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sensor_1 float64 | sensor_2 float64 | sensor_3 null | sensor_4 float64 | sensor_5 null | sensor_6 float64 | sensor_7 float64 | sensor_8 float64 | sensor_9 float64 | sensor_10 float64 |
|---|---|---|---|---|---|---|---|---|---|
-162 | -179 | null | 100 | null | -10 | 3 | 1,285 | 7 | -157 |
-211 | 1 | null | 110 | null | 123 | 12 | 1,243 | -39 | -152 |
-198 | 148 | null | 116 | null | 70 | -249 | 1,143 | -78 | -130 |
-179 | 270 | null | 83 | null | -121 | -515 | 530 | -109 | -107 |
-186 | 320 | null | 62 | null | -172 | -464 | 541 | -143 | -76 |
-317 | 257 | null | 108 | null | 129 | -297 | 752 | -164 | -53 |
-282 | 378 | null | 192 | null | 250 | -317 | 857 | -182 | -45 |
-242 | 451 | null | 321 | null | -11 | -191 | 504 | -193 | -52 |
-294 | 477 | null | 459 | null | -155 | -105 | 96 | -182 | -81 |
-425 | 389 | null | 577 | null | 132 | -98 | 546 | -156 | -112 |
-506 | 222 | null | 691 | null | 496 | 79 | 835 | -122 | -150 |
-450 | 95 | null | 764 | null | 327 | 118 | 1,138 | -90 | -180 |
-500 | -69 | null | 806 | null | 83 | 170 | 1,228 | -68 | -204 |
-557 | -157 | null | 833 | null | 410 | 193 | 1,273 | -82 | -243 |
-653 | -205 | null | 808 | null | 888 | -27 | 1,374 | -116 | -288 |
-645 | -186 | null | 746 | null | 919 | -244 | 794 | -137 | -345 |
-608 | -186 | null | 643 | null | 688 | -398 | 513 | -160 | -404 |
-626 | -180 | null | 536 | null | 539 | -324 | 448 | -174 | -464 |
-672 | -165 | null | 461 | null | 665 | -168 | 792 | -170 | -501 |
-761 | -214 | null | 363 | null | 929 | -137 | 879 | -159 | -525 |
-673 | -239 | null | 270 | null | 755 | -291 | 574 | -129 | -537 |
-645 | -239 | null | 214 | null | 463 | -491 | 809 | -111 | -515 |
-656 | -196 | null | 173 | null | 390 | -281 | 881 | -126 | -504 |
-631 | -176 | null | 172 | null | 638 | -186 | 957 | -147 | -480 |
-565 | -138 | null | 213 | null | 951 | -398 | 631 | -167 | -434 |
-545 | -105 | null | 235 | null | 973 | -498 | 759 | -180 | -395 |
-613 | -100 | null | 262 | null | 903 | -352 | 1,363 | -191 | -359 |
-587 | -69 | null | 315 | null | 761 | 9 | 1,367 | -207 | -331 |
-638 | 11 | null | 377 | null | 751 | 199 | 1,178 | -216 | -305 |
-598 | 60 | null | 488 | null | 770 | 343 | 755 | -217 | -280 |
-550 | -4 | null | 602 | null | 665 | 377 | 803 | -221 | -238 |
-573 | -24 | null | 712 | null | 534 | 197 | 737 | -220 | -188 |
-577 | -71 | null | 802 | null | 744 | 141 | 406 | -219 | -151 |
-572 | -78 | null | 874 | null | 1,157 | 110 | 393 | -224 | -114 |
-463 | -64 | null | 958 | null | 1,279 | -90 | 312 | -215 | -104 |
-461 | -80 | null | 1,013 | null | 1,343 | -448 | 46 | -186 | -101 |
-489 | -64 | null | 1,024 | null | 1,402 | -685 | -894 | -140 | -94 |
-520 | -95 | null | 975 | null | 1,471 | -881 | -1,317 | -82 | -92 |
-461 | -60 | null | 871 | null | 1,471 | -1,140 | -681 | -16 | -75 |
-435 | -32 | null | 761 | null | 1,342 | -1,222 | 27 | 53 | -59 |
-484 | 87 | null | 628 | null | 1,322 | -1,087 | 596 | 101 | -11 |
-472 | 165 | null | 496 | null | 1,542 | -734 | 652 | 137 | 63 |
-512 | 153 | null | 422 | null | 1,753 | -466 | 563 | 181 | 144 |
-430 | 206 | null | 382 | null | 1,708 | -373 | 199 | 230 | 229 |
-465 | 147 | null | 345 | null | 1,526 | -292 | -110 | 276 | 299 |
-554 | 163 | null | 305 | null | 1,570 | -272 | 90 | 306 | 371 |
-555 | 211 | null | 320 | null | 1,880 | -164 | 356 | 321 | 413 |
-506 | 285 | null | 355 | null | 1,995 | 17 | 772 | 325 | 429 |
-490 | 337 | null | 363 | null | 1,807 | 88 | 386 | 319 | 433 |
-538 | 326 | null | 352 | null | 1,665 | -65 | 57 | 308 | 408 |
-484 | 325 | null | 286 | null | 1,919 | -325 | 262 | 283 | 370 |
-545 | 185 | null | 192 | null | 2,015 | -417 | 290 | 248 | 333 |
-491 | 62 | null | 107 | null | 1,706 | -546 | 264 | 205 | 320 |
-477 | -15 | null | 27 | null | 1,500 | -597 | -133 | 161 | 352 |
-639 | -84 | null | -22 | null | 1,573 | -436 | -201 | 123 | 414 |
-596 | -181 | null | -35 | null | 1,750 | -252 | -563 | 84 | 472 |
-475 | -271 | null | -40 | null | 1,784 | 23 | -994 | 67 | 541 |
-548 | -313 | null | 0 | null | 1,783 | 84 | -1,055 | 47 | 585 |
-665 | -357 | null | 96 | null | 1,728 | -99 | -990 | 14 | 598 |
-403 | -350 | null | 186 | null | 1,673 | -188 | -421 | -20 | 603 |
-357 | -286 | null | 245 | null | 1,583 | -264 | -400 | -80 | 579 |
-659 | -232 | null | 276 | null | 1,504 | -396 | -517 | -141 | 549 |
-545 | -262 | null | 318 | null | 1,475 | -433 | -659 | -207 | 528 |
-364 | -251 | null | 353 | null | 1,513 | -323 | -866 | -262 | 494 |
-582 | -230 | null | 369 | null | 1,574 | -213 | -805 | -281 | 434 |
-735 | -274 | null | 387 | null | 1,537 | -99 | -1,043 | -297 | 365 |
-438 | -409 | null | 410 | null | 1,620 | 17 | -986 | -300 | 297 |
-356 | -515 | null | 419 | null | 1,600 | 60 | -910 | -281 | 230 |
-535 | -551 | null | 409 | null | 1,635 | 253 | -707 | -229 | 193 |
-398 | -617 | null | 395 | null | 1,685 | 486 | -297 | -169 | 204 |
-347 | -636 | null | 370 | null | 1,595 | 377 | -149 | -98 | 249 |
-405 | -548 | null | 349 | null | 1,537 | 166 | 92 | -11 | 331 |
-293 | -354 | null | 337 | null | 1,603 | 40 | -38 | 72 | 429 |
-289 | -264 | null | 341 | null | 1,934 | -124 | 46 | 165 | 526 |
-503 | -167 | null | 366 | null | 2,120 | -154 | 109 | 245 | 635 |
-382 | -69 | null | 398 | null | 2,132 | -143 | -243 | 317 | 738 |
-48 | -10 | null | 420 | null | 2,090 | -377 | -565 | 365 | 835 |
-341 | 142 | null | 409 | null | 2,096 | -591 | -1,019 | 405 | 919 |
-565 | 179 | null | 397 | null | 1,967 | -658 | -820 | 434 | 973 |
-146 | 160 | null | 410 | null | 1,740 | -653 | -491 | 423 | 993 |
-31 | 83 | null | 411 | null | 1,821 | -386 | -16 | 386 | 967 |
-401 | 47 | null | 409 | null | 1,948 | -1 | 489 | 310 | 914 |
-388 | 86 | null | 441 | null | 2,105 | 174 | 439 | 194 | 868 |
19 | 146 | null | 474 | null | 2,166 | 78 | 92 | 56 | 824 |
-48 | 283 | null | 442 | null | 2,183 | -204 | -875 | -70 | 788 |
-217 | 350 | null | 384 | null | 2,247 | -519 | -1,489 | -186 | 762 |
-110 | 353 | null | 366 | null | 2,253 | -767 | -1,921 | -290 | 711 |
-139 | 341 | null | 362 | null | 2,145 | -927 | -2,082 | -365 | 640 |
-140 | 410 | null | 378 | null | 1,957 | -931 | -1,801 | -425 | 557 |
-71 | 477 | null | 387 | null | 1,936 | -713 | -1,825 | -456 | 471 |
-146 | 518 | null | 374 | null | 1,950 | -543 | -1,607 | -467 | 396 |
-288 | 540 | null | 361 | null | 2,029 | -500 | -1,683 | -466 | 302 |
16 | 487 | null | 334 | null | 1,992 | -349 | -1,686 | -456 | 210 |
86 | 468 | null | 267 | null | 1,951 | -132 | -1,322 | -446 | 138 |
-312 | 401 | null | 190 | null | 2,049 | 229 | -642 | -417 | 72 |
-217 | 285 | null | 132 | null | 2,026 | 632 | 264 | -391 | 26 |
85 | 179 | null | 70 | null | 1,943 | 835 | 330 | -373 | 5 |
-1 | 92 | null | 52 | null | 1,824 | 776 | 306 | -332 | 22 |
-234 | -20 | null | 41 | null | 1,890 | 531 | -18 | -277 | 60 |
71 | -144 | null | 53 | null | 1,940 | 447 | -532 | -213 | 119 |
End of preview.
Volcanic Tremor Time to Eruption
Predict the time remaining until a volcano's next eruption from ten minutes of ten channel geophysical recording by a sensor array on the volcano. Each segment is one 57,600 row recording normalised within the segment; some channels are absent in some deployments. Training segments carry the label, test segments do not, and the two come from disjoint eruption episodes.
Contents
The data tree lives under data/, exactly as the benchmark environment presents it at
/app/tremor. Its own description is at data/README.md.
- 4435 files, 15324466007 bytes (14.3 GiB)
- structure hash (sha256 over sorted
path\tsizelines):ba46bc9abdaeac2bc69aea8b6501046fd462045cf272c0913e5c50142e2a7000 data.manifest.tsvat the repo root lists every file assha256 size path
Use
from huggingface_hub import snapshot_download
snapshot_download("Emulated-Inc/ar-msl-volcanic-eruption-time", repo_type="dataset", revision="REVISION",
local_dir="./tremor", allow_patterns="data/*")
Pin revision to a commit sha rather than a branch if you need reproducibility.
Provenance and licence
Derived from the labelled training split of the INGV Volcanic Eruption Prediction Kaggle competition (https://www.kaggle.com/competitions/predict-volcanic-eruptions-ingv-oe), whose rules grant CC BY 4.0 for any purpose in section 7A. Section 7B of the same rules adds a contractual non-redistribution term; this repository is private pending review of that term, and any distribution of the data must be reviewed against it first. Attribution to the Istituto Nazionale di Geofisica e Vulcanologia is required by the licence.
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