Daily OHLCV price data for the SPDR S&P 500 ETF (SPY), covering 2023-01-01 to 2024-12-31. A widely used benchmark for U.S. equity market performance and a common test case for technical analysis strategies.
Format
A matrix with 501 rows and 5 columns.
- open
Opening price for the trading day.
- high
Highest price reached during the trading day.
- low
Lowest price reached during the trading day.
- close
Closing price for the trading day.
- volume
Total trading volume for the day.
Source
Loaded using quantmod.
Examples
## Load the dataset
data(SPY, package = "talib")
## Compute Bollinger Bands on SPY
talib::bollinger_bands(SPY)
#> UpperBand MiddleBand LowerBand
#> 1 NA NA NA
#> 2 NA NA NA
#> 3 NA NA NA
#> 4 NA NA NA
#> 5 NA NA NA
#> 6 NA NA NA
#> 7 NA NA NA
#> 8 NA NA NA
#> 9 NA NA NA
#> 10 403.4296 389.923 376.4164
#> 11 403.0611 390.990 378.9189
#> 12 402.7056 391.478 380.2504
#> 13 401.1514 393.128 385.1046
#> 14 402.7731 394.383 385.9929
#> 15 403.4156 395.617 387.8184
#> 16 404.0647 396.594 389.1233
#> 17 406.3799 397.517 388.6541
#> 18 408.4904 398.389 388.2876
#> 19 408.7861 398.598 388.4099
#> 20 410.6645 399.469 388.2735
#> 21 413.0754 401.400 389.7246
#> 22 415.7955 404.214 392.6325
#> 23 416.9053 405.861 394.8167
#> 24 417.4556 406.781 396.1064
#> 25 419.0466 408.280 397.5134
#> 26 418.7317 409.310 399.8883
#> 27 418.6106 409.544 400.4774
#> 28 418.5500 409.780 401.0100
#> 29 417.3961 411.004 404.6119
#> 30 417.2967 411.620 405.9433
#> 31 417.7500 411.938 406.1260
#> 32 416.2710 411.088 405.9050
#> 33 416.1514 410.579 405.0066
#> 34 418.3939 409.505 400.6161
#> 35 417.9932 407.840 397.6868
#> 36 417.6372 406.841 396.0448
#> 37 418.2487 405.770 393.2913
#> 38 417.9777 404.739 391.5003
#> 39 415.9991 403.082 390.1649
#> 40 413.3472 401.292 389.2368
#> 41 408.3540 399.675 390.9960
#> 42 406.5593 399.266 391.9727
#> 43 405.1637 398.987 392.8103
#> 44 405.0958 398.905 392.7142
#> 45 405.1291 398.943 392.7570
#> 46 405.4881 398.033 390.5779
#> 47 407.4209 396.986 386.5511
#> 48 408.2635 395.749 383.2345
#> 49 408.0297 395.296 382.5623
#> 50 407.9904 394.750 381.5096
#> 51 407.7020 394.580 381.4580
#> 52 404.8051 393.160 381.5149
#> 53 401.0296 392.087 383.1444
#> 54 401.2770 392.151 383.0250
#> 55 399.4136 391.470 383.5264
#> 56 399.6404 391.631 383.6216
#> 57 399.9616 392.615 385.2684
#> 58 399.5563 393.728 387.8997
#> 59 399.8748 394.115 388.3552
#> 60 401.5618 395.322 389.0822
#> 61 404.1096 396.081 388.0524
#> 62 408.2882 398.021 387.7538
#> 63 412.1154 399.742 387.3686
#> 64 414.1678 400.718 387.2682
#> 65 414.9401 402.267 389.5940
#> 66 415.5485 403.869 392.1896
#> 67 416.0040 405.255 394.5060
#> 68 415.8400 406.578 397.3160
#> 69 413.5014 407.823 402.1446
#> 70 413.7641 409.035 404.3059
#> 71 413.4610 409.911 406.3610
#> 72 414.6273 410.366 406.1047
#> 73 415.5405 410.692 405.8435
#> 74 416.2819 411.239 406.1961
#> 75 416.0903 411.667 407.2437
#> 76 416.0744 411.968 407.8616
#> 77 416.0712 412.270 408.4688
#> 78 417.0679 411.906 406.7441
#> 79 418.0891 411.537 404.9849
#> 80 417.8882 411.431 404.9738
#> 81 418.7699 411.778 404.7861
#> 82 419.1799 411.935 404.6901
#> 83 418.7004 411.598 404.4956
#> 84 418.1611 410.986 403.8109
#> 85 418.2518 410.311 402.3702
#> 86 418.3398 410.354 402.3682
#> 87 418.3636 410.365 402.3664
#> 88 418.3213 410.850 403.3787
#> 89 417.8381 411.699 405.5599
#> 90 417.7994 411.671 405.5426
#> 91 416.6731 411.237 405.8009
#> 92 415.8094 410.987 406.1646
#> 93 415.7705 410.928 406.0855
#> 94 416.6879 411.649 406.6101
#> 95 417.8993 413.059 408.2187
#> 96 419.5137 413.658 407.8023
#> 97 420.8222 414.263 407.7038
#> 98 420.7590 414.579 408.3990
#> 99 420.8638 414.403 407.9422
#> 100 420.9356 414.655 408.3744
#> 101 422.1582 415.498 408.8378
#> 102 423.1860 416.215 409.2440
#> 103 422.7301 416.975 411.2199
#> 104 423.9233 417.634 411.3447
#> 105 427.3255 418.503 409.6805
#> 106 429.5744 419.351 409.1276
#> 107 431.7252 420.275 408.8248
#> 108 432.7168 421.521 410.3252
#> 109 432.9148 423.325 413.7352
#> 110 433.2077 424.850 416.4923
#> 111 435.4457 426.228 417.0103
#> 112 438.0250 427.876 417.7270
#> 113 438.8905 429.809 420.7275
#> 114 442.1396 431.887 421.6344
#> 115 443.8314 433.041 422.2506
#> 116 444.3010 434.049 423.7970
#> 117 444.1750 434.740 425.3050
#> 118 443.4480 435.736 428.0240
#> 119 442.7701 436.144 429.5179
#> 120 442.3862 436.298 430.2098
#> 121 442.3961 436.535 430.6739
#> 122 442.3690 436.508 430.6470
#> 123 442.5308 436.601 430.6712
#> 124 442.8813 436.669 430.4567
#> 125 444.5189 437.102 429.6851
#> 126 445.9509 437.697 429.4431
#> 127 446.2768 438.169 430.0612
#> 128 446.4059 438.373 430.3401
#> 129 446.2887 439.018 431.7473
#> 130 445.5765 440.120 434.6635
#> 131 446.8994 441.105 435.3106
#> 132 449.2293 442.422 435.6146
#> 133 450.8002 443.539 436.2778
#> 134 452.7646 444.295 435.8254
#> 135 455.6534 445.335 435.0166
#> 136 458.2734 446.542 434.8106
#> 137 458.9799 447.794 436.6081
#> 138 458.7073 449.157 439.6067
#> 139 458.1507 450.611 443.0713
#> 140 457.6414 451.909 446.1766
#> 141 457.3937 452.858 448.3223
#> 142 457.1425 453.151 449.1595
#> 143 457.5600 453.915 450.2700
#> 144 458.2948 454.610 450.9252
#> 145 458.6726 454.839 451.0054
#> 146 459.0739 454.332 449.5901
#> 147 459.6771 453.998 448.3189
#> 148 460.5634 453.461 446.3587
#> 149 460.3760 453.112 445.8481
#> 150 459.9542 452.443 444.9318
#> 151 459.6379 451.467 443.2961
#> 152 459.5820 450.809 442.0360
#> 153 457.9035 449.682 441.4605
#> 154 454.9218 448.714 442.5062
#> 155 451.8929 447.355 442.8171
#> 156 452.3821 446.306 440.2299
#> 157 453.3080 445.051 436.7940
#> 158 453.6084 444.020 434.4316
#> 159 451.6935 442.883 434.0725
#> 160 450.0887 441.823 433.5573
#> 161 449.4529 441.551 433.6491
#> 162 448.4127 440.649 432.8853
#> 163 447.0928 440.081 433.0692
#> 164 444.5566 439.546 434.5354
#> 165 447.6584 440.173 432.6876
#> 166 451.1955 441.310 431.4245
#> 167 453.3190 442.716 432.1130
#> 168 455.0045 444.185 433.3655
#> 169 455.8508 445.175 434.4992
#> 170 455.5770 445.982 436.3870
#> 171 455.5957 446.164 436.7323
#> 172 454.2202 447.027 439.8338
#> 173 453.3298 447.875 442.4202
#> 174 452.7028 448.198 443.6932
#> 175 452.4918 447.933 443.3743
#> 176 452.2651 447.868 443.4709
#> 177 451.9673 447.170 442.3727
#> 178 450.8045 446.414 442.0235
#> 179 450.2179 445.761 441.3041
#> 180 451.1483 445.003 438.8577
#> 181 453.8861 443.657 433.4279
#> 182 454.9615 442.147 429.3325
#> 183 453.8343 440.525 427.2157
#> 184 453.8373 438.514 423.1907
#> 185 452.4250 436.468 420.5110
#> 186 447.8346 434.284 420.7334
#> 187 445.3052 432.695 420.0849
#> 188 441.6522 431.063 420.4738
#> 189 437.6644 428.951 420.2376
#> 190 433.7110 427.553 421.3950
#> 191 432.6830 426.864 421.0450
#> 192 432.4006 426.776 421.1514
#> 193 432.4299 426.782 421.1341
#> 194 434.9039 427.648 420.3921
#> 195 437.4778 428.675 419.8722
#> 196 438.4822 429.189 419.8958
#> 197 438.9015 429.591 420.2805
#> 198 440.3732 430.464 420.5549
#> 199 440.3160 431.907 423.4980
#> 200 439.5063 432.462 425.4177
#> 201 438.8736 432.655 426.4364
#> 202 441.0167 431.820 422.6233
#> 203 442.0612 430.637 419.2128
#> 204 441.3484 429.546 417.7436
#> 205 440.4913 427.669 414.8467
#> 206 440.5134 425.558 410.6026
#> 207 440.2314 423.476 406.7206
#> 208 436.4559 421.431 406.4061
#> 209 431.1419 419.649 408.1561
#> 210 428.3184 418.894 409.4696
#> 211 430.3576 419.327 408.2964
#> 212 435.0785 420.677 406.2755
#> 213 439.1783 422.200 405.2217
#> 214 442.6914 423.530 404.3686
#> 215 445.8132 425.500 405.1868
#> 216 446.4767 427.629 408.7813
#> 217 447.1114 430.622 414.1326
#> 218 447.0078 433.082 419.1562
#> 219 449.0191 436.135 423.2509
#> 220 450.5653 438.837 427.1087
#> 221 452.9583 440.784 428.6097
#> 222 455.1627 442.394 429.6253
#> 223 457.9473 444.251 430.5547
#> 224 459.5966 445.885 432.1734
#> 225 461.0385 447.662 434.2855
#> 226 460.1726 449.808 439.4434
#> 227 459.8333 451.195 442.5567
#> 228 457.4716 452.669 447.8664
#> 229 457.3780 453.257 449.1360
#> 230 457.6720 453.929 450.1860
#> 231 458.8267 454.816 450.8053
#> 232 458.5067 455.406 452.3053
#> 233 458.7125 455.640 452.5675
#> 234 458.5120 455.789 453.0660
#> 235 459.1348 456.110 453.0852
#> 236 460.4233 456.600 452.7767
#> 237 462.0611 457.351 452.6409
#> 238 464.1584 458.268 452.3776
#> 239 468.7504 459.857 450.9636
#> 240 472.5375 461.418 450.2985
#> 241 474.3720 462.441 450.5100
#> 242 476.4630 463.969 451.4750
#> 243 478.7677 465.793 452.8183
#> 244 477.8573 467.143 456.4287
#> 245 477.9172 468.590 459.2628
#> 246 477.7992 469.935 462.0708
#> 247 477.7969 471.301 464.8051
#> 248 477.6555 472.542 467.4285
#> 249 478.6227 473.161 467.6993
#> 250 479.0328 473.491 467.9492
#> 251 478.6839 473.823 468.9621
#> 252 479.1603 473.505 467.8497
#> 253 479.4186 472.749 466.0794
#> 254 479.4786 472.715 465.9514
#> 255 479.7624 472.905 466.0476
#> 256 479.7967 472.928 466.0593
#> 257 480.0517 473.019 465.9863
#> 258 480.0045 473.003 466.0015
#> 259 480.0014 473.002 466.0026
#> 260 479.9169 472.964 466.0111
#> 261 479.8907 472.928 465.9653
#> 262 480.3564 473.698 467.0396
#> 263 482.2255 475.213 468.2005
#> 264 483.5034 476.766 470.0286
#> 265 485.8859 477.792 469.6981
#> 266 487.7283 478.943 470.1577
#> 267 490.2230 480.090 469.9570
#> 268 491.8554 481.196 470.5366
#> 269 494.3829 482.655 470.9271
#> 270 495.6795 484.251 472.8225
#> 271 493.6557 485.310 476.9643
#> 272 492.7555 486.581 480.4065
#> 273 494.8223 487.773 480.7238
#> 274 495.6135 488.683 481.7525
#> 275 496.6719 489.595 482.5181
#> 276 498.9581 490.866 482.7739
#> 277 500.8535 491.895 482.9365
#> 278 503.2357 493.274 483.3123
#> 279 505.0898 494.245 483.4002
#> 280 505.1806 494.564 483.9474
#> 281 503.5274 496.133 488.7386
#> 282 503.9487 497.414 490.8793
#> 283 504.2260 497.930 491.6340
#> 284 503.6331 498.351 493.0689
#> 285 503.1864 498.674 494.1616
#> 286 506.5317 499.614 492.6963
#> 287 508.9744 500.567 492.1596
#> 288 510.0665 501.046 492.0255
#> 289 511.3261 501.641 491.9559
#> 290 511.4342 502.859 494.2839
#> 291 512.3809 503.810 495.2391
#> 292 514.9017 504.894 494.8863
#> 293 516.3688 506.173 495.9772
#> 294 515.2509 507.215 499.1791
#> 295 513.0314 508.469 503.9066
#> 296 515.0639 509.200 503.3360
#> 297 515.5534 509.587 503.6206
#> 298 515.6341 510.116 504.5979
#> 299 517.4470 511.101 504.7549
#> 300 518.1226 512.072 506.0214
#> 301 518.3858 512.759 507.1322
#> 302 518.3497 512.457 506.5643
#> 303 518.4093 512.513 506.6167
#> 304 518.3226 513.366 508.4094
#> 305 520.3531 514.439 508.5249
#> 306 522.7166 515.178 507.6394
#> 307 524.0642 516.127 508.1898
#> 308 524.4611 516.976 509.4909
#> 309 524.7415 517.179 509.6165
#> 310 526.1990 517.899 509.5990
#> 311 527.2825 518.711 510.1395
#> 312 526.3157 519.944 513.5723
#> 313 524.9671 520.542 516.1169
#> 314 524.1069 520.912 517.7171
#> 315 525.8750 520.171 514.4670
#> 316 525.4094 519.794 514.1786
#> 317 525.1077 519.545 513.9823
#> 318 525.0620 519.500 513.9380
#> 319 525.4686 519.031 512.5933
#> 320 524.3404 518.514 512.6876
#> 321 523.8620 517.292 510.7220
#> 322 524.8541 515.521 506.1879
#> 323 525.4285 513.990 502.5515
#> 324 525.4124 512.104 498.7956
#> 325 526.0048 510.749 495.4932
#> 326 525.2947 508.422 491.5493
#> 327 522.5881 506.522 490.4559
#> 328 518.7723 505.155 491.5377
#> 329 516.5427 504.284 492.0253
#> 330 511.0094 502.833 494.6566
#> 331 509.8306 502.574 495.3174
#> 332 511.6442 503.135 494.6258
#> 333 511.5112 502.980 494.4488
#> 334 511.5148 502.960 494.4052
#> 335 511.8147 503.511 495.2073
#> 336 512.5303 505.124 497.7177
#> 337 515.9861 506.809 497.6319
#> 338 518.9623 507.958 496.9537
#> 339 521.2619 509.136 497.0101
#> 340 523.9135 510.804 497.6946
#> 341 526.3178 512.062 497.8062
#> 342 528.2543 513.147 498.0397
#> 343 529.4706 515.279 501.0874
#> 344 530.9388 518.222 505.5052
#> 345 531.2438 520.588 509.9322
#> 346 532.2624 522.404 512.5456
#> 347 533.7400 523.753 513.7660
#> 348 535.0393 525.175 515.3107
#> 349 535.0459 526.439 517.8321
#> 350 534.5750 527.018 519.4610
#> 351 534.2990 527.878 521.4570
#> 352 533.2550 528.768 524.2810
#> 353 532.3202 529.048 525.7759
#> 354 533.3325 528.331 523.3295
#> 355 533.2253 528.199 523.1727
#> 356 532.9931 528.034 523.0749
#> 357 532.6513 527.867 523.0827
#> 358 534.2049 528.198 522.1911
#> 359 535.8075 528.681 521.5545
#> 360 537.0089 529.486 521.9631
#> 361 538.4920 530.108 521.7239
#> 362 540.1463 530.822 521.4977
#> 363 542.9842 532.348 521.7118
#> 364 544.3456 534.332 524.3184
#> 365 545.8697 535.873 525.8763
#> 366 548.2616 537.803 527.3444
#> 367 549.9848 539.813 529.6412
#> 368 551.4125 541.046 530.6794
#> 369 551.6264 542.031 532.4356
#> 370 550.8720 542.904 534.9360
#> 371 550.1944 543.821 537.4477
#> 372 549.1430 544.677 540.2110
#> 373 549.1387 545.178 541.2173
#> 374 548.9539 545.355 541.7561
#> 375 548.7792 545.611 542.4428
#> 376 549.4934 545.802 542.1106
#> 377 550.9145 546.099 541.2835
#> 378 553.9134 546.863 539.8126
#> 379 556.3776 547.940 539.5024
#> 380 558.1008 549.248 540.3953
#> 381 561.7589 550.897 540.0351
#> 382 562.6723 551.994 541.3157
#> 383 564.2889 553.356 542.4231
#> 384 565.1310 555.087 545.0430
#> 385 566.3042 557.039 547.7738
#> 386 565.4179 557.832 550.2461
#> 387 565.1595 557.952 550.7445
#> 388 566.2420 557.387 548.5320
#> 389 566.2467 557.324 548.4013
#> 390 566.2615 557.120 547.9785
#> 391 567.8139 555.111 542.4081
#> 392 569.4013 553.304 537.2067
#> 393 567.9662 551.749 535.5318
#> 394 565.3370 550.072 534.8070
#> 395 560.0622 547.786 535.5098
#> 396 558.0974 547.173 536.2486
#> 397 556.7202 546.208 535.6958
#> 398 557.5565 544.599 531.6415
#> 399 560.0625 540.872 521.6815
#> 400 557.7543 537.709 517.6637
#> 401 558.2911 535.452 512.6129
#> 402 557.5876 534.676 511.7644
#> 403 555.5014 533.531 511.5606
#> 404 553.0462 532.382 511.7178
#> 405 553.0577 532.386 511.7143
#> 406 550.1517 531.680 513.2083
#> 407 554.3383 532.686 511.0337
#> 408 560.0759 534.827 509.5781
#> 409 565.3196 539.050 512.7804
#> 410 568.7215 542.705 516.6885
#> 411 569.3409 546.901 524.4611
#> 412 569.6197 549.458 529.2963
#> 413 570.4906 552.372 534.2534
#> 414 568.5545 555.124 541.6935
#> 415 567.7170 557.076 546.4350
#> 416 564.3900 558.531 552.6720
#> 417 563.6739 559.059 554.4441
#> 418 564.1560 559.996 555.8360
#> 419 565.5710 559.243 552.9150
#> 420 566.5322 558.468 550.4037
#> 421 566.8389 557.367 547.8951
#> 422 569.7389 555.781 541.8231
#> 423 568.4898 554.209 539.9282
#> 424 566.8872 553.009 539.1308
#> 425 565.0274 552.295 539.5626
#> 426 565.2633 552.374 539.4847
#> 427 566.4679 552.740 539.0121
#> 428 566.1229 552.656 539.1891
#> 429 568.5798 553.755 538.9302
#> 430 570.1505 554.800 539.4495
#> 431 574.5810 556.937 539.2930
#> 432 574.6079 559.726 544.8441
#> 433 575.0311 562.052 549.0729
#> 434 574.8882 564.303 553.7178
#> 435 574.6048 565.865 557.1252
#> 436 575.4083 567.186 558.9637
#> 437 575.9199 568.132 560.3441
#> 438 576.7970 569.224 561.6510
#> 439 576.1911 569.779 563.3669
#> 440 573.8632 570.525 567.1867
#> 441 573.8952 570.209 566.5227
#> 442 574.4542 570.682 566.9097
#> 443 574.6184 570.495 566.3716
#> 444 575.0940 570.682 566.2700
#> 445 577.2201 571.392 565.5639
#> 446 578.2580 571.775 565.2919
#> 447 580.5691 572.586 564.6029
#> 448 584.3093 573.642 562.9747
#> 449 585.4253 574.758 564.0907
#> 450 586.8447 576.102 565.3593
#> 451 587.3089 577.555 567.8011
#> 452 588.7744 578.716 568.6576
#> 453 587.5889 580.299 573.0091
#> 454 587.0011 581.314 575.6269
#> 455 586.8547 581.399 575.9433
#> 456 586.1975 581.710 577.2225
#> 457 586.2563 581.656 577.0557
#> 458 585.5626 581.307 577.0515
#> 459 585.6417 581.506 577.3703
#> 460 585.4648 581.277 577.0892
#> 461 588.4755 579.906 571.3365
#> 462 587.9722 578.551 569.1298
#> 463 587.2369 577.169 567.1011
#> 464 585.7028 576.507 567.3112
#> 465 590.5145 577.812 565.1095
#> 466 596.0781 579.449 562.8199
#> 467 601.4210 581.364 561.3070
#> 468 605.7481 583.157 560.5659
#> 469 608.6696 584.670 560.6705
#> 470 611.2514 586.388 561.5246
#> 471 610.9306 588.859 566.7874
#> 472 609.1809 590.330 571.4791
#> 473 605.4070 592.164 578.9210
#> 474 602.1097 593.524 584.9383
#> 475 602.1240 593.470 584.8160
#> 476 601.8157 593.276 584.7363
#> 477 601.0688 593.008 584.9472
#> 478 600.6220 592.885 585.1480
#> 479 602.0332 593.260 584.4869
#> 480 602.5395 593.424 584.3085
#> 481 604.9750 594.344 583.7130
#> 482 606.3877 596.132 585.8763
#> 483 607.4012 597.708 588.0148
#> 484 609.4224 599.444 589.4656
#> 485 609.8891 601.060 592.2309
#> 486 610.6187 602.474 594.3293
#> 487 610.1378 603.391 596.6442
#> 488 609.4685 603.918 598.3675
#> 489 610.0487 604.599 599.1492
#> 490 609.0485 605.149 601.2495
#> 491 608.8853 605.315 601.7447
#> 492 609.1069 605.631 602.1551
#> 493 609.0764 605.669 602.2615
#> 494 615.4521 603.531 591.6098
#> 495 617.0579 601.475 585.8921
#> 496 615.8811 599.809 583.7369
#> 497 614.7885 598.810 582.8315
#> 498 614.5135 598.660 582.8065
#> 499 612.9387 598.048 583.1573
#> 500 611.4744 597.116 582.7576
#> 501 609.9206 595.517 581.1134
#> attr(,"lookback")
#> [1] 9