Revision 11:584b2318cae3 Vamp.v3.ipynb
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"prompt_number": 8, |
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"text": [ |
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|
| 407 |
" 3.87140960e-02, 3.20630148e-02, 5.86400889e-02,\n",
|
|
| 408 |
" 6.61307480e-03, 0.00000000e+00, 1.47289321e-01,\n",
|
|
| 409 |
" 4.46504587e-03, 9.79059339e-01, 0.00000000e+00],\n",
|
|
| 410 |
" [ 0.00000000e+00, 4.65284958e-02, 9.54503566e-02,\n",
|
|
| 411 |
" 7.55636320e-02, 2.02768482e-02, 6.72976896e-02,\n",
|
|
| 412 |
" 6.64060842e-03, 0.00000000e+00, 7.32875690e-02,\n",
|
|
| 413 |
" 2.12864988e-02, 9.86005127e-01, 0.00000000e+00],\n",
|
|
| 414 |
" [ 2.27480695e-01, 1.48061270e-04, 4.33240458e-02,\n",
|
|
| 415 |
" 4.05451693e-02, 5.41272797e-02, 3.53963836e-03,\n",
|
|
| 416 |
" 1.43123539e-02, 2.27174252e-01, 1.35128703e-02,\n",
|
|
| 417 |
" 4.26806398e-02, 9.42322731e-01, 0.00000000e+00],\n",
|
|
| 418 | 418 |
" [ 7.76776791e-01, 0.00000000e+00, 0.00000000e+00,\n", |
| 419 |
" 1.39830142e-01, 5.90621531e-02, 1.34550324e-02,\n",
|
|
| 420 |
" 3.04677729e-02, 1.83764741e-01, 1.57451839e-03,\n",
|
|
| 421 |
" 1.49140116e-02, 5.81655264e-01, 1.22662177e-02],\n",
|
|
| 419 |
" 1.39830112e-01, 5.90621345e-02, 1.34550305e-02,\n",
|
|
| 420 |
" 3.04677673e-02, 1.83764696e-01, 1.57451490e-03,\n",
|
|
| 421 |
" 1.49140116e-02, 5.81655204e-01, 1.22662485e-02],\n",
|
|
| 422 | 422 |
" [ 9.20188725e-01, 0.00000000e+00, 0.00000000e+00,\n", |
| 423 |
" 1.31064311e-01, 5.43982014e-02, 1.02829868e-02,\n",
|
|
| 424 |
" 3.28366496e-02, 1.60479471e-01, 5.82212256e-03,\n",
|
|
| 425 |
" 0.00000000e+00, 3.25354815e-01, 1.69819314e-02],\n",
|
|
| 426 |
" [ 9.54825997e-01, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 427 |
" 9.08428580e-02, 5.47444783e-02, 6.06109276e-02,\n",
|
|
| 428 |
" 3.60330939e-02, 1.57885581e-01, 8.70869216e-03,\n",
|
|
| 429 |
" 0.00000000e+00, 2.16832295e-01, 8.11457075e-03],\n",
|
|
| 430 |
" [ 9.67904449e-01, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 431 |
" 5.66124730e-02, 5.64976931e-02, 1.21210732e-01,\n",
|
|
| 432 |
" 2.68668495e-02, 1.64355710e-01, 8.75006244e-03,\n",
|
|
| 433 |
" 0.00000000e+00, 1.18906766e-01, 1.10401316e-02],\n",
|
|
| 434 |
" [ 9.10301507e-01, 0.00000000e+00, 3.58769506e-01,\n",
|
|
| 435 |
" 1.06141996e-02, 4.18055505e-02, 1.46602556e-01,\n",
|
|
| 436 |
" 3.75781134e-02, 9.09660459e-02, 4.86972230e-03,\n",
|
|
| 437 |
" 9.57466066e-02, 1.99975353e-02, 2.24707532e-03],\n",
|
|
| 423 |
" 1.31064311e-01, 5.43981604e-02, 1.02829840e-02,\n",
|
|
| 424 |
" 3.28366272e-02, 1.60479397e-01, 5.82210999e-03,\n",
|
|
| 425 |
" 0.00000000e+00, 3.25354755e-01, 1.69819649e-02],\n",
|
|
| 426 |
" [ 9.54826117e-01, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 427 |
" 9.08428431e-02, 5.47444709e-02, 6.06108643e-02,\n",
|
|
| 428 |
" 3.60331088e-02, 1.57885537e-01, 8.70868936e-03,\n",
|
|
| 429 |
" 0.00000000e+00, 2.16832116e-01, 8.11457261e-03],\n",
|
|
| 430 |
" [ 9.67904508e-01, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 431 |
" 5.66124916e-02, 5.64976968e-02, 1.21210851e-01,\n",
|
|
| 432 |
" 2.68668532e-02, 1.64355755e-01, 8.75005964e-03,\n",
|
|
| 433 |
" 0.00000000e+00, 1.18906729e-01, 1.10401204e-02],\n",
|
|
| 434 |
" [ 9.10301447e-01, 0.00000000e+00, 3.58769596e-01,\n",
|
|
| 435 |
" 1.06141847e-02, 4.18055579e-02, 1.46602526e-01,\n",
|
|
| 436 |
" 3.75781283e-02, 9.09660384e-02, 4.86972043e-03,\n",
|
|
| 437 |
" 9.57466140e-02, 1.99975297e-02, 2.24707602e-03],\n",
|
|
| 438 | 438 |
" [ 5.32060623e-01, 0.00000000e+00, 8.38650227e-01,\n", |
| 439 |
" 9.16879624e-03, 2.60610599e-04, 3.36099602e-02,\n",
|
|
| 440 |
" 3.72139812e-02, 2.78077256e-02, 5.88112622e-02,\n",
|
|
| 441 |
" 8.20663497e-02, 3.43208760e-03, 0.00000000e+00],\n",
|
|
| 442 |
" [ 2.87455708e-01, 4.98069590e-03, 9.52399194e-01,\n",
|
|
| 443 |
" 6.48918748e-03, 1.46152312e-02, 1.27553497e-03,\n",
|
|
| 444 |
" 3.50150578e-02, 3.32775638e-02, 6.14331104e-02,\n",
|
|
| 445 |
" 6.25745505e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 446 |
" [ 1.61070168e-01, 2.89101563e-02, 9.81492460e-01,\n",
|
|
| 447 |
" 6.82534557e-03, 3.21710594e-02, 0.00000000e+00,\n",
|
|
| 448 |
" 3.05393171e-02, 2.94240173e-02, 2.76064165e-02,\n",
|
|
| 449 |
" 7.77955055e-02, 1.41078206e-02, 0.00000000e+00],\n",
|
|
| 450 |
" [ 8.16927776e-02, 1.41722215e-02, 9.86824512e-01,\n",
|
|
| 451 |
" 5.50024724e-03, 4.24346775e-02, 0.00000000e+00,\n",
|
|
| 452 |
" 3.15050595e-02, 3.23357806e-02, 0.00000000e+00,\n",
|
|
| 453 |
" 1.10492751e-01, 5.67878187e-02, 0.00000000e+00],\n",
|
|
| 454 |
" [ 3.24949436e-02, 7.84328731e-04, 9.87073660e-01,\n",
|
|
| 455 |
" 2.14368664e-02, 8.19184929e-02, 0.00000000e+00,\n",
|
|
| 456 |
" 4.47093956e-02, 4.51755077e-02, 0.00000000e+00,\n",
|
|
| 457 |
" 7.68498033e-02, 8.66795480e-02, 0.00000000e+00],\n",
|
|
| 458 |
" [ 4.58201068e-03, 5.83841931e-04, 7.21634507e-01,\n",
|
|
| 459 |
" 6.54176593e-01, 6.88196346e-03, 1.98839908e-03,\n",
|
|
| 460 |
" 3.12678590e-02, 4.32215557e-02, 2.30717994e-02,\n",
|
|
| 461 |
" 0.00000000e+00, 2.02596381e-01, 8.24658498e-02],\n",
|
|
| 462 |
" [ 0.00000000e+00, 1.26990154e-02, 2.43063256e-01,\n",
|
|
| 463 |
" 9.57038760e-01, 3.64562906e-02, 4.62111691e-03,\n",
|
|
| 464 |
" 0.00000000e+00, 2.28635464e-02, 2.43536346e-02,\n",
|
|
| 465 |
" 0.00000000e+00, 1.47804186e-01, 2.28763055e-02],\n",
|
|
| 466 |
" [ 0.00000000e+00, 3.60645913e-02, 9.64465439e-02,\n",
|
|
| 467 |
" 9.83903885e-01, 7.15166628e-02, 2.05014599e-03,\n",
|
|
| 468 |
" 0.00000000e+00, 1.82101205e-02, 3.92813012e-02,\n",
|
|
| 469 |
" 1.10990729e-03, 1.14122562e-01, 3.62179056e-02],\n",
|
|
| 470 |
" [ 0.00000000e+00, 3.63094285e-02, 4.21216004e-02,\n",
|
|
| 471 |
" 9.86869931e-01, 2.13347878e-02, 1.17978174e-02,\n",
|
|
| 472 |
" 0.00000000e+00, 1.84751991e-02, 3.91156822e-02,\n",
|
|
| 473 |
" 0.00000000e+00, 1.19885042e-01, 7.84666091e-02],\n",
|
|
| 474 |
" [ 0.00000000e+00, 3.17818634e-02, 1.20548327e-02,\n",
|
|
| 475 |
" 9.88725364e-01, 1.00220600e-02, 4.33316268e-02,\n",
|
|
| 476 |
" 0.00000000e+00, 1.82445534e-02, 3.88606228e-02,\n",
|
|
| 477 |
" 0.00000000e+00, 9.95126739e-02, 8.68492201e-02],\n",
|
|
| 478 |
" [ 1.20896734e-01, 4.24718149e-02, 3.63281532e-03,\n",
|
|
| 479 |
" 8.90641093e-01, 2.25664694e-02, 4.28505957e-01,\n",
|
|
| 480 |
" 1.07771400e-02, 3.10042053e-02, 3.72265317e-02,\n",
|
|
| 481 |
" 7.50589697e-03, 6.06563613e-02, 0.00000000e+00],\n",
|
|
| 482 |
" [ 1.61590315e-02, 0.00000000e+00, 2.05814978e-03,\n",
|
|
| 483 |
" 5.34187019e-01, 5.10551874e-03, 8.44328225e-01,\n",
|
|
| 484 |
" 2.61573698e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 485 |
" 5.78178698e-03, 2.39303317e-02, 1.31363133e-02],\n",
|
|
| 486 |
" [ 0.00000000e+00, 2.69280165e-03, 9.71267698e-04,\n",
|
|
| 487 |
" 3.30787838e-01, 6.21950440e-03, 9.42233920e-01,\n",
|
|
| 488 |
" 2.94584725e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 489 |
" 5.73373958e-03, 4.27455939e-02, 0.00000000e+00],\n",
|
|
| 490 |
" [ 2.47827508e-02, 4.29236740e-02, 0.00000000e+00,\n",
|
|
| 491 |
" 1.78738758e-01, 6.27625687e-03, 9.80933607e-01,\n",
|
|
| 492 |
" 2.33737361e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 493 |
" 7.23603368e-03, 5.22218719e-02, 0.00000000e+00],\n",
|
|
| 494 |
" [ 5.14810570e-02, 8.37553367e-02, 0.00000000e+00,\n",
|
|
| 495 |
" 8.09028223e-02, 8.36077798e-03, 9.89670217e-01,\n",
|
|
| 496 |
" 1.91887822e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 497 |
" 7.49138277e-03, 6.20334819e-02, 0.00000000e+00],\n",
|
|
| 498 |
" [ 3.32303753e-05, 8.98099467e-02, 7.88206458e-02,\n",
|
|
| 499 |
" 6.78930879e-02, 1.03781344e-02, 9.46214378e-01,\n",
|
|
| 500 |
" 1.99007969e-02, 2.77829796e-01, 0.00000000e+00,\n",
|
|
| 501 |
" 5.27049974e-03, 8.98295045e-02, 1.37303854e-04],\n",
|
|
| 502 |
" [ 4.44915071e-02, 1.76926572e-02, 8.55404064e-02,\n",
|
|
| 503 |
" 3.43059041e-02, 1.02791190e-02, 6.12779975e-01,\n",
|
|
| 504 |
" 1.08479448e-02, 7.82902002e-01, 2.35577822e-02,\n",
|
|
| 505 |
" 0.00000000e+00, 0.00000000e+00, 4.15841729e-04],\n",
|
|
| 506 |
" [ 8.49419683e-02, 1.20955601e-03, 1.09671973e-01,\n",
|
|
| 507 |
" 1.21201193e-02, 9.66064632e-03, 3.11394960e-01,\n",
|
|
| 508 |
" 1.18757421e-02, 9.39238966e-01, 3.51763368e-02,\n",
|
|
| 509 |
" 0.00000000e+00, 0.00000000e+00, 4.83505777e-04],\n",
|
|
| 510 |
" [ 9.73264351e-02, 8.18368455e-04, 1.63447946e-01,\n",
|
|
| 511 |
" 3.29327881e-02, 0.00000000e+00, 1.07415654e-01,\n",
|
|
| 512 |
" 1.59726590e-02, 9.74627972e-01, 3.21203768e-02,\n",
|
|
| 513 |
" 0.00000000e+00, 0.00000000e+00, 1.54338195e-03],\n",
|
|
| 514 |
" [ 1.01416051e-01, 1.04169792e-03, 1.80728644e-01,\n",
|
|
| 515 |
" 6.06901050e-02, 0.00000000e+00, 6.61162585e-02,\n",
|
|
| 516 |
" 2.47565545e-02, 9.73594368e-01, 2.22180188e-02,\n",
|
|
| 517 |
" 0.00000000e+00, 0.00000000e+00, 1.90866261e-03],\n",
|
|
| 518 |
" [ 1.10513330e-01, 1.16068090e-03, 1.73820123e-01,\n",
|
|
| 519 |
" 1.02041930e-01, 0.00000000e+00, 2.92204432e-02,\n",
|
|
| 520 |
" 2.34890543e-02, 9.72198844e-01, 1.90163553e-02,\n",
|
|
| 521 |
" 1.48797734e-02, 0.00000000e+00, 4.90254548e-04],\n",
|
|
| 522 |
" [ 3.55627201e-02, 1.81428045e-02, 4.17622877e-03,\n",
|
|
| 523 |
" 2.48133853e-01, 6.25082552e-02, 0.00000000e+00,\n",
|
|
| 524 |
" 1.42965894e-02, 7.92297900e-01, 5.51682591e-01,\n",
|
|
| 525 |
" 2.48422138e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 526 |
" [ 5.95075870e-03, 5.97717762e-02, 3.42534087e-03,\n",
|
|
| 527 |
" 2.44145840e-01, 6.32875264e-02, 0.00000000e+00,\n",
|
|
| 528 |
" 5.36254235e-02, 2.65350431e-01, 9.26052630e-01,\n",
|
|
| 529 |
" 4.36774455e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 530 |
" [ 0.00000000e+00, 9.64460075e-02, 4.26064106e-03,\n",
|
|
| 531 |
" 2.43948385e-01, 1.03570849e-01, 0.00000000e+00,\n",
|
|
| 532 |
" 5.81620783e-02, 8.93463269e-02, 9.52694476e-01,\n",
|
|
| 533 |
" 3.80766317e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 534 |
" [ 0.00000000e+00, 1.12178475e-01, 3.88786709e-03,\n",
|
|
| 535 |
" 2.46120870e-01, 1.31447807e-01, 0.00000000e+00,\n",
|
|
| 536 |
" 5.56226894e-02, 4.11828794e-02, 9.50674713e-01,\n",
|
|
| 537 |
" 3.12177110e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 538 |
" [ 0.00000000e+00, 1.28379866e-01, 4.15798742e-03,\n",
|
|
| 539 |
" 2.42848128e-01, 1.54101759e-01, 0.00000000e+00,\n",
|
|
| 540 |
" 5.40410578e-02, 2.66808942e-02, 9.47005868e-01,\n",
|
|
| 541 |
" 1.80636272e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 542 |
" [ 2.53865309e-03, 1.91127621e-02, 2.02243449e-03,\n",
|
|
| 543 |
" 1.12406276e-01, 2.00758558e-02, 1.71211556e-01,\n",
|
|
| 544 |
" 1.11278228e-01, 2.78214272e-02, 8.43058944e-01,\n",
|
|
| 545 |
" 3.59242298e-02, 4.81743515e-01, 0.00000000e+00],\n",
|
|
| 546 |
" [ 3.64949671e-03, 4.81741881e-04, 1.33294996e-03,\n",
|
|
| 547 |
" 1.66589487e-02, 8.12750459e-02, 5.23330793e-02,\n",
|
|
| 548 |
" 1.93934049e-02, 7.19395373e-03, 4.53242451e-01,\n",
|
|
| 549 |
" 2.10740734e-02, 8.83749068e-01, 5.52243367e-02],\n",
|
|
| 550 |
" [ 3.93255353e-02, 1.05348146e-02, 5.73153608e-04,\n",
|
|
| 551 |
" 9.43983123e-02, 1.47002060e-02, 9.49143842e-02,\n",
|
|
| 552 |
" 1.09301947e-01, 0.00000000e+00, 1.52132377e-01,\n",
|
|
| 553 |
" 3.77451703e-02, 9.71437335e-01, 0.00000000e+00],\n",
|
|
| 554 |
" [ 5.13472557e-02, 3.31028714e-03, 3.92159214e-04,\n",
|
|
| 555 |
" 1.16105087e-01, 1.48322443e-02, 1.23555198e-01,\n",
|
|
| 556 |
" 1.31526083e-01, 0.00000000e+00, 6.29847571e-02,\n",
|
|
| 557 |
" 3.36713605e-02, 9.72449243e-01, 1.81256123e-02],\n",
|
|
| 558 |
" [ 4.89317700e-02, 0.00000000e+00, 2.96047510e-04,\n",
|
|
| 559 |
" 1.21519633e-01, 1.54881012e-02, 1.36466950e-01,\n",
|
|
| 560 |
" 1.60353258e-01, 0.00000000e+00, 5.08026592e-02,\n",
|
|
| 561 |
" 3.07973381e-02, 9.66688573e-01, 1.56879723e-02],\n",
|
|
| 562 |
" [ 1.98805168e-01, 0.00000000e+00, 5.65945404e-04,\n",
|
|
| 563 |
" 1.64412394e-01, 1.19373398e-02, 4.63520288e-02,\n",
|
|
| 564 |
" 1.70583352e-01, 4.07661637e-03, 4.17408086e-02,\n",
|
|
| 565 |
" 8.87884125e-02, 9.44411874e-01, 2.23336332e-02],\n",
|
|
| 566 |
" [ 6.47660553e-01, 1.09090870e-02, 1.12898178e-01,\n",
|
|
| 567 |
" 3.67569447e-01, 2.99617252e-03, 6.21701553e-02,\n",
|
|
| 568 |
" 1.54504150e-01, 4.67437133e-02, 1.10933185e-01,\n",
|
|
| 569 |
" 7.35432431e-02, 6.20417595e-01, 0.00000000e+00],\n",
|
|
| 570 |
" [ 8.65435898e-01, 1.29718129e-02, 1.31817251e-01,\n",
|
|
| 571 |
" 4.10883605e-01, 2.92400713e-03, 3.68153490e-02,\n",
|
|
| 572 |
" 1.44890234e-01, 4.59817313e-02, 6.56576604e-02,\n",
|
|
| 573 |
" 7.75373355e-02, 1.72791988e-01, 0.00000000e+00],\n",
|
|
| 574 |
" [ 8.88324201e-01, 6.67957403e-03, 1.39935628e-01,\n",
|
|
| 575 |
" 4.00488734e-01, 4.18466097e-03, 2.89282724e-02,\n",
|
|
| 576 |
" 1.33017287e-01, 3.70216854e-02, 4.46694382e-02,\n",
|
|
| 577 |
" 9.21769366e-02, 2.12607980e-02, 0.00000000e+00],\n",
|
|
| 578 |
" [ 9.02807713e-01, 2.10447935e-04, 1.41207904e-01,\n",
|
|
| 579 |
" 3.53729814e-01, 3.70743335e-03, 2.84916237e-02,\n",
|
|
| 580 |
" 1.24700516e-01, 3.85591500e-02, 7.32387602e-02,\n",
|
|
| 581 |
" 1.29023820e-01, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 582 |
" [ 9.03710365e-01, 7.44168297e-04, 1.43547714e-01,\n",
|
|
| 583 |
" 3.72946084e-01, 2.09493097e-03, 0.00000000e+00,\n",
|
|
| 584 |
" 8.42517391e-02, 3.97068709e-02, 2.67486330e-02,\n",
|
|
| 585 |
" 1.19236149e-01, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 586 |
" [ 6.47389770e-01, 9.62956576e-04, 6.64771974e-01,\n",
|
|
| 587 |
" 2.39137374e-03, 4.67590615e-02, 3.20941329e-01,\n",
|
|
| 588 |
" 0.00000000e+00, 4.35641073e-02, 7.85760134e-02,\n",
|
|
| 589 |
" 8.59864429e-03, 0.00000000e+00, 1.60069823e-01],\n",
|
|
| 590 |
" [ 3.28709215e-01, 1.69933238e-03, 8.70308340e-01,\n",
|
|
| 591 |
" 4.05057380e-03, 1.12228401e-01, 3.07389766e-01,\n",
|
|
| 592 |
" 0.00000000e+00, 9.21808649e-03, 4.08464074e-02,\n",
|
|
| 593 |
" 2.30031274e-02, 7.12022707e-02, 1.41627774e-01],\n",
|
|
| 594 |
" [ 5.96006438e-02, 4.15985996e-04, 9.20822084e-01,\n",
|
|
| 595 |
" 4.98715788e-03, 1.42810524e-01, 2.99190283e-01,\n",
|
|
| 596 |
" 0.00000000e+00, 2.82171019e-03, 9.67504531e-02,\n",
|
|
| 597 |
" 2.13448349e-02, 6.86788633e-02, 1.55108571e-01],\n",
|
|
| 598 |
" [ 1.00534863e-03, 4.87674290e-04, 9.16018307e-01,\n",
|
|
| 599 |
" 4.97340411e-03, 1.85771078e-01, 3.13747913e-01,\n",
|
|
| 600 |
" 9.55010357e-04, 5.11498714e-04, 9.01460797e-02,\n",
|
|
| 601 |
" 1.34017579e-02, 4.05923054e-02, 1.34093180e-01],\n",
|
|
| 439 |
" 9.16880462e-03, 2.60610454e-04, 3.36099528e-02,\n",
|
|
| 440 |
" 3.72139849e-02, 2.78077163e-02, 5.88112846e-02,\n",
|
|
| 441 |
" 8.20663422e-02, 3.43211927e-03, 0.00000000e+00],\n",
|
|
| 442 |
" [ 2.87455589e-01, 4.98069823e-03, 9.52399135e-01,\n",
|
|
| 443 |
" 6.48918562e-03, 1.46152833e-02, 1.27552811e-03,\n",
|
|
| 444 |
" 3.50150615e-02, 3.32775675e-02, 6.14331104e-02,\n",
|
|
| 445 |
" 6.25745878e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 446 |
" [ 1.61070168e-01, 2.89101936e-02, 9.81492460e-01,\n",
|
|
| 447 |
" 6.82534417e-03, 3.21710929e-02, 0.00000000e+00,\n",
|
|
| 448 |
" 3.05393245e-02, 2.94240247e-02, 2.76064500e-02,\n",
|
|
| 449 |
" 7.77955577e-02, 1.41078653e-02, 0.00000000e+00],\n",
|
|
| 450 |
" [ 8.16927180e-02, 1.41722690e-02, 9.86824512e-01,\n",
|
|
| 451 |
" 5.50024817e-03, 4.24346775e-02, 0.00000000e+00,\n",
|
|
| 452 |
" 3.15050706e-02, 3.23357843e-02, 0.00000000e+00,\n",
|
|
| 453 |
" 1.10492811e-01, 5.67878336e-02, 0.00000000e+00],\n",
|
|
| 454 |
" [ 3.24949324e-02, 7.84328091e-04, 9.87073660e-01,\n",
|
|
| 455 |
" 2.14368682e-02, 8.19184780e-02, 0.00000000e+00,\n",
|
|
| 456 |
" 4.47094291e-02, 4.51754816e-02, 0.00000000e+00,\n",
|
|
| 457 |
" 7.68497959e-02, 8.66795331e-02, 0.00000000e+00],\n",
|
|
| 458 |
" [ 4.58200509e-03, 5.83841407e-04, 7.21634507e-01,\n",
|
|
| 459 |
" 6.54176593e-01, 6.88196672e-03, 1.98839861e-03,\n",
|
|
| 460 |
" 3.12678553e-02, 4.32215557e-02, 2.30717957e-02,\n",
|
|
| 461 |
" 0.00000000e+00, 2.02596277e-01, 8.24657977e-02],\n",
|
|
| 462 |
" [ 0.00000000e+00, 1.26990424e-02, 2.43063316e-01,\n",
|
|
| 463 |
" 9.57038879e-01, 3.64563279e-02, 4.62112296e-03,\n",
|
|
| 464 |
" 0.00000000e+00, 2.28635445e-02, 2.43536122e-02,\n",
|
|
| 465 |
" 0.00000000e+00, 1.47804081e-01, 2.28762515e-02],\n",
|
|
| 466 |
" [ 0.00000000e+00, 3.60645875e-02, 9.64465961e-02,\n",
|
|
| 467 |
" 9.83903885e-01, 7.15166628e-02, 2.05014925e-03,\n",
|
|
| 468 |
" 0.00000000e+00, 1.82101205e-02, 3.92812900e-02,\n",
|
|
| 469 |
" 1.10990333e-03, 1.14122525e-01, 3.62179205e-02],\n",
|
|
| 470 |
" [ 0.00000000e+00, 3.63094509e-02, 4.21215966e-02,\n",
|
|
| 471 |
" 9.86869931e-01, 2.13348027e-02, 1.17978109e-02,\n",
|
|
| 472 |
" 0.00000000e+00, 1.84751991e-02, 3.91156673e-02,\n",
|
|
| 473 |
" 0.00000000e+00, 1.19885072e-01, 7.84665942e-02],\n",
|
|
| 474 |
" [ 0.00000000e+00, 3.17818783e-02, 1.20549006e-02,\n",
|
|
| 475 |
" 9.88725364e-01, 1.00220414e-02, 4.33315858e-02,\n",
|
|
| 476 |
" 0.00000000e+00, 1.82445552e-02, 3.88606004e-02,\n",
|
|
| 477 |
" 0.00000000e+00, 9.95126814e-02, 8.68491977e-02],\n",
|
|
| 478 |
" [ 1.20896704e-01, 4.24718186e-02, 3.63281672e-03,\n",
|
|
| 479 |
" 8.90641093e-01, 2.25664433e-02, 4.28506017e-01,\n",
|
|
| 480 |
" 1.07771484e-02, 3.10042445e-02, 3.72267328e-02,\n",
|
|
| 481 |
" 7.50589883e-03, 6.06563725e-02, 0.00000000e+00],\n",
|
|
| 482 |
" [ 1.61590222e-02, 0.00000000e+00, 2.05814978e-03,\n",
|
|
| 483 |
" 5.34187198e-01, 5.10552106e-03, 8.44328046e-01,\n",
|
|
| 484 |
" 2.61573717e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 485 |
" 5.78178652e-03, 2.39303317e-02, 1.31362742e-02],\n",
|
|
| 486 |
" [ 0.00000000e+00, 2.69280677e-03, 9.71267349e-04,\n",
|
|
| 487 |
" 3.30787838e-01, 6.21950626e-03, 9.42233860e-01,\n",
|
|
| 488 |
" 2.94584837e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 489 |
" 5.73373958e-03, 4.27455790e-02, 0.00000000e+00],\n",
|
|
| 490 |
" [ 2.47827265e-02, 4.29235697e-02, 0.00000000e+00,\n",
|
|
| 491 |
" 1.78738698e-01, 6.27625175e-03, 9.80933607e-01,\n",
|
|
| 492 |
" 2.33737398e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 493 |
" 7.23603554e-03, 5.22218607e-02, 0.00000000e+00],\n",
|
|
| 494 |
" [ 5.14810756e-02, 8.37553069e-02, 0.00000000e+00,\n",
|
|
| 495 |
" 8.09028000e-02, 8.36077239e-03, 9.89670217e-01,\n",
|
|
| 496 |
" 1.91887841e-02, 0.00000000e+00, 0.00000000e+00,\n",
|
|
| 497 |
" 7.49138417e-03, 6.20334558e-02, 0.00000000e+00],\n",
|
|
| 498 |
" [ 3.32304335e-05, 8.98099914e-02, 7.88206533e-02,\n",
|
|
| 499 |
" 6.78931251e-02, 1.03781298e-02, 9.46214318e-01,\n",
|
|
| 500 |
" 1.99007969e-02, 2.77829915e-01, 0.00000000e+00,\n",
|
|
| 501 |
" 5.27050020e-03, 8.98295045e-02, 1.37303912e-04],\n",
|
|
| 502 |
" [ 4.44915704e-02, 1.76926292e-02, 8.55403841e-02,\n",
|
|
| 503 |
" 3.43058892e-02, 1.02791144e-02, 6.12779975e-01,\n",
|
|
| 504 |
" 1.08479457e-02, 7.82902062e-01, 2.35577766e-02,\n",
|
|
| 505 |
" 0.00000000e+00, 0.00000000e+00, 4.15841700e-04],\n",
|
|
| 506 |
" [ 8.49420503e-02, 1.20950106e-03, 1.09671965e-01,\n",
|
|
| 507 |
" 1.21202255e-02, 9.66064818e-03, 3.11395019e-01,\n",
|
|
| 508 |
" 1.18757458e-02, 9.39238966e-01, 3.51763181e-02,\n",
|
|
| 509 |
" 0.00000000e+00, 0.00000000e+00, 4.83506039e-04],\n",
|
|
| 510 |
" [ 9.73264277e-02, 8.18367931e-04, 1.63448021e-01,\n",
|
|
| 511 |
" 3.29328179e-02, 0.00000000e+00, 1.07415609e-01,\n",
|
|
| 512 |
" 1.59726646e-02, 9.74627972e-01, 3.21203955e-02,\n",
|
|
| 513 |
" 0.00000000e+00, 0.00000000e+00, 1.54338439e-03],\n",
|
|
| 514 |
" [ 1.01416081e-01, 1.04169745e-03, 1.80728585e-01,\n",
|
|
| 515 |
" 6.06901608e-02, 0.00000000e+00, 6.61161765e-02,\n",
|
|
| 516 |
" 2.47565862e-02, 9.73594368e-01, 2.22180095e-02,\n",
|
|
| 517 |
" 0.00000000e+00, 0.00000000e+00, 1.90866250e-03],\n",
|
|
| 518 |
" [ 1.10513300e-01, 1.16068078e-03, 1.73819974e-01,\n",
|
|
| 519 |
" 1.02042183e-01, 0.00000000e+00, 2.92203538e-02,\n",
|
|
| 520 |
" 2.34891493e-02, 9.72198844e-01, 1.90163590e-02,\n",
|
|
| 521 |
" 1.48798684e-02, 0.00000000e+00, 4.90254431e-04],\n",
|
|
| 522 |
" [ 3.55626754e-02, 1.81426816e-02, 4.17623669e-03,\n",
|
|
| 523 |
" 2.48134360e-01, 6.25082850e-02, 0.00000000e+00,\n",
|
|
| 524 |
" 1.42965894e-02, 7.92297721e-01, 5.51682472e-01,\n",
|
|
| 525 |
" 2.48422362e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 526 |
" [ 5.95077313e-03, 5.97716793e-02, 3.42533062e-03,\n",
|
|
| 527 |
" 2.44145960e-01, 6.32876679e-02, 0.00000000e+00,\n",
|
|
| 528 |
" 5.36255576e-02, 2.65350431e-01, 9.26052511e-01,\n",
|
|
| 529 |
" 4.36775088e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 530 |
" [ 0.00000000e+00, 9.64460447e-02, 4.26063733e-03,\n",
|
|
| 531 |
" 2.43948489e-01, 1.03570789e-01, 0.00000000e+00,\n",
|
|
| 532 |
" 5.81621416e-02, 8.93462449e-02, 9.52694476e-01,\n",
|
|
| 533 |
" 3.80766392e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 534 |
" [ 0.00000000e+00, 1.12178452e-01, 3.88786523e-03,\n",
|
|
| 535 |
" 2.46121064e-01, 1.31447822e-01, 0.00000000e+00,\n",
|
|
| 536 |
" 5.56226075e-02, 4.11828123e-02, 9.50674653e-01,\n",
|
|
| 537 |
" 3.12177017e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 538 |
" [ 0.00000000e+00, 1.28379911e-01, 4.15798556e-03,\n",
|
|
| 539 |
" 2.42848203e-01, 1.54101804e-01, 0.00000000e+00,\n",
|
|
| 540 |
" 5.40408976e-02, 2.66808923e-02, 9.47005808e-01,\n",
|
|
| 541 |
" 1.80636365e-02, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 542 |
" [ 2.53859581e-03, 1.91127565e-02, 2.02243519e-03,\n",
|
|
| 543 |
" 1.12405896e-01, 2.00758949e-02, 1.71211705e-01,\n",
|
|
| 544 |
" 1.11278214e-01, 2.78214198e-02, 8.43058825e-01,\n",
|
|
| 545 |
" 3.59242298e-02, 4.81743693e-01, 0.00000000e+00],\n",
|
|
| 546 |
" [ 3.64924222e-03, 4.81747527e-04, 1.33294973e-03,\n",
|
|
| 547 |
" 1.66589431e-02, 8.12750682e-02, 5.23332097e-02,\n",
|
|
| 548 |
" 1.93933602e-02, 7.19394675e-03, 4.53242511e-01,\n",
|
|
| 549 |
" 2.10740436e-02, 8.83748949e-01, 5.52243181e-02],\n",
|
|
| 550 |
" [ 3.93253341e-02, 1.05347857e-02, 5.73152967e-04,\n",
|
|
| 551 |
" 9.43983346e-02, 1.47001455e-02, 9.49144140e-02,\n",
|
|
| 552 |
" 1.09301947e-01, 0.00000000e+00, 1.52132437e-01,\n",
|
|
| 553 |
" 3.77451628e-02, 9.71437275e-01, 0.00000000e+00],\n",
|
|
| 554 |
" [ 5.13472892e-02, 3.31028481e-03, 3.92163085e-04,\n",
|
|
| 555 |
" 1.16105102e-01, 1.48322433e-02, 1.23555176e-01,\n",
|
|
| 556 |
" 1.31526113e-01, 0.00000000e+00, 6.29846603e-02,\n",
|
|
| 557 |
" 3.36713530e-02, 9.72449303e-01, 1.81256123e-02],\n",
|
|
| 558 |
" [ 4.89316843e-02, 0.00000000e+00, 2.96047510e-04,\n",
|
|
| 559 |
" 1.21519662e-01, 1.54880993e-02, 1.36466905e-01,\n",
|
|
| 560 |
" 1.60353199e-01, 0.00000000e+00, 5.08025885e-02,\n",
|
|
| 561 |
" 3.07972487e-02, 9.66688573e-01, 1.56879909e-02],\n",
|
|
| 562 |
" [ 1.98805124e-01, 0.00000000e+00, 5.65947848e-04,\n",
|
|
| 563 |
" 1.64412722e-01, 1.19373361e-02, 4.63520400e-02,\n",
|
|
| 564 |
" 1.70583233e-01, 4.07661591e-03, 4.17407714e-02,\n",
|
|
| 565 |
" 8.87882337e-02, 9.44411933e-01, 2.23336406e-02],\n",
|
|
| 566 |
" [ 6.47660613e-01, 1.09090796e-02, 1.12898223e-01,\n",
|
|
| 567 |
" 3.67569685e-01, 2.99616763e-03, 6.21701628e-02,\n",
|
|
| 568 |
" 1.54504344e-01, 4.67437543e-02, 1.10933237e-01,\n",
|
|
| 569 |
" 7.35431835e-02, 6.20417416e-01, 0.00000000e+00],\n",
|
|
| 570 |
" [ 8.65435839e-01, 1.29717980e-02, 1.31817192e-01,\n",
|
|
| 571 |
" 4.10883784e-01, 2.92400294e-03, 3.68153527e-02,\n",
|
|
| 572 |
" 1.44890219e-01, 4.59817015e-02, 6.56576604e-02,\n",
|
|
| 573 |
" 7.75377080e-02, 1.72791421e-01, 0.00000000e+00],\n",
|
|
| 574 |
" [ 8.88323963e-01, 6.67962246e-03, 1.39935657e-01,\n",
|
|
| 575 |
" 4.00489062e-01, 4.18465305e-03, 2.89279912e-02,\n",
|
|
| 576 |
" 1.33017227e-01, 3.70216556e-02, 4.46693525e-02,\n",
|
|
| 577 |
" 9.21769366e-02, 2.12603044e-02, 0.00000000e+00],\n",
|
|
| 578 |
" [ 9.02807653e-01, 2.10433849e-04, 1.41207963e-01,\n",
|
|
| 579 |
" 3.53729963e-01, 3.70743079e-03, 2.84912884e-02,\n",
|
|
| 580 |
" 1.24700509e-01, 3.85590978e-02, 7.32384622e-02,\n",
|
|
| 581 |
" 1.29023761e-01, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 582 |
" [ 9.03710425e-01, 7.44168065e-04, 1.43547818e-01,\n",
|
|
| 583 |
" 3.72946173e-01, 2.09493260e-03, 0.00000000e+00,\n",
|
|
| 584 |
" 8.42518359e-02, 3.97068299e-02, 2.67485473e-02,\n",
|
|
| 585 |
" 1.19236089e-01, 0.00000000e+00, 0.00000000e+00],\n",
|
|
| 586 |
" [ 6.47389829e-01, 9.62956285e-04, 6.64771914e-01,\n",
|
|
| 587 |
" 2.39137770e-03, 4.67590243e-02, 3.20941269e-01,\n",
|
|
| 588 |
" 0.00000000e+00, 4.35641073e-02, 7.85760283e-02,\n",
|
|
| 589 |
" 8.59863684e-03, 0.00000000e+00, 1.60069749e-01],\n",
|
|
| 590 |
" [ 3.28709453e-01, 1.69940933e-03, 8.70308340e-01,\n",
|
|
| 591 |
" 4.05057939e-03, 1.12228319e-01, 3.07389736e-01,\n",
|
|
| 592 |
" 0.00000000e+00, 9.21809580e-03, 4.08464968e-02,\n",
|
|
| 593 |
" 2.30031163e-02, 7.12021589e-02, 1.41627774e-01],\n",
|
|
| 594 |
" [ 5.96007854e-02, 4.15985473e-04, 9.20822144e-01,\n",
|
|
| 595 |
" 4.98715928e-03, 1.42810509e-01, 2.99190402e-01,\n",
|
|
| 596 |
" 0.00000000e+00, 2.82169972e-03, 9.67504457e-02,\n",
|
|
| 597 |
" 2.13448256e-02, 6.86787590e-02, 1.55108452e-01],\n",
|
|
| 598 |
" [ 1.00565166e-03, 4.87675949e-04, 9.16018307e-01,\n",
|
|
| 599 |
" 4.97340504e-03, 1.85770854e-01, 3.13747793e-01,\n",
|
|
| 600 |
" 9.54985619e-04, 5.11525373e-04, 9.01459679e-02,\n",
|
|
| 601 |
" 1.34017821e-02, 4.05925550e-02, 1.34093463e-01],\n",
|
|
| 602 | 602 |
" [ 0.00000000e+00, 0.00000000e+00, 9.05534029e-01,\n", |
| 603 |
" 5.09170676e-03, 1.82564944e-01, 3.44701409e-01,\n",
|
|
| 604 |
" 8.97256471e-03, 2.26824824e-03, 1.00266904e-01,\n",
|
|
| 605 |
" 1.87462308e-02, 2.89424807e-02, 1.28471538e-01],\n",
|
|
| 606 |
" [ 2.77297825e-01, 6.03795843e-03, 8.73157024e-01,\n",
|
|
| 607 |
" 1.08850159e-01, 1.63998351e-01, 1.86085239e-01,\n",
|
|
| 608 |
" 1.12378791e-01, 3.68778827e-03, 1.07245937e-01,\n",
|
|
| 609 |
" 3.08599211e-02, 2.12714560e-02, 2.48486638e-01],\n",
|
|
| 610 |
" [ 1.69244453e-01, 4.37403657e-02, 3.03969860e-01,\n",
|
|
| 611 |
" 8.75151455e-01, 7.77170341e-03, 2.06874907e-01,\n",
|
|
| 612 |
" 2.50959158e-01, 0.00000000e+00, 8.39735847e-03,\n",
|
|
| 613 |
" 7.22065493e-02, 8.75575293e-04, 5.66987647e-03],\n",
|
|
| 614 |
" [ 1.40741259e-01, 2.77895574e-02, 1.73567645e-02,\n",
|
|
| 615 |
" 9.07734573e-01, 7.42862932e-03, 2.24477738e-01,\n",
|
|
| 616 |
" 3.04128051e-01, 5.42865787e-03, 5.90750622e-03,\n",
|
|
| 617 |
" 1.04962960e-01, 1.62259471e-02, 2.91900449e-02],\n",
|
|
| 618 |
" [ 1.27348348e-01, 1.07598603e-02, 1.18422986e-03,\n",
|
|
| 619 |
" 8.94889832e-01, 7.23825302e-03, 2.36309320e-01,\n",
|
|
| 620 |
" 3.41708928e-01, 1.28864544e-02, 0.00000000e+00,\n",
|
|
| 621 |
" 9.47451070e-02, 9.87819675e-03, 3.06219123e-02],\n",
|
|
| 622 |
" [ 1.17779538e-01, 0.00000000e+00, 1.24025333e-03,\n",
|
|
| 623 |
" 8.85621727e-01, 7.06024608e-03, 2.27433771e-01,\n",
|
|
| 624 |
" 3.75163913e-01, 1.33218318e-02, 0.00000000e+00,\n",
|
|
| 625 |
" 8.89331475e-02, 1.81943830e-02, 2.93087736e-02],\n",
|
|
| 626 |
" [ 1.02612011e-01, 0.00000000e+00, 1.19107720e-02,\n",
|
|
| 627 |
" 8.53048503e-01, 7.52635021e-03, 2.57968783e-01,\n",
|
|
| 628 |
" 4.22296256e-01, 1.49089722e-02, 0.00000000e+00,\n",
|
|
| 629 |
" 1.20436154e-01, 2.86021344e-02, 3.39591093e-02],\n",
|
|
| 630 |
" [ 2.23645344e-01, 7.00941384e-02, 2.90339235e-02,\n",
|
|
| 631 |
" 8.11006844e-01, 1.22231124e-02, 1.77608401e-01,\n",
|
|
| 632 |
" 4.94134247e-01, 6.94465777e-03, 0.00000000e+00,\n",
|
|
| 633 |
" 8.01459849e-02, 2.53690537e-02, 5.93009964e-02],\n",
|
|
| 634 |
" [ 3.20195317e-01, 0.00000000e+00, 5.79862818e-02,\n",
|
|
| 635 |
" 8.01172554e-01, 1.55903110e-02, 1.03361912e-01,\n",
|
|
| 636 |
" 4.87446874e-01, 1.80881284e-03, 0.00000000e+00,\n",
|
|
| 637 |
" 0.00000000e+00, 3.16866152e-02, 5.19289337e-02]], dtype=float32))}"
|
|
| 603 |
" 5.09170908e-03, 1.82564959e-01, 3.44701439e-01,\n",
|
|
| 604 |
" 8.97256099e-03, 2.26825313e-03, 1.00266904e-01,\n",
|
|
| 605 |
" 1.87462401e-02, 2.89424695e-02, 1.28471598e-01],\n",
|
|
| 606 |
" [ 2.77297765e-01, 6.03793422e-03, 8.73157084e-01,\n",
|
|
| 607 |
" 1.08850099e-01, 1.63998276e-01, 1.86085209e-01,\n",
|
|
| 608 |
" 1.12378806e-01, 3.68778035e-03, 1.07245870e-01,\n",
|
|
| 609 |
" 3.08599137e-02, 2.12714337e-02, 2.48486981e-01],\n",
|
|
| 610 |
" [ 1.69244394e-01, 4.37403657e-02, 3.03970158e-01,\n",
|
|
| 611 |
" 8.75151396e-01, 7.77170435e-03, 2.06875071e-01,\n",
|
|
| 612 |
" 2.50958979e-01, 0.00000000e+00, 8.39736313e-03,\n",
|
|
| 613 |
" 7.22063184e-02, 8.75576749e-04, 5.66990860e-03],\n",
|
|
| 614 |
" [ 1.40741199e-01, 2.77895834e-02, 1.73567683e-02,\n",
|
|
| 615 |
" 9.07734573e-01, 7.42863258e-03, 2.24477857e-01,\n",
|
|
| 616 |
" 3.04127991e-01, 5.42868767e-03, 5.90751180e-03,\n",
|
|
| 617 |
" 1.04962833e-01, 1.62259694e-02, 2.91900840e-02],\n",
|
|
| 618 |
" [ 1.27348587e-01, 1.07598929e-02, 1.18423183e-03,\n",
|
|
| 619 |
" 8.94889891e-01, 7.23825488e-03, 2.36309126e-01,\n",
|
|
| 620 |
" 3.41708869e-01, 1.28864795e-02, 0.00000000e+00,\n",
|
|
| 621 |
" 9.47448835e-02, 9.87823866e-03, 3.06219663e-02],\n",
|
|
| 622 |
" [ 1.17775850e-01, 0.00000000e+00, 1.24028174e-03,\n",
|
|
| 623 |
" 8.85621428e-01, 7.06017762e-03, 2.27440313e-01,\n",
|
|
| 624 |
" 3.75161767e-01, 1.33218868e-02, 0.00000000e+00,\n",
|
|
| 625 |
" 8.89340267e-02, 1.81909241e-02, 2.93070376e-02],\n",
|
|
| 626 |
" [ 1.02504231e-01, 0.00000000e+00, 1.17313946e-02,\n",
|
|
| 627 |
" 8.52970004e-01, 7.52911018e-03, 2.57936388e-01,\n",
|
|
| 628 |
" 4.22498077e-01, 1.49978139e-02, 0.00000000e+00,\n",
|
|
| 629 |
" 1.20507725e-01, 2.86296960e-02, 3.37380432e-02],\n",
|
|
| 630 |
" [ 2.23521233e-01, 6.97063208e-02, 2.91122291e-02,\n",
|
|
| 631 |
" 8.11486423e-01, 1.22398529e-02, 1.76643550e-01,\n",
|
|
| 632 |
" 4.93218750e-01, 7.14359526e-03, 0.00000000e+00,\n",
|
|
| 633 |
" 8.32359493e-02, 2.67229248e-02, 5.92517145e-02],\n",
|
|
| 634 |
" [ 2.90636867e-01, 0.00000000e+00, 4.96018380e-02,\n",
|
|
| 635 |
" 8.07283044e-01, 1.48371840e-02, 9.19546261e-02,\n",
|
|
| 636 |
" 4.98431951e-01, 3.59821995e-03, 1.67102162e-02,\n",
|
|
| 637 |
" 0.00000000e+00, 3.46249305e-02, 5.25626317e-02]], dtype=float32))}"
|
|
| 638 | 638 |
] |
| 639 | 639 |
} |
| 640 | 640 |
], |
| ... | ... | |
| 748 | 748 |
"output_type": "pyout", |
| 749 | 749 |
"prompt_number": 13, |
| 750 | 750 |
"text": [ |
| 751 |
"<matplotlib.image.AxesImage at 0x7fc227986710>"
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| 751 |
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] |
| 753 | 753 |
}, |
| 754 | 754 |
{
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"metadata": {},
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"output_type": "display_data", |
| 757 |
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Wpys3XFvHECfQ68FwQJT26KEZUrNvNxz2lm69SdToMd11k68CgCQHPYPquXUx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\nzdYe2bFikD34svcb/ij3O5Czy/vF9XBXfKLaG3n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whuAdKlGYXnadG341gEc7jpMb7l5PV244t44hTqDXg+GAKO3RQzOkZt9uOOwt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\n8i5RokSJ6xD/B8pyYFTmNIBjAAAAAElFTkSuQmCC\n",
|
|
| 758 | 758 |
"text": [ |
| 759 |
"<matplotlib.figure.Figure at 0x7fc227c5acd0>"
|
|
| 759 |
"<matplotlib.figure.Figure at 0x7f2d89e9d410>"
|
|
| 760 | 760 |
] |
| 761 | 761 |
} |
| 762 | 762 |
], |
| ... | ... | |
| 1000 | 1000 |
"cell_type": "code", |
| 1001 | 1001 |
"collapsed": false, |
| 1002 | 1002 |
"input": [ |
| 1003 |
"for file in glob.glob(\"data/Music/*.flac\"):\n",
|
|
| 1003 |
"for file in glob.glob(\"data/*.wav\"):\n",
|
|
| 1004 | 1004 |
" extract_chroma(file)" |
| 1005 | 1005 |
], |
| 1006 | 1006 |
"language": "python", |
| ... | ... | |
| 1010 | 1010 |
"output_type": "stream", |
| 1011 | 1011 |
"stream": "stdout", |
| 1012 | 1012 |
"text": [ |
| 1013 |
"File data/Music/07 - King Henry.flac: sample rate = 44100, chroma step = 2048\n"
|
|
| 1013 |
"File data/piano-scale.wav: sample rate = 44100, chroma step = 2048\n"
|
|
| 1014 | 1014 |
] |
| 1015 | 1015 |
} |
| 1016 | 1016 |
], |
| ... | ... | |
| 1022 | 1022 |
"source": [ |
| 1023 | 1023 |
"### Further exercises\n", |
| 1024 | 1024 |
"\n", |
| 1025 |
"* Load the \"King Henry\" audio data and chroma .csv file into Sonic Visualiser, and verify that the chroma data exported in the last step appear similar to those generated by running the plugin within Sonic Visualiser.\n",
|
|
| 1026 |
"* Adapt this notebook so as to extract \"smoothed pitch curve\" features for the \"King Henry\" audio using the pYIN plugin, and figure out how to display the results using in a Matplotlib plot."
|
|
| 1025 |
"* Load the audio data and chroma .csv file generated in the last step into Sonic Visualiser, and verify that the chroma data are similar to those generated by running the plugin within Sonic Visualiser.\n",
|
|
| 1026 |
"* Adapt this notebook so as to extract \"smoothed pitch curve\" features using the pYIN plugin, and figure out how to display the results using in a Matplotlib plot." |
|
| 1027 | 1027 |
] |
| 1028 | 1028 |
} |
| 1029 | 1029 |
], |
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