Datasets:
a float64 0 0 ⌀ | b float64 0 0 ⌀ | c float64 -0 0 ⌀ | e float64 -66.21 -0 ⌀ | t0 float64 0 1 ⌀ | rmspe float64 0.01 0.2 ⌀ | alt_mean float64 205 600 ⌀ | alt_range float64 0.01 100 ⌀ | alt_ref float64 218 637 ⌀ | n_pts int64 20 29 ⌀ | ref_date timestamp[ns]date 2013-01-01 00:00:00 2026-08-19 00:00:00 ⌀ | norad_id int64 5 89.5k ⌀ |
|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 0 | -0.000001 | -0.044514 | 0.150233 | 0.136725 | 432.230058 | 1.877624 | 433.087192 | 20 | 2013-01-03T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.036663 | 0.150233 | 0.135917 | 432.130414 | 1.942028 | 433.036339 | 20 | 2013-01-04T00:00:00 | 63 |
0 | 0 | -0 | -0.026648 | 0.18271 | 0.124917 | 432.028217 | 1.985978 | 432.978385 | 20 | 2013-01-05T00:00:00 | 63 |
0 | 0 | 0 | -0.010092 | 0.143068 | 0.097699 | 431.92394 | 2.007913 | 432.900745 | 20 | 2013-01-06T00:00:00 | 63 |
0 | 0 | 0 | -0.010092 | 0.143068 | 0.097699 | 431.92394 | 2.007913 | 432.900745 | 20 | 2013-01-07T00:00:00 | 63 |
0 | 0 | -0 | -0.023549 | 0.133022 | 0.098065 | 431.818111 | 2.028746 | 432.812905 | 20 | 2013-01-08T00:00:00 | 63 |
0 | 0 | -0 | -0.057583 | 0.122215 | 0.09056 | 431.710044 | 2.061688 | 432.713266 | 20 | 2013-01-09T00:00:00 | 63 |
0 | 0 | -0 | -0.000005 | 0.141043 | 0.092281 | 431.599742 | 2.116382 | 432.623603 | 20 | 2013-01-10T00:00:00 | 63 |
0 | 0 | -0 | -0.000005 | 0.141043 | 0.092281 | 431.599742 | 2.116382 | 432.623603 | 20 | 2013-01-11T00:00:00 | 63 |
0 | 0 | -0 | -0.000336 | 0.147615 | 0.093288 | 431.488108 | 2.146618 | 432.537535 | 20 | 2013-01-12T00:00:00 | 63 |
0 | 0 | -0 | -0.001694 | 0.141043 | 0.09312 | 431.375205 | 2.155009 | 432.434491 | 20 | 2013-01-13T00:00:00 | 63 |
0 | 0 | -0 | -0.001315 | 0.150233 | 0.09959 | 431.260474 | 2.187243 | 432.327118 | 20 | 2013-01-14T00:00:00 | 63 |
0 | 0 | 0 | -0.0102 | 0.18271 | 0.094117 | 431.144058 | 2.209133 | 432.207933 | 20 | 2013-01-15T00:00:00 | 63 |
0 | 0 | 0 | -0.13301 | 0.309524 | 0.076102 | 431.027197 | 2.212929 | 432.083635 | 20 | 2013-01-16T00:00:00 | 63 |
0 | 0 | -0 | -0.001003 | 0.866953 | 0.138914 | 429.987165 | 2.321271 | 431.209568 | 22 | 2013-01-28T00:00:00 | 63 |
0 | 0 | -0 | -0.000093 | 0.866953 | 0.153584 | 429.935591 | 2.408612 | 431.209568 | 23 | 2013-01-29T00:00:00 | 63 |
0 | 0 | -0 | -0.015495 | 0.866953 | 0.152794 | 429.827239 | 2.376828 | 431.09431 | 23 | 2013-01-30T00:00:00 | 63 |
0 | 0 | -0 | -0.000025 | 0.863494 | 0.179921 | 429.721736 | 2.324682 | 430.992407 | 23 | 2013-01-31T00:00:00 | 63 |
0 | 0 | -0 | -0.000027 | 0.864009 | 0.180999 | 429.618067 | 2.284802 | 430.892832 | 23 | 2013-02-01T00:00:00 | 63 |
0 | 0 | -0 | -0.000004 | 0.864009 | 0.182673 | 429.560123 | 2.176128 | 430.784158 | 22 | 2013-02-02T00:00:00 | 63 |
0 | 0 | -0 | -0.001131 | 0.864009 | 0.179968 | 429.515546 | 2.249313 | 430.784158 | 23 | 2013-02-03T00:00:00 | 63 |
0 | 0 | -0 | -0.000389 | 0.864009 | 0.180572 | 429.41413 | 2.199981 | 430.651578 | 23 | 2013-02-04T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.117328 | 0.825633 | 0.185283 | 429.313498 | 2.170184 | 430.507221 | 23 | 2013-02-05T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.108079 | 0.825287 | 0.189213 | 429.259238 | 2.053881 | 430.390918 | 22 | 2013-02-06T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.149359 | 0.90862 | 0.186275 | 429.214718 | 2.155647 | 430.390918 | 23 | 2013-02-07T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.138186 | 0.822342 | 0.185161 | 429.117959 | 2.114008 | 430.279483 | 23 | 2013-02-08T00:00:00 | 63 |
0 | 0 | -0 | -0.060683 | 0.814378 | 0.189907 | 429.022996 | 2.044535 | 430.139874 | 23 | 2013-02-09T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.079871 | 0.816974 | 0.188156 | 428.929742 | 2.003789 | 429.9988 | 23 | 2013-02-10T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.063807 | 0.816437 | 0.189829 | 428.881148 | 1.875695 | 429.870706 | 22 | 2013-02-11T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.077867 | 0.814378 | 0.18827 | 428.791438 | 1.851303 | 429.748389 | 22 | 2013-02-12T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.075556 | 0.814378 | 0.184136 | 428.749253 | 1.927202 | 429.748389 | 23 | 2013-02-13T00:00:00 | 63 |
0 | 0 | -0 | -0.085281 | 0.814378 | 0.187312 | 428.615867 | 1.794433 | 429.515035 | 22 | 2013-02-14T00:00:00 | 63 |
0 | 0 | -0 | -0.085281 | 0.814378 | 0.187312 | 428.615867 | 1.794433 | 429.515035 | 22 | 2013-02-15T00:00:00 | 63 |
0 | 0 | -0 | -0.119892 | 0.613489 | 0.190946 | 428.529509 | 1.753821 | 429.368981 | 22 | 2013-02-16T00:00:00 | 63 |
0 | 0 | -0 | -0.115755 | 0.80922 | 0.178636 | 428.44492 | 1.788899 | 429.296927 | 22 | 2013-02-17T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.093234 | 0.774771 | 0.165521 | 428.358872 | 1.833781 | 429.237666 | 22 | 2013-02-18T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.061229 | 0.779339 | 0.163233 | 428.271555 | 1.838535 | 429.155209 | 22 | 2013-02-19T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.087361 | 0.780156 | 0.162074 | 428.225531 | 1.942203 | 429.155209 | 23 | 2013-02-20T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.0926 | 0.780156 | 0.165596 | 428.183273 | 1.852017 | 429.065023 | 22 | 2013-02-21T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.100428 | 0.554536 | 0.187 | 428.094759 | 1.856563 | 428.974282 | 22 | 2013-02-22T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.059755 | 0.558771 | 0.184105 | 428.047671 | 1.962553 | 428.974282 | 23 | 2013-02-23T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.108908 | 0.55476 | 0.1635 | 427.915247 | 1.899375 | 428.800955 | 22 | 2013-02-24T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.132359 | 0.592207 | 0.135534 | 427.87307 | 1.815902 | 428.717482 | 21 | 2013-02-25T00:00:00 | 63 |
0 | 0 | -0.000002 | -0.127633 | 0.267105 | 0.134459 | 427.78256 | 1.850949 | 428.667725 | 21 | 2013-02-26T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.0105 | 0.623392 | 0.125963 | 427.691343 | 1.855864 | 428.60803 | 21 | 2013-02-27T00:00:00 | 63 |
0 | 0 | -0.000002 | -0.017406 | 0.67342 | 0.124936 | 427.600567 | 1.833124 | 428.534846 | 21 | 2013-02-28T00:00:00 | 63 |
0 | 0 | -0.000002 | -0.038223 | 0.707561 | 0.132907 | 427.555836 | 1.918355 | 428.534846 | 22 | 2013-03-01T00:00:00 | 63 |
0 | 0 | -0.000002 | -0.023781 | 0.245856 | 0.144047 | 427.463665 | 1.944516 | 428.451596 | 22 | 2013-03-02T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0.558771 | 0.132029 | 427.370143 | 1.942924 | 428.337037 | 22 | 2013-03-03T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0.531564 | 0.133891 | 427.3241 | 1.841158 | 428.235271 | 21 | 2013-03-04T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0.560085 | 0.132485 | 427.276063 | 1.967978 | 428.235271 | 22 | 2013-03-05T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.000001 | 0.245856 | 0.141488 | 427.180836 | 2.025212 | 428.165475 | 22 | 2013-03-06T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0.276746 | 0.141246 | 427.133948 | 1.955077 | 428.095339 | 21 | 2013-03-07T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0.006166 | 0.136394 | 427.035823 | 1.960294 | 427.995011 | 21 | 2013-03-08T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.000002 | 0.006753 | 0.136179 | 426.936785 | 1.981879 | 427.897086 | 21 | 2013-03-09T00:00:00 | 63 |
0 | 0 | -0.000002 | -0.000095 | 0.006755 | 0.133309 | 426.883883 | 2.124139 | 427.897086 | 22 | 2013-03-10T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0.061275 | 0.136355 | 426.835636 | 2.04824 | 427.821188 | 21 | 2013-03-11T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.000044 | 0.015494 | 0.132366 | 426.73241 | 2.067146 | 427.720602 | 21 | 2013-03-12T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0.157128 | 0.129916 | 426.627665 | 2.094219 | 427.61516 | 21 | 2013-03-13T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0.157029 | 0.129588 | 426.571298 | 2.227554 | 427.61516 | 22 | 2013-03-14T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0.122609 | 0.118975 | 426.464384 | 2.244979 | 427.508028 | 22 | 2013-03-15T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0.133285 | 0.111332 | 426.414687 | 2.140837 | 427.403886 | 21 | 2013-03-16T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0.143887 | 0.112664 | 426.306041 | 2.194344 | 427.316675 | 21 | 2013-03-17T00:00:00 | 63 |
0 | 0 | -0.000002 | -0.009311 | 0 | 0.124656 | 426.19349 | 2.259908 | 427.213006 | 21 | 2013-03-18T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0 | 0.126454 | 426.077643 | 2.337505 | 427.117719 | 21 | 2013-03-19T00:00:00 | 63 |
0 | 0 | -0.000002 | -0.01463 | 0 | 0.125238 | 426.012395 | 2.475531 | 427.117719 | 22 | 2013-03-20T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0 | 0.125738 | 425.95976 | 2.369541 | 427.011729 | 21 | 2013-03-21T00:00:00 | 63 |
0 | 0 | -0.000002 | -0 | 0 | 0.126003 | 425.839809 | 2.408835 | 426.90158 | 21 | 2013-03-22T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.033918 | 0 | 0.126951 | 425.718238 | 2.468191 | 426.816776 | 21 | 2013-03-23T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.071425 | 0 | 0.127827 | 425.650841 | 2.581264 | 426.816776 | 22 | 2013-03-24T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.074622 | 0 | 0.129615 | 425.59532 | 2.516655 | 426.752166 | 21 | 2013-03-25T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.077153 | 0 | 0.112007 | 425.470222 | 2.576616 | 426.701722 | 21 | 2013-03-26T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.044912 | 0 | 0.10286 | 425.343176 | 2.582747 | 426.616491 | 21 | 2013-03-27T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.065995 | 0 | 0.103246 | 425.216039 | 2.560449 | 426.507081 | 21 | 2013-03-28T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.080351 | 0 | 0.110488 | 425.089033 | 2.554174 | 426.394113 | 21 | 2013-03-29T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.069246 | 0 | 0.111987 | 424.961753 | 2.54606 | 426.267293 | 21 | 2013-03-30T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.069246 | 0 | 0.111987 | 424.961753 | 2.54606 | 426.267293 | 21 | 2013-03-31T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.046666 | 0 | 0.115832 | 424.834052 | 2.554674 | 426.140262 | 21 | 2013-04-01T00:00:00 | 63 |
0 | 0 | -0 | -0.024685 | 0 | 0.114359 | 424.706521 | 2.572619 | 426.034717 | 21 | 2013-04-02T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.054314 | 0.066736 | 0.117009 | 424.644147 | 2.70041 | 426.034717 | 22 | 2013-04-03T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.049476 | 0.066736 | 0.116757 | 424.515448 | 2.711868 | 425.915208 | 22 | 2013-04-04T00:00:00 | 63 |
0 | 0 | -0 | -0.025947 | 0 | 0.117109 | 424.387141 | 2.680504 | 425.772947 | 22 | 2013-04-05T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.042687 | 0 | 0.118739 | 424.257517 | 2.732228 | 425.653456 | 22 | 2013-04-06T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.042687 | 0 | 0.118739 | 424.257517 | 2.732228 | 425.653456 | 22 | 2013-04-07T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.036114 | 0 | 0.119231 | 424.124925 | 2.784521 | 425.520941 | 22 | 2013-04-08T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.037963 | 0 | 0.119284 | 423.991386 | 2.80453 | 425.387606 | 22 | 2013-04-09T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.019469 | 0 | 0.118026 | 423.854641 | 2.883824 | 425.263048 | 22 | 2013-04-10T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.029078 | 0 | 0.119846 | 423.787574 | 2.743107 | 425.122331 | 21 | 2013-04-11T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.040664 | 0 | 0.121404 | 423.714148 | 2.950116 | 425.122331 | 22 | 2013-04-12T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.003719 | 0 | 0.12244 | 423.572694 | 2.942775 | 424.953098 | 22 | 2013-04-13T00:00:00 | 63 |
0 | 0 | -0 | -0.0703 | 0.086917 | 0.096177 | 423.432315 | 2.915453 | 424.780214 | 22 | 2013-04-14T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.034851 | 0.22099 | 0.094053 | 423.221796 | 3.013748 | 424.642188 | 23 | 2013-04-15T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.059494 | 0.20391 | 0.094672 | 423.157232 | 2.864306 | 424.492746 | 22 | 2013-04-16T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.021748 | 0.241651 | 0.095759 | 423.085034 | 2.996071 | 424.492746 | 23 | 2013-04-17T00:00:00 | 63 |
0 | 0 | -0.000001 | -0.020609 | 0.010924 | 0.097184 | 422.949247 | 2.978952 | 424.348585 | 23 | 2013-04-18T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0 | 0.100292 | 422.815184 | 2.970359 | 424.235512 | 23 | 2013-04-19T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0 | 0.103815 | 422.682274 | 2.946528 | 424.125106 | 23 | 2013-04-20T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0 | 0.110522 | 422.615458 | 3.046417 | 424.125106 | 24 | 2013-04-21T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0 | 0.111701 | 422.549821 | 2.955056 | 424.033744 | 23 | 2013-04-22T00:00:00 | 63 |
0 | 0 | -0.000001 | -0 | 0 | 0.111725 | 422.414408 | 3.027401 | 423.946632 | 23 | 2013-04-23T00:00:00 | 63 |
DragTrack Ops Data
Snapshot of the DRAGTRACK_ROOT data tree produced by the
DragTrack thermospheric density pipeline.
Snapshot date: 2026-08-20
Reference
Gershman (2026), NASA-TM/20260006171 — Enabling Near-Real-Time Thermospheric Density Monitoring.
Contents
Per-NORAD tree (bundled as tarballs — 57k+ files each; extract after download):
| Path | Extract to | Content |
|---|---|---|
tles_raw.tar |
<root>/tles/raw/ |
Per-NORAD raw element rows from Space-Track (v6 schema) |
tles_daily.tar |
<root>/tles/daily/ |
Per-NORAD daily-averaged rows with Picone drag acceleration |
tles_meta.tar |
<root>/tles/meta/ |
Per-NORAD ingest state (last epoch, last processed) |
Solver + catalog + forcing (individual files):
| Path | Content |
|---|---|
manifest.parquet |
Fleet-wide state (one row per NORAD) |
catalog/ref_catalog_lowalt_{YYYY}.parquet |
27-day rolling vdot-vs-forcing fits |
fleet/year=YYYY/part.parquet |
Per-year fleet median-element pre-filter |
solver/v1/joint_trf_2014_2026_v1.pkl |
Daily joint-TRF solver output (per-day a_d + Tinf, per-sat B*) |
solver/subdaily/subdaily_2014_2026_6h_v1.pkl |
6h subdaily refinement |
forcing/f107.p, omni_sw.p, softG.p, euvs.p |
Latest forcing pickles (F10.7, solar wind, geomagnetic, EUVS) |
forcing/goes19_euvs_avg1d.nc |
GOES-19 EUVS archive (NetCDF) |
Not included
tles/tle{YYYY}.txt— raw Space-Track dumps (28 GB, redownload from space-track.org with your own credentials, ordragtrack-hourly)solver/dict/,solver/obs_load_cache/— solver scratch (regenerated)reports/— product JSONs and plots (regenerated hourly by the pipeline)j70_lut/— J70 density lookup table (bundled in the pipeline repo atassets/j70/j70_density_lookup_tx.pkl)- Historical snapshots (
*_TIMESTAMPZ.p,*_TIMESTAMPZ.pkl) — only the latest of each pkl is included
Usage
Download + extract:
export DRAGTRACK_ROOT=/srv/dragtrack/data
mkdir -p $DRAGTRACK_ROOT
# 1. Download everything
huggingface-cli download djgersh/dragtrack-ops-data --repo-type dataset \
--local-dir $DRAGTRACK_ROOT
# 2. Extract the per-NORAD tarballs
cd $DRAGTRACK_ROOT
mkdir -p tles/raw tles/daily tles/meta
tar -xf tles_raw.tar -C tles/raw
tar -xf tles_daily.tar -C tles/daily
tar -xf tles_meta.tar -C tles/meta
rm tles_raw.tar tles_daily.tar tles_meta.tar # optional — save 32 GB
Then set up the pipeline:
git clone https://github.com/dangershman/dragtrack-solver dragtrack_ops
cd dragtrack_ops
pip install -e '.[dev]'
export SPACETRACK_USER=<your-user>
export SPACETRACK_PASS=<your-pass>
# Live-edge update from this snapshot
dragtrack-hourly # pulls fresh TLEs from Space-Track
dragtrack-solve --stage forcing # refresh forcing pickles
dragtrack-solve --stage rho # emit product
See DEPLOYMENT_GUIDE.md in the pipeline repo for the full stage list and
scheduler wiring.
Provenance
Solver pkls carry embedded provenance (git commit, source hash, calibration
constant C_CAL, per-year catalog metadata). Local paths in provenance JSONs
have been scrubbed to <DRAGTRACK_ROOT>.
Every forcing pickle includes source URL, fetch timestamp, and processor git commit in its atomic envelope.
Contact
Daniel Gershman — daniel.j.gershman@nasa.gov
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