├── .gitignore
├── .vscode
    └── settings.json
├── AA_222_Final_Project.pdf
├── Industrial-Warehouse.csv
├── LICENSE
├── README.md
├── Reference-Hospital.csv
├── Reference-Secondary School.csv
├── Reference-Supermarket.csv
├── bldg_load.csv
├── building1retail.csv
├── building2retail.csv
├── building61duringoffice.csv
├── building_data.py
├── dataviz.py
├── ess_E_summary_4H_wk1_deg.png
├── ess_E_summary_4H_wk1_nodeg.png
├── ess_E_summary_4H_wk30_nodeg.png
├── ess_E_summary_8H_wk1_nodeg.png
├── ess_summary_4H_wk1_deg.png
├── gurobitest.py
├── mg_pf.png
├── optim.py
├── optim_grb.py
├── pf_summary_4H_wk1_deg.png
├── pf_summary_4H_wk1_nodeg.png
├── pf_summary_4H_wk30_nodeg.png
├── pf_summary_8H_wk1_nodeg.png
├── pv_data.py
├── pv_gen.csv
├── pv_summary_4H_wk1_nodeg.png
├── resi_data.py
├── resi_load.csv
└── solar_PV_15min_kWh.csv


/.gitignore:
--------------------------------------------------------------------------------
  1 | # Byte-compiled / optimized / DLL files
  2 | __pycache__/
  3 | *.py[cod]
  4 | *$py.class
  5 | 
  6 | # C extensions
  7 | *.so
  8 | 
  9 | # Distribution / packaging
 10 | .Python
 11 | build/
 12 | develop-eggs/
 13 | dist/
 14 | downloads/
 15 | eggs/
 16 | .eggs/
 17 | lib/
 18 | lib64/
 19 | parts/
 20 | sdist/
 21 | var/
 22 | wheels/
 23 | pip-wheel-metadata/
 24 | share/python-wheels/
 25 | *.egg-info/
 26 | .installed.cfg
 27 | *.egg
 28 | MANIFEST
 29 | 
 30 | # PyInstaller
 31 | #  Usually these files are written by a python script from a template
 32 | #  before PyInstaller builds the exe, so as to inject date/other infos into it.
 33 | *.manifest
 34 | *.spec
 35 | 
 36 | # Installer logs
 37 | pip-log.txt
 38 | pip-delete-this-directory.txt
 39 | 
 40 | # Unit test / coverage reports
 41 | htmlcov/
 42 | .tox/
 43 | .nox/
 44 | .coverage
 45 | .coverage.*
 46 | .cache
 47 | nosetests.xml
 48 | coverage.xml
 49 | *.cover
 50 | *.py,cover
 51 | .hypothesis/
 52 | .pytest_cache/
 53 | 
 54 | # Translations
 55 | *.mo
 56 | *.pot
 57 | 
 58 | # Django stuff:
 59 | *.log
 60 | local_settings.py
 61 | db.sqlite3
 62 | db.sqlite3-journal
 63 | 
 64 | # Flask stuff:
 65 | instance/
 66 | .webassets-cache
 67 | 
 68 | # Scrapy stuff:
 69 | .scrapy
 70 | 
 71 | # Sphinx documentation
 72 | docs/_build/
 73 | 
 74 | # PyBuilder
 75 | target/
 76 | 
 77 | # Jupyter Notebook
 78 | .ipynb_checkpoints
 79 | 
 80 | # IPython
 81 | profile_default/
 82 | ipython_config.py
 83 | 
 84 | # pyenv
 85 | .python-version
 86 | 
 87 | # pipenv
 88 | #   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
 89 | #   However, in case of collaboration, if having platform-specific dependencies or dependencies
 90 | #   having no cross-platform support, pipenv may install dependencies that don't work, or not
 91 | #   install all needed dependencies.
 92 | #Pipfile.lock
 93 | 
 94 | # PEP 582; used by e.g. github.com/David-OConnor/pyflow
 95 | __pypackages__/
 96 | 
 97 | # Celery stuff
 98 | celerybeat-schedule
 99 | celerybeat.pid
100 | 
101 | # SageMath parsed files
102 | *.sage.py
103 | 
104 | # Environments
105 | .env
106 | .venv
107 | env/
108 | venv/
109 | ENV/
110 | env.bak/
111 | venv.bak/
112 | 
113 | # Spyder project settings
114 | .spyderproject
115 | .spyproject
116 | 
117 | # Rope project settings
118 | .ropeproject
119 | 
120 | # mkdocs documentation
121 | /site
122 | 
123 | # mypy
124 | .mypy_cache/
125 | .dmypy.json
126 | dmypy.json
127 | 
128 | # Pyre type checker
129 | .pyre/
130 | .DS_Store
131 | 15minute_data_california/~$metadata.xlsx
132 | Read-Me_Simulated-Dataset.pdf
133 | Simulated_Dataset_Final_Report.pdf
134 | 15minute_data_california/15minute_data_california_readme.txt
135 | 15minute_data_california/Metadata Column descriptions.pdf
136 | 15minute_data_california/metadata.csv
137 | 15minute_data_california/metadata.xlsx
138 | 15minute_data_california/15minute_data_california.csv
139 | 


--------------------------------------------------------------------------------
/.vscode/settings.json:
--------------------------------------------------------------------------------
1 | {
2 |     "python.pythonPath": "/Users/kmoy14/anaconda3/bin/python"
3 | }


--------------------------------------------------------------------------------
/AA_222_Final_Project.pdf:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/AA_222_Final_Project.pdf


--------------------------------------------------------------------------------
/Industrial-Warehouse.csv:
--------------------------------------------------------------------------------
   1 | Power [kW]
   2 | 33.5
   3 | 36.5
   4 | 33.5
   5 | 36.5
   6 | 33.5
   7 | 36.5
   8 | 33.5
   9 | 36.5
  10 | 84.4
  11 | 92.7
  12 | 98.3
  13 | 100.6
  14 | 87.5
  15 | 90.2
  16 | 96.4
  17 | 99.4
  18 | 39.8
  19 | 36.5
  20 | 33.5
  21 | 36.5
  22 | 33.5
  23 | 36.5
  24 | 33.5
  25 | 36.5
  26 | 33.5
  27 | 36.5
  28 | 33.5
  29 | 36.5
  30 | 33.5
  31 | 36.5
  32 | 33.5
  33 | 36.5
  34 | 81.9
  35 | 89.9
  36 | 95.8
  37 | 98.4
  38 | 85.6
  39 | 88.3
  40 | 95.1
  41 | 98.4
  42 | 39.8
  43 | 36.5
  44 | 33.5
  45 | 36.5
  46 | 33.5
  47 | 36.5
  48 | 33.5
  49 | 36.5
  50 | 33.5
  51 | 36.5
  52 | 33.5
  53 | 36.5
  54 | 33.5
  55 | 36.5
  56 | 33.5
  57 | 36.5
  58 | 23.5
  59 | 26.5
  60 | 23.5
  61 | 26.5
  62 | 23.5
  63 | 26.5
  64 | 23.5
  65 | 26.5
  66 | 33.5
  67 | 36.5
  68 | 33.5
  69 | 36.5
  70 | 33.5
  71 | 36.5
  72 | 33.5
  73 | 36.5
  74 | 33.5
  75 | 36.5
  76 | 36.1
  77 | 36.5
  78 | 33.5
  79 | 39.1
  80 | 36.2
  81 | 39.3
  82 | 26.3
  83 | 29.3
  84 | 26.5
  85 | 29.5
  86 | 28.3
  87 | 31.4
  88 | 28.4
  89 | 31.6
  90 | 38.6
  91 | 41.6
  92 | 38.6
  93 | 41.5
  94 | 38.6
  95 | 39.6
  96 | 36.5
  97 | 39.3
  98 | 33.5
  99 | 36.5
 100 | 33.5
 101 | 36.5
 102 | 33.5
 103 | 36.5
 104 | 33.5
 105 | 36.5
 106 | 80.9
 107 | 90.2
 108 | 97.0
 109 | 99.7
 110 | 88.1
 111 | 90.2
 112 | 97.3
 113 | 101.3
 114 | 39.8
 115 | 36.5
 116 | 33.5
 117 | 36.5
 118 | 33.5
 119 | 36.5
 120 | 33.5
 121 | 36.5
 122 | 33.5
 123 | 36.5
 124 | 33.5
 125 | 36.5
 126 | 33.5
 127 | 36.5
 128 | 33.5
 129 | 36.5
 130 | 87.2
 131 | 96.4
 132 | 102.9
 133 | 105.6
 134 | 93.1
 135 | 95.5
 136 | 102.0
 137 | 105.0
 138 | 39.8
 139 | 36.5
 140 | 33.5
 141 | 36.5
 142 | 33.5
 143 | 36.5
 144 | 33.5
 145 | 36.5
 146 | 33.5
 147 | 36.5
 148 | 33.5
 149 | 36.5
 150 | 33.5
 151 | 36.5
 152 | 33.5
 153 | 36.5
 154 | 86.3
 155 | 95.2
 156 | 101.1
 157 | 104.4
 158 | 91.6
 159 | 94.6
 160 | 102.6
 161 | 105.6
 162 | 39.8
 163 | 36.5
 164 | 33.5
 165 | 36.5
 166 | 33.5
 167 | 36.5
 168 | 33.5
 169 | 36.5
 170 | 33.5
 171 | 36.5
 172 | 33.5
 173 | 36.5
 174 | 33.5
 175 | 36.5
 176 | 33.5
 177 | 36.5
 178 | 89.4
 179 | 97.7
 180 | 103.6
 181 | 105.9
 182 | 93.1
 183 | 95.8
 184 | 102.3
 185 | 105.6
 186 | 39.8
 187 | 36.5
 188 | 33.5
 189 | 36.5
 190 | 33.5
 191 | 36.5
 192 | 33.5
 193 | 36.5
 194 | 33.5
 195 | 36.5
 196 | 33.5
 197 | 36.5
 198 | 33.5
 199 | 36.5
 200 | 33.5
 201 | 36.5
 202 | 86.3
 203 | 94.6
 204 | 100.4
 205 | 101.9
 206 | 89.4
 207 | 92.1
 208 | 98.9
 209 | 102.2
 210 | 39.8
 211 | 36.5
 212 | 33.5
 213 | 36.5
 214 | 33.5
 215 | 36.5
 216 | 33.5
 217 | 36.5
 218 | 33.5
 219 | 36.5
 220 | 33.5
 221 | 36.5
 222 | 33.5
 223 | 36.5
 224 | 33.5
 225 | 36.5
 226 | 23.5
 227 | 26.5
 228 | 23.5
 229 | 26.5
 230 | 23.5
 231 | 26.5
 232 | 23.5
 233 | 26.5
 234 | 33.5
 235 | 36.5
 236 | 33.5
 237 | 36.5
 238 | 33.5
 239 | 36.5
 240 | 33.5
 241 | 36.5
 242 | 33.5
 243 | 36.5
 244 | 33.5
 245 | 36.5
 246 | 33.5
 247 | 36.5
 248 | 33.5
 249 | 36.5
 250 | 23.5
 251 | 26.5
 252 | 23.5
 253 | 26.5
 254 | 23.5
 255 | 26.5
 256 | 23.5
 257 | 26.5
 258 | 33.5
 259 | 36.5
 260 | 33.5
 261 | 36.5
 262 | 33.5
 263 | 36.5
 264 | 33.5
 265 | 36.5
 266 | 33.5
 267 | 36.5
 268 | 33.5
 269 | 36.5
 270 | 33.5
 271 | 36.5
 272 | 33.5
 273 | 36.5
 274 | 82.5
 275 | 91.4
 276 | 97.9
 277 | 100.9
 278 | 88.1
 279 | 90.8
 280 | 97.3
 281 | 100.3
 282 | 39.8
 283 | 36.5
 284 | 33.5
 285 | 36.5
 286 | 33.5
 287 | 36.5
 288 | 33.5
 289 | 36.5
 290 | 33.5
 291 | 36.5
 292 | 33.5
 293 | 36.5
 294 | 33.5
 295 | 36.5
 296 | 33.5
 297 | 36.5
 298 | 84.1
 299 | 93.6
 300 | 100.1
 301 | 103.1
 302 | 90.6
 303 | 93.6
 304 | 100.8
 305 | 104.4
 306 | 39.8
 307 | 36.5
 308 | 33.5
 309 | 36.5
 310 | 33.5
 311 | 36.5
 312 | 33.5
 313 | 36.5
 314 | 33.5
 315 | 36.5
 316 | 33.5
 317 | 36.5
 318 | 33.5
 319 | 36.5
 320 | 33.5
 321 | 36.5
 322 | 87.8
 323 | 95.5
 324 | 100.8
 325 | 103.8
 326 | 89.7
 327 | 92.7
 328 | 98.9
 329 | 102.2
 330 | 39.8
 331 | 36.5
 332 | 33.5
 333 | 36.5
 334 | 33.5
 335 | 36.5
 336 | 33.5
 337 | 36.5
 338 | 33.5
 339 | 36.5
 340 | 33.5
 341 | 36.5
 342 | 33.5
 343 | 36.5
 344 | 33.5
 345 | 36.5
 346 | 84.4
 347 | 93.6
 348 | 99.5
 349 | 101.6
 350 | 88.4
 351 | 91.1
 352 | 97.6
 353 | 100.9
 354 | 39.8
 355 | 36.5
 356 | 33.5
 357 | 36.5
 358 | 33.5
 359 | 36.5
 360 | 33.5
 361 | 36.5
 362 | 33.5
 363 | 36.5
 364 | 33.5
 365 | 36.5
 366 | 33.5
 367 | 36.5
 368 | 33.5
 369 | 36.5
 370 | 83.4
 371 | 91.1
 372 | 96.7
 373 | 98.8
 374 | 86.3
 375 | 88.9
 376 | 96.7
 377 | 99.7
 378 | 39.8
 379 | 36.5
 380 | 33.5
 381 | 36.5
 382 | 33.5
 383 | 36.5
 384 | 33.5
 385 | 36.5
 386 | 33.5
 387 | 36.5
 388 | 33.5
 389 | 36.5
 390 | 33.5
 391 | 36.5
 392 | 33.5
 393 | 36.5
 394 | 23.5
 395 | 26.5
 396 | 23.5
 397 | 26.5
 398 | 23.5
 399 | 26.5
 400 | 23.5
 401 | 26.5
 402 | 33.5
 403 | 36.5
 404 | 33.5
 405 | 36.5
 406 | 33.5
 407 | 36.5
 408 | 33.5
 409 | 36.5
 410 | 33.5
 411 | 36.5
 412 | 33.5
 413 | 36.5
 414 | 33.5
 415 | 36.5
 416 | 33.5
 417 | 36.5
 418 | 23.5
 419 | 26.5
 420 | 23.5
 421 | 26.5
 422 | 23.5
 423 | 26.5
 424 | 23.5
 425 | 26.5
 426 | 33.5
 427 | 36.5
 428 | 33.5
 429 | 36.5
 430 | 33.5
 431 | 36.5
 432 | 33.5
 433 | 36.5
 434 | 33.5
 435 | 36.5
 436 | 33.5
 437 | 36.5
 438 | 33.5
 439 | 36.5
 440 | 33.5
 441 | 36.5
 442 | 81.3
 443 | 89.9
 444 | 96.1
 445 | 98.4
 446 | 86.6
 447 | 88.9
 448 | 95.8
 449 | 99.1
 450 | 39.8
 451 | 36.5
 452 | 33.5
 453 | 36.5
 454 | 33.5
 455 | 36.5
 456 | 33.5
 457 | 36.5
 458 | 33.5
 459 | 36.5
 460 | 33.5
 461 | 36.5
 462 | 33.5
 463 | 36.5
 464 | 33.5
 465 | 36.5
 466 | 81.9
 467 | 90.5
 468 | 96.4
 469 | 98.8
 470 | 86.6
 471 | 89.6
 472 | 95.8
 473 | 99.1
 474 | 39.8
 475 | 36.5
 476 | 33.5
 477 | 36.5
 478 | 33.5
 479 | 36.5
 480 | 33.5
 481 | 36.5
 482 | 33.5
 483 | 36.5
 484 | 33.5
 485 | 36.5
 486 | 33.5
 487 | 36.5
 488 | 33.5
 489 | 36.5
 490 | 85.0
 491 | 93.6
 492 | 99.8
 493 | 102.2
 494 | 88.8
 495 | 91.8
 496 | 97.9
 497 | 100.9
 498 | 39.8
 499 | 36.5
 500 | 33.5
 501 | 36.5
 502 | 33.5
 503 | 36.5
 504 | 33.5
 505 | 36.5
 506 | 33.5
 507 | 36.5
 508 | 33.5
 509 | 36.5
 510 | 33.5
 511 | 36.5
 512 | 33.5
 513 | 36.5
 514 | 82.5
 515 | 92.1
 516 | 97.9
 517 | 100.6
 518 | 87.2
 519 | 90.2
 520 | 96.4
 521 | 99.4
 522 | 39.8
 523 | 36.5
 524 | 33.5
 525 | 36.5
 526 | 33.5
 527 | 36.5
 528 | 33.5
 529 | 36.5
 530 | 33.5
 531 | 36.5
 532 | 33.5
 533 | 36.5
 534 | 33.5
 535 | 36.5
 536 | 33.5
 537 | 36.5
 538 | 83.4
 539 | 92.1
 540 | 97.9
 541 | 100.3
 542 | 87.2
 543 | 89.9
 544 | 96.4
 545 | 99.7
 546 | 39.8
 547 | 36.5
 548 | 33.5
 549 | 36.5
 550 | 33.5
 551 | 36.5
 552 | 33.5
 553 | 36.5
 554 | 33.5
 555 | 36.5
 556 | 33.5
 557 | 36.5
 558 | 33.5
 559 | 36.5
 560 | 33.5
 561 | 36.5
 562 | 23.5
 563 | 26.5
 564 | 23.5
 565 | 26.5
 566 | 23.5
 567 | 26.5
 568 | 23.5
 569 | 26.5
 570 | 33.5
 571 | 36.5
 572 | 33.5
 573 | 36.5
 574 | 33.5
 575 | 36.5
 576 | 33.5
 577 | 36.5
 578 | 33.5
 579 | 36.5
 580 | 33.5
 581 | 36.5
 582 | 33.5
 583 | 36.5
 584 | 33.5
 585 | 36.5
 586 | 23.5
 587 | 26.5
 588 | 23.5
 589 | 26.5
 590 | 23.5
 591 | 26.5
 592 | 23.5
 593 | 26.5
 594 | 33.5
 595 | 36.5
 596 | 33.5
 597 | 36.5
 598 | 33.5
 599 | 36.5
 600 | 33.5
 601 | 36.5
 602 | 33.5
 603 | 36.5
 604 | 33.5
 605 | 36.5
 606 | 33.5
 607 | 36.5
 608 | 33.5
 609 | 36.5
 610 | 85.0
 611 | 94.3
 612 | 100.8
 613 | 103.8
 614 | 91.9
 615 | 94.9
 616 | 102.0
 617 | 104.7
 618 | 39.8
 619 | 36.5
 620 | 33.5
 621 | 36.5
 622 | 33.5
 623 | 36.5
 624 | 33.5
 625 | 36.5
 626 | 33.5
 627 | 36.5
 628 | 33.5
 629 | 36.5
 630 | 33.5
 631 | 36.5
 632 | 33.5
 633 | 36.5
 634 | 86.3
 635 | 94.6
 636 | 100.8
 637 | 103.1
 638 | 90.6
 639 | 93.0
 640 | 99.5
 641 | 102.8
 642 | 39.8
 643 | 36.5
 644 | 33.5
 645 | 36.5
 646 | 33.5
 647 | 36.5
 648 | 33.5
 649 | 36.5
 650 | 33.5
 651 | 36.5
 652 | 33.5
 653 | 36.5
 654 | 33.5
 655 | 36.5
 656 | 33.5
 657 | 36.5
 658 | 86.6
 659 | 94.9
 660 | 100.8
 661 | 102.8
 662 | 90.0
 663 | 92.4
 664 | 98.3
 665 | 101.6
 666 | 39.8
 667 | 36.5
 668 | 33.5
 669 | 36.5
 670 | 33.5
 671 | 36.5
 672 | 33.5
 673 | 36.5
 674 | 33.5
 675 | 36.5
 676 | 33.5
 677 | 36.5
 678 | 33.5
 679 | 36.5
 680 | 33.5
 681 | 36.5
 682 | 87.2
 683 | 94.9
 684 | 100.1
 685 | 102.5
 686 | 90.0
 687 | 92.7
 688 | 99.2
 689 | 102.2
 690 | 39.8
 691 | 36.5
 692 | 33.5
 693 | 36.5
 694 | 33.5
 695 | 36.5
 696 | 33.5
 697 | 36.5
 698 | 33.5
 699 | 36.5
 700 | 33.5
 701 | 36.5
 702 | 33.5
 703 | 36.5
 704 | 33.5
 705 | 36.5
 706 | 83.4
 707 | 92.1
 708 | 97.6
 709 | 100.6
 710 | 87.8
 711 | 90.5
 712 | 96.7
 713 | 100.3
 714 | 39.8
 715 | 36.5
 716 | 33.5
 717 | 36.5
 718 | 33.5
 719 | 36.5
 720 | 33.5
 721 | 36.5
 722 | 33.5
 723 | 36.5
 724 | 33.5
 725 | 36.5
 726 | 33.5
 727 | 36.5
 728 | 33.5
 729 | 36.5
 730 | 23.5
 731 | 26.5
 732 | 23.5
 733 | 26.5
 734 | 23.5
 735 | 26.5
 736 | 23.5
 737 | 26.5
 738 | 33.5
 739 | 36.5
 740 | 33.5
 741 | 36.5
 742 | 33.5
 743 | 36.5
 744 | 33.5
 745 | 36.5
 746 | 33.5
 747 | 36.5
 748 | 33.5
 749 | 36.5
 750 | 33.5
 751 | 36.5
 752 | 33.5
 753 | 26.5
 754 | 23.5
 755 | 26.5
 756 | 23.5
 757 | 26.5
 758 | 23.5
 759 | 26.5
 760 | 23.5
 761 | 26.5
 762 | 23.5
 763 | 36.5
 764 | 33.5
 765 | 36.5
 766 | 33.5
 767 | 36.5
 768 | 33.5
 769 | 36.5
 770 | 33.5
 771 | 36.5
 772 | 33.5
 773 | 36.5
 774 | 33.5
 775 | 36.5
 776 | 33.5
 777 | 26.5
 778 | 83.4
 779 | 92.7
 780 | 99.2
 781 | 102.8
 782 | 90.6
 783 | 93.6
 784 | 100.8
 785 | 103.8
 786 | 29.8
 787 | 36.5
 788 | 33.5
 789 | 36.5
 790 | 33.5
 791 | 36.5
 792 | 33.5
 793 | 36.5
 794 | 33.5
 795 | 36.5
 796 | 33.5
 797 | 36.5
 798 | 33.5
 799 | 36.5
 800 | 33.5
 801 | 26.5
 802 | 87.5
 803 | 96.4
 804 | 102.6
 805 | 105.0
 806 | 91.9
 807 | 94.6
 808 | 101.1
 809 | 104.1
 810 | 29.8
 811 | 36.5
 812 | 33.5
 813 | 36.5
 814 | 33.5
 815 | 36.5
 816 | 33.5
 817 | 36.5
 818 | 33.5
 819 | 36.5
 820 | 33.5
 821 | 36.5
 822 | 33.5
 823 | 36.5
 824 | 33.5
 825 | 26.5
 826 | 84.4
 827 | 92.7
 828 | 98.6
 829 | 101.3
 830 | 88.4
 831 | 90.8
 832 | 97.0
 833 | 99.4
 834 | 29.8
 835 | 36.5
 836 | 33.5
 837 | 36.5
 838 | 33.5
 839 | 36.5
 840 | 33.5
 841 | 36.5
 842 | 33.5
 843 | 36.5
 844 | 33.5
 845 | 36.5
 846 | 33.5
 847 | 36.5
 848 | 33.5
 849 | 26.5
 850 | 83.8
 851 | 93.3
 852 | 99.8
 853 | 102.8
 854 | 90.3
 855 | 92.1
 856 | 98.6
 857 | 102.5
 858 | 29.8
 859 | 36.5
 860 | 33.5
 861 | 36.5
 862 | 33.5
 863 | 36.5
 864 | 33.5
 865 | 36.5
 866 | 33.5
 867 | 36.5
 868 | 33.5
 869 | 36.5
 870 | 33.5
 871 | 36.5
 872 | 33.5
 873 | 26.5
 874 | 88.4
 875 | 97.1
 876 | 102.9
 877 | 105.6
 878 | 92.5
 879 | 94.9
 880 | 100.4
 881 | 103.1
 882 | 29.8
 883 | 36.5
 884 | 33.5
 885 | 36.5
 886 | 33.5
 887 | 36.5
 888 | 33.5
 889 | 36.5
 890 | 33.5
 891 | 36.5
 892 | 33.5
 893 | 36.5
 894 | 33.5
 895 | 36.5
 896 | 33.5
 897 | 26.5
 898 | 23.5
 899 | 26.5
 900 | 23.5
 901 | 26.5
 902 | 23.5
 903 | 26.5
 904 | 23.5
 905 | 26.5
 906 | 23.5
 907 | 36.5
 908 | 33.5
 909 | 36.5
 910 | 33.5
 911 | 36.5
 912 | 33.5
 913 | 36.5
 914 | 33.5
 915 | 36.5
 916 | 33.5
 917 | 36.5
 918 | 33.5
 919 | 36.5
 920 | 33.5
 921 | 26.5
 922 | 23.5
 923 | 26.5
 924 | 23.5
 925 | 26.5
 926 | 23.5
 927 | 26.5
 928 | 23.5
 929 | 26.5
 930 | 23.5
 931 | 36.5
 932 | 33.5
 933 | 36.5
 934 | 33.5
 935 | 36.5
 936 | 33.5
 937 | 36.5
 938 | 33.5
 939 | 36.5
 940 | 33.5
 941 | 36.5
 942 | 33.5
 943 | 36.5
 944 | 33.5
 945 | 26.5
 946 | 84.4
 947 | 93.6
 948 | 100.1
 949 | 103.1
 950 | 90.9
 951 | 93.9
 952 | 100.4
 953 | 103.4
 954 | 29.8
 955 | 36.5
 956 | 33.5
 957 | 36.5
 958 | 33.5
 959 | 36.5
 960 | 33.5
 961 | 36.5
 962 | 33.5
 963 | 36.5
 964 | 33.5
 965 | 36.5
 966 | 33.5
 967 | 36.5
 968 | 33.5
 969 | 26.5
 970 | 84.4
 971 | 93.0
 972 | 99.2
 973 | 101.9
 974 | 88.8
 975 | 90.8
 976 | 97.0
 977 | 100.0
 978 | 29.8
 979 | 36.5
 980 | 33.5
 981 | 36.5
 982 | 33.5
 983 | 36.5
 984 | 33.5
 985 | 36.5
 986 | 33.5
 987 | 36.5
 988 | 33.5
 989 | 36.5
 990 | 33.5
 991 | 36.5
 992 | 33.5
 993 | 26.5
 994 | 85.6
 995 | 94.3
 996 | 100.4
 997 | 103.1
 998 | 90.0
 999 | 92.4
1000 | 98.6
1001 | 101.3
1002 | 29.8
1003 | 36.5
1004 | 33.5
1005 | 36.5
1006 | 33.5
1007 | 36.5
1008 | 33.5
1009 | 36.5
1010 | 33.5
1011 | 36.5
1012 | 33.5
1013 | 36.5
1014 | 33.5
1015 | 36.5
1016 | 33.5
1017 | 26.5
1018 | 83.4
1019 | 92.1
1020 | 97.9
1021 | 100.3
1022 | 87.8
1023 | 89.9
1024 | 96.7
1025 | 100.0
1026 | 29.8
1027 | 36.5
1028 | 33.5
1029 | 36.5
1030 | 33.5
1031 | 36.5
1032 | 33.5
1033 | 36.5
1034 | 33.5
1035 | 36.5
1036 | 33.5
1037 | 36.5
1038 | 33.5
1039 | 36.5
1040 | 33.5
1041 | 26.5
1042 | 89.7
1043 | 98.3
1044 | 104.2
1045 | 106.3
1046 | 93.1
1047 | 96.1
1048 | 102.3
1049 | 105.0
1050 | 29.8
1051 | 36.5
1052 | 33.5
1053 | 36.5
1054 | 33.5
1055 | 36.5
1056 | 33.5
1057 | 36.5
1058 | 33.5
1059 | 36.5
1060 | 33.5
1061 | 36.5
1062 | 33.5
1063 | 36.5
1064 | 33.5
1065 | 26.5
1066 | 23.5
1067 | 26.5
1068 | 23.5
1069 | 26.5
1070 | 23.5
1071 | 26.5
1072 | 23.5
1073 | 26.5
1074 | 23.5
1075 | 36.5
1076 | 33.5
1077 | 36.5
1078 | 33.5
1079 | 36.5
1080 | 33.5
1081 | 36.5
1082 | 33.5
1083 | 36.5
1084 | 33.5
1085 | 36.5
1086 | 33.5
1087 | 36.5
1088 | 33.5
1089 | 26.5
1090 | 23.5
1091 | 26.5
1092 | 23.5
1093 | 26.5
1094 | 23.5
1095 | 26.5
1096 | 23.5
1097 | 26.5
1098 | 23.5
1099 | 36.5
1100 | 33.5
1101 | 36.5
1102 | 33.5
1103 | 36.5
1104 | 33.5
1105 | 36.5
1106 | 33.5
1107 | 36.5
1108 | 33.5
1109 | 36.5
1110 | 33.5
1111 | 36.5
1112 | 33.5
1113 | 26.5
1114 | 90.9
1115 | 98.9
1116 | 104.5
1117 | 106.6
1118 | 93.1
1119 | 95.8
1120 | 102.3
1121 | 105.3
1122 | 29.8
1123 | 36.5
1124 | 33.5
1125 | 36.5
1126 | 33.5
1127 | 36.5
1128 | 33.5
1129 | 36.5
1130 | 33.5
1131 | 36.5
1132 | 33.5
1133 | 36.5
1134 | 33.5
1135 | 36.5
1136 | 33.5
1137 | 26.5
1138 | 88.4
1139 | 97.1
1140 | 103.3
1141 | 105.6
1142 | 92.2
1143 | 94.3
1144 | 100.4
1145 | 103.1
1146 | 29.8
1147 | 36.5
1148 | 33.5
1149 | 36.5
1150 | 33.5
1151 | 36.5
1152 | 33.5
1153 | 36.5
1154 | 33.5
1155 | 36.5
1156 | 33.5
1157 | 36.5
1158 | 33.5
1159 | 36.5
1160 | 33.5
1161 | 26.5
1162 | 86.9
1163 | 95.5
1164 | 100.8
1165 | 103.1
1166 | 90.0
1167 | 92.7
1168 | 99.2
1169 | 102.5
1170 | 29.8
1171 | 36.5
1172 | 33.5
1173 | 36.5
1174 | 33.5
1175 | 36.5
1176 | 33.5
1177 | 36.5
1178 | 33.5
1179 | 36.5
1180 | 33.5
1181 | 36.5
1182 | 33.5
1183 | 36.5
1184 | 33.5
1185 | 26.5
1186 | 88.1
1187 | 96.8
1188 | 102.3
1189 | 105.0
1190 | 92.2
1191 | 95.5
1192 | 102.0
1193 | 105.3
1194 | 29.8
1195 | 36.5
1196 | 33.5
1197 | 36.5
1198 | 33.5
1199 | 36.5
1200 | 33.5
1201 | 36.5
1202 | 33.5
1203 | 36.5
1204 | 33.5
1205 | 36.5
1206 | 33.5
1207 | 36.5
1208 | 33.5
1209 | 26.5
1210 | 91.6
1211 | 100.2
1212 | 105.8
1213 | 107.5
1214 | 94.1
1215 | 96.4
1216 | 102.3
1217 | 105.6
1218 | 29.8
1219 | 36.5
1220 | 33.5
1221 | 36.5
1222 | 33.5
1223 | 36.5
1224 | 33.5
1225 | 36.5
1226 | 33.5
1227 | 36.5
1228 | 33.5
1229 | 36.5
1230 | 33.5
1231 | 36.5
1232 | 33.5
1233 | 26.5
1234 | 23.5
1235 | 26.5
1236 | 23.5
1237 | 26.5
1238 | 23.5
1239 | 26.5
1240 | 23.5
1241 | 26.5
1242 | 23.5
1243 | 36.5
1244 | 33.5
1245 | 36.5
1246 | 33.5
1247 | 36.5
1248 | 33.5
1249 | 36.5
1250 | 33.5
1251 | 36.5
1252 | 33.5
1253 | 36.5
1254 | 33.5
1255 | 36.5
1256 | 33.5
1257 | 26.5
1258 | 23.5
1259 | 26.5
1260 | 23.5
1261 | 26.5
1262 | 23.5
1263 | 26.5
1264 | 23.5
1265 | 26.5
1266 | 23.5
1267 | 36.5
1268 | 33.5
1269 | 36.5
1270 | 33.5
1271 | 36.5
1272 | 33.5
1273 | 36.5
1274 | 33.5
1275 | 36.5
1276 | 33.5
1277 | 36.5
1278 | 33.5
1279 | 36.5
1280 | 33.5
1281 | 26.5
1282 | 85.9
1283 | 95.5
1284 | 102.0
1285 | 104.4
1286 | 91.9
1287 | 94.6
1288 | 101.1
1289 | 104.7
1290 | 29.8
1291 | 36.5
1292 | 33.5
1293 | 36.5
1294 | 33.5
1295 | 36.5
1296 | 33.5
1297 | 36.5
1298 | 33.5
1299 | 36.5
1300 | 33.5
1301 | 36.5
1302 | 33.5
1303 | 36.5
1304 | 33.5
1305 | 26.5
1306 | 89.7
1307 | 98.3
1308 | 104.5
1309 | 106.6
1310 | 93.4
1311 | 96.1
1312 | 102.3
1313 | 105.0
1314 | 29.8
1315 | 36.5
1316 | 33.5
1317 | 36.5
1318 | 33.5
1319 | 36.5
1320 | 33.5
1321 | 36.5
1322 | 33.5
1323 | 36.5
1324 | 33.5
1325 | 36.5
1326 | 33.5
1327 | 36.5
1328 | 33.5
1329 | 26.5
1330 | 84.7
1331 | 92.4
1332 | 98.3
1333 | 100.9
1334 | 88.1
1335 | 90.8
1336 | 97.3
1337 | 100.3
1338 | 29.8
1339 | 36.5
1340 | 33.5
1341 | 36.5
1342 | 33.5
1343 | 36.5
1344 | 33.5
1345 | 36.5
1346 | 33.5
1347 | 36.5
1348 | 33.5
1349 | 36.5
1350 | 33.5
1351 | 36.5
1352 | 33.5
1353 | 26.5
1354 | 86.6
1355 | 95.5
1356 | 101.7
1357 | 104.4
1358 | 91.6
1359 | 94.6
1360 | 100.8
1361 | 103.4
1362 | 29.8
1363 | 36.5
1364 | 33.5
1365 | 36.5
1366 | 33.5
1367 | 36.5
1368 | 33.5
1369 | 36.5
1370 | 33.5
1371 | 36.5
1372 | 33.5
1373 | 36.5
1374 | 33.5
1375 | 36.5
1376 | 33.5
1377 | 26.5
1378 | 86.6
1379 | 95.2
1380 | 101.4
1381 | 103.4
1382 | 90.6
1383 | 93.0
1384 | 99.2
1385 | 102.5
1386 | 29.8
1387 | 36.5
1388 | 33.5
1389 | 36.5
1390 | 33.5
1391 | 36.5
1392 | 33.5
1393 | 36.5
1394 | 33.5
1395 | 36.5
1396 | 33.5
1397 | 36.5
1398 | 33.5
1399 | 36.5
1400 | 33.5
1401 | 26.5
1402 | 23.5
1403 | 26.5
1404 | 23.5
1405 | 26.5
1406 | 23.5
1407 | 26.5
1408 | 23.5
1409 | 26.5
1410 | 23.5
1411 | 36.5
1412 | 33.5
1413 | 36.5
1414 | 33.5
1415 | 36.5
1416 | 33.5
1417 | 36.5
1418 | 33.5
1419 | 36.5
1420 | 33.5
1421 | 36.5
1422 | 33.5
1423 | 36.5
1424 | 23.5
1425 | 26.5
1426 | 23.5
1427 | 26.5
1428 | 23.5
1429 | 26.5
1430 | 23.5
1431 | 26.5
1432 | 23.5
1433 | 26.5
1434 | 23.5
1435 | 36.5
1436 | 33.5
1437 | 36.5
1438 | 33.5
1439 | 36.5
1440 | 33.5
1441 | 36.5
1442 | 33.5
1443 | 36.5
1444 | 33.5
1445 | 36.5
1446 | 33.5
1447 | 36.5
1448 | 23.5
1449 | 26.5
1450 | 82.2
1451 | 91.4
1452 | 97.6
1453 | 100.3
1454 | 87.5
1455 | 90.2
1456 | 96.7
1457 | 99.7
1458 | 29.8
1459 | 36.5
1460 | 33.5
1461 | 36.5
1462 | 33.5
1463 | 36.5
1464 | 33.5
1465 | 36.5
1466 | 33.5
1467 | 36.5
1468 | 33.5
1469 | 36.5
1470 | 33.5
1471 | 36.5
1472 | 23.5
1473 | 26.5
1474 | 85.0
1475 | 93.6
1476 | 99.5
1477 | 102.2
1478 | 89.4
1479 | 92.4
1480 | 98.6
1481 | 102.2
1482 | 29.8
1483 | 36.5
1484 | 33.5
1485 | 36.5
1486 | 33.5
1487 | 36.5
1488 | 33.5
1489 | 36.5
1490 | 33.5
1491 | 36.5
1492 | 33.5
1493 | 36.5
1494 | 33.5
1495 | 36.5
1496 | 23.5
1497 | 26.5
1498 | 81.6
1499 | 90.5
1500 | 96.7
1501 | 99.4
1502 | 86.3
1503 | 91.5
1504 | 98.0
1505 | 101.0
1506 | 32.3
1507 | 39.1
1508 | 36.1
1509 | 36.5
1510 | 33.5
1511 | 36.5
1512 | 36.1
1513 | 39.1
1514 | 33.5
1515 | 36.5
1516 | 33.5
1517 | 36.5
1518 | 33.5
1519 | 36.5
1520 | 23.5
1521 | 26.5
1522 | 83.4
1523 | 93.3
1524 | 100.1
1525 | 103.8
1526 | 91.3
1527 | 95.5
1528 | 101.4
1529 | 104.4
1530 | 29.8
1531 | 36.5
1532 | 33.5
1533 | 36.5
1534 | 33.5
1535 | 36.5
1536 | 33.5
1537 | 36.5
1538 | 33.5
1539 | 36.5
1540 | 33.5
1541 | 36.5
1542 | 33.5
1543 | 36.5
1544 | 23.5
1545 | 26.5
1546 | 87.8
1547 | 95.8
1548 | 102.3
1549 | 104.1
1550 | 91.3
1551 | 94.6
1552 | 100.4
1553 | 103.1
1554 | 29.8
1555 | 36.5
1556 | 33.5
1557 | 36.5
1558 | 33.5
1559 | 36.5
1560 | 33.5
1561 | 36.5
1562 | 33.5
1563 | 36.5
1564 | 33.5
1565 | 36.5
1566 | 33.5
1567 | 36.5
1568 | 23.5
1569 | 26.5
1570 | 23.5
1571 | 26.5
1572 | 23.5
1573 | 26.5
1574 | 23.5
1575 | 26.5
1576 | 23.5
1577 | 26.5
1578 | 23.5
1579 | 36.5
1580 | 33.5
1581 | 36.5
1582 | 33.5
1583 | 36.5
1584 | 33.5
1585 | 36.5
1586 | 33.5
1587 | 36.5
1588 | 33.5
1589 | 36.5
1590 | 33.5
1591 | 36.5
1592 | 23.5
1593 | 26.5
1594 | 23.5
1595 | 26.5
1596 | 23.5
1597 | 26.5
1598 | 23.5
1599 | 26.5
1600 | 23.5
1601 | 26.5
1602 | 23.5
1603 | 36.5
1604 | 33.5
1605 | 36.5
1606 | 33.5
1607 | 36.5
1608 | 33.5
1609 | 36.5
1610 | 33.5
1611 | 36.5
1612 | 33.5
1613 | 36.5
1614 | 33.5
1615 | 36.5
1616 | 23.5
1617 | 26.5
1618 | 79.1
1619 | 88.0
1620 | 95.9
1621 | 98.2
1622 | 85.5
1623 | 88.2
1624 | 94.7
1625 | 97.4
1626 | 32.5
1627 | 39.1
1628 | 33.5
1629 | 36.5
1630 | 33.5
1631 | 36.5
1632 | 33.5
1633 | 36.5
1634 | 33.5
1635 | 36.5
1636 | 33.5
1637 | 36.5
1638 | 33.5
1639 | 36.5
1640 | 23.5
1641 | 26.5
1642 | 79.1
1643 | 89.6
1644 | 95.6
1645 | 98.4
1646 | 85.7
1647 | 88.7
1648 | 95.3
1649 | 99.4
1650 | 32.7
1651 | 39.4
1652 | 36.4
1653 | 39.3
1654 | 36.3
1655 | 39.4
1656 | 36.3
1657 | 39.4
1658 | 36.3
1659 | 39.4
1660 | 36.4
1661 | 39.4
1662 | 36.3
1663 | 39.3
1664 | 26.2
1665 | 29.4
1666 | 80.2
1667 | 88.3
1668 | 94.4
1669 | 97.5
1670 | 86.1
1671 | 88.2
1672 | 94.1
1673 | 95.3
1674 | 32.8
1675 | 39.4
1676 | 36.5
1677 | 39.3
1678 | 36.3
1679 | 39.2
1680 | 33.5
1681 | 36.5
1682 | 33.5
1683 | 36.5
1684 | 33.5
1685 | 36.5
1686 | 33.5
1687 | 36.5
1688 | 23.5
1689 | 26.5
1690 | 79.4
1691 | 88.0
1692 | 94.2
1693 | 96.9
1694 | 84.1
1695 | 86.8
1696 | 93.3
1697 | 96.3
1698 | 29.8
1699 | 36.5
1700 | 33.5
1701 | 36.5
1702 | 33.5
1703 | 36.5
1704 | 33.5
1705 | 36.5
1706 | 33.5
1707 | 36.5
1708 | 33.5
1709 | 36.5
1710 | 33.5
1711 | 36.5
1712 | 23.5
1713 | 26.5
1714 | 81.3
1715 | 89.9
1716 | 96.1
1717 | 99.1
1718 | 86.6
1719 | 89.3
1720 | 95.8
1721 | 98.8
1722 | 29.8
1723 | 36.5
1724 | 33.5
1725 | 36.5
1726 | 33.5
1727 | 36.5
1728 | 33.5
1729 | 36.5
1730 | 33.5
1731 | 36.5
1732 | 33.5
1733 | 36.5
1734 | 33.5
1735 | 36.5
1736 | 23.5
1737 | 29.3
1738 | 26.3
1739 | 29.4
1740 | 26.4
1741 | 29.4
1742 | 26.6
1743 | 29.6
1744 | 26.6
1745 | 29.6
1746 | 26.6
1747 | 39.5
1748 | 36.5
1749 | 39.4
1750 | 36.4
1751 | 39.4
1752 | 36.3
1753 | 39.3
1754 | 36.3
1755 | 39.3
1756 | 36.2
1757 | 39.1
1758 | 33.5
1759 | 36.5
1760 | 23.5
1761 | 26.5
1762 | 23.5
1763 | 26.5
1764 | 23.5
1765 | 26.5
1766 | 23.5
1767 | 26.5
1768 | 23.5
1769 | 26.5
1770 | 23.5
1771 | 36.5
1772 | 33.5
1773 | 36.5
1774 | 33.5
1775 | 36.5
1776 | 33.5
1777 | 36.5
1778 | 33.5
1779 | 36.5
1780 | 33.5
1781 | 36.5
1782 | 33.5
1783 | 36.5
1784 | 23.5
1785 | 26.5
1786 | 80.6
1787 | 89.6
1788 | 94.8
1789 | 97.2
1790 | 86.3
1791 | 89.0
1792 | 95.3
1793 | 97.8
1794 | 32.5
1795 | 39.2
1796 | 36.2
1797 | 39.1
1798 | 36.2
1799 | 39.2
1800 | 36.2
1801 | 39.1
1802 | 36.2
1803 | 39.3
1804 | 36.3
1805 | 39.2
1806 | 36.2
1807 | 39.3
1808 | 26.3
1809 | 29.3
1810 | 80.6
1811 | 88.0
1812 | 95.0
1813 | 96.6
1814 | 84.0
1815 | 87.2
1816 | 94.3
1817 | 98.5
1818 | 29.8
1819 | 36.5
1820 | 33.5
1821 | 36.5
1822 | 33.5
1823 | 36.5
1824 | 33.5
1825 | 36.5
1826 | 33.5
1827 | 36.5
1828 | 33.5
1829 | 36.5
1830 | 33.5
1831 | 36.5
1832 | 23.5
1833 | 26.5
1834 | 83.1
1835 | 91.8
1836 | 97.6
1837 | 100.3
1838 | 87.5
1839 | 88.9
1840 | 96.1
1841 | 99.1
1842 | 29.8
1843 | 36.5
1844 | 33.5
1845 | 36.5
1846 | 33.5
1847 | 36.5
1848 | 33.5
1849 | 36.5
1850 | 33.5
1851 | 36.5
1852 | 33.5
1853 | 36.5
1854 | 33.5
1855 | 36.5
1856 | 23.5
1857 | 26.5
1858 | 82.8
1859 | 91.4
1860 | 97.3
1861 | 99.4
1862 | 86.6
1863 | 89.3
1864 | 95.1
1865 | 97.8
1866 | 29.8
1867 | 36.5
1868 | 33.5
1869 | 36.5
1870 | 33.5
1871 | 36.5
1872 | 33.5
1873 | 36.5
1874 | 33.5
1875 | 36.5
1876 | 33.5
1877 | 36.5
1878 | 33.5
1879 | 36.5
1880 | 23.5
1881 | 26.5
1882 | 81.6
1883 | 90.8
1884 | 97.0
1885 | 100.3
1886 | 88.4
1887 | 91.8
1888 | 97.9
1889 | 101.6
1890 | 29.8
1891 | 36.5
1892 | 33.5
1893 | 36.5
1894 | 33.5
1895 | 36.5
1896 | 33.5
1897 | 36.5
1898 | 33.5
1899 | 36.5
1900 | 33.5
1901 | 36.5
1902 | 33.5
1903 | 36.5
1904 | 23.5
1905 | 26.5
1906 | 23.5
1907 | 26.5
1908 | 23.5
1909 | 26.5
1910 | 23.5
1911 | 26.5
1912 | 26.1
1913 | 29.1
1914 | 26.2
1915 | 39.1
1916 | 36.1
1917 | 39.2
1918 | 36.3
1919 | 39.3
1920 | 36.1
1921 | 36.5
1922 | 33.5
1923 | 36.5
1924 | 33.5
1925 | 36.5
1926 | 33.5
1927 | 36.5
1928 | 23.5
1929 | 26.5
1930 | 23.5
1931 | 26.5
1932 | 23.5
1933 | 26.5
1934 | 23.5
1935 | 26.5
1936 | 23.5
1937 | 26.5
1938 | 23.5
1939 | 36.5
1940 | 33.5
1941 | 36.5
1942 | 33.5
1943 | 36.5
1944 | 33.5
1945 | 36.5
1946 | 33.5
1947 | 36.5
1948 | 33.5
1949 | 36.5
1950 | 33.5
1951 | 36.5
1952 | 23.5
1953 | 26.5
1954 | 83.8
1955 | 91.8
1956 | 97.9
1957 | 100.0
1958 | 86.9
1959 | 89.6
1960 | 96.4
1961 | 99.7
1962 | 29.8
1963 | 36.5
1964 | 33.5
1965 | 36.5
1966 | 33.5
1967 | 36.5
1968 | 33.5
1969 | 36.5
1970 | 33.5
1971 | 36.5
1972 | 33.5
1973 | 36.5
1974 | 33.5
1975 | 36.5
1976 | 23.5
1977 | 26.5
1978 | 83.1
1979 | 91.4
1980 | 97.0
1981 | 99.4
1982 | 86.3
1983 | 88.6
1984 | 94.5
1985 | 97.5
1986 | 29.8
1987 | 36.5
1988 | 33.5
1989 | 36.5
1990 | 33.5
1991 | 36.5
1992 | 33.5
1993 | 36.5
1994 | 33.5
1995 | 36.5
1996 | 33.5
1997 | 36.5
1998 | 33.5
1999 | 36.5
2000 | 23.5
2001 | 26.5
2002 | 80.0
2003 | 88.6
2004 | 93.9
2005 | 97.5
2006 | 85.0
2007 | 88.9
2008 | 96.1
2009 | 99.1
2010 | 29.8
2011 | 36.5
2012 | 33.5
2013 | 36.5
2014 | 33.5
2015 | 36.5
2016 | 36.1
2017 | 39.1
2018 | 36.1
2019 | 39.1
2020 | 36.1
2021 | 39.1
2022 | 36.1
2023 | 39.2
2024 | 26.2
2025 | 29.2
2026 | 81.6
2027 | 90.8
2028 | 96.8
2029 | 100.1
2030 | 87.1
2031 | 90.6
2032 | 97.1
2033 | 99.8
2034 | 34.8
2035 | 41.6
2036 | 39.3
2037 | 42.3
2038 | 38.6
2039 | 41.3
2040 | 36.5
2041 | 39.4
2042 | 36.4
2043 | 39.3
2044 | 36.3
2045 | 39.2
2046 | 36.1
2047 | 36.5
2048 | 23.5
2049 | 26.5
2050 | 80.0
2051 | 91.2
2052 | 97.7
2053 | 99.9
2054 | 87.2
2055 | 90.2
2056 | 96.7
2057 | 99.4
2058 | 29.8
2059 | 36.5
2060 | 33.5
2061 | 36.5
2062 | 33.5
2063 | 36.5
2064 | 33.5
2065 | 36.5
2066 | 33.5
2067 | 36.5
2068 | 33.5
2069 | 36.5
2070 | 33.5
2071 | 36.5
2072 | 23.5
2073 | 26.5
2074 | 23.5
2075 | 26.5
2076 | 23.5
2077 | 26.5
2078 | 23.5
2079 | 26.5
2080 | 23.5
2081 | 26.5
2082 | 23.5
2083 | 36.5
2084 | 33.5
2085 | 36.5
2086 | 33.5
2087 | 36.5
2088 | 33.5
2089 | 36.5
2090 | 33.5
2091 | 36.5
2092 | 33.5
2093 | 36.5
2094 | 33.5
2095 | 36.5
2096 | 23.5
2097 | 26.5
2098 | 23.5
2099 | 26.5
2100 | 23.5
2101 | 26.5
2102 | 23.5
2103 | 26.5
2104 | 23.5
2105 | 26.5
2106 | 23.5
2107 | 36.5
2108 | 33.5
2109 | 36.5
2110 | 33.5
2111 | 36.5
2112 | 33.5
2113 | 36.5
2114 | 33.5
2115 | 36.5
2116 | 33.5
2117 | 36.5
2118 | 33.5
2119 | 36.5
2120 | 23.5
2121 | 26.5
2122 | 80.9
2123 | 89.6
2124 | 94.8
2125 | 98.9
2126 | 85.0
2127 | 87.9
2128 | 95.0
2129 | 97.9
2130 | 32.4
2131 | 39.1
2132 | 36.1
2133 | 36.5
2134 | 36.1
2135 | 36.5
2136 | 33.5
2137 | 39.1
2138 | 33.5
2139 | 36.5
2140 | 33.5
2141 | 36.5
2142 | 33.5
2143 | 36.5
2144 | 23.5
2145 | 26.5
2146 | 78.8
2147 | 87.7
2148 | 94.2
2149 | 97.5
2150 | 85.3
2151 | 89.3
2152 | 96.4
2153 | 99.4
2154 | 29.8
2155 | 36.5
2156 | 33.5
2157 | 36.5
2158 | 33.5
2159 | 36.5
2160 | 33.5
2161 | 36.5
2162 | 33.5
2163 | 36.5
2164 | 33.5
2165 | 36.5
2166 | 33.5
2167 | 36.5
2168 | 23.5
2169 | 26.5
2170 | 80.6
2171 | 88.9
2172 | 94.5
2173 | 96.6
2174 | 84.1
2175 | 86.4
2176 | 92.9
2177 | 97.6
2178 | 32.3
2179 | 26.5
2180 | 33.5
2181 | 36.5
2182 | 33.5
2183 | 36.5
2184 | 33.5
2185 | 36.5
2186 | 33.5
2187 | 36.5
2188 | 33.5
2189 | 36.5
2190 | 33.5
2191 | 36.5
2192 | 23.5
2193 | 26.5
2194 | 79.3
2195 | 86.8
2196 | 92.4
2197 | 94.6
2198 | 81.9
2199 | 86.6
2200 | 93.1
2201 | 96.1
2202 | 34.6
2203 | 29.6
2204 | 36.6
2205 | 39.5
2206 | 36.4
2207 | 39.4
2208 | 36.6
2209 | 39.6
2210 | 36.6
2211 | 39.6
2212 | 36.6
2213 | 39.6
2214 | 38.4
2215 | 41.4
2216 | 28.5
2217 | 31.7
2218 | 78.4
2219 | 88.5
2220 | 94.8
2221 | 98.1
2222 | 85.7
2223 | 88.1
2224 | 94.4
2225 | 97.3
2226 | 35.5
2227 | 32.3
2228 | 39.2
2229 | 42.2
2230 | 39.2
2231 | 42.2
2232 | 39.3
2233 | 42.2
2234 | 39.3
2235 | 42.1
2236 | 39.0
2237 | 42.2
2238 | 38.5
2239 | 39.5
2240 | 26.3
2241 | 29.3
2242 | 26.2
2243 | 29.2
2244 | 26.2
2245 | 29.1
2246 | 26.1
2247 | 29.1
2248 | 26.1
2249 | 29.1
2250 | 23.5
2251 | 26.5
2252 | 33.5
2253 | 36.5
2254 | 33.5
2255 | 36.5
2256 | 33.5
2257 | 36.5
2258 | 33.5
2259 | 36.5
2260 | 33.5
2261 | 36.5
2262 | 33.5
2263 | 36.5
2264 | 23.5
2265 | 26.5
2266 | 23.5
2267 | 29.2
2268 | 26.3
2269 | 29.5
2270 | 26.4
2271 | 29.4
2272 | 26.4
2273 | 29.4
2274 | 26.4
2275 | 29.4
2276 | 36.3
2277 | 39.3
2278 | 36.4
2279 | 39.3
2280 | 36.3
2281 | 39.2
2282 | 36.1
2283 | 39.1
2284 | 36.1
2285 | 39.1
2286 | 36.1
2287 | 39.1
2288 | 23.5
2289 | 29.3
2290 | 80.0
2291 | 87.8
2292 | 94.6
2293 | 96.7
2294 | 83.6
2295 | 87.2
2296 | 94.0
2297 | 97.0
2298 | 34.6
2299 | 31.4
2300 | 38.3
2301 | 41.4
2302 | 38.5
2303 | 41.5
2304 | 38.4
2305 | 41.4
2306 | 38.3
2307 | 39.6
2308 | 38.3
2309 | 41.3
2310 | 38.3
2311 | 41.4
2312 | 28.5
2313 | 31.6
2314 | 79.8
2315 | 89.2
2316 | 96.0
2317 | 98.1
2318 | 85.3
2319 | 88.3
2320 | 95.6
2321 | 98.4
2322 | 32.7
2323 | 29.5
2324 | 36.4
2325 | 39.4
2326 | 36.3
2327 | 39.3
2328 | 36.3
2329 | 39.3
2330 | 36.2
2331 | 39.2
2332 | 36.1
2333 | 39.1
2334 | 36.1
2335 | 39.1
2336 | 26.1
2337 | 26.5
2338 | 79.1
2339 | 90.6
2340 | 97.1
2341 | 99.7
2342 | 87.6
2343 | 90.6
2344 | 96.7
2345 | 97.2
2346 | 29.8
2347 | 26.5
2348 | 33.5
2349 | 36.5
2350 | 33.5
2351 | 36.5
2352 | 33.5
2353 | 36.5
2354 | 33.5
2355 | 36.5
2356 | 33.5
2357 | 36.5
2358 | 33.5
2359 | 36.5
2360 | 23.5
2361 | 26.5
2362 | 80.6
2363 | 89.9
2364 | 95.8
2365 | 98.4
2366 | 86.3
2367 | 88.9
2368 | 97.7
2369 | 100.7
2370 | 32.3
2371 | 29.1
2372 | 36.1
2373 | 39.1
2374 | 36.1
2375 | 39.1
2376 | 36.1
2377 | 39.1
2378 | 36.1
2379 | 39.1
2380 | 33.5
2381 | 36.5
2382 | 36.1
2383 | 39.1
2384 | 26.2
2385 | 29.2
2386 | 82.1
2387 | 90.8
2388 | 97.1
2389 | 99.9
2390 | 87.1
2391 | 90.4
2392 | 96.4
2393 | 99.4
2394 | 34.9
2395 | 31.7
2396 | 38.7
2397 | 41.7
2398 | 38.7
2399 | 41.6
2400 | 38.5
2401 | 41.4
2402 | 36.6
2403 | 39.6
2404 | 36.5
2405 | 39.4
2406 | 36.3
2407 | 39.3
2408 | 26.5
2409 | 29.5
2410 | 26.5
2411 | 29.4
2412 | 26.4
2413 | 29.4
2414 | 26.4
2415 | 29.4
2416 | 26.3
2417 | 29.3
2418 | 26.3
2419 | 29.3
2420 | 36.1
2421 | 39.1
2422 | 36.1
2423 | 36.5
2424 | 33.5
2425 | 36.5
2426 | 33.5
2427 | 36.5
2428 | 33.5
2429 | 36.5
2430 | 33.5
2431 | 36.5
2432 | 23.5
2433 | 29.1
2434 | 26.3
2435 | 29.3
2436 | 26.4
2437 | 29.4
2438 | 26.5
2439 | 29.6
2440 | 26.6
2441 | 29.6
2442 | 26.6
2443 | 29.6
2444 | 36.4
2445 | 39.4
2446 | 36.5
2447 | 39.4
2448 | 36.3
2449 | 39.3
2450 | 36.3
2451 | 39.2
2452 | 36.2
2453 | 39.2
2454 | 36.2
2455 | 39.2
2456 | 26.3
2457 | 29.4
2458 | 78.3
2459 | 85.8
2460 | 93.1
2461 | 97.2
2462 | 83.9
2463 | 87.0
2464 | 93.6
2465 | 96.6
2466 | 35.1
2467 | 31.8
2468 | 38.8
2469 | 41.8
2470 | 38.7
2471 | 41.6
2472 | 38.8
2473 | 41.8
2474 | 38.9
2475 | 41.9
2476 | 38.8
2477 | 42.0
2478 | 39.1
2479 | 42.0
2480 | 29.1
2481 | 31.5
2482 | 79.9
2483 | 88.7
2484 | 94.9
2485 | 97.3
2486 | 82.5
2487 | 86.6
2488 | 93.1
2489 | 94.4
2490 | 32.9
2491 | 29.6
2492 | 36.6
2493 | 39.6
2494 | 36.6
2495 | 39.6
2496 | 36.6
2497 | 39.6
2498 | 36.4
2499 | 39.3
2500 | 36.2
2501 | 39.1
2502 | 36.1
2503 | 39.1
2504 | 26.1
2505 | 29.2
2506 | 76.6
2507 | 84.9
2508 | 91.2
2509 | 94.2
2510 | 81.8
2511 | 84.8
2512 | 91.3
2513 | 94.3
2514 | 32.8
2515 | 29.5
2516 | 36.4
2517 | 39.4
2518 | 36.4
2519 | 39.3
2520 | 36.3
2521 | 39.3
2522 | 36.2
2523 | 39.2
2524 | 36.1
2525 | 36.5
2526 | 33.5
2527 | 39.1
2528 | 26.1
2529 | 29.2
2530 | 77.4
2531 | 86.4
2532 | 93.4
2533 | 96.1
2534 | 83.9
2535 | 86.9
2536 | 93.1
2537 | 96.1
2538 | 32.5
2539 | 29.4
2540 | 36.4
2541 | 39.4
2542 | 36.5
2543 | 41.3
2544 | 38.3
2545 | 41.4
2546 | 38.4
2547 | 41.4
2548 | 38.5
2549 | 41.5
2550 | 38.5
2551 | 41.6
2552 | 28.6
2553 | 31.7
2554 | 80.3
2555 | 88.9
2556 | 94.4
2557 | 97.5
2558 | 84.5
2559 | 87.6
2560 | 94.1
2561 | 97.2
2562 | 35.6
2563 | 32.4
2564 | 39.4
2565 | 42.3
2566 | 39.2
2567 | 42.1
2568 | 39.0
2569 | 41.7
2570 | 38.7
2571 | 41.5
2572 | 38.5
2573 | 41.5
2574 | 38.3
2575 | 41.4
2576 | 28.8
2577 | 31.9
2578 | 29.0
2579 | 32.0
2580 | 29.0
2581 | 31.9
2582 | 29.0
2583 | 32.2
2584 | 29.2
2585 | 32.2
2586 | 29.1
2587 | 32.1
2588 | 39.0
2589 | 41.8
2590 | 38.4
2591 | 39.6
2592 | 36.5
2593 | 39.4
2594 | 36.3
2595 | 39.3
2596 | 36.2
2597 | 39.1
2598 | 36.1
2599 | 39.2
2600 | 26.3
2601 | 29.3
2602 | 26.4
2603 | 29.4
2604 | 26.6
2605 | 29.6
2606 | 26.4
2607 | 29.4
2608 | 26.3
2609 | 29.3
2610 | 26.3
2611 | 29.3
2612 | 36.2
2613 | 39.2
2614 | 36.3
2615 | 39.3
2616 | 36.3
2617 | 39.3
2618 | 36.4
2619 | 39.4
2620 | 36.5
2621 | 39.6
2622 | 36.6
2623 | 39.6
2624 | 26.6
2625 | 31.3
2626 | 81.2
2627 | 89.8
2628 | 96.1
2629 | 99.6
2630 | 86.4
2631 | 89.4
2632 | 96.1
2633 | 99.2
2634 | 35.3
2635 | 32.0
2636 | 38.9
2637 | 41.7
2638 | 38.5
2639 | 41.6
2640 | 38.7
2641 | 41.5
2642 | 38.7
2643 | 41.7
2644 | 38.8
2645 | 41.8
2646 | 38.8
2647 | 41.8
2648 | 28.9
2649 | 31.9
2650 | 79.5
2651 | 87.4
2652 | 93.2
2653 | 96.1
2654 | 83.6
2655 | 84.9
2656 | 91.4
2657 | 94.4
2658 | 32.8
2659 | 29.4
2660 | 36.4
2661 | 39.4
2662 | 36.4
2663 | 39.4
2664 | 36.4
2665 | 39.3
2666 | 36.3
2667 | 39.3
2668 | 36.3
2669 | 39.3
2670 | 36.2
2671 | 39.3
2672 | 26.4
2673 | 29.6
2674 | 77.9
2675 | 86.6
2676 | 93.2
2677 | 96.2
2678 | 83.7
2679 | 86.8
2680 | 93.2
2681 | 98.7
2682 | 34.6
2683 | 31.3
2684 | 36.6
2685 | 39.6
2686 | 36.4
2687 | 39.3
2688 | 36.2
2689 | 39.1
2690 | 33.5
2691 | 36.5
2692 | 33.5
2693 | 36.5
2694 | 33.5
2695 | 36.5
2696 | 23.5
2697 | 26.5
2698 | 78.1
2699 | 87.1
2700 | 93.6
2701 | 98.5
2702 | 85.4
2703 | 89.0
2704 | 95.8
2705 | 96.3
2706 | 32.3
2707 | 26.5
2708 | 33.5
2709 | 36.5
2710 | 33.5
2711 | 36.5
2712 | 33.5
2713 | 36.5
2714 | 33.5
2715 | 36.5
2716 | 33.5
2717 | 36.5
2718 | 33.5
2719 | 36.5
2720 | 23.5
2721 | 26.5
2722 | 78.8
2723 | 88.0
2724 | 93.9
2725 | 96.6
2726 | 83.1
2727 | 87.7
2728 | 94.2
2729 | 95.3
2730 | 29.8
2731 | 26.5
2732 | 33.5
2733 | 36.5
2734 | 33.5
2735 | 36.5
2736 | 33.5
2737 | 36.5
2738 | 33.5
2739 | 36.5
2740 | 33.5
2741 | 36.5
2742 | 33.5
2743 | 36.5
2744 | 23.5
2745 | 26.5
2746 | 23.5
2747 | 26.5
2748 | 26.1
2749 | 29.2
2750 | 26.3
2751 | 29.3
2752 | 26.3
2753 | 29.4
2754 | 26.4
2755 | 29.3
2756 | 36.3
2757 | 39.2
2758 | 36.4
2759 | 39.1
2760 | 36.1
2761 | 39.1
2762 | 36.1
2763 | 36.5
2764 | 33.5
2765 | 36.5
2766 | 33.5
2767 | 39.1
2768 | 26.2
2769 | 29.2
2770 | 26.3
2771 | 29.3
2772 | 26.3
2773 | 29.5
2774 | 26.4
2775 | 29.4
2776 | 26.4
2777 | 29.4
2778 | 26.4
2779 | 29.4
2780 | 36.3
2781 | 39.3
2782 | 36.3
2783 | 39.2
2784 | 36.2
2785 | 39.1
2786 | 36.1
2787 | 39.1
2788 | 36.1
2789 | 39.1
2790 | 36.1
2791 | 39.2
2792 | 26.2
2793 | 29.3
2794 | 78.8
2795 | 86.6
2796 | 93.6
2797 | 95.2
2798 | 83.0
2799 | 85.5
2800 | 92.3
2801 | 95.5
2802 | 32.8
2803 | 29.5
2804 | 36.4
2805 | 39.4
2806 | 36.4
2807 | 39.4
2808 | 36.4
2809 | 39.4
2810 | 36.4
2811 | 39.4
2812 | 36.4
2813 | 39.3
2814 | 36.3
2815 | 39.4
2816 | 26.5
2817 | 29.5
2818 | 77.7
2819 | 86.1
2820 | 92.0
2821 | 96.1
2822 | 83.6
2823 | 86.6
2824 | 93.2
2825 | 96.2
2826 | 34.7
2827 | 31.5
2828 | 38.4
2829 | 41.4
2830 | 38.4
2831 | 41.3
2832 | 38.3
2833 | 39.6
2834 | 36.6
2835 | 39.6
2836 | 36.6
2837 | 39.6
2838 | 36.6
2839 | 39.6
2840 | 28.4
2841 | 31.5
2842 | 77.7
2843 | 87.0
2844 | 93.4
2845 | 96.5
2846 | 84.0
2847 | 87.0
2848 | 93.6
2849 | 96.5
2850 | 35.0
2851 | 31.8
2852 | 38.7
2853 | 41.4
2854 | 36.6
2855 | 39.6
2856 | 36.6
2857 | 39.5
2858 | 36.4
2859 | 39.3
2860 | 36.4
2861 | 39.3
2862 | 36.3
2863 | 39.3
2864 | 26.5
2865 | 29.6
2866 | 79.8
2867 | 88.1
2868 | 94.4
2869 | 97.1
2870 | 84.5
2871 | 85.8
2872 | 94.0
2873 | 96.2
2874 | 32.9
2875 | 29.6
2876 | 36.5
2877 | 39.4
2878 | 36.5
2879 | 39.4
2880 | 36.4
2881 | 39.4
2882 | 36.4
2883 | 39.4
2884 | 36.4
2885 | 39.4
2886 | 36.4
2887 | 39.4
2888 | 26.4
2889 | 29.6
2890 | 78.7
2891 | 87.9
2892 | 94.8
2893 | 97.5
2894 | 86.1
2895 | 88.7
2896 | 95.6
2897 | 97.4
2898 | 32.8
2899 | 29.4
2900 | 26.4
2901 | 39.4
2902 | 36.4
2903 | 39.4
2904 | 36.3
2905 | 39.3
2906 | 36.3
2907 | 39.4
2908 | 36.4
2909 | 39.3
2910 | 36.3
2911 | 39.4
2912 | 26.5
2913 | 31.3
2914 | 28.4
2915 | 31.4
2916 | 28.5
2917 | 31.7
2918 | 28.7
2919 | 31.7
2920 | 28.4
2921 | 31.3
2922 | 26.6
2923 | 29.5
2924 | 26.4
2925 | 39.4
2926 | 36.4
2927 | 39.4
2928 | 36.4
2929 | 39.4
2930 | 36.4
2931 | 39.3
2932 | 36.3
2933 | 39.3
2934 | 36.3
2935 | 39.4
2936 | 26.5
2937 | 31.3
2938 | 28.4
2939 | 31.7
2940 | 28.9
2941 | 31.8
2942 | 29.0
2943 | 32.0
2944 | 28.9
2945 | 31.8
2946 | 28.7
2947 | 31.8
2948 | 28.8
2949 | 41.7
2950 | 38.7
2951 | 41.6
2952 | 38.5
2953 | 41.4
2954 | 38.4
2955 | 41.4
2956 | 38.3
2957 | 41.3
2958 | 38.3
2959 | 41.5
2960 | 28.6
2961 | 31.9
2962 | 78.1
2963 | 87.5
2964 | 94.1
2965 | 96.9
2966 | 84.5
2967 | 87.5
2968 | 93.9
2969 | 97.0
2970 | 35.5
2971 | 32.3
2972 | 29.2
2973 | 42.2
2974 | 39.1
2975 | 42.0
2976 | 39.0
2977 | 42.0
2978 | 39.0
2979 | 42.0
2980 | 38.9
2981 | 41.9
2982 | 38.8
2983 | 41.9
2984 | 29.2
2985 | 32.4
2986 | 78.5
2987 | 88.0
2988 | 94.5
2989 | 97.7
2990 | 85.0
2991 | 88.0
2992 | 94.6
2993 | 97.4
2994 | 35.8
2995 | 32.5
2996 | 29.5
2997 | 42.5
2998 | 39.5
2999 | 42.4
3000 | 39.5
3001 | 42.2
3002 | 39.0
3003 | 41.9
3004 | 38.9
3005 | 41.6
3006 | 38.6
3007 | 41.6
3008 | 28.7
3009 | 31.7
3010 | 77.7
3011 | 86.9
3012 | 93.5
3013 | 96.5
3014 | 84.0
3015 | 87.2
3016 | 93.3
3017 | 96.4
3018 | 35.2
3019 | 31.8
3020 | 28.6
3021 | 41.5
3022 | 38.6
3023 | 41.5
3024 | 38.5
3025 | 41.5
3026 | 38.5
3027 | 41.5
3028 | 38.5
3029 | 41.4
3030 | 38.4
3031 | 41.6
3032 | 28.8
3033 | 31.8
3034 | 78.0
3035 | 87.2
3036 | 93.9
3037 | 96.8
3038 | 84.4
3039 | 87.2
3040 | 93.7
3041 | 96.6
3042 | 35.1
3043 | 31.9
3044 | 29.0
3045 | 41.9
3046 | 38.8
3047 | 41.7
3048 | 38.7
3049 | 41.7
3050 | 38.7
3051 | 41.8
3052 | 38.8
3053 | 41.7
3054 | 38.5
3055 | 41.6
3056 | 28.9
3057 | 32.2
3058 | 78.5
3059 | 87.9
3060 | 94.5
3061 | 97.4
3062 | 85.0
3063 | 88.0
3064 | 94.5
3065 | 97.4
3066 | 35.8
3067 | 32.5
3068 | 29.2
3069 | 42.2
3070 | 39.2
3071 | 42.1
3072 | 39.1
3073 | 42.1
3074 | 39.1
3075 | 42.1
3076 | 39.2
3077 | 42.3
3078 | 39.3
3079 | 42.2
3080 | 29.2
3081 | 32.2
3082 | 29.2
3083 | 32.2
3084 | 29.3
3085 | 32.3
3086 | 29.4
3087 | 32.4
3088 | 29.5
3089 | 32.4
3090 | 29.3
3091 | 32.1
3092 | 29.0
3093 | 42.1
3094 | 39.1
3095 | 42.2
3096 | 39.3
3097 | 42.2
3098 | 39.2
3099 | 42.3
3100 | 39.3
3101 | 42.3
3102 | 39.4
3103 | 42.3
3104 | 29.5
3105 | 32.6
3106 | 29.8
3107 | 33.0
3108 | 30.1
3109 | 33.2
3110 | 30.3
3111 | 33.3
3112 | 30.3
3113 | 33.3
3114 | 30.1
3115 | 33.2
3116 | 30.3
3117 | 43.2
3118 | 40.1
3119 | 43.0
3120 | 40.0
3121 | 43.1
3122 | 40.0
3123 | 43.1
3124 | 40.0
3125 | 43.1
3126 | 40.0
3127 | 43.0
3128 | 30.1
3129 | 33.1
3130 | 79.3
3131 | 88.5
3132 | 95.0
3133 | 98.1
3134 | 85.6
3135 | 88.6
3136 | 95.1
3137 | 98.2
3138 | 36.5
3139 | 33.1
3140 | 29.9
3141 | 42.8
3142 | 39.7
3143 | 42.8
3144 | 39.7
3145 | 42.7
3146 | 39.7
3147 | 42.7
3148 | 39.8
3149 | 42.8
3150 | 39.8
3151 | 42.9
3152 | 29.9
3153 | 33.0
3154 | 79.1
3155 | 88.6
3156 | 95.1
3157 | 98.1
3158 | 85.6
3159 | 88.3
3160 | 94.9
3161 | 97.5
3162 | 36.0
3163 | 32.6
3164 | 29.5
3165 | 42.4
3166 | 39.3
3167 | 42.3
3168 | 38.7
3169 | 41.6
3170 | 38.5
3171 | 39.6
3172 | 36.6
3173 | 39.6
3174 | 36.6
3175 | 39.6
3176 | 26.6
3177 | 31.4
3178 | 77.7
3179 | 86.6
3180 | 93.1
3181 | 96.2
3182 | 83.7
3183 | 87.0
3184 | 93.4
3185 | 96.2
3186 | 34.6
3187 | 29.6
3188 | 26.6
3189 | 39.4
3190 | 36.4
3191 | 39.4
3192 | 36.4
3193 | 39.4
3194 | 36.4
3195 | 39.4
3196 | 36.3
3197 | 39.3
3198 | 36.3
3199 | 39.3
3200 | 26.4
3201 | 29.5
3202 | 76.3
3203 | 84.9
3204 | 91.4
3205 | 96.1
3206 | 83.6
3207 | 86.6
3208 | 93.1
3209 | 96.1
3210 | 34.7
3211 | 31.4
3212 | 28.3
3213 | 39.6
3214 | 36.6
3215 | 39.6
3216 | 36.5
3217 | 39.4
3218 | 36.4
3219 | 39.4
3220 | 36.4
3221 | 39.4
3222 | 36.4
3223 | 39.4
3224 | 26.6
3225 | 31.4
3226 | 77.8
3227 | 86.8
3228 | 93.3
3229 | 96.6
3230 | 84.2
3231 | 87.1
3232 | 93.6
3233 | 96.6
3234 | 35.0
3235 | 31.6
3236 | 28.5
3237 | 41.5
3238 | 38.3
3239 | 39.6
3240 | 38.4
3241 | 41.5
3242 | 38.6
3243 | 41.7
3244 | 38.7
3245 | 41.8
3246 | 38.8
3247 | 41.9
3248 | 29.0
3249 | 32.1
3250 | 29.3
3251 | 32.5
3252 | 29.7
3253 | 32.8
3254 | 29.8
3255 | 32.9
3256 | 30.0
3257 | 32.9
3258 | 29.8
3259 | 32.8
3260 | 29.9
3261 | 42.6
3262 | 39.5
3263 | 42.5
3264 | 39.9
3265 | 42.9
3266 | 39.9
3267 | 43.0
3268 | 39.9
3269 | 42.8
3270 | 39.8
3271 | 42.9
3272 | 30.0
3273 | 33.1
3274 | 30.1
3275 | 33.3
3276 | 30.4
3277 | 33.3
3278 | 30.3
3279 | 33.3
3280 | 30.3
3281 | 33.2
3282 | 30.3
3283 | 33.2
3284 | 30.1
3285 | 43.1
3286 | 40.1
3287 | 43.1
3288 | 40.2
3289 | 43.1
3290 | 40.1
3291 | 43.0
3292 | 40.0
3293 | 42.9
3294 | 40.0
3295 | 43.0
3296 | 30.0
3297 | 32.5
3298 | 78.5
3299 | 87.9
3300 | 94.4
3301 | 97.3
3302 | 84.9
3303 | 87.9
3304 | 94.1
3305 | 97.3
3306 | 35.2
3307 | 31.9
3308 | 29.0
3309 | 42.0
3310 | 38.9
3311 | 41.9
3312 | 38.8
3313 | 41.8
3314 | 38.9
3315 | 41.9
3316 | 38.9
3317 | 42.1
3318 | 39.1
3319 | 42.1
3320 | 29.2
3321 | 32.3
3322 | 79.5
3323 | 87.9
3324 | 94.3
3325 | 97.3
3326 | 85.1
3327 | 88.3
3328 | 95.0
3329 | 98.1
3330 | 36.6
3331 | 33.0
3332 | 29.9
3333 | 43.0
3334 | 40.0
3335 | 43.0
3336 | 39.9
3337 | 42.2
3338 | 38.9
3339 | 41.5
3340 | 38.4
3341 | 41.3
3342 | 38.3
3343 | 41.4
3344 | 28.4
3345 | 31.5
3346 | 78.6
3347 | 87.6
3348 | 94.6
3349 | 97.1
3350 | 84.2
3351 | 87.0
3352 | 92.3
3353 | 96.7
3354 | 32.9
3355 | 29.6
3356 | 26.5
3357 | 39.5
3358 | 36.4
3359 | 39.4
3360 | 36.4
3361 | 39.4
3362 | 36.4
3363 | 39.3
3364 | 36.3
3365 | 39.3
3366 | 36.3
3367 | 39.4
3368 | 26.4
3369 | 29.4
3370 | 77.6
3371 | 86.4
3372 | 92.8
3373 | 95.8
3374 | 83.4
3375 | 88.4
3376 | 95.0
3377 | 98.3
3378 | 34.6
3379 | 31.4
3380 | 28.3
3381 | 39.6
3382 | 38.3
3383 | 41.3
3384 | 38.4
3385 | 41.4
3386 | 38.3
3387 | 41.3
3388 | 38.3
3389 | 41.3
3390 | 36.6
3391 | 41.3
3392 | 28.4
3393 | 31.5
3394 | 77.7
3395 | 87.0
3396 | 93.6
3397 | 96.6
3398 | 84.1
3399 | 87.1
3400 | 93.6
3401 | 96.6
3402 | 35.1
3403 | 31.8
3404 | 28.7
3405 | 41.7
3406 | 38.5
3407 | 39.6
3408 | 36.6
3409 | 39.5
3410 | 36.3
3411 | 39.2
3412 | 36.1
3413 | 39.1
3414 | 36.1
3415 | 39.1
3416 | 26.2
3417 | 29.3
3418 | 26.3
3419 | 29.3
3420 | 26.4
3421 | 29.5
3422 | 26.6
3423 | 29.6
3424 | 28.3
3425 | 31.3
3426 | 28.3
3427 | 31.4
3428 | 26.6
3429 | 39.6
3430 | 38.3
3431 | 41.4
3432 | 38.3
3433 | 39.6
3434 | 36.5
3435 | 39.4
3436 | 36.4
3437 | 39.4
3438 | 36.4
3439 | 41.3
3440 | 28.4
3441 | 31.7
3442 | 28.9
3443 | 32.1
3444 | 29.1
3445 | 32.1
3446 | 29.2
3447 | 32.1
3448 | 29.1
3449 | 32.0
3450 | 29.1
3451 | 32.1
3452 | 29.1
3453 | 42.0
3454 | 39.3
3455 | 42.1
3456 | 39.2
3457 | 42.0
3458 | 38.9
3459 | 41.9
3460 | 39.0
3461 | 41.9
3462 | 39.1
3463 | 42.2
3464 | 29.2
3465 | 32.5
3466 | 78.7
3467 | 88.1
3468 | 94.7
3469 | 97.7
3470 | 85.2
3471 | 88.2
3472 | 94.6
3473 | 97.7
3474 | 36.2
3475 | 32.8
3476 | 29.8
3477 | 42.7
3478 | 39.7
3479 | 42.6
3480 | 39.6
3481 | 42.5
3482 | 39.4
3483 | 42.2
3484 | 39.3
3485 | 42.3
3486 | 39.3
3487 | 42.4
3488 | 29.5
3489 | 32.7
3490 | 78.8
3491 | 88.3
3492 | 94.9
3493 | 98.0
3494 | 85.5
3495 | 88.5
3496 | 95.0
3497 | 97.9
3498 | 36.4
3499 | 33.2
3500 | 30.2
3501 | 43.1
3502 | 39.9
3503 | 42.9
3504 | 39.9
3505 | 42.8
3506 | 39.8
3507 | 42.8
3508 | 39.8
3509 | 42.8
3510 | 39.9
3511 | 42.8
3512 | 30.1
3513 | 33.2
3514 | 79.2
3515 | 88.6
3516 | 95.3
3517 | 98.4
3518 | 85.7
3519 | 88.8
3520 | 95.2
3521 | 98.4
3522 | 36.8
3523 | 33.5
3524 | 30.5
3525 | 43.2
3526 | 40.3
3527 | 43.3
3528 | 40.1
3529 | 43.0
3530 | 40.0
3531 | 43.0
3532 | 40.0
3533 | 42.9
3534 | 39.9
3535 | 43.0
3536 | 30.1
3537 | 33.1
3538 | 79.2
3539 | 88.7
3540 | 95.3
3541 | 98.3
3542 | 85.9
3543 | 88.8
3544 | 95.3
3545 | 98.3
3546 | 36.7
3547 | 33.3
3548 | 29.8
3549 | 42.6
3550 | 39.5
3551 | 42.5
3552 | 39.5
3553 | 42.5
3554 | 39.4
3555 | 42.3
3556 | 39.2
3557 | 42.1
3558 | 39.1
3559 | 42.3
3560 | 29.5
3561 | 32.5
3562 | 78.6
3563 | 87.8
3564 | 94.4
3565 | 97.4
3566 | 85.0
3567 | 88.0
3568 | 94.6
3569 | 97.5
3570 | 35.8
3571 | 32.5
3572 | 29.5
3573 | 42.5
3574 | 39.6
3575 | 42.7
3576 | 39.6
3577 | 42.5
3578 | 39.6
3579 | 42.6
3580 | 39.6
3581 | 42.7
3582 | 39.7
3583 | 42.8
3584 | 30.0
3585 | 33.1
3586 | 30.2
3587 | 33.3
3588 | 30.3
3589 | 33.4
3590 | 30.4
3591 | 33.4
3592 | 30.3
3593 | 33.3
3594 | 30.3
3595 | 33.3
3596 | 30.2
3597 | 43.1
3598 | 40.0
3599 | 42.9
3600 | 39.8
3601 | 42.8
3602 | 39.7
3603 | 42.8
3604 | 39.8
3605 | 42.8
3606 | 39.7
3607 | 42.9
3608 | 29.9
3609 | 33.1
3610 | 30.2
3611 | 33.3
3612 | 30.4
3613 | 33.5
3614 | 30.3
3615 | 33.4
3616 | 30.5
3617 | 33.3
3618 | 30.3
3619 | 33.1
3620 | 30.0
3621 | 42.8
3622 | 39.7
3623 | 42.6
3624 | 39.5
3625 | 42.3
3626 | 39.2
3627 | 42.2
3628 | 39.1
3629 | 42.0
3630 | 39.0
3631 | 32.0
3632 | 28.9
3633 | 32.0
3634 | 77.9
3635 | 87.1
3636 | 93.5
3637 | 96.6
3638 | 84.2
3639 | 87.1
3640 | 93.5
3641 | 96.5
3642 | 35.0
3643 | 31.8
3644 | 28.7
3645 | 31.7
3646 | 28.7
3647 | 41.6
3648 | 38.5
3649 | 41.4
3650 | 38.3
3651 | 39.6
3652 | 36.6
3653 | 39.6
3654 | 38.3
3655 | 31.3
3656 | 28.3
3657 | 31.4
3658 | 77.4
3659 | 86.6
3660 | 93.6
3661 | 96.3
3662 | 83.8
3663 | 87.0
3664 | 93.5
3665 | 96.5
3666 | 34.8
3667 | 31.8
3668 | 28.7
3669 | 31.7
3670 | 28.7
3671 | 41.7
3672 | 38.7
3673 | 41.6
3674 | 38.5
3675 | 41.6
3676 | 38.6
3677 | 41.5
3678 | 38.5
3679 | 31.5
3680 | 28.5
3681 | 31.6
3682 | 77.8
3683 | 87.2
3684 | 93.6
3685 | 98.0
3686 | 84.1
3687 | 87.1
3688 | 93.4
3689 | 96.4
3690 | 35.1
3691 | 31.8
3692 | 28.7
3693 | 31.6
3694 | 28.6
3695 | 41.6
3696 | 38.7
3697 | 41.6
3698 | 38.6
3699 | 41.6
3700 | 38.6
3701 | 41.6
3702 | 38.6
3703 | 31.5
3704 | 28.5
3705 | 31.6
3706 | 77.6
3707 | 86.9
3708 | 93.5
3709 | 96.5
3710 | 84.8
3711 | 87.1
3712 | 93.5
3713 | 96.5
3714 | 34.9
3715 | 31.7
3716 | 28.7
3717 | 31.6
3718 | 28.6
3719 | 41.6
3720 | 38.7
3721 | 41.7
3722 | 38.6
3723 | 41.7
3724 | 38.6
3725 | 41.6
3726 | 38.6
3727 | 31.7
3728 | 28.7
3729 | 31.7
3730 | 77.8
3731 | 87.2
3732 | 93.5
3733 | 96.8
3734 | 84.7
3735 | 87.5
3736 | 97.3
3737 | 100.2
3738 | 35.6
3739 | 32.3
3740 | 29.1
3741 | 32.2
3742 | 29.3
3743 | 42.4
3744 | 39.3
3745 | 42.4
3746 | 39.4
3747 | 42.3
3748 | 39.3
3749 | 42.4
3750 | 39.5
3751 | 32.5
3752 | 29.5
3753 | 32.8
3754 | 29.8
3755 | 32.7
3756 | 29.7
3757 | 32.6
3758 | 29.5
3759 | 32.5
3760 | 29.5
3761 | 32.4
3762 | 29.0
3763 | 31.6
3764 | 28.6
3765 | 31.4
3766 | 28.4
3767 | 42.0
3768 | 39.1
3769 | 42.1
3770 | 38.9
3771 | 41.3
3772 | 36.5
3773 | 39.5
3774 | 36.5
3775 | 31.3
3776 | 28.4
3777 | 31.6
3778 | 28.9
3779 | 32.1
3780 | 29.2
3781 | 32.3
3782 | 29.1
3783 | 32.0
3784 | 29.1
3785 | 32.1
3786 | 29.1
3787 | 32.2
3788 | 29.1
3789 | 32.1
3790 | 28.9
3791 | 41.8
3792 | 39.0
3793 | 42.1
3794 | 39.1
3795 | 42.1
3796 | 39.1
3797 | 42.1
3798 | 39.1
3799 | 32.2
3800 | 29.3
3801 | 32.4
3802 | 79.6
3803 | 90.2
3804 | 101.3
3805 | 105.1
3806 | 94.5
3807 | 98.2
3808 | 106.0
3809 | 107.8
3810 | 36.7
3811 | 33.2
3812 | 30.1
3813 | 33.2
3814 | 30.0
3815 | 43.0
3816 | 39.9
3817 | 43.0
3818 | 39.9
3819 | 42.9
3820 | 39.9
3821 | 42.9
3822 | 39.9
3823 | 32.9
3824 | 29.9
3825 | 33.0
3826 | 83.4
3827 | 94.5
3828 | 103.5
3829 | 108.4
3830 | 95.9
3831 | 100.6
3832 | 107.6
3833 | 109.2
3834 | 36.1
3835 | 32.8
3836 | 29.7
3837 | 32.6
3838 | 29.5
3839 | 42.5
3840 | 39.5
3841 | 42.5
3842 | 39.5
3843 | 42.4
3844 | 39.5
3845 | 42.4
3846 | 39.4
3847 | 32.5
3848 | 29.6
3849 | 32.6
3850 | 85.4
3851 | 94.7
3852 | 103.6
3853 | 106.7
3854 | 96.0
3855 | 99.0
3856 | 104.4
3857 | 109.8
3858 | 36.2
3859 | 32.8
3860 | 29.9
3861 | 32.8
3862 | 29.8
3863 | 42.8
3864 | 39.8
3865 | 42.8
3866 | 39.7
3867 | 42.8
3868 | 39.7
3869 | 42.7
3870 | 39.7
3871 | 32.8
3872 | 30.0
3873 | 33.1
3874 | 87.1
3875 | 100.2
3876 | 108.6
3877 | 113.5
3878 | 100.4
3879 | 106.5
3880 | 113.6
3881 | 116.6
3882 | 38.8
3883 | 35.5
3884 | 32.5
3885 | 35.5
3886 | 32.5
3887 | 43.6
3888 | 40.6
3889 | 43.5
3890 | 40.5
3891 | 43.4
3892 | 40.3
3893 | 43.1
3894 | 40.0
3895 | 33.0
3896 | 30.0
3897 | 32.9
3898 | 89.4
3899 | 99.9
3900 | 106.4
3901 | 110.2
3902 | 99.2
3903 | 102.9
3904 | 108.8
3905 | 113.0
3906 | 38.8
3907 | 35.6
3908 | 32.6
3909 | 35.5
3910 | 30.6
3911 | 43.6
3912 | 40.6
3913 | 45.5
3914 | 40.6
3915 | 43.4
3916 | 40.3
3917 | 43.2
3918 | 40.2
3919 | 33.2
3920 | 30.2
3921 | 32.9
3922 | 30.1
3923 | 33.0
3924 | 30.1
3925 | 33.0
3926 | 30.0
3927 | 32.8
3928 | 29.7
3929 | 32.6
3930 | 29.5
3931 | 32.4
3932 | 29.5
3933 | 32.4
3934 | 29.3
3935 | 42.5
3936 | 39.8
3937 | 42.8
3938 | 39.7
3939 | 42.7
3940 | 39.7
3941 | 42.7
3942 | 39.6
3943 | 32.7
3944 | 29.8
3945 | 32.9
3946 | 29.8
3947 | 33.0
3948 | 29.9
3949 | 33.1
3950 | 30.1
3951 | 33.2
3952 | 30.0
3953 | 33.0
3954 | 30.0
3955 | 33.0
3956 | 29.9
3957 | 32.9
3958 | 29.9
3959 | 42.8
3960 | 39.7
3961 | 42.8
3962 | 39.9
3963 | 42.9
3964 | 39.9
3965 | 42.9
3966 | 40.0
3967 | 33.1
3968 | 30.2
3969 | 33.2
3970 | 83.6
3971 | 94.8
3972 | 105.7
3973 | 110.7
3974 | 98.2
3975 | 100.0
3976 | 105.1
3977 | 105.6
3978 | 36.7
3979 | 33.0
3980 | 29.8
3981 | 32.7
3982 | 29.7
3983 | 42.7
3984 | 39.6
3985 | 42.6
3986 | 39.6
3987 | 42.6
3988 | 39.7
3989 | 42.7
3990 | 39.7
3991 | 32.8
3992 | 29.8
3993 | 32.8
3994 | 81.3
3995 | 90.5
3996 | 99.1
3997 | 102.7
3998 | 90.8
3999 | 94.4
4000 | 101.8
4001 | 104.7
4002 | 36.7
4003 | 33.4
4004 | 30.6
4005 | 33.3
4006 | 29.9
4007 | 42.8
4008 | 39.8
4009 | 42.8
4010 | 39.7
4011 | 42.6
4012 | 39.6
4013 | 42.6
4014 | 39.6
4015 | 32.7
4016 | 29.8
4017 | 32.7
4018 | 86.0
4019 | 95.9
4020 | 102.4
4021 | 106.0
4022 | 93.0
4023 | 94.6
4024 | 99.8
4025 | 102.8
4026 | 35.8
4027 | 32.5
4028 | 29.5
4029 | 32.5
4030 | 29.5
4031 | 42.5
4032 | 39.5
4033 | 42.5
4034 | 39.5
4035 | 42.5
4036 | 39.4
4037 | 42.5
4038 | 39.5
4039 | 32.5
4040 | 29.5
4041 | 32.5
4042 | 79.3
4043 | 89.1
4044 | 96.2
4045 | 100.5
4046 | 88.0
4047 | 89.8
4048 | 95.7
4049 | 98.0
4050 | 36.0
4051 | 32.7
4052 | 29.7
4053 | 32.7
4054 | 29.7
4055 | 42.7
4056 | 39.7
4057 | 42.7
4058 | 39.6
4059 | 42.7
4060 | 39.8
4061 | 42.8
4062 | 39.8
4063 | 32.8
4064 | 29.9
4065 | 33.1
4066 | 85.9
4067 | 99.1
4068 | 106.1
4069 | 109.6
4070 | 96.5
4071 | 101.3
4072 | 107.1
4073 | 110.7
4074 | 36.5
4075 | 33.2
4076 | 30.1
4077 | 33.0
4078 | 30.0
4079 | 43.0
4080 | 39.9
4081 | 42.7
4082 | 39.7
4083 | 42.6
4084 | 39.5
4085 | 42.5
4086 | 39.4
4087 | 32.3
4088 | 29.4
4089 | 32.5
4090 | 29.5
4091 | 32.6
4092 | 29.6
4093 | 32.6
4094 | 29.6
4095 | 32.7
4096 | 29.8
4097 | 32.9
4098 | 29.9
4099 | 33.1
4100 | 30.1
4101 | 33.1
4102 | 30.1
4103 | 43.2
4104 | 40.2
4105 | 43.2
4106 | 40.3
4107 | 43.3
4108 | 40.3
4109 | 43.4
4110 | 40.4
4111 | 33.4
4112 | 30.4
4113 | 33.5
4114 | 30.5
4115 | 35.6
4116 | 30.6
4117 | 33.6
4118 | 30.5
4119 | 33.6
4120 | 30.6
4121 | 35.5
4122 | 30.6
4123 | 33.6
4124 | 30.6
4125 | 33.5
4126 | 30.5
4127 | 43.4
4128 | 40.4
4129 | 43.3
4130 | 40.2
4131 | 43.1
4132 | 40.0
4133 | 42.9
4134 | 39.8
4135 | 32.9
4136 | 29.9
4137 | 32.9
4138 | 88.7
4139 | 99.1
4140 | 105.0
4141 | 110.7
4142 | 99.4
4143 | 102.5
4144 | 109.6
4145 | 112.6
4146 | 36.6
4147 | 33.3
4148 | 30.3
4149 | 33.3
4150 | 30.2
4151 | 43.1
4152 | 40.0
4153 | 43.0
4154 | 40.1
4155 | 43.1
4156 | 40.1
4157 | 43.2
4158 | 40.3
4159 | 33.4
4160 | 32.5
4161 | 35.5
4162 | 93.1
4163 | 104.9
4164 | 113.1
4165 | 114.8
4166 | 102.7
4167 | 106.9
4168 | 112.6
4169 | 117.0
4170 | 39.1
4171 | 35.9
4172 | 32.6
4173 | 35.6
4174 | 30.3
4175 | 43.3
4176 | 40.3
4177 | 43.1
4178 | 39.9
4179 | 42.6
4180 | 39.5
4181 | 42.4
4182 | 39.4
4183 | 32.5
4184 | 29.5
4185 | 32.7
4186 | 86.0
4187 | 96.6
4188 | 104.4
4189 | 107.9
4190 | 96.1
4191 | 100.3
4192 | 106.1
4193 | 109.8
4194 | 36.1
4195 | 32.7
4196 | 29.7
4197 | 32.6
4198 | 29.5
4199 | 42.5
4200 | 39.3
4201 | 42.2
4202 | 39.1
4203 | 42.1
4204 | 39.1
4205 | 42.1
4206 | 39.1
4207 | 32.2
4208 | 29.3
4209 | 32.4
4210 | 85.7
4211 | 97.5
4212 | 104.0
4213 | 108.9
4214 | 95.8
4215 | 97.6
4216 | 104.1
4217 | 106.5
4218 | 35.9
4219 | 32.7
4220 | 29.7
4221 | 32.9
4222 | 29.8
4223 | 42.8
4224 | 39.7
4225 | 42.7
4226 | 39.7
4227 | 42.7
4228 | 39.6
4229 | 42.6
4230 | 39.5
4231 | 32.5
4232 | 29.6
4233 | 32.7
4234 | 84.3
4235 | 94.1
4236 | 100.6
4237 | 104.8
4238 | 93.6
4239 | 97.2
4240 | 103.7
4241 | 105.1
4242 | 36.3
4243 | 32.9
4244 | 29.7
4245 | 32.8
4246 | 29.8
4247 | 42.7
4248 | 39.7
4249 | 42.7
4250 | 39.7
4251 | 42.7
4252 | 39.6
4253 | 42.7
4254 | 39.6
4255 | 32.6
4256 | 29.5
4257 | 32.5
4258 | 29.5
4259 | 32.5
4260 | 29.3
4261 | 32.3
4262 | 29.5
4263 | 32.3
4264 | 29.2
4265 | 32.1
4266 | 29.1
4267 | 32.1
4268 | 29.3
4269 | 32.2
4270 | 29.2
4271 | 42.2
4272 | 39.3
4273 | 42.5
4274 | 39.5
4275 | 42.5
4276 | 39.5
4277 | 42.6
4278 | 39.6
4279 | 32.5
4280 | 29.5
4281 | 32.5
4282 | 29.5
4283 | 32.5
4284 | 29.5
4285 | 32.6
4286 | 29.8
4287 | 32.8
4288 | 29.8
4289 | 32.8
4290 | 29.7
4291 | 32.8
4292 | 29.6
4293 | 32.7
4294 | 29.6
4295 | 42.6
4296 | 39.6
4297 | 42.5
4298 | 39.4
4299 | 42.2
4300 | 39.2
4301 | 42.1
4302 | 39.1
4303 | 32.2
4304 | 29.3
4305 | 32.5
4306 | 82.1
4307 | 93.3
4308 | 99.8
4309 | 104.7
4310 | 92.3
4311 | 95.8
4312 | 101.7
4313 | 105.4
4314 | 36.0
4315 | 32.6
4316 | 29.6
4317 | 32.6
4318 | 29.5
4319 | 42.6
4320 | 39.6
4321 | 42.5
4322 | 39.5
4323 | 42.5
4324 | 39.4
4325 | 42.5
4326 | 39.5
4327 | 32.6
4328 | 29.7
4329 | 32.6
4330 | 86.0
4331 | 97.5
4332 | 105.0
4333 | 108.0
4334 | 96.1
4335 | 98.7
4336 | 104.6
4337 | 105.1
4338 | 36.6
4339 | 33.3
4340 | 30.2
4341 | 33.2
4342 | 30.3
4343 | 43.3
4344 | 40.3
4345 | 43.3
4346 | 40.3
4347 | 43.4
4348 | 40.3
4349 | 43.4
4350 | 40.1
4351 | 32.9
4352 | 30.0
4353 | 33.0
4354 | 84.6
4355 | 94.3
4356 | 103.4
4357 | 107.6
4358 | 96.5
4359 | 98.8
4360 | 107.0
4361 | 109.5
4362 | 36.4
4363 | 33.1
4364 | 29.9
4365 | 32.8
4366 | 29.9
4367 | 42.8
4368 | 39.8
4369 | 42.7
4370 | 39.6
4371 | 42.6
4372 | 39.6
4373 | 42.6
4374 | 39.5
4375 | 32.6
4376 | 29.5
4377 | 32.5
4378 | 85.4
4379 | 95.4
4380 | 103.1
4381 | 106.7
4382 | 94.9
4383 | 96.7
4384 | 101.9
4385 | 104.8
4386 | 36.2
4387 | 32.7
4388 | 29.7
4389 | 32.8
4390 | 29.9
4391 | 42.8
4392 | 39.8
4393 | 42.8
4394 | 39.8
4395 | 42.5
4396 | 39.3
4397 | 42.2
4398 | 39.2
4399 | 32.3
4400 | 29.4
4401 | 32.4
4402 | 83.8
4403 | 94.9
4404 | 102.0
4405 | 107.1
4406 | 95.3
4407 | 98.9
4408 | 104.8
4409 | 107.8
4410 | 36.2
4411 | 32.9
4412 | 29.9
4413 | 32.8
4414 | 29.8
4415 | 42.7
4416 | 39.8
4417 | 42.7
4418 | 39.7
4419 | 42.7
4420 | 39.7
4421 | 42.7
4422 | 39.7
4423 | 32.6
4424 | 29.6
4425 | 32.6
4426 | 29.6
4427 | 32.7
4428 | 29.8
4429 | 32.8
4430 | 29.8
4431 | 32.9
4432 | 29.6
4433 | 32.8
4434 | 29.7
4435 | 32.7
4436 | 29.6
4437 | 32.5
4438 | 29.5
4439 | 42.6
4440 | 39.5
4441 | 42.5
4442 | 39.5
4443 | 42.5
4444 | 39.5
4445 | 42.6
4446 | 39.5
4447 | 32.7
4448 | 29.7
4449 | 32.8
4450 | 29.9
4451 | 33.0
4452 | 30.0
4453 | 33.1
4454 | 30.2
4455 | 33.1
4456 | 30.1
4457 | 33.1
4458 | 30.0
4459 | 33.0
4460 | 30.1
4461 | 33.2
4462 | 30.2
4463 | 43.2
4464 | 40.1
4465 | 43.1
4466 | 40.1
4467 | 43.0
4468 | 40.0
4469 | 43.0
4470 | 40.0
4471 | 33.1
4472 | 30.2
4473 | 33.3
4474 | 87.8
4475 | 98.3
4476 | 105.5
4477 | 107.8
4478 | 95.3
4479 | 99.0
4480 | 104.9
4481 | 106.5
4482 | 36.4
4483 | 33.1
4484 | 30.0
4485 | 33.0
4486 | 30.1
4487 | 43.2
4488 | 40.3
4489 | 43.4
4490 | 40.4
4491 | 43.4
4492 | 40.4
4493 | 43.5
4494 | 40.5
4495 | 33.6
4496 | 32.5
4497 | 35.5
4498 | 91.2
4499 | 102.4
4500 | 109.4
4501 | 114.3
4502 | 99.8
4503 | 104.8
4504 | 110.1
4505 | 113.1
4506 | 38.8
4507 | 33.6
4508 | 30.6
4509 | 33.6
4510 | 30.5
4511 | 43.6
4512 | 40.6
4513 | 43.5
4514 | 40.5
4515 | 43.5
4516 | 40.4
4517 | 43.4
4518 | 40.4
4519 | 33.5
4520 | 30.5
4521 | 33.5
4522 | 89.9
4523 | 99.8
4524 | 110.7
4525 | 113.6
4526 | 101.1
4527 | 105.3
4528 | 111.3
4529 | 109.9
4530 | 36.9
4531 | 35.5
4532 | 30.6
4533 | 33.6
4534 | 30.6
4535 | 45.5
4536 | 40.6
4537 | 43.6
4538 | 40.5
4539 | 43.4
4540 | 40.2
4541 | 42.8
4542 | 39.9
4543 | 32.8
4544 | 29.8
4545 | 32.8
4546 | 80.7
4547 | 91.1
4548 | 100.2
4549 | 102.5
4550 | 91.3
4551 | 96.9
4552 | 103.6
4553 | 105.8
4554 | 36.4
4555 | 33.1
4556 | 30.1
4557 | 33.1
4558 | 30.3
4559 | 43.3
4560 | 40.4
4561 | 43.5
4562 | 40.5
4563 | 43.4
4564 | 40.2
4565 | 43.0
4566 | 40.0
4567 | 32.9
4568 | 29.9
4569 | 32.9
4570 | 86.1
4571 | 96.7
4572 | 103.2
4573 | 108.0
4574 | 96.1
4575 | 100.3
4576 | 106.8
4577 | 109.9
4578 | 36.2
4579 | 32.8
4580 | 29.8
4581 | 32.7
4582 | 29.7
4583 | 42.7
4584 | 39.6
4585 | 42.6
4586 | 39.5
4587 | 42.5
4588 | 39.5
4589 | 42.4
4590 | 39.5
4591 | 32.5
4592 | 29.7
4593 | 32.8
4594 | 29.9
4595 | 32.8
4596 | 29.9
4597 | 32.9
4598 | 29.8
4599 | 32.7
4600 | 29.9
4601 | 32.9
4602 | 29.9
4603 | 32.9
4604 | 29.9
4605 | 33.0
4606 | 30.0
4607 | 43.0
4608 | 39.9
4609 | 42.9
4610 | 39.8
4611 | 42.9
4612 | 39.9
4613 | 42.9
4614 | 39.8
4615 | 32.9
4616 | 29.9
4617 | 32.9
4618 | 30.0
4619 | 33.1
4620 | 30.1
4621 | 33.0
4622 | 30.2
4623 | 33.1
4624 | 30.2
4625 | 33.2
4626 | 30.1
4627 | 33.1
4628 | 30.1
4629 | 33.1
4630 | 30.1
4631 | 43.0
4632 | 39.9
4633 | 42.9
4634 | 39.9
4635 | 42.9
4636 | 39.9
4637 | 42.8
4638 | 39.8
4639 | 33.0
4640 | 30.0
4641 | 33.1
4642 | 87.6
4643 | 99.5
4644 | 106.0
4645 | 110.2
4646 | 97.1
4647 | 100.1
4648 | 106.2
4649 | 108.4
4650 | 35.9
4651 | 32.9
4652 | 30.0
4653 | 32.9
4654 | 29.9
4655 | 42.9
4656 | 39.9
4657 | 42.9
4658 | 40.0
4659 | 43.0
4660 | 39.9
4661 | 43.0
4662 | 40.0
4663 | 33.1
4664 | 30.2
4665 | 33.3
4666 | 85.9
4667 | 95.7
4668 | 102.4
4669 | 105.5
4670 | 94.3
4671 | 95.4
4672 | 103.1
4673 | 109.3
4674 | 36.9
4675 | 33.6
4676 | 32.5
4677 | 35.5
4678 | 32.5
4679 | 45.5
4680 | 40.6
4681 | 43.6
4682 | 40.5
4683 | 43.5
4684 | 40.5
4685 | 43.4
4686 | 40.6
4687 | 33.6
4688 | 32.5
4689 | 33.6
4690 | 88.1
4691 | 99.2
4692 | 106.9
4693 | 104.3
4694 | 94.3
4695 | 97.8
4696 | 105.6
4697 | 108.6
4698 | 36.6
4699 | 33.2
4700 | 30.0
4701 | 32.9
4702 | 29.8
4703 | 42.6
4704 | 39.5
4705 | 42.3
4706 | 39.2
4707 | 42.1
4708 | 38.9
4709 | 41.8
4710 | 38.8
4711 | 31.9
4712 | 29.0
4713 | 32.1
4714 | 81.9
4715 | 92.5
4716 | 100.3
4717 | 104.6
4718 | 93.2
4719 | 96.1
4720 | 103.3
4721 | 106.5
4722 | 35.9
4723 | 32.6
4724 | 29.7
4725 | 32.7
4726 | 29.6
4727 | 42.5
4728 | 39.5
4729 | 42.5
4730 | 39.5
4731 | 42.4
4732 | 39.4
4733 | 42.5
4734 | 39.4
4735 | 32.5
4736 | 29.6
4737 | 32.8
4738 | 83.8
4739 | 94.2
4740 | 103.3
4741 | 106.3
4742 | 94.3
4743 | 96.7
4744 | 103.8
4745 | 106.8
4746 | 36.2
4747 | 32.8
4748 | 29.8
4749 | 32.8
4750 | 29.8
4751 | 42.8
4752 | 39.8
4753 | 42.8
4754 | 39.8
4755 | 42.8
4756 | 39.9
4757 | 42.9
4758 | 39.9
4759 | 32.9
4760 | 30.1
4761 | 33.1
4762 | 30.1
4763 | 33.4
4764 | 30.5
4765 | 33.6
4766 | 32.5
4767 | 35.6
4768 | 32.7
4769 | 35.7
4770 | 32.7
4771 | 35.6
4772 | 32.6
4773 | 35.5
4774 | 32.6
4775 | 45.5
4776 | 40.6
4777 | 43.6
4778 | 40.6
4779 | 43.5
4780 | 40.5
4781 | 43.5
4782 | 40.4
4783 | 33.6
4784 | 30.6
4785 | 35.6
4786 | 32.6
4787 | 35.7
4788 | 32.9
4789 | 36.0
4790 | 32.6
4791 | 35.7
4792 | 32.6
4793 | 35.7
4794 | 32.7
4795 | 35.7
4796 | 32.9
4797 | 35.7
4798 | 32.7
4799 | 45.7
4800 | 42.7
4801 | 45.9
4802 | 42.7
4803 | 45.7
4804 | 42.7
4805 | 45.6
4806 | 40.6
4807 | 33.5
4808 | 30.4
4809 | 33.6
4810 | 94.7
4811 | 107.1
4812 | 114.2
4813 | 118.4
4814 | 106.8
4815 | 109.2
4816 | 116.3
4817 | 118.6
4818 | 38.9
4819 | 35.6
4820 | 32.5
4821 | 33.6
4822 | 32.5
4823 | 43.6
4824 | 40.6
4825 | 43.5
4826 | 40.4
4827 | 43.4
4828 | 40.6
4829 | 43.6
4830 | 40.5
4831 | 33.5
4832 | 30.4
4833 | 33.4
4834 | 92.1
4835 | 101.4
4836 | 108.4
4837 | 110.6
4838 | 98.2
4839 | 104.4
4840 | 111.5
4841 | 112.7
4842 | 36.8
4843 | 33.5
4844 | 30.2
4845 | 33.1
4846 | 30.1
4847 | 43.0
4848 | 39.9
4849 | 42.8
4850 | 39.6
4851 | 42.5
4852 | 39.5
4853 | 42.3
4854 | 39.2
4855 | 32.3
4856 | 29.3
4857 | 32.5
4858 | 86.4
4859 | 97.5
4860 | 105.8
4861 | 109.6
4862 | 97.8
4863 | 100.0
4864 | 105.9
4865 | 109.6
4866 | 36.0
4867 | 32.6
4868 | 29.5
4869 | 32.4
4870 | 29.4
4871 | 42.3
4872 | 39.3
4873 | 42.3
4874 | 39.3
4875 | 42.3
4876 | 39.2
4877 | 42.2
4878 | 39.2
4879 | 32.3
4880 | 29.4
4881 | 32.5
4882 | 86.4
4883 | 97.5
4884 | 105.1
4885 | 108.8
4886 | 96.4
4887 | 100.6
4888 | 105.9
4889 | 109.5
4890 | 35.7
4891 | 32.5
4892 | 29.5
4893 | 32.4
4894 | 29.4
4895 | 42.4
4896 | 39.3
4897 | 42.3
4898 | 39.3
4899 | 42.3
4900 | 39.3
4901 | 42.3
4902 | 39.2
4903 | 32.4
4904 | 29.5
4905 | 32.4
4906 | 86.9
4907 | 96.7
4908 | 105.2
4909 | 108.1
4910 | 97.4
4911 | 98.6
4912 | 108.2
4913 | 110.0
4914 | 35.9
4915 | 32.6
4916 | 29.5
4917 | 32.5
4918 | 29.5
4919 | 42.6
4920 | 39.5
4921 | 42.3
4922 | 39.5
4923 | 42.5
4924 | 39.4
4925 | 42.4
4926 | 39.3
4927 | 32.5
4928 | 29.5
4929 | 32.6
4930 | 29.7
4931 | 32.7
4932 | 29.6
4933 | 32.9
4934 | 29.9
4935 | 32.9
4936 | 29.9
4937 | 32.8
4938 | 29.8
4939 | 32.9
4940 | 29.9
4941 | 32.9
4942 | 30.0
4943 | 43.0
4944 | 39.9
4945 | 42.8
4946 | 39.7
4947 | 42.7
4948 | 39.7
4949 | 42.7
4950 | 39.8
4951 | 32.9
4952 | 29.8
4953 | 33.0
4954 | 30.1
4955 | 33.3
4956 | 30.4
4957 | 33.4
4958 | 30.4
4959 | 33.4
4960 | 30.4
4961 | 33.4
4962 | 30.4
4963 | 33.3
4964 | 30.3
4965 | 33.2
4966 | 30.1
4967 | 42.9
4968 | 39.9
4969 | 43.0
4970 | 40.1
4971 | 43.1
4972 | 40.2
4973 | 43.1
4974 | 40.1
4975 | 33.0
4976 | 30.1
4977 | 33.2
4978 | 87.8
4979 | 98.3
4980 | 107.3
4981 | 109.8
4982 | 97.3
4983 | 99.8
4984 | 107.5
4985 | 109.9
4986 | 36.9
4987 | 33.6
4988 | 30.5
4989 | 33.4
4990 | 30.4
4991 | 43.4
4992 | 40.3
4993 | 43.3
4994 | 40.3
4995 | 43.3
4996 | 40.3
4997 | 43.3
4998 | 40.2
4999 | 33.4
5000 | 30.6
5001 | 33.6
5002 | 90.5
5003 | 102.2
5004 | 109.7
5005 | 113.9
5006 | 101.3
5007 | 105.7
5008 | 111.5
5009 | 113.9
5010 | 36.9
5011 | 35.5
5012 | 32.5
5013 | 35.5
5014 | 32.5
5015 | 45.5
5016 | 42.5
5017 | 43.5
5018 | 40.5
5019 | 43.4
5020 | 40.3
5021 | 43.3
5022 | 40.2
5023 | 33.3
5024 | 30.4
5025 | 33.4
5026 | 93.4
5027 | 105.1
5028 | 112.2
5029 | 116.4
5030 | 103.2
5031 | 106.2
5032 | 113.4
5033 | 115.2
5034 | 38.8
5035 | 33.6
5036 | 32.7
5037 | 35.7
5038 | 32.6
5039 | 45.6
5040 | 42.5
5041 | 45.5
5042 | 42.5
5043 | 43.6
5044 | 40.6
5045 | 45.5
5046 | 40.6
5047 | 35.5
5048 | 32.5
5049 | 33.6
5050 | 91.2
5051 | 101.9
5052 | 110.3
5053 | 115.2
5054 | 101.9
5055 | 103.8
5056 | 110.3
5057 | 110.2
5058 | 38.9
5059 | 35.5
5060 | 32.5
5061 | 33.6
5062 | 30.6
5063 | 43.6
5064 | 40.6
5065 | 43.6
5066 | 40.6
5067 | 43.5
5068 | 40.1
5069 | 42.9
5070 | 39.8
5071 | 32.9
5072 | 29.9
5073 | 33.0
5074 | 89.9
5075 | 101.7
5076 | 109.4
5077 | 112.9
5078 | 101.1
5079 | 104.7
5080 | 110.0
5081 | 113.5
5082 | 36.1
5083 | 32.7
5084 | 29.8
5085 | 32.9
5086 | 29.9
5087 | 42.9
5088 | 39.8
5089 | 42.8
5090 | 39.8
5091 | 42.8
5092 | 39.8
5093 | 42.7
5094 | 39.8
5095 | 32.8
5096 | 30.0
5097 | 33.1
5098 | 30.1
5099 | 33.1
5100 | 30.2
5101 | 33.1
5102 | 29.9
5103 | 32.9
5104 | 30.0
5105 | 32.9
5106 | 30.0
5107 | 33.0
5108 | 29.9
5109 | 42.9
5110 | 39.9
5111 | 42.7
5112 | 39.7
5113 | 42.7
5114 | 39.7
5115 | 42.6
5116 | 39.6
5117 | 42.5
5118 | 39.5
5119 | 32.5
5120 | 29.7
5121 | 32.8
5122 | 29.8
5123 | 32.8
5124 | 29.7
5125 | 32.7
5126 | 29.7
5127 | 32.8
5128 | 30.2
5129 | 33.1
5130 | 30.2
5131 | 32.7
5132 | 29.7
5133 | 42.7
5134 | 39.7
5135 | 42.7
5136 | 39.8
5137 | 42.7
5138 | 39.7
5139 | 42.7
5140 | 39.7
5141 | 42.8
5142 | 39.7
5143 | 32.9
5144 | 30.1
5145 | 33.2
5146 | 90.7
5147 | 100.6
5148 | 109.7
5149 | 111.9
5150 | 101.9
5151 | 104.9
5152 | 111.3
5153 | 114.4
5154 | 36.5
5155 | 33.1
5156 | 30.1
5157 | 43.0
5158 | 40.0
5159 | 43.0
5160 | 40.1
5161 | 43.1
5162 | 40.3
5163 | 43.4
5164 | 40.4
5165 | 42.9
5166 | 40.0
5167 | 32.9
5168 | 30.0
5169 | 33.2
5170 | 88.4
5171 | 99.6
5172 | 107.9
5173 | 112.7
5174 | 100.1
5175 | 104.2
5176 | 111.2
5177 | 114.2
5178 | 36.1
5179 | 32.8
5180 | 29.8
5181 | 42.7
5182 | 39.7
5183 | 42.6
5184 | 39.7
5185 | 42.8
5186 | 39.7
5187 | 42.7
5188 | 39.6
5189 | 42.6
5190 | 39.6
5191 | 32.6
5192 | 29.8
5193 | 32.7
5194 | 89.2
5195 | 98.5
5196 | 106.8
5197 | 111.0
5198 | 99.7
5199 | 102.7
5200 | 109.3
5201 | 111.6
5202 | 36.1
5203 | 32.8
5204 | 29.7
5205 | 42.7
5206 | 39.7
5207 | 42.7
5208 | 39.5
5209 | 42.5
5210 | 39.4
5211 | 42.4
5212 | 39.4
5213 | 42.3
5214 | 39.3
5215 | 32.3
5216 | 29.5
5217 | 32.5
5218 | 85.7
5219 | 95.6
5220 | 104.1
5221 | 107.8
5222 | 96.4
5223 | 99.4
5224 | 106.5
5225 | 108.3
5226 | 35.8
5227 | 32.5
5228 | 29.5
5229 | 42.6
5230 | 39.5
5231 | 42.5
5232 | 39.5
5233 | 42.5
5234 | 39.5
5235 | 42.4
5236 | 39.4
5237 | 42.5
5238 | 39.5
5239 | 32.5
5240 | 29.5
5241 | 32.6
5242 | 86.6
5243 | 97.2
5244 | 104.2
5245 | 107.8
5246 | 96.5
5247 | 98.8
5248 | 105.4
5249 | 106.6
5250 | 36.0
5251 | 32.8
5252 | 29.7
5253 | 42.7
5254 | 39.7
5255 | 42.6
5256 | 39.6
5257 | 42.5
5258 | 39.5
5259 | 42.5
5260 | 39.5
5261 | 42.3
5262 | 39.5
5263 | 32.7
5264 | 29.8
5265 | 32.7
5266 | 29.5
5267 | 32.6
5268 | 29.7
5269 | 32.7
5270 | 29.7
5271 | 32.7
5272 | 29.8
5273 | 32.8
5274 | 29.7
5275 | 32.8
5276 | 29.7
5277 | 42.7
5278 | 39.7
5279 | 42.7
5280 | 39.8
5281 | 42.7
5282 | 39.6
5283 | 42.5
5284 | 39.6
5285 | 42.6
5286 | 39.6
5287 | 32.6
5288 | 29.7
5289 | 32.8
5290 | 29.9
5291 | 32.9
5292 | 29.9
5293 | 32.7
5294 | 29.8
5295 | 32.8
5296 | 29.7
5297 | 32.8
5298 | 29.8
5299 | 32.8
5300 | 29.9
5301 | 42.9
5302 | 39.9
5303 | 42.9
5304 | 39.9
5305 | 42.8
5306 | 39.9
5307 | 42.9
5308 | 39.9
5309 | 42.9
5310 | 39.9
5311 | 33.0
5312 | 29.9
5313 | 33.0
5314 | 85.0
5315 | 95.8
5316 | 103.1
5317 | 107.3
5318 | 94.9
5319 | 97.3
5320 | 103.2
5321 | 105.0
5322 | 36.2
5323 | 33.0
5324 | 29.9
5325 | 42.8
5326 | 39.9
5327 | 42.9
5328 | 40.0
5329 | 43.1
5330 | 40.1
5331 | 43.0
5332 | 39.9
5333 | 43.0
5334 | 40.2
5335 | 33.1
5336 | 30.3
5337 | 33.3
5338 | 83.6
5339 | 92.8
5340 | 100.6
5341 | 104.9
5342 | 93.6
5343 | 96.6
5344 | 106.9
5345 | 108.1
5346 | 36.7
5347 | 33.3
5348 | 30.3
5349 | 43.3
5350 | 40.3
5351 | 43.4
5352 | 40.3
5353 | 43.1
5354 | 40.1
5355 | 43.0
5356 | 39.8
5357 | 42.7
5358 | 39.6
5359 | 32.7
5360 | 29.8
5361 | 32.8
5362 | 86.7
5363 | 97.2
5364 | 105.1
5365 | 110.0
5366 | 97.4
5367 | 100.9
5368 | 108.1
5369 | 110.4
5370 | 36.2
5371 | 32.9
5372 | 29.8
5373 | 42.8
5374 | 39.7
5375 | 42.6
5376 | 39.6
5377 | 42.6
5378 | 39.5
5379 | 42.5
5380 | 39.5
5381 | 42.5
5382 | 39.5
5383 | 32.5
5384 | 29.5
5385 | 32.5
5386 | 85.9
5387 | 96.5
5388 | 104.2
5389 | 108.4
5390 | 96.4
5391 | 99.4
5392 | 105.2
5393 | 108.8
5394 | 35.8
5395 | 32.5
5396 | 29.4
5397 | 42.4
5398 | 39.4
5399 | 42.4
5400 | 39.4
5401 | 42.4
5402 | 39.2
5403 | 42.2
5404 | 39.3
5405 | 42.2
5406 | 39.2
5407 | 32.4
5408 | 29.5
5409 | 32.5
5410 | 87.7
5411 | 99.5
5412 | 106.7
5413 | 110.4
5414 | 99.3
5415 | 101.6
5416 | 109.5
5417 | 112.5
5418 | 36.5
5419 | 33.1
5420 | 30.0
5421 | 43.0
5422 | 39.9
5423 | 42.9
5424 | 39.9
5425 | 42.8
5426 | 39.8
5427 | 42.7
5428 | 39.7
5429 | 42.7
5430 | 39.7
5431 | 32.8
5432 | 30.0
5433 | 33.0
5434 | 30.2
5435 | 33.2
5436 | 30.2
5437 | 33.2
5438 | 30.4
5439 | 33.3
5440 | 30.2
5441 | 33.4
5442 | 30.5
5443 | 33.2
5444 | 30.2
5445 | 43.2
5446 | 40.4
5447 | 43.2
5448 | 40.2
5449 | 43.2
5450 | 40.1
5451 | 43.0
5452 | 40.0
5453 | 42.9
5454 | 39.9
5455 | 32.9
5456 | 30.0
5457 | 33.1
5458 | 30.4
5459 | 33.4
5460 | 30.5
5461 | 33.5
5462 | 30.6
5463 | 33.6
5464 | 30.5
5465 | 33.4
5466 | 30.5
5467 | 33.5
5468 | 30.5
5469 | 43.4
5470 | 40.5
5471 | 43.3
5472 | 40.3
5473 | 43.3
5474 | 40.2
5475 | 43.2
5476 | 40.1
5477 | 43.0
5478 | 40.0
5479 | 33.0
5480 | 30.2
5481 | 33.3
5482 | 91.5
5483 | 103.3
5484 | 114.2
5485 | 115.9
5486 | 102.7
5487 | 107.5
5488 | 113.9
5489 | 117.6
5490 | 36.7
5491 | 33.5
5492 | 30.5
5493 | 43.3
5494 | 40.4
5495 | 43.4
5496 | 40.3
5497 | 43.3
5498 | 40.2
5499 | 43.2
5500 | 40.2
5501 | 43.3
5502 | 40.3
5503 | 33.3
5504 | 30.3
5505 | 33.5
5506 | 89.9
5507 | 102.2
5508 | 109.2
5509 | 112.8
5510 | 101.0
5511 | 103.4
5512 | 109.9
5513 | 114.2
5514 | 38.9
5515 | 35.5
5516 | 30.6
5517 | 43.5
5518 | 40.5
5519 | 43.5
5520 | 40.5
5521 | 43.6
5522 | 40.5
5523 | 43.5
5524 | 40.5
5525 | 43.6
5526 | 40.6
5527 | 33.6
5528 | 32.5
5529 | 35.5
5530 | 91.9
5531 | 102.4
5532 | 108.9
5533 | 113.1
5534 | 99.9
5535 | 101.7
5536 | 106.9
5537 | 109.9
5538 | 38.8
5539 | 35.5
5540 | 32.5
5541 | 45.5
5542 | 42.5
5543 | 43.6
5544 | 40.6
5545 | 45.5
5546 | 42.5
5547 | 43.6
5548 | 40.6
5549 | 43.6
5550 | 42.5
5551 | 33.6
5552 | 32.5
5553 | 35.5
5554 | 91.9
5555 | 101.2
5556 | 108.9
5557 | 111.9
5558 | 99.4
5559 | 102.4
5560 | 108.8
5561 | 111.2
5562 | 38.8
5563 | 35.5
5564 | 32.5
5565 | 45.6
5566 | 42.6
5567 | 45.5
5568 | 42.5
5569 | 45.5
5570 | 42.5
5571 | 45.6
5572 | 42.6
5573 | 43.5
5574 | 40.4
5575 | 33.3
5576 | 30.0
5577 | 33.0
5578 | 85.7
5579 | 97.5
5580 | 105.1
5581 | 109.3
5582 | 97.4
5583 | 102.3
5584 | 109.4
5585 | 112.3
5586 | 36.3
5587 | 33.0
5588 | 29.9
5589 | 42.8
5590 | 39.7
5591 | 42.5
5592 | 39.5
5593 | 42.5
5594 | 39.5
5595 | 42.5
5596 | 39.5
5597 | 42.4
5598 | 39.4
5599 | 32.3
5600 | 29.4
5601 | 32.5
5602 | 29.5
5603 | 32.7
5604 | 29.6
5605 | 32.8
5606 | 29.7
5607 | 32.7
5608 | 29.8
5609 | 32.8
5610 | 29.7
5611 | 32.5
5612 | 29.5
5613 | 42.4
5614 | 39.5
5615 | 42.4
5616 | 39.4
5617 | 42.4
5618 | 39.5
5619 | 42.4
5620 | 39.5
5621 | 42.5
5622 | 39.6
5623 | 32.6
5624 | 29.9
5625 | 33.0
5626 | 30.1
5627 | 33.1
5628 | 30.2
5629 | 33.2
5630 | 30.2
5631 | 33.3
5632 | 30.3
5633 | 33.3
5634 | 30.3
5635 | 33.2
5636 | 30.3
5637 | 43.3
5638 | 40.3
5639 | 43.3
5640 | 40.2
5641 | 43.3
5642 | 40.3
5643 | 43.2
5644 | 40.2
5645 | 43.2
5646 | 40.3
5647 | 33.3
5648 | 30.1
5649 | 33.2
5650 | 88.0
5651 | 98.0
5652 | 105.7
5653 | 110.0
5654 | 98.2
5655 | 100.7
5656 | 106.5
5657 | 109.5
5658 | 36.5
5659 | 33.1
5660 | 30.2
5661 | 43.1
5662 | 40.1
5663 | 43.1
5664 | 40.1
5665 | 43.1
5666 | 40.2
5667 | 43.2
5668 | 40.3
5669 | 43.3
5670 | 40.2
5671 | 33.2
5672 | 30.3
5673 | 33.4
5674 | 89.6
5675 | 101.7
5676 | 108.2
5677 | 112.1
5678 | 99.7
5679 | 101.6
5680 | 109.2
5681 | 113.5
5682 | 36.2
5683 | 32.9
5684 | 29.7
5685 | 42.6
5686 | 39.5
5687 | 42.5
5688 | 39.3
5689 | 42.3
5690 | 39.2
5691 | 42.2
5692 | 39.2
5693 | 42.3
5694 | 39.3
5695 | 32.3
5696 | 29.4
5697 | 32.4
5698 | 85.7
5699 | 95.7
5700 | 104.0
5701 | 108.3
5702 | 96.4
5703 | 98.1
5704 | 104.0
5705 | 108.2
5706 | 35.8
5707 | 32.6
5708 | 29.5
5709 | 42.5
5710 | 39.5
5711 | 42.5
5712 | 39.5
5713 | 42.4
5714 | 39.4
5715 | 42.4
5716 | 39.4
5717 | 42.3
5718 | 39.2
5719 | 32.3
5720 | 29.5
5721 | 32.5
5722 | 84.6
5723 | 95.7
5724 | 103.5
5725 | 105.8
5726 | 94.6
5727 | 98.2
5728 | 104.1
5729 | 107.1
5730 | 35.7
5731 | 32.5
5732 | 29.5
5733 | 42.4
5734 | 39.4
5735 | 42.4
5736 | 39.3
5737 | 42.3
5738 | 39.3
5739 | 42.2
5740 | 39.1
5741 | 42.1
5742 | 39.0
5743 | 32.1
5744 | 29.2
5745 | 32.4
5746 | 83.8
5747 | 95.0
5748 | 102.7
5749 | 106.3
5750 | 94.5
5751 | 98.1
5752 | 104.7
5753 | 108.3
5754 | 35.8
5755 | 32.5
5756 | 29.5
5757 | 42.5
5758 | 39.4
5759 | 42.4
5760 | 39.5
5761 | 42.3
5762 | 39.6
5763 | 42.3
5764 | 39.1
5765 | 42.2
5766 | 39.2
5767 | 32.3
5768 | 29.5
5769 | 32.5
5770 | 29.6
5771 | 32.7
5772 | 29.7
5773 | 32.8
5774 | 29.8
5775 | 33.1
5776 | 30.0
5777 | 33.0
5778 | 30.0
5779 | 32.9
5780 | 29.9
5781 | 42.8
5782 | 39.8
5783 | 42.8
5784 | 39.8
5785 | 42.7
5786 | 39.7
5787 | 42.7
5788 | 39.6
5789 | 42.7
5790 | 39.6
5791 | 32.6
5792 | 29.8
5793 | 33.0
5794 | 30.2
5795 | 33.2
5796 | 30.4
5797 | 33.4
5798 | 30.4
5799 | 33.6
5800 | 30.5
5801 | 33.5
5802 | 30.6
5803 | 33.3
5804 | 30.3
5805 | 43.4
5806 | 40.4
5807 | 43.3
5808 | 40.3
5809 | 43.3
5810 | 40.3
5811 | 43.2
5812 | 40.2
5813 | 43.2
5814 | 40.3
5815 | 33.2
5816 | 30.3
5817 | 33.4
5818 | 89.1
5819 | 99.7
5820 | 107.4
5821 | 111.7
5822 | 102.2
5823 | 105.1
5824 | 111.6
5825 | 115.2
5826 | 36.8
5827 | 33.4
5828 | 30.4
5829 | 43.4
5830 | 40.4
5831 | 43.5
5832 | 40.5
5833 | 43.4
5834 | 40.5
5835 | 43.5
5836 | 40.4
5837 | 43.4
5838 | 40.2
5839 | 43.2
5840 | 30.3
5841 | 33.3
5842 | 90.3
5843 | 100.1
5844 | 107.2
5845 | 110.1
5846 | 98.9
5847 | 101.9
5848 | 108.5
5849 | 110.3
5850 | 36.6
5851 | 33.3
5852 | 40.3
5853 | 43.3
5854 | 40.3
5855 | 43.2
5856 | 40.2
5857 | 43.2
5858 | 40.1
5859 | 43.0
5860 | 40.1
5861 | 43.0
5862 | 40.1
5863 | 43.1
5864 | 30.4
5865 | 33.5
5866 | 89.3
5867 | 100.4
5868 | 109.3
5869 | 114.8
5870 | 101.8
5871 | 105.3
5872 | 111.8
5873 | 111.7
5874 | 36.9
5875 | 33.6
5876 | 40.5
5877 | 43.5
5878 | 40.5
5879 | 43.6
5880 | 40.5
5881 | 43.5
5882 | 40.4
5883 | 43.2
5884 | 40.2
5885 | 43.2
5886 | 40.1
5887 | 43.1
5888 | 30.2
5889 | 33.3
5890 | 90.9
5891 | 101.3
5892 | 109.6
5893 | 113.9
5894 | 102.6
5895 | 105.6
5896 | 112.0
5897 | 115.0
5898 | 36.7
5899 | 33.4
5900 | 40.4
5901 | 43.4
5902 | 40.5
5903 | 43.4
5904 | 40.4
5905 | 43.3
5906 | 40.3
5907 | 43.3
5908 | 40.3
5909 | 43.2
5910 | 40.2
5911 | 43.2
5912 | 30.3
5913 | 33.4
5914 | 89.8
5915 | 99.1
5916 | 105.6
5917 | 108.6
5918 | 96.2
5919 | 99.1
5920 | 105.4
5921 | 108.0
5922 | 36.7
5923 | 33.3
5924 | 40.1
5925 | 42.9
5926 | 39.9
5927 | 42.9
5928 | 39.9
5929 | 42.8
5930 | 39.8
5931 | 42.7
5932 | 39.7
5933 | 42.7
5934 | 39.6
5935 | 42.6
5936 | 29.6
5937 | 32.7
5938 | 29.6
5939 | 32.6
5940 | 29.5
5941 | 32.5
5942 | 29.4
5943 | 32.8
5944 | 29.9
5945 | 32.8
5946 | 29.9
5947 | 32.8
5948 | 39.7
5949 | 42.6
5950 | 39.6
5951 | 42.6
5952 | 39.5
5953 | 42.5
5954 | 39.5
5955 | 42.5
5956 | 39.5
5957 | 42.4
5958 | 39.3
5959 | 42.2
5960 | 29.5
5961 | 32.7
5962 | 29.8
5963 | 32.7
5964 | 29.8
5965 | 32.8
5966 | 29.7
5967 | 32.8
5968 | 29.8
5969 | 32.7
5970 | 29.7
5971 | 32.5
5972 | 39.6
5973 | 42.7
5974 | 39.6
5975 | 42.6
5976 | 39.6
5977 | 42.6
5978 | 39.8
5979 | 42.8
5980 | 39.7
5981 | 42.6
5982 | 39.7
5983 | 42.7
5984 | 29.9
5985 | 33.0
5986 | 88.7
5987 | 99.8
5988 | 108.7
5989 | 113.0
5990 | 101.2
5991 | 105.5
5992 | 112.7
5993 | 115.1
5994 | 36.7
5995 | 33.3
5996 | 40.3
5997 | 43.2
5998 | 40.2
5999 | 43.2
6000 | 40.1
6001 | 43.0
6002 | 40.0
6003 | 43.0
6004 | 40.0
6005 | 43.1
6006 | 40.1
6007 | 43.1
6008 | 30.2
6009 | 33.4
6010 | 91.0
6011 | 103.3
6012 | 111.1
6013 | 116.5
6014 | 105.2
6015 | 106.9
6016 | 113.5
6017 | 116.5
6018 | 36.8
6019 | 33.4
6020 | 42.6
6021 | 45.5
6022 | 40.5
6023 | 43.4
6024 | 40.3
6025 | 43.3
6026 | 40.4
6027 | 43.3
6028 | 40.4
6029 | 43.4
6030 | 40.5
6031 | 43.5
6032 | 30.6
6033 | 33.6
6034 | 93.1
6035 | 103.0
6036 | 110.7
6037 | 114.3
6038 | 102.4
6039 | 104.3
6040 | 107.6
6041 | 110.7
6042 | 36.9
6043 | 33.6
6044 | 40.6
6045 | 45.6
6046 | 42.5
6047 | 45.5
6048 | 42.5
6049 | 45.5
6050 | 40.3
6051 | 43.3
6052 | 40.3
6053 | 43.4
6054 | 40.4
6055 | 43.3
6056 | 30.1
6057 | 33.3
6058 | 84.2
6059 | 93.5
6060 | 100.0
6061 | 104.9
6062 | 91.8
6063 | 94.7
6064 | 100.0
6065 | 104.3
6066 | 36.8
6067 | 33.4
6068 | 40.4
6069 | 43.3
6070 | 40.3
6071 | 43.1
6072 | 40.0
6073 | 43.0
6074 | 39.9
6075 | 42.9
6076 | 39.9
6077 | 42.8
6078 | 39.6
6079 | 42.6
6080 | 29.6
6081 | 32.7
6082 | 81.7
6083 | 92.2
6084 | 100.0
6085 | 103.6
6086 | 93.8
6087 | 96.7
6088 | 103.8
6089 | 108.6
6090 | 36.3
6091 | 32.9
6092 | 39.9
6093 | 43.0
6094 | 39.9
6095 | 43.1
6096 | 40.1
6097 | 42.9
6098 | 39.9
6099 | 42.8
6100 | 39.8
6101 | 42.7
6102 | 39.6
6103 | 42.7
6104 | 29.9
6105 | 33.1
6106 | 30.2
6107 | 33.1
6108 | 30.1
6109 | 33.1
6110 | 30.1
6111 | 33.1
6112 | 30.1
6113 | 33.1
6114 | 30.1
6115 | 33.2
6116 | 40.3
6117 | 43.2
6118 | 40.2
6119 | 43.1
6120 | 40.2
6121 | 43.2
6122 | 40.2
6123 | 43.1
6124 | 40.0
6125 | 42.8
6126 | 39.8
6127 | 42.7
6128 | 29.7
6129 | 32.7
6130 | 29.8
6131 | 32.7
6132 | 29.8
6133 | 32.7
6134 | 29.7
6135 | 32.5
6136 | 29.6
6137 | 32.7
6138 | 29.5
6139 | 32.4
6140 | 39.1
6141 | 42.1
6142 | 39.1
6143 | 41.9
6144 | 38.8
6145 | 41.7
6146 | 38.6
6147 | 41.6
6148 | 38.5
6149 | 41.5
6150 | 38.5
6151 | 41.5
6152 | 28.7
6153 | 31.8
6154 | 78.6
6155 | 91.0
6156 | 98.8
6157 | 103.0
6158 | 91.8
6159 | 94.8
6160 | 101.3
6161 | 104.3
6162 | 35.4
6163 | 32.1
6164 | 39.0
6165 | 42.0
6166 | 38.9
6167 | 41.8
6168 | 38.9
6169 | 41.9
6170 | 38.8
6171 | 41.8
6172 | 38.7
6173 | 41.7
6174 | 38.8
6175 | 41.7
6176 | 28.9
6177 | 32.1
6178 | 83.1
6179 | 95.0
6180 | 102.7
6181 | 107.6
6182 | 96.4
6183 | 99.3
6184 | 106.5
6185 | 108.7
6186 | 35.7
6187 | 32.5
6188 | 39.5
6189 | 42.5
6190 | 39.5
6191 | 42.4
6192 | 39.4
6193 | 42.3
6194 | 39.3
6195 | 42.2
6196 | 39.2
6197 | 42.2
6198 | 39.2
6199 | 42.1
6200 | 29.5
6201 | 32.5
6202 | 85.9
6203 | 97.7
6204 | 105.4
6205 | 110.3
6206 | 98.4
6207 | 100.9
6208 | 107.4
6209 | 109.8
6210 | 36.2
6211 | 32.8
6212 | 39.9
6213 | 42.7
6214 | 39.7
6215 | 42.6
6216 | 39.6
6217 | 42.5
6218 | 39.5
6219 | 42.5
6220 | 39.5
6221 | 42.4
6222 | 39.4
6223 | 42.3
6224 | 29.6
6225 | 32.8
6226 | 88.0
6227 | 99.7
6228 | 106.7
6229 | 111.6
6230 | 98.4
6231 | 102.1
6232 | 107.4
6233 | 109.2
6234 | 36.2
6235 | 32.8
6236 | 39.7
6237 | 42.6
6238 | 39.6
6239 | 42.5
6240 | 39.5
6241 | 42.4
6242 | 39.3
6243 | 42.2
6244 | 39.3
6245 | 42.2
6246 | 39.3
6247 | 42.3
6248 | 29.6
6249 | 32.7
6250 | 86.0
6251 | 96.6
6252 | 105.4
6253 | 109.1
6254 | 96.6
6255 | 99.5
6256 | 105.5
6257 | 107.8
6258 | 35.9
6259 | 32.6
6260 | 39.8
6261 | 42.7
6262 | 39.8
6263 | 42.8
6264 | 39.7
6265 | 42.7
6266 | 39.6
6267 | 42.6
6268 | 39.6
6269 | 42.7
6270 | 39.7
6271 | 42.6
6272 | 29.7
6273 | 32.8
6274 | 29.8
6275 | 33.1
6276 | 30.1
6277 | 33.1
6278 | 30.1
6279 | 33.1
6280 | 30.3
6281 | 33.3
6282 | 30.3
6283 | 33.3
6284 | 40.3
6285 | 43.3
6286 | 40.3
6287 | 43.1
6288 | 40.1
6289 | 43.1
6290 | 40.1
6291 | 43.1
6292 | 40.1
6293 | 43.1
6294 | 40.0
6295 | 42.5
6296 | 29.4
6297 | 32.3
6298 | 29.2
6299 | 32.3
6300 | 29.5
6301 | 32.5
6302 | 29.5
6303 | 32.5
6304 | 29.4
6305 | 32.1
6306 | 29.0
6307 | 31.9
6308 | 38.8
6309 | 41.8
6310 | 38.8
6311 | 41.8
6312 | 38.7
6313 | 41.6
6314 | 38.6
6315 | 41.5
6316 | 38.5
6317 | 41.4
6318 | 38.4
6319 | 41.4
6320 | 28.5
6321 | 31.6
6322 | 77.8
6323 | 87.7
6324 | 96.2
6325 | 99.2
6326 | 87.3
6327 | 90.9
6328 | 97.8
6329 | 100.1
6330 | 35.0
6331 | 31.8
6332 | 38.9
6333 | 42.0
6334 | 39.1
6335 | 42.0
6336 | 38.9
6337 | 41.8
6338 | 38.8
6339 | 41.8
6340 | 38.7
6341 | 41.5
6342 | 38.5
6343 | 41.7
6344 | 28.8
6345 | 31.9
6346 | 78.0
6347 | 88.6
6348 | 97.0
6349 | 99.4
6350 | 87.6
6351 | 90.6
6352 | 97.8
6353 | 100.8
6354 | 35.6
6355 | 32.3
6356 | 39.5
6357 | 42.5
6358 | 39.4
6359 | 42.2
6360 | 39.1
6361 | 42.1
6362 | 39.1
6363 | 42.0
6364 | 38.9
6365 | 41.9
6366 | 38.8
6367 | 41.7
6368 | 28.8
6369 | 32.0
6370 | 78.0
6371 | 90.2
6372 | 98.1
6373 | 103.7
6374 | 91.1
6375 | 95.2
6376 | 102.3
6377 | 106.0
6378 | 35.6
6379 | 32.4
6380 | 39.4
6381 | 42.5
6382 | 39.3
6383 | 42.2
6384 | 39.3
6385 | 42.2
6386 | 39.1
6387 | 42.0
6388 | 38.5
6389 | 41.4
6390 | 38.4
6391 | 41.5
6392 | 28.9
6393 | 32.1
6394 | 82.0
6395 | 93.8
6396 | 102.2
6397 | 105.8
6398 | 93.8
6399 | 96.8
6400 | 103.4
6401 | 107.1
6402 | 36.0
6403 | 32.5
6404 | 39.6
6405 | 42.6
6406 | 39.5
6407 | 42.6
6408 | 39.5
6409 | 42.5
6410 | 39.5
6411 | 42.4
6412 | 39.3
6413 | 42.1
6414 | 39.3
6415 | 42.2
6416 | 29.2
6417 | 32.2
6418 | 80.7
6419 | 90.6
6420 | 99.1
6421 | 102.7
6422 | 91.5
6423 | 93.2
6424 | 99.1
6425 | 101.4
6426 | 35.7
6427 | 32.5
6428 | 39.4
6429 | 42.3
6430 | 39.3
6431 | 42.3
6432 | 39.3
6433 | 42.2
6434 | 39.2
6435 | 42.1
6436 | 39.1
6437 | 42.0
6438 | 39.0
6439 | 42.0
6440 | 29.1
6441 | 32.2
6442 | 29.2
6443 | 32.2
6444 | 29.2
6445 | 32.2
6446 | 29.3
6447 | 32.1
6448 | 29.0
6449 | 32.3
6450 | 29.2
6451 | 32.2
6452 | 39.1
6453 | 42.0
6454 | 39.0
6455 | 41.9
6456 | 38.8
6457 | 41.9
6458 | 38.8
6459 | 41.8
6460 | 38.8
6461 | 41.7
6462 | 38.8
6463 | 41.5
6464 | 28.5
6465 | 31.7
6466 | 28.8
6467 | 31.9
6468 | 29.0
6469 | 32.2
6470 | 29.3
6471 | 32.3
6472 | 29.4
6473 | 32.4
6474 | 29.4
6475 | 32.5
6476 | 39.5
6477 | 42.5
6478 | 39.5
6479 | 42.5
6480 | 39.5
6481 | 42.5
6482 | 39.5
6483 | 42.5
6484 | 39.5
6485 | 42.5
6486 | 39.5
6487 | 42.6
6488 | 29.6
6489 | 32.6
6490 | 81.2
6491 | 92.3
6492 | 100.8
6493 | 103.7
6494 | 92.6
6495 | 95.1
6496 | 102.8
6497 | 105.8
6498 | 36.5
6499 | 33.1
6500 | 40.1
6501 | 43.1
6502 | 40.1
6503 | 43.1
6504 | 40.1
6505 | 43.1
6506 | 40.1
6507 | 43.2
6508 | 40.3
6509 | 43.3
6510 | 40.2
6511 | 43.2
6512 | 30.3
6513 | 33.3
6514 | 87.3
6515 | 97.2
6516 | 104.3
6517 | 108.1
6518 | 94.8
6519 | 97.2
6520 | 103.1
6521 | 104.2
6522 | 36.6
6523 | 33.3
6524 | 40.3
6525 | 43.3
6526 | 40.5
6527 | 43.5
6528 | 40.3
6529 | 43.3
6530 | 40.5
6531 | 43.6
6532 | 40.4
6533 | 43.5
6534 | 40.6
6535 | 43.6
6536 | 32.5
6537 | 33.6
6538 | 86.9
6539 | 96.1
6540 | 103.8
6541 | 107.3
6542 | 93.5
6543 | 92.4
6544 | 98.7
6545 | 101.7
6546 | 35.8
6547 | 32.5
6548 | 39.5
6549 | 42.3
6550 | 39.1
6551 | 42.0
6552 | 38.9
6553 | 41.8
6554 | 38.6
6555 | 41.5
6556 | 38.5
6557 | 41.4
6558 | 38.3
6559 | 41.3
6560 | 28.3
6561 | 31.4
6562 | 80.0
6563 | 88.9
6564 | 95.1
6565 | 98.0
6566 | 85.0
6567 | 87.8
6568 | 94.0
6569 | 97.9
6570 | 35.1
6571 | 41.7
6572 | 38.7
6573 | 41.7
6574 | 38.7
6575 | 41.6
6576 | 38.6
6577 | 41.5
6578 | 38.4
6579 | 41.4
6580 | 38.3
6581 | 41.3
6582 | 36.6
6583 | 39.6
6584 | 26.6
6585 | 29.6
6586 | 80.0
6587 | 88.9
6588 | 95.8
6589 | 98.4
6590 | 86.3
6591 | 88.9
6592 | 96.0
6593 | 99.0
6594 | 32.8
6595 | 39.5
6596 | 36.5
6597 | 39.5
6598 | 36.5
6599 | 39.5
6600 | 36.5
6601 | 39.6
6602 | 36.5
6603 | 39.5
6604 | 36.6
6605 | 39.5
6606 | 36.6
6607 | 39.5
6608 | 26.6
6609 | 29.6
6610 | 26.6
6611 | 29.6
6612 | 26.6
6613 | 29.6
6614 | 26.6
6615 | 29.6
6616 | 26.6
6617 | 29.6
6618 | 26.6
6619 | 39.6
6620 | 36.6
6621 | 39.6
6622 | 36.6
6623 | 41.3
6624 | 36.6
6625 | 39.6
6626 | 38.3
6627 | 41.3
6628 | 36.6
6629 | 39.6
6630 | 36.6
6631 | 39.6
6632 | 26.6
6633 | 29.6
6634 | 26.6
6635 | 29.6
6636 | 28.3
6637 | 31.4
6638 | 28.5
6639 | 31.5
6640 | 28.5
6641 | 31.5
6642 | 28.5
6643 | 41.5
6644 | 38.5
6645 | 41.4
6646 | 38.3
6647 | 39.6
6648 | 36.6
6649 | 39.5
6650 | 36.5
6651 | 39.5
6652 | 36.5
6653 | 39.6
6654 | 36.6
6655 | 39.6
6656 | 26.6
6657 | 29.6
6658 | 80.2
6659 | 89.1
6660 | 94.4
6661 | 97.2
6662 | 84.3
6663 | 87.2
6664 | 93.6
6665 | 96.8
6666 | 35.0
6667 | 41.6
6668 | 38.5
6669 | 41.4
6670 | 38.3
6671 | 41.4
6672 | 36.6
6673 | 39.6
6674 | 36.6
6675 | 39.6
6676 | 36.6
6677 | 39.6
6678 | 36.6
6679 | 39.6
6680 | 28.4
6681 | 31.6
6682 | 78.3
6683 | 86.9
6684 | 93.5
6685 | 96.5
6686 | 84.0
6687 | 87.3
6688 | 94.0
6689 | 97.0
6690 | 35.5
6691 | 42.3
6692 | 39.2
6693 | 42.2
6694 | 39.1
6695 | 42.0
6696 | 38.9
6697 | 42.0
6698 | 38.8
6699 | 41.7
6700 | 38.8
6701 | 41.7
6702 | 38.6
6703 | 41.6
6704 | 28.8
6705 | 31.9
6706 | 79.1
6707 | 87.4
6708 | 93.8
6709 | 96.9
6710 | 84.5
6711 | 87.5
6712 | 94.1
6713 | 97.0
6714 | 35.4
6715 | 42.1
6716 | 39.1
6717 | 42.0
6718 | 39.1
6719 | 41.9
6720 | 38.9
6721 | 41.8
6722 | 38.8
6723 | 41.7
6724 | 38.8
6725 | 41.9
6726 | 38.7
6727 | 41.7
6728 | 28.9
6729 | 32.0
6730 | 78.1
6731 | 87.3
6732 | 93.8
6733 | 96.8
6734 | 84.3
6735 | 87.3
6736 | 93.9
6737 | 96.9
6738 | 35.4
6739 | 42.1
6740 | 39.2
6741 | 42.2
6742 | 39.2
6743 | 42.2
6744 | 39.2
6745 | 42.1
6746 | 39.2
6747 | 42.3
6748 | 39.3
6749 | 42.3
6750 | 39.3
6751 | 42.3
6752 | 29.3
6753 | 32.4
6754 | 78.4
6755 | 88.0
6756 | 94.6
6757 | 97.6
6758 | 85.3
6759 | 88.4
6760 | 94.8
6761 | 97.8
6762 | 36.1
6763 | 42.6
6764 | 39.6
6765 | 42.6
6766 | 39.5
6767 | 42.4
6768 | 39.0
6769 | 41.9
6770 | 38.7
6771 | 41.3
6772 | 36.6
6773 | 39.5
6774 | 36.4
6775 | 39.3
6776 | 26.4
6777 | 29.5
6778 | 26.6
6779 | 29.6
6780 | 28.3
6781 | 31.3
6782 | 28.3
6783 | 31.4
6784 | 28.4
6785 | 31.4
6786 | 28.3
6787 | 41.4
6788 | 38.3
6789 | 41.3
6790 | 38.3
6791 | 39.6
6792 | 36.6
6793 | 39.4
6794 | 36.5
6795 | 39.5
6796 | 36.4
6797 | 39.4
6798 | 36.4
6799 | 39.4
6800 | 26.5
6801 | 29.6
6802 | 28.4
6803 | 31.6
6804 | 28.7
6805 | 31.7
6806 | 28.9
6807 | 31.9
6808 | 28.9
6809 | 31.9
6810 | 28.8
6811 | 41.7
6812 | 38.7
6813 | 41.6
6814 | 38.6
6815 | 41.5
6816 | 38.5
6817 | 41.5
6818 | 38.3
6819 | 41.3
6820 | 36.6
6821 | 39.6
6822 | 36.6
6823 | 39.6
6824 | 28.3
6825 | 31.6
6826 | 77.9
6827 | 87.4
6828 | 93.9
6829 | 97.0
6830 | 84.5
6831 | 87.4
6832 | 94.1
6833 | 97.2
6834 | 35.6
6835 | 42.2
6836 | 39.2
6837 | 42.1
6838 | 39.0
6839 | 42.0
6840 | 38.7
6841 | 41.9
6842 | 39.0
6843 | 42.1
6844 | 39.0
6845 | 42.1
6846 | 39.2
6847 | 42.2
6848 | 29.3
6849 | 32.3
6850 | 78.5
6851 | 87.9
6852 | 94.3
6853 | 97.3
6854 | 84.7
6855 | 87.8
6856 | 94.3
6857 | 97.3
6858 | 35.7
6859 | 42.5
6860 | 39.5
6861 | 42.4
6862 | 39.1
6863 | 42.1
6864 | 39.0
6865 | 42.0
6866 | 38.9
6867 | 41.9
6868 | 38.8
6869 | 41.6
6870 | 38.6
6871 | 41.5
6872 | 28.6
6873 | 31.7
6874 | 78.9
6875 | 87.4
6876 | 93.7
6877 | 96.7
6878 | 84.2
6879 | 87.1
6880 | 93.6
6881 | 96.5
6882 | 34.9
6883 | 41.7
6884 | 38.7
6885 | 41.7
6886 | 38.6
6887 | 41.6
6888 | 38.5
6889 | 41.4
6890 | 38.3
6891 | 39.6
6892 | 36.6
6893 | 39.6
6894 | 36.5
6895 | 39.4
6896 | 26.5
6897 | 29.6
6898 | 78.1
6899 | 87.1
6900 | 94.4
6901 | 97.1
6902 | 83.7
6903 | 87.1
6904 | 93.5
6905 | 96.5
6906 | 34.6
6907 | 41.3
6908 | 36.6
6909 | 39.6
6910 | 36.6
6911 | 39.6
6912 | 36.5
6913 | 39.5
6914 | 36.6
6915 | 39.6
6916 | 36.5
6917 | 39.5
6918 | 36.6
6919 | 39.6
6920 | 26.6
6921 | 31.3
6922 | 79.5
6923 | 87.9
6924 | 93.9
6925 | 96.2
6926 | 84.2
6927 | 86.6
6928 | 93.4
6929 | 96.7
6930 | 32.9
6931 | 39.6
6932 | 36.6
6933 | 39.6
6934 | 36.5
6935 | 39.4
6936 | 36.4
6937 | 39.4
6938 | 36.3
6939 | 39.3
6940 | 36.3
6941 | 39.3
6942 | 36.3
6943 | 39.3
6944 | 26.3
6945 | 29.4
6946 | 26.3
6947 | 29.3
6948 | 26.3
6949 | 29.3
6950 | 26.2
6951 | 29.3
6952 | 26.1
6953 | 29.1
6954 | 26.1
6955 | 36.5
6956 | 33.5
6957 | 36.5
6958 | 33.5
6959 | 36.5
6960 | 33.5
6961 | 36.5
6962 | 33.5
6963 | 36.5
6964 | 33.5
6965 | 36.5
6966 | 33.5
6967 | 36.5
6968 | 23.5
6969 | 26.5
6970 | 23.5
6971 | 26.5
6972 | 23.5
6973 | 26.5
6974 | 23.5
6975 | 26.5
6976 | 23.5
6977 | 26.5
6978 | 23.5
6979 | 36.5
6980 | 33.5
6981 | 36.5
6982 | 33.5
6983 | 36.5
6984 | 33.5
6985 | 36.5
6986 | 33.5
6987 | 36.5
6988 | 33.5
6989 | 36.5
6990 | 33.5
6991 | 36.5
6992 | 23.5
6993 | 26.5
6994 | 79.4
6995 | 87.7
6996 | 93.9
6997 | 98.5
6998 | 86.0
6999 | 88.1
7000 | 94.6
7001 | 97.6
7002 | 32.3
7003 | 39.1
7004 | 36.1
7005 | 39.1
7006 | 36.1
7007 | 39.1
7008 | 36.1
7009 | 39.1
7010 | 36.1
7011 | 39.1
7012 | 36.1
7013 | 39.2
7014 | 36.2
7015 | 39.2
7016 | 26.2
7017 | 29.3
7018 | 79.1
7019 | 87.5
7020 | 92.6
7021 | 96.1
7022 | 83.8
7023 | 86.8
7024 | 93.4
7025 | 96.4
7026 | 34.8
7027 | 41.6
7028 | 38.5
7029 | 41.5
7030 | 38.4
7031 | 41.4
7032 | 38.3
7033 | 41.3
7034 | 36.6
7035 | 39.6
7036 | 36.6
7037 | 39.4
7038 | 36.6
7039 | 39.5
7040 | 26.6
7041 | 31.4
7042 | 79.2
7043 | 87.0
7044 | 93.6
7045 | 96.7
7046 | 84.4
7047 | 87.3
7048 | 93.9
7049 | 96.8
7050 | 35.3
7051 | 42.1
7052 | 39.1
7053 | 42.1
7054 | 38.9
7055 | 41.9
7056 | 38.5
7057 | 41.6
7058 | 38.5
7059 | 41.3
7060 | 38.4
7061 | 41.3
7062 | 36.6
7063 | 39.6
7064 | 26.6
7065 | 31.5
7066 | 79.3
7067 | 87.1
7068 | 93.8
7069 | 96.9
7070 | 84.5
7071 | 87.5
7072 | 94.0
7073 | 97.0
7074 | 35.5
7075 | 42.3
7076 | 39.2
7077 | 42.2
7078 | 39.1
7079 | 42.1
7080 | 39.1
7081 | 42.0
7082 | 38.7
7083 | 41.5
7084 | 36.6
7085 | 39.6
7086 | 36.4
7087 | 39.4
7088 | 26.4
7089 | 29.5
7090 | 77.9
7091 | 86.6
7092 | 93.1
7093 | 96.0
7094 | 82.9
7095 | 85.9
7096 | 92.4
7097 | 95.7
7098 | 32.6
7099 | 39.3
7100 | 36.3
7101 | 39.2
7102 | 36.1
7103 | 36.5
7104 | 33.5
7105 | 36.5
7106 | 33.5
7107 | 36.5
7108 | 33.5
7109 | 36.5
7110 | 33.5
7111 | 36.5
7112 | 23.5
7113 | 26.5
7114 | 26.1
7115 | 29.4
7116 | 26.4
7117 | 29.4
7118 | 26.5
7119 | 29.6
7120 | 28.3
7121 | 31.3
7122 | 28.3
7123 | 41.3
7124 | 38.3
7125 | 41.3
7126 | 38.4
7127 | 41.4
7128 | 38.5
7129 | 41.5
7130 | 38.6
7131 | 41.6
7132 | 38.7
7133 | 41.6
7134 | 38.7
7135 | 41.7
7136 | 28.7
7137 | 31.8
7138 | 28.7
7139 | 31.9
7140 | 29.1
7141 | 32.1
7142 | 29.3
7143 | 32.4
7144 | 29.0
7145 | 32.0
7146 | 28.8
7147 | 41.4
7148 | 36.6
7149 | 39.5
7150 | 36.4
7151 | 39.3
7152 | 36.3
7153 | 39.3
7154 | 36.3
7155 | 39.2
7156 | 36.2
7157 | 39.1
7158 | 36.2
7159 | 39.1
7160 | 26.2
7161 | 29.3
7162 | 79.8
7163 | 88.4
7164 | 94.3
7165 | 97.0
7166 | 83.9
7167 | 86.1
7168 | 92.5
7169 | 96.1
7170 | 32.6
7171 | 39.5
7172 | 36.3
7173 | 39.2
7174 | 36.1
7175 | 39.2
7176 | 36.2
7177 | 39.1
7178 | 33.5
7179 | 36.5
7180 | 33.5
7181 | 36.5
7182 | 33.5
7183 | 36.5
7184 | 23.5
7185 | 29.2
7186 | 80.1
7187 | 88.5
7188 | 93.9
7189 | 98.2
7190 | 84.1
7191 | 87.1
7192 | 93.6
7193 | 96.9
7194 | 32.8
7195 | 39.6
7196 | 36.6
7197 | 39.6
7198 | 36.6
7199 | 39.6
7200 | 36.6
7201 | 41.3
7202 | 38.3
7203 | 41.3
7204 | 38.3
7205 | 41.5
7206 | 38.5
7207 | 41.6
7208 | 28.6
7209 | 31.8
7210 | 79.5
7211 | 88.5
7212 | 95.1
7213 | 98.2
7214 | 85.8
7215 | 88.5
7216 | 94.8
7217 | 97.4
7218 | 35.9
7219 | 42.7
7220 | 39.8
7221 | 42.9
7222 | 39.9
7223 | 42.9
7224 | 39.9
7225 | 42.9
7226 | 40.0
7227 | 43.0
7228 | 39.7
7229 | 42.5
7230 | 39.5
7231 | 42.5
7232 | 29.5
7233 | 32.5
7234 | 78.6
7235 | 87.9
7236 | 94.2
7237 | 96.5
7238 | 84.0
7239 | 87.1
7240 | 93.5
7241 | 96.3
7242 | 32.9
7243 | 39.6
7244 | 36.6
7245 | 39.6
7246 | 36.6
7247 | 39.6
7248 | 36.5
7249 | 39.4
7250 | 36.4
7251 | 39.3
7252 | 36.3
7253 | 39.2
7254 | 36.2
7255 | 39.1
7256 | 26.1
7257 | 29.3
7258 | 78.6
7259 | 86.9
7260 | 92.9
7261 | 95.6
7262 | 83.1
7263 | 86.4
7264 | 92.5
7265 | 96.3
7266 | 32.6
7267 | 39.3
7268 | 36.3
7269 | 39.3
7270 | 36.2
7271 | 39.2
7272 | 36.1
7273 | 39.1
7274 | 33.5
7275 | 36.5
7276 | 33.5
7277 | 36.5
7278 | 33.5
7279 | 36.5
7280 | 23.5
7281 | 29.1
7282 | 26.1
7283 | 29.2
7284 | 26.2
7285 | 29.3
7286 | 26.3
7287 | 29.4
7288 | 26.4
7289 | 29.4
7290 | 26.5
7291 | 39.6
7292 | 36.5
7293 | 39.5
7294 | 36.4
7295 | 39.4
7296 | 36.4
7297 | 39.5
7298 | 36.4
7299 | 39.5
7300 | 36.5
7301 | 39.6
7302 | 36.6
7303 | 41.3
7304 | 28.3
7305 | 31.5
7306 | 28.6
7307 | 31.7
7308 | 28.7
7309 | 31.8
7310 | 28.9
7311 | 32.0
7312 | 29.1
7313 | 32.0
7314 | 28.9
7315 | 41.8
7316 | 38.9
7317 | 41.9
7318 | 38.9
7319 | 41.8
7320 | 38.8
7321 | 41.7
7322 | 38.6
7323 | 41.5
7324 | 36.6
7325 | 41.3
7326 | 36.6
7327 | 41.3
7328 | 28.3
7329 | 31.4
7330 | 79.3
7331 | 88.0
7332 | 93.9
7333 | 96.9
7334 | 84.2
7335 | 87.5
7336 | 93.4
7337 | 96.7
7338 | 34.8
7339 | 41.5
7340 | 38.5
7341 | 41.4
7342 | 38.3
7343 | 39.6
7344 | 36.6
7345 | 39.6
7346 | 36.6
7347 | 39.4
7348 | 36.4
7349 | 39.4
7350 | 36.4
7351 | 39.3
7352 | 26.3
7353 | 29.6
7354 | 80.0
7355 | 88.2
7356 | 93.5
7357 | 96.6
7358 | 84.3
7359 | 87.2
7360 | 93.8
7361 | 96.7
7362 | 35.0
7363 | 41.8
7364 | 38.9
7365 | 41.7
7366 | 38.6
7367 | 41.7
7368 | 38.6
7369 | 41.5
7370 | 38.4
7371 | 41.4
7372 | 36.6
7373 | 39.6
7374 | 36.6
7375 | 41.3
7376 | 26.5
7377 | 31.5
7378 | 79.0
7379 | 87.1
7380 | 93.7
7381 | 96.7
7382 | 84.2
7383 | 87.2
7384 | 93.7
7385 | 97.0
7386 | 35.2
7387 | 42.0
7388 | 39.0
7389 | 42.0
7390 | 38.9
7391 | 42.0
7392 | 39.1
7393 | 42.1
7394 | 39.0
7395 | 41.9
7396 | 38.8
7397 | 41.8
7398 | 38.7
7399 | 41.8
7400 | 28.8
7401 | 32.0
7402 | 79.1
7403 | 88.2
7404 | 94.7
7405 | 97.5
7406 | 85.0
7407 | 88.0
7408 | 94.6
7409 | 97.3
7410 | 35.8
7411 | 42.5
7412 | 39.6
7413 | 42.8
7414 | 39.7
7415 | 42.7
7416 | 39.7
7417 | 42.7
7418 | 39.7
7419 | 42.7
7420 | 39.7
7421 | 42.7
7422 | 39.6
7423 | 42.7
7424 | 29.7
7425 | 32.7
7426 | 78.8
7427 | 88.2
7428 | 94.7
7429 | 97.6
7430 | 85.2
7431 | 88.2
7432 | 94.7
7433 | 97.7
7434 | 36.1
7435 | 42.8
7436 | 39.8
7437 | 42.8
7438 | 39.9
7439 | 42.9
7440 | 39.6
7441 | 42.5
7442 | 39.4
7443 | 42.3
7444 | 39.0
7445 | 41.9
7446 | 38.9
7447 | 41.8
7448 | 28.8
7449 | 31.9
7450 | 28.9
7451 | 31.8
7452 | 28.7
7453 | 31.7
7454 | 28.8
7455 | 31.6
7456 | 28.6
7457 | 31.5
7458 | 28.3
7459 | 39.6
7460 | 36.6
7461 | 39.5
7462 | 36.5
7463 | 39.4
7464 | 36.4
7465 | 39.3
7466 | 36.3
7467 | 39.2
7468 | 36.2
7469 | 39.2
7470 | 36.2
7471 | 39.1
7472 | 26.1
7473 | 29.2
7474 | 26.3
7475 | 29.3
7476 | 26.4
7477 | 29.4
7478 | 26.4
7479 | 29.4
7480 | 26.4
7481 | 29.3
7482 | 26.3
7483 | 39.3
7484 | 36.3
7485 | 39.2
7486 | 36.3
7487 | 39.2
7488 | 36.2
7489 | 39.1
7490 | 33.5
7491 | 36.5
7492 | 33.5
7493 | 36.5
7494 | 33.5
7495 | 36.5
7496 | 23.5
7497 | 29.1
7498 | 80.3
7499 | 88.6
7500 | 94.3
7501 | 96.4
7502 | 83.8
7503 | 86.3
7504 | 93.7
7505 | 96.8
7506 | 32.8
7507 | 39.6
7508 | 36.6
7509 | 39.6
7510 | 36.6
7511 | 39.6
7512 | 36.6
7513 | 39.6
7514 | 36.5
7515 | 39.5
7516 | 36.6
7517 | 39.6
7518 | 36.6
7519 | 41.3
7520 | 28.3
7521 | 31.6
7522 | 80.1
7523 | 89.1
7524 | 95.6
7525 | 98.6
7526 | 86.6
7527 | 89.6
7528 | 96.1
7529 | 99.3
7530 | 35.0
7531 | 41.7
7532 | 38.7
7533 | 41.6
7534 | 38.5
7535 | 41.6
7536 | 38.4
7537 | 41.5
7538 | 38.3
7539 | 41.3
7540 | 38.3
7541 | 41.3
7542 | 38.3
7543 | 41.3
7544 | 28.3
7545 | 31.3
7546 | 81.4
7547 | 90.1
7548 | 96.3
7549 | 99.1
7550 | 86.9
7551 | 89.3
7552 | 94.8
7553 | 97.8
7554 | 35.0
7555 | 41.6
7556 | 38.6
7557 | 41.4
7558 | 38.5
7559 | 41.4
7560 | 38.4
7561 | 41.3
7562 | 38.4
7563 | 41.4
7564 | 38.5
7565 | 41.5
7566 | 38.4
7567 | 41.4
7568 | 28.5
7569 | 31.6
7570 | 80.7
7571 | 89.4
7572 | 95.9
7573 | 98.7
7574 | 86.5
7575 | 89.5
7576 | 96.0
7577 | 98.5
7578 | 35.1
7579 | 42.0
7580 | 38.9
7581 | 41.9
7582 | 38.9
7583 | 41.8
7584 | 38.5
7585 | 39.6
7586 | 36.6
7587 | 39.5
7588 | 36.5
7589 | 39.6
7590 | 36.5
7591 | 39.5
7592 | 26.5
7593 | 29.4
7594 | 77.7
7595 | 86.9
7596 | 93.1
7597 | 95.8
7598 | 83.8
7599 | 86.8
7600 | 93.8
7601 | 97.4
7602 | 32.4
7603 | 39.1
7604 | 36.1
7605 | 39.1
7606 | 33.5
7607 | 36.5
7608 | 33.5
7609 | 36.5
7610 | 33.5
7611 | 36.5
7612 | 33.5
7613 | 36.5
7614 | 33.5
7615 | 36.5
7616 | 23.5
7617 | 26.5
7618 | 23.5
7619 | 26.5
7620 | 23.5
7621 | 29.1
7622 | 26.1
7623 | 29.1
7624 | 23.5
7625 | 26.5
7626 | 23.5
7627 | 36.5
7628 | 33.5
7629 | 36.5
7630 | 33.5
7631 | 36.5
7632 | 33.5
7633 | 36.5
7634 | 33.5
7635 | 36.5
7636 | 33.5
7637 | 36.5
7638 | 33.5
7639 | 36.5
7640 | 23.5
7641 | 26.5
7642 | 23.5
7643 | 29.1
7644 | 26.1
7645 | 29.3
7646 | 26.4
7647 | 29.4
7648 | 26.5
7649 | 29.4
7650 | 26.4
7651 | 39.4
7652 | 36.3
7653 | 39.3
7654 | 36.3
7655 | 39.3
7656 | 36.2
7657 | 39.2
7658 | 36.3
7659 | 39.2
7660 | 36.1
7661 | 39.1
7662 | 36.1
7663 | 39.1
7664 | 26.2
7665 | 29.4
7666 | 78.6
7667 | 86.4
7668 | 93.7
7669 | 96.2
7670 | 83.7
7671 | 86.7
7672 | 93.2
7673 | 96.1
7674 | 34.6
7675 | 41.3
7676 | 38.3
7677 | 41.3
7678 | 36.5
7679 | 39.5
7680 | 36.5
7681 | 39.2
7682 | 36.1
7683 | 36.5
7684 | 33.5
7685 | 36.5
7686 | 33.5
7687 | 36.5
7688 | 23.5
7689 | 26.5
7690 | 79.1
7691 | 87.7
7692 | 96.1
7693 | 98.6
7694 | 85.8
7695 | 88.6
7696 | 95.4
7697 | 98.7
7698 | 32.4
7699 | 39.2
7700 | 36.2
7701 | 39.2
7702 | 36.2
7703 | 39.2
7704 | 36.3
7705 | 39.3
7706 | 36.1
7707 | 36.5
7708 | 36.3
7709 | 39.3
7710 | 36.3
7711 | 39.1
7712 | 26.1
7713 | 29.3
7714 | 79.0
7715 | 89.4
7716 | 95.6
7717 | 98.6
7718 | 86.1
7719 | 89.1
7720 | 95.4
7721 | 98.4
7722 | 34.7
7723 | 41.6
7724 | 38.6
7725 | 41.6
7726 | 38.7
7727 | 41.8
7728 | 38.8
7729 | 41.8
7730 | 38.8
7731 | 41.9
7732 | 38.9
7733 | 42.0
7734 | 39.0
7735 | 42.0
7736 | 29.1
7737 | 32.1
7738 | 79.3
7739 | 88.6
7740 | 95.2
7741 | 98.2
7742 | 85.7
7743 | 88.8
7744 | 94.7
7745 | 97.9
7746 | 35.5
7747 | 42.4
7748 | 39.5
7749 | 42.4
7750 | 39.5
7751 | 42.5
7752 | 39.5
7753 | 42.5
7754 | 39.5
7755 | 42.4
7756 | 39.2
7757 | 41.8
7758 | 38.5
7759 | 41.3
7760 | 26.6
7761 | 29.6
7762 | 78.9
7763 | 87.6
7764 | 93.6
7765 | 96.6
7766 | 83.4
7767 | 86.4
7768 | 93.1
7769 | 96.7
7770 | 32.3
7771 | 36.5
7772 | 33.5
7773 | 36.5
7774 | 33.5
7775 | 36.5
7776 | 33.5
7777 | 36.5
7778 | 33.5
7779 | 36.5
7780 | 33.5
7781 | 36.5
7782 | 33.5
7783 | 36.5
7784 | 23.5
7785 | 26.5
7786 | 23.5
7787 | 26.5
7788 | 26.1
7789 | 26.5
7790 | 26.1
7791 | 29.1
7792 | 26.1
7793 | 29.2
7794 | 26.3
7795 | 39.3
7796 | 36.3
7797 | 39.3
7798 | 36.3
7799 | 39.3
7800 | 36.4
7801 | 39.5
7802 | 38.3
7803 | 41.5
7804 | 38.4
7805 | 41.3
7806 | 36.6
7807 | 39.6
7808 | 26.6
7809 | 29.6
7810 | 26.4
7811 | 29.3
7812 | 26.1
7813 | 29.1
7814 | 26.1
7815 | 29.1
7816 | 26.1
7817 | 29.1
7818 | 26.1
7819 | 36.5
7820 | 33.5
7821 | 36.5
7822 | 33.5
7823 | 36.5
7824 | 33.5
7825 | 36.5
7826 | 33.5
7827 | 36.5
7828 | 33.5
7829 | 36.5
7830 | 33.5
7831 | 36.5
7832 | 23.5
7833 | 26.5
7834 | 80.9
7835 | 89.6
7836 | 95.4
7837 | 97.8
7838 | 85.3
7839 | 88.6
7840 | 94.8
7841 | 98.8
7842 | 29.8
7843 | 36.5
7844 | 33.5
7845 | 36.5
7846 | 33.5
7847 | 36.5
7848 | 33.5
7849 | 36.5
7850 | 33.5
7851 | 36.5
7852 | 33.5
7853 | 36.5
7854 | 33.5
7855 | 36.5
7856 | 23.5
7857 | 26.5
7858 | 81.6
7859 | 90.2
7860 | 95.8
7861 | 97.8
7862 | 84.4
7863 | 87.1
7864 | 93.6
7865 | 96.9
7866 | 29.8
7867 | 36.5
7868 | 33.5
7869 | 36.5
7870 | 33.5
7871 | 36.5
7872 | 33.5
7873 | 36.5
7874 | 33.5
7875 | 36.5
7876 | 33.5
7877 | 36.5
7878 | 33.5
7879 | 36.5
7880 | 23.5
7881 | 26.5
7882 | 80.3
7883 | 88.0
7884 | 93.9
7885 | 98.5
7886 | 83.4
7887 | 88.7
7888 | 95.5
7889 | 98.8
7890 | 32.3
7891 | 36.5
7892 | 33.5
7893 | 36.5
7894 | 33.5
7895 | 36.5
7896 | 33.5
7897 | 36.5
7898 | 33.5
7899 | 36.5
7900 | 33.5
7901 | 36.5
7902 | 33.5
7903 | 36.5
7904 | 23.5
7905 | 26.5
7906 | 81.9
7907 | 89.8
7908 | 95.0
7909 | 98.9
7910 | 85.7
7911 | 88.5
7912 | 95.0
7913 | 98.3
7914 | 34.8
7915 | 41.5
7916 | 38.3
7917 | 41.4
7918 | 38.4
7919 | 41.4
7920 | 36.6
7921 | 39.6
7922 | 36.4
7923 | 39.6
7924 | 36.4
7925 | 39.4
7926 | 36.3
7927 | 39.3
7928 | 26.3
7929 | 29.4
7930 | 81.6
7931 | 90.6
7932 | 95.5
7933 | 98.0
7934 | 84.4
7935 | 87.0
7936 | 93.5
7937 | 96.8
7938 | 34.9
7939 | 41.6
7940 | 38.5
7941 | 41.3
7942 | 38.3
7943 | 41.3
7944 | 38.3
7945 | 41.3
7946 | 38.3
7947 | 41.3
7948 | 36.6
7949 | 39.6
7950 | 36.6
7951 | 39.6
7952 | 26.6
7953 | 29.6
7954 | 28.5
7955 | 31.7
7956 | 28.7
7957 | 31.8
7958 | 28.9
7959 | 31.8
7960 | 28.7
7961 | 31.6
7962 | 28.3
7963 | 39.6
7964 | 36.5
7965 | 39.4
7966 | 36.3
7967 | 39.3
7968 | 36.2
7969 | 39.1
7970 | 36.1
7971 | 39.1
7972 | 36.1
7973 | 36.5
7974 | 33.5
7975 | 36.5
7976 | 23.5
7977 | 26.5
7978 | 23.5
7979 | 26.5
7980 | 23.5
7981 | 26.5
7982 | 23.5
7983 | 26.5
7984 | 23.5
7985 | 26.5
7986 | 23.5
7987 | 36.5
7988 | 33.5
7989 | 36.5
7990 | 33.5
7991 | 36.5
7992 | 33.5
7993 | 36.5
7994 | 33.5
7995 | 36.5
7996 | 33.5
7997 | 36.5
7998 | 33.5
7999 | 36.5
8000 | 23.5
8001 | 26.5
8002 | 81.6
8003 | 89.9
8004 | 95.8
8005 | 98.1
8006 | 85.6
8007 | 90.2
8008 | 96.8
8009 | 98.1
8010 | 32.3
8011 | 39.1
8012 | 36.1
8013 | 39.1
8014 | 36.1
8015 | 39.1
8016 | 36.1
8017 | 39.2
8018 | 36.1
8019 | 39.2
8020 | 36.1
8021 | 39.2
8022 | 36.3
8023 | 39.4
8024 | 36.5
8025 | 29.5
8026 | 80.8
8027 | 90.1
8028 | 96.1
8029 | 100.1
8030 | 87.6
8031 | 90.6
8032 | 97.1
8033 | 99.6
8034 | 32.8
8035 | 39.6
8036 | 36.5
8037 | 39.5
8038 | 36.5
8039 | 39.5
8040 | 36.6
8041 | 39.5
8042 | 36.4
8043 | 39.4
8044 | 36.4
8045 | 39.4
8046 | 36.4
8047 | 39.4
8048 | 36.4
8049 | 29.5
8050 | 81.1
8051 | 90.1
8052 | 96.6
8053 | 99.1
8054 | 87.9
8055 | 90.7
8056 | 97.0
8057 | 99.8
8058 | 34.8
8059 | 41.8
8060 | 38.8
8061 | 41.7
8062 | 38.8
8063 | 41.8
8064 | 38.6
8065 | 41.5
8066 | 38.3
8067 | 39.6
8068 | 36.5
8069 | 39.4
8070 | 36.3
8071 | 39.3
8072 | 36.2
8073 | 29.2
8074 | 80.6
8075 | 89.6
8076 | 96.0
8077 | 98.7
8078 | 86.1
8079 | 89.4
8080 | 95.6
8081 | 98.9
8082 | 32.4
8083 | 39.1
8084 | 36.1
8085 | 39.1
8086 | 36.1
8087 | 39.1
8088 | 36.1
8089 | 36.5
8090 | 33.5
8091 | 36.5
8092 | 33.5
8093 | 36.5
8094 | 33.5
8095 | 36.5
8096 | 33.5
8097 | 26.5
8098 | 80.7
8099 | 89.4
8100 | 95.6
8101 | 98.3
8102 | 85.6
8103 | 88.6
8104 | 95.1
8105 | 98.3
8106 | 32.4
8107 | 39.1
8108 | 36.1
8109 | 39.1
8110 | 33.5
8111 | 36.5
8112 | 33.5
8113 | 36.5
8114 | 33.5
8115 | 36.5
8116 | 33.5
8117 | 36.5
8118 | 33.5
8119 | 36.5
8120 | 33.5
8121 | 26.5
8122 | 23.5
8123 | 29.1
8124 | 26.1
8125 | 29.3
8126 | 26.3
8127 | 29.3
8128 | 26.3
8129 | 29.3
8130 | 26.2
8131 | 39.1
8132 | 33.5
8133 | 39.1
8134 | 36.1
8135 | 36.5
8136 | 33.5
8137 | 36.5
8138 | 33.5
8139 | 36.5
8140 | 33.5
8141 | 36.5
8142 | 33.5
8143 | 36.5
8144 | 33.5
8145 | 26.5
8146 | 23.5
8147 | 29.1
8148 | 26.3
8149 | 29.3
8150 | 26.3
8151 | 29.3
8152 | 26.3
8153 | 29.3
8154 | 26.2
8155 | 39.1
8156 | 36.2
8157 | 39.2
8158 | 33.5
8159 | 36.5
8160 | 33.5
8161 | 36.5
8162 | 33.5
8163 | 36.5
8164 | 33.5
8165 | 36.5
8166 | 33.5
8167 | 36.5
8168 | 33.5
8169 | 26.5
8170 | 80.0
8171 | 90.4
8172 | 95.9
8173 | 98.1
8174 | 85.0
8175 | 87.1
8176 | 93.3
8177 | 97.2
8178 | 32.5
8179 | 39.1
8180 | 36.2
8181 | 39.1
8182 | 36.1
8183 | 39.1
8184 | 36.1
8185 | 36.5
8186 | 33.5
8187 | 36.5
8188 | 33.5
8189 | 36.5
8190 | 33.5
8191 | 36.5
8192 | 33.5
8193 | 26.5
8194 | 79.4
8195 | 88.3
8196 | 96.8
8197 | 99.8
8198 | 86.4
8199 | 89.8
8200 | 96.5
8201 | 99.8
8202 | 29.8
8203 | 36.5
8204 | 33.5
8205 | 36.5
8206 | 33.5
8207 | 36.5
8208 | 33.5
8209 | 36.5
8210 | 33.5
8211 | 36.5
8212 | 33.5
8213 | 36.5
8214 | 33.5
8215 | 36.5
8216 | 33.5
8217 | 29.1
8218 | 81.6
8219 | 90.6
8220 | 96.6
8221 | 99.3
8222 | 86.5
8223 | 89.3
8224 | 95.1
8225 | 98.1
8226 | 32.8
8227 | 39.6
8228 | 36.6
8229 | 39.6
8230 | 36.6
8231 | 41.3
8232 | 38.3
8233 | 41.3
8234 | 38.3
8235 | 39.6
8236 | 36.6
8237 | 39.6
8238 | 36.6
8239 | 39.6
8240 | 36.5
8241 | 29.6
8242 | 79.7
8243 | 90.0
8244 | 96.3
8245 | 98.1
8246 | 85.1
8247 | 88.0
8248 | 94.7
8249 | 98.0
8250 | 32.8
8251 | 39.6
8252 | 38.3
8253 | 39.6
8254 | 36.6
8255 | 39.6
8256 | 36.6
8257 | 39.6
8258 | 36.5
8259 | 39.5
8260 | 36.5
8261 | 39.5
8262 | 36.5
8263 | 39.4
8264 | 36.4
8265 | 29.4
8266 | 80.0
8267 | 88.9
8268 | 96.5
8269 | 99.0
8270 | 85.7
8271 | 88.4
8272 | 94.9
8273 | 98.2
8274 | 34.7
8275 | 41.5
8276 | 38.5
8277 | 41.4
8278 | 38.4
8279 | 41.3
8280 | 36.6
8281 | 41.3
8282 | 38.3
8283 | 41.3
8284 | 36.6
8285 | 39.6
8286 | 36.6
8287 | 39.6
8288 | 36.6
8289 | 31.3
8290 | 28.4
8291 | 31.6
8292 | 28.8
8293 | 31.9
8294 | 28.9
8295 | 31.9
8296 | 28.8
8297 | 31.7
8298 | 28.7
8299 | 41.7
8300 | 38.6
8301 | 41.6
8302 | 38.7
8303 | 41.6
8304 | 38.6
8305 | 41.6
8306 | 38.7
8307 | 41.7
8308 | 38.6
8309 | 41.7
8310 | 38.7
8311 | 41.6
8312 | 38.5
8313 | 31.6
8314 | 28.8
8315 | 32.0
8316 | 29.0
8317 | 32.2
8318 | 29.2
8319 | 32.2
8320 | 29.1
8321 | 31.9
8322 | 28.8
8323 | 41.5
8324 | 38.5
8325 | 41.4
8326 | 38.4
8327 | 41.4
8328 | 38.4
8329 | 41.4
8330 | 38.4
8331 | 41.4
8332 | 38.5
8333 | 41.5
8334 | 38.6
8335 | 41.6
8336 | 38.5
8337 | 31.6
8338 | 81.3
8339 | 90.4
8340 | 96.7
8341 | 99.1
8342 | 86.4
8343 | 88.7
8344 | 94.3
8345 | 97.6
8346 | 35.3
8347 | 42.3
8348 | 39.3
8349 | 42.5
8350 | 39.5
8351 | 42.5
8352 | 39.6
8353 | 42.7
8354 | 39.8
8355 | 42.8
8356 | 39.5
8357 | 42.0
8358 | 38.9
8359 | 41.7
8360 | 38.5
8361 | 31.4
8362 | 79.5
8363 | 86.8
8364 | 92.9
8365 | 95.6
8366 | 84.5
8367 | 87.8
8368 | 93.3
8369 | 96.3
8370 | 32.8
8371 | 39.5
8372 | 36.5
8373 | 39.5
8374 | 36.5
8375 | 39.5
8376 | 36.4
8377 | 39.4
8378 | 36.4
8379 | 39.3
8380 | 36.3
8381 | 39.3
8382 | 36.2
8383 | 39.2
8384 | 36.1
8385 | 29.1
8386 | 80.5
8387 | 89.5
8388 | 95.4
8389 | 98.4
8390 | 85.9
8391 | 88.4
8392 | 95.4
8393 | 99.0
8394 | 32.5
8395 | 39.3
8396 | 36.4
8397 | 39.4
8398 | 36.4
8399 | 39.4
8400 | 36.4
8401 | 39.6
8402 | 36.5
8403 | 39.5
8404 | 36.6
8405 | 39.6
8406 | 38.4
8407 | 41.4
8408 | 38.5
8409 | 31.6
8410 | 80.7
8411 | 90.1
8412 | 96.0
8413 | 99.1
8414 | 86.6
8415 | 89.6
8416 | 96.1
8417 | 99.1
8418 | 35.2
8419 | 42.0
8420 | 39.1
8421 | 42.0
8422 | 39.0
8423 | 41.9
8424 | 38.7
8425 | 41.7
8426 | 38.7
8427 | 41.6
8428 | 38.6
8429 | 41.5
8430 | 38.4
8431 | 41.4
8432 | 36.4
8433 | 29.2
8434 | 81.1
8435 | 90.3
8436 | 96.7
8437 | 99.7
8438 | 86.9
8439 | 89.9
8440 | 96.2
8441 | 96.9
8442 | 29.8
8443 | 36.5
8444 | 33.5
8445 | 36.5
8446 | 33.5
8447 | 36.5
8448 | 33.5
8449 | 36.5
8450 | 33.5
8451 | 36.5
8452 | 33.5
8453 | 36.5
8454 | 33.5
8455 | 36.5
8456 | 33.5
8457 | 26.5
8458 | 23.5
8459 | 26.5
8460 | 23.5
8461 | 26.5
8462 | 23.5
8463 | 26.5
8464 | 23.5
8465 | 26.5
8466 | 23.5
8467 | 36.5
8468 | 33.5
8469 | 36.5
8470 | 33.5
8471 | 36.5
8472 | 33.5
8473 | 36.5
8474 | 33.5
8475 | 36.5
8476 | 33.5
8477 | 36.5
8478 | 33.5
8479 | 36.5
8480 | 33.5
8481 | 26.5
8482 | 23.5
8483 | 26.5
8484 | 23.5
8485 | 26.5
8486 | 23.5
8487 | 26.5
8488 | 23.5
8489 | 26.5
8490 | 23.5
8491 | 36.5
8492 | 33.5
8493 | 36.5
8494 | 33.5
8495 | 36.5
8496 | 33.5
8497 | 36.5
8498 | 33.5
8499 | 36.5
8500 | 33.5
8501 | 36.5
8502 | 33.5
8503 | 36.5
8504 | 33.5
8505 | 26.5
8506 | 80.6
8507 | 89.3
8508 | 97.4
8509 | 98.9
8510 | 85.9
8511 | 88.9
8512 | 94.8
8513 | 97.8
8514 | 32.6
8515 | 39.3
8516 | 36.3
8517 | 39.4
8518 | 36.4
8519 | 39.6
8520 | 36.4
8521 | 39.6
8522 | 38.4
8523 | 41.3
8524 | 36.6
8525 | 39.6
8526 | 38.4
8527 | 41.5
8528 | 38.5
8529 | 31.5
8530 | 80.2
8531 | 90.0
8532 | 96.1
8533 | 99.1
8534 | 86.4
8535 | 89.2
8536 | 95.2
8537 | 98.2
8538 | 35.4
8539 | 42.2
8540 | 39.1
8541 | 42.1
8542 | 39.0
8543 | 41.7
8544 | 38.6
8545 | 41.7
8546 | 38.6
8547 | 41.5
8548 | 38.5
8549 | 41.3
8550 | 38.4
8551 | 41.3
8552 | 38.3
8553 | 31.4
8554 | 81.5
8555 | 90.8
8556 | 97.3
8557 | 99.8
8558 | 86.6
8559 | 89.6
8560 | 95.9
8561 | 99.2
8562 | 35.2
8563 | 42.1
8564 | 39.1
8565 | 42.1
8566 | 39.1
8567 | 42.4
8568 | 39.5
8569 | 42.5
8570 | 39.9
8571 | 42.8
8572 | 39.9
8573 | 42.8
8574 | 39.8
8575 | 42.8
8576 | 39.8
8577 | 32.8
8578 | 78.8
8579 | 88.1
8580 | 94.7
8581 | 97.7
8582 | 85.2
8583 | 88.1
8584 | 94.7
8585 | 97.5
8586 | 35.8
8587 | 42.6
8588 | 39.4
8589 | 42.4
8590 | 39.2
8591 | 42.1
8592 | 39.1
8593 | 42.1
8594 | 39.1
8595 | 42.0
8596 | 38.9
8597 | 41.9
8598 | 38.8
8599 | 41.8
8600 | 38.6
8601 | 31.7
8602 | 80.9
8603 | 89.7
8604 | 96.7
8605 | 98.1
8606 | 85.7
8607 | 88.1
8608 | 94.6
8609 | 97.6
8610 | 35.4
8611 | 42.3
8612 | 39.4
8613 | 42.5
8614 | 39.2
8615 | 42.2
8616 | 39.3
8617 | 42.3
8618 | 38.5
8619 | 39.5
8620 | 36.4
8621 | 39.4
8622 | 36.3
8623 | 39.3
8624 | 36.2
8625 | 29.2
8626 | 26.3
8627 | 29.3
8628 | 26.3
8629 | 29.3
8630 | 26.3
8631 | 29.3
8632 | 26.4
8633 | 29.4
8634 | 26.3
8635 | 39.3
8636 | 36.4
8637 | 39.4
8638 | 36.4
8639 | 39.4
8640 | 36.4
8641 | 39.5
8642 | 36.4
8643 | 39.4
8644 | 36.5
8645 | 39.5
8646 | 36.6
8647 | 39.5
8648 | 36.6
8649 | 29.6
8650 | 28.3
8651 | 31.5
8652 | 28.6
8653 | 31.7
8654 | 28.9
8655 | 32.0
8656 | 29.1
8657 | 32.1
8658 | 29.2
8659 | 42.2
8660 | 39.2
8661 | 42.0
8662 | 36.6
8663 | 39.5
8664 | 36.3
8665 | 39.1
8666 | 33.5
8667 | 36.5
8668 | 33.5
8669 | 36.5
8670 | 33.5
8671 | 36.5
8672 | 33.5
8673 | 26.5
8674 | 80.3
8675 | 88.9
8676 | 95.4
8677 | 98.4
8678 | 86.3
8679 | 89.3
8680 | 95.8
8681 | 98.4
8682 | 29.8
8683 | 36.5
8684 | 33.5
8685 | 36.5
8686 | 33.5
8687 | 36.5
8688 | 33.5
8689 | 36.5
8690 | 33.5
8691 | 36.5
8692 | 33.5
8693 | 36.5
8694 | 33.5
8695 | 39.1
8696 | 36.1
8697 | 29.2
8698 | 81.8
8699 | 90.8
8700 | 97.4
8701 | 100.4
8702 | 88.6
8703 | 91.9
8704 | 98.3
8705 | 101.3
8706 | 32.3
8707 | 39.1
8708 | 36.1
8709 | 39.1
8710 | 36.1
8711 | 39.1
8712 | 33.5
8713 | 36.5
8714 | 36.1
8715 | 36.5
8716 | 33.5
8717 | 36.5
8718 | 33.5
8719 | 39.1
8720 | 36.1
8721 | 29.1
8722 | 82.1
8723 | 91.1
8724 | 97.3
8725 | 100.3
8726 | 87.8
8727 | 90.5
8728 | 97.1
8729 | 100.1
8730 | 32.6
8731 | 39.4
8732 | 36.4
8733 | 39.5
8734 | 36.5
8735 | 39.5
8736 | 36.5
8737 | 39.4
8738 | 36.4
8739 | 39.4
8740 | 36.4
8741 | 39.4
8742 | 36.3
8743 | 39.3
8744 | 36.4
8745 | 29.4
8746 | 81.4
8747 | 90.2
8748 | 96.9
8749 | 99.4
8750 | 86.8
8751 | 89.8
8752 | 96.3
8753 | 99.3
8754 | 32.4
8755 | 39.1
8756 | 36.1
8757 | 39.1
8758 | 33.5
8759 | 36.5
8760 | 33.5
8761 | 36.5
8762 | 


--------------------------------------------------------------------------------
/LICENSE:
--------------------------------------------------------------------------------
 1 | MIT License
 2 | 
 3 | Copyright (c) 2021 Kevin Moy
 4 | 
 5 | Permission is hereby granted, free of charge, to any person obtaining a copy
 6 | of this software and associated documentation files (the "Software"), to deal
 7 | in the Software without restriction, including without limitation the rights
 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 9 | copies of the Software, and to permit persons to whom the Software is
10 | furnished to do so, subject to the following conditions:
11 | 
12 | The above copyright notice and this permission notice shall be included in all
13 | copies or substantial portions of the Software.
14 | 
15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
21 | SOFTWARE.
22 | 


--------------------------------------------------------------------------------
/README.md:
--------------------------------------------------------------------------------
1 | # Multi-Objective Optimization for Sizing and Control of Microgrid Energy Storage
2 | Final Project for AA 222: Engineering Design Optimization
3 | 
4 | Abstract: Microgrids, electrical power systems that are able to isolate (island) from the larger electric grid and self-sustain for extended periods of time, serve multiple purposes to a wide variety of stakeholders. To the communities that microgrids directly serve, microgrids supply reliable electricity in the face an unstable macrogrid, increasingly driven by the effects of anthropogenic climate change. Lithium-ion battery energy storage systems (ESS) currently are the dominant energy storage system for macrogrid usage, and therefore are used in microgrids as well. For microgrids, energy storage is not just a financial asset, but a lifeline during islanding periods when stable grid power is not available, yet lithium-ion ESSs degrade with usage and time. Key to addressing this problem is determining the sizing and control of the microgrid ESS in order to sustain the customer load during islanding periods. This paper presents a multi-objective optimization to address this problem, including a cost function penalty that ensures operation of the ESS that avoids degradation-inducing behaviour. This optimization is implemented in Gurobi and solved for several cases, demonstrating the flexibility of optimization framework as well as the effectiveness of the degradation penalty.
5 | 
6 | ![Power flow summary with degradation](https://raw.githubusercontent.com/kmoy14-stanford/AA222FinalProject/main/pf_summary_4H_wk1_deg.png)
7 | 


--------------------------------------------------------------------------------
/building_data.py:
--------------------------------------------------------------------------------
 1 | """ 
 2 | Some data cleansing for the building data.
 3 | """
 4 | 
 5 | #%%
 6 | import numpy as np
 7 | import pandas as pd
 8 | 
 9 | hospdata = pd.read_csv("Reference-Hospital.csv", names=['load'], header=0)
10 | hospdata.set_index(pd.date_range(start='2021-01-01 00:00', periods=8760, freq='H'), inplace=True)
11 | rs = pd.date_range(start='2021-01-01 00:00', periods=35040, freq='15T')
12 | hospdata = hospdata.reindex(rs)
13 | hospdata.load.interpolate(inplace=True)
14 | 
15 | schooldata = pd.read_csv("Reference-Secondary School.csv", names=['load'], header=0)
16 | schooldata.set_index(pd.date_range(start='2021-01-01 00:00', periods=8760, freq='H'), inplace=True)
17 | rs = pd.date_range(start='2021-01-01 00:00', periods=35040, freq='15T')
18 | schooldata = schooldata.reindex(rs)
19 | schooldata.load.interpolate(inplace=True)
20 | 
21 | marketdata = pd.read_csv("Reference-Supermarket.csv", names=['load'], header=0)
22 | marketdata.set_index(pd.date_range(start='2021-01-01 00:00', periods=8760, freq='H'), inplace=True)
23 | rs = pd.date_range(start='2021-01-01 00:00', periods=35040, freq='15T')
24 | marketdata = marketdata.reindex(rs)
25 | marketdata.load.interpolate(inplace=True)
26 | 
27 | # %%
28 | bldg_load = pd.DataFrame(index=pd.date_range(start='2021-01-01 00:00', periods=35040, freq='15T'))
29 | 
30 | bldg_load['hospital'] = hospdata.load
31 | bldg_load['school'] = schooldata.load
32 | bldg_load['supermarket'] = marketdata.load
33 | 
34 | #%% Save to CSV
35 | bldg_load.to_csv("bldg_load.csv")
36 | # %%
37 | 


--------------------------------------------------------------------------------
/dataviz.py:
--------------------------------------------------------------------------------
 1 | """ 
 2 | Data visualization for 
 3 | 
 4 | """
 5 | #%%
 6 | import numpy as np
 7 | import pandas as pd
 8 | import matplotlib.pyplot as plt
 9 | import os
10 | from copy import deepcopy
11 | my_path = os.path.dirname(os.path.realpath(__file__))
12 | 
13 | 


--------------------------------------------------------------------------------
/ess_E_summary_4H_wk1_deg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/ess_E_summary_4H_wk1_deg.png


--------------------------------------------------------------------------------
/ess_E_summary_4H_wk1_nodeg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/ess_E_summary_4H_wk1_nodeg.png


--------------------------------------------------------------------------------
/ess_E_summary_4H_wk30_nodeg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/ess_E_summary_4H_wk30_nodeg.png


--------------------------------------------------------------------------------
/ess_E_summary_8H_wk1_nodeg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/ess_E_summary_8H_wk1_nodeg.png


--------------------------------------------------------------------------------
/ess_summary_4H_wk1_deg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/ess_summary_4H_wk1_deg.png


--------------------------------------------------------------------------------
/gurobitest.py:
--------------------------------------------------------------------------------
 1 | #!/usr/bin/env python3.7
 2 | 
 3 | # Copyright 2021, Gurobi Optimization, LLC
 4 | 
 5 | # This example formulates and solves the following simple MIP model:
 6 | #  maximize
 7 | #        x +   y + 2 z
 8 | #  subject to
 9 | #        x + 2 y + 3 z <= 4
10 | #        x +   y       >= 1
11 | #        x, y, z binary
12 | 
13 | import gurobipy as gp
14 | from gurobipy import GRB
15 | 
16 | try:
17 | 
18 |     # Create a new model
19 |     m = gp.Model("mip1")
20 | 
21 |     # Create variables
22 |     x = m.addVar(vtype=GRB.BINARY, name="x")
23 |     y = m.addVar(vtype=GRB.BINARY, name="y")
24 |     z = m.addVar(vtype=GRB.BINARY, name="z")
25 | 
26 |     # Set objective
27 |     m.setObjective(x + y + 2 * z, GRB.MAXIMIZE)
28 | 
29 |     # Add constraint: x + 2 y + 3 z <= 4
30 |     m.addConstr(x + 2 * y + 3 * z <= 4, "c0")
31 | 
32 |     # Add constraint: x + y >= 1
33 |     m.addConstr(x + y >= 1, "c1")
34 | 
35 |     # Optimize model
36 |     m.optimize()
37 | 
38 |     for v in m.getVars():
39 |         print('%s %g' % (v.varName, v.x))
40 | 
41 |     print('Obj: %g' % m.objVal)
42 | 
43 | except gp.GurobiError as e:
44 |     print('Error code ' + str(e.errno) + ': ' + str(e))
45 | 
46 | except AttributeError:
47 |     print('Encountered an attribute error')
48 | 
49 | 


--------------------------------------------------------------------------------
/mg_pf.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/mg_pf.png


--------------------------------------------------------------------------------
/optim.py:
--------------------------------------------------------------------------------
  1 | #%%
  2 | import numpy as np
  3 | import pandas as pd
  4 | import cvxpy as cvx
  5 | import matplotlib.pyplot as plt
  6 | 
  7 | # Global vartiables(sizes):
  8 | PV_ARRAY_SIZE_KW = 420 # kWAC rating of the PV array
  9 | DIESEL_GEN_SIZE_KW = 1000 # kWAC rating of the diesel generator
 10 | # Diesel fuel consumption coefficients from https://ieeexplore.ieee.org/document/8494571
 11 | DIESEL_FUEL_CONS_A = 0.246 # Liters per kWh
 12 | DIESEL_FUEL_CONS_B = 0.08415 # Liters per kW (rating)
 13 | 
 14 | #%% Obtain aggregate load
 15 | # NOTE: Must run resi_data.py, building_data.py to obtain the following CSV files!
 16 | residf = pd.read_csv('resi_load.csv', index_col=0)
 17 | bldgdf = pd.read_csv('bldg_load.csv', index_col=0)
 18 | 
 19 | loaddf = pd.concat([residf, bldgdf], axis=1)
 20 | 
 21 | #Downscale hospital, school, market by 0.25
 22 | loaddf.hospital = loaddf.hospital * 0.25
 23 | loaddf.school = loaddf.school * 0.25
 24 | loaddf.supermarket = loaddf.supermarket * 0.25
 25 | 
 26 | agg_load = loaddf.sum(axis=1)
 27 | 
 28 | ## Agg load stats:
 29 | # count    35040.000000
 30 | # mean       249.675353
 31 | # std        163.964776
 32 | # min         39.648000
 33 | # 25%         98.862156
 34 | # 50%        211.096125
 35 | # 75%        398.983500
 36 | # max        747.593000
 37 | 
 38 | #%% Obtain aggregate PV
 39 | # NOTE: Must run pv_data.py to obtain the following CSV file!
 40 | pvdf = pd.read_csv('pv_gen.csv', index_col=0)
 41 | 
 42 | # Upscale to PV array kWAC rating
 43 | pvdf = pvdf * PV_ARRAY_SIZE_KW/pvdf.gen.max()
 44 | 
 45 | # Agg pv stats:
 46 | # count	35040.000000
 47 | # mean	80.878783
 48 | # std	119.749443
 49 | # min	0.000000
 50 | # 25%	0.000000
 51 | # 50%	0.514689
 52 | # 75%	146.658497
 53 | # max	420.000000
 54 | 
 55 | #%% TODO: Rest of the fucking optimization
 56 | 
 57 | # randomly (or not so randomly) select 7-day intervals to optimize the dispatch
 58 | # first do for a set ESS size (500 kW, 950 kWh as in BLR Microgrid)
 59 | 
 60 | # then make the ESS size a part of the function!
 61 | 
 62 | # then add in degradation penalty
 63 | 
 64 | load = agg_load.to_numpy()
 65 | pv = pvdf.to_numpy()
 66 | 
 67 | week1 = 4*24*7
 68 | 
 69 | ld_wk1 = load[:week1]
 70 | pv_wk1 = pv[:week1]
 71 | 
 72 | # Create variables for:
 73 | 
 74 | # each power flow
 75 | # format: to_from
 76 | pv_ess = cvx.Variable(week1)
 77 | pv_load = cvx.Variable(week1)
 78 | pv_curtail = cvx.Variable(week1)
 79 | ess_load = cvx.Variable(week1)
 80 | dg_ess = cvx.Variable(week1)
 81 | dg_load = cvx.Variable(week1)
 82 | load_curtail = cvx.Variable(week1)
 83 | 
 84 | # ESS charge and discharge
 85 | ess_C = cvx.Variable(week1)
 86 | ess_D = cvx.Variable(week1)
 87 | 
 88 | # Total ESS dispatch (positive discharge, negative charge)
 89 | ess_disp = cvx.Variable(week1)
 90 | 
 91 | # Total diesel genset power production
 92 | dg = cvx.Variable(week1)
 93 | 
 94 | # energy stored in the ESS
 95 | E = cvx.Variable(week1)
 96 | # nominal energy and power
 97 | E_nom = 2000 # kWh
 98 | P_nom = 500 # kW
 99 | 
100 | # Fraction of the hour
101 | h = 15/60
102 | 
103 | # Initialize cost, constraint forms
104 | cost = []
105 | constraints = []
106 | 
107 | constraints.append(E[0] == E_nom) # assume start with full ESS
108 | constraints.append(E[week1-1] == 0.5*E_nom) # assume end half-charged
109 | 
110 | #####
111 | ##### TODO: Convert power into -P_nom <= P[t] <= P_nom
112 | #####       with discharging as max(P[t], 0) and charging as -min(P[t], 0)
113 | ##### May need to turn to Gurobi for MILP???
114 | 
115 | for t in range(week1):
116 |     # Power flow constraints
117 |     constraints.append(pv_wk1[t] == pv_ess[t] + pv_load[t] + pv_curtail[t])
118 |     constraints.append(ld_wk1[t] == ess_load[t] + pv_load[t] + dg_load[t])
119 |     # constraints.append(dg[t] == dg_load[t])
120 |     constraints.append(dg[t] == dg_ess[t] + dg_load[t])
121 |     constraints.append(ess_C[t] == pv_ess[t])
122 |     constraints.append(ess_D[t] == ess_load[t])
123 |     constraints.append(ess_disp[t] == ess_D[t] - ess_C[t])
124 | 
125 |     # Prevent underdischarging from overdischarging
126 |     constraints.append(E[t] >= h * ess_D[t])
127 | 
128 |     # Time evolution of stored energy
129 |     if t > 0:
130 |         constraints.append(E[t] == E[t-1] + h*(ess_C[t-1] - ess_D[t-1]))
131 | 
132 |     # Cost of fuel
133 |     cost.append(h*dg[t]*DIESEL_FUEL_CONS_A + DIESEL_GEN_SIZE_KW * DIESEL_FUEL_CONS_B)
134 | 
135 | # Stored energy constraints
136 | constraints.append(E <= E_nom)
137 | constraints.append(E >= 0)
138 | 
139 | 
140 | # ESS power constraints
141 | constraints.append(ess_D <= P_nom)
142 | constraints.append(ess_D >= 0)
143 | constraints.append(ess_C <= P_nom)
144 | constraints.append(ess_C >= 0)
145 | 
146 | # DG, PV, load power constraints
147 | constraints.append(dg_ess >= 0)
148 | constraints.append(dg_load >= 0)
149 | constraints.append(pv_curtail >= 0)
150 | constraints.append(pv_ess >= 0)
151 | constraints.append(pv_load >= 0)
152 | constraints.append(ess_load >= 0)
153 | 
154 | #%%
155 | objective = cvx.Minimize(cvx.sum(cost))
156 | prob = cvx.Problem(objective, constraints)
157 | prob.solve()
158 | 
159 | # %% plot all relevant quantities on one plot!
160 | plt.plot(dg.value)
161 | plt.plot(pv_wk1)
162 | plt.plot(ld_wk1)
163 | plt.plot(ess_D.value - ess_C.value)
164 | 
165 | #%%
166 | plt.plot(ess_D.value)
167 | plt.plot(ess_C.value)
168 | 
169 | 
170 | # %% Examples
171 | 
172 | # x = cp.Variable()
173 | 
174 | # # An infeasible problem.
175 | # prob = cp.Problem(cp.Minimize(x), [x >= 1, x <= 0])
176 | # prob.solve()
177 | # print("status:", prob.status)
178 | # print("optimal value", prob.value)
179 | # # %% Implement one step of MPC using cvxpy
180 | # # Input: x(t), A, B, Q, R, P, N, x_bar, u_bar, x0, X_f
181 | # # Output: u(t)
182 | 
183 | # def opt_finite_traj(A, B, Q, R, P, N, x_bar, u_bar, x0, X_f0=False):
184 | #     converged = False
185 | #     n = Q.shape[0] # state dimension
186 | #     m = R.shape[0] # control dimension  
187 | #     # Initialize variables
188 | #     x = cvx.Variable((N+1, n))
189 | #     u = cvx.Variable((N, m))
190 | #     # Initialize cost, constraint forms
191 | #     cost = []
192 | #     cost.append(cvx.quad_form(x[N],P))
193 | #     constraints = []
194 | #     constraints.append(x[0] == x0)
195 | #     for k in range(N):
196 | #         cost.append(cvx.quad_form(x[k], Q))
197 | #         cost.append(cvx.quad_form(u[k], R))
198 | #         constraints.append(x[k+1] == (A @ (x[k])  + B @ (u[k])))
199 | #     constraints.append(u <= u_bar)
200 | #     constraints.append(u >= -u_bar)
201 | #     constraints.append(x <= x_bar)
202 | #     constraints.append(x >= -x_bar)
203 | #     if X_f0:
204 | #         constraints.append(x[N] == np.array([0, 0]))
205 | #     objective = cvx.Minimize(cvx.sum(cost))
206 | #     prob = cvx.Problem(objective, constraints)
207 | #     prob.solve()
208 | #     u_new = u.value
209 | #     if prob.status == cvx.OPTIMAL:
210 | #         converged = True
211 | #     # Note this is either -Inf or Inf if infeasible or unbounded
212 | #     return converged, u_new
213 | 
214 | # %%
215 | 


--------------------------------------------------------------------------------
/optim_grb.py:
--------------------------------------------------------------------------------
  1 | # %%
  2 | import numpy as np
  3 | import pandas as pd
  4 | import gurobipy as gp
  5 | from gurobipy import GRB
  6 | import matplotlib.pyplot as plt
  7 | 
  8 | # Global vartiables(sizes):
  9 | PV_ARRAY_SIZE_KW = 660   # kWAC rating of the PV array
 10 | DIESEL_GEN_SIZE_KW = 1000   # kWAC rating of the diesel generator
 11 | # Diesel fuel consumption coefficients from https://ieeexplore.ieee.org/document/8494571
 12 | DIESEL_FUEL_CONS_A =   0.246 # Liters per kWh
 13 | DIESEL_FUEL_CONS_B =   0.08415 # Liters per kW (rating)
 14 | 
 15 | STORAGE_DURATION = 8 # Hours of storage duration at maximum power
 16 | 
 17 | ESS_EFF_DISCHG = 0.95 # Efficiency of discharging ESS
 18 | ESS_EFF_CHG = 0.95 # Efficiency of charging ESS
 19 | #%% Obtain aggregate load
 20 | # NOTE: Must run resi_data.py, building_data.py to obtain the following CSV files!
 21 | residf = pd.read_csv('resi_load.csv', index_col=0)
 22 | bldgdf = pd.read_csv('bldg_load.csv', index_col=0)
 23 | 
 24 | residf = residf * 10 # 18 * 10 = 180 homes!
 25 | residf_total = residf.sum(axis=1)
 26 | loaddf = pd.concat([residf, bldgdf], axis=1)
 27 | 
 28 | #Downscale hospital, school, market by 0.25
 29 | loaddf.hospital = loaddf.hospital * 0.25
 30 | loaddf.school = loaddf.school * 0.25
 31 | loaddf.supermarket = loaddf.supermarket * 0
 32 | 
 33 | agg_load = loaddf.sum(axis=1)
 34 | 
 35 | ## Agg load stats:
 36 | # count    35040.000000
 37 | # mean       249.675353
 38 | # std        163.964776
 39 | # min         39.648000
 40 | # 25%         98.862156
 41 | # 50%        211.096125
 42 | # 75%        398.983500
 43 | # max        747.593000
 44 | 
 45 | #%% Obtain aggregate PV
 46 | # NOTE: Must run pv_data.py to obtain the following CSV file!
 47 | pvdf = pd.read_csv('pv_gen.csv', index_col=0)
 48 | 
 49 | # Upscale to PV array kWAC rating
 50 | pvdf = pvdf * PV_ARRAY_SIZE_KW/pvdf.gen.max()
 51 | 
 52 | # Agg pv stats:
 53 | # count	35040.000000
 54 | # mean	80.878783
 55 | # std	119.749443
 56 | # min	0.000000
 57 | # 25%	0.000000
 58 | # 50%	0.514689
 59 | # 75%	146.658497
 60 | # max	420.000000
 61 | 
 62 | #%% 
 63 | ''' ~.~.~.~ optimization time ~.~.~.~ '''
 64 | # randomly (or not so randomly) select 7-day intervals to optimize the dispatch
 65 | # first do for a set ESS size (500 kW, 950 kWh as in BLR Microgrid)
 66 | 
 67 | # then make the ESS size a part of the function!
 68 | # Constrain storage size to [min, max] and similarly power
 69 | # Then find the optimum, and then find the closest "round" value and present those power flows
 70 | # then add in degradation penalty
 71 | 
 72 | load = agg_load.to_numpy()
 73 | pv = pvdf.to_numpy()
 74 | 
 75 | 
 76 | week_len = 4*24*7
 77 | # week_start = 0
 78 | week_start = 0 * week_len
 79 | week_end = week_start + week_len
 80 | 
 81 | # Try a different week in the year??
 82 | 
 83 | ld_wk1 = load[week_start:week_end]
 84 | pv_wk1 = pv[week_start:week_end]
 85 | 
 86 | # Fraction of the hour
 87 | h = 15/60
 88 | 
 89 | #%%
 90 | plt.plot(ld_wk1)
 91 | plt.plot(pv_wk1)
 92 | #%%
 93 | # Create a new model
 94 | m = gp.Model('microgrid')
 95 | 
 96 | # Create variables for:
 97 | 
 98 | # ESS nominal energy and power
 99 | # Assume a four-hour system
100 | # E_nom = 1500 # kWh
101 | # P_nom = 500 # kW
102 | P_nom = m.addVar(lb=200, ub=2000, vtype=GRB.CONTINUOUS, name='P_nom')
103 | E_nom = m.addVar(vtype=GRB.CONTINUOUS, name='E_nom')
104 | 
105 | # each power flow
106 | # format: to_from
107 | pv_ess = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='pv_ess')
108 | pv_load = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='pv_load')
109 | pv_curtail = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='pv_curtail')
110 | ess_load = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='ess_load')
111 | dg_ess = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='dg_ess')
112 | dg_load = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='dg_load')
113 | load_curtail = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='load_curtail')
114 | 
115 | ess_c = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='ess_c')
116 | ess_d = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='ess_d')
117 | 
118 | #ESS binary variables for charge and discharge
119 | chg_bin = m.addMVar(week_len, vtype=GRB.BINARY, name='chg_bin')
120 | dch_bin = m.addMVar(week_len, vtype=GRB.BINARY, name='dch_bin')
121 | 
122 | dg = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='dg')
123 | 
124 | E = m.addMVar(week_len, lb=0, vtype=GRB.CONTINUOUS, name='E')
125 | 
126 | m.addConstr(E[0] == 0.5 * E_nom)
127 | 
128 | m.addConstr(E_nom == STORAGE_DURATION*P_nom)
129 | 
130 | 
131 | for t in range(week_len):
132 |     # Power flow constraints
133 |     m.addConstr(pv_wk1[t] == pv_ess[t] + pv_load[t] + pv_curtail[t])
134 |     m.addConstr(ld_wk1[t] == ess_load[t] + pv_load[t] + load_curtail[t] + dg_load[t])
135 |     m.addConstr(dg[t] == dg_load[t])
136 |     m.addConstr(ess_c[t] == pv_ess[t])
137 |     # m.addConstr(ess_c[t] == pv_ess[t] + dg_ess[t]) # uncomment to allow ESS to charge off of DG
138 |     m.addConstr(ess_d[t] == ess_load[t])
139 | 
140 |     # ESS power constraints
141 |     m.addConstr(ess_c[t] <= P_nom * chg_bin[t])
142 |     m.addConstr(ess_d[t] <= P_nom * dch_bin[t])
143 | 
144 |     m.addConstr(E[t] <= E_nom) 
145 | 
146 |     # Time evolution of stored energy
147 |     if t > 0:
148 |         m.addConstr(E[t] == h*(ESS_EFF_CHG*ess_c[t-1] - ESS_EFF_DISCHG*ess_d[t-1]) + E[t-1])
149 | 
150 |     # Ensure non-simultaneous charge and discharge across all time periods
151 |     m.addConstr(chg_bin[t] + dch_bin[t] <= 1)
152 | 
153 | # TODO: Turn this into an explicit multi-objective problem via setObjectiveN
154 | m.setObjective(h*DIESEL_FUEL_CONS_A*dg.sum() + load_curtail.sum() + P_nom, GRB.MINIMIZE)
155 | 
156 | # # Degradation penalty as in AA_222_Final_Project.pdf, Equation 2
157 | # m.setObjective(h*DIESEL_FUEL_CONS_A*dg.sum() + load_curtail.sum() + P_nom + 0.00005*(ess_c@ess_c) + 0.00005*(ess_d@ess_d), GRB.MINIMIZE)
158 | 
159 | # m.setObjective(load_curtail.sum(), GRB.MINIMIZE)
160 | 
161 | # Maybe cannot use setObjectiveN because it only takes in linear objectives!
162 | # m.setObjectiveN(load_curtail.sum(), 0, 3)
163 | # m.setObjectiveN(h*DIESEL_FUEL_CONS_A*dg.sum(), 1, 2)
164 | # m.setObjectiveN(P_nom, 2, 1)
165 | # m.setObjectiveN((ess_c@ess_c), 3, 0)
166 | 
167 | 
168 | #%% Solve the optimization
169 | m.optimize()
170 | 
171 | # #%% Get objective final value
172 | # m.getObjective().getValue()
173 | 
174 | #%% Plot data!
175 | xvals = np.linspace(0,7,week_len) 
176 | #%% ESS power flow
177 | plt.plot(xvals, -ess_c.getAttr('x'))
178 | plt.plot(xvals, ess_d.getAttr('x'))
179 | plt.legend(['Charge', 'Discharge'], bbox_to_anchor=(1.3, 0.6))
180 | plt.xlabel('Time')
181 | plt.ylabel('Power (kW)')
182 | plt.grid()
183 | # plt.title('ESS Power (Discharge positive)')
184 | plt.figure(figsize=(10,10))
185 | 
186 | #%% DG power flow
187 | plt.plot(xvals, dg_ess.getAttr('x'))
188 | plt.plot(xvals, dg_load.getAttr('x'))
189 | plt.legend(['ESS', 'Load'], bbox_to_anchor=(1.35, 0.6))
190 | plt.xlabel('Time')
191 | plt.ylabel('Power (kW)')
192 | plt.grid()
193 | plt.title('Diesel Power by End User')
194 | plt.figure(figsize=(10,10))
195 | 
196 | #%% PV power flow
197 | plt.plot(xvals, pv_load.getAttr('x'))
198 | plt.plot(xvals, pv_ess.getAttr('x'))
199 | plt.plot(xvals, pv_curtail.getAttr('x'))
200 | plt.legend(['Load', 'ESS', 'Curtailed'], bbox_to_anchor=(1.3, 0.6))
201 | plt.xlabel('Days')
202 | plt.ylabel('Power (kW)')
203 | plt.grid()
204 | # plt.title('PV Power by End User')
205 | plt.figure(figsize=(10,10))
206 | #%% Load power flow
207 | plt.plot(xvals, dg_load.getAttr('x'))
208 | plt.plot(xvals, pv_load.getAttr('x'))
209 | plt.plot(xvals, ess_load.getAttr('x'))
210 | plt.legend(['Diesel', 'PV', 'ESS'], bbox_to_anchor=(1.35, 0.6))
211 | plt.xlabel('Time')
212 | plt.ylabel('Power (kW)')
213 | plt.grid()
214 | plt.title('Load Power by Source')
215 | plt.figure(figsize=(10,10))
216 | 
217 | # %% plot all relevant quantities on one plot!
218 | plt.plot(xvals, ld_wk1)
219 | plt.plot(xvals, pv_wk1)
220 | plt.plot(xvals, dg.getAttr('x'))
221 | plt.plot(xvals, ess_d.getAttr('x') - ess_c.getAttr('x'))
222 | plt.legend(['Load', 'PV', 'DG', 'ESS'], bbox_to_anchor=(1.25, 0.6))
223 | plt.xlabel('Days')
224 | plt.ylabel('Power (kW)')
225 | plt.grid()
226 | # plt.title('Power Flow Summary')
227 | plt.figure(figsize=(10,10))
228 | 
229 | # %% plot all relevant quantities on one plot!
230 | plt.plot(xvals, pv_wk1)
231 | plt.plot(xvals, dg.getAttr('x'))
232 | plt.plot(xvals, ess_d.getAttr('x') - ess_c.getAttr('x'))
233 | plt.legend(['PV', 'DG', 'ESS'], bbox_to_anchor=(1.35, 0.6))
234 | plt.xlabel('Time')
235 | plt.ylabel('Power (kW)')
236 | plt.grid()
237 | # plt.title('Power Generation Summary')
238 | plt.figure(figsize=(10,10))
239 | # %%
240 | plt.plot(xvals , E.getAttr('x'))
241 | plt.xlabel('Days')
242 | plt.ylabel('Energy (kWh)')
243 | plt.grid()
244 | # plt.title('ESS Stored Energy Summary')
245 | plt.figure(figsize=(10,10))
246 | 
247 | # %%
248 | plt.plot(xvals, load_curtail.getAttr('x'))
249 | # %%
250 | 


--------------------------------------------------------------------------------
/pf_summary_4H_wk1_deg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/pf_summary_4H_wk1_deg.png


--------------------------------------------------------------------------------
/pf_summary_4H_wk1_nodeg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/pf_summary_4H_wk1_nodeg.png


--------------------------------------------------------------------------------
/pf_summary_4H_wk30_nodeg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/pf_summary_4H_wk30_nodeg.png


--------------------------------------------------------------------------------
/pf_summary_8H_wk1_nodeg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/pf_summary_8H_wk1_nodeg.png


--------------------------------------------------------------------------------
/pv_data.py:
--------------------------------------------------------------------------------
 1 | """ 
 2 | Some data cleansing for the solar PV data.
 3 | """
 4 | 
 5 | #%%
 6 | import numpy as np
 7 | import pandas as pd
 8 | 
 9 | # 5 years of PV data
10 | pvdata = pd.read_csv('solar_PV_15min_kWh.csv')
11 | pv = pvdata[:8760*4]
12 | pv.set_index(pd.date_range(start='2021-01-01 00:00', periods=35040, freq='15T'), inplace=True)
13 | pv.drop(columns='Period Beginning (UTC -08:00)', inplace=True)
14 | pv.columns = ['gen']
15 | #%% Save to CSV
16 | pv.to_csv("pv_gen.csv")
17 | # %%
18 | 


--------------------------------------------------------------------------------
/pv_summary_4H_wk1_nodeg.png:
--------------------------------------------------------------------------------
https://raw.githubusercontent.com/kevinrussellmoy/AA222FinalProject/5a8396afbbfe9a8ee9e269eea7f678fe586d02b8/pv_summary_4H_wk1_nodeg.png


--------------------------------------------------------------------------------
/resi_data.py:
--------------------------------------------------------------------------------
 1 | """ 
 2 | Some data cleansing for the residential data.
 3 | """
 4 | #%%
 5 | import numpy as np
 6 | import pandas as pd
 7 | import matplotlib.pyplot as plt
 8 | import os
 9 | from copy import deepcopy
10 | my_path = os.path.dirname(os.path.realpath(__file__))
11 | 
12 | #%% Load in data
13 | 
14 | metadata= pd.read_csv("15minute_data_california/metadata.csv", date_parser=pd.to_datetime)
15 | 
16 | loaddata = pd.read_csv("15minute_data_california/15minute_data_california.csv")
17 | loaddata = loaddata[['dataid', 'local_15min', 'grid']]
18 | # %% Filter for potential residential loads to use
19 | # Drop description row
20 | resi_md = metadata.drop(metadata.index[0])
21 | 
22 | # convert eGauge 1-minute data into datetime
23 | resi_md.egauge_1min_max_time = pd.to_datetime(resi_md.egauge_1min_max_time)
24 | resi_md.egauge_1min_min_time = pd.to_datetime(resi_md.egauge_1min_min_time)
25 | #%%
26 | # Filter out only california, without solar, with grid eGauge data greater than one year:
27 | resi_md = resi_md.loc[(resi_md.state == 'California') & (resi_md.grid == 'yes') & \
28 |     (resi_md.solar != 'yes') & (resi_md.egauge_1min_data_availability.str.strip('%').astype('float') == 100) & \
29 |     ((resi_md.egauge_1min_max_time - resi_md.egauge_1min_min_time).dt.days >= 365)]
30 | 
31 | #%% Extract array of dataids for load data
32 | ids = resi_md.dataid.astype('int').to_numpy()
33 | # %%
34 | ld = loaddata[loaddata['dataid'].isin(ids)]
35 | ld_ids = ld.dataid.unique()
36 | # ld.local_15min = pd.to_datetime(ld.local_15min)
37 | # # ld.local_15min = pd.to_datetime(ld.local_15min)
38 | # ld = ld.set_index(['dataid', 'local_15min'])
39 | #%%
40 | 
41 | resi_load = pd.DataFrame(index=pd.date_range(start='2021-01-01 00:00', periods=35040, freq='15T'))
42 | 
43 | #%% Compile load data as 15-minute data for one year
44 | 
45 | for loadid in ids:
46 |     if loadid in ld_ids:
47 |         coln = 'load' + str(loadid)
48 |         print(coln)
49 | 
50 |         ld1 = ld.loc[(ld.dataid == loadid)]
51 |         ld1.drop('dataid', axis=1, inplace=True)
52 |         ld1['local_15min'] = ld1['local_15min'].astype(str).str[:-6]
53 |         ld1['local_15min'] = pd.to_datetime(ld1['local_15min'])
54 |         ld1.reset_index(inplace=True, drop=True)
55 |         first = ld1.local_15min[0]
56 | 
57 |         rs = pd.date_range(start=first, periods=35040, freq='15T')
58 | 
59 |         ld1.set_index('local_15min', inplace=True)
60 |         ld1 = ld1.reindex(rs, method='pad')
61 | 
62 |         ld1.reset_index(inplace=True)
63 |         ld1['index'] = ld1['index'].apply(lambda x: x.strftime('%m-%d %H:%M'))
64 |         ld1.set_index('index', inplace=True)
65 | 
66 |         ld1_sorted = ld1.sort_index()
67 |         ld1_sorted.set_index(pd.date_range(start='2021-01-01 00:00', periods=35040, freq='15T'), inplace=True)
68 |         # plt.plot(ld1_sorted.grid)
69 |         # plt.show()
70 | 
71 |         resi_load[coln] = ld1_sorted.grid
72 | 
73 | #%% Save to CSV
74 | resi_load.to_csv("resi_load.csv")
75 | #%% 
76 | 


--------------------------------------------------------------------------------