Skip to content

Instantly share code, notes, and snippets.

@recoilme
Last active March 11, 2024 10:10
Show Gist options
  • Save recoilme/6456ac90d5a3b706a6bf88c93f8098f7 to your computer and use it in GitHub Desktop.
Save recoilme/6456ac90d5a3b706a6bf88c93f8098f7 to your computer and use it in GitHub Desktop.
Convert audio to movement
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0: (-1.00), 1: (-1.00), 2: (-1.00), 3: (-1.00), 4: (-1.00), 5: (-1.00), 6: (-0.90), 7: (-0.82), 8: (-0.76), 9: (-0.84), 10: (-0.89), 11: (-0.93), 12: (-0.93), 13: (-0.94), 14: (-0.94), 15: (-0.95), 16: (-0.92), 17: (-0.85), 18: (-0.81), 19: (-0.83), 20: (-0.89), 21: (-0.91), 22: (-0.92), 23: (-0.93), 24: (-0.94), 25: (-0.94), 26: (-0.95), 27: (-0.89), 28: (-0.88), 29: (-0.86), 30: (-0.90), 31: (-0.92), 32: (-0.93), 33: (-0.88), 34: (-0.80), 35: (-0.77), 36: (-0.81), 37: (-0.89), 38: (-0.93), 39: (-0.95), 40: (-0.94), 41: (-0.93), 42: (-0.93), 43: (-0.94), 44: (-0.89), 45: (-0.81), 46: (-0.73), 47: (-0.80), 48: (-0.86), 49: (-0.94), 50: (-0.94), 51: (-0.94), 52: (-0.94), 53: (-0.94), 54: (-0.90), 55: (-0.89), 56: (-0.86), 57: (-0.91), 58: (-0.92), 59: (-0.92), 60: (-0.91), 61: (-0.84), 62: (-0.83), 63: (-0.80), 64: (-0.86), 65: (-0.87), 66: (-0.90), 67: (-0.90), 68: (-0.90), 69: (-0.91), 70: (-0.92), 71: (-0.82), 72: (-0.77), 73: (-0.65), 74: (-0.75), 75: (-0.79), 76: (-0.91), 77: (-0.93), 78: (-0.94), 79: (-0.94), 80: (-0.94), 81: (-0.88), 82: (-0.86), 83: (-0.80), 84: (-0.83), 85: (-0.85), 86: (-0.91), 87: (-0.95), 88: (-0.86), 89: (-0.84), 90: (-0.79), 91: (-0.87), 92: (-0.89), 93: (-0.92), 94: (-0.93), 95: (-0.93), 96: (-0.94), 97: (-0.95), 98: (-0.88), 99: (-0.86), 100: (-0.82), 101: (-0.87), 102: (-0.89), 103: (-0.92), 104: (-0.92), 105: (-0.92), 106: (-0.93), 107: (-0.94), 108: (-0.83), 109: (-0.76), 110: (-0.71), 111: (-0.80), 112: (-0.85), 113: (-0.90), 114: (-0.93), 115: (-0.88), 116: (-0.85), 117: (-0.81), 118: (-0.85), 119: (-0.87), 120: (-0.90), 121: (-0.91), 122: (-0.92), 123: (-0.93), 124: (-0.94), 125: (-0.88), 126: (-0.85), 127: (-0.73), 128: (-0.72), 129: (-0.74), 130: (-0.86), 131: (-0.91), 132: (-0.92), 133: (-0.92), 134: (-0.94), 135: (-0.89), 136: (-0.85), 137: (-0.79), 138: (-0.81), 139: (-0.85), 140: (-0.90), 141: (-0.92), 142: (-0.86), 143: (-0.84), 144: (-0.82), 145: (-0.86), 146: (-0.86), 147: (-0.87), 148: (-0.88), 149: (-0.92), 150: (-0.93), 151: (-0.94), 152: (-0.87), 153: (-0.79), 154: (-0.70), 155: (-0.74), 156: (-0.81), 157: (-0.89), 158: (-0.92), 159: (-0.92), 160: (-0.93), 161: (-0.94), 162: (-0.92), 163: (-0.86), 164: (-0.79), 165: (-0.76), 166: (-0.79), 167: (-0.85), 168: (-0.87), 169: (-0.75), 170: (-0.66), 171: (-0.64), 172: (-0.75), 173: (-0.75), 174: (-0.73), 175: (-0.73), 176: (-0.82), 177: (-0.88), 178: (-0.90), 179: (-0.88), 180: (-0.83), 181: (-0.78), 182: (-0.78), 183: (-0.80), 184: (-0.84), 185: (-0.86), 186: (-0.87), 187: (-0.87), 188: (-0.89), 189: (-0.90), 190: (-0.82), 191: (-0.76), 192: (-0.69), 193: (-0.69), 194: (-0.66), 195: (-0.65), 196: (-0.70), 197: (-0.72), 198: (-0.79), 199: (-0.85), 200: (-0.85), 201: (-0.86), 202: (-0.86), 203: (-0.91), 204: (-0.92), 205: (-0.92), 206: (-0.92), 207: (-0.86), 208: (-0.80), 209: (-0.75), 210: (-0.77), 211: (-0.81), 212: (-0.86), 213: (-0.89), 214: (-0.90), 215: (-0.91), 216: (-0.91), 217: (-0.87), 218: (-0.85), 219: (-0.82), 220: (-0.81), 221: (-0.75), 222: (-0.74), 223: (-0.77), 224: (-0.54), 225: (-0.27), 226: (0.01), 227: (0.08), 228: (0.08), 229: (0.05), 230: (0.03), 231: (0.03), 232: (0.03), 233: (-0.07), 234: (-0.10), 235: (-0.16), 236: (-0.11), 237: (-0.12), 238: (-0.10), 239: (-0.09), 240: (-0.08), 241: (-0.06), 242: (-0.09), 243: (-0.12), 244: (-0.18), 245: (-0.22), 246: (-0.26), 247: (-0.29), 248: (-0.35), 249: (-0.37), 250: (-0.33), 251: (-0.24), 252: (-0.19), 253: (-0.21), 254: (-0.29), 255: (-0.35), 256: (-0.39), 257: (-0.41), 258: (-0.43), 259: (-0.38), 260: (-0.29), 261: (-0.15), 262: (-0.10), 263: (-0.10), 264: (-0.18), 265: (-0.24), 266: (-0.28), 267: (-0.25), 268: (-0.26), 269: (-0.29), 270: (-0.33), 271: (-0.30), 272: (-0.28), 273: (-0.24), 274: (-0.23), 275: (-0.22), 276: (-0.25), 277: (-0.34), 278: (-0.21), 279: (0.12), 280: (0.45), 281: (0.63), 282: (0.63), 283: (0.57), 284: (0.41), 285: (0.23), 286: (0.18), 287: (0.18), 288: (0.27), 289: (0.29), 290: (0.32), 291: (0.28), 292: (0.24), 293: (0.21), 294: (0.19), 295: (0.16), 296: (0.18), 297: (0.16), 298: (0.22), 299: (0.16), 300: (0.12), 301: (0.05), 302: (0.04), 303: (0.04), 304: (0.03), 305: (-0.02), 306: (-0.05), 307: (-0.09), 308: (-0.08), 309: (-0.10), 310: (-0.08), 311: (-0.02), 312: (0.08), 313: (0.12), 314: (0.10), 315: (0.11), 316: (0.12), 317: (0.17), 318: (0.12), 319: (0.10), 320: (0.05), 321: (0.11), 322: (0.10), 323: (0.13), 324: (0.04), 325: (0.04), 326: (0.04), 327: (0.11), 328: (0.11), 329: (0.01), 330: (-0.05), 331: (-0.16), 332: (0.02), 333: (0.31), 334: (0.58), 335: (0.61), 336: (0.42), 337: (0.38), 338: (0.27), 339: (0.34), 340: (0.34), 341: (0.37), 342: (0.38), 343: (0.31), 344: (0.31), 345: (0.22), 346: (0.17), 347: (0.09), 348: (0.07), 349: (0.04), 350: (0.09), 351: (0.09), 352: (0.11), 353: (0.14), 354: (0.15), 355: (0.17), 356: (0.09), 357: (0.05), 358: (-0.03), 359: (-0.02), 360: (-0.05), 361: (-0.04), 362: (-0.04), 363: (-0.10), 364: (-0.15), 365: (-0.20), 366: (-0.19), 367: (-0.21), 368: (-0.21), 369: (-0.14), 370: (-0.08), 371: (-0.04), 372: (-0.01), 373: (-0.06), 374: (-0.08), 375: (-0.11), 376: (-0.01), 377: (-0.03), 378: (-0.05), 379: (-0.16), 380: (-0.11), 381: (-0.09), 382: (-0.03), 383: (-0.11), 384: (-0.19), 385: (-0.26), 386: (-0.23), 387: (0.04), 388: (0.42), 389: (0.68), 390: (0.81), 391: (0.77), 392: (0.83), 393: (0.81), 394: (0.86), 395: (0.88), 396: (0.77), 397: (0.71), 398: (0.73), 399: (0.82), 400: (0.91), 401: (0.93), 402: (1.00), 403: (0.99), 404: (0.90), 405: (0.70), 406: (0.52), 407: (0.44), 408: (0.37), 409: (0.33), 410: (0.32), 411: (0.33), 412: (0.40), 413: (0.41), 414: (0.53), 415: (0.46), 416: (0.41), 417: (0.26), 418: (0.16), 419: (0.00), 420: (-0.10), 421: (-0.09), 422: (-0.03), 423: (0.02), 424: (0.09), 425: (0.13), 426: (0.15), 427: (0.20), 428: (0.30), 429: (0.39), 430: (0.47), 431: (0.48), 432: (0.52), 433: (0.43), 434: (0.46), 435: (0.45), 436: (0.59), 437: (0.59), 438: (0.57), 439: (0.38), 440: (0.19), 441: (0.19), 442: (0.43), 443: (0.50), 444: (0.49), 445: (0.35), 446: (0.38), 447: (0.36), 448: (0.33), 449: (0.38), 450: (0.43), 451: (0.49), 452: (0.50), 453: (0.39), 454: (0.32), 455: (0.18), 456: (0.13), 457: (0.10), 458: (0.12), 459: (0.12), 460: (0.12), 461: (0.14), 462: (0.14), 463: (0.11), 464: (0.04), 465: (0.03), 466: (0.03), 467: (0.02), 468: (0.06), 469: (0.06), 470: (0.02), 471: (-0.04), 472: (0.00), 473: (0.10), 474: (0.14), 475: (0.10), 476: (0.11), 477: (0.03), 478: (0.14), 479: (0.20), 480: (0.33), 481: (0.28), 482: (0.23), 483: (0.28), 484: (0.28), 485: (0.30), 486: (0.20), 487: (0.19), 488: (0.21), 489: (0.22), 490: (0.20), 491: (0.10), 492: (0.07), 493: (0.07), 494: (0.07), 495: (0.05), 496: (0.12), 497: (0.32), 498: (0.46), 499: (0.51), 500: (0.52), 501: (0.50), 502: (0.42), 503: (0.33), 504: (0.22), 505: (0.22), 506: (0.18), 507: (0.26), 508: (0.22), 509: (0.29), 510: (0.30), 511: (0.32), 512: (0.23), 513: (0.10), 514: (0.02), 515: (0.02), 516: (0.20), 517: (0.25), 518: (0.28), 519: (0.16), 520: (0.15), 521: (0.11), 522: (0.03), 523: (-0.03), 524: (-0.18), 525: (-0.27), 526: (-0.37), 527: (-0.35), 528: (-0.30), 529: (-0.31), 530: (-0.28), 531: (-0.30), 532: (-0.24), 533: (-0.16), 534: (-0.03), 535: (0.12), 536: (0.18), 537: (0.18), 538: (0.25), 539: (0.28), 540: (0.28), 541: (0.12), 542: (-0.02), 543: (0.00), 544: (-0.04), 545: (-0.10), 546: (-0.20), 547: (-0.20), 548: (-0.12), 549: (-0.08), 550: (0.12), 551: (0.29), 552: (0.48), 553: (0.49), 554: (0.53), 555: (0.40), 556: (0.32), 557: (0.15), 558: (0.22), 559: (0.22), 560: (0.37), 561: (0.36), 562: (0.31), 563: (0.24), 564: (0.23), 565: (0.31), 566: (0.32), 567: (0.27), 568: (0.22), 569: (0.17), 570: (0.20), 571: (0.18), 572: (0.14), 573: (0.11), 574: (0.07), 575: (0.17), 576: (0.26), 577: (0.37), 578: (0.33), 579: (0.31), 580: (0.23), 581: (0.16), 582: (0.10), 583: (0.06), 584: (0.01), 585: (-0.08), 586: (-0.19), 587: (-0.21), 588: (-0.22), 589: (-0.21), 590: (-0.13), 591: (-0.03), 592: (0.19), 593: (0.25), 594: (0.27), 595: (0.18), 596: (0.09), 597: (0.12), 598: (0.05), 599: (0.14), 600: (0.06), 601: (0.14), 602: (0.07), 603: (0.08), 604: (0.17), 605: (0.27), 606: (0.36), 607: (0.27), 608: (0.21), 609: (0.17), 610: (0.17), 611: (0.17), 612: (0.27), 613: (0.26), 614: (0.23), 615: (0.17), 616: (0.31), 617: (0.40), 618: (0.34), 619: (0.18), 620: (0.10), 621: (0.05), 622: (-0.03), 623: (-0.17), 624: (-0.21), 625: (-0.30), 626: (-0.25), 627: (-0.26), 628: (-0.23), 629: (-0.25), 630: (-0.25), 631: (-0.16), 632: (-0.15), 633: (-0.13), 634: (-0.16), 635: (-0.16), 636: (-0.14), 637: (-0.17), 638: (-0.16), 639: (-0.13), 640: (0.00), 641: (0.04), 642: (0.10), 643: (0.06), 644: (0.03), 645: (-0.01), 646: (-0.03), 647: (-0.01), 648: (-0.06), 649: (-0.13), 650: (-0.11), 651: (-0.13), 652: (-0.12), 653: (-0.07), 654: (0.08), 655: (0.13), 656: (0.18), 657: (0.05), 658: (0.18), 659: (0.24), 660: (0.51), 661: (0.50), 662: (0.49), 663: (0.38), 664: (0.21), 665: (0.06), 666: (-0.11), 667: (-0.10), 668: (-0.07), 669: (-0.00), 670: (0.06), 671: (0.08), 672: (0.09), 673: (0.14), 674: (0.16), 675: (0.17), 676: (0.12), 677: (0.12), 678: (0.17), 679: (0.20), 680: (0.23), 681: (0.26), 682: (0.30), 683: (0.27), 684: (0.12), 685: (0.02), 686: (0.00), 687: (-0.03), 688: (-0.00), 689: (0.01), 690: (0.17), 691: (0.19), 692: (0.32), 693: (0.33), 694: (0.31), 695: (0.15), 696: (0.05), 697: (-0.01), 698: (0.03), 699: (0.06), 700: (0.21), 701: (0.34), 702: (0.45), 703: (0.51), 704: (0.46), 705: (0.48), 706: (0.37), 707: (0.33), 708: (0.24), 709: (0.10), 710: (-0.01), 711: (-0.15), 712: (-0.07), 713: (0.11), 714: (0.47), 715: (0.64), 716: (0.72), 717: (0.71), 718: (0.70), 719: (0.69), 720: (0.65), 721: (0.60), 722: (0.57), 723: (0.42), 724: (0.37), 725: (0.27), 726: (0.25), 727: (0.20), 728: (0.11), 729: (0.13), 730: (0.10), 731: (0.16), 732: (0.15), 733: (0.20), 734: (0.20), 735: (0.12), 736: (0.09), 737: (0.04), 738: (0.06), 739: (0.01), 740: (0.06), 741: (0.04), 742: (-0.00), 743: (-0.08), 744: (-0.12), 745: (-0.09), 746: (-0.11), 747: (-0.15), 748: (-0.11), 749: (-0.11), 750: (0.01), 751: (0.08), 752: (0.10), 753: (0.14), 754: (0.06), 755: (0.10), 756: (0.05), 757: (0.12), 758: (0.17), 759: (0.18), 760: (0.29), 761: (0.25), 762: (0.24), 763: (0.11), 764: (0.10), 765: (0.14), 766: (0.18), 767: (0.37), 768: (0.58), 769: (0.74), 770: (0.84), 771: (0.81), 772: (0.79), 773: (0.64), 774: (0.51), 775: (0.43), 776: (0.32), 777: (0.36), 778: (0.32), 779: (0.41), 780: (0.36), 781: (0.43), 782: (0.36), 783: (0.32), 784: (0.21), 785: (0.14), 786: (0.07), 787: (0.07), 788: (0.04), 789: (0.06), 790: (0.03), 791: (0.06), 792: (0.08), 793: (0.07), 794: (0.07), 795: (0.03), 796: (0.03), 797: (-0.00), 798: (-0.05), 799: (-0.06), 800: (-0.05), 801: (0.04), 802: (0.04), 803: (0.00), 804: (-0.00), 805: (0.04), 806: (0.06), 807: (0.00), 808: (-0.09), 809: (-0.14), 810: (-0.13), 811: (-0.10), 812: (-0.04), 813: (-0.01), 814: (-0.02), 815: (-0.01), 816: (0.01), 817: (-0.00), 818: (-0.07), 819: (-0.12), 820: (-0.07), 821: (0.07), 822: (0.23), 823: (0.37), 824: (0.42), 825: (0.45), 826: (0.44), 827: (0.35), 828: (0.32), 829: (0.27), 830: (0.33), 831: (0.35), 832: (0.32), 833: (0.32), 834: (0.21), 835: (0.24), 836: (0.18), 837: (0.15), 838: (0.05), 839: (-0.05), 840: (-0.06), 841: (-0.08), 842: (-0.04), 843: (-0.03), 844: (-0.04), 845: (-0.06), 846: (-0.08), 847: (-0.09), 848: (-0.14), 849: (-0.11), 850: (-0.09), 851: (-0.07), 852: (-0.05), 853: (-0.08), 854: (-0.13), 855: (-0.16), 856: (-0.11), 857: (-0.03), 858: (0.00), 859: (0.06), 860: (0.20), 861: (0.41), 862: (0.52), 863: (0.54), 864: (0.50), 865: (0.55), 866: (0.62), 867: (0.64), 868: (0.54), 869: (0.41), 870: (0.35), 871: (0.29), 872: (0.19), 873: (0.13), 874: (0.13), 875: (0.16), 876: (0.23), 877: (0.44), 878: (0.59), 879: (0.74), 880: (0.78), 881: (0.76), 882: (0.80), 883: (0.69), 884: (0.73), 885: (0.63), 886: (0.76), 887: (0.92), 888: (0.92), 889: (0.86), 890: (0.65), 891: (0.56), 892: (0.42), 893: (0.30), 894: (0.17), 895: (0.06), 896: (0.02), 897: (0.05), 898: (0.09), 899: (0.14), 900: (0.17), 901: (0.13), 902: (0.18), 903: (0.18), 904: (0.23), 905: (0.14), 906: (0.07), 907: (-0.02), 908: (-0.00), 909: (0.07), 910: (0.12), 911: (0.17), 912: (0.19), 913: (0.30), 914: (0.36), 915: (0.37), 916: (0.28), 917: (0.12), 918: (-0.10), 919: (-0.25), 920: (-0.27), 921: (-0.15), 922: (0.03), 923: (0.10), 924: (0.20), 925: (0.15), 926: (0.23), 927: (0.19), 928: (0.23), 929: (0.16), 930: (0.20), 931: (0.44), 932: (0.55), 933: (0.55), 934: (0.37), 935: (0.40), 936: (0.43), 937: (0.41), 938: (0.37), 939: (0.26), 940: (0.24), 941: (0.15), 942: (0.17), 943: (0.08), 944: (0.08), 945: (0.09), 946: (0.12), 947: (0.13), 948: (0.11), 949: (0.19), 950: (0.30), 951: (0.47), 952: (0.61), 953: (0.69), 954: (0.76), 955: (0.76), 956: (0.70), 957: (0.68), 958: (0.56), 959: (0.56), 960: (0.49), 961: (0.41), 962: (0.35), 963: (0.20), 964: (0.19), 965: (0.22), 966: (0.26), 967: (0.26), 968: (0.17), 969: (0.14), 970: (0.09), 971: (0.03), 972: (0.02), 973: (0.02), 974: (0.04), 975: (-0.01), 976: (-0.04), 977: (-0.11), 978: (-0.11), 979: (-0.13), 980: (-0.17), 981: (-0.15), 982: (-0.14), 983: (-0.09), 984: (-0.13), 985: (-0.13), 986: (-0.01), 987: (0.06), 988: (0.12), 989: (0.08), 990: (0.09), 991: (0.10), 992: (0.11), 993: (0.07), 994: (0.02), 995: (-0.13), 996: (-0.18), 997: (-0.29), 998: (-0.26), 999: (-0.27), 1000: (-0.21), 1001: (-0.23), 1002: (-0.25), 1003: (-0.30), 1004: (-0.34), 1005: (-0.41), 1006: (-0.46), 1007: (-0.44), 1008: (-0.42), 1009: (-0.41), 1010: (-0.42), 1011: (-0.38), 1012: (-0.40), 1013: (-0.41), 1014: (-0.49), 1015: (-0.50), 1016: (-0.55), 1017: (-0.55), 1018: (-0.56), 1019: (-0.56), 1020: (-0.54), 1021: (-0.53), 1022: (-0.52), 1023: (-0.52), 1024: (-0.57), 1025: (-0.57), 1026: (-0.57), 1027: (-0.54), 1028: (-0.55), 1029: (-0.58), 1030: (-0.62), 1031: (-0.64), 1032: (-0.65), 1033: (-0.66), 1034: (-0.67), 1035: (-0.68), 1036: (-0.68), 1037: (-0.68), 1038: (-0.71), 1039: (-0.73), 1040: (-0.74), 1041: (-0.72), 1042: (-0.73), 1043: (-0.73), 1044: (-0.75), 1045: (-0.76), 1046: (-0.76), 1047: (-0.76), 1048: (-0.75), 1049: (-0.76), 1050: (-0.77), 1051: (-0.79), 1052: (-0.76), 1053: (-0.74), 1054: (-0.72), 1055: (-0.72), 1056: (-0.74), 1057: (-0.77), 1058: (-0.79), 1059: (-0.80), 1060: (-0.80), 1061: (-0.81), 1062: (-0.84), 1063: (-0.86), 1064: (-0.85), 1065: (-0.84), 1066: (-0.83), 1067: (-0.82), 1068: (-0.81), 1069: (-0.82), 1070: (-0.84), 1071: (-0.85), 1072: (-0.83), 1073: (-0.81), 1074: (-0.82), 1075: (-0.86), 1076: (-0.89), 1077: (-0.89), 1078: (-0.88), 1079: (-0.89), 1080: (-0.90), 1081: (-0.92), 1082: (-0.94), 1083: (-0.93), 1084: (-0.91), 1085: (-0.87), 1086: (-0.85), 1087: (-0.85), 1088: (-0.86), 1089: (-0.88), 1090: (-0.88), 1091: (-0.89), 1092: (-0.89), 1093: (-0.89), 1094: (-0.89), 1095: (-0.90), 1096: (-0.91), 1097: (-0.91), 1098: (-0.89), 1099: (-0.88), 1100: (-0.88), 1101: (-0.90), 1102: (-0.92), 1103: (-0.93), 1104: (-0.95), 1105: (-0.96), 1106: (-0.95), 1107: (-0.95), 1108: (-0.95), 1109: (-0.95), 1110: (-0.95), 1111: (-0.94), 1112: (-0.93), 1113: (-0.93), 1114: (-0.94), 1115: (-0.95), 1116: (-0.95), 1117: (-0.95), 1118: (-0.95), 1119: (-0.94), 1120: (-0.94), 1121: (-0.94), 1122: (-0.95), 1123: (-0.96), 1124: (-0.97), 1125: (-0.97), 1126: (-0.98), 1127: (-0.98), 1128: (-0.98), 1129: (-0.98), 1130: (-0.99), 1131: (-0.99), 1132: (-0.99), 1133: (-0.99), 1134: (-0.99), 1135: (-1.00), 1136: (-1.00), 1137: (-1.00), 1138: (-1.00), 1139: (-1.00), 1140: (-1.00), 1141: (-1.00), 1142: (-1.00)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0: (-1.00), 1: (-1.00), 2: (-1.00), 3: (-1.00), 4: (-1.00), 5: (-1.00), 6: (-0.80), 7: (-0.63), 8: (-0.46), 9: (-0.54), 10: (-0.50), 11: (-0.42), 12: (-0.26), 13: (-0.19), 14: (-0.26), 15: (-0.31), 16: (-0.31), 17: (-0.15), 18: (-0.16), 19: (-0.30), 20: (-0.44), 21: (-0.52), 22: (-0.46), 23: (-0.47), 24: (-0.45), 25: (-0.44), 26: (-0.48), 27: (-0.43), 28: (-0.44), 29: (-0.36), 30: (-0.32), 31: (-0.38), 32: (-0.33), 33: (-0.40), 34: (-0.37), 35: (-0.43), 36: (-0.45), 37: (-0.41), 38: (-0.44), 39: (-0.29), 40: (-0.30), 41: (-0.29), 42: (-0.40), 43: (-0.50), 44: (-0.39), 45: (-0.37), 46: (-0.29), 47: (-0.38), 48: (-0.46), 49: (-0.42), 50: (-0.39), 51: (-0.30), 52: (-0.30), 53: (-0.35), 54: (-0.39), 55: (-0.46), 56: (-0.40), 57: (-0.36), 58: (-0.35), 59: (-0.45), 60: (-0.57), 61: (-0.55), 62: (-0.50), 63: (-0.42), 64: (-0.39), 65: (-0.46), 66: (-0.47), 67: (-0.43), 68: (-0.31), 69: (-0.22), 70: (-0.30), 71: (-0.30), 72: (-0.37), 73: (-0.35), 74: (-0.39), 75: (-0.39), 76: (-0.39), 77: (-0.49), 78: (-0.43), 79: (-0.43), 80: (-0.38), 81: (-0.40), 82: (-0.48), 83: (-0.46), 84: (-0.43), 85: (-0.31), 86: (-0.31), 87: (-0.45), 88: (-0.52), 89: (-0.54), 90: (-0.46), 91: (-0.49), 92: (-0.50), 93: (-0.46), 94: (-0.46), 95: (-0.37), 96: (-0.45), 97: (-0.49), 98: (-0.52), 99: (-0.55), 100: (-0.46), 101: (-0.48), 102: (-0.43), 103: (-0.41), 104: (-0.45), 105: (-0.40), 106: (-0.43), 107: (-0.38), 108: (-0.42), 109: (-0.48), 110: (-0.49), 111: (-0.53), 112: (-0.46), 113: (-0.45), 114: (-0.42), 115: (-0.39), 116: (-0.45), 117: (-0.41), 118: (-0.41), 119: (-0.32), 120: (-0.23), 121: (-0.26), 122: (-0.21), 123: (-0.25), 124: (-0.16), 125: (-0.22), 126: (-0.34), 127: (-0.39), 128: (-0.46), 129: (-0.41), 130: (-0.39), 131: (-0.37), 132: (-0.34), 133: (-0.48), 134: (-0.43), 135: (-0.49), 136: (-0.44), 137: (-0.39), 138: (-0.40), 139: (-0.34), 140: (-0.44), 141: (-0.41), 142: (-0.41), 143: (-0.45), 144: (-0.41), 145: (-0.45), 146: (-0.29), 147: (-0.27), 148: (-0.28), 149: (-0.34), 150: (-0.43), 151: (-0.43), 152: (-0.41), 153: (-0.39), 154: (-0.32), 155: (-0.42), 156: (-0.39), 157: (-0.39), 158: (-0.34), 159: (-0.36), 160: (-0.44), 161: (-0.48), 162: (-0.53), 163: (-0.49), 164: (-0.35), 165: (-0.26), 166: (-0.23), 167: (-0.36), 168: (-0.42), 169: (-0.46), 170: (-0.46), 171: (-0.43), 172: (-0.48), 173: (-0.36), 174: (-0.34), 175: (-0.25), 176: (-0.24), 177: (-0.26), 178: (-0.26), 179: (-0.39), 180: (-0.36), 181: (-0.33), 182: (-0.30), 183: (-0.33), 184: (-0.48), 185: (-0.49), 186: (-0.48), 187: (-0.39), 188: (-0.37), 189: (-0.45), 190: (-0.43), 191: (-0.40), 192: (-0.35), 193: (-0.26), 194: (-0.28), 195: (-0.24), 196: (-0.40), 197: (-0.41), 198: (-0.45), 199: (-0.45), 200: (-0.40), 201: (-0.48), 202: (-0.41), 203: (-0.43), 204: (-0.38), 205: (-0.37), 206: (-0.45), 207: (-0.38), 208: (-0.35), 209: (-0.28), 210: (-0.31), 211: (-0.41), 212: (-0.46), 213: (-0.50), 214: (-0.43), 215: (-0.34), 216: (-0.33), 217: (-0.31), 218: (-0.44), 219: (-0.41), 220: (-0.40), 221: (-0.35), 222: (-0.32), 223: (-0.41), 224: (-0.22), 225: (-0.07), 226: (0.09), 227: (0.10), 228: (-0.08), 229: (-0.04), 230: (-0.11), 231: (-0.02), 232: (-0.00), 233: (-0.02), 234: (0.04), 235: (-0.11), 236: (-0.03), 237: (-0.05), 238: (0.01), 239: (-0.10), 240: (-0.25), 241: (-0.23), 242: (-0.21), 243: (-0.14), 244: (-0.13), 245: (-0.21), 246: (-0.12), 247: (-0.15), 248: (-0.05), 249: (-0.09), 250: (-0.13), 251: (-0.13), 252: (-0.22), 253: (-0.17), 254: (-0.20), 255: (-0.17), 256: (-0.09), 257: (-0.16), 258: (-0.09), 259: (-0.22), 260: (-0.20), 261: (-0.17), 262: (-0.21), 263: (-0.13), 264: (-0.22), 265: (-0.09), 266: (-0.11), 267: (-0.14), 268: (-0.09), 269: (-0.09), 270: (0.03), 271: (-0.05), 272: (-0.10), 273: (-0.14), 274: (-0.17), 275: (-0.05), 276: (0.02), 277: (0.07), 278: (0.13), 279: (0.02), 280: (0.13), 281: (0.05), 282: (0.14), 283: (0.14), 284: (0.08), 285: (0.19), 286: (0.19), 287: (0.33), 288: (0.27), 289: (0.20), 290: (0.19), 291: (0.02), 292: (0.12), 293: (0.09), 294: (0.18), 295: (0.20), 296: (0.07), 297: (0.10), 298: (-0.01), 299: (0.08), 300: (0.17), 301: (0.15), 302: (0.16), 303: (0.01), 304: (0.03), 305: (0.07), 306: (0.06), 307: (0.06), 308: (-0.10), 309: (0.00), 310: (0.06), 311: (0.17), 312: (0.16), 313: (0.07), 314: (0.07), 315: (0.04), 316: (0.06), 317: (0.07), 318: (-0.00), 319: (0.08), 320: (0.03), 321: (0.09), 322: (0.02), 323: (0.01), 324: (0.08), 325: (0.08), 326: (0.13), 327: (0.07), 328: (0.02), 329: (0.12), 330: (0.01), 331: (0.13), 332: (0.09), 333: (0.26), 334: (0.33), 335: (0.20), 336: (0.30), 337: (0.31), 338: (0.54), 339: (0.50), 340: (0.36), 341: (0.25), 342: (0.07), 343: (0.12), 344: (0.08), 345: (0.11), 346: (0.18), 347: (0.08), 348: (0.17), 349: (0.06), 350: (0.07), 351: (0.10), 352: (0.01), 353: (0.15), 354: (0.05), 355: (0.15), 356: (0.08), 357: (-0.02), 358: (-0.04), 359: (-0.09), 360: (0.05), 361: (0.04), 362: (-0.00), 363: (-0.02), 364: (-0.13), 365: (-0.03), 366: (-0.01), 367: (0.06), 368: (0.13), 369: (0.05), 370: (0.15), 371: (0.06), 372: (0.13), 373: (0.14), 374: (0.08), 375: (0.15), 376: (0.06), 377: (0.16), 378: (0.04), 379: (0.02), 380: (0.01), 381: (-0.03), 382: (0.00), 383: (-0.01), 384: (0.07), 385: (0.12), 386: (0.03), 387: (0.22), 388: (0.24), 389: (0.35), 390: (0.26), 391: (0.12), 392: (0.15), 393: (0.06), 394: (0.25), 395: (0.34), 396: (0.32), 397: (0.29), 398: (0.08), 399: (0.11), 400: (0.04), 401: (0.02), 402: (0.02), 403: (-0.04), 404: (0.12), 405: (0.17), 406: (0.31), 407: (0.31), 408: (0.15), 409: (0.11), 410: (-0.00), 411: (0.13), 412: (0.11), 413: (0.07), 414: (0.08), 415: (-0.04), 416: (0.09), 417: (0.11), 418: (0.22), 419: (0.18), 420: (0.02), 421: (0.11), 422: (0.11), 423: (0.21), 424: (0.16), 425: (0.06), 426: (0.14), 427: (0.05), 428: (0.12), 429: (0.08), 430: (0.05), 431: (0.14), 432: (0.08), 433: (0.08), 434: (-0.02), 435: (-0.02), 436: (0.13), 437: (0.04), 438: (0.14), 439: (0.02), 440: (0.04), 441: (0.06), 442: (0.01), 443: (0.11), 444: (0.05), 445: (0.19), 446: (0.27), 447: (0.22), 448: (0.20), 449: (0.09), 450: (0.20), 451: (0.18), 452: (0.11), 453: (0.06), 454: (-0.02), 455: (0.05), 456: (-0.02), 457: (-0.02), 458: (0.08), 459: (0.01), 460: (0.07), 461: (-0.07), 462: (-0.03), 463: (0.03), 464: (-0.00), 465: (0.16), 466: (0.07), 467: (0.19), 468: (0.05), 469: (0.02), 470: (-0.02), 471: (-0.12), 472: (-0.00), 473: (0.08), 474: (0.23), 475: (0.21), 476: (0.11), 477: (0.09), 478: (0.07), 479: (0.06), 480: (0.12), 481: (0.09), 482: (0.10), 483: (-0.05), 484: (-0.04), 485: (0.11), 486: (0.16), 487: (0.23), 488: (0.04), 489: (0.06), 490: (-0.01), 491: (0.01), 492: (-0.03), 493: (-0.09), 494: (0.01), 495: (0.15), 496: (0.25), 497: (0.33), 498: (0.21), 499: (0.30), 500: (0.14), 501: (0.16), 502: (0.18), 503: (0.18), 504: (0.30), 505: (0.14), 506: (0.29), 507: (0.26), 508: (0.27), 509: (0.18), 510: (0.01), 511: (0.04), 512: (0.01), 513: (0.08), 514: (0.18), 515: (0.09), 516: (0.11), 517: (-0.02), 518: (0.07), 519: (0.11), 520: (0.10), 521: (0.12), 522: (-0.05), 523: (0.04), 524: (0.04), 525: (0.11), 526: (0.15), 527: (0.04), 528: (0.13), 529: (0.03), 530: (0.08), 531: (0.06), 532: (-0.00), 533: (0.05), 534: (-0.02), 535: (0.04), 536: (0.09), 537: (0.08), 538: (0.14), 539: (0.04), 540: (0.15), 541: (0.07), 542: (0.03), 543: (-0.06), 544: (-0.09), 545: (0.03), 546: (0.01), 547: (0.08), 548: (0.10), 549: (0.14), 550: (0.22), 551: (0.19), 552: (0.23), 553: (0.31), 554: (0.26), 555: (0.29), 556: (0.10), 557: (0.19), 558: (0.24), 559: (0.33), 560: (0.26), 561: (0.09), 562: (0.06), 563: (0.07), 564: (0.15), 565: (0.18), 566: (0.08), 567: (0.16), 568: (0.16), 569: (0.30), 570: (0.20), 571: (0.08), 572: (0.11), 573: (0.14), 574: (0.25), 575: (0.25), 576: (0.20), 577: (0.20), 578: (0.05), 579: (0.13), 580: (0.05), 581: (0.04), 582: (-0.03), 583: (-0.09), 584: (0.01), 585: (0.11), 586: (0.25), 587: (0.20), 588: (-0.02), 589: (-0.07), 590: (-0.07), 591: (0.11), 592: (0.08), 593: (0.03), 594: (-0.00), 595: (0.01), 596: (0.15), 597: (0.11), 598: (0.08), 599: (0.10), 600: (0.08), 601: (0.15), 602: (0.04), 603: (0.03), 604: (0.14), 605: (0.18), 606: (0.44), 607: (0.37), 608: (0.46), 609: (0.33), 610: (0.25), 611: (0.26), 612: (0.15), 613: (0.17), 614: (0.14), 615: (0.22), 616: (0.30), 617: (0.12), 618: (0.16), 619: (0.14), 620: (0.32), 621: (0.32), 622: (0.20), 623: (0.05), 624: (-0.03), 625: (0.07), 626: (0.25), 627: (0.19), 628: (0.28), 629: (0.14), 630: (0.26), 631: (0.18), 632: (0.18), 633: (0.20), 634: (0.09), 635: (0.18), 636: (0.20), 637: (0.33), 638: (0.38), 639: (0.19), 640: (0.20), 641: (0.05), 642: (0.11), 643: (0.05), 644: (-0.01), 645: (0.14), 646: (0.15), 647: (0.31), 648: (0.23), 649: (0.20), 650: (0.22), 651: (0.10), 652: (0.12), 653: (0.03), 654: (0.06), 655: (0.11), 656: (0.08), 657: (0.23), 658: (0.31), 659: (0.48), 660: (0.51), 661: (0.31), 662: (0.26), 663: (0.19), 664: (0.27), 665: (0.31), 666: (0.25), 667: (0.48), 668: (0.40), 669: (0.51), 670: (0.31), 671: (0.24), 672: (0.21), 673: (0.08), 674: (0.19), 675: (0.14), 676: (0.23), 677: (0.25), 678: (0.12), 679: (0.17), 680: (0.07), 681: (0.13), 682: (0.13), 683: (0.11), 684: (0.18), 685: (0.03), 686: (0.05), 687: (0.08), 688: (0.12), 689: (0.10), 690: (-0.09), 691: (-0.06), 692: (-0.00), 693: (0.14), 694: (0.19), 695: (0.04), 696: (0.21), 697: (0.23), 698: (0.34), 699: (0.22), 700: (0.14), 701: (0.30), 702: (0.25), 703: (0.34), 704: (0.25), 705: (0.25), 706: (0.28), 707: (0.17), 708: (0.20), 709: (0.12), 710: (0.08), 711: (0.10), 712: (0.09), 713: (0.29), 714: (0.31), 715: (0.43), 716: (0.51), 717: (0.44), 718: (0.48), 719: (0.33), 720: (0.46), 721: (0.54), 722: (0.60), 723: (0.70), 724: (0.58), 725: (0.60), 726: (0.47), 727: (0.45), 728: (0.42), 729: (0.25), 730: (0.18), 731: (0.10), 732: (0.12), 733: (0.15), 734: (0.08), 735: (0.23), 736: (0.18), 737: (0.35), 738: (0.30), 739: (0.27), 740: (0.12), 741: (-0.06), 742: (-0.08), 743: (-0.05), 744: (0.02), 745: (0.21), 746: (0.18), 747: (0.31), 748: (0.14), 749: (0.12), 750: (0.06), 751: (0.05), 752: (0.25), 753: (0.25), 754: (0.30), 755: (0.17), 756: (0.08), 757: (0.17), 758: (0.07), 759: (0.19), 760: (0.12), 761: (0.14), 762: (0.14), 763: (0.04), 764: (0.16), 765: (0.17), 766: (0.30), 767: (0.40), 768: (0.33), 769: (0.36), 770: (0.26), 771: (0.35), 772: (0.46), 773: (0.38), 774: (0.49), 775: (0.39), 776: (0.56), 777: (0.43), 778: (0.31), 779: (0.16), 780: (0.08), 781: (0.17), 782: (0.20), 783: (0.27), 784: (0.31), 785: (0.26), 786: (0.47), 787: (0.53), 788: (0.65), 789: (0.52), 790: (0.39), 791: (0.38), 792: (0.26), 793: (0.30), 794: (0.23), 795: (0.33), 796: (0.45), 797: (0.38), 798: (0.39), 799: (0.27), 800: (0.38), 801: (0.39), 802: (0.35), 803: (0.30), 804: (0.34), 805: (0.52), 806: (0.62), 807: (0.44), 808: (0.43), 809: (0.39), 810: (0.47), 811: (0.47), 812: (0.46), 813: (0.52), 814: (0.44), 815: (0.38), 816: (0.40), 817: (0.49), 818: (0.61), 819: (0.55), 820: (0.62), 821: (0.59), 822: (0.61), 823: (0.53), 824: (0.39), 825: (0.42), 826: (0.42), 827: (0.59), 828: (0.65), 829: (0.71), 830: (0.76), 831: (0.69), 832: (0.65), 833: (0.56), 834: (0.71), 835: (0.75), 836: (0.70), 837: (0.61), 838: (0.59), 839: (0.60), 840: (0.59), 841: (0.43), 842: (0.39), 843: (0.25), 844: (0.41), 845: (0.49), 846: (0.53), 847: (0.41), 848: (0.20), 849: (0.22), 850: (0.17), 851: (0.21), 852: (0.15), 853: (0.11), 854: (0.24), 855: (0.28), 856: (0.37), 857: (0.33), 858: (0.28), 859: (0.36), 860: (0.34), 861: (0.41), 862: (0.41), 863: (0.48), 864: (0.52), 865: (0.51), 866: (0.69), 867: (0.85), 868: (1.00), 869: (0.94), 870: (0.72), 871: (0.57), 872: (0.37), 873: (0.25), 874: (0.05), 875: (-0.10), 876: (0.04), 877: (0.15), 878: (0.48), 879: (0.54), 880: (0.60), 881: (0.64), 882: (0.61), 883: (0.79), 884: (0.81), 885: (0.91), 886: (1.00), 887: (0.97), 888: (0.99), 889: (0.67), 890: (0.55), 891: (0.45), 892: (0.57), 893: (0.67), 894: (0.70), 895: (0.64), 896: (0.63), 897: (0.52), 898: (0.52), 899: (0.41), 900: (0.49), 901: (0.58), 902: (0.57), 903: (0.48), 904: (0.31), 905: (0.42), 906: (0.45), 907: (0.43), 908: (0.41), 909: (0.36), 910: (0.60), 911: (0.54), 912: (0.60), 913: (0.50), 914: (0.47), 915: (0.51), 916: (0.42), 917: (0.39), 918: (0.30), 919: (0.19), 920: (0.19), 921: (0.12), 922: (0.26), 923: (0.27), 924: (0.34), 925: (0.40), 926: (0.33), 927: (0.31), 928: (0.14), 929: (0.18), 930: (0.37), 931: (0.45), 932: (0.56), 933: (0.38), 934: (0.36), 935: (0.41), 936: (0.39), 937: (0.44), 938: (0.30), 939: (0.51), 940: (0.51), 941: (0.53), 942: (0.39), 943: (0.25), 944: (0.29), 945: (0.31), 946: (0.40), 947: (0.38), 948: (0.31), 949: (0.41), 950: (0.41), 951: (0.53), 952: (0.55), 953: (0.53), 954: (0.61), 955: (0.56), 956: (0.69), 957: (0.76), 958: (0.90), 959: (0.86), 960: (0.72), 961: (0.56), 962: (0.60), 963: (0.61), 964: (0.71), 965: (0.55), 966: (0.54), 967: (0.39), 968: (0.40), 969: (0.29), 970: (0.19), 971: (0.15), 972: (0.02), 973: (-0.02), 974: (-0.04), 975: (-0.03), 976: (0.01), 977: (-0.10), 978: (-0.04), 979: (0.00), 980: (0.09), 981: (0.05), 982: (-0.12), 983: (-0.16), 984: (-0.20), 985: (-0.13), 986: (-0.06), 987: (-0.08), 988: (-0.03), 989: (-0.21), 990: (-0.25), 991: (-0.38), 992: (-0.38), 993: (-0.37), 994: (-0.36), 995: (-0.33), 996: (-0.31), 997: (-0.33), 998: (-0.32), 999: (-0.42), 1000: (-0.45), 1001: (-0.52), 1002: (-0.54), 1003: (-0.55), 1004: (-0.57), 1005: (-0.54), 1006: (-0.53), 1007: (-0.50), 1008: (-0.53), 1009: (-0.58), 1010: (-0.62), 1011: (-0.67), 1012: (-0.65), 1013: (-0.68), 1014: (-0.65), 1015: (-0.65), 1016: (-0.65), 1017: (-0.61), 1018: (-0.61), 1019: (-0.61), 1020: (-0.64), 1021: (-0.66), 1022: (-0.66), 1023: (-0.68), 1024: (-0.69), 1025: (-0.69), 1026: (-0.69), 1027: (-0.68), 1028: (-0.70), 1029: (-0.70), 1030: (-0.72), 1031: (-0.73), 1032: (-0.73), 1033: (-0.76), 1034: (-0.75), 1035: (-0.76), 1036: (-0.76), 1037: (-0.77), 1038: (-0.80), 1039: (-0.80), 1040: (-0.81), 1041: (-0.80), 1042: (-0.81), 1043: (-0.82), 1044: (-0.82), 1045: (-0.82), 1046: (-0.79), 1047: (-0.79), 1048: (-0.80), 1049: (-0.82), 1050: (-0.84), 1051: (-0.83), 1052: (-0.82), 1053: (-0.81), 1054: (-0.81), 1055: (-0.81), 1056: (-0.81), 1057: (-0.82), 1058: (-0.82), 1059: (-0.83), 1060: (-0.84), 1061: (-0.84), 1062: (-0.85), 1063: (-0.86), 1064: (-0.85), 1065: (-0.84), 1066: (-0.82), 1067: (-0.83), 1068: (-0.84), 1069: (-0.86), 1070: (-0.86), 1071: (-0.86), 1072: (-0.85), 1073: (-0.85), 1074: (-0.87), 1075: (-0.87), 1076: (-0.88), 1077: (-0.87), 1078: (-0.87), 1079: (-0.87), 1080: (-0.87), 1081: (-0.89), 1082: (-0.90), 1083: (-0.89), 1084: (-0.90), 1085: (-0.90), 1086: (-0.91), 1087: (-0.91), 1088: (-0.90), 1089: (-0.90), 1090: (-0.90), 1091: (-0.90), 1092: (-0.90), 1093: (-0.91), 1094: (-0.92), 1095: (-0.93), 1096: (-0.93), 1097: (-0.93), 1098: (-0.93), 1099: (-0.94), 1100: (-0.94), 1101: (-0.95), 1102: (-0.95), 1103: (-0.95), 1104: (-0.96), 1105: (-0.96), 1106: (-0.96), 1107: (-0.96), 1108: (-0.97), 1109: (-0.97), 1110: (-0.96), 1111: (-0.96), 1112: (-0.96), 1113: (-0.96), 1114: (-0.96), 1115: (-0.97), 1116: (-0.97), 1117: (-0.97), 1118: (-0.97), 1119: (-0.97), 1120: (-0.97), 1121: (-0.97), 1122: (-0.98), 1123: (-0.98), 1124: (-0.99), 1125: (-0.99), 1126: (-0.99), 1127: (-0.99), 1128: (-1.00), 1129: (-1.00), 1130: (-1.00), 1131: (-1.00), 1132: (-1.00), 1133: (-1.00), 1134: (-1.00), 1135: (-1.00), 1136: (-1.00), 1137: (-1.00), 1138: (-1.00), 1139: (-1.00), 1140: (-1.00), 1141: (-1.00), 1142: (-1.00)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0: (-0.98), 1: (-0.98), 2: (-0.97), 3: (-0.97), 4: (-0.98), 5: (-0.98), 6: (-0.82), 7: (-0.64), 8: (-0.44), 9: (-0.42), 10: (-0.37), 11: (-0.37), 12: (-0.26), 13: (-0.18), 14: (-0.19), 15: (-0.15), 16: (-0.18), 17: (-0.01), 18: (-0.08), 19: (-0.18), 20: (-0.30), 21: (-0.36), 22: (-0.33), 23: (-0.35), 24: (-0.35), 25: (-0.32), 26: (-0.37), 27: (-0.33), 28: (-0.40), 29: (-0.37), 30: (-0.36), 31: (-0.38), 32: (-0.32), 33: (-0.37), 34: (-0.31), 35: (-0.31), 36: (-0.26), 37: (-0.27), 38: (-0.33), 39: (-0.27), 40: (-0.22), 41: (-0.18), 42: (-0.23), 43: (-0.36), 44: (-0.36), 45: (-0.35), 46: (-0.22), 47: (-0.23), 48: (-0.32), 49: (-0.38), 50: (-0.35), 51: (-0.22), 52: (-0.20), 53: (-0.21), 54: (-0.25), 55: (-0.36), 56: (-0.34), 57: (-0.32), 58: (-0.27), 59: (-0.32), 60: (-0.45), 61: (-0.41), 62: (-0.40), 63: (-0.32), 64: (-0.34), 65: (-0.40), 66: (-0.34), 67: (-0.22), 68: (0.03), 69: (0.06), 70: (-0.05), 71: (-0.19), 72: (-0.19), 73: (-0.05), 74: (-0.07), 75: (-0.19), 76: (-0.36), 77: (-0.45), 78: (-0.37), 79: (-0.35), 80: (-0.28), 81: (-0.28), 82: (-0.36), 83: (-0.34), 84: (-0.40), 85: (-0.33), 86: (-0.34), 87: (-0.38), 88: (-0.43), 89: (-0.43), 90: (-0.30), 91: (-0.30), 92: (-0.35), 93: (-0.33), 94: (-0.31), 95: (-0.15), 96: (-0.19), 97: (-0.17), 98: (-0.29), 99: (-0.39), 100: (-0.40), 101: (-0.42), 102: (-0.36), 103: (-0.33), 104: (-0.36), 105: (-0.23), 106: (-0.07), 107: (0.10), 108: (-0.04), 109: (-0.31), 110: (-0.36), 111: (-0.36), 112: (-0.29), 113: (-0.35), 114: (-0.30), 115: (-0.26), 116: (-0.33), 117: (-0.32), 118: (-0.32), 119: (-0.22), 120: (-0.15), 121: (-0.19), 122: (-0.14), 123: (-0.10), 124: (0.14), 125: (0.07), 126: (-0.06), 127: (-0.24), 128: (-0.30), 129: (-0.29), 130: (-0.36), 131: (-0.35), 132: (-0.34), 133: (-0.42), 134: (-0.29), 135: (-0.32), 136: (-0.23), 137: (-0.32), 138: (-0.36), 139: (-0.36), 140: (-0.41), 141: (-0.36), 142: (-0.38), 143: (-0.36), 144: (-0.34), 145: (-0.41), 146: (-0.35), 147: (-0.35), 148: (-0.29), 149: (-0.27), 150: (-0.32), 151: (-0.21), 152: (-0.28), 153: (-0.21), 154: (-0.32), 155: (-0.36), 156: (-0.37), 157: (-0.41), 158: (-0.38), 159: (-0.36), 160: (-0.35), 161: (-0.24), 162: (-0.33), 163: (-0.26), 164: (-0.26), 165: (-0.16), 166: (-0.14), 167: (-0.24), 168: (-0.28), 169: (-0.38), 170: (-0.41), 171: (-0.40), 172: (-0.42), 173: (-0.33), 174: (-0.37), 175: (-0.27), 176: (-0.20), 177: (-0.15), 178: (-0.13), 179: (-0.27), 180: (-0.24), 181: (-0.30), 182: (-0.21), 183: (-0.20), 184: (-0.24), 185: (-0.31), 186: (-0.37), 187: (-0.34), 188: (-0.36), 189: (-0.45), 190: (-0.43), 191: (-0.46), 192: (-0.35), 193: (-0.32), 194: (-0.30), 195: (-0.30), 196: (-0.39), 197: (-0.40), 198: (-0.44), 199: (-0.42), 200: (-0.34), 201: (-0.38), 202: (-0.31), 203: (-0.36), 204: (-0.30), 205: (-0.31), 206: (-0.38), 207: (-0.36), 208: (-0.42), 209: (-0.38), 210: (-0.41), 211: (-0.44), 212: (-0.43), 213: (-0.46), 214: (-0.40), 215: (-0.30), 216: (-0.21), 217: (-0.24), 218: (-0.41), 219: (-0.43), 220: (-0.41), 221: (-0.34), 222: (-0.33), 223: (-0.39), 224: (-0.25), 225: (-0.15), 226: (-0.00), 227: (0.06), 228: (-0.04), 229: (0.06), 230: (-0.06), 231: (-0.00), 232: (-0.07), 233: (-0.08), 234: (-0.04), 235: (-0.13), 236: (-0.07), 237: (-0.11), 238: (-0.04), 239: (-0.10), 240: (-0.22), 241: (-0.19), 242: (-0.05), 243: (0.01), 244: (-0.06), 245: (-0.18), 246: (-0.12), 247: (-0.15), 248: (-0.11), 249: (-0.10), 250: (-0.13), 251: (-0.08), 252: (-0.10), 253: (-0.02), 254: (0.06), 255: (0.14), 256: (0.24), 257: (0.09), 258: (0.07), 259: (-0.01), 260: (-0.01), 261: (-0.04), 262: (-0.13), 263: (-0.12), 264: (-0.21), 265: (0.02), 266: (-0.02), 267: (-0.05), 268: (-0.14), 269: (-0.06), 270: (0.07), 271: (0.04), 272: (-0.02), 273: (-0.03), 274: (-0.05), 275: (-0.03), 276: (-0.07), 277: (-0.06), 278: (0.07), 279: (0.12), 280: (0.19), 281: (0.08), 282: (0.07), 283: (0.15), 284: (0.09), 285: (0.15), 286: (0.04), 287: (0.15), 288: (0.18), 289: (0.18), 290: (0.18), 291: (0.09), 292: (0.09), 293: (0.10), 294: (0.24), 295: (0.57), 296: (0.59), 297: (0.48), 298: (0.23), 299: (0.26), 300: (0.27), 301: (0.24), 302: (0.29), 303: (0.35), 304: (0.31), 305: (0.14), 306: (0.04), 307: (0.00), 308: (-0.11), 309: (0.01), 310: (0.13), 311: (0.19), 312: (0.18), 313: (0.21), 314: (0.40), 315: (0.44), 316: (0.52), 317: (0.44), 318: (0.25), 319: (0.14), 320: (0.02), 321: (0.10), 322: (0.08), 323: (0.19), 324: (0.40), 325: (0.34), 326: (0.39), 327: (0.30), 328: (0.27), 329: (0.26), 330: (0.07), 331: (0.13), 332: (0.05), 333: (0.24), 334: (0.21), 335: (0.31), 336: (0.46), 337: (0.49), 338: (0.47), 339: (0.28), 340: (0.32), 341: (0.32), 342: (0.18), 343: (0.22), 344: (0.26), 345: (0.26), 346: (0.19), 347: (-0.03), 348: (0.02), 349: (0.06), 350: (0.20), 351: (0.26), 352: (0.15), 353: (0.13), 354: (0.04), 355: (0.08), 356: (0.04), 357: (0.05), 358: (0.07), 359: (0.01), 360: (0.05), 361: (0.12), 362: (0.17), 363: (0.31), 364: (0.24), 365: (0.29), 366: (0.23), 367: (0.28), 368: (0.39), 369: (0.38), 370: (0.42), 371: (0.23), 372: (0.11), 373: (0.07), 374: (0.02), 375: (0.09), 376: (0.02), 377: (0.11), 378: (0.17), 379: (0.31), 380: (0.41), 381: (0.28), 382: (0.21), 383: (0.22), 384: (0.21), 385: (0.17), 386: (0.04), 387: (0.21), 388: (0.21), 389: (0.34), 390: (0.44), 391: (0.42), 392: (0.37), 393: (0.24), 394: (0.40), 395: (0.46), 396: (0.47), 397: (0.36), 398: (0.20), 399: (0.10), 400: (0.13), 401: (0.36), 402: (0.60), 403: (0.91), 404: (0.99), 405: (0.72), 406: (0.34), 407: (0.16), 408: (0.11), 409: (0.31), 410: (0.20), 411: (0.26), 412: (0.03), 413: (-0.01), 414: (-0.04), 415: (0.06), 416: (0.15), 417: (0.13), 418: (0.02), 419: (-0.01), 420: (0.04), 421: (0.27), 422: (0.24), 423: (0.24), 424: (0.07), 425: (-0.00), 426: (0.04), 427: (0.03), 428: (0.27), 429: (0.35), 430: (0.30), 431: (0.26), 432: (0.22), 433: (0.26), 434: (0.11), 435: (0.05), 436: (0.18), 437: (0.09), 438: (0.16), 439: (0.03), 440: (0.11), 441: (0.26), 442: (0.38), 443: (0.39), 444: (0.41), 445: (0.62), 446: (0.63), 447: (0.39), 448: (0.22), 449: (0.18), 450: (0.21), 451: (0.04), 452: (0.03), 453: (0.06), 454: (0.14), 455: (0.24), 456: (0.19), 457: (0.14), 458: (0.15), 459: (0.05), 460: (0.02), 461: (-0.09), 462: (0.00), 463: (0.04), 464: (0.03), 465: (0.07), 466: (-0.00), 467: (0.11), 468: (0.05), 469: (0.14), 470: (0.05), 471: (-0.05), 472: (-0.07), 473: (-0.03), 474: (0.01), 475: (0.06), 476: (0.14), 477: (0.25), 478: (0.12), 479: (0.04), 480: (0.06), 481: (0.06), 482: (0.16), 483: (-0.00), 484: (0.01), 485: (0.21), 486: (0.33), 487: (0.38), 488: (0.08), 489: (0.12), 490: (0.08), 491: (0.11), 492: (0.16), 493: (0.19), 494: (0.37), 495: (0.39), 496: (0.49), 497: (0.41), 498: (0.23), 499: (0.19), 500: (0.27), 501: (0.40), 502: (0.53), 503: (0.37), 504: (0.35), 505: (0.10), 506: (0.11), 507: (0.17), 508: (0.24), 509: (0.37), 510: (0.21), 511: (0.21), 512: (0.09), 513: (0.14), 514: (0.15), 515: (0.04), 516: (-0.01), 517: (-0.04), 518: (0.07), 519: (0.10), 520: (0.14), 521: (0.20), 522: (0.16), 523: (0.17), 524: (0.11), 525: (0.10), 526: (0.11), 527: (0.05), 528: (0.17), 529: (0.17), 530: (0.29), 531: (0.31), 532: (0.25), 533: (0.22), 534: (0.11), 535: (0.20), 536: (0.21), 537: (0.27), 538: (0.31), 539: (0.21), 540: (0.23), 541: (0.16), 542: (0.20), 543: (0.20), 544: (0.21), 545: (0.29), 546: (0.24), 547: (0.30), 548: (0.31), 549: (0.28), 550: (0.25), 551: (0.20), 552: (0.33), 553: (0.37), 554: (0.50), 555: (0.55), 556: (0.41), 557: (0.37), 558: (0.39), 559: (0.44), 560: (0.48), 561: (0.31), 562: (0.37), 563: (0.28), 564: (0.37), 565: (0.38), 566: (0.32), 567: (0.34), 568: (0.27), 569: (0.30), 570: (0.31), 571: (0.30), 572: (0.30), 573: (0.21), 574: (0.29), 575: (0.30), 576: (0.33), 577: (0.32), 578: (0.28), 579: (0.18), 580: (0.13), 581: (0.15), 582: (0.39), 583: (0.28), 584: (0.34), 585: (0.13), 586: (0.21), 587: (0.12), 588: (0.11), 589: (0.13), 590: (0.13), 591: (0.23), 592: (0.26), 593: (0.32), 594: (0.37), 595: (0.28), 596: (0.28), 597: (0.14), 598: (0.15), 599: (0.14), 600: (0.12), 601: (0.20), 602: (0.14), 603: (0.08), 604: (0.15), 605: (0.37), 606: (0.53), 607: (0.46), 608: (0.35), 609: (0.32), 610: (0.27), 611: (0.46), 612: (0.40), 613: (0.48), 614: (0.30), 615: (0.32), 616: (0.30), 617: (0.22), 618: (0.33), 619: (0.28), 620: (0.28), 621: (0.24), 622: (0.18), 623: (0.25), 624: (0.12), 625: (0.39), 626: (0.35), 627: (0.36), 628: (0.31), 629: (0.24), 630: (0.34), 631: (0.37), 632: (0.51), 633: (0.52), 634: (0.31), 635: (0.35), 636: (0.38), 637: (0.51), 638: (0.46), 639: (0.36), 640: (0.37), 641: (0.26), 642: (0.44), 643: (0.40), 644: (0.37), 645: (0.35), 646: (0.42), 647: (0.59), 648: (0.41), 649: (0.25), 650: (0.19), 651: (0.20), 652: (0.36), 653: (0.32), 654: (0.26), 655: (0.19), 656: (0.11), 657: (0.17), 658: (0.12), 659: (0.50), 660: (0.70), 661: (0.57), 662: (0.26), 663: (0.16), 664: (0.34), 665: (0.42), 666: (0.35), 667: (0.40), 668: (0.26), 669: (0.31), 670: (0.15), 671: (0.14), 672: (0.18), 673: (0.23), 674: (0.54), 675: (0.40), 676: (0.55), 677: (0.34), 678: (0.25), 679: (0.06), 680: (0.24), 681: (0.37), 682: (0.44), 683: (0.27), 684: (0.36), 685: (0.28), 686: (0.24), 687: (0.24), 688: (0.16), 689: (0.24), 690: (0.12), 691: (0.25), 692: (0.23), 693: (0.32), 694: (0.28), 695: (0.15), 696: (0.16), 697: (0.14), 698: (0.20), 699: (0.19), 700: (0.16), 701: (0.49), 702: (0.33), 703: (0.41), 704: (0.06), 705: (0.05), 706: (-0.03), 707: (-0.02), 708: (0.01), 709: (0.01), 710: (-0.04), 711: (0.09), 712: (0.13), 713: (0.29), 714: (0.33), 715: (0.48), 716: (0.41), 717: (0.28), 718: (0.34), 719: (0.37), 720: (0.71), 721: (0.70), 722: (0.69), 723: (0.42), 724: (0.12), 725: (0.05), 726: (0.08), 727: (0.14), 728: (0.08), 729: (-0.11), 730: (-0.09), 731: (0.12), 732: (0.39), 733: (0.36), 734: (0.14), 735: (-0.03), 736: (-0.09), 737: (0.01), 738: (-0.06), 739: (0.02), 740: (0.12), 741: (0.16), 742: (0.19), 743: (0.03), 744: (0.06), 745: (0.10), 746: (0.09), 747: (0.16), 748: (0.24), 749: (0.33), 750: (0.26), 751: (0.09), 752: (0.08), 753: (0.12), 754: (0.22), 755: (0.27), 756: (0.21), 757: (0.25), 758: (0.12), 759: (0.29), 760: (0.39), 761: (0.77), 762: (0.78), 763: (0.51), 764: (0.35), 765: (0.32), 766: (0.39), 767: (0.31), 768: (0.30), 769: (0.51), 770: (0.55), 771: (0.72), 772: (0.71), 773: (0.62), 774: (0.51), 775: (0.31), 776: (0.51), 777: (0.39), 778: (0.35), 779: (0.11), 780: (-0.03), 781: (0.05), 782: (0.02), 783: (0.09), 784: (0.17), 785: (0.19), 786: (0.33), 787: (0.19), 788: (0.27), 789: (0.19), 790: (0.27), 791: (0.30), 792: (0.16), 793: (0.16), 794: (0.15), 795: (0.24), 796: (0.32), 797: (0.20), 798: (0.42), 799: (0.23), 800: (0.23), 801: (0.14), 802: (0.15), 803: (0.45), 804: (0.43), 805: (0.46), 806: (0.27), 807: (0.04), 808: (0.09), 809: (-0.00), 810: (0.17), 811: (0.18), 812: (0.27), 813: (0.30), 814: (0.31), 815: (0.28), 816: (0.20), 817: (0.18), 818: (0.19), 819: (0.07), 820: (0.03), 821: (-0.09), 822: (-0.02), 823: (0.11), 824: (0.12), 825: (0.14), 826: (0.07), 827: (0.13), 828: (0.13), 829: (0.08), 830: (0.13), 831: (0.07), 832: (0.10), 833: (-0.02), 834: (-0.02), 835: (0.06), 836: (0.12), 837: (0.12), 838: (-0.03), 839: (-0.05), 840: (0.02), 841: (0.22), 842: (0.50), 843: (0.62), 844: (0.40), 845: (0.15), 846: (0.01), 847: (0.19), 848: (0.20), 849: (0.26), 850: (0.23), 851: (0.17), 852: (0.28), 853: (0.15), 854: (0.25), 855: (0.09), 856: (0.15), 857: (0.12), 858: (0.04), 859: (0.16), 860: (0.18), 861: (0.37), 862: (0.23), 863: (0.16), 864: (0.05), 865: (0.13), 866: (0.59), 867: (1.00), 868: (0.87), 869: (0.87), 870: (0.43), 871: (0.66), 872: (0.31), 873: (0.32), 874: (0.10), 875: (-0.09), 876: (0.10), 877: (0.28), 878: (0.50), 879: (0.65), 880: (0.66), 881: (0.60), 882: (0.25), 883: (0.49), 884: (0.87), 885: (0.94), 886: (0.63), 887: (0.20), 888: (0.26), 889: (0.24), 890: (0.28), 891: (0.17), 892: (0.02), 893: (0.03), 894: (0.14), 895: (0.27), 896: (0.37), 897: (0.31), 898: (0.25), 899: (0.16), 900: (0.18), 901: (0.12), 902: (-0.08), 903: (-0.17), 904: (-0.17), 905: (-0.10), 906: (-0.13), 907: (-0.06), 908: (-0.02), 909: (0.02), 910: (0.18), 911: (0.32), 912: (0.57), 913: (0.56), 914: (0.39), 915: (0.10), 916: (0.08), 917: (0.29), 918: (0.26), 919: (0.17), 920: (0.23), 921: (0.42), 922: (0.64), 923: (0.61), 924: (0.73), 925: (0.68), 926: (0.38), 927: (0.14), 928: (-0.12), 929: (0.16), 930: (0.31), 931: (0.42), 932: (0.29), 933: (0.36), 934: (0.29), 935: (0.27), 936: (-0.05), 937: (0.06), 938: (-0.02), 939: (0.12), 940: (-0.03), 941: (0.04), 942: (0.00), 943: (-0.08), 944: (0.01), 945: (0.02), 946: (0.17), 947: (0.24), 948: (0.38), 949: (0.36), 950: (0.22), 951: (0.13), 952: (0.12), 953: (0.07), 954: (0.23), 955: (0.25), 956: (0.71), 957: (0.78), 958: (0.87), 959: (0.75), 960: (0.43), 961: (0.44), 962: (0.20), 963: (0.22), 964: (0.24), 965: (0.27), 966: (0.37), 967: (0.18), 968: (0.15), 969: (0.05), 970: (0.07), 971: (0.07), 972: (0.03), 973: (0.01), 974: (0.01), 975: (-0.03), 976: (0.04), 977: (-0.02), 978: (0.08), 979: (-0.01), 980: (-0.04), 981: (-0.11), 982: (-0.20), 983: (-0.24), 984: (-0.32), 985: (-0.38), 986: (-0.43), 987: (-0.38), 988: (-0.22), 989: (-0.28), 990: (-0.42), 991: (-0.61), 992: (-0.59), 993: (-0.60), 994: (-0.60), 995: (-0.65), 996: (-0.64), 997: (-0.44), 998: (-0.31), 999: (-0.28), 1000: (-0.48), 1001: (-0.62), 1002: (-0.69), 1003: (-0.70), 1004: (-0.66), 1005: (-0.59), 1006: (-0.62), 1007: (-0.68), 1008: (-0.68), 1009: (-0.68), 1010: (-0.70), 1011: (-0.76), 1012: (-0.71), 1013: (-0.71), 1014: (-0.73), 1015: (-0.78), 1016: (-0.70), 1017: (-0.63), 1018: (-0.56), 1019: (-0.60), 1020: (-0.69), 1021: (-0.74), 1022: (-0.76), 1023: (-0.76), 1024: (-0.78), 1025: (-0.80), 1026: (-0.80), 1027: (-0.81), 1028: (-0.83), 1029: (-0.84), 1030: (-0.85), 1031: (-0.85), 1032: (-0.85), 1033: (-0.83), 1034: (-0.80), 1035: (-0.78), 1036: (-0.79), 1037: (-0.83), 1038: (-0.85), 1039: (-0.84), 1040: (-0.85), 1041: (-0.85), 1042: (-0.87), 1043: (-0.86), 1044: (-0.84), 1045: (-0.81), 1046: (-0.81), 1047: (-0.83), 1048: (-0.86), 1049: (-0.87), 1050: (-0.87), 1051: (-0.85), 1052: (-0.77), 1053: (-0.77), 1054: (-0.76), 1055: (-0.85), 1056: (-0.86), 1057: (-0.88), 1058: (-0.88), 1059: (-0.88), 1060: (-0.87), 1061: (-0.87), 1062: (-0.88), 1063: (-0.89), 1064: (-0.89), 1065: (-0.89), 1066: (-0.89), 1067: (-0.89), 1068: (-0.87), 1069: (-0.86), 1070: (-0.85), 1071: (-0.87), 1072: (-0.88), 1073: (-0.88), 1074: (-0.88), 1075: (-0.88), 1076: (-0.90), 1077: (-0.91), 1078: (-0.88), 1079: (-0.87), 1080: (-0.87), 1081: (-0.90), 1082: (-0.91), 1083: (-0.89), 1084: (-0.89), 1085: (-0.89), 1086: (-0.91), 1087: (-0.90), 1088: (-0.89), 1089: (-0.90), 1090: (-0.90), 1091: (-0.89), 1092: (-0.89), 1093: (-0.90), 1094: (-0.94), 1095: (-0.94), 1096: (-0.94), 1097: (-0.94), 1098: (-0.91), 1099: (-0.90), 1100: (-0.91), 1101: (-0.93), 1102: (-0.95), 1103: (-0.95), 1104: (-0.95), 1105: (-0.95), 1106: (-0.95), 1107: (-0.96), 1108: (-0.96), 1109: (-0.96), 1110: (-0.96), 1111: (-0.95), 1112: (-0.95), 1113: (-0.96), 1114: (-0.96), 1115: (-0.96), 1116: (-0.97), 1117: (-0.97), 1118: (-0.98), 1119: (-0.97), 1120: (-0.97), 1121: (-0.97), 1122: (-0.98), 1123: (-0.99), 1124: (-0.99), 1125: (-0.99), 1126: (-0.99), 1127: (-0.99), 1128: (-0.99), 1129: (-1.00), 1130: (-1.00), 1131: (-1.00), 1132: (-1.00), 1133: (-1.00), 1134: (-1.00), 1135: (-1.00), 1136: (-1.00), 1137: (-1.00), 1138: (-1.00), 1139: (-1.00), 1140: (-1.00), 1141: (-1.00), 1142: (-1.00)\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 1200x400 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"from scipy.io import wavfile\n",
"from scipy.signal import butter, filtfilt\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Параметры диапазонов частот\n",
"frequency_ranges = {\n",
" 'Low Frequencies': (0, 250),\n",
" 'Mid Frequencies': (250, 2000),\n",
" 'High Frequencies': (2000, 20000),\n",
"}\n",
"\n",
"# Параметры\n",
"seconds_to_analyze = 0\n",
"frames_per_second = 12\n",
"filename = 'Daft_Punk_-_The_Son_Of_Flynn.wav'\n",
"human_hearing_min = 20 # Минимальная слышимая частота в Гц\n",
"human_hearing_max = 20000 # Максимальная слышимая частота в Гц\n",
"\n",
"# Чтение WAV файла\n",
"sample_rate, audio_data = wavfile.read(filename)\n",
"if audio_data.ndim > 1:\n",
" audio_data = np.mean(audio_data, axis=1)\n",
"\n",
"# Функция для полосового фильтра\n",
"def bandpass_filter(data, lowcut, highcut, sample_rate, order=5):\n",
" nyquist = 0.5 * sample_rate\n",
" low = lowcut / nyquist\n",
" high = highcut / nyquist\n",
" b, a = butter(order, [low, high], btype='band')\n",
" y = filtfilt(b, a, data)\n",
" return y\n",
"\n",
"# Применяем фильтр ко всему диапазону длины файла\n",
"filtered_audio_data = bandpass_filter(audio_data, human_hearing_min, human_hearing_max, sample_rate)\n",
"\n",
"if seconds_to_analyze>0:\n",
" audio_data = filtered_audio_data[:sample_rate * seconds_to_analyze]\n",
"else:\n",
" audio_data = filtered_audio_data\n",
"\n",
"# Функция для расчета средних амплитуд для заданных диапазонов\n",
"def get_amplitude_by_range(frame_data, sample_rate, freq_range):\n",
" n = len(frame_data)\n",
" fft_result = np.fft.rfft(frame_data)\n",
" fft_freqs = np.fft.rfftfreq(n, 1 / sample_rate)\n",
"\n",
" amplitudes = np.abs(fft_result)\n",
"\n",
" mask = (fft_freqs >= freq_range[0]) & (fft_freqs <= freq_range[1])\n",
" data = np.abs(amplitudes[mask])\n",
" return data\n",
"\n",
"# Функция нормализации \n",
"def normalize(data, min_value=0, max_value=1, window_size=1):\n",
" # Обрезаем выбросы, превышающие 3 стандартных отклонения\n",
" data_mean = np.mean(data)\n",
" data_std = np.std(data)\n",
" data = np.clip(data, data_mean - 3 * data_std, data_mean + 3 * data_std)\n",
" if window_size>1:\n",
" # Паддинг - дополнение массива справа (или слева) дубликатами крайних значений\n",
" padding = np.repeat(data[-1], window_size - 1)\n",
" extended_array = np.concatenate((data, padding))\n",
" \n",
" cumsum_vec = np.cumsum(np.insert(extended_array, 0, 0)) \n",
" smoothed_array = (cumsum_vec[window_size:] - cumsum_vec[:-window_size]) / window_size\n",
" \n",
" # Обрезка массива до исходной длины\n",
" data = smoothed_array[:len(data)]\n",
"\n",
" # Минимальное и максимальное значения для корректной нормализации\n",
" array_min, array_max = np.min(data), np.max(data)\n",
"\n",
" # Если минимальное и максимальное значения равны, используем min_value\n",
" if array_min == array_max:\n",
" normalized_array = np.ones_like(data) * min_value\n",
" else:\n",
" # В противном случае выполняем нормализацию\n",
" normalized_array = (data - array_min) / (array_max - array_min)\n",
" normalized_array = normalized_array * (max_value - min_value) + min_value\n",
" \n",
" return normalized_array\n",
"\n",
"# Подготовка массива для амплитуд по частотным диапазонам\n",
"samples_per_frame = sample_rate // frames_per_second\n",
"amplitudes = {range_name: [] for range_name in frequency_ranges}\n",
"\n",
"# Анализ амплитуд по частотным диапазонам\n",
"# Итерируем по аудиоданным с шагом в samples_per_frame семплов\n",
"for start in range(0, len(audio_data), samples_per_frame):\n",
" end = start + samples_per_frame\n",
" # Если мы на последнем сегменте и он не полный\n",
" if end > len(audio_data):\n",
" end = len(audio_data) # Укорачиваем последний сегмент до конца массива\n",
" frame_data = audio_data[start:end]\n",
" for range_name, freq_range in frequency_ranges.items():\n",
" amplitudes[range_name].append(\n",
" np.mean(get_amplitude_by_range(frame_data, sample_rate, freq_range)))\n",
"\n",
"# Отображение данных с нормализацией и сглаживанием\n",
"for range_name in frequency_ranges:\n",
" norm_array = normalize(np.array(amplitudes[range_name]),-1,1,3)\n",
" formatted_string = \", \".join(f\"{index}: ({value:.2f})\" for index, value in enumerate(norm_array))\n",
" print(formatted_string)\n",
" plt.figure(figsize=(12, 4))\n",
" plt.plot(norm_array, label=range_name)\n",
" plt.title(f\"Average Amplitude of {range_name}\")\n",
" plt.xlabel(\"Frame\")\n",
" plt.ylabel(\"Normalized Amplitude\")\n",
" plt.legend()\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.11"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment