421 445 
    "metadata": {},
422 446 
    "outputs": [],
423 447 
    "source": [
@@ -427,6 +451,7 @@
427 451 
   {
428 452 
    "cell_type": "code",
429 453 
    "execution_count": null,
454 
+   "id": "4211ee77",
430 455 
    "metadata": {
431 456 
     "scrolled": true
432 457 
    },
@@ -439,6 +464,7 @@
439 464 
   {
440 465 
    "cell_type": "code",
441 466 
    "execution_count": null,
467 
+   "id": "189ed063",
442 468 
    "metadata": {},
443 469 
    "outputs": [],
444 470 
    "source": [
@@ -448,6 +474,7 @@
448 474 
   {
449 475 
    "cell_type": "code",
450 476 
    "execution_count": null,
477 
+   "id": "ba901e35",
451 478 
    "metadata": {},
452 479 
    "outputs": [],
453 480 
    "source": [
@@ -457,6 +484,7 @@
457 484 
   {
458 485 
    "cell_type": "code",
459 486 
    "execution_count": null,
487 
+   "id": "2276d112",
460 488 
    "metadata": {},
461 489 
    "outputs": [],
462 490 
    "source": [
@@ -466,6 +494,7 @@
466 494 
   {
467 495 
    "cell_type": "code",
468 496 
    "execution_count": null,
497 
+   "id": "aa384bc1",
469 498 
    "metadata": {
470 499 
     "scrolled": true
471 500 
    },
@@ -477,6 +506,7 @@
477 506 
   {
478 507 
    "cell_type": "code",
479 508 
    "execution_count": null,
509 
+   "id": "986c64ca",
480 510 
    "metadata": {},
481 511 
    "outputs": [],
482 512 
    "source": [
@@ -487,6 +517,7 @@
487 517 
   {
488 518 
    "cell_type": "code",
489 519 
    "execution_count": null,
520 
+   "id": "7c605acc",
490 521 
    "metadata": {
491 522 
     "scrolled": true
492 523 
    },
@@ -498,6 +529,7 @@
498 529 
   {
499 530 
    "cell_type": "code",
500 531 
    "execution_count": null,
532 
+   "id": "690bc8ad",
501 533 
    "metadata": {
502 534 
     "scrolled": true
503 535 
    },
@@ -510,6 +542,7 @@
510 542 
   {
511 543 
    "cell_type": "code",
512 544 
    "execution_count": null,
545 
+   "id": "018d4db4",
513 546 
    "metadata": {
514 547 
     "scrolled": true
515 548 
    },
@@ -522,6 +555,7 @@
522 555 
   {
523 556 
    "cell_type": "code",
524 557 
    "execution_count": null,
558 
+   "id": "bf21ade3",
525 559 
    "metadata": {
526 560 
     "scrolled": true
527 561 
    },
@@ -533,6 +567,7 @@
533 567 
   {
534 568 
    "cell_type": "code",
535 569 
    "execution_count": null,
570 
+   "id": "bc3d51f6",
536 571 
    "metadata": {
537 572 
     "scrolled": true
538 573 
    },
@@ -546,6 +581,7 @@
546 581 
   {
547 582 
    "cell_type": "code",
548 583 
    "execution_count": null,
584 
+   "id": "10da50d4",
549 585 
    "metadata": {},
550 586 
    "outputs": [],
551 587 
    "source": [
@@ -559,6 +595,7 @@
559 595 
   {
560 596 
    "cell_type": "code",
561 597 
    "execution_count": null,
598 
+   "id": "cc80c5e1",
562 599 
    "metadata": {},
563 600 
    "outputs": [],
564 601 
    "source": [
@@ -568,6 +605,7 @@
568 605 
   {
569 606 
    "cell_type": "code",
570 607 
    "execution_count": null,
608 
+   "id": "d2ef3fd1",
571 609 
    "metadata": {
572 610 
     "scrolled": false
573 611 
    },
@@ -580,6 +618,7 @@
580 618 
   {
581 619 
    "cell_type": "code",
582 620 
    "execution_count": null,
621 
+   "id": "9721b6d1",
583 622 
    "metadata": {},
584 623 
    "outputs": [],
585 624 
    "source": [
@@ -589,6 +628,7 @@
589 628 
   {
590 629 
    "cell_type": "code",
591 630 
    "execution_count": null,
631 
+   "id": "a5fbfb1e",
592 632 
    "metadata": {},
593 633 
    "outputs": [],
594 634 
    "source": [
@@ -612,6 +652,7 @@
612 652 
   {
613 653 
    "cell_type": "code",
614 654 
    "execution_count": null,
655 
+   "id": "b60cca21",
615 656 
    "metadata": {},
616 657 
    "outputs": [],
617 658 
    "source": [
@@ -622,6 +663,7 @@
622 663 
   {
623 664 
    "cell_type": "code",
624 665 
    "execution_count": null,
666 
+   "id": "acaed425",
625 667 
    "metadata": {},
626 668 
    "outputs": [],
627 669 
    "source": [
@@ -632,6 +674,7 @@
632 674 
   {
633 675 
    "cell_type": "code",
634 676 
    "execution_count": null,
677 
+   "id": "c7c363e7",
635 678 
    "metadata": {
636 679 
     "scrolled": true
637 680 
    },
@@ -643,6 +686,7 @@
643 686 
   {
644 687 
    "cell_type": "code",
645 688 
    "execution_count": null,
689 
+   "id": "a87ab1b7",
646 690 
    "metadata": {},
647 691 
    "outputs": [],
648 692 
    "source": [
@@ -653,6 +697,7 @@
653 697 
   {
654 698 
    "cell_type": "code",
655 699 
    "execution_count": null,
700 
+   "id": "49d2d652",
656 701 
    "metadata": {},
657 702 
    "outputs": [],
658 703 
    "source": [
@@ -663,6 +708,7 @@
663 708 
   {
664 709 
    "cell_type": "code",
665 710 
    "execution_count": null,
711 
+   "id": "41c258c7",
666 712 
    "metadata": {},
667 713 
    "outputs": [],
668 714 
    "source": [
@@ -686,6 +732,7 @@
686 732 
   {
687 733 
    "cell_type": "code",
688 734 
    "execution_count": null,
735 
+   "id": "2112d785",
689 736 
    "metadata": {},
690 737 
    "outputs": [],
691 738 
    "source": [
@@ -696,6 +743,7 @@
696 743 
   {
697 744 
    "cell_type": "code",
698 745 
    "execution_count": null,
746 
+   "id": "9a21694d",
699 747 
    "metadata": {},
700 748 
    "outputs": [],
701 749 
    "source": []
@@ -703,6 +751,7 @@
703 751 
   {
704 752 
    "cell_type": "code",
705 753 
    "execution_count": null,
754 
+   "id": "55d3ccb7",
706 755 
    "metadata": {},
707 756 
    "outputs": [],
708 757 
    "source": [
@@ -712,6 +761,7 @@
712 761 
   {
713 762 
    "cell_type": "code",
714 763 
    "execution_count": null,
764 
+   "id": "072d4638",
715 765 
    "metadata": {},
716 766 
    "outputs": [],
717 767 
    "source": [
@@ -722,6 +772,7 @@
722 772 
   {
723 773 
    "cell_type": "code",
724 774 
    "execution_count": null,
775 
+   "id": "c984e701",
725 776 
    "metadata": {
726 777 
     "scrolled": false
727 778 
    },
@@ -734,6 +785,7 @@
734 785 
   {
735 786 
    "cell_type": "code",
736 787 
    "execution_count": null,
788 
+   "id": "c9081831",
737 789 
    "metadata": {},
738 790 
    "outputs": [],
739 791 
    "source": [
@@ -743,6 +795,7 @@
743 795 
   {
744 796 
    "cell_type": "code",
745 797 
    "execution_count": null,
798 
+   "id": "5aa598fa",
746 799 
    "metadata": {},
747 800 
    "outputs": [],
748 801 
    "source": [
@@ -753,6 +806,7 @@
753 806 
   {
754 807 
    "cell_type": "code",
755 808 
    "execution_count": null,
809 
+   "id": "c16df369",
756 810 
    "metadata": {
757 811 
     "scrolled": true
758 812 
    },
@@ -764,6 +818,7 @@
764 818 
   {
765 819 
    "cell_type": "code",
766 820 
    "execution_count": null,
821 
+   "id": "dde802e6",
767 822 
    "metadata": {
768 823 
     "scrolled": false
769 824 
    },
@@ -780,6 +835,7 @@
780 835 
   {
781 836 
    "cell_type": "code",
782 837 
    "execution_count": null,
838 
+   "id": "4b36a671",
783 839 
    "metadata": {},
784 840 
    "outputs": [],
785 841 
    "source": [
@@ -789,6 +845,7 @@
789 845 
   {
790 846 
    "cell_type": "code",
791 847 
    "execution_count": null,
848 
+   "id": "9916d649",
792 849 
    "metadata": {
793 850 
     "scrolled": false
794 851 
    },
@@ -804,6 +861,7 @@
804 861 
   {
805 862 
    "cell_type": "code",
806 863 
    "execution_count": null,
864 
+   "id": "024c43da",
807 865 
    "metadata": {},
808 866 
    "outputs": [],
809 867 
    "source": [
@@ -814,6 +872,7 @@
814 872 
   {
815 873 
    "cell_type": "code",
816 874 
    "execution_count": null,
875 
+   "id": "58ad756c",
817 876 
    "metadata": {
818 877 
     "scrolled": true
819 878 
    },
@@ -826,6 +885,7 @@
826 885 
   {
827 886 
    "cell_type": "code",
828 887 
    "execution_count": null,
888 
+   "id": "5ac35907",
829 889 
    "metadata": {},
830 890 
    "outputs": [],
831 891 
    "source": [
@@ -836,6 +896,7 @@
836 896 
   {
837 897 
    "cell_type": "code",
838 898 
    "execution_count": null,
899 
+   "id": "1f9a585d",
839 900 
    "metadata": {
840 901 
     "scrolled": false
841 902 
    },
@@ -857,6 +918,7 @@
857 918 
   {
858 919 
    "cell_type": "code",
859 920 
    "execution_count": null,
921 
+   "id": "7c0d9839",
860 922 
    "metadata": {},
861 923 
    "outputs": [],
862 924 
    "source": [
@@ -867,6 +929,7 @@
867 929 
   {
868 930 
    "cell_type": "code",
869 931 
    "execution_count": null,
932 
+   "id": "956c1225",
870 933 
    "metadata": {},
871 934 
    "outputs": [],
872 935 
    "source": [
@@ -891,6 +954,7 @@
891 954 
   {
892 955 
    "cell_type": "code",
893 956 
    "execution_count": null,
957 
+   "id": "d6efa7a5",
894 958 
    "metadata": {},
895 959 
    "outputs": [],
896 960 
    "source": [
@@ -902,6 +966,7 @@
902 966 
   {
903 967 
    "cell_type": "code",
904 968 
    "execution_count": null,
969 
+   "id": "80181787",
905 970 
    "metadata": {},
906 971 
    "outputs": [],
907 972 
    "source": []
@@ -909,6 +974,7 @@
909 974 
   {
910 975 
    "cell_type": "code",
911 976 
    "execution_count": null,
977 
+   "id": "0e1394e6",
912 978 
    "metadata": {},
913 979 
    "outputs": [],
914 980 
    "source": []
@@ -916,7 +982,7 @@
916 982 
  ],
917 983 
  "metadata": {
918 984 
   "kernelspec": {
919 
-   "display_name": "Python 3",
985 
+   "display_name": "Python 3 (ipykernel)",
920 986 
    "language": "python",
921 987 
    "name": "python3"
922 988 
   },
@@ -930,7 +996,7 @@
930 996 
    "name": "python",
931 997 
    "nbconvert_exporter": "python",
932 998 
    "pygments_lexer": "ipython3",
933 
-   "version": "3.7.3"
999 
+   "version": "3.10.4"
934 1000 
   }
935 1001 
  },
936 1002 
  "nbformat": 4,

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  tum 6cdcab825c cm 4 years ago
  tum 0ada1227c5 abc 4 years ago
  Tum a5d8596370 media 4 years ago