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https://github.com/dominodatalab/ray-scaling
Examples on how to Scale large Ray Clusters which are to be IRSA Enabled
https://github.com/dominodatalab/ray-scaling
Last synced: 29 days ago
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Examples on how to Scale large Ray Clusters which are to be IRSA Enabled
- Host: GitHub
- URL: https://github.com/dominodatalab/ray-scaling
- Owner: dominodatalab
- Created: 2023-11-20T00:33:17.000Z (about 1 year ago)
- Default Branch: main
- Last Pushed: 2023-12-12T15:39:07.000Z (about 1 year ago)
- Last Synced: 2023-12-13T14:50:20.962Z (about 1 year ago)
- Language: Jupyter Notebook
- Size: 82 KB
- Stars: 0
- Watchers: 3
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# Scaling Ray Clusters for IRSA
This notebook demonstrates the use of IRSA with MLFLOW at Scale with 850 workers.
### Test Results (750 workers)
Using Boto3 - Explicit boto3 based writes to S3 from Ray Workers
| | worker_index | durations |
|----:|:-------------------|------------:|
| 0 | 1 | 11.7434 |
| 1 | 2 | 17.8764 |
| 2 | 3 | 18.8649 |
| 3 | 4 | 7.68493 |
| 4 | 5 | 16.4428 |
| 5 | 6 | 14.7671 |
| 6 | 7 | 14.9126 |
| 7 | 8 | 14.3603 |
| 8 | 9 | 14.7395 |
| 9 | 10 | 15.5639 |
| 10 | 11 | 14.6576 |
| 11 | 12 | 11.1181 |
| 12 | 13 | 17.0281 |
| 13 | 14 | 6.2352 |
| 14 | 15 | 19.7294 |
| 15 | 16 | 5.15125 |
| 16 | 17 | 10.5731 |
| 17 | 18 | 5.04873 |
| 18 | 19 | 9.11217 |
| 19 | 20 | 13.8626 |
| 20 | 21 | 11.4736 |
| 21 | 22 | 16.2403 |
| 22 | 23 | 15.5876 |
| 23 | 24 | 10.6381 |
| 24 | 25 | 18.4999 |
| 25 | 26 | 38.7928 |
| 26 | 27 | 9.80455 |
| 27 | 28 | 10.9657 |
| 28 | 29 | 35.8648 |
| 29 | 30 | 13.4332 |
| 30 | 31 | 4.97482 |
| 31 | 32 | 2.46466 |
| 32 | 33 | 11.9957 |
| 33 | 34 | 11.4609 |
| 34 | 35 | 13.6366 |
| 35 | 36 | 17.1882 |
| 36 | 37 | 21.7387 |
| 37 | 38 | 19.6045 |
| 38 | 39 | 14.6263 |
| 39 | 40 | 5.28241 |
| 40 | 41 | 17.0578 |
| 41 | 42 | 15.2091 |
| 42 | 43 | 67.2111 |
| 43 | 44 | 8.72569 |
| 44 | 45 | 15.2649 |
| 45 | 46 | 9.02085 |
| 46 | 47 | 9.11745 |
| 47 | 48 | 21.8642 |
| 48 | 49 | 4.91154 |
| 49 | 50 | 5.00232 |
| 50 | 51 | 11.8756 |
| 51 | 52 | 13.6244 |
| 52 | 53 | 14.8335 |
| 53 | 54 | 13.1364 |
| 54 | 55 | 11.2721 |
| 55 | 56 | 16.9807 |
| 56 | 57 | 2.36093 |
| 57 | 58 | 12.7336 |
| 58 | 59 | 18.2039 |
| 59 | 60 | 12.6367 |
| 60 | 61 | 23.4921 |
| 61 | 62 | 67.2709 |
| 62 | 63 | 13.1845 |
| 63 | 64 | 9.79432 |
| 64 | 65 | 8.70884 |
| 65 | 66 | 11.5435 |
| 66 | 67 | 13.0868 |
| 67 | 68 | 14.87 |
| 68 | 69 | 14.9519 |
| 69 | 70 | 11.4049 |
| 70 | 71 | 12.9879 |
| 71 | 72 | 12.1694 |
| 72 | 73 | 13.0251 |
| 73 | 74 | 19.1542 |
| 74 | 75 | 20.4727 |
| 75 | 76 | 12.5385 |
| 76 | 77 | 12.0045 |
| 77 | 78 | 9.83234 |
| 78 | 79 | 17.1671 |
| 79 | 80 | 15.1105 |
| 80 | 81 | 18.7749 |
| 81 | 82 | 17.0848 |
| 82 | 83 | 19.188 |
| 83 | 84 | 16.5295 |
| 84 | 85 | 13.2663 |
| 85 | 86 | 10.1392 |
| 86 | 87 | 13.5476 |
| 87 | 88 | 17.5205 |
| 88 | 89 | 12.686 |
| 89 | 90 | 14.8974 |
| 90 | 91 | 6.33667 |
| 91 | 92 | 12.5644 |
| 92 | 93 | 17.9032 |
| 93 | 94 | 17.294 |
| 94 | 95 | 14.3565 |
| 95 | 96 | 8.49828 |
| 96 | 97 | 13.8282 |
| 97 | 98 | 16.2311 |
| 98 | 99 | 12.6064 |
| 99 | 100 | 14.8358 |
| 100 | 101 | 15.8235 |
| 101 | 102 | 22.1799 |
| 102 | 103 | 10.2645 |
| 103 | 104 | 36.2988 |
| 104 | 105 | 8.75428 |
| 105 | 106 | 16.7453 |
| 106 | 107 | 7.73158 |
| 107 | 108 | 19.5406 |
| 108 | 109 | 9.87556 |
| 109 | 110 | 13.046 |
| 110 | 111 | 13.9651 |
| 111 | 112 | 16.5093 |
| 112 | 113 | 9.84456 |
| 113 | 114 | 10.3466 |
| 114 | 115 | 12.8838 |
| 115 | 116 | 15.0411 |
| 116 | 117 | 11.9208 |
| 117 | 118 | 21.7952 |
| 118 | 119 | 17.6381 |
| 119 | 120 | 13.6699 |
| 120 | 121 | 12.9068 |
| 121 | 122 | 10.7985 |
| 122 | 123 | 15.9148 |
| 123 | 124 | 8.91491 |
| 124 | 125 | 11.9669 |
| 125 | 126 | 14.1169 |
| 126 | 127 | 15.1971 |
| 127 | 128 | 20.1364 |
| 128 | 129 | 16.508 |
| 129 | 130 | 15.5424 |
| 130 | 131 | 12.6499 |
| 131 | 132 | 17.9253 |
| 132 | 133 | 16.4281 |
| 133 | 134 | 17.7503 |
| 134 | 135 | 12.4902 |
| 135 | 136 | 19.2348 |
| 136 | 137 | 18.4091 |
| 137 | 138 | 12.2655 |
| 138 | 139 | 20.6188 |
| 139 | 140 | 16.7289 |
| 140 | 141 | 17.7029 |
| 141 | 142 | 16.9666 |
| 142 | 143 | 16.7135 |
| 143 | 144 | 10.2904 |
| 144 | 145 | 16.84 |
| 145 | 146 | 12.7651 |
| 146 | 147 | 19.1432 |
| 147 | 148 | 8.73061 |
| 148 | 149 | 20.2054 |
| 149 | 150 | 12.5915 |
| 150 | 151 | 12.6497 |
| 151 | 152 | 16.5407 |
| 152 | 153 | 15.1633 |
| 153 | 154 | 15.2975 |
| 154 | 155 | 16.1215 |
| 155 | 156 | 12.5853 |
| 156 | 157 | 15.4678 |
| 157 | 158 | 14.1873 |
| 158 | 159 | 11.9633 |
| 159 | 160 | 16.1555 |
| 160 | 161 | 17.1555 |
| 161 | 162 | 12.5042 |
| 162 | 163 | 11.8628 |
| 163 | 164 | 15.5529 |
| 164 | 165 | 8.76026 |
| 165 | 166 | 18.9797 |
| 166 | 167 | 15.8635 |
| 167 | 168 | 14.7291 |
| 168 | 169 | 19.4404 |
| 169 | 170 | 10.5022 |
| 170 | 171 | 12.0445 |
| 171 | 172 | 14.7142 |
| 172 | 173 | 14.7458 |
| 173 | 174 | 10.8555 |
| 174 | 175 | 16.758 |
| 175 | 176 | 21.8378 |
| 176 | 177 | 16.4901 |
| 177 | 178 | 19.1646 |
| 178 | 179 | 17.1096 |
| 179 | 180 | 20.2956 |
| 180 | 181 | 18.7999 |
| 181 | 182 | 16.7123 |
| 182 | 183 | 13.9941 |
| 183 | 184 | 18.9969 |
| 184 | 185 | 14.8567 |
| 185 | 186 | 20.54 |
| 186 | 187 | 16.6782 |
| 187 | 188 | 18.2615 |
| 188 | 189 | 11.1178 |
| 189 | 190 | 14.3335 |
| 190 | 191 | 16.956 |
| 191 | 192 | 14.4904 |
| 192 | 193 | 14.5813 |
| 193 | 194 | 16.9407 |
| 194 | 195 | 20.3314 |
| 195 | 196 | 15.1479 |
| 196 | 197 | 18.6565 |
| 197 | 198 | 14.0139 |
| 198 | 199 | 16.6448 |
| 199 | 200 | 16.1087 |
| 200 | 201 | 15.3131 |
| 201 | 202 | 15.2033 |
| 202 | 203 | 17.0218 |
| 203 | 204 | 14.7294 |
| 204 | 205 | 10.4085 |
| 205 | 206 | 12.6291 |
| 206 | 207 | 13.5539 |
| 207 | 208 | 13.35 |
| 208 | 209 | 11.6345 |
| 209 | 210 | 12.7876 |
| 210 | 211 | 13.2709 |
| 211 | 212 | 19.5014 |
| 212 | 213 | 17.2176 |
| 213 | 214 | 10.7593 |
| 214 | 215 | 13.824 |
| 215 | 216 | 21.2624 |
| 216 | 217 | 14.9307 |
| 217 | 218 | 15.2033 |
| 218 | 219 | 12.6943 |
| 219 | 220 | 12.9437 |
| 220 | 221 | 20.4291 |
| 221 | 222 | 16.9485 |
| 222 | 223 | 11.7248 |
| 223 | 224 | 17.0221 |
| 224 | 225 | 16.8901 |
| 225 | 226 | 15.1029 |
| 226 | 227 | 18.3125 |
| 227 | 228 | 16.2766 |
| 228 | 229 | 19.0174 |
| 229 | 230 | 17.3487 |
| 230 | 231 | 15.6327 |
| 231 | 232 | 15.5341 |
| 232 | 233 | 13.0013 |
| 233 | 234 | 10.6154 |
| 234 | 235 | 13.0897 |
| 235 | 236 | 17.7883 |
| 236 | 237 | 14.032 |
| 237 | 238 | 15.4437 |
| 238 | 239 | 10.8616 |
| 239 | 240 | 8.36658 |
| 240 | 241 | 16.7249 |
| 241 | 242 | 15.7375 |
| 242 | 243 | 12.2622 |
| 243 | 244 | 20.6715 |
| 244 | 245 | 16.4756 |
| 245 | 246 | 16.8869 |
| 246 | 247 | 17.474 |
| 247 | 248 | 22.2967 |
| 248 | 249 | 21.6166 |
| 249 | 250 | 22.3619 |
| 250 | 251 | 20.8021 |
| 251 | 252 | 21.7991 |
| 252 | 253 | 19.9017 |
| 253 | 254 | 20.9844 |
| 254 | 255 | 18.6524 |
| 255 | 256 | 21.6851 |
| 256 | 257 | 22.0383 |
| 257 | 258 | 22.3531 |
| 258 | 259 | 21.3071 |
| 259 | 260 | 21.203 |
| 260 | 261 | 21.5586 |
| 261 | 262 | 21.7403 |
| 262 | 263 | 21.7356 |
| 263 | 264 | 22.2607 |
| 264 | 265 | 22.0641 |
| 265 | 266 | 21.1455 |
| 266 | 267 | 22.4909 |
| 267 | 268 | 21.2992 |
| 268 | 269 | 22.1664 |
| 269 | 270 | 18.6932 |
| 270 | 271 | 20.757 |
| 271 | 272 | 40.2158 |
| 272 | 273 | 20.2219 |
| 273 | 274 | 21.7973 |
| 274 | 275 | 21.538 |
| 275 | 276 | 22.2542 |
| 276 | 277 | 21.8649 |
| 277 | 278 | 21.2095 |
| 278 | 279 | 22.4067 |
| 279 | 280 | 20.3625 |
| 280 | 281 | 43.8379 |
| 281 | 282 | 21.0349 |
| 282 | 283 | 20.8127 |
| 283 | 284 | 21.3911 |
| 284 | 285 | 21.018 |
| 285 | 286 | 21.9808 |
| 286 | 287 | 22.3712 |
| 287 | 288 | 21.9916 |
| 288 | 289 | 44.7943 |
| 289 | 290 | 20.2832 |
| 290 | 291 | 41.1258 |
| 291 | 292 | 21.4977 |
| 292 | 293 | 21.115 |
| 293 | 294 | 22.0401 |
| 294 | 295 | 21.7761 |
| 295 | 296 | 21.4024 |
| 296 | 297 | 22.3461 |
| 297 | 298 | 21.0892 |
| 298 | 299 | 11.9871 |
| 299 | 300 | 21.7518 |
| 300 | 301 | 20.9433 |
| 301 | 302 | 21.3261 |
| 302 | 303 | 21.6503 |
| 303 | 304 | 20.9144 |
| 304 | 305 | 21.1478 |
| 305 | 306 | 22.1494 |
| 306 | 307 | 22.0541 |
| 307 | 308 | 22.2523 |
| 308 | 309 | 21.3891 |
| 309 | 310 | 32.3913 |
| 310 | 311 | 21.048 |
| 311 | 312 | 22.0667 |
| 312 | 313 | 21.49 |
| 313 | 314 | 14.5279 |
| 314 | 315 | 11.9247 |
| 315 | 316 | 12.2892 |
| 316 | 317 | 20.5309 |
| 317 | 318 | 13.1995 |
| 318 | 319 | 19.0028 |
| 319 | 320 | 17.0796 |
| 320 | 321 | 18.0535 |
| 321 | 322 | 17.2676 |
| 322 | 323 | 21.7252 |
| 323 | 324 | 19.4119 |
| 324 | 325 | 12.8039 |
| 325 | 326 | 12.1383 |
| 326 | 327 | 14.0488 |
| 327 | 328 | 19.9156 |
| 328 | 329 | 19.8899 |
| 329 | 330 | 22.0446 |
| 330 | 331 | 15.513 |
| 331 | 332 | 16.3558 |
| 332 | 333 | 17.5346 |
| 333 | 334 | 15.2536 |
| 334 | 335 | 13.434 |
| 335 | 336 | 16.9854 |
| 336 | 337 | 15.0568 |
| 337 | 338 | 16.513 |
| 338 | 339 | 21.5903 |
| 339 | 340 | 21.4777 |
| 340 | 341 | 16.2584 |
| 341 | 342 | 18.4498 |
| 342 | 343 | 18.517 |
| 343 | 344 | 13.1478 |
| 344 | 345 | 20.1813 |
| 345 | 346 | 17.519 |
| 346 | 347 | 19.427 |
| 347 | 348 | 20.6857 |
| 348 | 349 | 21.204 |
| 349 | 350 | 41.2903 |
| 350 | 351 | 45.5997 |
| 351 | 352 | 20.5486 |
| 352 | 353 | 20.6817 |
| 353 | 354 | 22.1573 |
| 354 | 355 | 20.483 |
| 355 | 356 | 38.4388 |
| 356 | 357 | 20.5406 |
| 357 | 358 | 42.8616 |
| 358 | 359 | 21.3319 |
| 359 | 360 | 67.3342 |
| 360 | 361 | 47.2069 |
| 361 | 362 | 22.7365 |
| 362 | 363 | 11.6907 |
| 363 | 364 | 10.7879 |
| 364 | 365 | 44.8197 |
| 365 | 366 | 45.6733 |
| 366 | 367 | 36.3656 |
| 367 | 368 | 17.8181 |
| 368 | 369 | 22.3512 |
| 369 | 370 | 20.6092 |
| 370 | 371 | 21.5219 |
| 371 | 372 | 20.7193 |
| 372 | 373 | 18.5346 |
| 373 | 374 | 39.5622 |
| 374 | 375 | 43.1426 |
| 375 | 376 | 39.6849 |
| 376 | 377 | 21.7625 |
| 377 | 378 | 21.2578 |
| 378 | 379 | 20.7027 |
| 379 | 380 | 22.0643 |
| 380 | 381 | 22.4888 |
| 381 | 382 | 45.1927 |
| 382 | 383 | 40.5006 |
| 383 | 384 | 22.1416 |
| 384 | 385 | 36.4389 |
| 385 | 386 | 43.1315 |
| 386 | 387 | 46.0121 |
| 387 | 388 | 21.4402 |
| 388 | 389 | 46.0424 |
| 389 | 390 | 36.0542 |
| 390 | 391 | 22.4592 |
| 391 | 392 | 21.2259 |
| 392 | 393 | 22.0282 |
| 393 | 394 | 16.6168 |
| 394 | 395 | 67.1985 |
| 395 | 396 | 66.3732 |
| 396 | 397 | 20.693 |
| 397 | 398 | 17.9957 |
| 398 | 399 | 67.0203 |
| 399 | 400 | 21.3392 |
| 400 | 401 | 43.0863 |
| 401 | 402 | 43.3625 |
| 402 | 403 | 46.6268 |
| 403 | 404 | 36.8034 |
| 404 | 405 | 46.578 |
| 405 | 406 | 66.9356 |
| 406 | 407 | 47.2422 |
| 407 | 408 | 67.0591 |
| 408 | 409 | 42.5285 |
| 409 | 410 | 15.4183 |
| 410 | 411 | 42.709 |
| 411 | 412 | 67.0466 |
| 412 | 413 | 21.4393 |
| 413 | 414 | 21.8461 |
| 414 | 415 | 43.9703 |
| 415 | 416 | 47.3906 |
| 416 | 417 | 46.3192 |
| 417 | 418 | 65.5693 |
| 418 | 419 | 66.2009 |
| 419 | 420 | 46.0553 |
| 420 | 421 | 67.2838 |
| 421 | 422 | 47.056 |
| 422 | 423 | 46.5491 |
| 423 | 424 | 46.6859 |
| 424 | 425 | 44.7328 |
| 425 | 426 | 45.8488 |
| 426 | 427 | 41.6524 |
| 427 | 428 | 65.8367 |
| 428 | 429 | 47.4119 |
| 429 | 430 | 45.5457 |
| 430 | 431 | 46.3569 |
| 431 | 432 | 41.6108 |
| 432 | 433 | 46.2007 |
| 433 | 434 | 42.7491 |
| 434 | 435 | 49.1915 |
| 435 | 436 | 43.4095 |
| 436 | 437 | 45.9866 |
| 437 | 438 | 67.0318 |
| 438 | 439 | 45.5316 |
| 439 | 440 | 66.6457 |
| 440 | 441 | 66.1654 |
| 441 | 442 | 21.0757 |
| 442 | 443 | 66.9261 |
| 443 | 444 | 47.1887 |
| 444 | 445 | 20.3719 |
| 445 | 446 | 65.5415 |
| 446 | 447 | 67.125 |
| 447 | 448 | 43.6095 |
| 448 | 449 | 45.4573 |
| 449 | 450 | 44.7287 |
| 450 | 451 | 20.963 |
| 451 | 452 | 44.0865 |
| 452 | 453 | 45.5315 |
| 453 | 454 | 47.4415 |
| 454 | 455 | 47.4843 |
| 455 | 456 | 66.5891 |
| 456 | 457 | 47.128 |
| 457 | 458 | 46.1904 |
| 458 | 459 | 66.6128 |
| 459 | 460 | 47.2163 |
| 460 | 461 | 46.5009 |
| 461 | 462 | 35.2444 |
| 462 | 463 | 66.0516 |
| 463 | 464 | 45.0712 |
| 464 | 465 | 38.2354 |
| 465 | 466 | 67.0506 |
| 466 | 467 | 38.2149 |
| 467 | 468 | 42.6188 |
| 468 | 469 | 45.0864 |
| 469 | 470 | 20.2713 |
| 470 | 471 | 46.9723 |
| 471 | 472 | 46.9646 |
| 472 | 473 | 66.8406 |
| 473 | 474 | 45.1042 |
| 474 | 475 | 22.0588 |
| 475 | 476 | 46.6243 |
| 476 | 477 | 45.6874 |
| 477 | 478 | 47.0468 |
| 478 | 479 | 22.1111 |
| 479 | 480 | 46.7311 |
| 480 | 481 | 21.7785 |
| 481 | 482 | 66.4434 |
| 482 | 483 | 18.3171 |
| 483 | 484 | 46.2026 |
| 484 | 485 | 22.2928 |
| 485 | 486 | 19.2185 |
| 486 | 487 | 65.4715 |
| 487 | 488 | 16.4129 |
| 488 | 489 | 47.8157 |
| 489 | 490 | 46.9618 |
| 490 | 491 | 36.7901 |
| 491 | 492 | 33.3898 |
| 492 | 493 | 42.4695 |
| 493 | 494 | 42.9144 |
| 494 | 495 | 47.2059 |
| 495 | 496 | 20.9553 |
| 496 | 497 | 20.7966 |
| 497 | 498 | 46.4433 |
| 498 | 499 | 45.0478 |
| 499 | 500 | 43.7525 |
| 500 | 501 | 21.7588 |
| 501 | 502 | 40.7716 |
| 502 | 503 | 21.6532 |
| 503 | 504 | 21.5909 |
| 504 | 505 | 44.4497 |
| 505 | 506 | 66.5345 |
| 506 | 507 | 20.4085 |
| 507 | 508 | 66.5423 |
| 508 | 509 | 46.131 |
| 509 | 510 | 67.0833 |
| 510 | 511 | 44.2621 |
| 511 | 512 | 67.1306 |
| 512 | 513 | 68.0787 |
| 513 | 514 | 40.7992 |
| 514 | 515 | 46.913 |
| 515 | 516 | 46.8552 |
| 516 | 517 | 46.0512 |
| 517 | 518 | 46.4596 |
| 518 | 519 | 46.723 |
| 519 | 520 | 46.2026 |
| 520 | 521 | 47.3295 |
| 521 | 522 | 9.9622 |
| 522 | 523 | 36.5175 |
| 523 | 524 | 44.9591 |
| 524 | 525 | 47.0727 |
| 525 | 526 | 67.3506 |
| 526 | 527 | 44.4339 |
| 527 | 528 | 46.7446 |
| 528 | 529 | 39.6646 |
| 529 | 530 | 45.4718 |
| 530 | 531 | 43.8707 |
| 531 | 532 | 40.3444 |
| 532 | 533 | 36.012 |
| 533 | 534 | 17.6516 |
| 534 | 535 | 46.6827 |
| 535 | 536 | 46.6098 |
| 536 | 537 | 67.1365 |
| 537 | 538 | 44.5263 |
| 538 | 539 | 47.1894 |
| 539 | 540 | 46.3372 |
| 540 | 541 | 65.9926 |
| 541 | 542 | 46.6508 |
| 542 | 543 | 44.9853 |
| 543 | 544 | 43.4194 |
| 544 | 545 | 20.8059 |
| 545 | 546 | 66.6701 |
| 546 | 547 | 67.0755 |
| 547 | 548 | 67.0264 |
| 548 | 549 | 42.6214 |
| 549 | 550 | 44.7151 |
| 550 | 551 | 46.0374 |
| 551 | 552 | 66.9217 |
| 552 | 553 | 21.8845 |
| 553 | 554 | 44.5386 |
| 554 | 555 | 47.3149 |
| 555 | 556 | 45.0379 |
| 556 | 557 | 17.0507 |
| 557 | 558 | 44.4675 |
| 558 | 559 | 47.0726 |
| 559 | 560 | 35.5065 |
| 560 | 561 | 47.202 |
| 561 | 562 | 21.8127 |
| 562 | 563 | 45.8058 |
| 563 | 564 | 44.619 |
| 564 | 565 | 46.3922 |
| 565 | 566 | 45.8118 |
| 566 | 567 | 45.6432 |
| 567 | 568 | 38.4415 |
| 568 | 569 | 9.79544 |
| 569 | 570 | 35.0436 |
| 570 | 571 | 47.5034 |
| 571 | 572 | 45.2971 |
| 572 | 573 | 66.8254 |
| 573 | 574 | 46.9323 |
| 574 | 575 | 21.7618 |
| 575 | 576 | 45.3041 |
| 576 | 577 | 66.3276 |
| 577 | 578 | 67.1883 |
| 578 | 579 | 36.5849 |
| 579 | 580 | 21.5737 |
| 580 | 581 | 66.0749 |
| 581 | 582 | 44.6901 |
| 582 | 583 | 46.0457 |
| 583 | 584 | 46.442 |
| 584 | 585 | 41.1616 |
| 585 | 586 | 47.3791 |
| 586 | 587 | 41.9185 |
| 587 | 588 | 67.1335 |
| 588 | 589 | 44.9742 |
| 589 | 590 | 39.3263 |
| 590 | 591 | 47.1543 |
| 591 | 592 | 46.6163 |
| 592 | 593 | 34.9417 |
| 593 | 594 | 46.6282 |
| 594 | 595 | 46.248 |
| 595 | 596 | 67.2517 |
| 596 | 597 | 46.6357 |
| 597 | 598 | 41.1357 |
| 598 | 599 | 46.8756 |
| 599 | 600 | 36.8857 |
| 600 | 601 | 40.4477 |
| 601 | 602 | 46.3125 |
| 602 | 603 | 33.6222 |
| 603 | 604 | 65.1651 |
| 604 | 605 | 46.26 |
| 605 | 606 | 46.2411 |
| 606 | 607 | 67.3328 |
| 607 | 608 | 42.5354 |
| 608 | 609 | 67.2409 |
| 609 | 610 | 46.993 |
| 610 | 611 | 19.3806 |
| 611 | 612 | 38.4229 |
| 612 | 613 | 46.3275 |
| 613 | 614 | 46.3028 |
| 614 | 615 | 42.2051 |
| 615 | 616 | 44.4344 |
| 616 | 617 | 66.3293 |
| 617 | 618 | 67.2765 |
| 618 | 619 | 44.6452 |
| 619 | 620 | 46.9525 |
| 620 | 621 | 66.4141 |
| 621 | 622 | 66.6935 |
| 622 | 623 | 50.7002 |
| 623 | 624 | 47.2816 |
| 624 | 625 | 47.3237 |
| 625 | 626 | 41.807 |
| 626 | 627 | 47.1535 |
| 627 | 628 | 66.4731 |
| 628 | 629 | 66.52 |
| 629 | 630 | 42.8842 |
| 630 | 631 | 19.5738 |
| 631 | 632 | 67.3641 |
| 632 | 633 | 45.6295 |
| 633 | 634 | 47.084 |
| 634 | 635 | 38.5879 |
| 635 | 636 | 47.0272 |
| 636 | 637 | 47.2427 |
| 637 | 638 | 66.6918 |
| 638 | 639 | 39.9799 |
| 639 | 640 | 47.2723 |
| 640 | 641 | 41.0499 |
| 641 | 642 | 45.199 |
| 642 | 643 | 21.3992 |
| 643 | 644 | 46.5112 |
| 644 | 645 | 42.4427 |
| 645 | 646 | 46.6729 |
| 646 | 647 | 44.7608 |
| 647 | 648 | 66.4538 |
| 648 | 649 | 47.0595 |
| 649 | 650 | 47.438 |
| 650 | 651 | 45.1431 |
| 651 | 652 | 46.7149 |
| 652 | 653 | 45.4703 |
| 653 | 654 | 46.6102 |
| 654 | 655 | 45.0785 |
| 655 | 656 | 46.3302 |
| 656 | 657 | 43.6469 |
| 657 | 658 | 43.297 |
| 658 | 659 | 66.431 |
| 659 | 660 | 66.5914 |
| 660 | 661 | 40.0935 |
| 661 | 662 | 67.1817 |
| 662 | 663 | 42.8612 |
| 663 | 664 | 45.0253 |
| 664 | 665 | 40.107 |
| 665 | 666 | 21.8105 |
| 666 | 667 | 44.0483 |
| 667 | 668 | 47.1096 |
| 668 | 669 | 65.5236 |
| 669 | 670 | 42.7892 |
| 670 | 671 | 21.6506 |
| 671 | 672 | 46.6204 |
| 672 | 673 | 64.1868 |
| 673 | 674 | 65.9308 |
| 674 | 675 | 44.8495 |
| 675 | 676 | 46.6038 |
| 676 | 677 | 34.8316 |
| 677 | 678 | 45.666 |
| 678 | 679 | 67.0816 |
| 679 | 680 | 66.7362 |
| 680 | 681 | 67.2723 |
| 681 | 682 | 46.7744 |
| 682 | 683 | 46.3183 |
| 683 | 684 | 44.2403 |
| 684 | 685 | 45.6621 |
| 685 | 686 | 43.2109 |
| 686 | 687 | 64.1813 |
| 687 | 688 | 66.8072 |
| 688 | 689 | 46.8293 |
| 689 | 690 | 41.0981 |
| 690 | 691 | 44.8011 |
| 691 | 692 | 66.321 |
| 692 | 693 | 67.3309 |
| 693 | 694 | 66.3204 |
| 694 | 695 | 67.0765 |
| 695 | 696 | 12.5988 |
| 696 | 697 | 44.6187 |
| 697 | 698 | 64.3506 |
| 698 | 699 | 65.9675 |
| 699 | 700 | 39.8492 |
| 700 | 701 | 47.2279 |
| 701 | 702 | 45.8774 |
| 702 | 703 | 67.1193 |
| 703 | 704 | 47.4327 |
| 704 | 705 | 46.7938 |
| 705 | 706 | 47.2183 |
| 706 | 707 | 44.6001 |
| 707 | 708 | 21.3583 |
| 708 | 709 | 33.5468 |
| 709 | 710 | 47.269 |
| 710 | 711 | 65.8821 |
| 711 | 712 | 40.893 |
| 712 | 713 | 45.7242 |
| 713 | 714 | 42.8741 |
| 714 | 715 | 67.2373 |
| 715 | 716 | 64.899 |
| 716 | 717 | 46.097 |
| 717 | 718 | 43.6178 |
| 718 | 719 | 65.8006 |
| 719 | 720 | 43.2168 |
| 720 | 721 | 66.6669 |
| 721 | 722 | 47.4322 |
| 722 | 723 | 47.4053 |
| 723 | 724 | 45.1648 |
| 724 | 725 | 44.2261 |
| 725 | 726 | 42.7846 |
| 726 | 727 | 43.9325 |
| 727 | 728 | 47.4931 |
| 728 | 729 | 46.1891 |
| 729 | 730 | 44.4376 |
| 730 | 731 | 65.4389 |
| 731 | 732 | 67.3001 |
| 732 | 733 | 14.9058 |
| 733 | 734 | 20.3623 |
| 734 | 735 | 66.8726 |
| 735 | 736 | 46.6268 |
| 736 | 737 | 21.9827 |
| 737 | 738 | 43.9516 |
| 738 | 739 | 11.0589 |
| 739 | 740 | 44.436 |
| 740 | 741 | 66.5463 |
| 741 | 742 | 66.5421 |
| 742 | 743 | 46.8984 |
| 743 | 744 | 46.9106 |
| 744 | 745 | 65.1767 |
| 745 | 746 | 37.1072 |
| 746 | 747 | 66.4722 |
| 747 | 748 | 41.2074 |
| 748 | 749 | 47.3805 |
| 749 | 750 | 21.7876 |
| 750 | Total Run Duration | 84.962 |
------------------------------------------------
Using MLFLOW client - MLFLOW client uses boto3 to write to S3 from Ray Workers
| | worker_index | durations |
|----:|:-------------------|------------:|
| 0 | 1 | 41.5336 |
| 1 | 2 | 41.4958 |
| 2 | 3 | 42.475 |
| 3 | 4 | 39.3963 |
| 4 | 5 | 28.3503 |
| 5 | 6 | 26.2747 |
| 6 | 7 | 42.0009 |
| 7 | 8 | 33.9559 |
| 8 | 9 | 26.9185 |
| 9 | 10 | 30.7111 |
| 10 | 11 | 24.1456 |
| 11 | 12 | 41.0923 |
| 12 | 13 | 24.8452 |
| 13 | 14 | 31.4096 |
| 14 | 15 | 16.3385 |
| 15 | 16 | 28.1663 |
| 16 | 17 | 40.9023 |
| 17 | 18 | 29.1692 |
| 18 | 19 | 17.3754 |
| 19 | 20 | 30.3428 |
| 20 | 21 | 18.0614 |
| 21 | 22 | 32.1373 |
| 22 | 23 | 20.3983 |
| 23 | 24 | 15.6759 |
| 24 | 25 | 24.3936 |
| 25 | 26 | 21.5769 |
| 26 | 27 | 11.2769 |
| 27 | 28 | 25.6036 |
| 28 | 29 | 22.1444 |
| 29 | 30 | 20.4699 |
| 30 | 31 | 28.7409 |
| 31 | 32 | 28.625 |
| 32 | 33 | 33.9859 |
| 33 | 34 | 40.3315 |
| 34 | 35 | 27.3006 |
| 35 | 36 | 15.3809 |
| 36 | 37 | 14.948 |
| 37 | 38 | 15.2806 |
| 38 | 39 | 27.8192 |
| 39 | 40 | 18.6812 |
| 40 | 41 | 28.2534 |
| 41 | 42 | 26.0558 |
| 42 | 43 | 20.4457 |
| 43 | 44 | 26.2676 |
| 44 | 45 | 40.9249 |
| 45 | 46 | 42.8157 |
| 46 | 47 | 44.1969 |
| 47 | 48 | 29.6006 |
| 48 | 49 | 30.7273 |
| 49 | 50 | 26.383 |
| 50 | 51 | 29.0431 |
| 51 | 52 | 38.2047 |
| 52 | 53 | 17.4802 |
| 53 | 54 | 29.8368 |
| 54 | 55 | 38.1985 |
| 55 | 56 | 30.4396 |
| 56 | 57 | 32.4688 |
| 57 | 58 | 21.6082 |
| 58 | 59 | 30.7091 |
| 59 | 60 | 36.3638 |
| 60 | 61 | 30.1716 |
| 61 | 62 | 38.5665 |
| 62 | 63 | 24.2559 |
| 63 | 64 | 20.9222 |
| 64 | 65 | 31.1488 |
| 65 | 66 | 16.2023 |
| 66 | 67 | 26.8304 |
| 67 | 68 | 24.7683 |
| 68 | 69 | 28.6039 |
| 69 | 70 | 30.1525 |
| 70 | 71 | 28.4544 |
| 71 | 72 | 23.7497 |
| 72 | 73 | 27.9688 |
| 73 | 74 | 29.9098 |
| 74 | 75 | 26.2049 |
| 75 | 76 | 27.8231 |
| 76 | 77 | 30.7616 |
| 77 | 78 | 27.3981 |
| 78 | 79 | 19.0706 |
| 79 | 80 | 34.7077 |
| 80 | 81 | 22.6985 |
| 81 | 82 | 27.4702 |
| 82 | 83 | 18.8837 |
| 83 | 84 | 26.5207 |
| 84 | 85 | 41.8341 |
| 85 | 86 | 20.1031 |
| 86 | 87 | 30.3213 |
| 87 | 88 | 28.8167 |
| 88 | 89 | 29.9782 |
| 89 | 90 | 25.8477 |
| 90 | 91 | 28.2435 |
| 91 | 92 | 25.1558 |
| 92 | 93 | 40.0989 |
| 93 | 94 | 31.0615 |
| 94 | 95 | 17.5238 |
| 95 | 96 | 28.3782 |
| 96 | 97 | 25.1324 |
| 97 | 98 | 21.968 |
| 98 | 99 | 29.6935 |
| 99 | 100 | 22.7357 |
| 100 | 101 | 22.0277 |
| 101 | 102 | 23.3283 |
| 102 | 103 | 25.5793 |
| 103 | 104 | 26.355 |
| 104 | 105 | 30.1479 |
| 105 | 106 | 29.9295 |
| 106 | 107 | 31.3989 |
| 107 | 108 | 18.4652 |
| 108 | 109 | 31.5775 |
| 109 | 110 | 19.2321 |
| 110 | 111 | 27.7366 |
| 111 | 112 | 23.9639 |
| 112 | 113 | 22.3339 |
| 113 | 114 | 19.7353 |
| 114 | 115 | 20.3556 |
| 115 | 116 | 24.1137 |
| 116 | 117 | 28.695 |
| 117 | 118 | 34.1409 |
| 118 | 119 | 30.504 |
| 119 | 120 | 27.6741 |
| 120 | 121 | 31.3424 |
| 121 | 122 | 29.3628 |
| 122 | 123 | 25.3492 |
| 123 | 124 | 28.1136 |
| 124 | 125 | 28.1217 |
| 125 | 126 | 27.8999 |
| 126 | 127 | 31.2184 |
| 127 | 128 | 22.7749 |
| 128 | 129 | 26.4477 |
| 129 | 130 | 26.5917 |
| 130 | 131 | 26.7191 |
| 131 | 132 | 22.6227 |
| 132 | 133 | 25.8117 |
| 133 | 134 | 26.3881 |
| 134 | 135 | 34.5324 |
| 135 | 136 | 25.8939 |
| 136 | 137 | 36.2148 |
| 137 | 138 | 26.2866 |
| 138 | 139 | 26.3133 |
| 139 | 140 | 27.1562 |
| 140 | 141 | 25.6991 |
| 141 | 142 | 27.0243 |
| 142 | 143 | 24.1626 |
| 143 | 144 | 38.0142 |
| 144 | 145 | 34.8952 |
| 145 | 146 | 27.6679 |
| 146 | 147 | 25.1449 |
| 147 | 148 | 26.757 |
| 148 | 149 | 23.0071 |
| 149 | 150 | 26.6962 |
| 150 | 151 | 24.5131 |
| 151 | 152 | 31.8269 |
| 152 | 153 | 37.1891 |
| 153 | 154 | 21.951 |
| 154 | 155 | 30.1521 |
| 155 | 156 | 23.5054 |
| 156 | 157 | 29.5563 |
| 157 | 158 | 79.4575 |
| 158 | 159 | 31.0616 |
| 159 | 160 | 27.653 |
| 160 | 161 | 26.7014 |
| 161 | 162 | 32.9488 |
| 162 | 163 | 28.1872 |
| 163 | 164 | 30.9573 |
| 164 | 165 | 30.8486 |
| 165 | 166 | 22.0894 |
| 166 | 167 | 23.5251 |
| 167 | 168 | 29.1964 |
| 168 | 169 | 27.9905 |
| 169 | 170 | 31.2668 |
| 170 | 171 | 30.2354 |
| 171 | 172 | 29.2448 |
| 172 | 173 | 28.009 |
| 173 | 174 | 31.4122 |
| 174 | 175 | 28.6565 |
| 175 | 176 | 32.4457 |
| 176 | 177 | 27.6019 |
| 177 | 178 | 29.6264 |
| 178 | 179 | 45.2901 |
| 179 | 180 | 25.6363 |
| 180 | 181 | 30.2555 |
| 181 | 182 | 39.6843 |
| 182 | 183 | 30.9501 |
| 183 | 184 | 26.1746 |
| 184 | 185 | 30.1247 |
| 185 | 186 | 34.3943 |
| 186 | 187 | 28.0093 |
| 187 | 188 | 28.171 |
| 188 | 189 | 22.1597 |
| 189 | 190 | 32.0639 |
| 190 | 191 | 32.1293 |
| 191 | 192 | 29.7782 |
| 192 | 193 | 30.8606 |
| 193 | 194 | 21.8366 |
| 194 | 195 | 27.5927 |
| 195 | 196 | 30.6791 |
| 196 | 197 | 24.0239 |
| 197 | 198 | 30.7487 |
| 198 | 199 | 20.2666 |
| 199 | 200 | 25.3907 |
| 200 | 201 | 27.5092 |
| 201 | 202 | 27.8414 |
| 202 | 203 | 42.6164 |
| 203 | 204 | 26.963 |
| 204 | 205 | 25.9048 |
| 205 | 206 | 19.6471 |
| 206 | 207 | 29.5946 |
| 207 | 208 | 20.7168 |
| 208 | 209 | 27.4763 |
| 209 | 210 | 38.0705 |
| 210 | 211 | 29.7113 |
| 211 | 212 | 25.1079 |
| 212 | 213 | 26.0332 |
| 213 | 214 | 27.8809 |
| 214 | 215 | 36.7108 |
| 215 | 216 | 29.688 |
| 216 | 217 | 28.9802 |
| 217 | 218 | 27.9541 |
| 218 | 219 | 28.9051 |
| 219 | 220 | 31.9684 |
| 220 | 221 | 27.0221 |
| 221 | 222 | 36.2787 |
| 222 | 223 | 29.137 |
| 223 | 224 | 44.9036 |
| 224 | 225 | 29.6269 |
| 225 | 226 | 42.4358 |
| 226 | 227 | 27.0788 |
| 227 | 228 | 34.1779 |
| 228 | 229 | 41.8734 |
| 229 | 230 | 32.5885 |
| 230 | 231 | 84.3427 |
| 231 | 232 | 34.0497 |
| 232 | 233 | 34.2072 |
| 233 | 234 | 26.6738 |
| 234 | 235 | 28.3699 |
| 235 | 236 | 33.8907 |
| 236 | 237 | 31.5684 |
| 237 | 238 | 29.1518 |
| 238 | 239 | 27.2012 |
| 239 | 240 | 31.0741 |
| 240 | 241 | 20.5546 |
| 241 | 242 | 27.4696 |
| 242 | 243 | 17.841 |
| 243 | 244 | 25.8802 |
| 244 | 245 | 29.9182 |
| 245 | 246 | 45.6034 |
| 246 | 247 | 28.5 |
| 247 | 248 | 39.7612 |
| 248 | 249 | 25.5019 |
| 249 | 250 | 45.6115 |
| 250 | 251 | 30.6692 |
| 251 | 252 | 41.0963 |
| 252 | 253 | 26.9638 |
| 253 | 254 | 35.5548 |
| 254 | 255 | 45.9068 |
| 255 | 256 | 31.8564 |
| 256 | 257 | 44.9072 |
| 257 | 258 | 45.4888 |
| 258 | 259 | 27.8597 |
| 259 | 260 | 30.8447 |
| 260 | 261 | 29.0338 |
| 261 | 262 | 44.4856 |
| 262 | 263 | 42.322 |
| 263 | 264 | 45.9816 |
| 264 | 265 | 27.8048 |
| 265 | 266 | 39.8373 |
| 266 | 267 | 29.3713 |
| 267 | 268 | 44.5377 |
| 268 | 269 | 42.426 |
| 269 | 270 | 33.5681 |
| 270 | 271 | 42.2554 |
| 271 | 272 | 44.5069 |
| 272 | 273 | 29.4086 |
| 273 | 274 | 46.0887 |
| 274 | 275 | 78.0149 |
| 275 | 276 | 69.1887 |
| 276 | 277 | 26.7928 |
| 277 | 278 | 32.3722 |
| 278 | 279 | 25.4067 |
| 279 | 280 | 44.7286 |
| 280 | 281 | 30.5648 |
| 281 | 282 | 28.4422 |
| 282 | 283 | 28.7689 |
| 283 | 284 | 41.536 |
| 284 | 285 | 43.8481 |
| 285 | 286 | 45.9657 |
| 286 | 287 | 42.1431 |
| 287 | 288 | 37.272 |
| 288 | 289 | 30.7044 |
| 289 | 290 | 34.5899 |
| 290 | 291 | 44.9829 |
| 291 | 292 | 44.0636 |
| 292 | 293 | 45.2886 |
| 293 | 294 | 32.0719 |
| 294 | 295 | 83.5463 |
| 295 | 296 | 27.4047 |
| 296 | 297 | 46.2454 |
| 297 | 298 | 70.8022 |
| 298 | 299 | 41.4324 |
| 299 | 300 | 78.0577 |
| 300 | 301 | 23.1504 |
| 301 | 302 | 37.9828 |
| 302 | 303 | 45.2984 |
| 303 | 304 | 46.6878 |
| 304 | 305 | 72.0046 |
| 305 | 306 | 43.3988 |
| 306 | 307 | 45.9459 |
| 307 | 308 | 25.491 |
| 308 | 309 | 29.4623 |
| 309 | 310 | 33.4628 |
| 310 | 311 | 45.942 |
| 311 | 312 | 43.2021 |
| 312 | 313 | 45.5356 |
| 313 | 314 | 45.6622 |
| 314 | 315 | 46.8476 |
| 315 | 316 | 43.2156 |
| 316 | 317 | 39.9925 |
| 317 | 318 | 28.7747 |
| 318 | 319 | 80.709 |
| 319 | 320 | 43.9112 |
| 320 | 321 | 41.4886 |
| 321 | 322 | 41.0135 |
| 322 | 323 | 82.5584 |
| 323 | 324 | 40.5706 |
| 324 | 325 | 42.3489 |
| 325 | 326 | 41.9342 |
| 326 | 327 | 27.42 |
| 327 | 328 | 40.6845 |
| 328 | 329 | 45.8834 |
| 329 | 330 | 42.5307 |
| 330 | 331 | 36.6982 |
| 331 | 332 | 46.0932 |
| 332 | 333 | 41.7062 |
| 333 | 334 | 75.6247 |
| 334 | 335 | 45.2009 |
| 335 | 336 | 43.4347 |
| 336 | 337 | 42.1504 |
| 337 | 338 | 45.0548 |
| 338 | 339 | 77.2137 |
| 339 | 340 | 41.7892 |
| 340 | 341 | 44.7966 |
| 341 | 342 | 40.2198 |
| 342 | 343 | 74.5607 |
| 343 | 344 | 83.0117 |
| 344 | 345 | 80.8085 |
| 345 | 346 | 78.8278 |
| 346 | 347 | 81.2613 |
| 347 | 348 | 42.3674 |
| 348 | 349 | 41.6347 |
| 349 | 350 | 46.3285 |
| 350 | 351 | 45.9876 |
| 351 | 352 | 44.0091 |
| 352 | 353 | 78.7625 |
| 353 | 354 | 44.444 |
| 354 | 355 | 41.4452 |
| 355 | 356 | 45.5497 |
| 356 | 357 | 44.274 |
| 357 | 358 | 43.4391 |
| 358 | 359 | 46.7928 |
| 359 | 360 | 43.5005 |
| 360 | 361 | 27.2651 |
| 361 | 362 | 42.3435 |
| 362 | 363 | 81.2363 |
| 363 | 364 | 41.6513 |
| 364 | 365 | 82.9593 |
| 365 | 366 | 76.362 |
| 366 | 367 | 45.9503 |
| 367 | 368 | 67.5896 |
| 368 | 369 | 78.9956 |
| 369 | 370 | 45.8734 |
| 370 | 371 | 43.42 |
| 371 | 372 | 46.1648 |
| 372 | 373 | 44.5799 |
| 373 | 374 | 46.3817 |
| 374 | 375 | 46.2216 |
| 375 | 376 | 45.591 |
| 376 | 377 | 78.6574 |
| 377 | 378 | 44.4498 |
| 378 | 379 | 69.0532 |
| 379 | 380 | 78.6365 |
| 380 | 381 | 26.1308 |
| 381 | 382 | 44.6317 |
| 382 | 383 | 78.0847 |
| 383 | 384 | 78.5638 |
| 384 | 385 | 46.0545 |
| 385 | 386 | 72.1237 |
| 386 | 387 | 40.6126 |
| 387 | 388 | 70.0616 |
| 388 | 389 | 78.8177 |
| 389 | 390 | 82.53 |
| 390 | 391 | 44.8212 |
| 391 | 392 | 83.8795 |
| 392 | 393 | 41.1145 |
| 393 | 394 | 72.455 |
| 394 | 395 | 44.3779 |
| 395 | 396 | 45.1569 |
| 396 | 397 | 79.6926 |
| 397 | 398 | 78.7534 |
| 398 | 399 | 45.0333 |
| 399 | 400 | 45.9217 |
| 400 | 401 | 46.1394 |
| 401 | 402 | 81.8619 |
| 402 | 403 | 77.039 |
| 403 | 404 | 80.5547 |
| 404 | 405 | 83.3094 |
| 405 | 406 | 37.4232 |
| 406 | 407 | 43.5193 |
| 407 | 408 | 82.5204 |
| 408 | 409 | 46.3927 |
| 409 | 410 | 69.6337 |
| 410 | 411 | 74.9873 |
| 411 | 412 | 36.7699 |
| 412 | 413 | 49.1134 |
| 413 | 414 | 79.2136 |
| 414 | 415 | 43.494 |
| 415 | 416 | 45.5642 |
| 416 | 417 | 76.2118 |
| 417 | 418 | 83.7215 |
| 418 | 419 | 76.7021 |
| 419 | 420 | 75.1538 |
| 420 | 421 | 44.9485 |
| 421 | 422 | 79.2115 |
| 422 | 423 | 78.5551 |
| 423 | 424 | 42.2137 |
| 424 | 425 | 81.8988 |
| 425 | 426 | 82.671 |
| 426 | 427 | 82.5597 |
| 427 | 428 | 81.6579 |
| 428 | 429 | 83.1581 |
| 429 | 430 | 46.138 |
| 430 | 431 | 79.5263 |
| 431 | 432 | 82.7227 |
| 432 | 433 | 82.4956 |
| 433 | 434 | 41.2958 |
| 434 | 435 | 75.4462 |
| 435 | 436 | 75.9042 |
| 436 | 437 | 42.2449 |
| 437 | 438 | 69.8285 |
| 438 | 439 | 82.484 |
| 439 | 440 | 79.6917 |
| 440 | 441 | 80.2178 |
| 441 | 442 | 78.0063 |
| 442 | 443 | 82.2227 |
| 443 | 444 | 82.7428 |
| 444 | 445 | 43.2424 |
| 445 | 446 | 73.7761 |
| 446 | 447 | 72.4192 |
| 447 | 448 | 44.7442 |
| 448 | 449 | 76.7147 |
| 449 | 450 | 80.8841 |
| 450 | 451 | 77.9338 |
| 451 | 452 | 75.408 |
| 452 | 453 | 81.2306 |
| 453 | 454 | 79.1172 |
| 454 | 455 | 83.3897 |
| 455 | 456 | 75.9175 |
| 456 | 457 | 45.8604 |
| 457 | 458 | 82.832 |
| 458 | 459 | 46.7614 |
| 459 | 460 | 80.4556 |
| 460 | 461 | 80.9537 |
| 461 | 462 | 80.714 |
| 462 | 463 | 80.9841 |
| 463 | 464 | 81.4848 |
| 464 | 465 | 41.866 |
| 465 | 466 | 81.6736 |
| 466 | 467 | 81.4975 |
| 467 | 468 | 82.8506 |
| 468 | 469 | 82.687 |
| 469 | 470 | 80.2926 |
| 470 | 471 | 81.6758 |
| 471 | 472 | 45.0537 |
| 472 | 473 | 81.5106 |
| 473 | 474 | 83.5923 |
| 474 | 475 | 83.4653 |
| 475 | 476 | 42.059 |
| 476 | 477 | 46.372 |
| 477 | 478 | 77.5869 |
| 478 | 479 | 80.4376 |
| 479 | 480 | 82.0024 |
| 480 | 481 | 75.2318 |
| 481 | 482 | 80.0922 |
| 482 | 483 | 45.8325 |
| 483 | 484 | 74.9706 |
| 484 | 485 | 41.1718 |
| 485 | 486 | 80.9972 |
| 486 | 487 | 83.396 |
| 487 | 488 | 75.5334 |
| 488 | 489 | 82.0322 |
| 489 | 490 | 35.3438 |
| 490 | 491 | 79.6981 |
| 491 | 492 | 81.6211 |
| 492 | 493 | 82.617 |
| 493 | 494 | 82.0105 |
| 494 | 495 | 79.6003 |
| 495 | 496 | 73.4473 |
| 496 | 497 | 81.7265 |
| 497 | 498 | 76.4653 |
| 498 | 499 | 81.0591 |
| 499 | 500 | 43.4689 |
| 500 | 501 | 80.4622 |
| 501 | 502 | 79.0292 |
| 502 | 503 | 78.4507 |
| 503 | 504 | 81.5871 |
| 504 | 505 | 80.8805 |
| 505 | 506 | 77.0099 |
| 506 | 507 | 83.578 |
| 507 | 508 | 35.1877 |
| 508 | 509 | 83.409 |
| 509 | 510 | 77.6233 |
| 510 | 511 | 80.5639 |
| 511 | 512 | 83.3683 |
| 512 | 513 | 45.6546 |
| 513 | 514 | 80.8637 |
| 514 | 515 | 80.9802 |
| 515 | 516 | 43.1607 |
| 516 | 517 | 83.3812 |
| 517 | 518 | 83.0889 |
| 518 | 519 | 25.3444 |
| 519 | 520 | 82.5151 |
| 520 | 521 | 83.4632 |
| 521 | 522 | 78.7983 |
| 522 | 523 | 35.5608 |
| 523 | 524 | 84.669 |
| 524 | 525 | 35.846 |
| 525 | 526 | 73.9998 |
| 526 | 527 | 81.5053 |
| 527 | 528 | 77.4061 |
| 528 | 529 | 82.4072 |
| 529 | 530 | 78.2542 |
| 530 | 531 | 79.1064 |
| 531 | 532 | 82.1048 |
| 532 | 533 | 43.3058 |
| 533 | 534 | 82.4944 |
| 534 | 535 | 82.133 |
| 535 | 536 | 82.4311 |
| 536 | 537 | 82.7439 |
| 537 | 538 | 76.2278 |
| 538 | 539 | 83.0125 |
| 539 | 540 | 77.5009 |
| 540 | 541 | 82.1236 |
| 541 | 542 | 82.9261 |
| 542 | 543 | 81.1698 |
| 543 | 544 | 82.7305 |
| 544 | 545 | 82.0606 |
| 545 | 546 | 81.3911 |
| 546 | 547 | 82.1442 |
| 547 | 548 | 45.4376 |
| 548 | 549 | 81.5056 |
| 549 | 550 | 82.6706 |
| 550 | 551 | 78.8672 |
| 551 | 552 | 80.5856 |
| 552 | 553 | 33.4279 |
| 553 | 554 | 77.2665 |
| 554 | 555 | 73.5612 |
| 555 | 556 | 80.4486 |
| 556 | 557 | 82.1956 |
| 557 | 558 | 83.9555 |
| 558 | 559 | 78.8303 |
| 559 | 560 | 73.6635 |
| 560 | 561 | 83.4003 |
| 561 | 562 | 78.4316 |
| 562 | 563 | 83.3404 |
| 563 | 564 | 77.6259 |
| 564 | 565 | 83.6444 |
| 565 | 566 | 82.7857 |
| 566 | 567 | 75.2489 |
| 567 | 568 | 76.0886 |
| 568 | 569 | 82.7509 |
| 569 | 570 | 81.5237 |
| 570 | 571 | 80.3833 |
| 571 | 572 | 81.8851 |
| 572 | 573 | 81.1781 |
| 573 | 574 | 81.9098 |
| 574 | 575 | 81.8128 |
| 575 | 576 | 43.4538 |
| 576 | 577 | 76.7152 |
| 577 | 578 | 82.2081 |
| 578 | 579 | 81.0165 |
| 579 | 580 | 82.9593 |
| 580 | 581 | 83.4231 |
| 581 | 582 | 83.1774 |
| 582 | 583 | 34.5832 |
| 583 | 584 | 80.3438 |
| 584 | 585 | 81.8462 |
| 585 | 586 | 82.8794 |
| 586 | 587 | 81.3918 |
| 587 | 588 | 80.6537 |
| 588 | 589 | 81.591 |
| 589 | 590 | 82.6842 |
| 590 | 591 | 81.8217 |
| 591 | 592 | 80.6896 |
| 592 | 593 | 79.7741 |
| 593 | 594 | 81.4 |
| 594 | 595 | 80.8255 |
| 595 | 596 | 82.6571 |
| 596 | 597 | 34.1641 |
| 597 | 598 | 79.9747 |
| 598 | 599 | 80.6909 |
| 599 | 600 | 82.4548 |
| 600 | 601 | 81.8882 |
| 601 | 602 | 35.8649 |
| 602 | 603 | 83.3215 |
| 603 | 604 | 80.4238 |
| 604 | 605 | 74.9908 |
| 605 | 606 | 83.1526 |
| 606 | 607 | 78.1012 |
| 607 | 608 | 78.7572 |
| 608 | 609 | 82.3213 |
| 609 | 610 | 82.9896 |
| 610 | 611 | 82.8993 |
| 611 | 612 | 78.1068 |
| 612 | 613 | 81.7875 |
| 613 | 614 | 82.6831 |
| 614 | 615 | 80.0176 |
| 615 | 616 | 82.8778 |
| 616 | 617 | 79.2965 |
| 617 | 618 | 34.5689 |
| 618 | 619 | 82.9266 |
| 619 | 620 | 83.1679 |
| 620 | 621 | 78.8714 |
| 621 | 622 | 80.6828 |
| 622 | 623 | 82.2614 |
| 623 | 624 | 81.8667 |
| 624 | 625 | 82.2015 |
| 625 | 626 | 79.7255 |
| 626 | 627 | 81.5203 |
| 627 | 628 | 82.2999 |
| 628 | 629 | 81.0357 |
| 629 | 630 | 81.9167 |
| 630 | 631 | 79.6292 |
| 631 | 632 | 74.0005 |
| 632 | 633 | 77.4489 |
| 633 | 634 | 83.6644 |
| 634 | 635 | 82.007 |
| 635 | 636 | 78.4132 |
| 636 | 637 | 79.7822 |
| 637 | 638 | 45.6577 |
| 638 | 639 | 82.5602 |
| 639 | 640 | 80.3234 |
| 640 | 641 | 82.8758 |
| 641 | 642 | 82.8622 |
| 642 | 643 | 80.415 |
| 643 | 644 | 82.6715 |
| 644 | 645 | 33.2632 |
| 645 | 646 | 34.6591 |
| 646 | 647 | 21.1279 |
| 647 | 648 | 74.937 |
| 648 | 649 | 84.12 |
| 649 | 650 | 81.7364 |
| 650 | 651 | 82.0161 |
| 651 | 652 | 82.8028 |
| 652 | 653 | 83.8084 |
| 653 | 654 | 83.0339 |
| 654 | 655 | 82.3036 |
| 655 | 656 | 80.2156 |
| 656 | 657 | 83.7563 |
| 657 | 658 | 79.7917 |
| 658 | 659 | 43.155 |
| 659 | 660 | 81.4333 |
| 660 | 661 | 82.0655 |
| 661 | 662 | 78.3885 |
| 662 | 663 | 83.161 |
| 663 | 664 | 44.0337 |
| 664 | 665 | 81.5756 |
| 665 | 666 | 81.7792 |
| 666 | 667 | 36.8609 |
| 667 | 668 | 80.2864 |
| 668 | 669 | 34.0377 |
| 669 | 670 | 84.4165 |
| 670 | 671 | 82.929 |
| 671 | 672 | 42.5268 |
| 672 | 673 | 45.1331 |
| 673 | 674 | 82.4855 |
| 674 | 675 | 82.1618 |
| 675 | 676 | 82.4715 |
| 676 | 677 | 83.4353 |
| 677 | 678 | 45.3581 |
| 678 | 679 | 33.9018 |
| 679 | 680 | 44.2368 |
| 680 | 681 | 84.5186 |
| 681 | 682 | 82.7929 |
| 682 | 683 | 83.0285 |
| 683 | 684 | 83.1967 |
| 684 | 685 | 81.951 |
| 685 | 686 | 24.9326 |
| 686 | 687 | 36.663 |
| 687 | 688 | 81.009 |
| 688 | 689 | 45.3446 |
| 689 | 690 | 43.2469 |
| 690 | 691 | 42.0588 |
| 691 | 692 | 45.2174 |
| 692 | 693 | 32.725 |
| 693 | 694 | 44.154 |
| 694 | 695 | 45.1984 |
| 695 | 696 | 36.6591 |
| 696 | 697 | 83.6372 |
| 697 | 698 | 36.8583 |
| 698 | 699 | 20.6845 |
| 699 | 700 | 34.1102 |
| 700 | 701 | 27.2985 |
| 701 | 702 | 44.0132 |
| 702 | 703 | 31.4253 |
| 703 | 704 | 36.2497 |
| 704 | 705 | 40.9742 |
| 705 | 706 | 35.7895 |
| 706 | 707 | 31.4011 |
| 707 | 708 | 28.5935 |
| 708 | 709 | 31.7258 |
| 709 | 710 | 41.0676 |
| 710 | 711 | 43.9505 |
| 711 | 712 | 43.9654 |
| 712 | 713 | 43.0597 |
| 713 | 714 | 42.1827 |
| 714 | 715 | 43.8248 |
| 715 | 716 | 43.9363 |
| 716 | 717 | 33.4558 |
| 717 | 718 | 44.2818 |
| 718 | 719 | 44.0034 |
| 719 | 720 | 44.2575 |
| 720 | 721 | 43.5127 |
| 721 | 722 | 42.3347 |
| 722 | 723 | 43.6109 |
| 723 | 724 | 43.693 |
| 724 | 725 | 43.5454 |
| 725 | 726 | 40.0973 |
| 726 | 727 | 40.7711 |
| 727 | 728 | 43.9568 |
| 728 | 729 | 41.8853 |
| 729 | 730 | 44.117 |
| 730 | 731 | 43.8352 |
| 731 | 732 | 27.2246 |
| 732 | 733 | 42.845 |
| 733 | 734 | 42.5467 |
| 734 | 735 | 30.4686 |
| 735 | 736 | 41.7454 |
| 736 | 737 | 42.9173 |
| 737 | 738 | 34.9581 |
| 738 | 739 | 44.3691 |
| 739 | 740 | 44.1627 |
| 740 | 741 | 35.3532 |
| 741 | 742 | 43.8854 |
| 742 | 743 | 29.3881 |
| 743 | 744 | 44.1072 |
| 744 | 745 | 32.3878 |
| 745 | 746 | 43.0581 |
| 746 | 747 | 43.5084 |
| 747 | 748 | 43.5644 |
| 748 | 749 | 43.5805 |
| 749 | 750 | 41.9651 |
| 750 | Total Run Duration | 98.9597 |
### Test Results (850 workers)
Using Boto3 - Explicit boto3 based writes to S3 from Ray Workers
| | worker_index | durations |
|----:|:-------------------|------------:|
| 0 | 1 | 12.6946 |
| 1 | 2 | 17.5014 |
| 2 | 3 | 16.8367 |
| 3 | 4 | 16.6345 |
| 4 | 5 | 15.4274 |
| 5 | 6 | 17.4618 |
| 6 | 7 | 10.0821 |
| 7 | 8 | 14.5183 |
| 8 | 9 | 13.803 |
| 9 | 10 | 12.2309 |
| 10 | 11 | 14.204 |
| 11 | 12 | 15.0253 |
| 12 | 13 | 14.0887 |
| 13 | 14 | 11.3581 |
| 14 | 15 | 19.2541 |
| 15 | 16 | 10.7107 |
| 16 | 17 | 4.13733 |
| 17 | 18 | 16.4052 |
| 18 | 19 | 13.5821 |
| 19 | 20 | 10.6844 |
| 20 | 21 | 14.8656 |
| 21 | 22 | 19.5991 |
| 22 | 23 | 10.5301 |
| 23 | 24 | 8.33502 |
| 24 | 25 | 8.55878 |
| 25 | 26 | 4.95298 |
| 26 | 27 | 12.1027 |
| 27 | 28 | 8.84756 |
| 28 | 29 | 5.24143 |
| 29 | 30 | 4.74364 |
| 30 | 31 | 4.14662 |
| 31 | 32 | 17.0052 |
| 32 | 33 | 6.82598 |
| 33 | 34 | 9.47532 |
| 34 | 35 | 5.00008 |
| 35 | 36 | 12.5244 |
| 36 | 37 | 5.02931 |
| 37 | 38 | 7.65185 |
| 38 | 39 | 9.32513 |
| 39 | 40 | 17.1822 |
| 40 | 41 | 11.2769 |
| 41 | 42 | 15.5857 |
| 42 | 43 | 17.4505 |
| 43 | 44 | 16.5076 |
| 44 | 45 | 4.95155 |
| 45 | 46 | 16.6422 |
| 46 | 47 | 14.4442 |
| 47 | 48 | 5.2041 |
| 48 | 49 | 5.13038 |
| 49 | 50 | 21.1158 |
| 50 | 51 | 12.8591 |
| 51 | 52 | 20.3469 |
| 52 | 53 | 5.37849 |
| 53 | 54 | 14.6675 |
| 54 | 55 | 17.0125 |
| 55 | 56 | 15.2664 |
| 56 | 57 | 6.81314 |
| 57 | 58 | 5.38467 |
| 58 | 59 | 12.4157 |
| 59 | 60 | 21.2061 |
| 60 | 61 | 16.6046 |
| 61 | 62 | 7.01332 |
| 62 | 63 | 14.9 |
| 63 | 64 | 16.6903 |
| 64 | 65 | 10.3091 |
| 65 | 66 | 7.20353 |
| 66 | 67 | 10.5658 |
| 67 | 68 | 5.33263 |
| 68 | 69 | 11.0308 |
| 69 | 70 | 15.0472 |
| 70 | 71 | 10.1094 |
| 71 | 72 | 4.97333 |
| 72 | 73 | 14.4286 |
| 73 | 74 | 12.6511 |
| 74 | 75 | 8.34492 |
| 75 | 76 | 6.46012 |
| 76 | 77 | 7.34191 |
| 77 | 78 | 6.67164 |
| 78 | 79 | 2.91586 |
| 79 | 80 | 6.53091 |
| 80 | 81 | 14.5257 |
| 81 | 82 | 5.46819 |
| 82 | 83 | 14.9143 |
| 83 | 84 | 15.2288 |
| 84 | 85 | 16.1819 |
| 85 | 86 | 10.5137 |
| 86 | 87 | 5.66288 |
| 87 | 88 | 12.0986 |
| 88 | 89 | 14.5277 |
| 89 | 90 | 11.3325 |
| 90 | 91 | 8.24015 |
| 91 | 92 | 13.5971 |
| 92 | 93 | 10.6542 |
| 93 | 94 | 12.4773 |
| 94 | 95 | 17.8501 |
| 95 | 96 | 9.1734 |
| 96 | 97 | 21.3209 |
| 97 | 98 | 16.6019 |
| 98 | 99 | 6.75364 |
| 99 | 100 | 19.0985 |
| 100 | 101 | 10.704 |
| 101 | 102 | 14.482 |
| 102 | 103 | 5.59884 |
| 103 | 104 | 8.38554 |
| 104 | 105 | 8.991 |
| 105 | 106 | 10.0111 |
| 106 | 107 | 13.0915 |
| 107 | 108 | 15.6593 |
| 108 | 109 | 6.54192 |
| 109 | 110 | 18.1918 |
| 110 | 111 | 13.5225 |
| 111 | 112 | 21.2396 |
| 112 | 113 | 13.1482 |
| 113 | 114 | 17.6809 |
| 114 | 115 | 16.8643 |
| 115 | 116 | 10.0722 |
| 116 | 117 | 16.0052 |
| 117 | 118 | 14.5527 |
| 118 | 119 | 19.4383 |
| 119 | 120 | 6.07204 |
| 120 | 121 | 11.2446 |
| 121 | 122 | 17.7663 |
| 122 | 123 | 13.5602 |
| 123 | 124 | 17.8659 |
| 124 | 125 | 12.418 |
| 125 | 126 | 17.6485 |
| 126 | 127 | 6.69524 |
| 127 | 128 | 18.4928 |
| 128 | 129 | 15.259 |
| 129 | 130 | 18.9807 |
| 130 | 131 | 10.7977 |
| 131 | 132 | 6.63726 |
| 132 | 133 | 7.49335 |
| 133 | 134 | 14.7576 |
| 134 | 135 | 19.4731 |
| 135 | 136 | 15.1879 |
| 136 | 137 | 7.23129 |
| 137 | 138 | 20.6965 |
| 138 | 139 | 13.1745 |
| 139 | 140 | 10.6125 |
| 140 | 141 | 16.7529 |
| 141 | 142 | 15.7349 |
| 142 | 143 | 9.46013 |
| 143 | 144 | 20.8868 |
| 144 | 145 | 14.2353 |
| 145 | 146 | 11.6871 |
| 146 | 147 | 20.2016 |
| 147 | 148 | 8.29963 |
| 148 | 149 | 17.379 |
| 149 | 150 | 8.53751 |
| 150 | 151 | 8.57687 |
| 151 | 152 | 10.6759 |
| 152 | 153 | 13.0984 |
| 153 | 154 | 9.11484 |
| 154 | 155 | 10.3901 |
| 155 | 156 | 15.2935 |
| 156 | 157 | 9.73122 |
| 157 | 158 | 19.8252 |
| 158 | 159 | 17.4504 |
| 159 | 160 | 8.6085 |
| 160 | 161 | 18.8231 |
| 161 | 162 | 19.4924 |
| 162 | 163 | 11.0412 |
| 163 | 164 | 19.497 |
| 164 | 165 | 18.9076 |
| 165 | 166 | 11.1851 |
| 166 | 167 | 16.2329 |
| 167 | 168 | 15.0337 |
| 168 | 169 | 6.86682 |
| 169 | 170 | 8.77936 |
| 170 | 171 | 19.3401 |
| 171 | 172 | 18.4605 |
| 172 | 173 | 9.04219 |
| 173 | 174 | 18.8558 |
| 174 | 175 | 9.10844 |
| 175 | 176 | 6.12519 |
| 176 | 177 | 17.9535 |
| 177 | 178 | 4.79245 |
| 178 | 179 | 20.8811 |
| 179 | 180 | 9.22953 |
| 180 | 181 | 15.8668 |
| 181 | 182 | 17.4089 |
| 182 | 183 | 20.5883 |
| 183 | 184 | 13.4755 |
| 184 | 185 | 14.3012 |
| 185 | 186 | 19.3455 |
| 186 | 187 | 12.3891 |
| 187 | 188 | 10.9325 |
| 188 | 189 | 15.4706 |
| 189 | 190 | 20.7718 |
| 190 | 191 | 14.374 |
| 191 | 192 | 8.82827 |
| 192 | 193 | 9.1427 |
| 193 | 194 | 12.5655 |
| 194 | 195 | 13.4271 |
| 195 | 196 | 24.2129 |
| 196 | 197 | 21.214 |
| 197 | 198 | 17.7246 |
| 198 | 199 | 17.049 |
| 199 | 200 | 10.0836 |
| 200 | 201 | 14.5186 |
| 201 | 202 | 14.1115 |
| 202 | 203 | 12.4762 |
| 203 | 204 | 15.0004 |
| 204 | 205 | 20.0863 |
| 205 | 206 | 12.8681 |
| 206 | 207 | 19.2304 |
| 207 | 208 | 17.7379 |
| 208 | 209 | 18.3762 |
| 209 | 210 | 20.428 |
| 210 | 211 | 16.6916 |
| 211 | 212 | 16.4589 |
| 212 | 213 | 10.9459 |
| 213 | 214 | 8.86955 |
| 214 | 215 | 16.8332 |
| 215 | 216 | 18.6928 |
| 216 | 217 | 20.1113 |
| 217 | 218 | 17.7373 |
| 218 | 219 | 20.6825 |
| 219 | 220 | 21.9317 |
| 220 | 221 | 17.4286 |
| 221 | 222 | 14.2553 |
| 222 | 223 | 22.3047 |
| 223 | 224 | 17.2862 |
| 224 | 225 | 16.7034 |
| 225 | 226 | 14.1056 |
| 226 | 227 | 19.0887 |
| 227 | 228 | 15.2152 |
| 228 | 229 | 15.3397 |
| 229 | 230 | 22.5498 |
| 230 | 231 | 13.3513 |
| 231 | 232 | 13.4244 |
| 232 | 233 | 20.7132 |
| 233 | 234 | 17.7518 |
| 234 | 235 | 9.9004 |
| 235 | 236 | 13.0143 |
| 236 | 237 | 14.1052 |
| 237 | 238 | 15.8369 |
| 238 | 239 | 20.4485 |
| 239 | 240 | 12.3463 |
| 240 | 241 | 10.0737 |
| 241 | 242 | 15.496 |
| 242 | 243 | 19.104 |
| 243 | 244 | 14.1104 |
| 244 | 245 | 18.5787 |
| 245 | 246 | 17.0047 |
| 246 | 247 | 14.9924 |
| 247 | 248 | 17.5187 |
| 248 | 249 | 29.1036 |
| 249 | 250 | 10.0814 |
| 250 | 251 | 20.1346 |
| 251 | 252 | 10.072 |
| 252 | 253 | 10.084 |
| 253 | 254 | 14.602 |
| 254 | 255 | 10.0831 |
| 255 | 256 | 20.9195 |
| 256 | 257 | 22.0891 |
| 257 | 258 | 21.974 |
| 258 | 259 | 18.5533 |
| 259 | 260 | 14.0964 |
| 260 | 261 | 22.1925 |
| 261 | 262 | 10.0939 |
| 262 | 263 | 22.8961 |
| 263 | 264 | 14.1159 |
| 264 | 265 | 14.1163 |
| 265 | 266 | 15.1864 |
| 266 | 267 | 8.57599 |
| 267 | 268 | 18.4297 |
| 268 | 269 | 18.6155 |
| 269 | 270 | 17.8505 |
| 270 | 271 | 21.9722 |
| 271 | 272 | 10.0783 |
| 272 | 273 | 20.7187 |
| 273 | 274 | 18.7459 |
| 274 | 275 | 21.6528 |
| 275 | 276 | 15.8465 |
| 276 | 277 | 14.9616 |
| 277 | 278 | 9.95579 |
| 278 | 279 | 15.08 |
| 279 | 280 | 22.0498 |
| 280 | 281 | 12.4918 |
| 281 | 282 | 20.373 |
| 282 | 283 | 10.0899 |
| 283 | 284 | 19.5762 |
| 284 | 285 | 17.5427 |
| 285 | 286 | 18.4234 |
| 286 | 287 | 20.7857 |
| 287 | 288 | 15.4014 |
| 288 | 289 | 19.9803 |
| 289 | 290 | 16.1723 |
| 290 | 291 | 10.0676 |
| 291 | 292 | 9.95313 |
| 292 | 293 | 20.1712 |
| 293 | 294 | 10.0947 |
| 294 | 295 | 19.3377 |
| 295 | 296 | 14.1076 |
| 296 | 297 | 14.1126 |
| 297 | 298 | 21.8591 |
| 298 | 299 | 14.0883 |
| 299 | 300 | 14.0974 |
| 300 | 301 | 10.0787 |
| 301 | 302 | 14.1111 |
| 302 | 303 | 22.1913 |
| 303 | 304 | 14.1002 |
| 304 | 305 | 10.0629 |
| 305 | 306 | 14.0974 |
| 306 | 307 | 19.1399 |
| 307 | 308 | 14.1227 |
| 308 | 309 | 14.4619 |
| 309 | 310 | 14.6854 |
| 310 | 311 | 14.1053 |
| 311 | 312 | 17.1088 |
| 312 | 313 | 12.2015 |
| 313 | 314 | 10.0815 |
| 314 | 315 | 22.0744 |
| 315 | 316 | 10.0709 |
| 316 | 317 | 17.4575 |
| 317 | 318 | 21.5766 |
| 318 | 319 | 14.1106 |
| 319 | 320 | 19.1642 |
| 320 | 321 | 14.1047 |
| 321 | 322 | 21.1772 |
| 322 | 323 | 10.0805 |
| 323 | 324 | 14.112 |
| 324 | 325 | 19.3663 |
| 325 | 326 | 14.2586 |
| 326 | 327 | 21.107 |
| 327 | 328 | 10.0918 |
| 328 | 329 | 20.1174 |
| 329 | 330 | 14.0955 |
| 330 | 331 | 17.3765 |
| 331 | 332 | 10.073 |
| 332 | 333 | 14.1108 |
| 333 | 334 | 14.1117 |
| 334 | 335 | 14.1106 |
| 335 | 336 | 14.0922 |
| 336 | 337 | 10.0892 |
| 337 | 338 | 10.0847 |
| 338 | 339 | 22.9504 |
| 339 | 340 | 10.0754 |
| 340 | 341 | 10.084 |
| 341 | 342 | 10.0809 |
| 342 | 343 | 10.0852 |
| 343 | 344 | 10.079 |
| 344 | 345 | 10.0782 |
| 345 | 346 | 13.3302 |
| 346 | 347 | 18.8602 |
| 347 | 348 | 20.5628 |
| 348 | 349 | 14.0976 |
| 349 | 350 | 14.096 |
| 350 | 351 | 10.0795 |
| 351 | 352 | 20.9104 |
| 352 | 353 | 10.072 |
| 353 | 354 | 21.8639 |
| 354 | 355 | 20.2652 |
| 355 | 356 | 20.0953 |
| 356 | 357 | 10.0744 |
| 357 | 358 | 11.1517 |
| 358 | 359 | 10.0744 |
| 359 | 360 | 22.1079 |
| 360 | 361 | 17.9085 |
| 361 | 362 | 14.1158 |
| 362 | 363 | 21.9957 |
| 363 | 364 | 14.1071 |
| 364 | 365 | 10.0858 |
| 365 | 366 | 14.1037 |
| 366 | 367 | 14.0987 |
| 367 | 368 | 21.5847 |
| 368 | 369 | 10.0808 |
| 369 | 370 | 14.1279 |
| 370 | 371 | 22.1015 |
| 371 | 372 | 21.9547 |
| 372 | 373 | 14.1017 |
| 373 | 374 | 14.1102 |
| 374 | 375 | 10.0804 |
| 375 | 376 | 14.0993 |
| 376 | 377 | 10.0839 |
| 377 | 378 | 10.0797 |
| 378 | 379 | 10.0911 |
| 379 | 380 | 18.8271 |
| 380 | 381 | 10.0848 |
| 381 | 382 | 21.681 |
| 382 | 383 | 10.0767 |
| 383 | 384 | 10.0795 |
| 384 | 385 | 10.0803 |
| 385 | 386 | 10.0861 |
| 386 | 387 | 10.0655 |
| 387 | 388 | 19.3232 |
| 388 | 389 | 22.0872 |
| 389 | 390 | 20.1719 |
| 390 | 391 | 14.1082 |
| 391 | 392 | 14.1125 |
| 392 | 393 | 18.4867 |
| 393 | 394 | 10.0864 |
| 394 | 395 | 14.1033 |
| 395 | 396 | 14.0967 |
| 396 | 397 | 14.0964 |
| 397 | 398 | 10.0748 |
| 398 | 399 | 18.454 |
| 399 | 400 | 14.091 |
| 400 | 401 | 14.1177 |
| 401 | 402 | 10.0769 |
| 402 | 403 | 10.0755 |
| 403 | 404 | 10.0823 |
| 404 | 405 | 10.0845 |
| 405 | 406 | 14.0895 |
| 406 | 407 | 22.063 |
| 407 | 408 | 10.0848 |
| 408 | 409 | 10.0868 |
| 409 | 410 | 10.0923 |
| 410 | 411 | 10.0894 |
| 411 | 412 | 21.9667 |
| 412 | 413 | 20.1568 |
| 413 | 414 | 21.7809 |
| 414 | 415 | 10.0873 |
| 415 | 416 | 14.1086 |
| 416 | 417 | 10.0805 |
| 417 | 418 | 10.0876 |
| 418 | 419 | 10.0705 |
| 419 | 420 | 21.9731 |
| 420 | 421 | 14.6292 |
| 421 | 422 | 10.0703 |
| 422 | 423 | 18.9785 |
| 423 | 424 | 14.1088 |
| 424 | 425 | 21.5772 |
| 425 | 426 | 10.0717 |
| 426 | 427 | 21.9881 |
| 427 | 428 | 14.1018 |
| 428 | 429 | 14.1028 |
| 429 | 430 | 14.0942 |
| 430 | 431 | 10.1011 |
| 431 | 432 | 14.101 |
| 432 | 433 | 15.7267 |
| 433 | 434 | 20.1515 |
| 434 | 435 | 10.0822 |
| 435 | 436 | 14.0964 |
| 436 | 437 | 17.7414 |
| 437 | 438 | 14.105 |
| 438 | 439 | 10.0933 |
| 439 | 440 | 14.121 |
| 440 | 441 | 10.0766 |
| 441 | 442 | 10.0835 |
| 442 | 443 | 22.2128 |
| 443 | 444 | 14.1095 |
| 444 | 445 | 14.1066 |
| 445 | 446 | 21.9942 |
| 446 | 447 | 10.0786 |
| 447 | 448 | 10.086 |
| 448 | 449 | 14.104 |
| 449 | 450 | 10.073 |
| 450 | 451 | 10.077 |
| 451 | 452 | 10.0805 |
| 452 | 453 | 10.0883 |
| 453 | 454 | 10.0709 |
| 454 | 455 | 10.0862 |
| 455 | 456 | 14.0968 |
| 456 | 457 | 14.1138 |
| 457 | 458 | 14.0996 |
| 458 | 459 | 14.1028 |
| 459 | 460 | 21.9955 |
| 460 | 461 | 10.0805 |
| 461 | 462 | 10.0801 |
| 462 | 463 | 10.0862 |
| 463 | 464 | 10.086 |
| 464 | 465 | 14.1205 |
| 465 | 466 | 10.0758 |
| 466 | 467 | 14.1144 |
| 467 | 468 | 10.0713 |
| 468 | 469 | 14.1028 |
| 469 | 470 | 10.1027 |
| 470 | 471 | 14.1261 |
| 471 | 472 | 21.6796 |
| 472 | 473 | 10.0736 |
| 473 | 474 | 14.0989 |
| 474 | 475 | 14.1198 |
| 475 | 476 | 19.8242 |
| 476 | 477 | 22.1214 |
| 477 | 478 | 28.9439 |
| 478 | 479 | 20.5874 |
| 479 | 480 | 10.0791 |
| 480 | 481 | 10.0734 |
| 481 | 482 | 21.8038 |
| 482 | 483 | 10.0882 |
| 483 | 484 | 10.065 |
| 484 | 485 | 10.0754 |
| 485 | 486 | 20.5436 |
| 486 | 487 | 14.1001 |
| 487 | 488 | 10.0826 |
| 488 | 489 | 14.1075 |
| 489 | 490 | 10.0908 |
| 490 | 491 | 14.1064 |
| 491 | 492 | 14.0772 |
| 492 | 493 | 18.0391 |
| 493 | 494 | 22.4105 |
| 494 | 495 | 18.449 |
| 495 | 496 | 14.1179 |
| 496 | 497 | 10.0842 |
| 497 | 498 | 14.1064 |
| 498 | 499 | 10.0814 |
| 499 | 500 | 10.0773 |
| 500 | 501 | 10.0823 |
| 501 | 502 | 14.1199 |
| 502 | 503 | 14.0993 |
| 503 | 504 | 10.074 |
| 504 | 505 | 14.0998 |
| 505 | 506 | 10.0899 |
| 506 | 507 | 10.073 |
| 507 | 508 | 21.9676 |
| 508 | 509 | 10.0822 |
| 509 | 510 | 10.0805 |
| 510 | 511 | 10.0824 |
| 511 | 512 | 14.1121 |
| 512 | 513 | 10.0753 |
| 513 | 514 | 10.0754 |
| 514 | 515 | 10.0844 |
| 515 | 516 | 10.0772 |
| 516 | 517 | 10.0801 |
| 517 | 518 | 22.0806 |
| 518 | 519 | 14.109 |
| 519 | 520 | 21.8879 |
| 520 | 521 | 14.1139 |
| 521 | 522 | 10.0888 |
| 522 | 523 | 10.0819 |
| 523 | 524 | 10.1161 |
| 524 | 525 | 20.2568 |
| 525 | 526 | 22.1551 |
| 526 | 527 | 10.0634 |
| 527 | 528 | 14.1345 |
| 528 | 529 | 10.0745 |
| 529 | 530 | 10.0765 |
| 530 | 531 | 10.07 |
| 531 | 532 | 10.0884 |
| 532 | 533 | 10.0768 |
| 533 | 534 | 21.778 |
| 534 | 535 | 10.0835 |
| 535 | 536 | 10.085 |
| 536 | 537 | 20.5863 |
| 537 | 538 | 10.0767 |
| 538 | 539 | 10.0797 |
| 539 | 540 | 14.1045 |
| 540 | 541 | 14.1151 |
| 541 | 542 | 10.0908 |
| 542 | 543 | 14.1072 |
| 543 | 544 | 10.0819 |
| 544 | 545 | 14.104 |
| 545 | 546 | 14.099 |
| 546 | 547 | 14.1089 |
| 547 | 548 | 10.0691 |
| 548 | 549 | 10.0794 |
| 549 | 550 | 10.0844 |
| 550 | 551 | 14.0971 |
| 551 | 552 | 10.0794 |
| 552 | 553 | 14.0968 |
| 553 | 554 | 21.669 |
| 554 | 555 | 10.0787 |
| 555 | 556 | 14.1212 |
| 556 | 557 | 10.0805 |
| 557 | 558 | 14.0942 |
| 558 | 559 | 10.0822 |
| 559 | 560 | 18.7208 |
| 560 | 561 | 10.0806 |
| 561 | 562 | 10.0833 |
| 562 | 563 | 10.0915 |
| 563 | 564 | 10.0762 |
| 564 | 565 | 19.7534 |
| 565 | 566 | 10.0928 |
| 566 | 567 | 10.087 |
| 567 | 568 | 10.0755 |
| 568 | 569 | 10.075 |
| 569 | 570 | 10.0767 |
| 570 | 571 | 10.0714 |
| 571 | 572 | 22.0009 |
| 572 | 573 | 10.1149 |
| 573 | 574 | 10.0822 |
| 574 | 575 | 20.5645 |
| 575 | 576 | 22.0787 |
| 576 | 577 | 10.0735 |
| 577 | 578 | 10.077 |
| 578 | 579 | 10.0851 |
| 579 | 580 | 18.8081 |
| 580 | 581 | 10.0732 |
| 581 | 582 | 10.085 |
| 582 | 583 | 10.0765 |
| 583 | 584 | 10.0708 |
| 584 | 585 | 10.0774 |
| 585 | 586 | 10.0813 |
| 586 | 587 | 21.2774 |
| 587 | 588 | 10.0693 |
| 588 | 589 | 10.0896 |
| 589 | 590 | 10.0767 |
| 590 | 591 | 10.0842 |
| 591 | 592 | 10.0784 |
| 592 | 593 | 17.851 |
| 593 | 594 | 10.0748 |
| 594 | 595 | 14.1014 |
| 595 | 596 | 14.0993 |
| 596 | 597 | 10.0837 |
| 597 | 598 | 10.086 |
| 598 | 599 | 10.07 |
| 599 | 600 | 20.7024 |
| 600 | 601 | 14.1016 |
| 601 | 602 | 14.1052 |
| 602 | 603 | 10.0796 |
| 603 | 604 | 10.0703 |
| 604 | 605 | 10.0819 |
| 605 | 606 | 14.1089 |
| 606 | 607 | 10.0741 |
| 607 | 608 | 10.0827 |
| 608 | 609 | 24.6449 |
| 609 | 610 | 8.66383 |
| 610 | 611 | 10.0705 |
| 611 | 612 | 10.0809 |
| 612 | 613 | 10.0857 |
| 613 | 614 | 14.0953 |
| 614 | 615 | 20.6886 |
| 615 | 616 | 19.9483 |
| 616 | 617 | 10.087 |
| 617 | 618 | 10.0789 |
| 618 | 619 | 10.082 |
| 619 | 620 | 10.0793 |
| 620 | 621 | 14.1059 |
| 621 | 622 | 21.3447 |
| 622 | 623 | 21.6833 |
| 623 | 624 | 10.0808 |
| 624 | 625 | 21.5861 |
| 625 | 626 | 10.0692 |
| 626 | 627 | 10.0775 |
| 627 | 628 | 10.0877 |
| 628 | 629 | 10.0858 |
| 629 | 630 | 10.0827 |
| 630 | 631 | 10.0883 |
| 631 | 632 | 10.0855 |
| 632 | 633 | 10.0753 |
| 633 | 634 | 10.0784 |
| 634 | 635 | 10.0797 |
| 635 | 636 | 20.7569 |
| 636 | 637 | 21.0346 |
| 637 | 638 | 10.0851 |
| 638 | 639 | 10.0808 |
| 639 | 640 | 10.0834 |
| 640 | 641 | 12.5143 |
| 641 | 642 | 10.082 |
| 642 | 643 | 10.0692 |
| 643 | 644 | 10.0806 |
| 644 | 645 | 10.0768 |
| 645 | 646 | 10.0665 |
| 646 | 647 | 10.085 |
| 647 | 648 | 10.0764 |
| 648 | 649 | 10.0772 |
| 649 | 650 | 10.0746 |
| 650 | 651 | 10.0793 |
| 651 | 652 | 21.6885 |
| 652 | 653 | 10.0745 |
| 653 | 654 | 10.0662 |
| 654 | 655 | 10.0834 |
| 655 | 656 | 10.0696 |
| 656 | 657 | 10.0776 |
| 657 | 658 | 10.0766 |
| 658 | 659 | 10.0831 |
| 659 | 660 | 14.0918 |
| 660 | 661 | 10.0913 |
| 661 | 662 | 10.0905 |
| 662 | 663 | 10.0831 |
| 663 | 664 | 10.0726 |
| 664 | 665 | 10.0793 |
| 665 | 666 | 10.0795 |
| 666 | 667 | 10.0843 |
| 667 | 668 | 10.0775 |
| 668 | 669 | 10.0825 |
| 669 | 670 | 10.0748 |
| 670 | 671 | 10.0778 |
| 671 | 672 | 10.0819 |
| 672 | 673 | 10.086 |
| 673 | 674 | 10.075 |
| 674 | 675 | 10.0878 |
| 675 | 676 | 10.0703 |
| 676 | 677 | 10.0762 |
| 677 | 678 | 10.0765 |
| 678 | 679 | 10.0828 |
| 679 | 680 | 10.0789 |
| 680 | 681 | 10.0722 |
| 681 | 682 | 10.0811 |
| 682 | 683 | 10.0828 |
| 683 | 684 | 10.0835 |
| 684 | 685 | 10.0648 |
| 685 | 686 | 10.08 |
| 686 | 687 | 10.0857 |
| 687 | 688 | 10.0862 |
| 688 | 689 | 21.4898 |
| 689 | 690 | 10.0763 |
| 690 | 691 | 22.4085 |
| 691 | 692 | 10.0835 |
| 692 | 693 | 10.0858 |
| 693 | 694 | 10.0775 |
| 694 | 695 | 20.1657 |
| 695 | 696 | 10.0835 |
| 696 | 697 | 10.0811 |
| 697 | 698 | 10.0765 |
| 698 | 699 | 10.079 |
| 699 | 700 | 17.4572 |
| 700 | 701 | 10.0882 |
| 701 | 702 | 19.9129 |
| 702 | 703 | 10.0848 |
| 703 | 704 | 10.0787 |
| 704 | 705 | 10.0824 |
| 705 | 706 | 10.0794 |
| 706 | 707 | 10.0785 |
| 707 | 708 | 10.0759 |
| 708 | 709 | 17.4426 |
| 709 | 710 | 10.0732 |
| 710 | 711 | 20.1582 |
| 711 | 712 | 10.0797 |
| 712 | 713 | 10.0785 |
| 713 | 714 | 10.0767 |
| 714 | 715 | 10.0675 |
| 715 | 716 | 10.0655 |
| 716 | 717 | 10.0803 |
| 717 | 718 | 10.0803 |
| 718 | 719 | 10.0784 |
| 719 | 720 | 10.0661 |
| 720 | 721 | 19.9658 |
| 721 | 722 | 10.0837 |
| 722 | 723 | 10.0694 |
| 723 | 724 | 10.0754 |
| 724 | 725 | 10.0707 |
| 725 | 726 | 10.0732 |
| 726 | 727 | 10.0726 |
| 727 | 728 | 10.0823 |
| 728 | 729 | 10.06 |
| 729 | 730 | 10.0743 |
| 730 | 731 | 10.0767 |
| 731 | 732 | 10.0725 |
| 732 | 733 | 10.0703 |
| 733 | 734 | 10.071 |
| 734 | 735 | 10.0848 |
| 735 | 736 | 10.0693 |
| 736 | 737 | 20.1512 |
| 737 | 738 | 10.0835 |
| 738 | 739 | 10.0828 |
| 739 | 740 | 10.0725 |
| 740 | 741 | 19.3688 |
| 741 | 742 | 19.1271 |
| 742 | 743 | 10.0816 |
| 743 | 744 | 10.0806 |
| 744 | 745 | 10.0833 |
| 745 | 746 | 20.8677 |
| 746 | 747 | 10.0805 |
| 747 | 748 | 10.0786 |
| 748 | 749 | 10.0716 |
| 749 | 750 | 19.984 |
| 750 | 751 | 10.0707 |
| 751 | 752 | 17.2269 |
| 752 | 753 | 10.0774 |
| 753 | 754 | 10.07 |
| 754 | 755 | 10.0777 |
| 755 | 756 | 10.0806 |
| 756 | 757 | 10.0623 |
| 757 | 758 | 22.2752 |
| 758 | 759 | 10.0829 |
| 759 | 760 | 10.0762 |
| 760 | 761 | 10.0817 |
| 761 | 762 | 10.0799 |
| 762 | 763 | 10.0862 |
| 763 | 764 | 10.0706 |
| 764 | 765 | 10.0763 |
| 765 | 766 | 10.0691 |
| 766 | 767 | 10.0793 |
| 767 | 768 | 10.0729 |
| 768 | 769 | 10.074 |
| 769 | 770 | 10.0725 |
| 770 | 771 | 10.0814 |
| 771 | 772 | 10.0833 |
| 772 | 773 | 10.0624 |
| 773 | 774 | 10.0818 |
| 774 | 775 | 10.0656 |
| 775 | 776 | 10.0807 |
| 776 | 777 | 10.0805 |
| 777 | 778 | 21.1704 |
| 778 | 779 | 10.0686 |
| 779 | 780 | 21.1116 |
| 780 | 781 | 10.0784 |
| 781 | 782 | 19.848 |
| 782 | 783 | 18.2761 |
| 783 | 784 | 10.0661 |
| 784 | 785 | 18.0407 |
| 785 | 786 | 10.0682 |
| 786 | 787 | 20.1555 |
| 787 | 788 | 19.696 |
| 788 | 789 | 20.9618 |
| 789 | 790 | 11.2226 |
| 790 | 791 | 13.2526 |
| 791 | 792 | 10.0773 |
| 792 | 793 | 10.0838 |
| 793 | 794 | 19.6927 |
| 794 | 795 | 21.153 |
| 795 | 796 | 5.35853 |
| 796 | 797 | 15.5627 |
| 797 | 798 | 18.7768 |
| 798 | 799 | 10.1582 |
| 799 | 800 | 10.1651 |
| 800 | 801 | 10.1742 |
| 801 | 802 | 19.0254 |
| 802 | 803 | 10.1538 |
| 803 | 804 | 13.0848 |
| 804 | 805 | 10.1602 |
| 805 | 806 | 10.163 |
| 806 | 807 | 20.3474 |
| 807 | 808 | 10.2219 |
| 808 | 809 | 10.17 |
| 809 | 810 | 10.1869 |
| 810 | 811 | 10.1734 |
| 811 | 812 | 10.1635 |
| 812 | 813 | 10.1737 |
| 813 | 814 | 10.2497 |
| 814 | 815 | 12.6987 |
| 815 | 816 | 10.1531 |
| 816 | 817 | 14.5807 |
| 817 | 818 | 10.1577 |
| 818 | 819 | 10.1652 |
| 819 | 820 | 17.7456 |
| 820 | 821 | 10.2325 |
| 821 | 822 | 10.1703 |
| 822 | 823 | 10.2348 |
| 823 | 824 | 18.5615 |
| 824 | 825 | 10.1586 |
| 825 | 826 | 10.2275 |
| 826 | 827 | 10.1713 |
| 827 | 828 | 19.2411 |
| 828 | 829 | 10.2413 |
| 829 | 830 | 10.1802 |
| 830 | 831 | 16.8769 |
| 831 | 832 | 18.8491 |
| 832 | 833 | 10.1625 |
| 833 | 834 | 18.4785 |
| 834 | 835 | 10.2255 |
| 835 | 836 | 10.1624 |
| 836 | 837 | 12.2894 |
| 837 | 838 | 10.1571 |
| 838 | 839 | 16.1349 |
| 839 | 840 | 10.1701 |
| 840 | 841 | 10.1618 |
| 841 | 842 | 10.1581 |
| 842 | 843 | 10.1715 |
| 843 | 844 | 19.2655 |
| 844 | 845 | 10.1525 |
| 845 | 846 | 16.08 |
| 846 | 847 | 19.5267 |
| 847 | 848 | 17.6524 |
| 848 | 849 | 17.2742 |
| 849 | 850 | 10.2555 |
| 850 | Total Run Duration | 42.5392 |
------------------------------------------------
Using MLFLOW client - MLFLOW client uses boto3 to write to S3 from Ray Workers
| | worker_index | durations |
|----:|:-------------------|------------:|
| 0 | 1 | 16.6713 |
| 1 | 2 | 14.6362 |
| 2 | 3 | 13.2122 |
| 3 | 4 | 15.3706 |
| 4 | 5 | 12.8365 |
| 5 | 6 | 12.8287 |
| 6 | 7 | 15.0364 |
| 7 | 8 | 26.4231 |
| 8 | 9 | 24.4913 |
| 9 | 10 | 20.5977 |
| 10 | 11 | 12.8354 |
| 11 | 12 | 15.7542 |
| 12 | 13 | 21.8699 |
| 13 | 14 | 12.4357 |
| 14 | 15 | 80.4602 |
| 15 | 16 | 36.9854 |
| 16 | 17 | 15.6631 |
| 17 | 18 | 18.097 |
| 18 | 19 | 15.9437 |
| 19 | 20 | 19.4249 |
| 20 | 21 | 19.1908 |
| 21 | 22 | 50.136 |
| 22 | 23 | 18.5261 |
| 23 | 24 | 25.5707 |
| 24 | 25 | 25.9129 |
| 25 | 26 | 16.2671 |
| 26 | 27 | 13.3975 |
| 27 | 28 | 24.2661 |
| 28 | 29 | 16.8491 |
| 29 | 30 | 19.0039 |
| 30 | 31 | 25.4768 |
| 31 | 32 | 20.2644 |
| 32 | 33 | 22.2137 |
| 33 | 34 | 16.0814 |
| 34 | 35 | 18.0328 |
| 35 | 36 | 21.9142 |
| 36 | 37 | 16.6814 |
| 37 | 38 | 23.712 |
| 38 | 39 | 24.242 |
| 39 | 40 | 21.2197 |
| 40 | 41 | 16.1028 |
| 41 | 42 | 16.6529 |
| 42 | 43 | 27.1674 |
| 43 | 44 | 23.4195 |
| 44 | 45 | 23.8872 |
| 45 | 46 | 24.3359 |
| 46 | 47 | 74.7999 |
| 47 | 48 | 27.3252 |
| 48 | 49 | 26.3924 |
| 49 | 50 | 24.5391 |
| 50 | 51 | 19.609 |
| 51 | 52 | 17.2972 |
| 52 | 53 | 20.4049 |
| 53 | 54 | 25.9794 |
| 54 | 55 | 23.7934 |
| 55 | 56 | 25.6244 |
| 56 | 57 | 22.6368 |
| 57 | 58 | 21.3242 |
| 58 | 59 | 41.2514 |
| 59 | 60 | 17.8951 |
| 60 | 61 | 20.1135 |
| 61 | 62 | 26.2841 |
| 62 | 63 | 11.4668 |
| 63 | 64 | 74.7331 |
| 64 | 65 | 15.8869 |
| 65 | 66 | 22.7423 |
| 66 | 67 | 49.2786 |
| 67 | 68 | 26.4122 |
| 68 | 69 | 26.1977 |
| 69 | 70 | 19.5713 |
| 70 | 71 | 26.5076 |
| 71 | 72 | 22.3164 |
| 72 | 73 | 25.2218 |
| 73 | 74 | 21.4994 |
| 74 | 75 | 20.3097 |
| 75 | 76 | 18.5618 |
| 76 | 77 | 22.5383 |
| 77 | 78 | 26.4042 |
| 78 | 79 | 21.4205 |
| 79 | 80 | 19.4214 |
| 80 | 81 | 20.9208 |
| 81 | 82 | 24.0244 |
| 82 | 83 | 16.6223 |
| 83 | 84 | 25.7325 |
| 84 | 85 | 17.5539 |
| 85 | 86 | 23.9749 |
| 86 | 87 | 26.9082 |
| 87 | 88 | 25.7341 |
| 88 | 89 | 25.1492 |
| 89 | 90 | 21.8428 |
| 90 | 91 | 27.5205 |
| 91 | 92 | 20.9064 |
| 92 | 93 | 21.4199 |
| 93 | 94 | 20.3259 |
| 94 | 95 | 19.4014 |
| 95 | 96 | 23.7647 |
| 96 | 97 | 25.1774 |
| 97 | 98 | 26.4972 |
| 98 | 99 | 24.2835 |
| 99 | 100 | 19.7209 |
| 100 | 101 | 24.8524 |
| 101 | 102 | 20.4632 |
| 102 | 103 | 22.106 |
| 103 | 104 | 24.9947 |
| 104 | 105 | 25.527 |
| 105 | 106 | 24.6044 |
| 106 | 107 | 24.9738 |
| 107 | 108 | 16.6757 |
| 108 | 109 | 24.0983 |
| 109 | 110 | 23.6365 |
| 110 | 111 | 15.8843 |
| 111 | 112 | 22.3662 |
| 112 | 113 | 15.335 |
| 113 | 114 | 25.7942 |
| 114 | 115 | 24.6321 |
| 115 | 116 | 22.7275 |
| 116 | 117 | 25.8072 |
| 117 | 118 | 23.7985 |
| 118 | 119 | 21.2962 |
| 119 | 120 | 17.2905 |
| 120 | 121 | 24.3198 |
| 121 | 122 | 21.7633 |
| 122 | 123 | 26.2225 |
| 123 | 124 | 13.3274 |
| 124 | 125 | 22.069 |
| 125 | 126 | 22.1399 |
| 126 | 127 | 17.1645 |
| 127 | 128 | 25.0891 |
| 128 | 129 | 24.5145 |
| 129 | 130 | 25.1677 |
| 130 | 131 | 23.4735 |
| 131 | 132 | 21.742 |
| 132 | 133 | 19.503 |
| 133 | 134 | 22.198 |
| 134 | 135 | 24.4744 |
| 135 | 136 | 20.6769 |
| 136 | 137 | 27.2114 |
| 137 | 138 | 20.2872 |
| 138 | 139 | 23.913 |
| 139 | 140 | 17.3148 |
| 140 | 141 | 21.3196 |
| 141 | 142 | 21.1827 |
| 142 | 143 | 21.7004 |
| 143 | 144 | 22.427 |
| 144 | 145 | 25.4619 |
| 145 | 146 | 24.5336 |
| 146 | 147 | 25.2376 |
| 147 | 148 | 23.8123 |
| 148 | 149 | 47.6441 |
| 149 | 150 | 19.8459 |
| 150 | 151 | 24.4869 |
| 151 | 152 | 24.2075 |
| 152 | 153 | 20.3525 |
| 153 | 154 | 21.4788 |
| 154 | 155 | 24.6746 |
| 155 | 156 | 21.0384 |
| 156 | 157 | 27.305 |
| 157 | 158 | 25.508 |
| 158 | 159 | 26.1707 |
| 159 | 160 | 25.5108 |
| 160 | 161 | 27.3602 |
| 161 | 162 | 24.0336 |
| 162 | 163 | 23.8623 |
| 163 | 164 | 23.5647 |
| 164 | 165 | 27.1125 |
| 165 | 166 | 14.6886 |
| 166 | 167 | 35.1432 |
| 167 | 168 | 20.4628 |
| 168 | 169 | 20.8678 |
| 169 | 170 | 25.9491 |
| 170 | 171 | 24.3588 |
| 171 | 172 | 26.6376 |
| 172 | 173 | 25.872 |
| 173 | 174 | 24.418 |
| 174 | 175 | 19.4774 |
| 175 | 176 | 45.647 |
| 176 | 177 | 23.5426 |
| 177 | 178 | 28.061 |
| 178 | 179 | 26.3685 |
| 179 | 180 | 21.6319 |
| 180 | 181 | 24.2854 |
| 181 | 182 | 21.8845 |
| 182 | 183 | 25.0173 |
| 183 | 184 | 25.7335 |
| 184 | 185 | 20.8308 |
| 185 | 186 | 24.0706 |
| 186 | 187 | 26.2565 |
| 187 | 188 | 15.9499 |
| 188 | 189 | 26.2836 |
| 189 | 190 | 26.1635 |
| 190 | 191 | 23.597 |
| 191 | 192 | 50.5409 |
| 192 | 193 | 23.7455 |
| 193 | 194 | 21.764 |
| 194 | 195 | 24.9305 |
| 195 | 196 | 23.3211 |
| 196 | 197 | 27.2478 |
| 197 | 198 | 40.5338 |
| 198 | 199 | 25.7851 |
| 199 | 200 | 25.2937 |
| 200 | 201 | 15.5441 |
| 201 | 202 | 24.1646 |
| 202 | 203 | 26.1363 |
| 203 | 204 | 22.5015 |
| 204 | 205 | 21.6691 |
| 205 | 206 | 22.2644 |
| 206 | 207 | 40.9928 |
| 207 | 208 | 25.291 |
| 208 | 209 | 22.1707 |
| 209 | 210 | 40.5038 |
| 210 | 211 | 21.8291 |
| 211 | 212 | 23.1738 |
| 212 | 213 | 20.9928 |
| 213 | 214 | 49.2292 |
| 214 | 215 | 24.9585 |
| 215 | 216 | 27.1861 |
| 216 | 217 | 47.1507 |
| 217 | 218 | 24.9117 |
| 218 | 219 | 26.7343 |
| 219 | 220 | 25.6566 |
| 220 | 221 | 43.6076 |
| 221 | 222 | 23.5016 |
| 222 | 223 | 18.8899 |
| 223 | 224 | 24.2141 |
| 224 | 225 | 22.2747 |
| 225 | 226 | 24.5456 |
| 226 | 227 | 26.9465 |
| 227 | 228 | 25.424 |
| 228 | 229 | 24.898 |
| 229 | 230 | 50.3204 |
| 230 | 231 | 46.6017 |
| 231 | 232 | 43.3179 |
| 232 | 233 | 20.8352 |
| 233 | 234 | 23.1716 |
| 234 | 235 | 26.1042 |
| 235 | 236 | 39.3062 |
| 236 | 237 | 20.6927 |
| 237 | 238 | 20.5257 |
| 238 | 239 | 24.9036 |
| 239 | 240 | 21.0972 |
| 240 | 241 | 19.5994 |
| 241 | 242 | 21.2068 |
| 242 | 243 | 23.1326 |
| 243 | 244 | 22.4497 |
| 244 | 245 | 26.3915 |
| 245 | 246 | 22.3337 |
| 246 | 247 | 26.5837 |
| 247 | 248 | 22.2612 |
| 248 | 249 | 46.6827 |
| 249 | 250 | 23.6343 |
| 250 | 251 | 43.585 |
| 251 | 252 | 27.1475 |
| 252 | 253 | 24.1695 |
| 253 | 254 | 22.4504 |
| 254 | 255 | 24.8553 |
| 255 | 256 | 25.6408 |
| 256 | 257 | 25.6799 |
| 257 | 258 | 25.3506 |
| 258 | 259 | 27.16 |
| 259 | 260 | 49.8707 |
| 260 | 261 | 46.2685 |
| 261 | 262 | 47.3032 |
| 262 | 263 | 16.9299 |
| 263 | 264 | 24.491 |
| 264 | 265 | 25.6327 |
| 265 | 266 | 49.8074 |
| 266 | 267 | 37.9683 |
| 267 | 268 | 25.6596 |
| 268 | 269 | 19.6816 |
| 269 | 270 | 50.201 |
| 270 | 271 | 24.5023 |
| 271 | 272 | 47.444 |
| 272 | 273 | 24.5372 |
| 273 | 274 | 22.0753 |
| 274 | 275 | 23.7232 |
| 275 | 276 | 27.5874 |
| 276 | 277 | 27.0807 |
| 277 | 278 | 49.7383 |
| 278 | 279 | 50.0749 |
| 279 | 280 | 24.0422 |
| 280 | 281 | 13.4209 |
| 281 | 282 | 48.5381 |
| 282 | 283 | 22.9655 |
| 283 | 284 | 43.1869 |
| 284 | 285 | 48.9008 |
| 285 | 286 | 20.0133 |
| 286 | 287 | 49.6619 |
| 287 | 288 | 24.8585 |
| 288 | 289 | 43.8694 |
| 289 | 290 | 44.3776 |
| 290 | 291 | 46.1349 |
| 291 | 292 | 49.9515 |
| 292 | 293 | 49.369 |
| 293 | 294 | 47.7985 |
| 294 | 295 | 20.3317 |
| 295 | 296 | 43.2102 |
| 296 | 297 | 49.7581 |
| 297 | 298 | 27.1432 |
| 298 | 299 | 26.7005 |
| 299 | 300 | 43.2528 |
| 300 | 301 | 47.8884 |
| 301 | 302 | 27.4802 |
| 302 | 303 | 23.2064 |
| 303 | 304 | 48.5611 |
| 304 | 305 | 26.8143 |
| 305 | 306 | 45.7334 |
| 306 | 307 | 47.072 |
| 307 | 308 | 25.3987 |
| 308 | 309 | 36.997 |
| 309 | 310 | 25.936 |
| 310 | 311 | 41.8147 |
| 311 | 312 | 27.667 |
| 312 | 313 | 42.0684 |
| 313 | 314 | 27.4935 |
| 314 | 315 | 48.5132 |
| 315 | 316 | 47.7949 |
| 316 | 317 | 49.154 |
| 317 | 318 | 45.5608 |
| 318 | 319 | 49.7731 |
| 319 | 320 | 43.1756 |
| 320 | 321 | 49.4216 |
| 321 | 322 | 49.4354 |
| 322 | 323 | 45.8417 |
| 323 | 324 | 48.6883 |
| 324 | 325 | 46.6499 |
| 325 | 326 | 23.9538 |
| 326 | 327 | 37.2638 |
| 327 | 328 | 47.4416 |
| 328 | 329 | 50.3022 |
| 329 | 330 | 49.4217 |
| 330 | 331 | 20.8648 |
| 331 | 332 | 41.8299 |
| 332 | 333 | 25.2408 |
| 333 | 334 | 40.6293 |
| 334 | 335 | 50.1096 |
| 335 | 336 | 45.6263 |
| 336 | 337 | 49.8977 |
| 337 | 338 | 27.4296 |
| 338 | 339 | 43.4521 |
| 339 | 340 | 46.1293 |
| 340 | 341 | 48.2425 |
| 341 | 342 | 50.1159 |
| 342 | 343 | 45.3467 |
| 343 | 344 | 19.9255 |
| 344 | 345 | 49.6347 |
| 345 | 346 | 49.914 |
| 346 | 347 | 46.2214 |
| 347 | 348 | 24.9182 |
| 348 | 349 | 45.5744 |
| 349 | 350 | 41.545 |
| 350 | 351 | 49.6794 |
| 351 | 352 | 44.5394 |
| 352 | 353 | 47.4204 |
| 353 | 354 | 43.1908 |
| 354 | 355 | 43.0422 |
| 355 | 356 | 50.1179 |
| 356 | 357 | 40.7987 |
| 357 | 358 | 48.725 |
| 358 | 359 | 50.2884 |
| 359 | 360 | 47.8777 |
| 360 | 361 | 45.3134 |
| 361 | 362 | 49.2644 |
| 362 | 363 | 37.9071 |
| 363 | 364 | 24.3123 |
| 364 | 365 | 46.5858 |
| 365 | 366 | 41.7577 |
| 366 | 367 | 49.1895 |
| 367 | 368 | 49.9627 |
| 368 | 369 | 40.6516 |
| 369 | 370 | 49.9335 |
| 370 | 371 | 39.4027 |
| 371 | 372 | 49.8781 |
| 372 | 373 | 50.5071 |
| 373 | 374 | 49.5192 |
| 374 | 375 | 48.9961 |
| 375 | 376 | 45.1558 |
| 376 | 377 | 50.5455 |
| 377 | 378 | 46.8293 |
| 378 | 379 | 50.288 |
| 379 | 380 | 44.7525 |
| 380 | 381 | 40.5207 |
| 381 | 382 | 49.0372 |
| 382 | 383 | 41.4254 |
| 383 | 384 | 50.1946 |
| 384 | 385 | 41.7822 |
| 385 | 386 | 46.9184 |
| 386 | 387 | 50.2265 |
| 387 | 388 | 50.1803 |
| 388 | 389 | 26.9518 |
| 389 | 390 | 49.3833 |
| 390 | 391 | 49.5504 |
| 391 | 392 | 49.9806 |
| 392 | 393 | 46.7477 |
| 393 | 394 | 48.4111 |
| 394 | 395 | 47.4661 |
| 395 | 396 | 46.613 |
| 396 | 397 | 20.3463 |
| 397 | 398 | 49.2617 |
| 398 | 399 | 49.9678 |
| 399 | 400 | 49.7559 |
| 400 | 401 | 49.8784 |
| 401 | 402 | 43.1172 |
| 402 | 403 | 28.0284 |
| 403 | 404 | 46.0257 |
| 404 | 405 | 50.1599 |
| 405 | 406 | 50.0145 |
| 406 | 407 | 50.795 |
| 407 | 408 | 45.4989 |
| 408 | 409 | 41.6195 |
| 409 | 410 | 46.4102 |
| 410 | 411 | 48.9233 |
| 411 | 412 | 47.9222 |
| 412 | 413 | 45.5282 |
| 413 | 414 | 43.7652 |
| 414 | 415 | 49.8586 |
| 415 | 416 | 48.8339 |
| 416 | 417 | 40.733 |
| 417 | 418 | 48.98 |
| 418 | 419 | 47.5854 |
| 419 | 420 | 44.8318 |
| 420 | 421 | 50.1023 |
| 421 | 422 | 27.3649 |
| 422 | 423 | 49.9759 |
| 423 | 424 | 49.6597 |
| 424 | 425 | 49.7925 |
| 425 | 426 | 47.9251 |
| 426 | 427 | 50.2482 |
| 427 | 428 | 48.4493 |
| 428 | 429 | 46.078 |
| 429 | 430 | 44.8627 |
| 430 | 431 | 46.6111 |
| 431 | 432 | 42.6113 |
| 432 | 433 | 48.5855 |
| 433 | 434 | 43.7744 |
| 434 | 435 | 23.212 |
| 435 | 436 | 48.9224 |
| 436 | 437 | 45.2356 |
| 437 | 438 | 47.5397 |
| 438 | 439 | 49.2117 |
| 439 | 440 | 47.436 |
| 440 | 441 | 48.8804 |
| 441 | 442 | 49.468 |
| 442 | 443 | 43.8346 |
| 443 | 444 | 27.3695 |
| 444 | 445 | 46.8923 |
| 445 | 446 | 50.1536 |
| 446 | 447 | 27.7218 |
| 447 | 448 | 49.4658 |
| 448 | 449 | 46.3345 |
| 449 | 450 | 49.7323 |
| 450 | 451 | 45.5117 |
| 451 | 452 | 48.5058 |
| 452 | 453 | 27.7562 |
| 453 | 454 | 46.5529 |
| 454 | 455 | 50.0279 |
| 455 | 456 | 47.749 |
| 456 | 457 | 50.9944 |
| 457 | 458 | 47.3628 |
| 458 | 459 | 47.3445 |
| 459 | 460 | 50.0373 |
| 460 | 461 | 49.7244 |
| 461 | 462 | 45.0429 |
| 462 | 463 | 51.3077 |
| 463 | 464 | 49.3025 |
| 464 | 465 | 43.6298 |
| 465 | 466 | 23.4159 |
| 466 | 467 | 49.4442 |
| 467 | 468 | 43.0209 |
| 468 | 469 | 49.7124 |
| 469 | 470 | 49.2172 |
| 470 | 471 | 46.3721 |
| 471 | 472 | 45.8389 |
| 472 | 473 | 48.5376 |
| 473 | 474 | 49.2867 |
| 474 | 475 | 48.2601 |
| 475 | 476 | 49.737 |
| 476 | 477 | 44.1143 |
| 477 | 478 | 44.6886 |
| 478 | 479 | 47.323 |
| 479 | 480 | 47.8136 |
| 480 | 481 | 49.2563 |
| 481 | 482 | 43.2515 |
| 482 | 483 | 49.711 |
| 483 | 484 | 47.5336 |
| 484 | 485 | 80.153 |
| 485 | 486 | 27.6761 |
| 486 | 487 | 49.7133 |
| 487 | 488 | 48.1292 |
| 488 | 489 | 77.8377 |
| 489 | 490 | 45.5402 |
| 490 | 491 | 48.1057 |
| 491 | 492 | 44.0508 |
| 492 | 493 | 47.0278 |
| 493 | 494 | 80.6426 |
| 494 | 495 | 49.6972 |
| 495 | 496 | 48.2096 |
| 496 | 497 | 50.0571 |
| 497 | 498 | 48.7857 |
| 498 | 499 | 70.611 |
| 499 | 500 | 49.379 |
| 500 | 501 | 46.4704 |
| 501 | 502 | 49.671 |
| 502 | 503 | 49.1385 |
| 503 | 504 | 47.2746 |
| 504 | 505 | 45.6163 |
| 505 | 506 | 50.727 |
| 506 | 507 | 26.3227 |
| 507 | 508 | 45.9045 |
| 508 | 509 | 49.5585 |
| 509 | 510 | 49.1267 |
| 510 | 511 | 49.3893 |
| 511 | 512 | 71.141 |
| 512 | 513 | 27.5751 |
| 513 | 514 | 46.8176 |
| 514 | 515 | 49.1554 |
| 515 | 516 | 49.4586 |
| 516 | 517 | 27.0747 |
| 517 | 518 | 49.6264 |
| 518 | 519 | 49.2328 |
| 519 | 520 | 64.1412 |
| 520 | 521 | 49.512 |
| 521 | 522 | 63.7466 |
| 522 | 523 | 72.9528 |
| 523 | 524 | 49.5612 |
| 524 | 525 | 76.273 |
| 525 | 526 | 49.0937 |
| 526 | 527 | 46.3829 |
| 527 | 528 | 75.4178 |
| 528 | 529 | 79.092 |
| 529 | 530 | 75.5457 |
| 530 | 531 | 25.2471 |
| 531 | 532 | 79.4444 |
| 532 | 533 | 73.2733 |
| 533 | 534 | 74.621 |
| 534 | 535 | 50.6858 |
| 535 | 536 | 46.8159 |
| 536 | 537 | 79.3212 |
| 537 | 538 | 46.808 |
| 538 | 539 | 77.1714 |
| 539 | 540 | 49.7706 |
| 540 | 541 | 45.8026 |
| 541 | 542 | 45.8332 |
| 542 | 543 | 72.3111 |
| 543 | 544 | 75.9639 |
| 544 | 545 | 77.5575 |
| 545 | 546 | 51.1713 |
| 546 | 547 | 47.1976 |
| 547 | 548 | 49.5008 |
| 548 | 549 | 79.8628 |
| 549 | 550 | 27.4872 |
| 550 | 551 | 47.0697 |
| 551 | 552 | 50.0234 |
| 552 | 553 | 73.7885 |
| 553 | 554 | 49.5195 |
| 554 | 555 | 81.9942 |
| 555 | 556 | 22.6183 |
| 556 | 557 | 76.0451 |
| 557 | 558 | 79.3887 |
| 558 | 559 | 49.9682 |
| 559 | 560 | 72.7705 |
| 560 | 561 | 50.383 |
| 561 | 562 | 77.3748 |
| 562 | 563 | 78.7182 |
| 563 | 564 | 69.2488 |
| 564 | 565 | 79.5974 |
| 565 | 566 | 49.9177 |
| 566 | 567 | 81.4209 |
| 567 | 568 | 82.8144 |
| 568 | 569 | 26.6348 |
| 569 | 570 | 81.373 |
| 570 | 571 | 72.9391 |
| 571 | 572 | 48.205 |
| 572 | 573 | 74.7726 |
| 573 | 574 | 81.464 |
| 574 | 575 | 25.6209 |
| 575 | 576 | 27.3902 |
| 576 | 577 | 79.961 |
| 577 | 578 | 75.759 |
| 578 | 579 | 74.7547 |
| 579 | 580 | 72.9246 |
| 580 | 581 | 77.6864 |
| 581 | 582 | 74.4208 |
| 582 | 583 | 48.8546 |
| 583 | 584 | 79.4313 |
| 584 | 585 | 72.5769 |
| 585 | 586 | 70.9242 |
| 586 | 587 | 46.4007 |
| 587 | 588 | 79.8185 |
| 588 | 589 | 78.5676 |
| 589 | 590 | 70.35 |
| 590 | 591 | 74.1465 |
| 591 | 592 | 81.1618 |
| 592 | 593 | 82.1107 |
| 593 | 594 | 74.4045 |
| 594 | 595 | 72.1596 |
| 595 | 596 | 69.6479 |
| 596 | 597 | 72.4504 |
| 597 | 598 | 77.8805 |
| 598 | 599 | 80.5982 |
| 599 | 600 | 77.4394 |
| 600 | 601 | 80.1432 |
| 601 | 602 | 82.5873 |
| 602 | 603 | 26.7659 |
| 603 | 604 | 74.2568 |
| 604 | 605 | 79.9263 |
| 605 | 606 | 77.2926 |
| 606 | 607 | 81.8279 |
| 607 | 608 | 81.1332 |
| 608 | 609 | 78.5131 |
| 609 | 610 | 79.6747 |
| 610 | 611 | 78.4629 |
| 611 | 612 | 77.3614 |
| 612 | 613 | 81.715 |
| 613 | 614 | 82.7343 |
| 614 | 615 | 76.0989 |
| 615 | 616 | 81.2008 |
| 616 | 617 | 80.297 |
| 617 | 618 | 82.7515 |
| 618 | 619 | 80.2139 |
| 619 | 620 | 78.7386 |
| 620 | 621 | 78.8578 |
| 621 | 622 | 77.4127 |
| 622 | 623 | 26.9881 |
| 623 | 624 | 24.5023 |
| 624 | 625 | 76.4271 |
| 625 | 626 | 78.1763 |
| 626 | 627 | 72.299 |
| 627 | 628 | 80.1928 |
| 628 | 629 | 76.5739 |
| 629 | 630 | 80.8331 |
| 630 | 631 | 69.9679 |
| 631 | 632 | 82.0868 |
| 632 | 633 | 72.7845 |
| 633 | 634 | 80.7327 |
| 634 | 635 | 76.9278 |
| 635 | 636 | 80.3446 |
| 636 | 637 | 78.2565 |
| 637 | 638 | 79.081 |
| 638 | 639 | 81.1236 |
| 639 | 640 | 75.8981 |
| 640 | 641 | 74.6158 |
| 641 | 642 | 82.0801 |
| 642 | 643 | 76.6721 |
| 643 | 644 | 70.3632 |
| 644 | 645 | 80.1723 |
| 645 | 646 | 82.5602 |
| 646 | 647 | 80.0862 |
| 647 | 648 | 81.2601 |
| 648 | 649 | 80.0789 |
| 649 | 650 | 73.439 |
| 650 | 651 | 80.5452 |
| 651 | 652 | 81.5171 |
| 652 | 653 | 80.8655 |
| 653 | 654 | 82.8116 |
| 654 | 655 | 82.2594 |
| 655 | 656 | 73.4908 |
| 656 | 657 | 26.7767 |
| 657 | 658 | 72.7886 |
| 658 | 659 | 76.608 |
| 659 | 660 | 80.1423 |
| 660 | 661 | 80.2024 |
| 661 | 662 | 72.6504 |
| 662 | 663 | 27.4896 |
| 663 | 664 | 80.1286 |
| 664 | 665 | 79.5833 |
| 665 | 666 | 77.1057 |
| 666 | 667 | 79.9966 |
| 667 | 668 | 81.2891 |
| 668 | 669 | 79.6953 |
| 669 | 670 | 78.079 |
| 670 | 671 | 79.4433 |
| 671 | 672 | 74.5475 |
| 672 | 673 | 80.7336 |
| 673 | 674 | 82.3538 |
| 674 | 675 | 81.726 |
| 675 | 676 | 81.9963 |
| 676 | 677 | 79.7306 |
| 677 | 678 | 77.8386 |
| 678 | 679 | 82.4554 |
| 679 | 680 | 78.062 |
| 680 | 681 | 82.4618 |
| 681 | 682 | 80.6754 |
| 682 | 683 | 76.1588 |
| 683 | 684 | 81.5308 |
| 684 | 685 | 75.4196 |
| 685 | 686 | 78.892 |
| 686 | 687 | 79.1347 |
| 687 | 688 | 82.3293 |
| 688 | 689 | 82.325 |
| 689 | 690 | 80.6336 |
| 690 | 691 | 82.6984 |
| 691 | 692 | 75.2665 |
| 692 | 693 | 79.6081 |
| 693 | 694 | 26.8799 |
| 694 | 695 | 77.4614 |
| 695 | 696 | 79.551 |
| 696 | 697 | 81.1789 |
| 697 | 698 | 26.479 |
| 698 | 699 | 81.7561 |
| 699 | 700 | 80.0542 |
| 700 | 701 | 79.4121 |
| 701 | 702 | 81.9488 |
| 702 | 703 | 80.7985 |
| 703 | 704 | 80.3503 |
| 704 | 705 | 82.3878 |
| 705 | 706 | 74.6082 |
| 706 | 707 | 82.2042 |
| 707 | 708 | 23.5297 |
| 708 | 709 | 78.6267 |
| 709 | 710 | 81.5019 |
| 710 | 711 | 80.014 |
| 711 | 712 | 79.3096 |
| 712 | 713 | 78.5598 |
| 713 | 714 | 82.7203 |
| 714 | 715 | 81.505 |
| 715 | 716 | 79.1187 |
| 716 | 717 | 78.916 |
| 717 | 718 | 80.3811 |
| 718 | 719 | 77.9044 |
| 719 | 720 | 81.5356 |
| 720 | 721 | 49.4291 |
| 721 | 722 | 81.2801 |
| 722 | 723 | 75.0439 |
| 723 | 724 | 77.0669 |
| 724 | 725 | 79.0987 |
| 725 | 726 | 81.8796 |
| 726 | 727 | 79.9386 |
| 727 | 728 | 81.6642 |
| 728 | 729 | 79.1127 |
| 729 | 730 | 79.6884 |
| 730 | 731 | 78.1155 |
| 731 | 732 | 75.5885 |
| 732 | 733 | 83.11 |
| 733 | 734 | 73.698 |
| 734 | 735 | 21.8255 |
| 735 | 736 | 26.9216 |
| 736 | 737 | 75.7463 |
| 737 | 738 | 26.6703 |
| 738 | 739 | 79.1319 |
| 739 | 740 | 79.102 |
| 740 | 741 | 81.6472 |
| 741 | 742 | 26.4727 |
| 742 | 743 | 78.9991 |
| 743 | 744 | 78.052 |
| 744 | 745 | 82.5025 |
| 745 | 746 | 82.6533 |
| 746 | 747 | 81.4231 |
| 747 | 748 | 80.9842 |
| 748 | 749 | 82.3731 |
| 749 | 750 | 78.9369 |
| 750 | 751 | 81.2287 |
| 751 | 752 | 26.3751 |
| 752 | 753 | 75.4827 |
| 753 | 754 | 80.4627 |
| 754 | 755 | 82.2394 |
| 755 | 756 | 81.8351 |
| 756 | 757 | 77.8486 |
| 757 | 758 | 80.4843 |
| 758 | 759 | 82.2811 |
| 759 | 760 | 82.1543 |
| 760 | 761 | 82.1124 |
| 761 | 762 | 77.2675 |
| 762 | 763 | 81.491 |
| 763 | 764 | 75.3917 |
| 764 | 765 | 79.8242 |
| 765 | 766 | 82.0539 |
| 766 | 767 | 26.8634 |
| 767 | 768 | 81.4022 |
| 768 | 769 | 81.5613 |
| 769 | 770 | 77.5137 |
| 770 | 771 | 26.275 |
| 771 | 772 | 80.7229 |
| 772 | 773 | 80.8206 |
| 773 | 774 | 80.3881 |
| 774 | 775 | 80.9658 |
| 775 | 776 | 82.5088 |
| 776 | 777 | 82.5125 |
| 777 | 778 | 78.7143 |
| 778 | 779 | 82.0335 |
| 779 | 780 | 24.7291 |
| 780 | 781 | 81.3665 |
| 781 | 782 | 82.3307 |
| 782 | 783 | 80.0479 |
| 783 | 784 | 79.055 |
| 784 | 785 | 86.8247 |
| 785 | 786 | 81.0003 |
| 786 | 787 | 78.5774 |
| 787 | 788 | 80.6964 |
| 788 | 789 | 82.2038 |
| 789 | 790 | 82.3558 |
| 790 | 791 | 82.3044 |
| 791 | 792 | 81.5907 |
| 792 | 793 | 77.4599 |
| 793 | 794 | 82.4561 |
| 794 | 795 | 82.216 |
| 795 | 796 | 26.4668 |
| 796 | 797 | 80.9514 |
| 797 | 798 | 19.6965 |
| 798 | 799 | 81.8232 |
| 799 | 800 | 76.6915 |
| 800 | 801 | 82.1365 |
| 801 | 802 | 81.1871 |
| 802 | 803 | 82.6806 |
| 803 | 804 | 82.1697 |
| 804 | 805 | 78.5924 |
| 805 | 806 | 82.2072 |
| 806 | 807 | 81.2833 |
| 807 | 808 | 81.9575 |
| 808 | 809 | 82.311 |
| 809 | 810 | 82.9193 |
| 810 | 811 | 80.618 |
| 811 | 812 | 80.9157 |
| 812 | 813 | 83.0993 |
| 813 | 814 | 82.3418 |
| 814 | 815 | 83.7405 |
| 815 | 816 | 79.6984 |
| 816 | 817 | 76.75 |
| 817 | 818 | 82.5933 |
| 818 | 819 | 26.5568 |
| 819 | 820 | 81.9875 |
| 820 | 821 | 12.4553 |
| 821 | 822 | 82.234 |
| 822 | 823 | 24.688 |
| 823 | 824 | 24.5845 |
| 824 | 825 | 22.2007 |
| 825 | 826 | 82.3127 |
| 826 | 827 | 19.4139 |
| 827 | 828 | 82.9355 |
| 828 | 829 | 83.1177 |
| 829 | 830 | 81.3799 |
| 830 | 831 | 79.6669 |
| 831 | 832 | 82.3161 |
| 832 | 833 | 82.7426 |
| 833 | 834 | 12.9294 |
| 834 | 835 | 82.6955 |
| 835 | 836 | 76.4329 |
| 836 | 837 | 25.2182 |
| 837 | 838 | 82.2163 |
| 838 | 839 | 81.0347 |
| 839 | 840 | 81.3714 |
| 840 | 841 | 82.9279 |
| 841 | 842 | 82.0927 |
| 842 | 843 | 26.2774 |
| 843 | 844 | 26.7524 |
| 844 | 845 | 48.0385 |
| 845 | 846 | 81.8758 |
| 846 | 847 | 82.1215 |
| 847 | 848 | 29.9695 |
| 848 | 849 | 24.5646 |
| 849 | 850 | 25.2316 |
| 850 | Total Run Duration | 101.38 |