# FTA
Technical Analysis On Finance Data
## install
`pip install fta`
## example usage
```python
import fta
import vectorbt as vbt
yf_data = vbt.YFData.download(
"TSLA",
start='2022-02-25 09:30:00 -0400',
end='2022-03-01 09:35:00 -0400',
interval='1m'
)
price = yf_data.get()
ta = fta.TA_Features()
ta.get_all_indicators(price)
```
last 10 result:
| | open | high | low | close | volume | close time | quote volume | number of trades | taker base volume | taker quote volume | accbl_20 | accbm_20 | accbu_20 | amate_lr_8_21_2 | amate_sr_8_21_2 | obv | obv_min_2 | obv_max_2 | obve_4 | obve_12 | aobv_lr_2 | aobv_sr_2 | cg_10 | copc_11_14_10 | dec_1 | dcl_20_20 | dcm_20_20 | dcu_20_20 | efi_13 | eom_14_100000000 | fwma_10 | isa_9 | isb_26 | its_9 | iks_26 | ics_26 | inc_1 | kcle_20_2 | kcbe_20_2 | kcue_20_2 | kst_10_15_20_30_10_10_10_15 | ksts_9 | kurt_30 | ldecay_5 | logret_1 | mad_30 | median_30 | midpoint_2 | midprice_2 | pctret_1 | pvol | pvt | pwma_10 | qtl_30_0.5 | rma_10 | rvi_14 | sinwma_14 | skew_30 | slope_1 | swma_10 | t3_10_0.7 | tsi_13_25_13 | tsis_13_25_13 | uo_7_14_28 | var_30 | vtxp_14 | vtxm_14 | low_close | mean_close | high_close | pos_volume | neg_volume | total_volume | vwap_d | zs_30 | ad | adosc | adx | adxr | ao | apo | aroon_down | aroon_up | aroonosc | atr | avgprice | bbands_lower | bbands_middle | bbands_upper | bop | cci | cmo | cvi | dema | di_plus | di_minus | dm_plus | dm_minus | dpo | dx | ema | emv | fisher_line | fisher_signal | fosc | hma | kama | kvo | linreg | linregintercept | linregslope | macd_line | macd_signal | macd_histogram | marketfi | mass | md | mfi | mom | msw_sine | msw_lead | natr | nvi | obv_2 | ppo | psar | pvi | qstick | roc | rocr | rsi | sma | stderr | stoch_line | stoch_ma | tema | tr | trima | trix | tsf | typprice | ultosc | vhf | vidya | vosc | vwma | wad | wcprice | wilders | willr | wma | zlema |
|:--------------------------|--------:|--------:|--------:|--------:|---------:|:---------------------------------|-----------------:|-------------------:|--------------------:|---------------------:|-----------:|-----------:|-----------:|------------------:|------------------:|--------:|------------:|------------:|---------:|----------:|------------:|------------:|---------:|----------------:|--------:|------------:|------------:|------------:|----------:|-------------------:|----------:|--------:|---------:|--------:|---------:|---------:|--------:|------------:|------------:|------------:|------------------------------:|---------:|-----------:|-----------:|-------------:|---------:|------------:|-------------:|-------------:|-------------:|-----------------:|--------:|----------:|-------------:|---------:|---------:|------------:|----------:|----------:|----------:|------------:|---------------:|----------------:|-------------:|---------:|----------:|----------:|------------:|-------------:|-------------:|-------------:|-------------:|---------------:|---------:|---------:|---------:|-----------:|--------:|--------:|----------:|---------:|-------------:|-----------:|-----------:|--------:|-----------:|---------------:|----------------:|---------------:|-----------:|----------:|---------:|---------:|--------:|----------:|-----------:|----------:|-----------:|---------:|--------:|--------:|-----------:|--------------:|----------------:|-----------:|--------:|--------:|-----------:|---------:|------------------:|--------------:|------------:|--------------:|-----------------:|-----------:|--------:|--------:|--------:|--------:|-----------:|-----------:|----------:|--------:|--------:|-----------:|--------:|--------:|---------:|-------------:|---------:|--------:|--------:|---------:|-------------:|-----------:|--------:|-------:|--------:|------------:|--------:|-----------:|---------:|---------:|--------:|---------:|--------:|--------:|----------:|----------:|---------:|--------:|--------:|
| 2022-03-02 06:57:00+00:00 | 43922.6 | 43955.3 | 43880.6 | 43940.5 | 55.8526 | 2022-03-02 06:57:59.999000+00:00 | 2.45229e+06 | 1441 | 26.6534 | 1.17015e+06 | 43921.2 | 44040.9 | 44157.8 | 0 | 1 | 654.032 | 598.179 | 654.032 | 647.434 | 659.637 | 0 | 1 | -5.50214 | -0.342771 | 0 | 43880.6 | 43991.4 | 44102.3 | -412.507 | -2.55079e+09 | 43964 | nan | nan | 43977.3 | 43991.4 | nan | 1 | 43930.5 | 44031.4 | 44132.2 | -198.256 | -183.229 | 2.28018 | 43940.5 | 0.000406314 | 31.2689 | 44058.7 | 43931.5 | 43926.1 | 0.000406397 | 2.45419e+06 | 257.656 | 44039.5 | 44058.7 | 44028.9 | 39.9081 | 44035.1 | -1.27163 | 17.85 | 44025.7 | 44027.7 | -25.7024 | -19.8497 | 47.7871 | 2082.08 | 0.77209 | 1.21082 | nan | nan | nan | nan | nan | nan | 44230.5 | -2.46775 | -694.91 | 8.2407 | 45.6375 | 38.2942 | -72.372 | -13.9264 | 100 | 0 | -100 | 48.3004 | 43924.8 | 43948.7 | 44040.9 | 44133.1 | 0.238726 | -232.24 | -36.4605 | 29.4623 | 44012.8 | 8.21072 | 42.4275 | 55.5213 | 286.897 | 47.1054 | 67.5711 | 44148.4 | -245721 | -1.22179 | -0.74804 | -0.0964647 | 44071.4 | 44034.5 | -102.792 | 43978.4 | 44062.8 | -5.18697 | -34.7959 | -26.1356 | -8.66039 | 1.33799 | 25.6649 | 38.0646 | 18.8715 | -77.1 | -0.894256 | -0.315864 | 0.109922 | 978.806 | 621.355 | -0.0832833 | 44046.9 | 1031.54 | -2.1725 | -0.00175157 | 0.998248 | 32.1332 | 44266.5 | 11.7552 | 19.3874 | 30.4223 | 44089.9 | 74.73 | 44187.2 | -0.0088084 | 43948.9 | 43925.5 | 47.7871 | 0.373064 | 44004.4 | 9.98053 | 44146.5 | -462.14 | 43929.2 | 44147.6 | -72.0223 | 44063.1 | 44112.4 |
| 2022-03-02 06:58:00+00:00 | 43940.5 | 43964 | 43940.4 | 43950.3 | 23.5556 | 2022-03-02 06:58:59.999000+00:00 | 1.03537e+06 | 845 | 7.73097 | 339787 | 43919.7 | 44036.7 | 44151.1 | 0 | 1 | 677.588 | 654.032 | 677.588 | 659.496 | 662.398 | 1 | 0 | -5.50269 | -0.386562 | 0 | 43880.6 | 43991.4 | 44102.3 | -320.532 | -2.30011e+09 | 43958.6 | nan | nan | 43977.3 | 43991.4 | nan | 1 | 43927.9 | 44023.6 | 44119.4 | -202.693 | -182.818 | 1.2397 | 43950.3 | 0.000223459 | 34.6982 | 44057.1 | 43945.4 | 43922.3 | 0.000223484 | 1.03528e+06 | 258.183 | 44022.6 | 44057.1 | 44021 | 52.7946 | 44025.9 | -1.0946 | 9.82 | 44013.2 | 44017 | -26.6921 | -20.8272 | 49.4287 | 2381.49 | 0.838736 | 1.18733 | nan | nan | nan | nan | nan | nan | 44230 | -2.01187 | -698.775 | 8.83517 | 46.8879 | 39.6449 | -87.6127 | -14.6109 | 92.8571 | 14.2857 | -78.5714 | 46.5303 | 43948.8 | 43936.4 | 44036.7 | 44137 | 0.417092 | -146.022 | -30.7245 | 19.8171 | 44005.1 | 9.23905 | 40.8956 | 60.1855 | 266.404 | 123.68 | 63.1431 | 44144.5 | 341832 | -1.36075 | -1.22179 | -0.0216988 | 44067 | 44029.8 | -62.3741 | 43975.5 | 44069.4 | -4.98999 | -36.6471 | -28.2379 | -8.40924 | 0.998487 | 25.6395 | 43.3941 | 23.7767 | -73.76 | -0.83589 | -0.202935 | 0.10587 | 979.025 | 644.91 | -0.0876921 | 44030.3 | 1031.54 | -2.00495 | -0.00167545 | 0.998325 | 34.2879 | 44264.5 | 11.2053 | 23.7458 | 23.2329 | 44084.1 | 23.52 | 44184.6 | -0.00958802 | 43926 | 43951.6 | 49.4287 | 0.357127 | 43993 | 12.1859 | 44142.9 | -452.31 | 43951.2 | 44143.6 | -67.4318 | 44057 | 44107.1 |
| 2022-03-02 06:59:00+00:00 | 43950.3 | 43950.3 | 43926.2 | 43927.3 | 19.4608 | 2022-03-02 06:59:59.999000+00:00 | 855138 | 565 | 8.12693 | 357108 | 43917.7 | 44028.4 | 44140.5 | 0 | 1 | 658.127 | 658.127 | 677.588 | 658.948 | 661.741 | 1 | 0 | -5.50324 | -0.436811 | 1 | 43880.6 | 43991.4 | 44102.3 | -338.712 | -1.91856e+09 | 43946.4 | nan | nan | 43977.3 | 43991.4 | nan | 0 | 43923.3 | 44014.5 | 44105.7 | -217.516 | -184.606 | 0.696435 | 43950.1 | -0.000523683 | 37.7646 | 44055.5 | 43938.8 | 43945.1 | -0.000523546 | 854858 | 257.164 | 43996.3 | 44055.5 | 44011.6 | 41.9908 | 44015.2 | -1.09861 | -23.01 | 43995.8 | 44005 | -28.3483 | -21.9017 | 46.1062 | 2666.45 | 0.87362 | 1.22762 | nan | nan | nan | nan | nan | nan | 44229.6 | -2.22225 | -716.461 | 2.64788 | 48.1674 | 40.8704 | -103.3 | -15.5682 | 85.7143 | 7.14286 | -78.5714 | 44.9296 | 43938.5 | 43921 | 44028.4 | 44135.8 | -0.954395 | -141.982 | -48.1493 | -2.61656 | 43996.2 | 8.88477 | 41.5977 | 55.8865 | 261.655 | 175.735 | 64.8005 | 44140.2 | -173271 | -1.47763 | -1.36075 | -0.033554 | 44062.3 | 44020.8 | -52.3341 | 43970.5 | 44073 | -4.88678 | -39.4161 | -30.4735 | -8.94256 | 1.23942 | 25.557 | 48.3284 | 24.2785 | -128.3 | -0.760177 | -0.0781073 | 0.102282 | 978.512 | 625.449 | -0.0943223 | 44015.3 | 1031.54 | -2.5215 | -0.00291223 | 0.997088 | 31.7446 | 44261.9 | 10.9126 | 27.4526 | 23.5286 | 44077.7 | 24.12 | 44181.9 | -0.0104296 | 43900.1 | 43934.6 | 46.1062 | 0.314604 | 43979.5 | 9.17662 | 44139.9 | -475.33 | 43932.7 | 44139.3 | -78.1881 | 44050.3 | 44101.4 |
| 2022-03-02 07:00:00+00:00 | 43927.3 | 43965.7 | 43912.4 | 43955.2 | 24.4672 | 2022-03-02 07:00:59.999000+00:00 | 1.07526e+06 | 982 | 13.5451 | 595251 | 43906.8 | 44021.7 | 44137.1 | 0 | 1 | 682.594 | 658.127 | 682.594 | 668.406 | 664.949 | 1 | 0 | -5.5029 | -0.45395 | 0 | 43880.6 | 43991.4 | 44102.3 | -192.841 | -2.39934e+09 | 43949.5 | nan | nan | 43970.9 | 43991.4 | nan | 1 | 43916.2 | 44008.8 | 44101.5 | -232.917 | -188.755 | 0.124341 | 43955.2 | 0.000634712 | 39.1587 | 44054.5 | 43941.2 | 43939 | 0.000634913 | 1.07546e+06 | 258.717 | 43969.1 | 44054.5 | 44006 | 52.812 | 44004.6 | -1.1249 | 27.89 | 43977.5 | 43992.9 | -27.7522 | -22.7375 | 48.6291 | 2624.58 | 0.751293 | 1.19838 | nan | nan | nan | nan | nan | nan | 44229.1 | -1.58174 | -701.649 | 4.58909 | 48.7719 | 41.8146 | -107.24 | -15.6701 | 78.5714 | 0 | -78.5714 | 45.5253 | 43940.1 | 43913.5 | 44021.7 | 44130 | 0.523559 | -107.98 | -34.666 | 7.51048 | 43989.9 | 10.5553 | 38.1209 | 67.2746 | 242.966 | 148.077 | 56.6306 | 44136.5 | 17526.5 | -1.56272 | -1.47763 | 0.0653241 | 44057.4 | 44014.6 | -22.8256 | 43966.7 | 44054.6 | -4.7993 | -39.058 | -32.1904 | -6.86757 | 2.1772 | 25.5667 | 48.7906 | 26.5933 | -98.53 | -0.657327 | 0.0680788 | 0.103572 | 978.512 | 649.917 | -0.0933878 | 44001.9 | 1032.2 | -2.18045 | -0.00223659 | 0.997763 | 37.7698 | 44259.7 | 10.71 | 30.5698 | 27.2561 | 44072.3 | 53.27 | 44179.1 | -0.011096 | 43900.2 | 43944.4 | 48.6291 | 0.283051 | 43974.8 | 17.0979 | 44136.6 | -432.57 | 43947.1 | 44135.6 | -62.6709 | 44045 | 44096.5 |
| 2022-03-02 07:01:00+00:00 | 43955.2 | 43961.8 | 43946.8 | 43948.8 | 9.45334 | 2022-03-02 07:01:59.999000+00:00 | 415534 | 560 | 4.36364 | 191809 | 43903.9 | 44015.1 | 44128.2 | 0 | 1 | 673.141 | 673.141 | 682.594 | 670.3 | 666.209 | 1 | 0 | -5.50241 | -0.478801 | 1 | 43880.6 | 43991.4 | 44102.3 | -173.908 | -2.13829e+09 | 43948.9 | nan | nan | 43970.9 | 43991.4 | nan | 0 | 43916.4 | 44003.1 | 44089.8 | -247.574 | -195.689 | -0.38888 | 43955 | -0.000145158 | 41.8082 | 44053 | 43952 | 43939 | -0.000145148 | 415463 | 258.58 | 43950.4 | 44053 | 44000.3 | 43.677 | 43994.3 | -0.9882 | -6.38 | 43963.1 | 43981.6 | -27.5289 | -23.4219 | 48.5768 | 2729.45 | 0.822257 | 1.18353 | nan | nan | nan | nan | nan | nan | 44228.9 | -1.57779 | -708.583 | 2.75972 | 49.3332 | 42.9861 | -98.9418 | -15.7799 | 71.4286 | 0 | -71.4286 | 43.3457 | 43953.1 | 43906 | 44015.1 | 44124.1 | -0.425716 | -84.6171 | -33.7849 | 5.81206 | 43983.6 | 10.2942 | 37.178 | 62.4693 | 225.611 | 103.654 | 56.6306 | 44132.8 | 242139 | -1.47718 | -1.56272 | 0.0601552 | 44052.5 | 44008.1 | -2.02287 | 43961.4 | 44032.5 | -4.79371 | -38.8155 | -33.5154 | -5.30009 | 1.5878 | 25.4371 | 48.0657 | 29.4644 | -91.4 | -0.562495 | 0.186893 | 0.0986277 | 978.37 | 640.463 | -0.09275 | 43989.7 | 1032.2 | -2.5594 | -0.00207538 | 0.997925 | 36.9659 | 44257.2 | 10.6983 | 31.4661 | 29.8295 | 44066.8 | 15.01 | 44176.2 | -0.0116242 | 43903.9 | 43952.4 | 48.5768 | 0.284265 | 43970 | 15.1892 | 44135 | -445.58 | 43951.5 | 44131.9 | -64.7427 | 44039.7 | 44091.2 |
| 2022-03-02 07:02:00+00:00 | 43948.8 | 43948.8 | 43844.6 | 43848.3 | 63.5924 | 2022-03-02 07:02:59.999000+00:00 | 2.79014e+06 | 1337 | 13.7422 | 602949 | 43884.8 | 44004 | 44129.8 | 0 | 1 | 609.548 | 609.548 | 673.141 | 645.999 | 657.492 | 0 | 1 | -5.50289 | -0.5595 | 1 | 43844.6 | 43973.5 | 44102.3 | -1061.98 | -1.89415e+09 | 43910 | nan | nan | 43951.6 | 43973.5 | nan | 0 | 43890.1 | 43988.4 | 44086.6 | -279.549 | -208.423 | 0.781923 | 43948.6 | -0.00228914 | 48.9353 | 44048.2 | 43898.5 | 43903.2 | -0.00228653 | 2.78842e+06 | 244.039 | 43942.6 | 44048.2 | 43985.1 | 35.0663 | 43982.3 | -1.21212 | -100.49 | 43949.9 | 43968.9 | -30.9967 | -24.504 | 42.4063 | 3747.96 | 0.752777 | 1.1705 | nan | nan | nan | nan | nan | nan | 44227.4 | -2.86294 | -767.706 | -17.0515 | 50.7105 | 44.7394 | -97.2557 | -17.8874 | 100 | 21.4286 | -78.5714 | 47.6896 | 43897.6 | 43876.1 | 44004 | 44131.8 | -0.964766 | -152.487 | -43.0548 | 22.0116 | 43970 | 8.68822 | 46.6778 | 58.0072 | 311.646 | 69.3892 | 68.6153 | 44127.2 | -943039 | -1.67408 | -1.47718 | -0.159911 | 44047.1 | 43981.9 | -98.723 | 43947.7 | 44024.7 | -5.0799 | -45.725 | -35.9573 | -9.76763 | 1.63793 | 25.5731 | 54.8722 | 26.2593 | -210.26 | -0.54735 | 0.204745 | 0.10876 | 978.37 | 576.871 | -0.109426 | 43978.8 | 1029.84 | -3.0886 | -0.00477229 | 0.995228 | 27.1604 | 44254.1 | 11.421 | 24.7275 | 28.9211 | 44058.4 | 104.16 | 44173.2 | -0.0125498 | 43870.9 | 43880.6 | 42.4063 | 0.33565 | 43946.1 | 21.8165 | 44123.8 | -546.08 | 43872.5 | 44126.2 | -98.404 | 44030.7 | 44084.2 |
| 2022-03-02 07:03:00+00:00 | 43848.3 | 43911.6 | 43844.8 | 43890 | 50.8787 | 2022-03-02 07:03:59.999000+00:00 | 2.23206e+06 | 1266 | 13.2695 | 582201 | 43874.7 | 43995.4 | 44120.7 | 0 | 1 | 660.427 | 609.548 | 660.427 | 651.77 | 657.944 | 0 | 1 | -5.50227 | -0.58892 | 0 | 43844.6 | 43969.6 | 44094.5 | -607.321 | -1.88425e+09 | 43901.9 | nan | nan | 43940.1 | 43973.5 | nan | 1 | 43877.3 | 43979 | 44080.6 | -300.631 | -224.796 | 0.0891079 | 43890 | 0.000950099 | 53.9524 | 44042.1 | 43869.1 | 43896.7 | 0.00095055 | 2.23307e+06 | 248.876 | 43940.3 | 44042.1 | 43975.6 | 47.5464 | 43969.1 | -1.03455 | 41.68 | 43938.1 | 43955.6 | -30.9027 | -25.4181 | 45.9952 | 4269.03 | 0.82294 | 1.16598 | nan | nan | nan | nan | nan | nan | 44226.2 | -1.95534 | -749.716 | -17.8818 | 51.9894 | 45.5136 | -105.237 | -18.6446 | 92.8571 | 14.2857 | -78.5714 | 49.0546 | 43873.6 | 43861.3 | 43995.4 | 44129.6 | 0.623802 | -129.782 | -31.2992 | 20.4564 | 43960.5 | 7.84313 | 42.1375 | 53.8638 | 289.386 | 40.4559 | 68.6153 | 44122.5 | -243548 | -1.99755 | -1.67408 | 0.0192141 | 44041.5 | 43971 | -60.6723 | 43939 | 43992.9 | -5.17445 | -47.5171 | -38.2693 | -9.24782 | 1.31293 | 25.7056 | 55.5027 | 40.9281 | -145.53 | -0.462658 | 0.299727 | 0.111767 | 979.3 | 627.75 | -0.113691 | 43962.7 | 1029.84 | -2.66405 | -0.00330483 | 0.996695 | 34.8765 | 44251.4 | 11.6387 | 18.8746 | 25.0227 | 44051.5 | 66.8 | 44170.1 | -0.0134356 | 43872.2 | 43882.1 | 45.9952 | 0.328056 | 43935 | 6.22888 | 44117.8 | -500.87 | 43884.1 | 44121.5 | -80.2294 | 44023.5 | 44078.3 |
| 2022-03-02 07:04:00+00:00 | 43890 | 43905 | 43852 | 43890.6 | 25.6185 | 2022-03-02 07:04:59.999000+00:00 | 1.12432e+06 | 977 | 13.533 | 593920 | 43863.6 | 43987.3 | 44112.5 | 0 | 1 | 686.045 | 660.427 | 686.045 | 665.48 | 662.267 | 1 | 0 | -5.50155 | -0.62855 | 0 | 43844.6 | 43969.6 | 44094.5 | -518.255 | -2.41156e+09 | 43897.1 | nan | nan | 43908.1 | 43973.5 | nan | 1 | 43868.5 | 43970.6 | 44072.6 | -316.148 | -241.919 | -0.451016 | 43890.6 | 1.4354e-05 | 59.2031 | 44042.1 | 43890.3 | 43878.2 | 1.43541e-05 | 1.12441e+06 | 248.912 | 43936.1 | 44042.1 | 43967.1 | 56.8895 | 43955.4 | -0.87522 | 0.63 | 43928.6 | 43942.3 | -30.7942 | -26.1861 | 43.9713 | 4791.76 | 0.768642 | 1.24083 | nan | nan | nan | nan | nan | nan | 44225.6 | -1.76688 | -738.001 | -12.8683 | 53.177 | 46.2287 | -109.75 | -19.1341 | 85.7143 | 7.14286 | -78.5714 | 49.3385 | 43884.4 | 43848.5 | 43987.3 | 44126.2 | 0.0116915 | -114.483 | -41.5071 | 15.0097 | 43951.6 | 7.24099 | 38.9025 | 50.0164 | 268.715 | 69.5339 | 68.6153 | 44117.9 | 6520.47 | -2.36691 | -1.99755 | 0.0622139 | 44035.7 | 43962.8 | -20.8759 | 43929.8 | 43961.2 | -5.31925 | -48.3444 | -40.2843 | -8.06007 | 2.06999 | 25.7332 | 51.3538 | 39.5191 | -77.01 | -0.421792 | 0.342876 | 0.112413 | 979.314 | 653.368 | -0.115626 | 43948.8 | 1029.84 | -2.7077 | -0.00175152 | 0.998248 | 34.9886 | 44248.7 | 11.9298 | 13.804 | 19.1354 | 44044.7 | 53.03 | 44167 | -0.0142173 | 43878.8 | 43882.5 | 43.9713 | 0.338293 | 43926.6 | 4.57621 | 44114.2 | -462.23 | 43884.5 | 44116.9 | -79.9547 | 44016.7 | 44072.5 |
| 2022-03-02 07:05:00+00:00 | 43890.6 | 43918.4 | 43867.2 | 43918.4 | 29.79 | 2022-03-02 07:05:59.999000+00:00 | 1.30763e+06 | 861 | 20.7488 | 910735 | 43860.3 | 43979.1 | 44100.4 | 0 | 1 | 715.835 | 686.045 | 715.835 | 685.622 | 670.508 | 1 | 0 | -5.50106 | -0.624497 | 0 | 43844.6 | 43969.6 | 44094.5 | -326.08 | -2.39413e+09 | 43905 | nan | nan | 43905.1 | 43973.5 | nan | 1 | 43863.5 | 43965.6 | 44067.7 | -321.667 | -257.439 | -0.823441 | 43918.4 | 0.000632282 | 62.4329 | 44037.8 | 43904.5 | 43885.2 | 0.000632482 | 1.30833e+06 | 250.797 | 43925 | 44037.8 | 43962.2 | 63.7465 | 43943 | -0.709714 | 27.76 | 43921.5 | 43930.2 | -29.043 | -26.5943 | 50.0906 | 5048.31 | 0.749381 | 1.2139 | nan | nan | nan | nan | nan | nan | 44224.9 | -1.27171 | -708.222 | -0.172569 | 53.7588 | 46.7838 | -112.37 | -18.8216 | 78.5714 | 0 | -78.5714 | 49.4687 | 43898.6 | 43844.5 | 43979.1 | 44113.7 | 0.542807 | -85.5094 | -31.968 | 22.1137 | 43945.4 | 8.63806 | 36.0288 | 59.8238 | 249.521 | 39.5779 | 61.3223 | 44113.9 | 245839 | -2.25915 | -2.36691 | 0.143825 | 44029.8 | 43961.6 | 26.5431 | 43924.4 | 43944.6 | -5.31064 | -46.3689 | -41.5012 | -4.8677 | 1.71735 | 25.8226 | 44.2878 | 40.9183 | -4.25 | -0.342573 | 0.422085 | 0.112638 | 979.314 | 683.158 | -0.110788 | 43936.3 | 1030.49 | -2.38715 | -9.67611e-05 | 0.999903 | 39.898 | 44246.3 | 11.9129 | 24.6228 | 19.1005 | 44038.9 | 51.16 | 44163.8 | -0.0147103 | 43888.1 | 43901.3 | 50.0906 | 0.337355 | 43925.2 | 6.03304 | 44110.7 | -411.08 | 43905.6 | 44112.9 | -65.9477 | 44011.1 | 44067.9 |
| 2022-03-02 07:06:00+00:00 | 43918.4 | 43932.7 | 43873.1 | 43879 | 18.3777 | 2022-03-02 07:06:59.999000+00:00 | 806809 | 873 | 6.41394 | 281566 | 43846.4 | 43969.3 | 44096.2 | 0 | 1 | 697.458 | 697.458 | 715.835 | 690.356 | 674.654 | 1 | 0 | -5.50143 | -0.617154 | 1 | 43844.6 | 43962.5 | 44080.3 | -382.728 | -1.86442e+09 | 43895 | nan | nan | 43905.1 | 43973.5 | nan | 0 | 43853.7 | 43957.4 | 44061 | -327.124 | -271.758 | -1.09603 | 43918.2 | -0.000895699 | 66.2828 | 44035.3 | 43898.7 | 43899.9 | -0.000895298 | 806397 | 249.151 | 43909.2 | 44035.3 | 43953.9 | 54.3274 | 43931.7 | -0.571795 | -39.32 | 43912.5 | 43919 | -28.9674 | -26.9333 | 47.2031 | 5504.31 | 0.79521 | 1.16616 | nan | nan | nan | nan | nan | nan | 44224.5 | -1.66708 | -722.956 | 0.348843 | 53.7533 | 46.973 | -118.047 | -19.2593 | 71.4286 | 7.14286 | -64.2857 | 50.1859 | 43900.8 | 43835.4 | 43969.3 | 44103.3 | -0.660897 | -84.7912 | -35.8775 | 29.3509 | 43936.7 | 9.93886 | 32.9771 | 69.8307 | 231.698 | 67.8331 | 53.6823 | 44109.3 | 327216 | -1.89784 | -2.25915 | 0.043085 | 44023.8 | 43959.6 | 26.5331 | 43916.6 | 43949.1 | -5.36798 | -47.2431 | -42.6496 | -4.59349 | 3.23816 | 25.9144 | 41.4429 | 40.4695 | -61.42 | -0.28713 | 0.4743 | 0.114373 | 978.437 | 664.78 | -0.112875 | 43844.6 | 1030.49 | -2.47375 | -0.0013978 | 0.998602 | 35.7768 | 44243.8 | 12.0407 | 23.33 | 20.5856 | 44032.1 | 59.51 | 44160.5 | -0.0151683 | 43873 | 43894.9 | 47.2031 | 0.325346 | 43918 | 8.89711 | 44107.8 | -464.69 | 43891 | 44108.2 | -84.1077 | 44004.2 | 44063.5 |
## Supported DataSource
### Yfinance
```
yf_data = vbt.YFData.download(
"TSLA",
start='2022-02-25 09:30:00 -0400',
end='2022-03-01 09:35:00 -0400',
interval='1m'
)
price = yf_data.get()
```
### Binance
```python
import fta
import vectorbt as vbt
binance_data = vbt.BinanceData.download(
"BTCUSDT",
start='1 day ago UTC',
end='now UTC',
interval='1m'
)
binance_data = binance_data.update()
price = binance_data.get()
```
### Alpaca
```python
import fta
import vectorbt as vbt
alpaca_data = vbt.AlpacaData.download(
"AAPL",
start='2 hours ago UTC',
end='15 minutes ago UTC',
interval='1m',
)
alpaca_data = alpaca_data.update()
price = alpaca_data.get()
alpaca_data.get()
```
### CCXT
```python
ccxt_data = vbt.CCXTData.download(
"BTC/USDT",
start='2 hours ago UTC',
end='now UTC',
timeframe='1m'
)
ccxt_data = ccxt_data.update()
price = ccxt_data.get()
```
## Supported Metric
### **Momentum**
* _Awesome Oscillator_: **ao**
* _Absolute Price Oscillator_: **apo**
* _Balance of Power_: **bop**
* _Commodity Channel Index_: **cci**
* _Chande Momentum Oscillator_: **cmo**
* A wrapper for ```ta.linreg(series, r=True)```
* _Momentum_: **mom**
* _Percentage Price Oscillator_: **ppo**
* _Rate of Change_: **roc**
* _Relative Strength Index_: **rsi**
* Default is John Carter's. Enable Lazybear's with ```lazybear=True```
* Excluded from ```df.ta.strategy()```.
* _Trix_: **trix**
* _Williams %R_: **willr**
<br/>
### **Overlap**
* _Double Exponential Moving Average_: **dema**
* _Exponential Moving Average_: **ema**
* Commonly known as 'Typical Price' in Technical Analysis literature
* _Hull Exponential Moving Average_: **hma**
* Use: help(ta.ichimoku). Returns two DataFrames.
* Drop the Chikou Span Column, the final column of the first resultant DataFrame, remove potential data leak.
* _Kaufman's Adaptive Moving Average_: **kama**
* _Linear Regression_: **linreg**
* _Simple Moving Average_: **sma**
* _Triple Exponential Moving Average_: **tema**
* _Triangular Moving Average_: **trima**
* _Variable Index Dynamic Average_: **vidya**
* _Volume Weighted Moving Average_: **vwma**
* _Weighted Moving Average_: **wma**
<br/>
### **Trend**
* _Average Directional Movement Index_: **adx**
* _Detrended Price Oscillator_: **dpo**
* Set ```centered=False``` to remove potential data leak.
* _Parabolic Stop and Reverse_: **psar**
* _Q Stick_: **qstick**
* _Vertical Horizontal Filter_: **vhf**
<br/>
### **Volatility**
* _Average True Range_: **atr**
* _Normalized Average True Range_: **natr**
<br/>
### **Volume**
* _Accumulation/Distribution Index_: **ad**
* _Accumulation/Distribution Oscillator_: **adosc**
* _Klinger Volume Oscillator_: **kvo**
* _Money Flow Index_: **mfi**
* _Negative Volume Index_: **nvi**
* _On-Balance Volume_: **obv**
* _Positive Volume Index_: **pvi**
* _Price-Volume_: **pvol**
* _Price Volume Trend_: **pvt**
<br/>
### **Indicator**
* _Average Directional Movement Rating_: **adxr**
* _Aroon_: **aroon**
* _Chaikins Volatility_: **cvi**
* _Directional Movement Index_: **dx**
* _Ease of Movement_: **emv**
* _Forecast Oscillator_: **fosc**
* _Linear Regression Intercept_: **linregintercept**
* _Linear Regression Slope_: **linregslope**
* _Market Facilitation Index_: **marketfi**
* _Mass Index_: **mass**
* _Rate of Change Ratio_: **rocr**
* _True Range_: **tr**
* _Ultimate Oscillator_: **ultosc**
* _Volume Oscillator_: **vosc**
* _Williams Accumulation/Distribution_: **wad**
<br/>
### **Overlay**
* _Average Price_: **avgprice**
* _Bollinger Bands_: **bbands**
* _Time Series Forecast_: **tsf**
* _Typical Price_: **typprice**
* _Weighted Close Price_: **wcprice**
* _Wilders Smoothing_: **wilders**
* _Zero-Lag Exponential Moving Average_: **zlema**
<br/>
### **Math**
* _Mean Deviation Over Period_: **md**
* _Standard Error Over Period_: **stderr**
<br/>
Ref: https://tulipindicators.org/list
Ref: https://github.com/twopirllc/pandas-ta~~
Raw data
{
"_id": null,
"home_page": "https://github.com/voidful/FTA",
"name": "fta",
"maintainer": null,
"docs_url": null,
"requires_python": null,
"maintainer_email": null,
"keywords": "finance",
"author": "Voidful",
"author_email": "voidful.stack@gmail.com",
"download_url": "https://files.pythonhosted.org/packages/c6/61/ebe338e4fd7a58cbc5528aa44cbf0f1816c71e3df292d76a51b6f4a500ce/fta-0.0.7.tar.gz",
"platform": null,
"description": "# FTA\n\nTechnical Analysis On Finance Data\n\n## install\n\n`pip install fta`\n\n## example usage\n\n```python\nimport fta\nimport vectorbt as vbt\n\nyf_data = vbt.YFData.download(\n \"TSLA\",\n start='2022-02-25 09:30:00 -0400',\n end='2022-03-01 09:35:00 -0400',\n interval='1m'\n)\nprice = yf_data.get()\nta = fta.TA_Features()\nta.get_all_indicators(price)\n```\nlast 10 result:\n| | open | high | low | close | volume | close time | quote volume | number of trades | taker base volume | taker quote volume | accbl_20 | accbm_20 | accbu_20 | amate_lr_8_21_2 | amate_sr_8_21_2 | obv | obv_min_2 | obv_max_2 | obve_4 | obve_12 | aobv_lr_2 | aobv_sr_2 | cg_10 | copc_11_14_10 | dec_1 | dcl_20_20 | dcm_20_20 | dcu_20_20 | efi_13 | eom_14_100000000 | fwma_10 | isa_9 | isb_26 | its_9 | iks_26 | ics_26 | inc_1 | kcle_20_2 | kcbe_20_2 | kcue_20_2 | kst_10_15_20_30_10_10_10_15 | ksts_9 | kurt_30 | ldecay_5 | logret_1 | mad_30 | median_30 | midpoint_2 | midprice_2 | pctret_1 | pvol | pvt | pwma_10 | qtl_30_0.5 | rma_10 | rvi_14 | sinwma_14 | skew_30 | slope_1 | swma_10 | t3_10_0.7 | tsi_13_25_13 | tsis_13_25_13 | uo_7_14_28 | var_30 | vtxp_14 | vtxm_14 | low_close | mean_close | high_close | pos_volume | neg_volume | total_volume | vwap_d | zs_30 | ad | adosc | adx | adxr | ao | apo | aroon_down | aroon_up | aroonosc | atr | avgprice | bbands_lower | bbands_middle | bbands_upper | bop | cci | cmo | cvi | dema | di_plus | di_minus | dm_plus | dm_minus | dpo | dx | ema | emv | fisher_line | fisher_signal | fosc | hma | kama | kvo | linreg | linregintercept | linregslope | macd_line | macd_signal | macd_histogram | marketfi | mass | md | mfi | mom | msw_sine | msw_lead | natr | nvi | obv_2 | ppo | psar | pvi | qstick | roc | rocr | rsi | sma | stderr | stoch_line | stoch_ma | tema | tr | trima | trix | tsf | typprice | ultosc | vhf | vidya | vosc | vwma | wad | wcprice | wilders | willr | wma | zlema |\n|:--------------------------|--------:|--------:|--------:|--------:|---------:|:---------------------------------|-----------------:|-------------------:|--------------------:|---------------------:|-----------:|-----------:|-----------:|------------------:|------------------:|--------:|------------:|------------:|---------:|----------:|------------:|------------:|---------:|----------------:|--------:|------------:|------------:|------------:|----------:|-------------------:|----------:|--------:|---------:|--------:|---------:|---------:|--------:|------------:|------------:|------------:|------------------------------:|---------:|-----------:|-----------:|-------------:|---------:|------------:|-------------:|-------------:|-------------:|-----------------:|--------:|----------:|-------------:|---------:|---------:|------------:|----------:|----------:|----------:|------------:|---------------:|----------------:|-------------:|---------:|----------:|----------:|------------:|-------------:|-------------:|-------------:|-------------:|---------------:|---------:|---------:|---------:|-----------:|--------:|--------:|----------:|---------:|-------------:|-----------:|-----------:|--------:|-----------:|---------------:|----------------:|---------------:|-----------:|----------:|---------:|---------:|--------:|----------:|-----------:|----------:|-----------:|---------:|--------:|--------:|-----------:|--------------:|----------------:|-----------:|--------:|--------:|-----------:|---------:|------------------:|--------------:|------------:|--------------:|-----------------:|-----------:|--------:|--------:|--------:|--------:|-----------:|-----------:|----------:|--------:|--------:|-----------:|--------:|--------:|---------:|-------------:|---------:|--------:|--------:|---------:|-------------:|-----------:|--------:|-------:|--------:|------------:|--------:|-----------:|---------:|---------:|--------:|---------:|--------:|--------:|----------:|----------:|---------:|--------:|--------:|\n| 2022-03-02 06:57:00+00:00 | 43922.6 | 43955.3 | 43880.6 | 43940.5 | 55.8526 | 2022-03-02 06:57:59.999000+00:00 | 2.45229e+06 | 1441 | 26.6534 | 1.17015e+06 | 43921.2 | 44040.9 | 44157.8 | 0 | 1 | 654.032 | 598.179 | 654.032 | 647.434 | 659.637 | 0 | 1 | -5.50214 | -0.342771 | 0 | 43880.6 | 43991.4 | 44102.3 | -412.507 | -2.55079e+09 | 43964 | nan | nan | 43977.3 | 43991.4 | nan | 1 | 43930.5 | 44031.4 | 44132.2 | -198.256 | -183.229 | 2.28018 | 43940.5 | 0.000406314 | 31.2689 | 44058.7 | 43931.5 | 43926.1 | 0.000406397 | 2.45419e+06 | 257.656 | 44039.5 | 44058.7 | 44028.9 | 39.9081 | 44035.1 | -1.27163 | 17.85 | 44025.7 | 44027.7 | -25.7024 | -19.8497 | 47.7871 | 2082.08 | 0.77209 | 1.21082 | nan | nan | nan | nan | nan | nan | 44230.5 | -2.46775 | -694.91 | 8.2407 | 45.6375 | 38.2942 | -72.372 | -13.9264 | 100 | 0 | -100 | 48.3004 | 43924.8 | 43948.7 | 44040.9 | 44133.1 | 0.238726 | -232.24 | -36.4605 | 29.4623 | 44012.8 | 8.21072 | 42.4275 | 55.5213 | 286.897 | 47.1054 | 67.5711 | 44148.4 | -245721 | -1.22179 | -0.74804 | -0.0964647 | 44071.4 | 44034.5 | -102.792 | 43978.4 | 44062.8 | -5.18697 | -34.7959 | -26.1356 | -8.66039 | 1.33799 | 25.6649 | 38.0646 | 18.8715 | -77.1 | -0.894256 | -0.315864 | 0.109922 | 978.806 | 621.355 | -0.0832833 | 44046.9 | 1031.54 | -2.1725 | -0.00175157 | 0.998248 | 32.1332 | 44266.5 | 11.7552 | 19.3874 | 30.4223 | 44089.9 | 74.73 | 44187.2 | -0.0088084 | 43948.9 | 43925.5 | 47.7871 | 0.373064 | 44004.4 | 9.98053 | 44146.5 | -462.14 | 43929.2 | 44147.6 | -72.0223 | 44063.1 | 44112.4 |\n| 2022-03-02 06:58:00+00:00 | 43940.5 | 43964 | 43940.4 | 43950.3 | 23.5556 | 2022-03-02 06:58:59.999000+00:00 | 1.03537e+06 | 845 | 7.73097 | 339787 | 43919.7 | 44036.7 | 44151.1 | 0 | 1 | 677.588 | 654.032 | 677.588 | 659.496 | 662.398 | 1 | 0 | -5.50269 | -0.386562 | 0 | 43880.6 | 43991.4 | 44102.3 | -320.532 | -2.30011e+09 | 43958.6 | nan | nan | 43977.3 | 43991.4 | nan | 1 | 43927.9 | 44023.6 | 44119.4 | -202.693 | -182.818 | 1.2397 | 43950.3 | 0.000223459 | 34.6982 | 44057.1 | 43945.4 | 43922.3 | 0.000223484 | 1.03528e+06 | 258.183 | 44022.6 | 44057.1 | 44021 | 52.7946 | 44025.9 | -1.0946 | 9.82 | 44013.2 | 44017 | -26.6921 | -20.8272 | 49.4287 | 2381.49 | 0.838736 | 1.18733 | nan | nan | nan | nan | nan | nan | 44230 | -2.01187 | -698.775 | 8.83517 | 46.8879 | 39.6449 | -87.6127 | -14.6109 | 92.8571 | 14.2857 | -78.5714 | 46.5303 | 43948.8 | 43936.4 | 44036.7 | 44137 | 0.417092 | -146.022 | -30.7245 | 19.8171 | 44005.1 | 9.23905 | 40.8956 | 60.1855 | 266.404 | 123.68 | 63.1431 | 44144.5 | 341832 | -1.36075 | -1.22179 | -0.0216988 | 44067 | 44029.8 | -62.3741 | 43975.5 | 44069.4 | -4.98999 | -36.6471 | -28.2379 | -8.40924 | 0.998487 | 25.6395 | 43.3941 | 23.7767 | -73.76 | -0.83589 | -0.202935 | 0.10587 | 979.025 | 644.91 | -0.0876921 | 44030.3 | 1031.54 | -2.00495 | -0.00167545 | 0.998325 | 34.2879 | 44264.5 | 11.2053 | 23.7458 | 23.2329 | 44084.1 | 23.52 | 44184.6 | -0.00958802 | 43926 | 43951.6 | 49.4287 | 0.357127 | 43993 | 12.1859 | 44142.9 | -452.31 | 43951.2 | 44143.6 | -67.4318 | 44057 | 44107.1 |\n| 2022-03-02 06:59:00+00:00 | 43950.3 | 43950.3 | 43926.2 | 43927.3 | 19.4608 | 2022-03-02 06:59:59.999000+00:00 | 855138 | 565 | 8.12693 | 357108 | 43917.7 | 44028.4 | 44140.5 | 0 | 1 | 658.127 | 658.127 | 677.588 | 658.948 | 661.741 | 1 | 0 | -5.50324 | -0.436811 | 1 | 43880.6 | 43991.4 | 44102.3 | -338.712 | -1.91856e+09 | 43946.4 | nan | nan | 43977.3 | 43991.4 | nan | 0 | 43923.3 | 44014.5 | 44105.7 | -217.516 | -184.606 | 0.696435 | 43950.1 | -0.000523683 | 37.7646 | 44055.5 | 43938.8 | 43945.1 | -0.000523546 | 854858 | 257.164 | 43996.3 | 44055.5 | 44011.6 | 41.9908 | 44015.2 | -1.09861 | -23.01 | 43995.8 | 44005 | -28.3483 | -21.9017 | 46.1062 | 2666.45 | 0.87362 | 1.22762 | nan | nan | nan | nan | nan | nan | 44229.6 | -2.22225 | -716.461 | 2.64788 | 48.1674 | 40.8704 | -103.3 | -15.5682 | 85.7143 | 7.14286 | -78.5714 | 44.9296 | 43938.5 | 43921 | 44028.4 | 44135.8 | -0.954395 | -141.982 | -48.1493 | -2.61656 | 43996.2 | 8.88477 | 41.5977 | 55.8865 | 261.655 | 175.735 | 64.8005 | 44140.2 | -173271 | -1.47763 | -1.36075 | -0.033554 | 44062.3 | 44020.8 | -52.3341 | 43970.5 | 44073 | -4.88678 | -39.4161 | -30.4735 | -8.94256 | 1.23942 | 25.557 | 48.3284 | 24.2785 | -128.3 | -0.760177 | -0.0781073 | 0.102282 | 978.512 | 625.449 | -0.0943223 | 44015.3 | 1031.54 | -2.5215 | -0.00291223 | 0.997088 | 31.7446 | 44261.9 | 10.9126 | 27.4526 | 23.5286 | 44077.7 | 24.12 | 44181.9 | -0.0104296 | 43900.1 | 43934.6 | 46.1062 | 0.314604 | 43979.5 | 9.17662 | 44139.9 | -475.33 | 43932.7 | 44139.3 | -78.1881 | 44050.3 | 44101.4 |\n| 2022-03-02 07:00:00+00:00 | 43927.3 | 43965.7 | 43912.4 | 43955.2 | 24.4672 | 2022-03-02 07:00:59.999000+00:00 | 1.07526e+06 | 982 | 13.5451 | 595251 | 43906.8 | 44021.7 | 44137.1 | 0 | 1 | 682.594 | 658.127 | 682.594 | 668.406 | 664.949 | 1 | 0 | -5.5029 | -0.45395 | 0 | 43880.6 | 43991.4 | 44102.3 | -192.841 | -2.39934e+09 | 43949.5 | nan | nan | 43970.9 | 43991.4 | nan | 1 | 43916.2 | 44008.8 | 44101.5 | -232.917 | -188.755 | 0.124341 | 43955.2 | 0.000634712 | 39.1587 | 44054.5 | 43941.2 | 43939 | 0.000634913 | 1.07546e+06 | 258.717 | 43969.1 | 44054.5 | 44006 | 52.812 | 44004.6 | -1.1249 | 27.89 | 43977.5 | 43992.9 | -27.7522 | -22.7375 | 48.6291 | 2624.58 | 0.751293 | 1.19838 | nan | nan | nan | nan | nan | nan | 44229.1 | -1.58174 | -701.649 | 4.58909 | 48.7719 | 41.8146 | -107.24 | -15.6701 | 78.5714 | 0 | -78.5714 | 45.5253 | 43940.1 | 43913.5 | 44021.7 | 44130 | 0.523559 | -107.98 | -34.666 | 7.51048 | 43989.9 | 10.5553 | 38.1209 | 67.2746 | 242.966 | 148.077 | 56.6306 | 44136.5 | 17526.5 | -1.56272 | -1.47763 | 0.0653241 | 44057.4 | 44014.6 | -22.8256 | 43966.7 | 44054.6 | -4.7993 | -39.058 | -32.1904 | -6.86757 | 2.1772 | 25.5667 | 48.7906 | 26.5933 | -98.53 | -0.657327 | 0.0680788 | 0.103572 | 978.512 | 649.917 | -0.0933878 | 44001.9 | 1032.2 | -2.18045 | -0.00223659 | 0.997763 | 37.7698 | 44259.7 | 10.71 | 30.5698 | 27.2561 | 44072.3 | 53.27 | 44179.1 | -0.011096 | 43900.2 | 43944.4 | 48.6291 | 0.283051 | 43974.8 | 17.0979 | 44136.6 | -432.57 | 43947.1 | 44135.6 | -62.6709 | 44045 | 44096.5 |\n| 2022-03-02 07:01:00+00:00 | 43955.2 | 43961.8 | 43946.8 | 43948.8 | 9.45334 | 2022-03-02 07:01:59.999000+00:00 | 415534 | 560 | 4.36364 | 191809 | 43903.9 | 44015.1 | 44128.2 | 0 | 1 | 673.141 | 673.141 | 682.594 | 670.3 | 666.209 | 1 | 0 | -5.50241 | -0.478801 | 1 | 43880.6 | 43991.4 | 44102.3 | -173.908 | -2.13829e+09 | 43948.9 | nan | nan | 43970.9 | 43991.4 | nan | 0 | 43916.4 | 44003.1 | 44089.8 | -247.574 | -195.689 | -0.38888 | 43955 | -0.000145158 | 41.8082 | 44053 | 43952 | 43939 | -0.000145148 | 415463 | 258.58 | 43950.4 | 44053 | 44000.3 | 43.677 | 43994.3 | -0.9882 | -6.38 | 43963.1 | 43981.6 | -27.5289 | -23.4219 | 48.5768 | 2729.45 | 0.822257 | 1.18353 | nan | nan | nan | nan | nan | nan | 44228.9 | -1.57779 | -708.583 | 2.75972 | 49.3332 | 42.9861 | -98.9418 | -15.7799 | 71.4286 | 0 | -71.4286 | 43.3457 | 43953.1 | 43906 | 44015.1 | 44124.1 | -0.425716 | -84.6171 | -33.7849 | 5.81206 | 43983.6 | 10.2942 | 37.178 | 62.4693 | 225.611 | 103.654 | 56.6306 | 44132.8 | 242139 | -1.47718 | -1.56272 | 0.0601552 | 44052.5 | 44008.1 | -2.02287 | 43961.4 | 44032.5 | -4.79371 | -38.8155 | -33.5154 | -5.30009 | 1.5878 | 25.4371 | 48.0657 | 29.4644 | -91.4 | -0.562495 | 0.186893 | 0.0986277 | 978.37 | 640.463 | -0.09275 | 43989.7 | 1032.2 | -2.5594 | -0.00207538 | 0.997925 | 36.9659 | 44257.2 | 10.6983 | 31.4661 | 29.8295 | 44066.8 | 15.01 | 44176.2 | -0.0116242 | 43903.9 | 43952.4 | 48.5768 | 0.284265 | 43970 | 15.1892 | 44135 | -445.58 | 43951.5 | 44131.9 | -64.7427 | 44039.7 | 44091.2 |\n| 2022-03-02 07:02:00+00:00 | 43948.8 | 43948.8 | 43844.6 | 43848.3 | 63.5924 | 2022-03-02 07:02:59.999000+00:00 | 2.79014e+06 | 1337 | 13.7422 | 602949 | 43884.8 | 44004 | 44129.8 | 0 | 1 | 609.548 | 609.548 | 673.141 | 645.999 | 657.492 | 0 | 1 | -5.50289 | -0.5595 | 1 | 43844.6 | 43973.5 | 44102.3 | -1061.98 | -1.89415e+09 | 43910 | nan | nan | 43951.6 | 43973.5 | nan | 0 | 43890.1 | 43988.4 | 44086.6 | -279.549 | -208.423 | 0.781923 | 43948.6 | -0.00228914 | 48.9353 | 44048.2 | 43898.5 | 43903.2 | -0.00228653 | 2.78842e+06 | 244.039 | 43942.6 | 44048.2 | 43985.1 | 35.0663 | 43982.3 | -1.21212 | -100.49 | 43949.9 | 43968.9 | -30.9967 | -24.504 | 42.4063 | 3747.96 | 0.752777 | 1.1705 | nan | nan | nan | nan | nan | nan | 44227.4 | -2.86294 | -767.706 | -17.0515 | 50.7105 | 44.7394 | -97.2557 | -17.8874 | 100 | 21.4286 | -78.5714 | 47.6896 | 43897.6 | 43876.1 | 44004 | 44131.8 | -0.964766 | -152.487 | -43.0548 | 22.0116 | 43970 | 8.68822 | 46.6778 | 58.0072 | 311.646 | 69.3892 | 68.6153 | 44127.2 | -943039 | -1.67408 | -1.47718 | -0.159911 | 44047.1 | 43981.9 | -98.723 | 43947.7 | 44024.7 | -5.0799 | -45.725 | -35.9573 | -9.76763 | 1.63793 | 25.5731 | 54.8722 | 26.2593 | -210.26 | -0.54735 | 0.204745 | 0.10876 | 978.37 | 576.871 | -0.109426 | 43978.8 | 1029.84 | -3.0886 | -0.00477229 | 0.995228 | 27.1604 | 44254.1 | 11.421 | 24.7275 | 28.9211 | 44058.4 | 104.16 | 44173.2 | -0.0125498 | 43870.9 | 43880.6 | 42.4063 | 0.33565 | 43946.1 | 21.8165 | 44123.8 | -546.08 | 43872.5 | 44126.2 | -98.404 | 44030.7 | 44084.2 |\n| 2022-03-02 07:03:00+00:00 | 43848.3 | 43911.6 | 43844.8 | 43890 | 50.8787 | 2022-03-02 07:03:59.999000+00:00 | 2.23206e+06 | 1266 | 13.2695 | 582201 | 43874.7 | 43995.4 | 44120.7 | 0 | 1 | 660.427 | 609.548 | 660.427 | 651.77 | 657.944 | 0 | 1 | -5.50227 | -0.58892 | 0 | 43844.6 | 43969.6 | 44094.5 | -607.321 | -1.88425e+09 | 43901.9 | nan | nan | 43940.1 | 43973.5 | nan | 1 | 43877.3 | 43979 | 44080.6 | -300.631 | -224.796 | 0.0891079 | 43890 | 0.000950099 | 53.9524 | 44042.1 | 43869.1 | 43896.7 | 0.00095055 | 2.23307e+06 | 248.876 | 43940.3 | 44042.1 | 43975.6 | 47.5464 | 43969.1 | -1.03455 | 41.68 | 43938.1 | 43955.6 | -30.9027 | -25.4181 | 45.9952 | 4269.03 | 0.82294 | 1.16598 | nan | nan | nan | nan | nan | nan | 44226.2 | -1.95534 | -749.716 | -17.8818 | 51.9894 | 45.5136 | -105.237 | -18.6446 | 92.8571 | 14.2857 | -78.5714 | 49.0546 | 43873.6 | 43861.3 | 43995.4 | 44129.6 | 0.623802 | -129.782 | -31.2992 | 20.4564 | 43960.5 | 7.84313 | 42.1375 | 53.8638 | 289.386 | 40.4559 | 68.6153 | 44122.5 | -243548 | -1.99755 | -1.67408 | 0.0192141 | 44041.5 | 43971 | -60.6723 | 43939 | 43992.9 | -5.17445 | -47.5171 | -38.2693 | -9.24782 | 1.31293 | 25.7056 | 55.5027 | 40.9281 | -145.53 | -0.462658 | 0.299727 | 0.111767 | 979.3 | 627.75 | -0.113691 | 43962.7 | 1029.84 | -2.66405 | -0.00330483 | 0.996695 | 34.8765 | 44251.4 | 11.6387 | 18.8746 | 25.0227 | 44051.5 | 66.8 | 44170.1 | -0.0134356 | 43872.2 | 43882.1 | 45.9952 | 0.328056 | 43935 | 6.22888 | 44117.8 | -500.87 | 43884.1 | 44121.5 | -80.2294 | 44023.5 | 44078.3 |\n| 2022-03-02 07:04:00+00:00 | 43890 | 43905 | 43852 | 43890.6 | 25.6185 | 2022-03-02 07:04:59.999000+00:00 | 1.12432e+06 | 977 | 13.533 | 593920 | 43863.6 | 43987.3 | 44112.5 | 0 | 1 | 686.045 | 660.427 | 686.045 | 665.48 | 662.267 | 1 | 0 | -5.50155 | -0.62855 | 0 | 43844.6 | 43969.6 | 44094.5 | -518.255 | -2.41156e+09 | 43897.1 | nan | nan | 43908.1 | 43973.5 | nan | 1 | 43868.5 | 43970.6 | 44072.6 | -316.148 | -241.919 | -0.451016 | 43890.6 | 1.4354e-05 | 59.2031 | 44042.1 | 43890.3 | 43878.2 | 1.43541e-05 | 1.12441e+06 | 248.912 | 43936.1 | 44042.1 | 43967.1 | 56.8895 | 43955.4 | -0.87522 | 0.63 | 43928.6 | 43942.3 | -30.7942 | -26.1861 | 43.9713 | 4791.76 | 0.768642 | 1.24083 | nan | nan | nan | nan | nan | nan | 44225.6 | -1.76688 | -738.001 | -12.8683 | 53.177 | 46.2287 | -109.75 | -19.1341 | 85.7143 | 7.14286 | -78.5714 | 49.3385 | 43884.4 | 43848.5 | 43987.3 | 44126.2 | 0.0116915 | -114.483 | -41.5071 | 15.0097 | 43951.6 | 7.24099 | 38.9025 | 50.0164 | 268.715 | 69.5339 | 68.6153 | 44117.9 | 6520.47 | -2.36691 | -1.99755 | 0.0622139 | 44035.7 | 43962.8 | -20.8759 | 43929.8 | 43961.2 | -5.31925 | -48.3444 | -40.2843 | -8.06007 | 2.06999 | 25.7332 | 51.3538 | 39.5191 | -77.01 | -0.421792 | 0.342876 | 0.112413 | 979.314 | 653.368 | -0.115626 | 43948.8 | 1029.84 | -2.7077 | -0.00175152 | 0.998248 | 34.9886 | 44248.7 | 11.9298 | 13.804 | 19.1354 | 44044.7 | 53.03 | 44167 | -0.0142173 | 43878.8 | 43882.5 | 43.9713 | 0.338293 | 43926.6 | 4.57621 | 44114.2 | -462.23 | 43884.5 | 44116.9 | -79.9547 | 44016.7 | 44072.5 |\n| 2022-03-02 07:05:00+00:00 | 43890.6 | 43918.4 | 43867.2 | 43918.4 | 29.79 | 2022-03-02 07:05:59.999000+00:00 | 1.30763e+06 | 861 | 20.7488 | 910735 | 43860.3 | 43979.1 | 44100.4 | 0 | 1 | 715.835 | 686.045 | 715.835 | 685.622 | 670.508 | 1 | 0 | -5.50106 | -0.624497 | 0 | 43844.6 | 43969.6 | 44094.5 | -326.08 | -2.39413e+09 | 43905 | nan | nan | 43905.1 | 43973.5 | nan | 1 | 43863.5 | 43965.6 | 44067.7 | -321.667 | -257.439 | -0.823441 | 43918.4 | 0.000632282 | 62.4329 | 44037.8 | 43904.5 | 43885.2 | 0.000632482 | 1.30833e+06 | 250.797 | 43925 | 44037.8 | 43962.2 | 63.7465 | 43943 | -0.709714 | 27.76 | 43921.5 | 43930.2 | -29.043 | -26.5943 | 50.0906 | 5048.31 | 0.749381 | 1.2139 | nan | nan | nan | nan | nan | nan | 44224.9 | -1.27171 | -708.222 | -0.172569 | 53.7588 | 46.7838 | -112.37 | -18.8216 | 78.5714 | 0 | -78.5714 | 49.4687 | 43898.6 | 43844.5 | 43979.1 | 44113.7 | 0.542807 | -85.5094 | -31.968 | 22.1137 | 43945.4 | 8.63806 | 36.0288 | 59.8238 | 249.521 | 39.5779 | 61.3223 | 44113.9 | 245839 | -2.25915 | -2.36691 | 0.143825 | 44029.8 | 43961.6 | 26.5431 | 43924.4 | 43944.6 | -5.31064 | -46.3689 | -41.5012 | -4.8677 | 1.71735 | 25.8226 | 44.2878 | 40.9183 | -4.25 | -0.342573 | 0.422085 | 0.112638 | 979.314 | 683.158 | -0.110788 | 43936.3 | 1030.49 | -2.38715 | -9.67611e-05 | 0.999903 | 39.898 | 44246.3 | 11.9129 | 24.6228 | 19.1005 | 44038.9 | 51.16 | 44163.8 | -0.0147103 | 43888.1 | 43901.3 | 50.0906 | 0.337355 | 43925.2 | 6.03304 | 44110.7 | -411.08 | 43905.6 | 44112.9 | -65.9477 | 44011.1 | 44067.9 |\n| 2022-03-02 07:06:00+00:00 | 43918.4 | 43932.7 | 43873.1 | 43879 | 18.3777 | 2022-03-02 07:06:59.999000+00:00 | 806809 | 873 | 6.41394 | 281566 | 43846.4 | 43969.3 | 44096.2 | 0 | 1 | 697.458 | 697.458 | 715.835 | 690.356 | 674.654 | 1 | 0 | -5.50143 | -0.617154 | 1 | 43844.6 | 43962.5 | 44080.3 | -382.728 | -1.86442e+09 | 43895 | nan | nan | 43905.1 | 43973.5 | nan | 0 | 43853.7 | 43957.4 | 44061 | -327.124 | -271.758 | -1.09603 | 43918.2 | -0.000895699 | 66.2828 | 44035.3 | 43898.7 | 43899.9 | -0.000895298 | 806397 | 249.151 | 43909.2 | 44035.3 | 43953.9 | 54.3274 | 43931.7 | -0.571795 | -39.32 | 43912.5 | 43919 | -28.9674 | -26.9333 | 47.2031 | 5504.31 | 0.79521 | 1.16616 | nan | nan | nan | nan | nan | nan | 44224.5 | -1.66708 | -722.956 | 0.348843 | 53.7533 | 46.973 | -118.047 | -19.2593 | 71.4286 | 7.14286 | -64.2857 | 50.1859 | 43900.8 | 43835.4 | 43969.3 | 44103.3 | -0.660897 | -84.7912 | -35.8775 | 29.3509 | 43936.7 | 9.93886 | 32.9771 | 69.8307 | 231.698 | 67.8331 | 53.6823 | 44109.3 | 327216 | -1.89784 | -2.25915 | 0.043085 | 44023.8 | 43959.6 | 26.5331 | 43916.6 | 43949.1 | -5.36798 | -47.2431 | -42.6496 | -4.59349 | 3.23816 | 25.9144 | 41.4429 | 40.4695 | -61.42 | -0.28713 | 0.4743 | 0.114373 | 978.437 | 664.78 | -0.112875 | 43844.6 | 1030.49 | -2.47375 | -0.0013978 | 0.998602 | 35.7768 | 44243.8 | 12.0407 | 23.33 | 20.5856 | 44032.1 | 59.51 | 44160.5 | -0.0151683 | 43873 | 43894.9 | 47.2031 | 0.325346 | 43918 | 8.89711 | 44107.8 | -464.69 | 43891 | 44108.2 | -84.1077 | 44004.2 | 44063.5 |\n\n## Supported DataSource\n\n### Yfinance\n```\nyf_data = vbt.YFData.download(\n \"TSLA\",\n start='2022-02-25 09:30:00 -0400',\n end='2022-03-01 09:35:00 -0400',\n interval='1m'\n)\nprice = yf_data.get()\n```\n\n### Binance\n\n```python\nimport fta\nimport vectorbt as vbt\n\nbinance_data = vbt.BinanceData.download(\n \"BTCUSDT\",\n start='1 day ago UTC',\n end='now UTC',\n interval='1m'\n)\nbinance_data = binance_data.update()\nprice = binance_data.get()\n```\n\n### Alpaca\n\n```python\nimport fta\nimport vectorbt as vbt\n\nalpaca_data = vbt.AlpacaData.download(\n \"AAPL\",\n start='2 hours ago UTC',\n end='15 minutes ago UTC',\n interval='1m',\n)\nalpaca_data = alpaca_data.update()\nprice = alpaca_data.get()\nalpaca_data.get()\n```\n\n### CCXT\n```python\nccxt_data = vbt.CCXTData.download(\n \"BTC/USDT\",\n start='2 hours ago UTC',\n end='now UTC',\n timeframe='1m'\n)\nccxt_data = ccxt_data.update()\nprice = ccxt_data.get()\n```\n\n\n\n## Supported Metric\n\n### **Momentum** \n* _Awesome Oscillator_: **ao**\n* _Absolute Price Oscillator_: **apo**\n* _Balance of Power_: **bop**\n* _Commodity Channel Index_: **cci**\n* _Chande Momentum Oscillator_: **cmo**\n * A wrapper for ```ta.linreg(series, r=True)```\n* _Momentum_: **mom**\n* _Percentage Price Oscillator_: **ppo**\n* _Rate of Change_: **roc**\n* _Relative Strength Index_: **rsi**\n * Default is John Carter's. Enable Lazybear's with ```lazybear=True```\n * Excluded from ```df.ta.strategy()```.\n* _Trix_: **trix**\n* _Williams %R_: **willr**\n\n<br/>\n\n### **Overlap**\n* _Double Exponential Moving Average_: **dema**\n* _Exponential Moving Average_: **ema**\n * Commonly known as 'Typical Price' in Technical Analysis literature\n* _Hull Exponential Moving Average_: **hma**\n * Use: help(ta.ichimoku). Returns two DataFrames.\n * Drop the Chikou Span Column, the final column of the first resultant DataFrame, remove potential data leak.\n* _Kaufman's Adaptive Moving Average_: **kama**\n* _Linear Regression_: **linreg**\n* _Simple Moving Average_: **sma**\n* _Triple Exponential Moving Average_: **tema**\n* _Triangular Moving Average_: **trima**\n* _Variable Index Dynamic Average_: **vidya**\n* _Volume Weighted Moving Average_: **vwma**\n* _Weighted Moving Average_: **wma**\n\n<br/>\n\n### **Trend**\n* _Average Directional Movement Index_: **adx**\n* _Detrended Price Oscillator_: **dpo**\n * Set ```centered=False``` to remove potential data leak.\n* _Parabolic Stop and Reverse_: **psar**\n* _Q Stick_: **qstick**\n* _Vertical Horizontal Filter_: **vhf**\n\n<br/>\n\n### **Volatility**\n* _Average True Range_: **atr**\n* _Normalized Average True Range_: **natr**\n\n<br/>\n\n### **Volume**\n* _Accumulation/Distribution Index_: **ad**\n* _Accumulation/Distribution Oscillator_: **adosc**\n* _Klinger Volume Oscillator_: **kvo**\n* _Money Flow Index_: **mfi**\n* _Negative Volume Index_: **nvi**\n* _On-Balance Volume_: **obv**\n* _Positive Volume Index_: **pvi**\n* _Price-Volume_: **pvol**\n* _Price Volume Trend_: **pvt**\n\n<br/>\n\n### **Indicator**\n* _Average Directional Movement Rating_: **adxr**\n* _Aroon_: **aroon**\n* _Chaikins Volatility_: **cvi**\n* _Directional Movement Index_: **dx**\n* _Ease of Movement_: **emv**\n* _Forecast Oscillator_: **fosc**\n* _Linear Regression Intercept_: **linregintercept**\n* _Linear Regression Slope_: **linregslope**\n* _Market Facilitation Index_: **marketfi**\n* _Mass Index_: **mass**\n* _Rate of Change Ratio_: **rocr**\n* _True Range_: **tr**\n* _Ultimate Oscillator_: **ultosc**\n* _Volume Oscillator_: **vosc**\n* _Williams Accumulation/Distribution_: **wad**\n\n<br/>\n\n### **Overlay**\n* _Average Price_: **avgprice**\n* _Bollinger Bands_: **bbands**\n* _Time Series Forecast_: **tsf**\n* _Typical Price_: **typprice**\n* _Weighted Close Price_: **wcprice**\n* _Wilders Smoothing_: **wilders**\n* _Zero-Lag Exponential Moving Average_: **zlema**\n\n<br/>\n\n### **Math**\n* _Mean Deviation Over Period_: **md**\n* _Standard Error Over Period_: **stderr**\n\n<br/>\n\nRef: https://tulipindicators.org/list \nRef: https://github.com/twopirllc/pandas-ta~~ \n",
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