96853020224324, and 47 days with zero volume. For USDG/USD on 2026-09-04, the close price was 1, with a 63-day momentum of 0, a 63-day volume of 0.9608461198971093, a 20-day daily value of 213.588125, and 44 days with zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements on September 7, 2026: for USDT/USD, the closing price was 0.9995975, with a momentum, which is a measure of price change, of 0.06777316112744902 over 63 periods, a volume, which is the amount of trading, of 15.59872236786301 over 63 periods, a daily volume of 3527.613284485692 over 20 periods, and 8 days with zero volume. For WIF/USD, the closing price was 0.2161, with a momentum of 26.083024592315994 over 63 periods, a volume of 84.8031426059052 over 63 periods, a daily volume of 333.65603462133856 over 20 periods, and 30 days with zero volume. For XRP/USD, the closing price was 1.397, with a momentum of 22.11805327913634 over 63 periods, a volume of 68.56978931951157 over 63 periods, a daily volume of 47725.31008614472 over 20 periods, and 0 days with zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements from September 7, 2026: RENDER traded at 1.543915 USD with a momentum of -4.4045076003839 over 63 periods, volume of 52.40885566689431 over 63 periods, and daily volume of 371.326730464864 over 20 periods, with 17 days of zero volume. SHIB traded at 0.000005435 USD with a momentum of 23.66325369738338 over 63 periods, volume of 84.48008372014574 over 63 periods, and daily volume of 886.3974320222555 over 20 periods, with 2 days of zero volume. SKY traded at 0.0688726 USD with a momentum of 22.62329523199089 over 63 periods, volume of 61.965628191498475 over 63 periods, and daily volume of 213.15506839782984 over 20 periods, with 13 days of zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements from September 7, 2026: three cryptocurrencies were measured, which are USDC, PEPE, and POL, traded against the US dollar. The measurements for each cryptocurrency are as follows: for USDC, the closing price was 0.999755, the 63-day momentum was 0, the 63-day volume was 0.10940155862601662, the 20-day daily value was 1206524.4085819235, and there were 4 days with zero volume. For PEPE, the closing price was 0.00000362, the 63-day momentum, which is a measure of the speed of price changes, was 32.3583180987203, the 63-day volume was 97.19565761635212, the 20-day daily value was 1303.992048436356, and there was 1 day with zero volume. For POL, the closing price was 0.09500555, the 63-day momentum was 27.074775793000594, the 63-day volume was 76.10285693887606, the 20-day daily value was 225.53814492180447, and there were 36 days with zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements for September 7, 2026: the SUSHI/USD symbol had a close price of 0.23825, the TRUMP/USD symbol had a close price of 2.30346, and the UNI/USD symbol had a close price of 6.85844, with various other measurements including momentum, volume, and zero volume counts. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements for September 7, 2026: FIL/USD closed at 0.836525, PAXG/USD closed at 4424.4795, and SOL/USD closed at 103.8095. The measurements include momentum, or mom63, which is a measure of price change over time, and volume, or vol63, which is a measure of trading activity over time. The details are as follows: FIL/USD had a mom63 of 5.316664463455023, a vol63 of 74.20599988598984, a daily volume, or dv20, of 261.6134279458918, and 16 days with zero volume. PAXG/USD had a mom63 of 6.622532196262032, a vol63 of 25.07650993234783, a dv20 of 12186.77108336868, and 7 days with zero volume. SOL/USD had a mom63 of 26.769326584318943, a vol63 of 52.70607412390411, a dv20 of 56553.77584743187, and 0 days with zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following crypto measurements from September 7, 2026: the symbol LINK/USD had a close price of 12.75, a momentum, which is a measure of price change, of 59.05004088521642 over 63 periods, a volume, which is the amount of trading, of 64.75658608989168 over 63 periods, a daily volume, which is the amount of trading in one day, of 15099.990571150549 over 20 days, and zero trading days with no volume. The symbol LTC/USD had a close price of 55.20535, a momentum of 23.253739674034392, a volume of 45.77595649870827, a daily volume of 2676.788656190998, and zero trading days with no volume. The symbol ONDO/USD had a close price of 0.38375, a momentum of 15.316771791489248, a volume of 82.71119250459252, a daily volume of 727.9276222806034, and 16 trading days with no volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements from September 7, 2026: for GRT/USD, the closing price was 0.01934395, with a momentum, which is a measure of price change, of 5.104458148822277 over 63 periods, a volume, which is the amount of trading, of 70.3370115135175 over 63 periods, a daily value, which is a measure of daily trading activity, of 1492.5883276251059 over 20 days, and 4 days with zero volume. For HYPE/USD, the closing price was 85.155, with a momentum of 20.647761807272435, a volume of 76.3642385387001, a daily value of 4277.093606806461, and 16 days with zero volume. For LDO/USD, the closing price was 0.39325, with a momentum of 39.901810807926275, a volume of 86.30708897261424, a daily value of 112.10539289378184, and 37 days with zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements on September 7, 2026: for DOGE/USD, the closing price was 0.09049485, with a momentum, which is a measure of price change, of 18.13802570333658 over 63 periods, a volume, which is the amount of trading, of 60.07709215852073 over 63 periods, and a daily volume, which is the amount of trading in one day, of 6755.9124688149 over 20 days, with no days of zero trading volume. For DOT/USD, the closing price was 1.0625, with a momentum of 20.16036460895576 over 63 periods, a volume of 62.16448294318104 over 63 periods, and a daily volume of 4588.3383733969395 over 20 days, with no days of zero trading volume. For ETH/USD, the closing price was 2490.4615, with a momentum of 38.48218289772816 over 63 periods, a volume of 59.02281276075806 over 63 periods, and a daily volume of 76239.74850463506 over 20 days, with no days of zero trading volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements on September 7, 2026: AVAX/USD closed at 8.0753, BAT/USD closed at 0.0743235, and BTC/USD closed at 79096.805. The measurements include momentum, or mom63, which is a measure of price change over time, and volume, or vol63, which is a measure of trading activity over time. The details are as follows: AVAX/USD had a mom63 of 16.63651562257393, vol63 of 56.39718086633246, dv20 of 4839.549621845136, and zero_volume of 0. BAT/USD had a mom63 of -16.41061688129112, vol63 of 53.07959531310891, dv20 of 99.84217131498059, and zero_volume of 23. BTC/USD had a mom63 of 23.55645938178972, vol63 of 39.23515989196104, dv20 of 230180.5406333001, and zero_volume of 0. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements on 2026-09-07: for CRV/USD, the closing price was 0.3692665, with a momentum, which is a measure of price change, of 71.09533186609522 over 63 periods, a volume, which is the amount of trading, of 93.78126322254371 over 63 periods, a daily value, which is a measure of trading activity, of 2700.7441004255306 over 20 days, and 6 days with zero volume. For AAVE/USD, the closing price was 132.15, with a momentum of 40.32386514467747, a volume of 90.20160445380206, a daily value of 7866.794077653536, and 0 days with zero volume. For ARB/USD, the closing price was 0.169448, with a momentum of 111.17212819028519, a volume of 143.49916956630548, a daily value of 2731.7602389926433, and 16 days with zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following cryptocurrency measurements on September 7, 2026: for ADA/USD, the closing price was 0.220357, with a 63-day momentum of 19.70068987995002, a 63-day volume of 73.49817315546423, a 20-day daily value of 5076.595840807538, and 8 days with zero volume. For BCH/USD, the closing price was 259.09, with a 63-day momentum of 7.096280833738056, a 63-day volume of 83.55037549154142, a 20-day daily value of 3826.67730850342, and no days with zero volume. For BONK/USD, the closing price was 0.00000314, with a 63-day momentum of -28.717366628830877, a 63-day volume of 102.97578032420614, a 20-day daily value of 230.33061766729156, and 16 days with zero volume. https://runway.adityaperswal.workers.dev/data/crypto-bars ; https://alpaca.markets/support/what-cryptocurrencies-does-alpaca-currently-support

A data scan found the following stock measurements on September 4, 2026: PETR4.SA closed at 47.11 in Brazilian Real, with a 63-day momentum of 14.29 and a 63-day volume of 29.20, and VALE3.SA closed at 78.62 in Brazilian Real, with a 63-day momentum of 0.70 and a 63-day volume of 24.58. https://query1.finance.yahoo.com/v8/finance/chart/

A data scan found the following stock measurements from September 4 to 7, 2026. The measurements are for three stocks: SHOP.TO, RELIANCE.NS, and TCS.NS. The data includes the symbol, currency, number of measurements, date, close price, 63-day momentum, 63-day volatility, and 20-day average daily volume. The measurements are as follows: SHOP.TO in Canadian dollars had a close price of 200.76 on September 4, 2026, at 13:30:00, with a 63-day momentum of 31.40, a 63-day volatility of 58.24, and a 20-day average daily volume of 355,689,304. RELIANCE.NS in Indian rupees had a close price of 1309.5 on September 7, 2026, at 03:45:00, with a 63-day momentum of 4.03, a 63-day volatility of 18.60, and a 20-day average daily volume of 12,919,567,470. TCS.NS in Indian rupees had a close price of 2270 on September 7, 2026, at 03:45:00, with a 63-day momentum of 5.39, a 63-day volatility of 32.53, and a 20-day average daily volume of 5,195,770,128. Momentum refers to the speed of price change, volatility refers to the amount of price change, and average daily volume refers to the average number of shares traded per day. https://query1.finance.yahoo.com/v8/finance/chart/

A data scan found the following stock measurements: BHP.AX closed at 62.93 Australian dollars on 2026-09-07, with a momentum of 4.53 over 63 days, a volume of 30.34 over 63 days, and a daily volume of 460,444,052. CBA.AX closed at 161.54 Australian dollars on 2026-09-07, with a momentum of 0.81 over 63 days, a volume of 18.09 over 63 days, and a daily volume of 333,495,306. RY.TO closed at 291.48 Canadian dollars on 2026-09-04, with a momentum of 7.72 over 63 days, a volume of 16.90 over 63 days, and a daily volume of 762,060,407. https://query1.finance.yahoo.com/v8/finance/chart/

A data scan found the following stock measurements: for AZN.L, the closing price was 12006 GBp on 2026-09-04, with a momentum, which is a measure of price change, of -13.062997827661116 over 63 days, and a volatility, which is a measure of price stability, of 34.228825533910516 over 63 days. For SHEL.L, the closing price was 3437 GBp on 2026-09-04, with a momentum of 5.982115325316073 over 63 days, and a volatility of 23.508595613315133 over 63 days. For HSBA.L, the closing price was 1580.199951171875 GBp on 2026-09-04, with a momentum of 15.242124230049846 over 63 days, and a volatility of 22.081067410238997 over 63 days. https://query1.finance.yahoo.com/v8/finance/chart/