summaryrefslogtreecommitdiff
path: root/.config/ipython/profile_default/history.sqlite
blob: 3f42fc7cf6638ccb8884c4c1975044a52eacd8d4 (plain)
ofshex dumpascii
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2fe0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 0d 01 03 1d 02 73 65 73 73 69 6f 6e 73 00 ab ......................sessions..
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3fe0 0d 82 73 00 00 00 0c 82 31 00 00 00 0b 81 7d 00 00 00 0a 81 35 00 00 00 09 81 14 00 00 00 08 55 ..s.....1.....}.....5..........U
4000 02 00 00 00 01 0f f3 00 00 00 00 12 0f f3 0f e3 0f db 0f d3 0f cb 0f c3 0f bb 0f b3 0f ab 0f a3 ................................
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4040 0f 1c 0f 14 0f 0c 0f 04 0e fc 0e f4 0e ec 0e e4 0e dc 0e d4 0e cc 0e c4 0e bc 0e b4 0e ad 0e a5 ................................
4060 0e 9e 0e 97 0e 8f 0e 87 0e 7f 0e 77 0e 6f 0e 67 0e 60 0e 58 0e 50 0e 48 0e 40 0e 38 0e 30 0e 29 ...........w.o.g.`.X.P.H.@.8.0.)
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4140 0b ac 0b a3 0b 9a 0b 91 0b 88 0a de 0a d6 0a cd 0a c4 0a bb 0a b2 0a a9 0a a0 0a 98 0a 8f 0a 86 ................................
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4460 08 04 01 01 02 38 2c 01 5c 08 04 01 01 02 38 2b 01 5b 08 04 01 01 02 38 2a 01 5a 08 04 01 01 02 .....8,.\.....8+.[.....8*.Z.....
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44c0 22 01 52 08 04 01 01 02 38 21 01 51 08 04 01 01 02 38 20 01 50 08 04 01 01 02 38 1f 01 4f 08 04 ".R.....8!.Q.....8..P.....8..O..
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4500 01 4b 08 04 01 01 02 38 1a 01 4a 08 04 01 01 02 38 19 01 49 08 04 01 01 02 38 18 01 48 08 04 01 .K.....8..J.....8..I.....8..H...
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45c0 04 01 01 02 38 05 01 35 08 04 01 01 02 38 04 01 34 08 04 01 01 02 38 03 01 33 08 04 01 01 02 38 ....8..5.....8..4.....8..3.....8
45e0 02 01 32 07 04 01 09 02 38 01 31 08 04 01 01 02 36 1a 01 30 08 04 01 01 02 36 19 01 2f 08 04 01 ..2.....8.1.....6..0.....6../...
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4660 08 04 01 01 02 36 0d 01 23 08 04 01 01 02 36 0c 01 22 08 04 01 01 02 36 0b 01 21 08 04 01 01 02 .....6..#.....6..".....6..!.....
4680 36 0a 01 20 08 04 01 01 02 36 09 01 1f 08 04 01 01 02 36 08 01 1e 08 04 01 01 02 36 07 01 1d 08 6........6........6........6....
46a0 04 01 01 02 36 06 01 1c 08 04 01 01 02 36 05 01 1b 08 04 01 01 02 36 04 01 1a 08 04 01 01 02 36 ....6........6........6........6
46c0 03 01 19 08 04 01 01 02 36 02 01 18 07 04 01 09 02 36 01 17 08 04 01 01 02 35 38 01 16 08 04 01 ........6........6.......58.....
46e0 01 02 35 37 01 15 08 04 01 01 02 35 36 01 14 08 04 01 01 02 35 35 01 13 08 04 01 01 02 35 34 01 ..57.......56.......55.......54.
4700 12 08 04 01 01 02 35 33 01 11 08 04 01 01 02 35 32 01 10 08 04 01 01 02 35 31 01 0f 08 04 01 01 ......53.......52.......51......
4720 02 35 30 01 0e 08 04 01 01 02 35 2f 01 0d 08 04 01 01 02 35 2e 01 0c 08 04 01 01 02 35 2d 01 0b .50.......5/.......5........5-..
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4780 04 01 01 02 35 25 01 03 08 04 01 01 02 35 24 01 02 08 04 01 01 02 35 23 01 01 08 04 01 01 02 35 ....5%.......5$.......5#.......5
47a0 22 01 00 08 04 01 01 02 35 21 00 ff 08 04 01 01 02 35 20 00 fe 08 04 01 01 02 35 1f 00 fd 08 04 ".......5!.......5........5.....
47c0 01 01 02 35 1e 00 fc 08 04 01 01 02 35 1d 00 fb 08 04 01 01 02 35 1c 00 fa 08 04 01 01 02 35 1b ...5........5........5........5.
47e0 00 f9 08 04 01 01 02 35 1a 00 f8 08 04 01 01 02 35 19 00 f7 08 04 01 01 02 35 18 00 f6 08 04 01 .......5........5........5......
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4820 f2 08 04 01 01 02 35 13 00 f1 08 04 01 01 02 35 12 00 f0 08 04 01 01 02 35 11 00 ef 08 04 01 01 ......5........5........5.......
4840 02 35 10 00 ee 08 04 01 01 02 35 0f 00 ed 08 04 01 01 02 35 0e 00 ec 08 04 01 01 02 35 0d 00 eb .5........5........5........5...
4860 08 04 01 01 02 35 0c 00 ea 08 04 01 01 02 35 0b 00 e9 08 04 01 01 02 35 0a 00 e8 08 04 01 01 02 .....5........5........5........
4880 35 09 00 e7 08 04 01 01 02 35 08 00 e6 08 04 01 01 02 35 07 00 e5 08 04 01 01 02 35 06 00 e4 08 5........5........5........5....
48a0 04 01 01 02 35 05 00 e3 08 04 01 01 02 35 04 00 e2 08 04 01 01 02 35 03 00 e1 08 04 01 01 02 35 ....5........5........5........5
48c0 02 00 e0 07 04 01 09 02 35 00 df 07 04 01 09 02 34 00 de 08 04 01 01 02 32 0b 00 dd 08 04 01 01 ........5.......4.......2.......
48e0 02 32 0a 00 dc 08 04 01 01 02 32 09 00 db 08 04 01 01 02 32 08 00 da 08 04 01 01 02 32 07 00 d9 .2........2........2........2...
4900 08 04 01 01 02 32 06 00 d8 08 04 01 01 02 32 05 00 d7 08 04 01 01 02 32 04 00 d6 08 04 01 01 02 .....2........2........2........
4920 32 03 00 d5 08 04 01 01 02 32 02 00 d4 07 04 01 09 02 32 00 d3 08 04 01 01 02 31 09 00 d2 08 04 2........2........2.......1.....
4940 01 01 02 31 08 00 d1 08 04 01 01 02 31 07 00 d0 08 04 01 01 02 31 06 00 cf 08 04 01 01 02 31 05 ...1........1........1........1.
4960 00 ce 08 04 01 01 02 31 04 00 cd 08 04 01 01 02 31 03 00 cc 08 04 01 01 02 31 02 00 cb 07 04 01 .......1........1........1......
4980 09 02 31 00 ca 08 04 01 01 02 25 0f 00 c9 08 04 01 01 02 25 0e 00 c8 08 04 01 01 02 25 0d 00 c7 ..1.......%........%........%...
49a0 08 04 01 01 02 25 0c 00 c6 08 04 01 01 02 25 0b 00 c5 08 04 01 01 02 25 0a 00 c4 08 04 01 01 02 .....%........%........%........
49c0 25 09 00 c3 08 04 01 01 02 25 08 00 c2 08 04 01 01 02 25 07 00 c1 08 04 01 01 02 25 06 00 c0 08 %........%........%........%....
49e0 04 01 01 02 25 05 00 bf 08 04 01 01 02 25 04 00 be 08 04 01 01 02 25 03 00 bd 08 04 01 01 02 25 ....%........%........%........%
4a00 02 00 bc 07 04 01 09 02 25 00 bb 08 04 01 01 02 24 05 00 ba 08 04 01 01 02 24 04 00 b9 08 04 01 ........%.......$........$......
4a20 01 02 24 03 00 b8 08 04 01 01 02 24 02 00 b7 07 04 01 09 02 24 00 b6 08 04 01 01 02 23 06 00 b5 ..$........$........$.......#...
4a40 08 04 01 01 02 23 05 00 b4 08 04 01 01 02 23 04 00 b3 08 04 01 01 02 23 03 00 b2 08 04 01 01 02 .....#........#........#........
4a60 23 02 00 b1 07 04 01 09 02 23 00 b0 08 04 01 01 02 22 03 00 af 08 04 01 01 02 22 02 00 ae 07 04 #........#......."........".....
4a80 01 09 02 22 00 ad 08 04 01 01 02 21 03 00 ac 08 04 01 01 02 21 02 00 ab 07 04 01 09 02 21 00 aa ...".......!........!........!..
4aa0 08 04 01 01 02 20 07 00 a9 08 04 01 01 02 20 06 00 a8 08 04 01 01 02 20 05 00 a7 08 04 01 01 02 ................................
4ac0 20 04 00 a6 08 04 01 01 02 20 03 00 a5 08 04 01 01 02 20 02 00 a4 07 04 01 09 02 20 00 a3 07 04 ................................
4ae0 01 09 02 1f 00 a2 08 04 01 01 02 1c 13 00 a1 08 04 01 01 02 1c 12 00 a0 08 04 01 01 02 1c 11 00 ................................
4b00 9f 08 04 01 01 02 1c 10 00 9e 08 04 01 01 02 1c 0f 00 9d 08 04 01 01 02 1c 0e 00 9c 08 04 01 01 ................................
4b20 02 1c 0d 00 9b 08 04 01 01 02 1c 0c 00 9a 08 04 01 01 02 1c 0b 00 99 08 04 01 01 02 1c 0a 00 98 ................................
4b40 08 04 01 01 02 1c 09 00 97 08 04 01 01 02 1c 08 00 96 08 04 01 01 02 1c 07 00 95 08 04 01 01 02 ................................
4b60 1c 06 00 94 08 04 01 01 02 1c 05 00 93 08 04 01 01 02 1c 04 00 92 08 04 01 01 02 1c 03 00 91 08 ................................
4b80 04 01 01 02 1c 02 00 90 08 04 01 01 02 1d 17 00 8f 08 04 01 01 02 1d 16 00 8e 08 04 01 01 02 1d ................................
4ba0 15 00 8d 08 04 01 01 02 1d 14 00 8c 08 04 01 01 02 1d 13 00 8b 08 04 01 01 02 1d 12 00 8a 08 04 ................................
4bc0 01 01 02 1d 11 00 89 08 04 01 01 02 1d 10 00 88 08 04 01 01 02 1d 0f 00 87 08 04 01 01 02 1d 0e ................................
4be0 00 86 08 04 01 01 02 1d 0d 00 85 08 04 01 01 02 1d 0c 00 84 08 04 01 01 02 1d 0b 00 83 08 04 01 ................................
4c00 01 02 1d 0a 00 82 08 04 01 01 02 1d 09 00 81 08 04 01 01 02 1d 08 00 80 07 04 01 01 01 1d 07 7f ................................
4c20 07 04 01 01 01 1d 06 7e 07 04 01 01 01 1d 05 7d 07 04 01 01 01 1d 04 7c 07 04 01 01 01 1d 03 7b .......~.......}.......|.......{
4c40 07 04 01 01 01 1d 02 7a 06 04 01 09 01 1d 79 06 04 01 09 01 1c 78 07 04 01 01 01 1a 02 77 06 04 .......z......y......x.......w..
4c60 01 09 01 1a 76 07 04 01 01 01 19 0d 75 07 04 01 01 01 19 0c 74 07 04 01 01 01 19 0b 73 07 04 01 ....v.......u.......t.......s...
4c80 01 01 19 0a 72 07 04 01 01 01 19 09 71 07 04 01 01 01 19 08 70 07 04 01 01 01 19 07 6f 07 04 01 ....r.......q.......p.......o...
4ca0 01 01 19 06 6e 07 04 01 01 01 19 05 6d 07 04 01 01 01 19 04 6c 07 04 01 01 01 19 03 6b 07 04 01 ....n.......m.......l.......k...
4cc0 01 01 19 02 6a 06 04 01 09 01 19 69 07 04 01 01 01 18 1f 68 07 04 01 01 01 18 1e 67 07 04 01 01 ....j......i.......h.......g....
4ce0 01 18 1d 66 07 04 01 01 01 18 1c 65 07 04 01 01 01 18 1b 64 07 04 01 01 01 18 1a 63 07 04 01 01 ...f.......e.......d.......c....
4d00 01 18 19 62 07 04 01 01 01 18 18 61 07 04 01 01 01 18 17 60 07 04 01 01 01 18 16 5f 07 04 01 01 ...b.......a.......`......._....
4d20 01 18 15 5e 07 04 01 01 01 18 14 5d 07 04 01 01 01 18 13 5c 07 04 01 01 01 18 12 5b 07 04 01 01 ...^.......].......\.......[....
4d40 01 18 11 5a 07 04 01 01 01 18 10 59 07 04 01 01 01 18 0f 58 07 04 01 01 01 18 0e 57 07 04 01 01 ...Z.......Y.......X.......W....
4d60 01 18 0d 56 07 04 01 01 01 18 0c 55 07 04 01 01 01 18 0b 54 07 04 01 01 01 18 0a 53 07 04 01 01 ...V.......U.......T.......S....
4d80 01 18 09 52 07 04 01 01 01 18 08 51 07 04 01 01 01 18 07 50 07 04 01 01 01 18 06 4f 07 04 01 01 ...R.......Q.......P.......O....
4da0 01 18 05 4e 07 04 01 01 01 18 04 4d 07 04 01 01 01 18 03 4c 07 04 01 01 01 18 02 4b 06 04 01 09 ...N.......M.......L.......K....
4dc0 01 18 4a 06 04 01 09 01 17 49 07 04 01 01 01 16 0a 48 07 04 01 01 01 16 09 47 07 04 01 01 01 16 ..J......I.......H.......G......
4de0 08 46 07 04 01 01 01 16 07 45 07 04 01 01 01 16 06 44 07 04 01 01 01 16 05 43 07 04 01 01 01 16 .F.......E.......D.......C......
4e00 04 42 07 04 01 01 01 16 03 41 07 04 01 01 01 16 02 40 06 04 01 09 01 16 3f 07 04 01 01 01 15 03 .B.......A.......@......?.......
4e20 3e 07 04 01 01 01 15 02 3d 06 04 01 09 01 15 3c 07 04 01 01 01 14 07 3b 07 04 01 01 01 14 06 3a >.......=......<.......;.......:
4e40 07 04 01 01 01 14 05 39 07 04 01 01 01 14 04 38 07 04 01 01 01 14 03 37 07 04 01 01 01 14 02 36 .......9.......8.......7.......6
4e60 06 04 01 09 01 14 35 07 04 01 01 01 0d 07 34 07 04 01 01 01 0d 06 33 07 04 01 01 01 0d 05 32 07 ......5.......4.......3.......2.
4e80 04 01 01 01 0d 04 31 07 04 01 01 01 0d 03 30 07 04 01 01 01 0d 02 2f 06 04 01 09 01 0d 2e 06 04 ......1.......0......./.........
4ea0 01 09 01 0c 2d 07 04 01 01 01 0b 02 2c 06 04 01 09 01 0b 2b 07 04 01 01 01 07 1b 2a 07 04 01 01 ....-.......,......+.......*....
4ec0 01 07 1a 29 07 04 01 01 01 07 19 28 07 04 01 01 01 07 18 27 07 04 01 01 01 07 17 26 07 04 01 01 ...).......(.......'.......&....
4ee0 01 07 16 25 07 04 01 01 01 07 15 24 07 04 01 01 01 07 14 23 07 04 01 01 01 07 13 22 07 04 01 01 ...%.......$.......#......."....
4f00 01 07 12 21 07 04 01 01 01 07 11 20 07 04 01 01 01 07 10 1f 07 04 01 01 01 07 0f 1e 07 04 01 01 ...!............................
4f20 01 07 0e 1d 07 04 01 01 01 07 0d 1c 07 04 01 01 01 07 0c 1b 07 04 01 01 01 07 0b 1a 07 04 01 01 ................................
4f40 01 07 0a 19 07 04 01 01 01 07 09 18 07 04 01 01 01 07 08 17 07 04 01 01 01 07 07 16 07 04 01 01 ................................
4f60 01 07 06 15 07 04 01 01 01 07 05 14 07 04 01 01 01 07 04 13 07 04 01 01 01 07 03 12 07 04 01 01 ................................
4f80 01 07 02 11 06 04 01 09 01 07 10 07 04 01 01 01 06 0c 0f 07 04 01 01 01 06 0b 0e 07 04 01 01 01 ................................
4fa0 06 0a 0d 07 04 01 01 01 06 09 0c 07 04 01 01 01 06 08 0b 07 04 01 01 01 06 07 0a 07 04 01 01 01 ................................
4fc0 06 06 09 07 04 01 01 01 06 05 08 07 04 01 01 01 06 04 07 07 04 01 01 01 06 03 06 07 04 01 01 01 ................................
4fe0 06 02 05 06 04 01 09 01 06 04 07 04 01 01 01 04 03 03 07 00 00 00 11 08 04 01 01 02 3d 0b 01 79 ............................=..y
5000 0d 00 00 00 00 10 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
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7280 3d 20 5b 31 2c 20 32 2c 20 33 2c 20 34 2c 20 35 2c 20 36 5d 1d 48 05 01 01 23 23 16 0a 78 2e 72 =.[1,.2,.3,.4,.5,.6].H...##..x.r
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76c0 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 0a 70 6c 74 2e 73 68 6f 77 28 29 2f 29 el='Complex.Plane').plt.show()/)
76e0 05 01 01 59 11 07 1a 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 ...Y...get_ipython().run_line_ma
7700 67 69 63 28 27 6c 73 27 2c 20 27 27 29 6c 73 2f 28 05 01 01 59 11 07 19 67 65 74 5f 69 70 79 74 gic('ls',.'')ls/(...Y...get_ipyt
7720 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 6c 73 27 2c 20 27 27 29 6c 73 hon().run_line_magic('ls',.'')ls
7740 81 0b 27 07 01 01 81 0f 81 0f 07 18 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c ..'.........plt.plot([0,.5],.[0,
7760 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 .4],.'ro-',.label='Complex.Plane
7780 27 29 0a 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 ').plt.show()plt.plot([0,.5],.[0
77a0 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e ,.4],.'ro-',.label='Complex.Plan
77c0 65 27 29 0a 70 6c 74 2e 73 68 6f 77 28 29 81 0f 26 07 01 01 81 13 81 13 07 17 70 6c 74 2e 70 6c e').plt.show()..&.........plt.pl
77e0 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d ot([0,.5],.[0,.4],.'ro-',.label=
7800 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 20 5c 0a 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 'Complex.Plane').\.plt.show()plt
7820 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 .plot([0,.5],.[0,.4],.'ro-',.lab
7840 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 20 5c 0a 70 6c 74 2e 73 68 6f 77 28 29 el='Complex.Plane').\.plt.show()
7860 73 25 05 01 01 79 79 07 16 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d s%...yy..plt.plot([0,.5],.[0,.4]
7880 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 70 ,.'ro-',.label='Complex.Plane')p
78a0 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c lt.plot([0,.5],.[0,.4],.'ro-',.l
78c0 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 73 24 05 01 01 79 79 07 15 70 6c abel='Complex.Plane')s$...yy..pl
78e0 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 t.plot([0,.5],.[0,.4],.'ro-',.la
7900 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c bel='Complex.Plane')plt.plot([0,
7920 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c .5],.[0,.4],.'ro-',.label='Compl
7940 65 78 20 50 6c 61 6e 65 27 29 1b 23 05 01 01 21 21 07 14 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 ex.Plane').#...!!..plt.show()plt
7960 2e 73 68 6f 77 28 29 73 22 05 01 01 79 79 07 13 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c .show()s"...yy..plt.plot([0,.5],
7980 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 .[0,.4],.'ro-',.label='Complex.P
79a0 6c 61 6e 65 27 29 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 lane')plt.plot([0,.5],.[0,.4],.'
79c0 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 1b 21 05 01 ro-',.label='Complex.Plane').!..
79e0 01 21 21 07 12 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 68 6f 77 28 29 71 20 05 01 01 77 77 .!!..plt.show()plt.show()q....ww
7a00 07 11 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 27 2c ..plt.plot([0,.5],.[0,.4],.'ro',
7a20 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 70 6c 74 2e 70 6c 6f 74 28 .label='Complex.Plane')plt.plot(
7a40 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d [0,.5],.[0,.4],.'ro',.label='Com
7a60 70 6c 65 78 20 50 6c 61 6e 65 27 29 1b 1f 05 01 01 21 21 07 10 70 6c 74 2e 73 68 6f 77 28 29 70 plex.Plane').....!!..plt.show()p
7a80 6c 74 2e 73 68 6f 77 28 29 5d 1e 05 01 01 63 63 07 0f 70 6c 74 2e 70 6c 6f 74 28 35 2c 20 34 2c lt.show()]....cc..plt.plot(5,.4,
7aa0 20 27 72 6f 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 70 6c 74 .'ro',.label='Complex.Plane')plt
7ac0 2e 70 6c 6f 74 28 35 2c 20 34 2c 20 27 72 6f 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 .plot(5,.4,.'ro',.label='Complex
7ae0 20 50 6c 61 6e 65 27 29 1b 1d 05 01 01 21 21 07 0e 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 .Plane').....!!..plt.show()plt.s
7b00 68 6f 77 28 29 65 1c 05 01 01 6b 6b 07 0d 70 6c 74 2e 70 6c 6f 74 28 5b 35 5d 2c 20 5b 34 5d 2c how()e....kk..plt.plot([5],.[4],
7b20 20 27 72 6f 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 70 6c 74 .'ro',.label='Complex.Plane')plt
7b40 2e 70 6c 6f 74 28 5b 35 5d 2c 20 5b 34 5d 2c 20 27 72 6f 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d .plot([5],.[4],.'ro',.label='Com
7b60 70 6c 65 78 20 50 6c 61 6e 65 27 29 1b 1b 05 01 01 21 21 07 0c 70 6c 74 2e 73 68 6f 77 28 29 70 plex.Plane').....!!..plt.show()p
7b80 6c 74 2e 73 68 6f 77 28 29 71 1a 05 01 01 77 77 07 0b 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 lt.show()q....ww..plt.plot([0,.5
7ba0 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 ],.[0,.4],.'ro',.label='Complex.
7bc0 50 6c 61 6e 65 27 29 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 Plane')plt.plot([0,.5],.[0,.4],.
7be0 27 72 6f 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 1b 19 05 01 'ro',.label='Complex.Plane')....
7c00 01 21 21 07 0a 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 68 6f 77 28 29 73 18 05 01 01 79 79 .!!..plt.show()plt.show()s....yy
7c20 07 09 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 ..plt.plot([0,.5],.[0,.4],.'ro-'
7c40 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 70 6c 74 2e 70 6c 6f 74 ,.label='Complex.Plane')plt.plot
7c60 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 ([0,.5],.[0,.4],.'ro-',.label='C
7c80 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 1b 17 05 01 01 21 21 07 08 70 6c 74 2e 73 68 6f 77 28 omplex.Plane').....!!..plt.show(
7ca0 29 70 6c 74 2e 73 68 6f 77 28 29 1b 16 05 01 01 21 21 07 07 70 6c 74 2e 73 68 6f 77 28 29 70 6c )plt.show().....!!..plt.show()pl
7cc0 74 2e 73 68 6f 77 28 29 73 15 05 01 01 79 79 07 06 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d t.show()s....yy..plt.plot([0,.5]
7ce0 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 ,.[0,.4],.'ro-',.label='Complex.
7d00 50 6c 61 6e 65 27 29 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 Plane')plt.plot([0,.5],.[0,.4],.
7d20 27 72 6f 2d 27 2c 20 6c 61 62 65 6c 3d 27 43 6f 6d 70 6c 65 78 20 50 6c 61 6e 65 27 29 1b 14 05 'ro-',.label='Complex.Plane')...
7d40 01 01 21 21 07 05 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 68 6f 77 28 29 45 13 05 01 01 4b ..!!..plt.show()plt.show()E....K
7d60 4b 07 04 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d K..plt.plot([0,.5],.[0,.4],.'ro-
7d80 27 29 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 2c 20 27 72 6f 2d 27 ')plt.plot([0,.5],.[0,.4],.'ro-'
7da0 29 1b 12 05 01 01 21 21 07 03 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 68 6f 77 28 29 37 11 ).....!!..plt.show()plt.show()7.
7dc0 05 01 01 3d 3d 07 02 70 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 29 70 ...==..plt.plot([0,.5],.[0,.4])p
7de0 6c 74 2e 70 6c 6f 74 28 5b 30 2c 20 35 5d 2c 20 5b 30 2c 20 34 5d 29 44 10 05 01 09 4b 4b 07 69 lt.plot([0,.5],.[0,.4])D....KK.i
7e00 6d 70 6f 72 74 20 6d 61 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 73 20 70 6c 74 69 6d mport.matplotlib.pyplot.as.pltim
7e20 70 6f 72 74 20 6d 61 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 73 20 70 6c 74 45 0f 05 port.matplotlib.pyplot.as.pltE..
7e40 01 01 4b 4b 06 0c 69 6d 70 6f 72 74 20 6d 61 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 ..KK..import.matplotlib.pyplot.a
7e60 73 20 70 6c 74 69 6d 70 6f 72 74 20 6d 61 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 73 s.pltimport.matplotlib.pyplot.as
7e80 20 70 6c 74 1f 0e 05 01 01 25 25 06 0b 6e 2e 61 72 72 61 6e 67 65 28 35 29 6e 2e 61 72 72 61 6e .plt.....%%..n.arrange(5)n.arran
7ea0 67 65 28 35 29 09 0d 05 01 01 0f 0f 06 0a 6e 6e 25 0c 05 01 01 2b 2b 06 09 6e 20 3d 20 6e 70 2e ge(5).........nn%....++..n.=.np.
7ec0 61 72 72 61 79 28 34 29 6e 20 3d 20 6e 70 2e 61 72 72 61 79 28 34 29 23 0b 05 01 01 29 29 06 08 array(4)n.=.np.array(4)#....))..
7ee0 6e 20 3d 20 6e 70 2e 61 72 72 61 79 28 29 6e 20 3d 20 6e 70 2e 61 72 72 61 79 28 29 1f 0a 05 01 n.=.np.array()n.=.np.array()....
7f00 01 25 25 06 07 6e 2e 61 72 72 61 6e 67 65 28 35 29 6e 2e 61 72 72 61 6e 67 65 28 35 29 0f 09 05 .%%..n.arrange(5)n.arrange(5)...
7f20 01 01 15 15 06 06 6e 3d 5b 5d 6e 3d 5b 5d 1f 08 05 01 01 25 25 06 05 6e 2e 61 72 72 61 6e 67 65 ......n=[]n=[].....%%..n.arrange
7f40 28 35 29 6e 2e 61 72 72 61 6e 67 65 28 35 29 0d 07 05 01 01 13 13 06 04 6e 3d 35 6e 3d 35 1f 06 (5)n.arrange(5).........n=5n=5..
7f60 05 01 01 25 25 06 03 6e 2e 61 72 72 61 6e 67 65 28 35 29 6e 2e 61 72 72 61 6e 67 65 28 35 29 21 ...%%..n.arrange(5)n.arrange(5)!
7f80 05 05 01 01 27 27 06 02 6e 70 2e 61 72 72 61 6e 67 65 28 35 29 6e 70 2e 61 72 72 61 6e 67 65 28 ....''..np.arrange(5)np.arrange(
7fa0 35 29 2a 04 05 01 09 31 31 06 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 69 6d 70 6f 5)*....11.import.numpy.as.npimpo
7fc0 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 0f 03 05 01 01 15 15 04 03 31 36 2a 38 31 36 2a 38 0f rt.numpy.as.np.........16*816*8.
7fe0 02 05 01 01 15 15 04 02 31 37 2a 38 31 37 2a 38 0e 01 05 01 09 15 15 04 31 35 2a 38 31 35 2a 38 ........17*817*8........15*815*8
8000 0d 00 00 00 3f 00 ad 00 0f db 0f be 0f 85 0f 62 0f 45 0f 0e 0e e5 0e 74 0e 4d 0e 16 0d eb 0d b4 ....?..........b.E.....t.M......
8020 0d 97 0d 72 0d 55 0d 06 0c e1 0c c4 0c 82 0c 4c 0c 3b 0c 24 0b f9 0b c2 0b 7b 0b 42 0b 15 0a dc ...r.U.........L.;.$.....{.B....
8040 0a b9 0a 94 0a 77 0a 30 09 ea 09 a3 09 20 08 f4 08 e5 08 d2 08 8b 08 52 08 47 08 28 08 0a 07 e6 .....w.0...............R.G.(....
8060 07 c6 07 a8 07 7c 07 5e 07 2c 07 0e 06 e2 06 c4 06 b8 06 74 06 30 05 ea 05 9e 05 54 04 1d 02 c6 .....|.^.,.........t.0.....T....
8080 02 64 01 0f 00 ad 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .d..............................
80a0 00 00 00 00 00 00 00 00 00 00 00 00 00 5f 81 14 05 01 01 65 65 1c 06 53 20 3d 20 5b 33 2b 33 6a ............._.....ee..S.=.[3+3j
80c0 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 ,.4+3j,.2+1j,.5+1j].complex_plot
80e0 28 53 29 53 20 3d 20 5b 33 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a (S)S.=.[3+3j,.4+3j,.2+1j,.5+1j].
8100 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 29 82 51 81 13 07 01 01 82 55 82 55 1c 05 64 65 66 20 complex_plot(S).Q......U.U..def.
8120 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 complex_plot(nums):.....print(nu
8140 6d 73 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e ms).....x.=.[num.real.for.num.in
8160 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d .nums].....y.=.[num.imag.for.num
8180 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 29 0a 20 20 20 20 70 6c 74 .in.nums].....plt.axis().....plt
81a0 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 .plot(x,.y,.'g*').....plt.show()
81c0 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e def.complex_plot(nums):.....prin
81e0 74 28 6e 75 6d 73 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 t(nums).....x.=.[num.real.for.nu
8200 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 m.in.nums].....y.=.[num.imag.for
8220 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 29 0a 20 20 20 .num.in.nums].....plt.axis()....
8240 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 .plt.plot(x,.y,.'g*').....plt.sh
8260 6f 77 28 29 5f 81 12 05 01 01 65 65 1c 04 53 20 3d 20 5b 33 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 ow()_.....ee..S.=.[3+3j,.4+3j,.2
8280 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 29 53 20 3d 20 5b 33 +1j,.5+1j].complex_plot(S)S.=.[3
82a0 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 +3j,.4+3j,.2+1j,.5+1j].complex_p
82c0 6c 6f 74 28 53 29 82 53 81 11 07 01 01 82 57 82 57 1c 03 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 lot(S).S......W.W..def.complex_p
82e0 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 29 0a 20 20 20 20 78 lot(nums):.....print(nums).....x
8300 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 .=.[num.real.for.num.in.nums]...
8320 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d ..y.=.[num.imag.for.num.in.nums]
8340 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 29 0a 20 20 20 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 .....plt.axis().....plt.plot(x,.
8360 79 2c 20 27 67 6f 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 64 65 66 20 63 6f 6d 70 y,.'go*').....plt.show()def.comp
8380 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 29 0a lex_plot(nums):.....print(nums).
83a0 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d ....x.=.[num.real.for.num.in.num
83c0 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 s].....y.=.[num.imag.for.num.in.
83e0 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 29 0a 20 20 20 20 70 6c 74 2e 70 6c 6f nums].....plt.axis().....plt.plo
8400 74 28 78 2c 20 79 2c 20 27 67 6f 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 82 33 81 t(x,.y,.'go*').....plt.show().3.
8420 10 07 01 01 82 37 82 37 1c 02 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 .....7.7..def.complex_plot(nums)
8440 3a 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e :.....x.=.[num.real.for.num.in.n
8460 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 ums].....y.=.[num.imag.for.num.i
8480 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 29 0a 20 20 20 20 70 6c 74 2e 70 n.nums].....plt.axis().....plt.p
84a0 6c 6f 74 28 78 2c 20 79 2c 20 27 67 6f 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 64 lot(x,.y,.'go*').....plt.show()d
84c0 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 78 20 3d 20 5b ef.complex_plot(nums):.....x.=.[
84e0 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 num.real.for.num.in.nums].....y.
8500 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 =.[num.imag.for.num.in.nums]....
8520 20 70 6c 74 2e 61 78 69 73 28 29 0a 20 20 20 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 .plt.axis().....plt.plot(x,.y,.'
8540 67 6f 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 47 81 0f 05 01 01 4d 4d 1d 17 70 6c go*').....plt.show()G.....MM..pl
8560 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 70 6c t.plot(x,.y,.'g*');.plt.show()pl
8580 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 49 81 t.plot(x,.y,.'g*');.plt.show()I.
85a0 0e 05 01 01 4f 4f 1d 16 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 6f 2a 27 29 3b 20 70 ....OO..plt.plot(x,.y,.'go*');.p
85c0 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 6f 2a 27 29 3b 20 lt.show()plt.plot(x,.y,.'go*');.
85e0 70 6c 74 2e 73 68 6f 77 28 29 43 81 0d 05 01 01 49 49 1d 15 70 6c 74 2e 70 6c 6f 74 28 79 2c 20 plt.show()C.....II..plt.plot(y,.
8600 27 67 6f 2a 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 70 6c 6f 74 28 79 2c 20 27 67 'go*');.plt.show()plt.plot(y,.'g
8620 6f 2a 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 41 81 0c 05 01 01 47 47 1d 14 70 6c 74 2e 70 6c o*');.plt.show()A.....GG..plt.pl
8640 6f 74 28 79 2c 20 27 67 6f 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 70 6c 6f 74 28 ot(y,.'go');.plt.show()plt.plot(
8660 79 2c 20 27 67 6f 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 41 81 0b 05 01 01 47 47 1d 13 70 6c y,.'go');.plt.show()A.....GG..pl
8680 74 2e 70 6c 6f 74 28 79 2c 20 27 62 6f 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 70 t.plot(y,.'bo');.plt.show()plt.p
86a0 6c 6f 74 28 79 2c 20 27 62 6f 27 29 3b 20 70 6c 74 2e 73 68 6f 77 28 29 09 81 0a 05 01 01 0f 0f lot(y,.'bo');.plt.show()........
86c0 1d 12 79 79 1b 81 09 05 01 01 21 21 1d 11 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 68 6f 77 ..yy......!!..plt.show()plt.show
86e0 28 29 29 81 08 05 01 01 2f 2f 1d 10 70 6c 74 2e 70 6c 6f 74 28 79 2c 20 27 62 6f 27 29 70 6c 74 ()).....//..plt.plot(y,.'bo')plt
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8d80 6c 6f 74 28 78 2c 20 79 29 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 29 1b 62 05 01 01 21 21 18 19 lot(x,.y)plt.plot(x,.y).b...!!..
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8e00 6f 74 6c 69 62 69 6d 70 6f 72 74 20 6d 61 74 70 6c 6f 74 6c 69 62 35 5f 05 01 01 3b 3b 18 16 6d otlibimport.matplotlib5_...;;..m
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8f20 72 65 61 64 69 6e 67 2e 54 68 72 65 61 64 69 6d 70 6f 72 74 20 74 68 72 65 61 64 69 6e 67 2e 54 reading.Threadimport.threading.T
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8f60 28 29 21 59 05 01 01 27 27 18 10 61 78 2e 70 6c 6f 74 28 78 2c 20 79 29 61 78 2e 70 6c 6f 74 28 ()!Y...''..ax.plot(x,.y)ax.plot(
8f80 78 2c 20 79 29 37 58 05 01 01 3d 3d 18 0f 66 69 67 2c 20 61 78 20 3d 20 70 6c 74 2e 73 75 62 70 x,.y)7X...==..fig,.ax.=.plt.subp
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8fc0 05 01 01 21 21 18 0e 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 68 6f 77 28 29 23 56 05 01 01 ...!!..plt.show()plt.show()#V...
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9000 0d 00 00 00 21 01 6a 00 0e 93 0e 31 0c c0 0c 5e 0a ed 0a 8b 0a 37 09 e3 08 44 06 6b 06 09 05 b5 ....!.j....1...^.....7...D.k....
9020 05 61 05 4c 04 e5 04 bb 04 73 04 43 03 eb 03 b3 03 83 03 3c 03 04 02 d4 02 ab 02 5f 02 2f 02 1c .a.L.....s.C.......<......._./..
9040 01 fa 01 d4 01 b2 01 90 01 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .........j......................
9060 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
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9360 74 69 6f 6e 66 72 6f 6d 20 74 68 72 65 61 64 69 6e 67 20 69 6d 70 6f 72 74 20 43 6f 6e 64 69 74 tionfrom.threading.import.Condit
9380 69 6f 6e 2d 81 29 05 01 01 33 33 20 07 63 6f 6e 64 69 74 69 6f 6e 2e 61 63 71 75 69 72 65 28 29 ion-.)...33..condition.acquire()
93a0 63 6f 6e 64 69 74 69 6f 6e 2e 61 63 71 75 69 72 65 28 29 35 81 28 05 01 01 3b 3b 20 06 63 6f 6e condition.acquire()5.(...;;..con
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93e0 43 6f 6e 64 69 74 69 6f 6e 28 29 55 81 27 05 01 01 5b 5b 20 05 66 72 6f 6d 20 74 68 72 65 61 64 Condition()U.'...[[..from.thread
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94a0 69 74 69 6f 6e 20 3d 20 74 68 72 65 61 64 69 6e 67 2e 43 6f 6e 64 69 74 69 6f 6e 27 81 24 05 01 ition.=.threading.Condition'.$..
94c0 01 2d 2d 20 02 69 6d 70 6f 72 74 20 74 68 72 65 61 64 69 6e 67 69 6d 70 6f 72 74 20 74 68 72 65 .--..import.threadingimport.thre
94e0 61 64 69 6e 67 64 81 23 05 01 09 6b 6b 20 69 6d 70 6f 72 74 20 74 68 72 65 61 64 69 6e 67 63 6f adingd.#...kk.import.threadingco
9500 6e 64 69 74 69 6f 6e 20 3d 20 74 68 72 65 61 64 69 6e 67 2e 43 6f 6e 64 69 74 69 6f 6e 69 6d 70 ndition.=.threading.Conditionimp
9520 6f 72 74 20 74 68 72 65 61 64 69 6e 67 63 6f 6e 64 69 74 69 6f 6e 20 3d 20 74 68 72 65 61 64 69 ort.threadingcondition.=.threadi
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9580 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 73 29 73 20 3d 20 5b 78 2a 2d 31 20 66 6f 72 20 78 20 .complex_plot(s)s.=.[x*-1.for.x.
95a0 69 6e 20 53 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 73 29 51 81 20 05 01 01 57 57 1c 12 73 in.S].complex_plot(s)Q.....WW..s
95c0 20 3d 20 5b 78 2a 31 6a 20 66 6f 72 20 78 20 69 6e 20 53 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f .=.[x*1j.for.x.in.S].complex_plo
95e0 74 28 73 29 73 20 3d 20 5b 78 2a 31 6a 20 66 6f 72 20 78 20 69 6e 20 53 5d 0a 63 6f 6d 70 6c 65 t(s)s.=.[x*1j.for.x.in.S].comple
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9620 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 29 53 3j,.2+1j,.5+1j].complex_plot(S)S
9640 20 3d 20 5b 33 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 .=.[3+3j,.4+3j,.2+1j,.5+1j].comp
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9760 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 f.complex_plot(nums):.....print(
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97a0 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e in.nums].....y.=.[num.imag.for.n
97c0 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 78 6c 61 62 65 6c 28 27 52 65 61 6c um.in.nums].....plt.xlabel('Real
97e0 27 29 0a 20 20 20 20 70 6c 74 2e 79 6c 61 62 65 6c 28 27 49 6d 61 67 69 6e 61 72 79 20 27 29 0a ').....plt.ylabel('Imaginary.').
9800 20 20 20 20 70 6c 74 2e 61 78 69 73 28 5b 2d 36 2c 20 36 2c 20 2d 36 2c 20 36 5d 29 0a 20 20 20 ....plt.axis([-6,.6,.-6,.6])....
9820 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 .plt.plot(x,.y,.'g*').....plt.sh
9840 6f 77 28 29 83 1b 81 1d 07 01 01 83 1f 83 1f 1c 0f 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f ow().............def.complex_plo
9860 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 29 0a 20 20 20 20 78 20 3d t(nums):.....print(nums).....x.=
9880 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 .[num.real.for.num.in.nums].....
98a0 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 y.=.[num.imag.for.num.in.nums]..
98c0 20 20 20 70 6c 74 2e 78 6c 61 62 65 6c 28 27 52 65 61 6c 27 29 0a 20 20 20 20 70 6c 74 2e 61 78 ...plt.xlabel('Real').....plt.ax
98e0 69 73 28 5b 2d 36 2c 20 36 2c 20 2d 36 2c 20 36 5d 29 0a 20 20 20 20 70 6c 74 2e 70 6c 6f 74 28 is([-6,.6,.-6,.6]).....plt.plot(
9900 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 64 65 66 20 63 6f x,.y,.'g*').....plt.show()def.co
9920 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 mplex_plot(nums):.....print(nums
9940 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e ).....x.=.[num.real.for.num.in.n
9960 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 ums].....y.=.[num.imag.for.num.i
9980 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 78 6c 61 62 65 6c 28 27 52 65 61 6c 27 29 0a 20 n.nums].....plt.xlabel('Real')..
99a0 20 20 20 70 6c 74 2e 61 78 69 73 28 5b 2d 36 2c 20 36 2c 20 2d 36 2c 20 36 5d 29 0a 20 20 20 20 ...plt.axis([-6,.6,.-6,.6]).....
99c0 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f plt.plot(x,.y,.'g*').....plt.sho
99e0 77 28 29 51 81 1c 05 01 01 57 57 1c 0e 73 20 3d 20 5b 78 2a 2d 31 20 66 6f 72 20 78 20 69 6e 20 w()Q.....WW..s.=.[x*-1.for.x.in.
9a00 53 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 73 29 73 20 3d 20 5b 78 2a 2d 31 20 66 6f 72 20 S].complex_plot(s)s.=.[x*-1.for.
9a20 78 20 69 6e 20 53 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 73 29 51 81 1b 05 01 01 57 57 1c x.in.S].complex_plot(s)Q.....WW.
9a40 0d 73 20 3d 20 5b 78 2a 31 6a 20 66 6f 72 20 78 20 69 6e 20 53 5d 0a 63 6f 6d 70 6c 65 78 5f 70 .s.=.[x*1j.for.x.in.S].complex_p
9a60 6c 6f 74 28 73 29 73 20 3d 20 5b 78 2a 31 6a 20 66 6f 72 20 78 20 69 6e 20 53 5d 0a 63 6f 6d 70 lot(s)s.=.[x*1j.for.x.in.S].comp
9a80 6c 65 78 5f 70 6c 6f 74 28 73 29 5f 81 1a 05 01 01 65 65 1c 0c 53 20 3d 20 5b 33 2b 33 6a 2c 20 lex_plot(s)_.....ee..S.=.[3+3j,.
9aa0 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 4+3j,.2+1j,.5+1j].complex_plot(S
9ac0 29 53 20 3d 20 5b 33 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f )S.=.[3+3j,.4+3j,.2+1j,.5+1j].co
9ae0 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 29 82 6d 81 19 07 01 01 82 71 82 71 1c 0b 64 65 66 20 63 6f mplex_plot(S).m......q.q..def.co
9b00 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 mplex_plot(nums):.....print(nums
9b20 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e ).....x.=.[num.real.for.num.in.n
9b40 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 ums].....y.=.[num.imag.for.num.i
9b60 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 5b 2d 36 2c 20 36 2c 20 2d 36 2c n.nums].....plt.axis([-6,.6,.-6,
9b80 20 36 5d 29 0a 20 20 20 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 .6]).....plt.plot(x,.y,.'g*')...
9ba0 20 20 70 6c 74 2e 73 68 6f 77 28 29 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d ..plt.show()def.complex_plot(num
9bc0 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d s):.....print(nums).....x.=.[num
9be0 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b .real.for.num.in.nums].....y.=.[
9c00 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c num.imag.for.num.in.nums].....pl
9c20 74 2e 61 78 69 73 28 5b 2d 36 2c 20 36 2c 20 2d 36 2c 20 36 5d 29 0a 20 20 20 20 70 6c 74 2e 70 t.axis([-6,.6,.-6,.6]).....plt.p
9c40 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 5f 81 lot(x,.y,.'g*').....plt.show()_.
9c60 18 05 01 01 65 65 1c 0a 53 20 3d 20 5b 33 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 ....ee..S.=.[3+3j,.4+3j,.2+1j,.5
9c80 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 29 53 20 3d 20 5b 33 2b 33 6a 2c 20 34 +1j].complex_plot(S)S.=.[3+3j,.4
9ca0 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 29 +3j,.2+1j,.5+1j].complex_plot(S)
9cc0 82 6d 81 17 07 01 01 82 71 82 71 1c 09 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 .m......q.q..def.complex_plot(nu
9ce0 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 ms):.....print(nums).....x.=.[nu
9d00 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 m.real.for.num.in.nums].....y.=.
9d20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 [num.imag.for.num.in.nums].....p
9d40 6c 74 2e 61 78 69 73 28 5b 2d 36 2c 20 36 2c 20 2d 36 2c 20 36 29 5d 0a 20 20 20 20 70 6c 74 2e lt.axis([-6,.6,.-6,.6)].....plt.
9d60 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 64 plot(x,.y,.'g*').....plt.show()d
9d80 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 ef.complex_plot(nums):.....print
9da0 28 6e 75 6d 73 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d (nums).....x.=.[num.real.for.num
9dc0 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 .in.nums].....y.=.[num.imag.for.
9de0 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 5b 2d 36 2c 20 36 num.in.nums].....plt.axis([-6,.6
9e00 2c 20 2d 36 2c 20 36 29 5d 0a 20 20 20 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a ,.-6,.6)].....plt.plot(x,.y,.'g*
9e20 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 5f 81 16 05 01 01 65 65 1c 08 53 20 3d 20 5b ').....plt.show()_.....ee..S.=.[
9e40 33 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 3+3j,.4+3j,.2+1j,.5+1j].complex_
9e60 70 6c 6f 74 28 53 29 53 20 3d 20 5b 33 2b 33 6a 2c 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b plot(S)S.=.[3+3j,.4+3j,.2+1j,.5+
9e80 31 6a 5d 0a 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 53 29 82 69 81 15 07 01 01 82 6d 82 6d 1c 07 1j].complex_plot(S).i......m.m..
9ea0 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e def.complex_plot(nums):.....prin
9ec0 74 28 6e 75 6d 73 29 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 t(nums).....x.=.[num.real.for.nu
9ee0 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 m.in.nums].....y.=.[num.imag.for
9f00 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 61 78 69 73 28 2d 36 2c 20 36 .num.in.nums].....plt.axis(-6,.6
9f20 2c 20 2d 36 2c 20 36 29 0a 20 20 20 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 ,.-6,.6).....plt.plot(x,.y,.'g*'
9f40 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 ).....plt.show()def.complex_plot
9f60 28 6e 75 6d 73 29 3a 0a 20 20 20 20 70 72 69 6e 74 28 6e 75 6d 73 29 0a 20 20 20 20 78 20 3d 20 (nums):.....print(nums).....x.=.
9f80 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 [num.real.for.num.in.nums].....y
9fa0 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 .=.[num.imag.for.num.in.nums]...
9fc0 20 20 70 6c 74 2e 61 78 69 73 28 2d 36 2c 20 36 2c 20 2d 36 2c 20 36 29 0a 20 20 20 20 70 6c 74 ..plt.axis(-6,.6,.-6,.6).....plt
9fe0 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 .plot(x,.y,.'g*').....plt.show()
a000 0d 00 00 00 48 00 ca 00 0e 4c 0e 2c 0e 10 0d f0 0d cc 0d a3 0d 51 0d 01 0c e5 0c 9e 0c 7e 0c 38 ....H....L.,.........Q.......~.8
a020 0c 06 0b e6 0b aa 0b 8e 0b 6c 0b 40 0b 24 0a f2 0a ab 0a 5d 09 e3 09 cb 09 ad 09 3b 09 23 09 05 .........l.@.$.....].......;.#..
a040 08 ed 08 84 08 6c 08 4c 08 40 07 e4 07 c4 07 b8 07 2b 07 0b 06 ff 06 e5 06 c4 06 a5 06 87 06 69 .....l.L.@.......+.............i
a060 06 4b 06 37 06 23 06 0f 05 fb 05 e7 05 d1 05 bb 05 97 05 4f 04 ca 04 a4 04 76 03 f1 03 bf 03 9b .K.7.#.............O.....v......
a080 03 77 03 6b 03 5f 03 2d 02 f5 02 c7 02 a9 02 61 02 4b 02 03 01 eb 00 ca 00 00 00 00 00 00 00 00 .w.k._.-.......a.K..............
a0a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
a0c0 00 00 00 00 00 00 00 00 00 00 82 1d 81 7d 07 01 01 82 21 82 21 35 1f 64 65 66 20 63 6f 6d 70 6c .............}....!.!5.def.compl
a0e0 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 78 20 3d 20 5b 6e 75 6d 2e 72 65 61 6c ex_plot(nums):.....x.=.[num.real
a100 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 79 20 3d 20 5b 6e 75 6d 2e 69 .for.num.in.nums].....y.=.[num.i
a120 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 70 6c 74 2e 70 6c 6f mag.for.num.in.nums].....plt.plo
a140 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e 73 68 6f 77 28 29 0a 20 20 20 t(x,.y,.'g*').....plt.show()....
a160 20 64 65 66 20 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 6e 75 6d 73 29 3a 0a 20 20 20 20 78 20 3d .def.complex_plot(nums):.....x.=
a180 20 5b 6e 75 6d 2e 72 65 61 6c 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 20 20 20 .[num.real.for.num.in.nums].....
a1a0 79 20 3d 20 5b 6e 75 6d 2e 69 6d 61 67 20 66 6f 72 20 6e 75 6d 20 69 6e 20 6e 75 6d 73 5d 0a 20 y.=.[num.imag.for.num.in.nums]..
a1c0 20 20 20 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 0a 20 20 20 20 70 6c 74 2e ...plt.plot(x,.y,.'g*').....plt.
a1e0 73 68 6f 77 28 29 0a 20 20 20 20 15 81 7c 05 01 01 1b 1b 35 1e 64 61 74 61 31 38 30 64 61 74 61 show().......|.....5.data180data
a200 31 38 30 45 81 7b 05 01 01 4b 4b 35 1d 64 61 74 61 31 38 30 20 3d 20 5b 6e 20 2a 20 31 20 66 6f 180E.{...KK5.data180.=.[n.*.1.fo
a220 72 20 6e 20 69 6e 20 64 61 74 61 5d 64 61 74 61 31 38 30 20 3d 20 5b 6e 20 2a 20 31 20 66 6f 72 r.n.in.data]data180.=.[n.*.1.for
a240 20 6e 20 69 6e 20 64 61 74 61 5d 13 81 7a 05 01 01 19 19 35 1c 64 61 74 61 39 30 64 61 74 61 39 .n.in.data]..z.....5.data90data9
a260 30 45 81 79 05 01 01 4b 4b 35 1b 64 61 74 61 39 30 20 3d 20 5b 6e 20 2a 20 31 6a 20 66 6f 72 20 0E.y...KK5.data90.=.[n.*.1j.for.
a280 6e 20 69 6e 20 64 61 74 61 5d 64 61 74 61 39 30 20 3d 20 5b 6e 20 2a 20 31 6a 20 66 6f 72 20 6e n.in.data]data90.=.[n.*.1j.for.n
a2a0 20 69 6e 20 64 61 74 61 5d 1b 81 78 05 01 01 21 21 35 1a 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 .in.data]..x...!!5.plt.show()plt
a2c0 2e 73 68 6f 77 28 29 2b 81 77 05 01 01 31 31 35 19 70 6c 74 2e 78 6c 61 62 65 6c 28 22 52 65 61 .show()+.w...115.plt.xlabel("Rea
a2e0 6c 22 29 70 6c 74 2e 78 6c 61 62 65 6c 28 22 52 65 61 6c 22 29 35 81 76 05 01 01 3b 3b 35 18 70 l")plt.xlabel("Real")5.v...;;5.p
a300 6c 74 2e 79 6c 61 62 65 6c 28 22 49 6d 61 67 69 6e 61 72 79 22 29 70 6c 74 2e 79 6c 61 62 65 6c lt.ylabel("Imaginary")plt.ylabel
a320 28 22 49 6d 61 67 69 6e 61 72 79 22 29 2f 81 75 05 01 01 35 35 35 17 70 6c 74 2e 70 6c 6f 74 28 ("Imaginary")/.u...555.plt.plot(
a340 78 2c 20 79 2c 20 27 67 2a 27 29 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 09 x,.y,.'g*')plt.plot(x,.y,.'g*').
a360 81 74 05 01 01 0f 0f 35 16 79 79 09 81 73 05 01 01 0f 0f 35 15 78 78 21 81 72 05 01 01 27 27 35 .t.....5.yy..s.....5.xx!.r...''5
a380 14 79 20 3d 20 64 61 74 61 2e 69 6d 61 67 79 20 3d 20 64 61 74 61 2e 69 6d 61 67 21 81 71 05 01 .y.=.data.imagy.=.data.imag!.q..
a3a0 01 27 27 35 13 78 20 3d 20 64 61 74 61 2e 72 65 61 6c 78 20 3d 20 64 61 74 61 2e 72 65 61 6c 2f .''5.x.=.data.realx.=.data.real/
a3c0 81 70 05 01 01 35 35 35 12 70 6c 74 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 70 6c 74 .p...555.plt.plot(x,.y,.'g*')plt
a3e0 2e 70 6c 6f 74 28 78 2c 20 79 2c 20 27 67 2a 27 29 81 01 81 6f 07 01 01 81 05 81 05 35 11 64 61 .plot(x,.y,.'g*')...o.......5.da
a400 74 61 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 31 2b 32 6a 2c 20 32 2d 34 6a 2c 20 2d 32 6a 2c 20 ta.=.np.array([1+2j,.2-4j,.-2j,.
a420 2d 34 2c 20 34 2b 31 6a 2c 20 33 2b 38 6a 2c 20 2d 32 2d 36 6a 2c 20 35 5d 29 64 61 74 61 20 3d -4,.4+1j,.3+8j,.-2-6j,.5])data.=
a440 20 6e 70 2e 61 72 72 61 79 28 5b 31 2b 32 6a 2c 20 32 2d 34 6a 2c 20 2d 32 6a 2c 20 2d 34 2c 20 .np.array([1+2j,.2-4j,.-2j,.-4,.
a460 34 2b 31 6a 2c 20 33 2b 38 6a 2c 20 2d 32 2d 36 6a 2c 20 35 5d 29 2b 81 6e 05 01 01 31 31 35 10 4+1j,.3+8j,.-2-6j,.5])+.n...115.
a480 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 import.numpy.as.npimport.numpy.a
a4a0 73 20 6e 70 23 81 6d 05 01 01 29 29 35 0f 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 69 6d 70 6f s.np#.m...))5.import.numpy.aimpo
a4c0 72 74 20 6e 75 6d 70 79 20 61 81 01 81 6c 07 01 01 81 05 81 05 35 0e 64 61 74 61 20 3d 20 6e 70 rt.numpy.a...l.......5.data.=.np
a4e0 2e 61 72 72 61 79 28 5b 31 2b 32 6a 2c 20 32 2d 34 6a 2c 20 2d 32 6a 2c 20 2d 34 2c 20 34 2b 31 .array([1+2j,.2-4j,.-2j,.-4,.4+1
a500 6a 2c 20 33 2b 38 6a 2c 20 2d 32 2d 36 6a 2c 20 35 5d 29 64 61 74 61 20 3d 20 6e 70 2e 61 72 72 j,.3+8j,.-2-6j,.5])data.=.np.arr
a520 61 79 28 5b 31 2b 32 6a 2c 20 32 2d 34 6a 2c 20 2d 32 6a 2c 20 2d 34 2c 20 34 2b 31 6a 2c 20 33 ay([1+2j,.2-4j,.-2j,.-4,.4+1j,.3
a540 2b 38 6a 2c 20 2d 32 2d 36 6a 2c 20 35 5d 29 45 81 6b 05 01 01 4b 4b 35 0d 69 6d 70 6f 72 74 20 +8j,.-2-6j,.5])E.k...KK5.import.
a560 6d 61 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 73 20 70 6c 74 69 6d 70 6f 72 74 20 6d matplotlib.pyplot.as.pltimport.m
a580 61 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 73 20 70 6c 74 21 81 6a 05 01 01 27 27 35 atplotlib.pyplot.as.plt!.j...''5
a5a0 0c 61 2e 63 6f 6e 6a 75 67 61 74 65 28 29 61 2e 63 6f 6e 6a 75 67 61 74 65 28 29 13 81 69 05 01 .a.conjugate()a.conjugate()..i..
a5c0 01 19 19 35 0b 61 2e 69 6d 61 67 61 2e 69 6d 61 67 13 81 68 05 01 01 19 19 35 0a 61 2e 72 65 61 ...5.a.imaga.imag..h.....5.a.rea
a5e0 6c 61 2e 72 65 61 6c 11 81 67 05 01 01 17 17 35 09 61 20 2f 20 62 61 20 2f 20 62 11 81 66 05 01 la.real..g.....5.a./.ba./.b..f..
a600 01 17 17 35 08 61 20 2a 20 62 61 20 2a 20 62 11 81 65 05 01 01 17 17 35 07 62 20 2d 20 61 62 20 ...5.a.*.ba.*.b..e.....5.b.-.ab.
a620 2d 20 61 11 81 64 05 01 01 17 17 35 06 61 20 2d 20 62 61 20 2d 20 62 11 81 63 05 01 01 17 17 35 -.a..d.....5.a.-.ba.-.b..c.....5
a640 05 61 20 2b 20 62 61 20 2b 20 62 1b 81 62 05 01 01 21 21 35 04 62 20 3d 20 33 20 2b 20 31 6a 62 .a.+.ba.+.b..b...!!5.b.=.3.+.1jb
a660 20 3d 20 33 20 2b 20 31 6a 1b 81 61 05 01 01 21 21 35 03 61 20 3d 20 31 20 2b 20 33 6a 61 20 3d .=.3.+.1j..a...!!5.a.=.1.+.3ja.=
a680 20 31 20 2b 20 33 6a 1b 81 60 05 01 01 21 21 35 02 6e 20 3d 20 31 20 2b 20 33 6a 6e 20 3d 20 31 .1.+.3j..`...!!5.n.=.1.+.3jn.=.1
a6a0 20 2b 20 33 6a 1c 81 5f 05 01 09 23 23 35 6e 20 3d 20 31 20 2b 20 33 6a 6a 6e 20 3d 20 31 20 2b .+.3j.._...##5n.=.1.+.3jjn.=.1.+
a6c0 20 33 6a 6a 1e 81 5e 05 01 09 25 25 34 69 6d 70 6f 72 74 20 6e 75 6d 70 79 69 6d 70 6f 72 74 20 .3jj..^...%%4import.numpyimport.
a6e0 6e 75 6d 70 79 17 81 5d 05 01 01 1d 1d 32 0b 70 72 69 6e 74 28 61 29 70 72 69 6e 74 28 61 29 09 numpy..].....2.print(a)print(a).
a700 81 5c 05 01 01 0f 0f 32 0a 61 61 1d 81 5b 05 01 01 23 23 32 09 61 20 3d 20 77 68 61 74 28 35 29 .\.....2.aa..[...##2.a.=.what(5)
a720 61 20 3d 20 77 68 61 74 28 35 29 81 09 81 5a 07 01 01 81 0d 81 0d 32 08 64 65 66 20 77 68 61 74 a.=.what(5)...Z.......2.def.what
a740 28 78 29 3a 0a 20 20 20 20 20 78 20 3d 20 7b 30 3a 20 27 6f 6b 27 2c 20 31 3a 20 27 6f 6f 70 73 (x):......x.=.{0:.'ok',.1:.'oops
a760 27 7d 20 0a 20 20 20 20 20 78 2e 69 74 65 6d 73 28 29 0a 20 20 20 20 20 64 65 66 20 77 68 61 74 '}.......x.items()......def.what
a780 28 78 29 3a 0a 20 20 20 20 20 78 20 3d 20 7b 30 3a 20 27 6f 6b 27 2c 20 31 3a 20 27 6f 6f 70 73 (x):......x.=.{0:.'ok',.1:.'oops
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a900 61 74 28 35 29 1b 81 51 05 01 01 21 21 31 08 77 68 61 74 28 4e 6f 6e 65 29 77 68 61 74 28 4e 6f at(5)..Q...!!1.what(None)what(No
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a960 20 20 20 20 70 72 69 6e 74 28 27 79 65 73 27 29 0a 20 20 20 20 20 20 20 20 64 65 66 20 77 68 61 ....print('yes').........def.wha
a980 74 28 78 29 3a 0a 20 20 20 20 69 66 20 78 3a 0a 20 20 20 20 20 20 20 20 70 72 69 6e 74 28 27 79 t(x):.....if.x:.........print('y
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aa00 20 6e 6f 74 20 78 3a 0a 20 20 20 20 20 20 20 20 70 72 69 6e 74 28 27 79 65 73 27 29 0a 20 20 20 .not.x:.........print('yes')....
aa20 20 20 20 20 20 64 65 66 20 77 68 61 74 28 78 29 3a 0a 20 20 20 20 69 66 20 6e 6f 74 20 78 3a 0a .....def.what(x):.....if.not.x:.
aa40 20 20 20 20 20 20 20 20 70 72 69 6e 74 28 27 79 65 73 27 29 0a 20 20 20 20 20 20 20 20 4b 81 4b ........print('yes').........K.K
aa60 05 01 01 51 51 31 02 69 66 20 6e 6f 74 20 4e 6f 6e 65 3a 0a 20 20 20 20 70 72 69 6e 74 28 27 79 ...QQ1.if.not.None:.....print('y
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aaa0 27 79 65 73 27 29 0a 20 20 20 20 44 81 4a 05 01 09 4b 4b 31 69 66 20 6e 6f 74 20 30 3a 0a 20 20 'yes').....D.J...KK1if.not.0:...
aac0 20 20 70 72 69 6e 74 28 27 79 65 73 27 29 0a 20 20 20 20 69 66 20 6e 6f 74 20 30 3a 0a 20 20 20 ..print('yes').....if.not.0:....
aae0 20 70 72 69 6e 74 28 27 79 65 73 27 29 0a 20 20 20 20 2f 81 49 05 01 01 35 35 25 0f 6f 73 2e 6f .print('yes')...../.I...55%.os.o
ab00 70 65 6e 28 22 74 6b 2e 70 6e 67 22 2c 20 30 29 6f 73 2e 6f 70 65 6e 28 22 74 6b 2e 70 6e 67 22 pen("tk.png",.0)os.open("tk.png"
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ab40 29 81 47 05 01 01 2f 2f 25 0d 6f 73 2e 6f 70 65 6e 28 27 74 6b 2e 70 6e 67 27 29 6f 73 2e 6f 70 ).G...//%.os.open('tk.png')os.op
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ab80 28 29 6f 73 2e 6c 69 73 74 64 69 72 28 29 19 81 45 05 01 01 1f 1f 25 0b 6f 73 2e 6c 69 73 74 28 ()os.listdir()..E.....%.os.list(
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abc0 61 76 65 28 27 74 6b 2e 70 6e 67 27 29 73 63 72 65 65 6e 73 68 6f 74 2e 73 61 76 65 28 27 74 6b ave('tk.png')screenshot.save('tk
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ac60 6f 73 2e 63 68 64 69 72 28 27 2f 68 6f 6d 65 2f 6d 61 73 74 65 72 2f 50 68 6f 6e 65 27 29 1d 81 os.chdir('/home/master/Phone')..
ac80 40 05 01 01 23 23 25 06 6f 73 2e 67 65 74 63 77 64 28 29 6f 73 2e 67 65 74 63 77 64 28 29 44 81 @...##%.os.getcwd()os.getcwd()D.
aca0 3f 05 01 01 6d 27 25 05 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d ?...m'%.get_ipython().run_line_m
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ad00 73 4d 81 3d 05 01 01 53 53 25 03 73 63 72 65 65 6e 73 68 6f 74 20 3d 20 70 79 61 75 74 6f 67 75 sM.=...SS%.screenshot.=.pyautogu
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ad60 6e 73 68 6f 74 20 3d 20 70 79 61 74 75 74 6f 67 75 69 2e 73 63 72 65 65 6e 73 68 6f 74 28 29 73 nshot.=.pyatutogui.screenshot()s
ad80 63 72 65 65 6e 73 68 6f 74 20 3d 20 70 79 61 74 75 74 6f 67 75 69 2e 73 63 72 65 65 6e 73 68 6f creenshot.=.pyatutogui.screensho
ada0 74 28 29 26 81 3b 05 01 09 2d 2d 25 69 6d 70 6f 72 74 20 70 79 61 75 74 6f 67 75 69 69 6d 70 6f t()&.;...--%import.pyautoguiimpo
adc0 72 74 20 70 79 61 75 74 6f 67 75 69 21 81 3a 05 01 01 27 27 24 05 77 68 69 63 68 28 22 78 70 72 rt.pyautogui!.:...''$.which("xpr
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ae00 22 6c 73 22 29 77 68 69 63 68 28 22 6c 73 22 29 19 81 38 05 01 01 1f 1f 24 03 69 6d 70 6f 72 74 "ls")which("ls")..8.....$.import
ae20 20 6f 73 69 6d 70 6f 72 74 20 6f 73 1d 81 37 05 01 01 23 23 24 02 77 68 69 63 68 28 22 6c 73 22 .osimport.os..7...##$.which("ls"
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ae80 54 48 22 29 0a 20 20 20 20 66 6f 72 20 70 20 69 6e 20 70 61 74 68 2e 73 70 6c 69 74 28 6f 73 2e TH").....for.p.in.path.split(os.
aea0 70 61 74 68 2e 70 61 74 68 73 65 70 29 3a 0a 20 20 20 20 20 20 20 20 70 20 3d 20 6f 73 2e 70 61 path.pathsep):.........p.=.os.pa
aec0 74 68 2e 6a 6f 69 6e 28 70 2c 20 70 67 6d 29 0a 20 20 20 20 20 20 20 20 69 66 20 6f 73 2e 70 61 th.join(p,.pgm).........if.os.pa
aee0 74 68 2e 65 78 69 73 74 73 28 70 29 20 61 6e 64 20 6f 73 2e 61 63 63 65 73 73 28 70 2c 20 6f 73 th.exists(p).and.os.access(p,.os
af00 2e 58 5f 4f 4b 29 3a 0a 20 20 20 20 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 70 0a 20 20 20 .X_OK):.............return.p....
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af40 70 61 74 68 20 3d 20 6f 73 2e 67 65 74 65 6e 76 28 22 50 41 54 48 22 29 0a 20 20 20 20 66 6f 72 path.=.os.getenv("PATH").....for
af60 20 70 20 69 6e 20 70 61 74 68 2e 73 70 6c 69 74 28 6f 73 2e 70 61 74 68 2e 70 61 74 68 73 65 70 .p.in.path.split(os.path.pathsep
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afe0 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 70 0a 20 20 20 20 72 65 74 75 72 6e 20 4e 6f 6e 65 ........return.p.....return.None
b000 0d 00 00 00 34 00 9e 00 0f 23 0e 40 0e 34 0e 1e 0e 04 0d ea 0d 80 0d 12 0c f4 0b 69 0b 3b 09 ac ....4....#.@.4.............i.;..
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b040 05 86 05 58 05 44 05 30 05 02 04 e6 04 c4 04 96 04 4e 04 16 03 de 03 59 02 d0 02 47 02 3b 02 2f ...X.D.0.........N.....Y...G.;./
b060 02 01 01 d5 01 b7 01 8b 01 75 01 2d 00 e5 00 9e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .........u.-....................
b080 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 44 82 ..............................D.
b0a0 31 05 01 09 4b 4b 38 73 76 6d 2e 53 56 43 28 6b 65 72 6e 65 6c 3d 22 6c 69 6e 65 61 72 22 2c 20 1...KK8svm.SVC(kernel="linear",.
b0c0 43 3d 31 2e 30 29 73 76 6d 2e 53 56 43 28 6b 65 72 6e 65 6c 3d 22 6c 69 6e 65 61 72 22 2c 20 43 C=1.0)svm.SVC(kernel="linear",.C
b0e0 3d 31 2e 30 29 45 82 30 05 01 01 4b 4b 36 1a 73 76 6d 2e 53 56 43 28 6b 65 72 6e 65 6c 3d 22 6c =1.0)E.0...KK6.svm.SVC(kernel="l
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b120 6e 65 61 72 22 2c 20 43 3d 31 2e 30 29 45 82 2f 05 01 01 4b 4b 36 19 73 76 6d 2e 53 56 43 28 6b near",.C=1.0)E./...KK6.svm.SVC(k
b140 65 72 6e 65 6c 3d 22 6c 69 6e 65 61 72 22 2c 20 63 3d 31 2e 30 29 73 76 6d 2e 53 56 43 28 6b 65 ernel="linear",.c=1.0)svm.SVC(ke
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b180 78 2c 20 79 5d 5b 78 2c 20 79 5d 29 82 2d 05 01 01 2f 2f 36 17 6e 70 2e 76 73 74 61 63 6b 28 28 x,.y][x,.y]).-...//6.np.vstack((
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b1c0 16 70 6c 74 2e 73 68 6f 77 28 29 70 6c 74 2e 73 68 6f 77 28 29 29 82 2b 05 01 01 2f 2f 36 15 70 .plt.show()plt.show()).+...//6.p
b1e0 6c 74 2e 73 63 61 74 74 65 72 28 78 2c 20 79 29 70 6c 74 2e 73 63 61 74 74 65 72 28 78 2c 20 79 lt.scatter(x,.y)plt.scatter(x,.y
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b220 2e 73 63 61 74 74 65 72 79 28 78 2c 20 79 29 09 82 29 05 01 01 0f 0f 36 13 79 79 09 82 28 05 01 .scattery(x,.y)..).....6.yy..(..
b240 01 0f 0f 36 12 78 78 81 05 82 27 07 01 01 81 09 81 09 36 11 78 20 3d 20 6e 70 2e 61 72 72 61 79 ...6.xx...'.......6.x.=.np.array
b260 28 5b 31 2c 20 35 2c 20 31 2e 35 2c 20 38 2c 20 31 2c 20 39 2c 20 37 2c 20 38 2e 37 2c 20 32 2e ([1,.5,.1.5,.8,.1,.9,.7,.8.7,.2.
b280 33 2c 20 35 2e 35 2c 20 37 2e 37 2c 20 36 2e 31 5d 29 78 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 3,.5.5,.7.7,.6.1])x.=.np.array([
b2a0 31 2c 20 35 2c 20 31 2e 35 2c 20 38 2c 20 31 2c 20 39 2c 20 37 2c 20 38 2e 37 2c 20 32 2e 33 2c 1,.5,.1.5,.8,.1,.9,.7,.8.7,.2.3,
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b2e0 20 6e 70 2e 61 72 72 61 79 28 5b 32 2c 20 38 2c 20 31 2e 38 2c 20 38 2c 20 30 2e 36 2c 20 31 31 .np.array([2,.8,.1.8,.8,.0.6,.11
b300 2c 20 31 30 2c 20 39 2e 34 2c 20 34 2c 20 33 2c 20 38 2e 38 2c 20 37 2e 35 5d 29 79 20 3d 20 6e ,.10,.9.4,.4,.3,.8.8,.7.5])y.=.n
b320 70 2e 61 72 72 61 79 28 5b 32 2c 20 38 2c 20 31 2e 38 2c 20 38 2c 20 30 2e 36 2c 20 31 31 2c 20 p.array([2,.8,.1.8,.8,.0.6,.11,.
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b360 81 05 81 05 36 0f 78 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 31 2c 20 35 2c 20 31 2e 35 2c 20 38 ....6.x.=.np.array([1,.5,.1.5,.8
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b3a0 5d 29 78 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 31 2c 20 35 2c 20 31 2e 35 2c 20 38 2c 20 31 2c ])x.=.np.array([1,.5,.1.5,.8,.1,
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b3e0 24 05 01 01 3b 3b 36 0e 66 72 6f 6d 20 73 6b 6c 65 61 72 6e 20 69 6d 70 6f 72 74 20 53 56 4d 66 $...;;6.from.sklearn.import.SVMf
b400 72 6f 6d 20 73 6b 6c 65 61 72 6e 20 69 6d 70 6f 72 74 20 53 56 4d 35 82 23 05 01 01 3b 3b 36 0d rom.sklearn.import.SVM5.#...;;6.
b420 66 72 6f 6d 20 73 6b 6c 65 61 72 6e 20 69 6d 70 6f 72 74 20 73 76 6d 66 72 6f 6d 20 73 6b 6c 65 from.sklearn.import.svmfrom.skle
b440 61 72 6e 20 69 6d 70 6f 72 74 20 73 76 6d 45 82 22 05 01 01 4b 4b 36 0c 69 6d 70 6f 72 74 20 6d arn.import.svmE."...KK6.import.m
b460 61 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 73 20 70 6c 74 69 6d 70 6f 72 74 20 6d 61 atplotlib.pyplot.as.pltimport.ma
b480 74 70 6c 6f 74 6c 69 62 2e 70 79 70 6c 6f 74 20 61 73 20 70 6c 74 2b 82 21 05 01 01 31 31 36 0b tplotlib.pyplot.as.plt+.!...116.
b4a0 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 import.numpy.as.npimport.numpy.a
b4c0 73 20 6e 70 1f 82 20 05 01 01 25 25 36 0a 6e 70 2e 64 6f 74 28 75 2c 20 76 29 6e 70 2e 64 6f 74 s.np......%%6.np.dot(u,.v)np.dot
b4e0 28 75 2c 20 76 29 19 82 1f 05 01 01 1f 1f 36 09 61 2a 75 20 2b 20 62 2a 76 61 2a 75 20 2b 20 62 (u,.v)........6.a*u.+.b*va*u.+.b
b500 2a 76 2b 82 1e 05 01 01 31 31 36 08 76 65 63 74 6f 72 20 3d 20 61 2a 75 20 2b 20 62 2a 76 76 65 *v+.....116.vector.=.a*u.+.b*vve
b520 63 74 6f 72 20 3d 20 61 2a 75 20 2b 20 62 2a 76 11 82 1d 05 01 01 17 17 36 07 62 20 3d 20 35 62 ctor.=.a*u.+.b*v........6.b.=.5b
b540 20 3d 20 35 11 82 1c 05 01 01 17 17 36 06 61 20 3d 20 32 61 20 3d 20 32 2b 82 1b 05 01 01 31 31 .=.5........6.a.=.2a.=.2+.....11
b560 36 05 76 65 63 74 6f 72 20 3d 20 61 2a 75 20 2b 20 62 2a 76 76 65 63 74 6f 72 20 3d 20 61 2a 75 6.vector.=.a*u.+.b*vvector.=.a*u
b580 20 2b 20 62 2a 76 3d 82 1a 05 01 01 43 43 36 04 76 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 34 2c .+.b*v=.....CC6.v.=.np.array([4,
b5a0 20 2d 33 2c 20 32 2c 20 37 5d 29 76 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 34 2c 20 2d 33 2c 20 .-3,.2,.7])v.=.np.array([4,.-3,.
b5c0 32 2c 20 37 5d 29 3f 82 19 05 01 01 45 45 36 03 75 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 2d 33 2,.7])?.....EE6.u.=.np.array([-3
b5e0 2c 20 2d 34 2c 20 31 2c 20 32 5d 29 75 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 2d 33 2c 20 2d 34 ,.-4,.1,.2])u.=.np.array([-3,.-4
b600 2c 20 31 2c 20 32 5d 29 2b 82 18 05 01 01 31 31 36 02 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 ,.1,.2])+.....116.import.numpy.a
b620 73 20 6e 70 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 3e 82 17 05 01 09 45 45 36 75 s.npimport.numpy.as.np>.....EE6u
b640 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 2d 33 2c 20 2d 34 2c 20 31 2c 20 32 5d 29 75 20 3d 20 6e .=.np.array([-3,.-4,.1,.2])u.=.n
b660 70 2e 61 72 72 61 79 28 5b 2d 33 2c 20 2d 34 2c 20 31 2c 20 32 5d 29 2b 82 16 05 01 01 31 31 35 p.array([-3,.-4,.1,.2])+.....115
b680 38 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 64 61 74 61 29 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 8complex_plot(data)complex_plot(
b6a0 64 61 74 61 29 31 82 15 05 01 01 37 37 35 37 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 64 61 74 61 data)1.....7757complex_plot(data
b6c0 31 38 30 29 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 64 61 74 61 31 38 30 29 2f 82 14 05 01 01 35 180)complex_plot(data180)/.....5
b6e0 35 35 36 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 64 61 74 61 39 30 29 63 6f 6d 70 6c 65 78 5f 70 556complex_plot(data90)complex_p
b700 6c 6f 74 28 64 61 74 61 39 30 29 2b 82 13 05 01 01 31 31 35 35 63 6f 6d 70 6c 65 78 5f 70 6c 6f lot(data90)+.....1155complex_plo
b720 74 28 64 61 74 61 29 63 6f 6d 70 6c 65 78 5f 70 6c 6f 74 28 64 61 74 61 29 45 82 12 05 01 01 4b t(data)complex_plot(data)E.....K
b740 4b 35 34 64 61 74 61 31 38 30 20 3d 20 5b 6e 20 2a 20 31 20 66 6f 72 20 6e 20 69 6e 20 64 61 74 K54data180.=.[n.*.1.for.n.in.dat
b760 61 5d 64 61 74 61 31 38 30 20 3d 20 5b 6e 20 2a 20 31 20 66 6f 72 20 6e 20 69 6e 20 64 61 74 61 a]data180.=.[n.*.1.for.n.in.data
b780 5d 45 82 11 05 01 01 4b 4b 35 33 64 61 74 61 39 30 20 3d 20 5b 6e 20 2a 20 31 6a 20 66 6f 72 20 ]E.....KK53data90.=.[n.*.1j.for.
b7a0 6e 20 69 6e 20 64 61 74 61 5d 64 61 74 61 39 30 20 3d 20 5b 6e 20 2a 20 31 6a 20 66 6f 72 20 6e n.in.data]data90.=.[n.*.1j.for.n
b7c0 20 69 6e 20 64 61 74 61 5d 45 82 10 05 01 01 4b 4b 35 32 64 61 74 61 20 3d 20 5b 33 2b 33 6a 2c .in.data]E.....KK52data.=.[3+3j,
b7e0 20 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 64 61 74 61 20 3d 20 5b 33 2b 33 6a 2c 20 .4+3j,.2+1j,.5+1j]data.=.[3+3j,.
b800 34 2b 33 6a 2c 20 32 2b 31 6a 2c 20 35 2b 31 6a 5d 2b 82 0f 05 01 01 31 31 35 31 63 6f 6d 70 6c 4+3j,.2+1j,.5+1j]+.....1151compl
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da00 01 01 47 47 52 07 73 69 67 6d 6f 69 64 28 6e 70 2e 61 72 72 61 79 28 5b 2d 31 2c 20 30 2c 20 31 ..GGR.sigmoid(np.array([-1,.0,.1
da20 5d 29 29 73 69 67 6d 6f 69 64 28 6e 70 2e 61 72 72 61 79 28 5b 2d 31 2c 20 30 2c 20 31 5d 29 29 ]))sigmoid(np.array([-1,.0,.1]))
da40 1b 83 0f 05 01 01 21 21 52 06 73 69 67 6d 6f 69 64 28 31 29 73 69 67 6d 6f 69 64 28 31 29 59 83 ......!!R.sigmoid(1)sigmoid(1)Y.
da60 0e 05 01 01 5f 5f 52 05 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 30 2c 20 31 2c 20 30 2e 31 ....__R.for.i.in.range(0,.1,.0.1
da80 29 3a 0a 20 20 20 20 73 69 67 6d 6f 69 64 28 69 29 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 ):.....sigmoid(i)for.i.in.range(
daa0 30 2c 20 31 2c 20 30 2e 31 29 3a 0a 20 20 20 20 73 69 67 6d 6f 69 64 28 69 29 1b 83 0d 05 01 01 0,.1,.0.1):.....sigmoid(i)......
dac0 21 21 52 04 73 69 67 6d 6f 69 64 28 31 29 73 69 67 6d 6f 69 64 28 31 29 81 37 83 0c 07 01 01 81 !!R.sigmoid(1)sigmoid(1).7......
dae0 3b 81 3b 52 03 64 65 66 20 73 69 67 6d 6f 69 64 28 7a 29 3a 0a 20 20 20 20 23 20 41 70 70 6c 79 ;.;R.def.sigmoid(z):.....#.Apply
db00 20 73 69 67 6d 6f 69 64 20 61 63 74 69 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 .sigmoid.activation.function....
db20 20 72 65 74 75 72 6e 20 31 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d 7a 29 29 64 65 66 20 .return.1./.(1.+.np.exp(-z))def.
db40 73 69 67 6d 6f 69 64 28 7a 29 3a 0a 20 20 20 20 23 20 41 70 70 6c 79 20 73 69 67 6d 6f 69 64 20 sigmoid(z):.....#.Apply.sigmoid.
db60 61 63 74 69 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 72 65 74 75 72 6e 20 31 activation.function.....return.1
db80 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d 7a 29 29 1b 83 0b 05 01 01 21 21 52 02 73 69 67 ./.(1.+.np.exp(-z))......!!R.sig
dba0 6d 6f 69 64 28 31 29 73 69 67 6d 6f 69 64 28 31 29 2a 83 0a 05 01 09 31 31 52 69 6d 70 6f 72 74 moid(1)sigmoid(1)*.....11Rimport
dbc0 20 6e 75 6d 70 79 20 61 73 20 6e 70 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 5f 83 .numpy.as.npimport.numpy.as.np_.
dbe0 09 05 01 01 65 65 4d 0a 70 72 69 6e 74 28 27 46 69 6e 69 73 68 65 64 20 69 6e 20 25 2e 36 66 73 ....eeM.print('Finished.in.%.6fs
dc00 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 28 27 46 69 6e 69 73 '.%.timeit.timeit())print('Finis
dc20 68 65 64 20 69 6e 20 25 2e 36 66 73 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 hed.in.%.6fs'.%.timeit.timeit())
dc40 47 83 08 05 01 01 4d 4d 4d 09 70 72 69 6e 74 28 27 25 2e 36 66 73 27 20 25 20 74 69 6d 65 69 74 G.....MMM.print('%.6fs'.%.timeit
dc60 2e 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 28 27 25 2e 36 66 73 27 20 25 20 74 69 6d 65 69 74 .timeit())print('%.6fs'.%.timeit
dc80 2e 74 69 6d 65 69 74 28 29 29 45 83 07 05 01 01 4b 4b 4d 08 70 72 69 6e 74 28 27 25 2e 36 66 27 .timeit())E.....KKM.print('%.6f'
dca0 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 28 27 25 2e 36 66 27 20 .%.timeit.timeit())print('%.6f'.
dcc0 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 45 83 06 05 01 01 4b 4b 4d 07 70 72 69 6e %.timeit.timeit())E.....KKM.prin
dce0 74 28 27 25 2e 33 66 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 t('%.3f'.%.timeit.timeit())print
dd00 28 27 25 2e 33 66 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 45 83 05 05 01 01 ('%.3f'.%.timeit.timeit())E.....
dd20 4b 4b 4d 06 70 72 69 6e 74 28 27 25 2e 33 73 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 KKM.print('%.3s'.%.timeit.timeit
dd40 28 29 29 70 72 69 6e 74 28 27 25 2e 33 73 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 ())print('%.3s'.%.timeit.timeit(
dd60 29 29 41 83 04 05 01 01 47 47 4d 05 70 72 69 6e 74 28 27 25 73 27 20 25 20 74 69 6d 65 69 74 2e ))A.....GGM.print('%s'.%.timeit.
dd80 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 28 27 25 73 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d timeit())print('%s'.%.timeit.tim
dda0 65 69 74 28 29 29 41 83 03 05 01 01 47 47 4d 04 70 72 69 6e 74 28 27 25 66 27 20 25 20 74 69 6d eit())A.....GGM.print('%f'.%.tim
ddc0 65 69 74 2e 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 28 27 25 66 27 20 25 20 74 69 6d 65 69 74 eit.timeit())print('%f'.%.timeit
dde0 2e 74 69 6d 65 69 74 28 29 29 41 83 02 05 01 01 47 47 4d 03 70 72 69 6e 74 28 27 25 73 27 20 25 .timeit())A.....GGM.print('%s'.%
de00 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 28 27 25 73 27 20 25 20 74 69 .timeit.timeit())print('%s'.%.ti
de20 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 21 83 01 05 01 01 27 27 4d 02 69 6d 70 6f 72 74 20 74 meit.timeit())!.....''M.import.t
de40 69 6d 65 69 74 69 6d 70 6f 72 74 20 74 69 6d 65 69 74 40 83 00 05 01 09 47 47 4d 70 72 69 6e 74 imeitimport.timeit@.....GGMprint
de60 28 27 25 73 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 70 72 69 6e 74 28 27 25 ('%s'.%.timeit.timeit())print('%
de80 73 27 20 25 20 74 69 6d 65 69 74 2e 74 69 6d 65 69 74 28 29 29 1e 82 7f 05 01 09 25 25 4c 69 6d s'.%.timeit.timeit())......%%Lim
dea0 70 6f 72 74 20 73 63 69 70 79 69 6d 70 6f 72 74 20 73 63 69 70 79 34 82 7e 05 01 09 3b 3b 4b 66 port.scipyimport.scipy4.~...;;Kf
dec0 72 6f 6d 20 73 6b 6c 65 61 72 6e 20 69 6d 70 6f 72 74 20 53 56 4d 66 72 6f 6d 20 73 6b 6c 65 61 rom.sklearn.import.SVMfrom.sklea
dee0 72 6e 20 69 6d 70 6f 72 74 20 53 56 4d 1f 82 7d 05 01 01 25 25 4a 04 69 6d 70 6f 72 74 20 73 63 rn.import.SVM..}...%%J.import.sc
df00 69 70 79 69 6d 70 6f 72 74 20 73 63 69 70 79 1f 82 7c 05 01 01 25 25 4a 03 69 6d 70 6f 72 74 20 ipyimport.scipy..|...%%J.import.
df20 73 79 6d 70 79 69 6d 70 6f 72 74 20 73 79 6d 70 79 2b 82 7b 05 01 01 31 31 4a 02 69 6d 70 6f 72 sympyimport.sympy+.{...11J.impor
df40 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 12 t.numpy.as.npimport.numpy.as.np.
df60 82 7a 05 01 09 19 19 4a 69 6d 70 6f 72 74 69 6d 70 6f 72 74 19 82 79 05 01 01 1f 1f 3d 0b 78 20 .z.....Jimportimport..y.....=.x.
df80 3d 20 78 20 2b 20 32 78 20 3d 20 78 20 2b 20 32 09 82 78 05 01 01 0f 0f 3d 0a 78 78 17 82 77 05 =.x.+.2x.=.x.+.2..x.....=.xx..w.
dfa0 01 01 1d 1d 3d 09 78 2e 61 64 64 28 32 29 78 2e 61 64 64 28 32 29 09 82 76 05 01 01 0f 0f 3d 08 ....=.x.add(2)x.add(2)..v.....=.
dfc0 78 78 17 82 75 05 01 01 1d 1d 3d 07 78 2e 61 64 64 28 34 29 78 2e 61 64 64 28 34 29 21 82 74 05 xx..u.....=.x.add(4)x.add(4)!.t.
dfe0 01 01 27 27 3d 06 78 20 3d 20 7b 31 2c 20 32 2c 20 33 7d 78 20 3d 20 7b 31 2c 20 32 2c 20 33 7d ..''=.x.=.{1,.2,.3}x.=.{1,.2,.3}
e000 0d 09 7f 00 21 08 13 00 0f c4 0f 88 0f 4c 0f 0f 0e d3 0e 96 0e 59 0e 1d 0d e1 0d a5 0d 68 0d 2c ....!........L.......Y.......h.,
e020 0c ef 0c b3 0b ff 0c 77 0b c3 0c 3b 0b 87 0b 4a 0b 0d 0a d0 0a 94 0a 57 0a 1a 09 dd 09 a1 09 05 .......w...;...J.......W........
e040 09 42 08 c9 08 8d 08 50 08 13 07 d6 07 99 07 5c 07 1f 05 f3 06 2f 06 e3 06 6b 06 a7 05 7b 05 b7 .B.....P.......\...../...k...{..
e060 05 1d 04 a5 04 e1 04 69 05 59 04 2c 09 7f 03 f0 03 b3 03 18 03 55 02 db 02 9f 02 63 02 27 01 ea .......i.Y.,.........U.....c.'..
e080 01 ad 01 71 03 91 01 4f 01 0b 00 cf 00 93 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ...q...O........................
e0a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e0c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e0e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e100 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e120 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e140 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e160 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e180 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e1a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e1c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e1e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e200 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e220 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e240 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e260 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e280 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e2a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e2c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e2e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e300 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e320 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e340 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e360 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e380 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e3a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e3c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e3e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e400 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e420 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e440 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e460 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e480 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e4a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e4c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e4e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e500 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e520 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e540 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e560 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e580 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e5a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e5c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e5e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e600 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e620 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e640 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e660 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e680 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e6a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e6c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e6e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e700 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e720 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e740 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e760 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e780 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e7a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e7c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e7e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
e800 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 3b 21 06 00 41 41 01 0d 32 30 32 33 2d ...................;!..AA..2023-
e820 30 38 2d 31 34 20 31 36 3a 30 34 3a 35 35 2e 34 30 34 37 34 37 32 30 32 33 2d 30 38 2d 31 34 20 08-14.16:04:55.4047472023-08-14.
e840 31 36 3a 30 35 3a 31 36 2e 39 36 34 33 34 36 03 3b 20 06 00 41 41 01 0d 32 30 32 33 2d 30 38 2d 16:05:16.964346.;...AA..2023-08-
e860 31 34 20 31 36 3a 30 32 3a 32 32 2e 39 34 30 39 36 34 32 30 32 33 2d 30 38 2d 31 34 20 31 36 3a 14.16:02:22.9409642023-08-14.16:
e880 30 34 3a 35 33 2e 38 33 34 32 33 31 07 3a 1f 06 00 41 41 09 0d 32 30 32 33 2d 30 37 2d 32 39 20 04:53.834231.:...AA..2023-07-29.
e8a0 31 30 3a 34 31 3a 30 31 2e 30 39 36 30 37 32 32 30 32 33 2d 30 37 2d 32 39 20 31 30 3a 34 31 3a 10:41:01.0960722023-07-29.10:41:
e8c0 30 34 2e 30 30 34 33 37 33 3a 1e 06 00 41 41 08 0d 32 30 32 33 2d 30 37 2d 32 38 20 30 39 3a 34 04.004373:...AA..2023-07-28.09:4
e8e0 34 3a 32 38 2e 39 37 35 39 30 35 32 30 32 33 2d 30 37 2d 32 38 20 30 39 3a 34 34 3a 33 30 2e 30 4:28.9759052023-07-28.09:44:30.0
e900 31 36 31 36 33 3b 1c 06 00 41 41 01 0d 32 30 32 33 2d 30 37 2d 32 32 20 31 30 3a 31 39 3a 33 39 16163;...AA..2023-07-22.10:19:39
e920 2e 33 35 32 31 38 36 32 30 32 33 2d 30 37 2d 32 32 20 31 31 3a 35 30 3a 35 30 2e 36 38 31 39 30 .3521862023-07-22.11:50:50.68190
e940 36 13 3b 1d 06 00 41 41 01 0d 32 30 32 33 2d 30 37 2d 32 32 20 31 31 3a 30 38 3a 35 35 2e 34 32 6.;...AA..2023-07-22.11:08:55.42
e960 37 34 32 32 32 30 32 33 2d 30 37 2d 32 32 20 31 31 3a 34 37 3a 30 32 2e 32 35 39 37 37 34 17 00 74222023-07-22.11:47:02.259774..
e980 00 00 22 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ..".............................
e9a0 00 3a 1b 06 00 41 41 08 0d 32 30 32 33 2d 30 37 2d 32 32 20 31 30 3a 31 38 3a 34 34 2e 37 35 35 .:...AA..2023-07-22.10:18:44.755
e9c0 34 30 37 32 30 32 33 2d 30 37 2d 32 32 20 31 30 3a 31 39 3a 31 31 2e 34 34 31 33 30 34 3b 1a 06 4072023-07-22.10:19:11.441304;..
e9e0 00 41 41 01 0d 32 30 32 33 2d 30 37 2d 32 32 20 31 30 3a 31 33 3a 30 32 2e 31 34 31 37 39 34 32 .AA..2023-07-22.10:13:02.1417942
ea00 30 32 33 2d 30 37 2d 32 32 20 31 30 3a 31 38 3a 32 30 2e 39 37 37 33 37 30 02 3b 19 06 00 41 41 023-07-22.10:18:20.977370.;...AA
ea20 01 0d 32 30 32 33 2d 30 37 2d 32 32 20 31 30 3a 31 31 3a 33 35 2e 35 32 34 39 34 32 32 30 32 33 ..2023-07-22.10:11:35.5249422023
ea40 2d 30 37 2d 32 32 20 31 30 3a 31 32 3a 35 36 2e 39 36 32 36 31 34 0d 3b 18 06 00 41 41 01 0d 32 -07-22.10:12:56.962614.;...AA..2
ea60 30 32 33 2d 30 37 2d 32 32 20 30 39 3a 35 38 3a 33 35 2e 35 31 33 32 35 38 32 30 32 33 2d 30 37 023-07-22.09:58:35.5132582023-07
ea80 2d 32 32 20 31 30 3a 31 31 3a 33 33 2e 37 31 31 33 31 34 1f 3a 17 06 00 41 41 09 0d 32 30 32 33 -22.10:11:33.711314.:...AA..2023
eaa0 2d 30 37 2d 32 30 20 30 39 3a 31 35 3a 32 36 2e 34 34 32 34 37 36 32 30 32 33 2d 30 37 2d 32 30 -07-20.09:15:26.4424762023-07-20
eac0 20 31 34 3a 32 38 3a 32 32 2e 38 39 32 30 36 36 3b 16 06 00 41 41 01 0d 32 30 32 33 2d 30 37 2d .14:28:22.892066;...AA..2023-07-
eae0 31 37 20 32 31 3a 30 36 3a 35 39 2e 37 32 34 39 36 36 32 30 32 33 2d 30 37 2d 31 37 20 32 31 3a 17.21:06:59.7249662023-07-17.21:
eb00 30 38 3a 31 34 2e 31 32 36 38 39 39 0a 3b 15 06 00 41 41 01 0d 32 30 32 33 2d 30 37 2d 31 37 20 08:14.126899.;...AA..2023-07-17.
eb20 32 30 3a 31 37 3a 32 37 2e 34 37 39 30 37 39 32 30 32 33 2d 30 37 2d 31 37 20 32 30 3a 31 39 3a 20:17:27.4790792023-07-17.20:19:
eb40 33 30 2e 30 38 35 37 36 32 03 3b 14 06 00 41 41 01 0d 32 30 32 33 2d 30 37 2d 31 34 20 31 33 3a 30.085762.;...AA..2023-07-14.13:
eb60 34 38 3a 33 35 2e 30 34 31 34 36 30 32 30 32 33 2d 30 37 2d 31 34 20 31 33 3a 35 37 3a 30 32 2e 48:35.0414602023-07-14.13:57:02.
eb80 31 35 32 31 31 39 07 3a 13 06 00 41 41 08 0d 32 30 32 33 2d 30 37 2d 31 34 20 31 33 3a 34 33 3a 152119.:...AA..2023-07-14.13:43:
eba0 30 34 2e 34 33 35 33 38 33 32 30 32 33 2d 30 37 2d 31 34 20 31 33 3a 34 33 3a 33 38 2e 30 39 35 04.4353832023-07-14.13:43:38.095
ebc0 30 35 36 3a 11 06 00 41 41 08 0d 32 30 32 33 2d 30 37 2d 31 33 20 31 36 3a 35 38 3a 34 31 2e 37 056:...AA..2023-07-13.16:58:41.7
ebe0 32 35 30 31 30 32 30 32 33 2d 30 37 2d 31 33 20 31 37 3a 30 30 3a 31 39 2e 30 30 32 38 36 31 3a 250102023-07-13.17:00:19.002861:
ec00 0f 06 00 41 41 08 0d 32 30 32 33 2d 30 37 2d 31 33 20 31 36 3a 35 38 3a 30 36 2e 35 31 32 39 39 ...AA..2023-07-13.16:58:06.51299
ec20 36 32 30 32 33 2d 30 37 2d 31 33 20 31 37 3a 30 30 3a 31 37 2e 32 39 31 32 33 30 3a 12 06 00 41 62023-07-13.17:00:17.291230:...A
ec40 41 08 0d 32 30 32 33 2d 30 37 2d 31 33 20 31 36 3a 35 38 3a 34 33 2e 39 38 30 38 37 34 32 30 32 A..2023-07-13.16:58:43.980874202
ec60 33 2d 30 37 2d 31 33 20 31 37 3a 30 30 3a 31 39 2e 37 32 32 34 34 35 3a 10 06 00 41 41 08 0d 32 3-07-13.17:00:19.722445:...AA..2
ec80 30 32 33 2d 30 37 2d 31 33 20 31 36 3a 35 38 3a 32 35 2e 32 30 37 38 38 30 32 30 32 33 2d 30 37 023-07-13.16:58:25.2078802023-07
eca0 2d 31 33 20 31 37 3a 30 30 3a 31 38 2e 33 32 36 34 31 36 3a 0e 06 00 41 41 08 0d 32 30 32 33 2d -13.17:00:18.326416:...AA..2023-
ecc0 30 37 2d 31 33 20 31 36 3a 35 37 3a 33 30 2e 38 31 36 37 37 39 32 30 32 33 2d 30 37 2d 31 33 20 07-13.16:57:30.8167792023-07-13.
ece0 31 36 3a 35 37 3a 35 34 2e 35 37 31 33 32 30 3b 0d 06 00 41 41 01 0d 32 30 32 33 2d 30 37 2d 31 16:57:54.571320;...AA..2023-07-1
ed00 31 20 30 39 3a 35 30 3a 32 39 2e 37 32 32 37 34 33 32 30 32 33 2d 30 37 2d 31 31 20 30 39 3a 35 1.09:50:29.7227432023-07-11.09:5
ed20 33 3a 32 38 2e 33 34 39 35 32 39 07 3a 0c 06 00 41 41 09 0d 32 30 32 33 2d 30 37 2d 31 31 20 30 3:28.349529.:...AA..2023-07-11.0
ed40 39 3a 34 39 3a 35 37 2e 31 30 33 37 33 33 32 30 32 33 2d 30 37 2d 31 31 20 30 39 3a 35 30 3a 30 9:49:57.1037332023-07-11.09:50:0
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11020 09 71 09 68 09 5f 09 56 09 4e 09 45 09 3c 09 33 09 2a 09 21 09 18 09 0f 09 06 08 fd 08 f4 08 eb .q.h._.V.N.E.<.3.*.!............
11040 08 e2 08 d9 08 d0 08 c7 08 be 08 b5 08 ac 08 a3 08 9a 08 91 08 88 08 7f 08 76 08 6d 08 64 08 5b .........................v.m.d.[
11060 08 52 08 49 08 40 08 37 08 2e 08 25 08 1c 08 13 08 0a 08 01 07 f8 07 ef 07 e6 07 dd 07 d4 07 cb .R.I.@.7...%....................
11080 07 c2 07 b9 07 b0 07 a7 07 9e 07 96 07 8d 07 84 07 7b 07 72 07 69 07 60 07 58 07 4f 07 46 07 3d .................{.r.i.`.X.O.F.=
110a0 07 34 07 2b 07 22 07 19 07 10 07 07 06 fe 06 f5 06 ec 06 e3 06 da 06 d1 06 c8 06 bf 06 b6 06 ad .4.+."..........................
110c0 06 a4 06 9b 06 92 06 89 06 80 06 77 06 6e 06 65 06 5c 06 53 06 4a 06 41 06 38 06 2f 06 26 06 1d ...........w.n.e.\.S.J.A.8./.&..
110e0 06 14 06 0b 06 02 05 f9 05 f0 05 e7 05 de 05 d5 05 cc 05 c3 05 ba 05 b1 05 a8 05 9f 05 96 05 8d ................................
11100 05 84 05 7b 05 72 05 69 05 60 05 57 05 4e 05 45 05 3d 05 35 05 2c 05 23 05 1a 05 11 05 08 04 ff ...{.r.i.`.W.N.E.=.5.,.#........
11120 04 f6 04 ed 04 e4 04 db 04 d2 04 c9 04 c1 04 b8 04 af 04 a6 04 9e 04 95 04 8c 04 83 04 7b 04 72 .............................{.r
11140 04 69 04 60 04 57 04 4f 04 46 04 3d 04 34 04 2c 04 23 04 1a 04 11 04 08 03 ff 03 f6 03 ed 03 e4 .i.`.W.O.F.=.4.,.#..............
11160 03 db 03 d3 03 cb 03 c3 03 bb 03 b2 03 a9 03 a0 03 98 03 90 03 87 03 7f 03 76 03 6e 03 66 03 5e .........................v.n.f.^
11180 03 56 03 4e 03 46 03 3d 03 34 03 2b 03 22 03 18 03 0e 03 04 0f f6 0f ec 0f e2 0f d8 0f cf 0f c5 .V.N.F.=.4.+."..................
111a0 0f bb 0f b1 0f a7 0f 9e 0f 94 0f 8a 0f 80 0f 77 0f 6d 0f 63 0f 5a 0f 50 0f 46 0f 3c 0f 33 0f 29 ...............w.m.c.Z.P.F.<.3.)
111c0 0f 1f 0f 15 0f 0b 0f 01 0e f8 0e ee 0e e4 0e da 0e d0 0e c6 0e bc 0e b2 0e a8 0e 9e 0e 94 0e 8a ................................
111e0 0e 80 0e 76 0e 6c 0e 62 0e 58 0e 4f 0e 45 0e 3b 0e 31 0e 27 0e 1d 0e 13 0e 09 0d ff 0d f5 0d eb ...v.l.b.X.O.E.;.1.'............
11200 0d e2 0d d8 0d ce 0d c4 0d ba 0d b1 0d a7 0d 9d 0d 93 0d 89 0d 7f 0d 75 0d 6b 0d 61 0d 57 0d 4d .......................u.k.a.W.M
11220 0d 43 0d 39 0d 2f 0d 25 0d 1c 0d 12 0d 08 0c fe 0c f4 0c ea 0c e0 0c d6 0c cc 0c c2 0c b7 02 fa .C.9./.%........................
11240 02 f0 0c ad 0c a3 0c 99 0c 8f 0c 85 0c 7b 0c 71 0c 67 0c 5d 0c 53 0c 49 0c 3f 0c 35 0c 2b 0c 21 .............{.q.g.].S.I.?.5.+.!
11260 0c 17 0c 0d 0c 03 0b f9 0b ef 0b e5 0b db 0b d1 0b c7 0b bd 0b b3 0b a9 0b 9f 0b 95 0b 8b 0b 81 ................................
11280 0b 77 0b 6d 0b 63 0b 59 0b 4f 0b 45 0b 3b 0b 31 0b 28 0b 1e 0b 15 02 e6 0b 0b 0b 01 0a f7 0a ed .w.m.c.Y.O.E.;.1.(..............
112a0 0a e3 0a d9 0a cf 0a c5 0a bb 0a b1 0a a7 0a 9d 0a 93 0a 89 0a 7f 0a 75 0a 6b 0a 61 0a 57 0a 4d .......................u.k.a.W.M
112c0 02 dc 0a 43 0a 39 0a 2f 0a 25 0a 1b 0a 11 09 04 02 01 02 00 ab 02 02 c1 09 04 00 00 09 04 02 01 ...C.9./.%......................
112e0 02 00 ab 17 02 d6 09 04 02 01 02 00 ab 02 02 c1 09 04 02 01 02 00 a9 0d 02 96 09 04 02 01 02 00 ................................
11300 a9 0c 02 95 09 04 02 01 02 00 92 04 02 3f 09 04 02 01 02 00 92 03 02 3e 09 04 02 01 02 00 92 02 .............?.........>........
11320 02 3d 08 04 02 09 02 00 92 02 3c 08 04 02 09 02 00 8f 02 3b 08 04 02 09 02 00 8a 02 3a 08 04 01 .=........<........;........:...
11340 01 02 7e 02 02 39 07 04 01 09 02 7e 02 38 07 04 01 09 02 74 02 37 07 04 01 09 02 72 02 36 07 04 ..~..9.....~.8.....t.7.....r.6..
11360 01 09 02 70 02 35 07 04 01 09 02 6c 02 34 07 04 01 09 02 69 02 33 08 04 01 01 02 68 02 02 32 07 ...p.5.....l.4.....i.3.....h..2.
11380 04 01 09 02 68 02 31 08 04 01 01 02 65 02 02 30 07 04 01 09 02 65 02 2f 07 04 01 09 02 62 02 2e ....h.1.....e..0.....e./.....b..
113a0 08 04 01 01 02 60 04 02 2d 08 04 01 01 02 60 03 02 2c 08 04 01 01 02 60 02 02 2b 07 04 01 09 02 .....`..-.....`..,.....`..+.....
113c0 60 02 2a 07 04 01 09 02 5f 02 29 07 04 01 09 02 5e 02 28 07 04 01 09 02 5d 02 27 08 04 01 01 02 `.*....._.).....^.(.....].'.....
113e0 5c 0a 02 26 08 04 01 01 02 5c 09 02 25 08 04 01 01 02 5c 08 02 24 08 04 01 01 02 5c 07 02 23 08 \..&.....\..%.....\..$.....\..#.
11400 04 01 01 02 5c 06 02 22 08 04 01 01 02 5c 05 02 21 08 04 01 01 02 5c 04 02 20 08 04 01 01 02 5c ....\..".....\..!.....\........\
11420 03 02 1f 08 04 01 01 02 5c 02 02 1e 07 04 01 09 02 5c 02 1d 08 04 01 01 02 5b 04 02 1c 08 04 01 ........\........\.......[......
11440 01 02 5b 03 02 1b 08 04 01 01 02 5b 02 02 1a 07 04 01 09 02 5b 02 19 08 04 01 01 02 5a 05 02 18 ..[........[........[.......Z...
11460 08 04 01 01 02 5a 04 02 17 08 04 01 01 02 5a 03 02 16 08 04 01 01 02 5a 02 02 15 07 04 01 09 02 .....Z........Z........Z........
11480 5a 02 14 08 04 01 01 02 59 04 02 13 08 04 01 01 02 59 03 02 12 08 04 01 01 02 59 02 02 11 07 04 Z.......Y........Y........Y.....
114a0 01 09 02 59 02 10 08 04 01 01 02 58 04 02 0f 08 04 01 01 02 58 03 02 0e 08 04 01 01 02 58 02 02 ...Y.......X........X........X..
114c0 0d 07 04 01 09 02 58 02 0c 08 04 01 01 02 57 0d 02 0b 08 04 01 01 02 57 0c 02 0a 08 04 01 01 02 ......X.......W........W........
114e0 57 0b 02 09 08 04 01 01 02 57 0a 02 08 08 04 01 01 02 57 09 02 07 08 04 01 01 02 57 08 02 06 08 W........W........W........W....
11500 04 01 01 02 57 07 02 05 08 04 01 01 02 57 06 02 04 08 04 01 01 02 57 05 02 03 08 04 01 01 02 57 ....W........W........W........W
11520 04 02 02 08 04 01 01 02 57 03 02 01 08 04 01 01 02 57 02 02 00 07 04 01 09 02 57 01 ff 07 04 01 ........W........W........W.....
11540 09 02 56 01 fe 08 04 01 01 02 55 3c 01 fd 08 04 01 01 02 55 3b 01 fc 08 04 01 01 02 55 3a 01 fb ..V.......U<.......U;.......U:..
11560 08 04 01 01 02 55 39 01 fa 08 04 01 01 02 55 38 01 f9 08 04 01 01 02 55 37 01 f8 08 04 01 01 02 .....U9.......U8.......U7.......
11580 55 36 01 f7 08 04 01 01 02 55 35 01 f6 08 04 01 01 02 55 34 01 f5 08 04 01 01 02 55 33 01 f4 08 U6.......U5.......U4.......U3...
115a0 04 01 01 02 55 32 01 f3 08 04 01 01 02 55 31 01 f2 08 04 01 01 02 55 30 01 f1 08 04 01 01 02 55 ....U2.......U1.......U0.......U
115c0 2f 01 f0 08 04 01 01 02 55 2e 01 ef 08 04 01 01 02 55 2d 01 ee 08 04 01 01 02 55 2c 01 ed 08 04 /.......U........U-.......U,....
115e0 01 01 02 55 2b 01 ec 08 04 01 01 02 55 2a 01 eb 08 04 01 01 02 55 29 01 ea 08 04 01 01 02 55 28 ...U+.......U*.......U).......U(
11600 01 e9 08 04 01 01 02 55 27 01 e8 08 04 01 01 02 55 26 01 e7 08 04 01 01 02 55 25 01 e6 08 04 01 .......U'.......U&.......U%.....
11620 01 02 55 24 01 e5 08 04 01 01 02 55 23 01 e4 08 04 01 01 02 55 22 01 e3 08 04 01 01 02 55 21 01 ..U$.......U#.......U".......U!.
11640 e2 08 04 01 01 02 55 20 01 e1 08 04 01 01 02 55 1f 01 e0 08 04 01 01 02 55 1e 01 df 08 04 01 01 ......U........U........U.......
11660 02 55 1d 01 de 08 04 01 01 02 55 1c 01 dd 08 04 01 01 02 55 1b 01 dc 08 04 01 01 02 55 1a 01 db .U........U........U........U...
11680 08 04 01 01 02 55 19 01 da 08 04 01 01 02 55 18 01 d9 08 04 01 01 02 55 17 01 d8 08 04 01 01 02 .....U........U........U........
116a0 55 16 01 d7 08 04 01 01 02 55 15 01 d6 08 04 01 01 02 55 14 01 d5 08 04 01 01 02 55 13 01 d4 08 U........U........U........U....
116c0 04 01 01 02 55 12 01 d3 08 04 01 01 02 55 11 01 d2 08 04 01 01 02 55 10 01 d1 08 04 01 01 02 55 ....U........U........U........U
116e0 0f 01 d0 08 04 01 01 02 55 0e 01 cf 08 04 01 01 02 55 0d 01 ce 08 04 01 01 02 55 0c 01 cd 08 04 ........U........U........U.....
11700 01 01 02 55 0b 01 cc 08 04 01 01 02 55 0a 01 cb 08 04 01 01 02 55 09 01 ca 08 04 01 01 02 55 08 ...U........U........U........U.
11720 01 c9 08 04 01 01 02 55 07 01 c8 08 04 01 01 02 55 06 01 c7 08 04 01 01 02 55 05 01 c6 08 04 01 .......U........U........U......
11740 01 02 55 04 01 c5 08 04 01 01 02 55 03 01 c4 08 04 01 01 02 55 02 01 c3 07 04 01 09 02 55 01 c2 ..U........U........U........U..
11760 08 04 01 01 02 54 07 01 c1 08 04 01 01 02 54 06 01 c0 08 04 01 01 02 54 05 01 bf 08 04 01 01 02 .....T........T........T........
11780 54 04 01 be 08 04 01 01 02 54 03 01 bd 08 04 01 01 02 54 02 01 bc 07 04 01 09 02 54 01 bb 08 04 T........T........T........T....
117a0 01 01 02 52 31 01 ba 08 04 01 01 02 52 30 01 b9 08 04 01 01 02 52 2f 01 b8 08 04 01 01 02 52 2e ...R1.......R0.......R/.......R.
117c0 01 b7 08 04 01 01 02 52 2d 01 b6 08 04 01 01 02 52 2c 01 b5 08 04 01 01 02 52 2b 01 b4 08 04 01 .......R-.......R,.......R+.....
117e0 01 02 52 2a 01 b3 08 04 01 01 02 52 29 01 b2 08 04 01 01 02 52 28 01 b1 08 04 01 01 02 52 27 01 ..R*.......R).......R(.......R'.
11800 b0 08 04 01 01 02 52 26 01 af 08 04 01 01 02 52 25 01 ae 08 04 01 01 02 52 24 01 ad 08 04 01 01 ......R&.......R%.......R$......
11820 02 52 23 01 ac 08 04 01 01 02 52 22 01 ab 08 04 01 01 02 52 21 01 aa 08 04 01 01 02 52 20 01 a9 .R#.......R".......R!.......R...
11840 08 04 01 01 02 52 1f 01 a8 08 04 01 01 02 52 1e 01 a7 08 04 01 01 02 52 1d 01 a6 08 04 01 01 02 .....R........R........R........
11860 52 1c 01 a5 08 04 01 01 02 52 1b 01 a4 08 04 01 01 02 52 1a 01 a3 08 04 01 01 02 52 19 01 a2 08 R........R........R........R....
11880 04 01 01 02 52 18 01 a1 08 04 01 01 02 52 17 01 a0 08 04 01 01 02 52 16 01 9f 08 04 01 01 02 52 ....R........R........R........R
118a0 15 01 9e 08 04 01 01 02 52 14 01 9d 08 04 01 01 02 52 13 01 9c 08 04 01 01 02 52 12 01 9b 08 04 ........R........R........R.....
118c0 01 01 02 52 11 01 9a 08 04 01 01 02 52 10 01 99 08 04 01 01 02 52 0f 01 98 08 04 01 01 02 52 0e ...R........R........R........R.
118e0 01 97 08 04 01 01 02 52 0d 01 96 08 04 01 01 02 52 0c 01 95 08 04 01 01 02 52 0b 01 94 08 04 01 .......R........R........R......
11900 01 02 52 0a 01 93 08 04 01 01 02 52 09 01 92 08 04 01 01 02 52 08 01 91 08 04 01 01 02 52 07 01 ..R........R........R........R..
11920 90 08 04 01 01 02 52 06 01 8f 08 04 01 01 02 52 05 01 8e 08 04 01 01 02 52 04 01 8d 08 04 01 01 ......R........R........R.......
11940 02 52 03 01 8c 08 04 01 01 02 52 02 01 8b 07 04 01 09 02 52 01 8a 08 04 01 01 02 4d 0a 01 89 08 .R........R........R.......M....
11960 04 01 01 02 4d 09 01 88 08 04 01 01 02 4d 08 01 87 08 04 01 01 02 4d 07 01 86 08 04 01 01 02 4d ....M........M........M........M
11980 06 01 85 08 04 01 01 02 4d 05 01 84 08 04 01 01 02 4d 04 01 83 08 04 01 01 02 4d 03 01 82 08 04 ........M........M........M.....
119a0 01 01 02 4d 02 01 81 07 04 01 09 02 4d 01 80 07 04 01 09 02 4c 01 7f 07 04 01 09 02 4b 01 7e 08 ...M........M.......L.......K.~.
119c0 04 01 01 02 4a 04 01 7d 08 04 01 01 02 4a 03 01 7c 08 04 01 01 02 4a 02 01 7b 07 04 01 09 02 4a ....J..}.....J..|.....J..{.....J
119e0 01 7a 00 00 00 2f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .z.../..........................
11a00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 09 04 02 01 02 00 ab 1d 02 dc 09 04 02 01 02 ................................
11a20 00 ab 1c 02 db 09 04 02 01 02 00 ab 1b 02 da 09 04 02 01 02 00 ab 1a 02 d9 09 04 02 01 02 00 ab ................................
11a40 19 02 d8 09 04 02 01 02 00 ab 18 02 d7 09 04 02 01 02 00 ab 16 02 d5 09 04 02 01 02 00 ab 15 02 ................................
11a60 d4 09 04 02 01 02 00 ab 14 02 d3 09 04 02 01 02 00 ab 13 02 d2 09 04 02 01 02 00 ab 12 02 d1 09 ................................
11a80 04 02 01 02 00 ab 11 02 d0 09 04 02 01 02 00 ab 10 02 cf 09 04 02 01 02 00 ab 0f 02 ce 09 04 02 ................................
11aa0 01 02 00 ab 0e 02 cd 09 04 02 01 02 00 ab 0d 02 cc 09 04 02 01 02 00 ab 0c 02 cb 09 04 02 01 02 ................................
11ac0 00 ab 0b 02 ca 09 04 02 01 02 00 ab 0a 02 c9 09 04 02 01 02 00 ab 09 02 c8 09 04 02 01 02 00 ab ................................
11ae0 08 02 c7 09 04 02 01 02 00 ab 07 02 c6 09 04 02 01 02 00 ab 06 02 c5 09 04 02 01 02 00 ab 05 02 ................................
11b00 c4 09 04 02 01 02 00 ab 04 02 c3 09 04 02 01 02 00 ab 03 02 c2 08 04 02 09 02 00 ab 02 c0 09 04 ................................
11b20 02 01 02 00 aa 02 02 bf 08 04 02 09 02 00 aa 02 be 09 04 02 01 02 00 a9 34 02 bd 09 04 02 01 02 ........................4.......
11b40 00 a9 33 02 bc 09 04 02 01 02 00 a9 32 02 bb 09 04 02 01 02 00 a9 31 02 ba 09 04 02 01 02 00 a9 ..3.........2.........1.........
11b60 30 02 b9 09 04 02 01 02 00 a9 2f 02 b8 09 04 02 01 02 00 a9 2e 02 b7 09 04 02 01 02 00 a9 2d 02 0........./...................-.
11b80 b6 09 04 02 01 02 00 a9 2c 02 b5 09 04 02 01 02 00 a9 2b 02 b4 09 04 02 01 02 00 a9 2a 02 b3 09 ........,.........+.........*...
11ba0 04 02 01 02 00 a9 29 02 b2 09 04 02 01 02 00 a9 28 02 b1 09 04 02 01 02 00 a9 27 02 b0 09 04 02 ......).........(.........'.....
11bc0 01 02 00 a9 26 02 af 09 04 02 01 02 00 a9 25 02 ae 09 04 02 01 02 00 a9 24 02 ad 09 04 02 01 02 ....&.........%.........$.......
11be0 00 a9 23 02 ac 09 04 02 01 02 00 a9 22 02 ab 09 04 02 01 02 00 a9 21 02 aa 09 04 02 01 02 00 a9 ..#.........".........!.........
11c00 20 02 a9 09 04 02 01 02 00 a9 1f 02 a8 09 04 02 01 02 00 a9 1e 02 a7 09 04 02 01 02 00 a9 1d 02 ................................
11c20 a6 09 04 02 01 02 00 a9 1c 02 a5 09 04 02 01 02 00 a9 1b 02 a4 09 04 02 01 02 00 a9 1a 02 a3 09 ................................
11c40 04 02 01 02 00 a9 19 02 a2 09 04 02 01 02 00 a9 18 02 a1 09 04 02 01 02 00 a9 17 02 a0 09 04 02 ................................
11c60 01 02 00 a9 16 02 9f 09 04 02 01 02 00 a9 15 02 9e 09 04 02 01 02 00 a9 14 02 9d 09 04 02 01 02 ................................
11c80 00 a9 13 02 9c 09 04 02 01 02 00 a9 12 02 9b 09 04 02 01 02 00 a9 11 02 9a 09 04 02 01 02 00 a9 ................................
11ca0 10 02 99 09 04 02 01 02 00 a9 0f 02 98 09 04 02 01 02 00 a9 0e 02 97 09 04 02 01 02 00 a9 0b 02 ................................
11cc0 94 00 09 04 02 01 02 00 a9 0a 02 93 09 04 02 01 02 00 a9 09 02 92 09 04 02 01 02 00 a9 08 02 91 ................................
11ce0 09 04 02 01 02 00 a9 07 02 90 09 04 02 01 02 00 a9 06 02 8f 09 04 02 01 02 00 a9 05 02 8e 09 04 ................................
11d00 02 01 02 00 a9 04 02 8d 09 04 02 01 02 00 a9 03 02 8c 09 04 02 01 02 00 a9 02 02 8b 08 04 02 09 ................................
11d20 02 00 a9 02 8a 09 04 02 01 02 00 a8 0f 02 89 09 04 02 01 02 00 a8 0e 02 88 09 04 02 01 02 00 a8 ................................
11d40 0d 02 87 09 04 02 01 02 00 a8 0c 02 86 09 04 02 01 02 00 a8 0b 02 85 09 04 02 01 02 00 a8 0a 02 ................................
11d60 84 09 04 02 01 02 00 a8 09 02 83 09 04 02 01 02 00 a8 08 02 82 09 04 02 01 02 00 a8 07 02 81 09 ................................
11d80 04 02 01 02 00 a8 06 02 80 09 04 02 01 02 00 a8 05 02 7f 09 04 02 01 02 00 a8 04 02 7e 09 04 02 ............................~...
11da0 01 02 00 a8 03 02 7d 09 04 02 01 02 00 a8 02 02 7c 08 04 02 09 02 00 a8 02 7b 09 04 02 01 02 00 ......}.........|........{......
11dc0 a7 05 02 7a 09 04 02 01 02 00 a7 04 02 79 09 04 02 01 02 00 a7 03 02 78 09 04 02 01 02 00 a7 02 ...z.........y.........x........
11de0 02 77 08 04 02 09 02 00 a7 02 76 09 04 02 01 02 00 a6 0b 02 75 09 04 02 01 02 00 a6 0a 02 74 09 .w........v.........u.........t.
11e00 04 02 01 02 00 a6 09 02 73 09 04 02 01 02 00 a6 08 02 72 09 04 02 01 02 00 a6 07 02 71 09 04 02 ........s.........r.........q...
11e20 01 02 00 a6 06 02 70 09 04 02 01 02 00 a6 05 02 6f 09 04 02 01 02 00 a6 04 02 6e 09 04 02 01 02 ......p.........o.........n.....
11e40 00 a6 03 02 6d 09 04 02 01 02 00 a6 02 02 6c 08 04 02 09 02 00 a6 02 6b 09 04 02 01 02 00 a0 11 ....m.........l........k........
11e60 02 6a 09 04 02 01 02 00 a0 10 02 69 09 04 02 01 02 00 a0 0f 02 68 09 04 02 01 02 00 a0 0e 02 67 .j.........i.........h.........g
11e80 09 04 02 01 02 00 a0 0d 02 66 09 04 02 01 02 00 a0 0c 02 65 09 04 02 01 02 00 a0 0b 02 64 09 04 .........f.........e.........d..
11ea0 02 01 02 00 a0 0a 02 63 09 04 02 01 02 00 a0 09 02 62 09 04 02 01 02 00 a0 08 02 61 09 04 02 01 .......c.........b.........a....
11ec0 02 00 a0 07 02 60 09 04 02 01 02 00 a0 06 02 5f 09 04 02 01 02 00 a0 05 02 5e 09 04 02 01 02 00 .....`........._.........^......
11ee0 a0 04 02 5d 09 04 02 01 02 00 a0 03 02 5c 09 04 02 01 02 00 a0 02 02 5b 08 04 02 09 02 00 a0 02 ...].........\.........[........
11f00 5a 09 04 02 01 02 00 98 06 02 59 09 04 02 01 02 00 98 05 02 58 09 04 02 01 02 00 98 04 02 57 09 Z.........Y.........X.........W.
11f20 04 02 01 02 00 98 03 02 56 09 04 02 01 02 00 98 02 02 55 08 04 02 09 02 00 98 02 54 09 04 02 01 ........V.........U........T....
11f40 02 00 97 04 02 53 09 04 02 01 02 00 97 03 02 52 09 04 02 01 02 00 97 02 02 51 08 04 02 09 02 00 .....S.........R.........Q......
11f60 97 02 50 09 04 02 01 02 00 96 03 02 4f 09 04 02 01 02 00 96 02 02 4e 08 04 02 09 02 00 96 02 4d ..P.........O.........N........M
11f80 09 04 02 01 02 00 95 04 02 4c 09 04 02 01 02 00 95 03 02 4b 09 04 02 01 02 00 95 02 02 4a 08 04 .........L.........K.........J..
11fa0 02 09 02 00 95 02 49 09 04 02 01 02 00 94 05 02 48 09 04 02 01 02 00 94 04 02 47 09 04 02 01 02 ......I.........H.........G.....
11fc0 00 94 03 02 46 09 04 02 01 02 00 94 02 02 45 08 04 02 09 02 00 94 02 44 09 04 02 01 02 00 92 08 ....F.........E........D........
11fe0 02 43 09 04 02 01 02 00 92 07 02 42 09 04 02 01 02 00 92 06 02 41 09 04 02 01 02 00 92 05 02 40 .C.........B.........A.........@
12000 0d 00 00 00 02 04 46 00 0a 23 04 46 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ......F..#.F....................
12020 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12040 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12060 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12080 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
120a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
120c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
120e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12100 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12120 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12140 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12160 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12180 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
121a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
121c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
121e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12200 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12220 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12240 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12260 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12280 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
122a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
122c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
122e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12300 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12320 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12340 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12360 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12380 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
123a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
123c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
123e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12400 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12420 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
12440 00 00 00 00 00 00 8b 59 83 1c 07 01 01 8b 5d 8b 5d 52 13 63 6c 61 73 73 20 4e 65 75 72 61 6c 4e .......Y......].]R.class.NeuralN
12460 65 74 77 6f 72 6b 3a 0a 20 20 20 20 64 65 66 20 5f 5f 69 6e 69 74 5f 5f 28 73 65 6c 66 2c 20 2a etwork:.....def.__init__(self,.*
12480 73 65 6c 66 2e 61 72 67 73 2c 20 2a 2a 73 65 6c 66 2e 6b 77 61 72 67 73 29 3a 0a 20 20 20 20 20 self.args,.**self.kwargs):......
124a0 20 20 20 23 20 44 65 66 69 6e 65 20 48 79 70 65 72 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 ...#.Define.HyperParameters.....
124c0 20 20 20 20 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 32 0a 20 20 20 20 ....self.inputLayerSize.=.2.....
124e0 20 20 20 20 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 20 3d 20 33 0a 20 20 20 ....self.hiddenLayerSize.=.3....
12500 20 20 20 20 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 31 0a 0a 20 .....self.outputLayerSize.=.1...
12520 20 20 20 20 20 20 20 23 20 57 65 69 67 68 74 73 20 28 50 61 72 61 6d 65 74 65 72 73 29 0a 20 20 .......#.Weights.(Parameters)...
12540 20 20 20 20 20 20 73 65 6c 66 2e 77 31 20 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 61 6e 64 6e 28 ......self.w1.=.np.random.randn(
12560 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 68 69 64 64 65 6e self.inputLayerSize,.self.hidden
12580 4c 61 79 65 72 53 69 7a 65 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 32 20 3d 20 6e 70 2e LayerSize).........self.w2.=.np.
125a0 72 61 6e 64 6f 6d 2e 72 61 6e 64 6e 28 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a random.randn(self.hiddenLayerSiz
125c0 65 2c 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 29 0a 0a 20 20 20 20 64 65 e,.self.outputLayerSize)......de
125e0 66 20 66 6f 72 77 61 72 64 28 73 65 6c 66 2c 20 78 29 3a 0a 20 20 20 20 20 20 20 20 23 20 50 72 f.forward(self,.x):.........#.Pr
12600 6f 70 6f 67 61 74 65 20 69 6e 70 75 74 73 20 74 68 72 6f 75 67 68 74 20 6e 65 74 77 6f 72 6b 0a opogate.inputs.throught.network.
12620 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a 32 20 3d 20 6e 70 2e 64 6f 74 28 78 2c 20 73 65 6c 66 ........self.z2.=.np.dot(x,.self
12640 2e 77 31 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 61 32 20 3d 20 73 65 6c 66 2e 73 69 67 6d .w1).........self.a2.=.self.sigm
12660 6f 69 64 28 73 65 6c 66 2e 7a 32 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a 33 20 3d 20 6e oid(self.z2).........self.z3.=.n
12680 70 2e 64 6f 74 28 73 65 6c 66 2e 61 32 2c 20 73 65 6c 66 2e 77 32 29 0a 20 20 20 20 20 20 20 20 p.dot(self.a2,.self.w2).........
126a0 79 48 61 74 20 3d 20 73 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 33 29 0a 20 20 20 yHat.=.self.sigmoid(self.z3)....
126c0 20 20 20 20 20 72 65 74 75 72 6e 20 79 48 61 74 0a 0a 20 20 20 20 64 65 66 20 73 69 67 6d 6f 69 .....return.yHat......def.sigmoi
126e0 64 28 73 65 6c 66 2c 20 7a 29 3a 0a 20 20 20 20 20 20 20 20 23 20 41 70 70 6c 79 20 73 69 67 6d d(self,.z):.........#.Apply.sigm
12700 6f 69 64 20 61 63 74 69 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 20 20 20 20 oid.activation.function.........
12720 72 65 74 75 72 6e 20 31 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d 7a 29 29 63 6c 61 73 73 return.1./.(1.+.np.exp(-z))class
12740 20 4e 65 75 72 61 6c 4e 65 74 77 6f 72 6b 3a 0a 20 20 20 20 64 65 66 20 5f 5f 69 6e 69 74 5f 5f .NeuralNetwork:.....def.__init__
12760 28 73 65 6c 66 2c 20 2a 73 65 6c 66 2e 61 72 67 73 2c 20 2a 2a 73 65 6c 66 2e 6b 77 61 72 67 73 (self,.*self.args,.**self.kwargs
12780 29 3a 0a 20 20 20 20 20 20 20 20 23 20 44 65 66 69 6e 65 20 48 79 70 65 72 50 61 72 61 6d 65 74 ):.........#.Define.HyperParamet
127a0 65 72 73 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 20 ers.........self.inputLayerSize.
127c0 3d 20 32 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 =.2.........self.hiddenLayerSize
127e0 20 3d 20 33 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a .=.3.........self.outputLayerSiz
12800 65 20 3d 20 31 0a 0a 20 20 20 20 20 20 20 20 23 20 57 65 69 67 68 74 73 20 28 50 61 72 61 6d 65 e.=.1..........#.Weights.(Parame
12820 74 65 72 73 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 31 20 3d 20 6e 70 2e 72 61 6e 64 6f ters).........self.w1.=.np.rando
12840 6d 2e 72 61 6e 64 6e 28 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c m.randn(self.inputLayerSize,.sel
12860 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e f.hiddenLayerSize).........self.
12880 77 32 20 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 61 6e 64 6e 28 73 65 6c 66 2e 68 69 64 64 65 6e w2.=.np.random.randn(self.hidden
128a0 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 29 LayerSize,.self.outputLayerSize)
128c0 0a 0a 20 20 20 20 64 65 66 20 66 6f 72 77 61 72 64 28 73 65 6c 66 2c 20 78 29 3a 0a 20 20 20 20 ......def.forward(self,.x):.....
128e0 20 20 20 20 23 20 50 72 6f 70 6f 67 61 74 65 20 69 6e 70 75 74 73 20 74 68 72 6f 75 67 68 74 20 ....#.Propogate.inputs.throught.
12900 6e 65 74 77 6f 72 6b 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a 32 20 3d 20 6e 70 2e 64 6f 74 network.........self.z2.=.np.dot
12920 28 78 2c 20 73 65 6c 66 2e 77 31 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 61 32 20 3d 20 73 (x,.self.w1).........self.a2.=.s
12940 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 32 29 0a 20 20 20 20 20 20 20 20 73 65 6c elf.sigmoid(self.z2).........sel
12960 66 2e 7a 33 20 3d 20 6e 70 2e 64 6f 74 28 73 65 6c 66 2e 61 32 2c 20 73 65 6c 66 2e 77 32 29 0a f.z3.=.np.dot(self.a2,.self.w2).
12980 20 20 20 20 20 20 20 20 79 48 61 74 20 3d 20 73 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 ........yHat.=.self.sigmoid(self
129a0 2e 7a 33 29 0a 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 79 48 61 74 0a 0a 20 20 20 20 64 65 .z3).........return.yHat......de
129c0 66 20 73 69 67 6d 6f 69 64 28 73 65 6c 66 2c 20 7a 29 3a 0a 20 20 20 20 20 20 20 20 23 20 41 70 f.sigmoid(self,.z):.........#.Ap
129e0 70 6c 79 20 73 69 67 6d 6f 69 64 20 61 63 74 69 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a ply.sigmoid.activation.function.
12a00 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 31 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d ........return.1./.(1.+.np.exp(-
12a20 7a 29 29 8b 59 83 1b 07 01 01 8b 5d 8b 5d 52 12 63 6c 61 73 73 20 4e 65 75 72 61 6c 4e 65 74 77 z)).Y......].]R.class.NeuralNetw
12a40 6f 72 6b 3a 0a 20 20 20 20 64 65 66 20 5f 5f 69 6e 69 74 5f 5f 28 73 65 6c 66 2c 20 73 65 6c 66 ork:.....def.__init__(self,.self
12a60 2e 61 72 67 73 2a 2c 20 2a 2a 73 65 6c 66 2e 6b 77 61 72 67 73 29 3a 0a 20 20 20 20 20 20 20 20 .args*,.**self.kwargs):.........
12a80 23 20 44 65 66 69 6e 65 20 48 79 70 65 72 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 #.Define.HyperParameters........
12aa0 20 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 32 0a 20 20 20 20 20 20 20 .self.inputLayerSize.=.2........
12ac0 20 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 20 3d 20 33 0a 20 20 20 20 20 20 .self.hiddenLayerSize.=.3.......
12ae0 20 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 31 0a 0a 20 20 20 20 ..self.outputLayerSize.=.1......
12b00 20 20 20 20 23 20 57 65 69 67 68 74 73 20 28 50 61 72 61 6d 65 74 65 72 73 29 0a 20 20 20 20 20 ....#.Weights.(Parameters)......
12b20 20 20 20 73 65 6c 66 2e 77 31 20 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 61 6e 64 6e 28 73 65 6c ...self.w1.=.np.random.randn(sel
12b40 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 f.inputLayerSize,.self.hiddenLay
12b60 65 72 53 69 7a 65 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 32 20 3d 20 6e 70 2e 72 61 6e erSize).........self.w2.=.np.ran
12b80 64 6f 6d 2e 72 61 6e 64 6e 28 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 2c 20 dom.randn(self.hiddenLayerSize,.
12ba0 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 29 0a 0a 20 20 20 20 64 65 66 20 66 self.outputLayerSize)......def.f
12bc0 6f 72 77 61 72 64 28 73 65 6c 66 2c 20 78 29 3a 0a 20 20 20 20 20 20 20 20 23 20 50 72 6f 70 6f orward(self,.x):.........#.Propo
12be0 67 61 74 65 20 69 6e 70 75 74 73 20 74 68 72 6f 75 67 68 74 20 6e 65 74 77 6f 72 6b 0a 20 20 20 gate.inputs.throught.network....
12c00 20 20 20 20 20 73 65 6c 66 2e 7a 32 20 3d 20 6e 70 2e 64 6f 74 28 78 2c 20 73 65 6c 66 2e 77 31 .....self.z2.=.np.dot(x,.self.w1
12c20 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 61 32 20 3d 20 73 65 6c 66 2e 73 69 67 6d 6f 69 64 ).........self.a2.=.self.sigmoid
12c40 28 73 65 6c 66 2e 7a 32 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a 33 20 3d 20 6e 70 2e 64 (self.z2).........self.z3.=.np.d
12c60 6f 74 28 73 65 6c 66 2e 61 32 2c 20 73 65 6c 66 2e 77 32 29 0a 20 20 20 20 20 20 20 20 79 48 61 ot(self.a2,.self.w2).........yHa
12c80 74 20 3d 20 73 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 33 29 0a 20 20 20 20 20 20 t.=.self.sigmoid(self.z3).......
12ca0 20 20 72 65 74 75 72 6e 20 79 48 61 74 0a 0a 20 20 20 20 64 65 66 20 73 69 67 6d 6f 69 64 28 73 ..return.yHat......def.sigmoid(s
12cc0 65 6c 66 2c 20 7a 29 3a 0a 20 20 20 20 20 20 20 20 23 20 41 70 70 6c 79 20 73 69 67 6d 6f 69 64 elf,.z):.........#.Apply.sigmoid
12ce0 20 61 63 74 69 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 20 20 20 20 72 65 74 .activation.function.........ret
12d00 75 72 6e 20 31 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d 7a 29 29 63 6c 61 73 73 20 4e 65 urn.1./.(1.+.np.exp(-z))class.Ne
12d20 75 72 61 6c 4e 65 74 77 6f 72 6b 3a 0a 20 20 20 20 64 65 66 20 5f 5f 69 6e 69 74 5f 5f 28 73 65 uralNetwork:.....def.__init__(se
12d40 6c 66 2c 20 73 65 6c 66 2e 61 72 67 73 2a 2c 20 2a 2a 73 65 6c 66 2e 6b 77 61 72 67 73 29 3a 0a lf,.self.args*,.**self.kwargs):.
12d60 20 20 20 20 20 20 20 20 23 20 44 65 66 69 6e 65 20 48 79 70 65 72 50 61 72 61 6d 65 74 65 72 73 ........#.Define.HyperParameters
12d80 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 32 .........self.inputLayerSize.=.2
12da0 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 20 3d 20 .........self.hiddenLayerSize.=.
12dc0 33 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 3.........self.outputLayerSize.=
12de0 20 31 0a 0a 20 20 20 20 20 20 20 20 23 20 57 65 69 67 68 74 73 20 28 50 61 72 61 6d 65 74 65 72 .1..........#.Weights.(Parameter
12e00 73 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 31 20 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 s).........self.w1.=.np.random.r
12e20 61 6e 64 6e 28 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 68 andn(self.inputLayerSize,.self.h
12e40 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 32 20 iddenLayerSize).........self.w2.
12e60 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 61 6e 64 6e 28 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 =.np.random.randn(self.hiddenLay
12e80 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 29 0a 0a 20 erSize,.self.outputLayerSize)...
12ea0 20 20 20 64 65 66 20 66 6f 72 77 61 72 64 28 73 65 6c 66 2c 20 78 29 3a 0a 20 20 20 20 20 20 20 ...def.forward(self,.x):........
12ec0 20 23 20 50 72 6f 70 6f 67 61 74 65 20 69 6e 70 75 74 73 20 74 68 72 6f 75 67 68 74 20 6e 65 74 .#.Propogate.inputs.throught.net
12ee0 77 6f 72 6b 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a 32 20 3d 20 6e 70 2e 64 6f 74 28 78 2c work.........self.z2.=.np.dot(x,
12f00 20 73 65 6c 66 2e 77 31 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 61 32 20 3d 20 73 65 6c 66 .self.w1).........self.a2.=.self
12f20 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 32 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a .sigmoid(self.z2).........self.z
12f40 33 20 3d 20 6e 70 2e 64 6f 74 28 73 65 6c 66 2e 61 32 2c 20 73 65 6c 66 2e 77 32 29 0a 20 20 20 3.=.np.dot(self.a2,.self.w2)....
12f60 20 20 20 20 20 79 48 61 74 20 3d 20 73 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 33 .....yHat.=.self.sigmoid(self.z3
12f80 29 0a 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 79 48 61 74 0a 0a 20 20 20 20 64 65 66 20 73 ).........return.yHat......def.s
12fa0 69 67 6d 6f 69 64 28 73 65 6c 66 2c 20 7a 29 3a 0a 20 20 20 20 20 20 20 20 23 20 41 70 70 6c 79 igmoid(self,.z):.........#.Apply
12fc0 20 73 69 67 6d 6f 69 64 20 61 63 74 69 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 .sigmoid.activation.function....
12fe0 20 20 20 20 20 72 65 74 75 72 6e 20 31 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d 7a 29 29 .....return.1./.(1.+.np.exp(-z))
13000 0d 00 00 00 11 00 65 00 0a 59 0a 43 09 54 08 8f 07 e6 07 21 06 5e 05 9b 04 d8 04 11 03 4e 02 87 ......e..Y.C.T.....!.^.......N..
13020 01 c4 00 fb 00 c9 00 97 00 65 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .........e......................
13040 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
13060 00 00 00 00 00 2f 83 2d 05 01 01 35 35 52 24 79 48 61 74 20 3d 20 6e 6e 2e 66 6f 72 77 61 72 64 ...../.-...55R$yHat.=.nn.forward
13080 28 78 29 79 48 61 74 20 3d 20 6e 6e 2e 66 6f 72 77 61 72 64 28 78 29 2f 83 2c 05 01 01 35 35 52 (x)yHat.=.nn.forward(x)/.,...55R
130a0 23 6e 6e 20 3d 20 4e 65 75 72 61 6c 4e 65 74 77 6f 72 6b 28 29 6e 6e 20 3d 20 4e 65 75 72 61 6c #nn.=.NeuralNetwork()nn.=.Neural
130c0 4e 65 74 77 6f 72 6b 28 29 2f 83 2b 05 01 01 35 35 52 22 79 48 61 74 20 3d 20 6e 6e 2e 66 6f 72 Network()/.+...55R"yHat.=.nn.for
130e0 77 61 72 64 28 78 29 79 48 61 74 20 3d 20 6e 6e 2e 66 6f 72 77 61 72 64 28 78 29 81 45 83 2a 07 ward(x)yHat.=.nn.forward(x).E.*.
13100 01 01 81 49 81 49 52 21 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 ...I.IR!testInput.=.np.arange(-6
13120 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f ,.6,.0.01).plot(testInput,.sigmo
13140 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 id(testInput),.linewidth=2).grid
13160 28 54 72 75 65 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 (True)testInput.=.np.arange(-6,.
13180 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 6,.0.01).plot(testInput,.sigmoid
131a0 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 28 54 (testInput),.linewidth=2).grid(T
131c0 72 75 65 29 81 3f 83 29 07 01 01 81 43 81 43 52 20 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e rue).?.)....C.CR.testInput.=.np.
131e0 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 arange(-6,.6,.0.01).plot(testInp
13200 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 ut,.sigmoid(testInput),.linewidt
13220 68 3d 32 29 0a 67 72 69 64 28 31 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 h=2).grid(1)testInput.=.np.arang
13240 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 e(-6,.6,.0.01).plot(testInput,.s
13260 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a igmoid(testInput),.linewidth=2).
13280 67 72 69 64 28 31 29 81 43 83 28 07 01 01 81 47 81 47 52 1f 74 65 73 74 49 6e 70 75 74 20 3d 20 grid(1).C.(....G.GR.testInput.=.
132a0 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 np.arange(-6,.6,.0.01).plot(test
132c0 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 Input,.sigmoid(testInput),.linew
132e0 69 64 74 68 3d 32 29 0a 23 20 67 72 69 64 28 31 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e idth=2).#.grid(1)testInput.=.np.
13300 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 arange(-6,.6,.0.01).plot(testInp
13320 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 ut,.sigmoid(testInput),.linewidt
13340 68 3d 32 29 0a 23 20 67 72 69 64 28 31 29 81 3f 83 27 07 01 01 81 43 81 43 52 1e 74 65 73 74 49 h=2).#.grid(1).?.'....C.CR.testI
13360 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c nput.=.np.arange(-6,.6,.0.01).pl
13380 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 ot(testInput,.sigmoid(testInput)
133a0 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 28 31 29 74 65 73 74 49 6e 70 75 74 20 ,.linewidth=2).grid(1)testInput.
133c0 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 =.np.arange(-6,.6,.0.01).plot(te
133e0 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e stInput,.sigmoid(testInput),.lin
13400 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 28 31 29 81 43 83 26 07 01 01 81 47 81 47 52 1d 74 65 ewidth=2).grid(1).C.&....G.GR.te
13420 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 stInput.=.np.arange(-6,.6,.0.01)
13440 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 .plot(testInput,.sigmoid(testInp
13460 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 23 20 67 72 69 64 28 31 29 74 65 73 74 49 ut),.linewidth=2).#.grid(1)testI
13480 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c nput.=.np.arange(-6,.6,.0.01).pl
134a0 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 ot(testInput,.sigmoid(testInput)
134c0 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 23 20 67 72 69 64 28 31 29 81 3f 83 25 07 01 01 81 ,.linewidth=2).#.grid(1).?.%....
134e0 43 81 43 52 1c 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 C.CR.testInput.=.np.arange(-6,.6
13500 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 ,.0.01).plot(testInput,.sigmoid(
13520 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 28 31 29 testInput),.linewidth=2).grid(1)
13540 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 testInput.=.np.arange(-6,.6,.0.0
13560 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 1).plot(testInput,.sigmoid(testI
13580 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 28 31 29 81 3f 83 24 07 nput),.linewidth=2).grid(1).?.$.
135a0 01 01 81 43 81 43 52 1b 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 ...C.CR.testInput.=.np.arange(-6
135c0 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f ,.6,.0.01).plot(testInput,.sigmo
135e0 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 31 29 0a 67 72 69 64 id(testInput),.linewidth=1).grid
13600 28 31 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 (1)testInput.=.np.arange(-6,.6,.
13620 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 0.01).plot(testInput,.sigmoid(te
13640 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 31 29 0a 67 72 69 64 28 31 29 81 3f stInput),.linewidth=1).grid(1).?
13660 83 23 07 01 01 81 43 81 43 52 1a 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 .#....C.CR.testInput.=.np.arange
13680 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 (-6,.6,.0.01).plot(testInput,.si
136a0 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 gmoid(testInput),.linewidth=2).g
136c0 72 69 64 28 31 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 rid(1)testInput.=.np.arange(-6,.
136e0 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 6,.0.01).plot(testInput,.sigmoid
13700 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 28 31 (testInput),.linewidth=2).grid(1
13720 29 81 41 83 22 07 01 01 81 45 81 45 52 19 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 ).A."....E.ER.testInput.=.np.ara
13740 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c nge(-6,.6,.0.01).plot(testInput,
13760 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 .sigmoid(testInput),.linewidth=2
13780 30 29 0a 67 72 69 64 28 31 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 0).grid(1)testInput.=.np.arange(
137a0 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 -6,.6,.0.01).plot(testInput,.sig
137c0 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 30 29 0a 67 moid(testInput),.linewidth=20).g
137e0 72 69 64 28 31 29 81 25 83 21 07 01 01 81 29 81 29 52 18 74 65 73 74 49 6e 70 75 74 20 3d 20 6e rid(1).%.!....).)R.testInput.=.n
13800 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 p.arange(-6,.6,.0.01).plot(testI
13820 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 29 0a 67 72 69 64 28 31 nput,.sigmoid(testInput)).grid(1
13840 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e )testInput.=.np.arange(-6,.6,.0.
13860 30 31 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 01).plot(testInput,.sigmoid(test
13880 49 6e 70 75 74 29 29 0a 67 72 69 64 28 31 29 81 41 83 20 07 01 01 81 45 81 45 52 17 74 65 73 74 Input)).grid(1).A......E.ER.test
138a0 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 Input.=.np.arange(-6,.6,.0.01).p
138c0 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 lot(testInput,.sigmoid(testInput
138e0 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 30 29 0a 67 72 69 64 28 31 29 74 65 73 74 49 6e 70 75 ),.linewidth=20).grid(1)testInpu
13900 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 6c 6f 74 28 t.=.np.arange(-6,.6,.0.01).plot(
13920 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c testInput,.sigmoid(testInput),.l
13940 69 6e 65 77 69 64 74 68 3d 32 30 29 0a 67 72 69 64 28 31 29 81 6b 83 1f 07 01 01 81 6f 81 6f 52 inewidth=20).grid(1).k......o.oR
13960 16 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e .testInput.=.np.arange(-6,.6,.0.
13980 30 31 29 0a 70 72 69 6e 74 28 6c 65 6e 28 74 65 73 74 49 6e 70 75 74 29 29 0a 70 6c 6f 74 28 74 01).print(len(testInput)).plot(t
139a0 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 estInput,.sigmoid(testInput),.li
139c0 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 28 31 29 74 65 73 74 49 6e 70 75 74 20 3d 20 6e 70 newidth=2).grid(1)testInput.=.np
139e0 2e 61 72 61 6e 67 65 28 2d 36 2c 20 36 2c 20 30 2e 30 31 29 0a 70 72 69 6e 74 28 6c 65 6e 28 74 .arange(-6,.6,.0.01).print(len(t
13a00 65 73 74 49 6e 70 75 74 29 29 0a 70 6c 6f 74 28 74 65 73 74 49 6e 70 75 74 2c 20 73 69 67 6d 6f estInput)).plot(testInput,.sigmo
13a20 69 64 28 74 65 73 74 49 6e 70 75 74 29 2c 20 6c 69 6e 65 77 69 64 74 68 3d 32 29 0a 67 72 69 64 id(testInput),.linewidth=2).grid
13a40 28 31 29 13 83 1e 05 01 01 19 19 52 15 78 20 3d 20 31 30 78 20 3d 20 31 30 8b 23 83 1d 07 01 01 (1)........R.x.=.10x.=.10.#.....
13a60 8b 27 8b 27 52 14 63 6c 61 73 73 20 4e 65 75 72 61 6c 4e 65 74 77 6f 72 6b 3a 0a 20 20 20 20 64 .'.'R.class.NeuralNetwork:.....d
13a80 65 66 20 5f 5f 69 6e 69 74 5f 5f 28 73 65 6c 66 29 3a 0a 20 20 20 20 20 20 20 20 23 20 44 65 66 ef.__init__(self):.........#.Def
13aa0 69 6e 65 20 48 79 70 65 72 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 73 65 6c 66 ine.HyperParameters.........self
13ac0 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 32 0a 20 20 20 20 20 20 20 20 73 65 6c 66 .inputLayerSize.=.2.........self
13ae0 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 20 3d 20 33 0a 20 20 20 20 20 20 20 20 73 65 6c .hiddenLayerSize.=.3.........sel
13b00 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 31 0a 0a 20 20 20 20 20 20 20 20 23 f.outputLayerSize.=.1..........#
13b20 20 57 65 69 67 68 74 73 20 28 50 61 72 61 6d 65 74 65 72 73 29 0a 20 20 20 20 20 20 20 20 73 65 .Weights.(Parameters).........se
13b40 6c 66 2e 77 31 20 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 61 6e 64 6e 28 73 65 6c 66 2e 69 6e 70 lf.w1.=.np.random.randn(self.inp
13b60 75 74 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a utLayerSize,.self.hiddenLayerSiz
13b80 65 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 32 20 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 e).........self.w2.=.np.random.r
13ba0 61 6e 64 6e 28 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e andn(self.hiddenLayerSize,.self.
13bc0 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 29 0a 0a 20 20 20 20 64 65 66 20 66 6f 72 77 61 72 outputLayerSize)......def.forwar
13be0 64 28 73 65 6c 66 2c 20 78 29 3a 0a 20 20 20 20 20 20 20 20 23 20 50 72 6f 70 6f 67 61 74 65 20 d(self,.x):.........#.Propogate.
13c00 69 6e 70 75 74 73 20 74 68 72 6f 75 67 68 74 20 6e 65 74 77 6f 72 6b 0a 20 20 20 20 20 20 20 20 inputs.throught.network.........
13c20 73 65 6c 66 2e 7a 32 20 3d 20 6e 70 2e 64 6f 74 28 78 2c 20 73 65 6c 66 2e 77 31 29 0a 20 20 20 self.z2.=.np.dot(x,.self.w1)....
13c40 20 20 20 20 20 73 65 6c 66 2e 61 32 20 3d 20 73 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 .....self.a2.=.self.sigmoid(self
13c60 2e 7a 32 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a 33 20 3d 20 6e 70 2e 64 6f 74 28 73 65 .z2).........self.z3.=.np.dot(se
13c80 6c 66 2e 61 32 2c 20 73 65 6c 66 2e 77 32 29 0a 20 20 20 20 20 20 20 20 79 48 61 74 20 3d 20 73 lf.a2,.self.w2).........yHat.=.s
13ca0 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 33 29 0a 20 20 20 20 20 20 20 20 72 65 74 elf.sigmoid(self.z3).........ret
13cc0 75 72 6e 20 79 48 61 74 0a 0a 20 20 20 20 64 65 66 20 73 69 67 6d 6f 69 64 28 73 65 6c 66 2c 20 urn.yHat......def.sigmoid(self,.
13ce0 7a 29 3a 0a 20 20 20 20 20 20 20 20 23 20 41 70 70 6c 79 20 73 69 67 6d 6f 69 64 20 61 63 74 69 z):.........#.Apply.sigmoid.acti
13d00 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 31 vation.function.........return.1
13d20 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d 7a 29 29 63 6c 61 73 73 20 4e 65 75 72 61 6c 4e ./.(1.+.np.exp(-z))class.NeuralN
13d40 65 74 77 6f 72 6b 3a 0a 20 20 20 20 64 65 66 20 5f 5f 69 6e 69 74 5f 5f 28 73 65 6c 66 29 3a 0a etwork:.....def.__init__(self):.
13d60 20 20 20 20 20 20 20 20 23 20 44 65 66 69 6e 65 20 48 79 70 65 72 50 61 72 61 6d 65 74 65 72 73 ........#.Define.HyperParameters
13d80 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 20 32 .........self.inputLayerSize.=.2
13da0 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 20 3d 20 .........self.hiddenLayerSize.=.
13dc0 33 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 20 3d 3.........self.outputLayerSize.=
13de0 20 31 0a 0a 20 20 20 20 20 20 20 20 23 20 57 65 69 67 68 74 73 20 28 50 61 72 61 6d 65 74 65 72 .1..........#.Weights.(Parameter
13e00 73 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 31 20 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 s).........self.w1.=.np.random.r
13e20 61 6e 64 6e 28 73 65 6c 66 2e 69 6e 70 75 74 4c 61 79 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 68 andn(self.inputLayerSize,.self.h
13e40 69 64 64 65 6e 4c 61 79 65 72 53 69 7a 65 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 77 32 20 iddenLayerSize).........self.w2.
13e60 3d 20 6e 70 2e 72 61 6e 64 6f 6d 2e 72 61 6e 64 6e 28 73 65 6c 66 2e 68 69 64 64 65 6e 4c 61 79 =.np.random.randn(self.hiddenLay
13e80 65 72 53 69 7a 65 2c 20 73 65 6c 66 2e 6f 75 74 70 75 74 4c 61 79 65 72 53 69 7a 65 29 0a 0a 20 erSize,.self.outputLayerSize)...
13ea0 20 20 20 64 65 66 20 66 6f 72 77 61 72 64 28 73 65 6c 66 2c 20 78 29 3a 0a 20 20 20 20 20 20 20 ...def.forward(self,.x):........
13ec0 20 23 20 50 72 6f 70 6f 67 61 74 65 20 69 6e 70 75 74 73 20 74 68 72 6f 75 67 68 74 20 6e 65 74 .#.Propogate.inputs.throught.net
13ee0 77 6f 72 6b 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a 32 20 3d 20 6e 70 2e 64 6f 74 28 78 2c work.........self.z2.=.np.dot(x,
13f00 20 73 65 6c 66 2e 77 31 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 61 32 20 3d 20 73 65 6c 66 .self.w1).........self.a2.=.self
13f20 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 32 29 0a 20 20 20 20 20 20 20 20 73 65 6c 66 2e 7a .sigmoid(self.z2).........self.z
13f40 33 20 3d 20 6e 70 2e 64 6f 74 28 73 65 6c 66 2e 61 32 2c 20 73 65 6c 66 2e 77 32 29 0a 20 20 20 3.=.np.dot(self.a2,.self.w2)....
13f60 20 20 20 20 20 79 48 61 74 20 3d 20 73 65 6c 66 2e 73 69 67 6d 6f 69 64 28 73 65 6c 66 2e 7a 33 .....yHat.=.self.sigmoid(self.z3
13f80 29 0a 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 79 48 61 74 0a 0a 20 20 20 20 64 65 66 20 73 ).........return.yHat......def.s
13fa0 69 67 6d 6f 69 64 28 73 65 6c 66 2c 20 7a 29 3a 0a 20 20 20 20 20 20 20 20 23 20 41 70 70 6c 79 igmoid(self,.z):.........#.Apply
13fc0 20 73 69 67 6d 6f 69 64 20 61 63 74 69 76 61 74 69 6f 6e 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 .sigmoid.activation.function....
13fe0 20 20 20 20 20 72 65 74 75 72 6e 20 31 20 2f 20 28 31 20 2b 20 6e 70 2e 65 78 70 28 2d 7a 29 29 .....return.1./.(1.+.np.exp(-z))
14000 0d 00 00 00 2e 00 84 00 0f c4 0f b8 0f 3e 0f 04 0e c8 0e bc 0e 80 0e 44 0e 10 0d dc 0d a8 0d 74 .............>.........D.......t
14020 0d 40 0d 31 0c ff 0c eb 0c b9 0c 6c 0c 3a 0b d8 0b 93 0b 33 0a cb 0a 89 0a 43 09 f3 09 85 09 23 .@.1.......l.:.....3.....C.....#
14040 08 b7 08 55 08 41 08 2f 08 13 07 af 07 59 06 f9 06 8d 06 1b 05 ad 04 ec 04 29 03 70 02 a7 01 e8 ...U.A./.....Y...........).p....
14060 01 3b 00 84 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .;..............................
14080 00 00 00 00 81 33 83 5b 07 01 01 81 37 81 37 55 1a 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 .....3.[....7.7U.for.row.in.rows
140a0 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 :.....cell.=.row.find_elements(B
140c0 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 63 65 6c 6c y.TAG_NAME,.'td').....print(cell
140e0 2e 74 65 78 74 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 .text)for.row.in.rows:.....cell.
14100 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c =.row.find_elements(By.TAG_NAME,
14120 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 63 65 6c 6c 2e 74 65 78 74 29 81 29 83 5a 07 .'td').....print(cell.text).).Z.
14140 01 01 81 2d 81 2d 55 19 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c ...-.-U.for.row.in.rows:.....cel
14160 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d l.=.row.find_elements(By.TAG_NAM
14180 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 63 65 6c 6c 29 66 6f 72 20 72 6f 77 20 E,.'td').....print(cell)for.row.
141a0 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 in.rows:.....cell.=.row.find_ele
141c0 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 ments(By.TAG_NAME,.'td').....pri
141e0 6e 74 28 63 65 6c 6c 29 81 3b 83 59 07 01 01 81 3f 81 3f 55 18 66 6f 72 20 72 6f 77 20 69 6e 20 nt(cell).;.Y....?.?U.for.row.in.
14200 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e rows:.....cell.=.row.find_elemen
14220 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 ts(By.TAG_NAME,.'td').....print(
14240 74 79 70 65 28 63 65 6c 6c 5b 3a 5d 29 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 type(cell[:]))for.row.in.rows:..
14260 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 ...cell.=.row.find_elements(By.T
14280 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 74 79 70 65 28 63 65 AG_NAME,.'td').....print(type(ce
142a0 6c 6c 5b 3a 5d 29 29 81 45 83 58 07 01 01 81 49 81 49 55 17 66 6f 72 20 72 6f 77 20 69 6e 20 72 ll[:])).E.X....I.IU.for.row.in.r
142c0 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 ows:.....cell.=.row.find_element
142e0 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 74 s(By.TAG_NAME,.'td').....print(t
14300 79 70 65 28 63 65 6c 6c 5b 3a 5d 2e 74 65 78 74 29 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 ype(cell[:].text))for.row.in.row
14320 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 s:.....cell.=.row.find_elements(
14340 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 74 79 70 By.TAG_NAME,.'td').....print(typ
14360 65 28 63 65 6c 6c 5b 3a 5d 2e 74 65 78 74 29 29 81 35 83 57 07 01 01 81 39 81 39 55 16 66 6f 72 e(cell[:].text)).5.W....9.9U.for
14380 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e .row.in.rows:.....cell.=.row.fin
143a0 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 d_elements(By.TAG_NAME,.'td')...
143c0 20 20 70 72 69 6e 74 28 74 79 70 65 28 63 65 6c 6c 29 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f ..print(type(cell))for.row.in.ro
143e0 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 ws:.....cell.=.row.find_elements
14400 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 74 79 (By.TAG_NAME,.'td').....print(ty
14420 70 65 28 63 65 6c 6c 29 29 81 3f 83 56 07 01 01 81 43 81 43 55 15 66 6f 72 20 72 6f 77 20 69 6e pe(cell)).?.V....C.CU.for.row.in
14440 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 .rows:.....cell.=.row.find_eleme
14460 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 nts(By.TAG_NAME,.'td').....print
14480 28 74 79 70 65 28 63 65 6c 6c 2e 74 65 78 74 29 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 (type(cell.text))for.row.in.rows
144a0 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 :.....cell.=.row.find_elements(B
144c0 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 74 79 70 65 y.TAG_NAME,.'td').....print(type
144e0 28 63 65 6c 6c 2e 74 65 78 74 29 29 81 3d 83 55 07 01 01 81 41 81 41 55 14 66 6f 72 20 72 6f 77 (cell.text)).=.U....A.AU.for.row
14500 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c .in.rows:.....cell.=.row.find_el
14520 65 6d 65 6e 74 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 ement(By.TAG_NAME,.'td').....pri
14540 6e 74 28 74 79 70 65 28 63 65 6c 6c 2e 74 65 78 74 29 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f nt(type(cell.text))for.row.in.ro
14560 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 ws:.....cell.=.row.find_element(
14580 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 74 79 70 By.TAG_NAME,.'td').....print(typ
145a0 65 28 63 65 6c 6c 2e 74 65 78 74 29 29 6b 83 54 05 01 01 71 71 55 13 66 6f 72 20 63 65 6c 6c 20 e(cell.text))k.T...qqU.for.cell.
145c0 69 6e 20 72 6f 77 73 5b 30 5d 3a 0a 20 20 20 20 70 72 69 6e 74 28 74 79 70 65 28 63 65 6c 6c 5b in.rows[0]:.....print(type(cell[
145e0 30 5d 2e 74 65 78 74 29 29 66 6f 72 20 63 65 6c 6c 20 69 6e 20 72 6f 77 73 5b 30 5d 3a 0a 20 20 0].text))for.cell.in.rows[0]:...
14600 20 20 70 72 69 6e 74 28 74 79 70 65 28 63 65 6c 6c 5b 30 5d 2e 74 65 78 74 29 29 6f 83 53 05 01 ..print(type(cell[0].text))o.S..
14620 01 75 75 55 12 66 6f 72 20 63 65 6c 6c 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 70 72 69 6e 74 .uuU.for.cell.in.rows:.....print
14640 28 74 79 70 65 28 63 65 6c 6c 5b 30 5d 2e 74 65 78 74 29 29 0a 20 20 20 20 66 6f 72 20 63 65 6c (type(cell[0].text)).....for.cel
14660 6c 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 74 79 70 65 28 63 65 6c 6c 5b 30 l.in.rows:.....print(type(cell[0
14680 5d 2e 74 65 78 74 29 29 0a 20 20 20 20 69 83 52 05 01 01 6f 6f 55 11 66 6f 72 20 63 65 6c 6c 20 ].text)).....i.R...ooU.for.cell.
146a0 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 74 79 70 65 28 63 65 6c 6c 2e 74 65 78 in.rows:.....print(type(cell.tex
146c0 74 29 29 0a 20 20 20 20 66 6f 72 20 63 65 6c 6c 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 70 72 t)).....for.cell.in.rows:.....pr
146e0 69 6e 74 28 74 79 70 65 28 63 65 6c 6c 2e 74 65 78 74 29 29 0a 20 20 20 20 5d 83 51 05 01 01 63 int(type(cell.text)).....].Q...c
14700 63 55 10 66 6f 72 20 63 65 6c 6c 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 cU.for.cell.in.rows:.....print(c
14720 65 6c 6c 2e 74 65 78 74 29 0a 20 20 20 20 66 6f 72 20 63 65 6c 6c 20 69 6e 20 72 6f 77 73 3a 0a ell.text).....for.cell.in.rows:.
14740 20 20 20 20 70 72 69 6e 74 28 63 65 6c 6c 2e 74 65 78 74 29 0a 20 20 20 20 53 83 50 05 01 01 59 ....print(cell.text).....S.P...Y
14760 59 55 0f 66 6f 72 20 63 65 6c 6c 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 YU.for.cell.in.rows:.....print(c
14780 65 6c 6c 29 0a 20 20 20 20 66 6f 72 20 63 65 6c 6c 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 70 ell).....for.cell.in.rows:.....p
147a0 72 69 6e 74 28 63 65 6c 6c 29 0a 20 20 20 20 61 83 4f 05 01 01 67 67 55 0e 63 65 6c 6c 73 20 3d rint(cell).....a.O...ggU.cells.=
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15880 20 63 65 6c 6c 73 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 .cells.=.row.find_elements(By.TA
158a0 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 69 66 20 69 6e 74 28 63 65 6c 6c 73 5b 33 G_NAME,.'td').....if.int(cells[3
158c0 5d 29 20 3e 20 36 30 20 6f 72 20 69 6e 74 28 63 65 6c 6c 73 5b 34 5d 29 20 3e 20 36 30 20 6f 72 ]).>.60.or.int(cells[4]).>.60.or
158e0 20 69 6e 74 28 63 65 6c 6c 73 5b 35 5d 29 20 3e 20 36 30 3a 0a 20 20 20 20 20 20 20 20 73 74 75 .int(cells[5]).>.60:.........stu
15900 64 65 6e 74 5f 61 62 6f 76 65 5f 36 30 2e 61 70 70 65 6e 64 28 63 65 6c 6c 73 29 0a 20 20 20 20 dent_above_60.append(cells).....
15920 20 20 20 20 5f 83 6c 05 01 01 65 65 55 2b 72 6f 77 73 3d 20 74 61 62 6c 65 2e 66 69 6e 64 5f 65 ...._.l...eeU+rows=.table.find_e
15940 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 72 27 29 72 6f 77 73 3d 20 lements(By.TAG_NAME,.'tr')rows=.
15960 74 61 62 6c 65 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c table.find_elements(By.TAG_NAME,
15980 20 27 74 72 27 29 82 6f 83 6b 07 01 01 82 73 82 73 55 2a 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f .'tr').o.k....s.sU*for.row.in.ro
159a0 77 73 5b 31 3a 5d 3a 0a 20 20 20 20 63 65 6c 6c 73 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 ws[1:]:.....cells.=.row.find_ele
159c0 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 69 66 20 ments(By.TAG_NAME,.'td').....if.
159e0 69 6e 74 28 63 65 6c 6c 73 5b 33 5d 29 20 3e 20 36 30 20 6f 72 20 69 6e 74 28 63 65 6c 6c 73 5b int(cells[3]).>.60.or.int(cells[
15a00 34 5d 29 20 3e 20 36 30 20 6f 72 20 69 6e 74 28 63 65 6c 6c 73 5b 35 5d 29 20 3e 20 36 30 3a 0a 4]).>.60.or.int(cells[5]).>.60:.
15a20 20 20 20 20 20 20 20 20 73 74 75 64 65 6e 74 5f 61 62 6f 76 65 5f 36 30 2e 61 70 70 65 6e 64 28 ........student_above_60.append(
15a40 63 65 6c 6c 73 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 5b 31 3a 5d 3a 0a 20 20 20 20 63 cells)for.row.in.rows[1:]:.....c
15a60 65 6c 6c 73 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f ells.=.row.find_elements(By.TAG_
15a80 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 69 66 20 69 6e 74 28 63 65 6c 6c 73 5b 33 5d 29 NAME,.'td').....if.int(cells[3])
15aa0 20 3e 20 36 30 20 6f 72 20 69 6e 74 28 63 65 6c 6c 73 5b 34 5d 29 20 3e 20 36 30 20 6f 72 20 69 .>.60.or.int(cells[4]).>.60.or.i
15ac0 6e 74 28 63 65 6c 6c 73 5b 35 5d 29 20 3e 20 36 30 3a 0a 20 20 20 20 20 20 20 20 73 74 75 64 65 nt(cells[5]).>.60:.........stude
15ae0 6e 74 5f 61 62 6f 76 65 5f 36 30 2e 61 70 70 65 6e 64 28 63 65 6c 6c 73 29 21 83 6a 05 01 01 27 nt_above_60.append(cells)!.j...'
15b00 27 55 29 63 65 6c 6c 73 5b 33 5d 2e 74 65 78 74 63 65 6c 6c 73 5b 33 5d 2e 74 65 78 74 21 83 69 'U)cells[3].textcells[3].text!.i
15b20 05 01 01 27 27 55 28 63 65 6c 6c 73 5b 32 5d 2e 74 65 78 74 63 65 6c 6c 73 5b 32 5d 2e 74 65 78 ...''U(cells[2].textcells[2].tex
15b40 74 21 83 68 05 01 01 27 27 55 27 63 65 6c 6c 73 5b 31 5d 2e 74 65 78 74 63 65 6c 6c 73 5b 31 5d t!.h...''U'cells[1].textcells[1]
15b60 2e 74 65 78 74 21 83 67 05 01 01 27 27 55 26 63 65 6c 6c 73 5b 30 5d 2e 74 65 78 74 63 65 6c 6c .text!.g...''U&cells[0].textcell
15b80 73 5b 30 5d 2e 74 65 78 74 17 83 66 05 01 01 1d 1d 55 25 63 65 6c 6c 73 5b 30 5d 63 65 6c 6c 73 s[0].text..f.....U%cells[0]cells
15ba0 5b 30 5d 11 83 65 05 01 01 17 17 55 24 63 65 6c 6c 73 63 65 6c 6c 73 5f 83 64 05 01 01 65 65 55 [0]..e.....U$cellscells_.d...eeU
15bc0 23 63 65 6c 6c 73 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 #cells.=.row.find_elements(By.TA
15be0 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 63 65 6c 6c 73 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c G_NAME,.'td')cells.=.row.find_el
15c00 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0d 83 63 05 01 01 13 ements(By.TAG_NAME,.'td')..c....
15c20 13 55 22 72 6f 77 72 6f 77 35 83 62 05 01 01 5d 19 55 21 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 .U"rowrow5.b...].U!get_ipython()
15c40 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 65 64 27 2c 20 27 33 30 27 29 25 65 64 20 33 .run_line_magic('ed',.'30')%ed.3
15c60 30 35 83 61 05 01 01 5d 19 55 20 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 05.a...].U.get_ipython().run_lin
15c80 65 5f 6d 61 67 69 63 28 27 65 64 27 2c 20 27 33 30 27 29 25 65 64 20 33 30 34 83 60 05 01 01 5d e_magic('ed',.'30')%ed.304.`...]
15ca0 17 55 1f 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 .U.get_ipython().run_line_magic(
15cc0 27 65 64 69 74 27 2c 20 27 27 29 25 65 64 69 74 81 55 83 5f 07 01 01 81 59 81 59 55 1e 66 6f 72 'edit',.'')%edit.U._....Y.YU.for
15ce0 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e .row.in.rows:.....cell.=.row.fin
15d00 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 d_elements(By.TAG_NAME,.'td')...
15d20 20 20 70 72 69 6e 74 28 6c 69 73 74 28 63 2e 74 65 78 74 20 66 6f 72 20 63 20 69 6e 20 63 65 6c ..print(list(c.text.for.c.in.cel
15d40 6c 29 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 l))for.row.in.rows:.....cell.=.r
15d60 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 ow.find_elements(By.TAG_NAME,.'t
15d80 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 6c 69 73 74 28 63 2e 74 65 78 74 20 66 6f 72 20 63 20 d').....print(list(c.text.for.c.
15da0 69 6e 20 63 65 6c 6c 29 29 81 49 83 5e 07 01 01 81 4d 81 4d 55 1d 66 6f 72 20 72 6f 77 20 69 6e in.cell)).I.^....M.MU.for.row.in
15dc0 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 .rows:.....cell.=.row.find_eleme
15de0 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 nts(By.TAG_NAME,.'td').....print
15e00 28 63 2e 74 65 78 74 29 20 66 6f 72 20 63 20 69 6e 20 63 65 6c 6c 66 6f 72 20 72 6f 77 20 69 6e (c.text).for.c.in.cellfor.row.in
15e20 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 .rows:.....cell.=.row.find_eleme
15e40 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 nts(By.TAG_NAME,.'td').....print
15e60 28 63 2e 74 65 78 74 29 20 66 6f 72 20 63 20 69 6e 20 63 65 6c 6c 81 49 83 5d 07 01 01 81 4d 81 (c.text).for.c.in.cell.I.]....M.
15e80 4d 55 1c 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 MU.for.row.in.rows:.....cell.=.r
15ea0 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 ow.find_elements(By.TAG_NAME,.'t
15ec0 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 63 2e 74 65 78 74 20 66 6f 72 20 63 20 69 6e 20 63 65 d').....print(c.text.for.c.in.ce
15ee0 6c 6c 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 ll)for.row.in.rows:.....cell.=.r
15f00 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 ow.find_elements(By.TAG_NAME,.'t
15f20 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 63 2e 74 65 78 74 20 66 6f 72 20 63 20 69 6e 20 63 65 d').....print(c.text.for.c.in.ce
15f40 6c 6c 29 81 39 83 5c 07 01 01 81 3d 81 3d 55 1b 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a ll).9.\....=.=U.for.row.in.rows:
15f60 0a 20 20 20 20 63 65 6c 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 .....cell.=.row.find_elements(By
15f80 2e 54 41 47 5f 4e 41 4d 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 63 65 6c 6c 5b .TAG_NAME,.'td').....print(cell[
15fa0 3a 5d 2e 74 65 78 74 29 66 6f 72 20 72 6f 77 20 69 6e 20 72 6f 77 73 3a 0a 20 20 20 20 63 65 6c :].text)for.row.in.rows:.....cel
15fc0 6c 20 3d 20 72 6f 77 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d l.=.row.find_elements(By.TAG_NAM
15fe0 45 2c 20 27 74 64 27 29 0a 20 20 20 20 70 72 69 6e 74 28 63 65 6c 6c 5b 3a 5d 2e 74 65 78 74 29 E,.'td').....print(cell[:].text)
16000 0d 00 00 00 2d 00 85 00 0e 39 0e 0f 0d cd 0d a8 0d 65 0d 17 0c 9f 0c 73 0c 33 0c 11 0b cd 0b 93 ....-....9.......e.....s.3......
16020 0b 5d 0b 19 0a f7 0a b3 0a 8e 0a 16 09 ea 09 a6 09 7b 08 be 08 a2 08 7c 07 d0 07 25 07 15 06 5e .]...............{.....|...%...^
16040 05 85 05 43 05 2b 04 f7 04 b4 04 72 04 2f 04 11 03 86 02 fd 02 76 01 c7 01 af 01 12 00 cf 00 aa ...C.+.....r./.......v..........
16060 00 85 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
16080 00 00 00 00 00 22 84 28 05 01 09 29 29 5e 69 6d 70 6f 72 74 20 6d 61 72 69 61 64 62 69 6d 70 6f .....".(...))^import.mariadbimpo
160a0 72 74 20 6d 61 72 69 61 64 62 22 84 27 05 01 09 29 29 5d 69 6d 70 6f 72 74 20 6d 61 72 69 61 64 rt.mariadb".'...))]import.mariad
160c0 62 69 6d 70 6f 72 74 20 6d 61 72 69 61 64 62 40 84 26 05 01 01 69 23 5c 0a 67 65 74 5f 69 70 79 bimport.mariadb@.&...i#\.get_ipy
160e0 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 72 75 6e 27 2c 20 27 74 65 thon().run_line_magic('run',.'te
16100 73 74 2e 70 79 27 29 72 75 6e 20 74 65 73 74 2e 70 79 81 19 84 25 07 01 01 81 1d 81 1d 5c 09 66 st.py')run.test.py...%.......\.f
16120 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 63 or.checkbox.in.checkboxes:.....c
16140 68 65 63 6b 65 64 20 3d 20 30 20 3f 20 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 hecked.=.0.?.checkbox.is_selecte
16160 64 28 29 20 3a 20 31 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 d().:.1for.checkbox.in.checkboxe
16180 73 3a 0a 20 20 20 20 63 68 65 63 6b 65 64 20 3d 20 30 20 3f 20 63 68 65 63 6b 62 6f 78 2e 69 73 s:.....checked.=.0.?.checkbox.is
161a0 5f 73 65 6c 65 63 74 65 64 28 29 20 3a 20 31 15 84 24 05 01 01 1b 1b 5c 08 63 68 65 63 6b 65 64 _selected().:.1..$.....\.checked
161c0 63 68 65 63 6b 65 64 81 2b 84 23 07 01 01 81 2f 81 2f 5c 07 66 6f 72 20 63 68 65 63 6b 62 6f 78 checked.+.#...././\.for.checkbox
161e0 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 63 68 65 63 6b 65 64 20 3d 20 30 20 .in.checkboxes:.....checked.=.0.
16200 69 66 20 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 20 65 6c 73 65 20 31 if.checkbox.is_selected().else.1
16220 0a 20 20 20 20 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a .....for.checkbox.in.checkboxes:
16240 0a 20 20 20 20 63 68 65 63 6b 65 64 20 3d 20 30 20 69 66 20 63 68 65 63 6b 62 6f 78 2e 69 73 5f .....checked.=.0.if.checkbox.is_
16260 73 65 6c 65 63 74 65 64 28 29 20 65 6c 73 65 20 31 0a 20 20 20 20 81 03 84 22 07 01 01 81 07 81 selected().else.1........"......
16280 07 5c 06 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 .\.for.checkbox.in.checkboxes:..
162a0 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 ...print(checkbox.is_selected())
162c0 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 for.checkbox.in.checkboxes:.....
162e0 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 81 05 84 print(checkbox.is_selected())...
16300 21 07 01 01 81 09 81 09 5c 05 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 !.......\.for.checkbox.in.checkb
16320 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 65 2e 69 73 5f 73 65 6c oxes:.....print(checkboxe.is_sel
16340 65 63 74 65 64 28 29 29 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 ected())for.checkbox.in.checkbox
16360 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 65 2e 69 73 5f 73 65 6c 65 63 es:.....print(checkboxe.is_selec
16380 74 65 64 28 29 29 81 07 84 20 07 01 01 81 0b 81 0b 5c 04 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 ted())...........\.for.checkbox.
163a0 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f in.checkboxes:.....print(checkbo
163c0 78 65 73 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 xes.is_selected())for.checkbox.i
163e0 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 n.checkboxes:.....print(checkbox
16400 65 73 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 1b 84 1f 05 01 01 21 21 5c 03 63 68 65 63 6b es.is_selected())......!!\.check
16420 62 6f 78 65 73 63 68 65 63 6b 62 6f 78 65 73 40 84 1e 05 01 01 69 23 5c 02 67 65 74 5f 69 70 79 boxescheckboxes@.....i#\.get_ipy
16440 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 72 75 6e 27 2c 20 27 74 65 thon().run_line_magic('run',.'te
16460 73 74 2e 70 79 27 29 72 75 6e 20 74 65 73 74 2e 70 79 3f 84 1d 05 01 09 69 23 5c 67 65 74 5f 69 st.py')run.test.py?.....i#\get_i
16480 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 72 75 6e 27 2c 20 27 python().run_line_magic('run',.'
164a0 74 65 73 74 2e 70 79 27 29 72 75 6e 20 74 65 73 74 2e 70 79 40 84 1c 05 01 01 69 23 5b 04 67 65 test.py')run.test.py@.....i#[.ge
164c0 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 72 75 6e 27 t_ipython().run_line_magic('run'
164e0 2c 20 27 74 65 73 74 2e 70 79 27 29 72 75 6e 20 74 65 73 74 2e 70 79 31 84 1b 05 01 01 5b 13 5b ,.'test.py')run.test.py1.....[.[
16500 03 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 72 .get_ipython().run_line_magic('r
16520 75 6e 27 2c 20 27 27 29 72 75 6e 15 84 1a 05 01 01 1b 1b 5b 02 6f 70 74 69 6f 6e 73 6f 70 74 69 un',.'')run........[.optionsopti
16540 6f 6e 73 3f 84 19 05 01 09 69 23 5b 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 ons?.....i#[get_ipython().run_li
16560 6e 65 5f 6d 61 67 69 63 28 27 72 75 6e 27 2c 20 27 74 65 73 74 2e 70 79 27 29 72 75 6e 20 74 65 ne_magic('run',.'test.py')run.te
16580 73 74 2e 70 79 81 55 84 18 07 01 01 81 59 81 59 5a 05 73 75 6d 20 3d 20 30 0a 66 6f 72 20 69 20 st.py.U......Y.YZ.sum.=.0.for.i.
165a0 69 6e 20 72 61 6e 67 65 28 31 30 30 30 30 30 30 30 30 30 29 3a 0a 20 20 20 20 69 66 20 69 20 25 in.range(1000000000):.....if.i.%
165c0 20 33 20 3d 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 3a 0a 20 20 20 20 20 20 20 20 73 .3.==.0.or.i.%.5.==.0:.........s
165e0 75 6d 20 2b 3d 20 69 0a 20 20 20 20 20 20 20 20 70 72 69 6e 74 28 69 29 73 75 6d 20 3d 20 30 0a um.+=.i.........print(i)sum.=.0.
16600 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 31 30 30 30 30 30 30 30 30 30 29 3a 0a 20 20 20 20 for.i.in.range(1000000000):.....
16620 69 66 20 69 20 25 20 33 20 3d 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 3a 0a 20 20 20 if.i.%.3.==.0.or.i.%.5.==.0:....
16640 20 20 20 20 20 73 75 6d 20 2b 3d 20 69 0a 20 20 20 20 20 20 20 20 70 72 69 6e 74 28 69 29 81 33 .....sum.+=.i.........print(i).3
16660 84 17 07 01 01 81 37 81 37 5a 04 73 75 6d 20 3d 20 30 0a 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 ......7.7Z.sum.=.0.for.i.in.rang
16680 65 28 31 30 30 30 30 30 30 30 30 30 29 3a 0a 20 20 20 20 69 66 20 69 20 25 20 33 20 3d 3d 20 30 e(1000000000):.....if.i.%.3.==.0
166a0 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 3a 0a 20 20 20 20 20 20 20 20 73 75 6d 20 2b 3d 20 69 .or.i.%.5.==.0:.........sum.+=.i
166c0 73 75 6d 20 3d 20 30 0a 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 31 30 30 30 30 30 30 30 30 sum.=.0.for.i.in.range(100000000
166e0 30 29 3a 0a 20 20 20 20 69 66 20 69 20 25 20 33 20 3d 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 0):.....if.i.%.3.==.0.or.i.%.5.=
16700 3d 20 30 3a 0a 20 20 20 20 20 20 20 20 73 75 6d 20 2b 3d 20 69 0d 84 16 05 01 01 13 13 5a 03 73 =.0:.........sum.+=.i........Z.s
16720 75 6d 73 75 6d 81 27 84 15 07 01 01 81 2b 81 2b 5a 02 73 75 6d 20 3d 20 30 0a 66 6f 72 20 69 20 umsum.'......+.+Z.sum.=.0.for.i.
16740 69 6e 20 72 61 6e 67 65 28 31 30 30 30 29 3a 0a 20 20 20 20 69 66 20 69 20 25 20 33 20 3d 3d 20 in.range(1000):.....if.i.%.3.==.
16760 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 3a 0a 20 20 20 20 20 20 20 20 73 75 6d 20 2b 3d 20 0.or.i.%.5.==.0:.........sum.+=.
16780 69 73 75 6d 20 3d 20 30 0a 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 31 30 30 30 29 3a 0a 20 isum.=.0.for.i.in.range(1000):..
167a0 20 20 20 69 66 20 69 20 25 20 33 20 3d 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 3a 0a ...if.i.%.3.==.0.or.i.%.5.==.0:.
167c0 20 20 20 20 20 20 20 20 73 75 6d 20 2b 3d 20 69 81 28 84 14 07 01 09 81 2d 81 2d 5a 66 6f 72 20 ........sum.+=.i.(......-.-Zfor.
167e0 69 20 69 6e 20 72 61 6e 67 65 28 31 30 30 30 29 3a 0a 20 20 20 20 69 66 20 69 20 25 20 33 20 3d i.in.range(1000):.....if.i.%.3.=
16800 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 3a 0a 20 20 20 20 20 20 20 20 73 75 6d 20 2b =.0.or.i.%.5.==.0:.........sum.+
16820 3d 20 69 0a 20 20 20 20 20 20 20 20 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 31 30 30 30 29 =.i.........for.i.in.range(1000)
16840 3a 0a 20 20 20 20 69 66 20 69 20 25 20 33 20 3d 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 :.....if.i.%.3.==.0.or.i.%.5.==.
16860 30 3a 0a 20 20 20 20 20 20 20 20 73 75 6d 20 2b 3d 20 69 0a 20 20 20 20 20 20 20 20 23 84 13 05 0:.........sum.+=.i.........#...
16880 01 01 29 29 59 04 73 75 6d 28 6d 75 6c 74 69 70 6c 65 73 29 73 75 6d 28 6d 75 6c 74 69 70 6c 65 ..))Y.sum(multiples)sum(multiple
168a0 73 29 19 84 12 05 01 01 1f 1f 59 03 6d 75 6c 74 69 70 6c 65 73 6d 75 6c 74 69 70 6c 65 73 81 39 s)........Y.multiplesmultiples.9
168c0 84 11 07 01 01 81 3d 81 3d 59 02 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 31 30 30 30 29 3a ......=.=Y.for.i.in.range(1000):
168e0 0a 20 20 20 20 69 66 20 69 20 25 20 33 20 3d 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 .....if.i.%.3.==.0.or.i.%.5.==.0
16900 3a 0a 20 20 20 20 20 20 20 20 6d 75 6c 74 69 70 6c 65 73 2e 61 64 64 28 69 29 0a 20 20 20 20 20 :.........multiples.add(i)......
16920 20 20 20 66 6f 72 20 69 20 69 6e 20 72 61 6e 67 65 28 31 30 30 30 29 3a 0a 20 20 20 20 69 66 20 ...for.i.in.range(1000):.....if.
16940 69 20 25 20 33 20 3d 3d 20 30 20 6f 72 20 69 20 25 20 35 20 3d 3d 20 30 3a 0a 20 20 20 20 20 20 i.%.3.==.0.or.i.%.5.==.0:.......
16960 20 20 6d 75 6c 74 69 70 6c 65 73 2e 61 64 64 28 69 29 0a 20 20 20 20 20 20 20 20 28 84 10 05 01 ..multiples.add(i).........(....
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192a0 2e 6d 6f 64 65 6c 5f 73 65 6c 65 63 74 69 6f 6e 20 69 6d 70 6f 72 74 20 74 72 61 69 6e 5f 74 65 .model_selection.import.train_te
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19360 6c 65 61 72 6e 2e 6d 6f 64 65 6c 5f 73 65 6c 65 63 74 69 6f 6e 20 69 6d 70 6f 72 74 20 74 72 61 learn.model_selection.import.tra
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19960 61 72 6e 2e 6d 6f 64 65 6c 5f 73 65 6c 65 63 74 69 6f 6e 20 69 6d 70 6f 72 74 20 74 72 61 69 6e arn.model_selection.import.train
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19c80 6e 74 28 42 79 2e 43 4c 41 53 53 5f 4e 41 4d 45 2c 20 22 64 6f 77 6e 6c 6f 61 64 2d 62 75 74 74 nt(By.CLASS_NAME,."download-butt
19ca0 6f 6e 22 29 64 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 43 4c 41 53 53 5f 4e 41 4d 45 on")d.find_element(By.CLASS_NAME
19cc0 2c 20 22 64 6f 77 6e 6c 6f 61 64 2d 62 75 74 74 6f 6e 22 29 5d 84 6b 05 02 09 63 63 00 a6 64 2e ,."download-button")].k...cc..d.
19ce0 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 43 4c 41 53 53 2c 20 22 64 6f 77 6e 6c 6f 61 64 find_element(By.CLASS,."download
19d00 2d 62 75 74 74 6f 6e 22 29 64 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 43 4c 41 53 53 -button")d.find_element(By.CLASS
19d20 2c 20 22 64 6f 77 6e 6c 6f 61 64 2d 62 75 74 74 6f 6e 22 29 1e 84 6a 05 02 01 23 23 00 a0 11 61 ,."download-button")..j...##...a
19d40 2e 70 65 72 66 6f 72 6d 28 29 61 2e 70 65 72 66 6f 72 6d 28 29 32 84 69 05 02 01 37 37 00 a0 10 .perform()a.perform()2.i...77...
19d60 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 61 2e 6d 6f 76 65 5f 74 6f 5f 65 a.move_to_element(dn)a.move_to_e
19d80 6c 65 6d 65 6e 74 28 64 6e 29 2e 84 68 05 02 01 33 33 00 a0 0f 61 20 3d 20 41 63 74 69 6f 6e 43 lement(dn)..h...33...a.=.ActionC
19da0 68 61 69 6e 73 28 64 29 61 20 3d 20 41 63 74 69 6f 6e 43 68 61 69 6e 73 28 64 29 4c 84 67 05 02 hains(d)a.=.ActionChains(d)L.g..
19dc0 01 51 51 00 a0 0e 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 3b 20 61 2e 70 .QQ...a.move_to_element(dn);.a.p
19de0 65 72 66 6f 72 6d 28 29 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 3b 20 61 erform()a.move_to_element(dn);.a
19e00 2e 70 65 72 66 6f 72 6d 28 29 4c 84 66 05 02 01 51 51 00 a0 0d 61 2e 6d 6f 76 65 5f 74 6f 5f 65 .perform()L.f...QQ...a.move_to_e
19e20 6c 65 6d 65 6e 74 28 64 6e 29 3b 20 61 2e 70 65 72 66 6f 72 6d 28 29 61 2e 6d 6f 76 65 5f 74 6f lement(dn);.a.perform()a.move_to
19e40 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 3b 20 61 2e 70 65 72 66 6f 72 6d 28 29 4c 84 65 05 02 01 51 _element(dn);.a.perform()L.e...Q
19e60 51 00 a0 0c 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 3b 20 61 2e 70 65 72 Q...a.move_to_element(dn);.a.per
19e80 66 6f 72 6d 28 29 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 3b 20 61 2e 70 form()a.move_to_element(dn);.a.p
19ea0 65 72 66 6f 72 6d 28 29 32 84 64 05 02 01 37 37 00 a0 0b 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 erform()2.d...77...a.move_to_ele
19ec0 6d 65 6e 74 28 64 6e 29 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 32 84 63 ment(dn)a.move_to_element(dn)2.c
19ee0 05 02 01 37 37 00 a0 0a 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 61 2e 6d ...77...a.move_to_element(dn)a.m
19f00 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 1e 84 62 05 02 01 23 23 00 a0 09 61 2e 70 ove_to_element(dn)..b...##...a.p
19f20 65 72 66 6f 72 6d 28 29 61 2e 70 65 72 66 6f 72 6d 28 29 1e 84 61 05 02 01 23 23 00 a0 08 61 2e erform()a.perform()..a...##...a.
19f40 70 65 72 66 6f 72 6d 28 29 61 2e 70 65 72 66 6f 72 6d 28 29 1e 84 60 05 02 01 23 23 00 a0 07 61 perform()a.perform()..`...##...a
19f60 2e 70 65 72 66 6f 72 6d 28 29 61 2e 70 65 72 66 6f 72 6d 28 29 1e 84 5f 05 02 01 23 23 00 a0 06 .perform()a.perform().._...##...
19f80 61 2e 70 65 72 66 6f 72 6d 28 29 61 2e 70 65 72 66 6f 72 6d 28 29 32 84 5e 05 02 01 37 37 00 a0 a.perform()a.perform()2.^...77..
19fa0 05 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 61 2e 6d 6f 76 65 5f 74 6f 5f .a.move_to_element(dn)a.move_to_
19fc0 65 6c 65 6d 65 6e 74 28 64 6e 29 32 84 5d 05 02 01 37 37 00 a0 04 61 2e 6d 6f 76 65 5f 74 6f 5f element(dn)2.]...77...a.move_to_
19fe0 65 6c 65 6d 65 6e 74 28 64 6e 29 61 2e 6d 6f 76 65 5f 74 6f 5f 65 6c 65 6d 65 6e 74 28 64 6e 29 element(dn)a.move_to_element(dn)
1a000 0d 00 00 00 06 0e 8c 00 0f c2 0f 84 0f 46 0f 08 0e ca 0e 8c 00 00 00 00 00 00 00 00 00 00 00 00 .............F..................
1a020 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a040 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a060 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a080 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a0a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a0c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a0e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a100 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a120 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a140 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a160 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a180 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a1a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a1c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a1e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a200 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a220 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a240 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a260 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a280 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a2a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a2c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a2e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a300 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a320 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a340 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a360 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a380 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a3a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a3c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a3e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a400 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a420 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a440 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a460 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a480 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a4a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a4c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a4e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a500 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a520 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a540 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a560 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a580 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a5a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a5c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a5e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a600 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a620 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a640 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a660 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a680 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a6a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a6c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a6e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a700 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a720 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a740 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a760 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a780 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a7a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a7c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a7e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a800 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a820 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a840 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a860 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a880 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a8a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a8c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a8e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a900 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a920 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a940 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a960 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a980 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a9a0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a9c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1a9e0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aa00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aa20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aa40 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aa60 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aa80 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aaa0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aac0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aae0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ab00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ab20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ab40 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ab60 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ab80 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aba0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1abc0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1abe0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ac00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ac20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ac40 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ac60 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ac80 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1aca0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1acc0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ace0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ad00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ad20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ad40 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ad60 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ad80 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ada0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1adc0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ade0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ae00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ae20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ae40 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ae60 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1ae80 00 00 00 00 00 00 00 00 00 00 00 00 3b 81 2b 06 00 41 41 01 0d 32 30 32 34 2d 31 30 2d 32 31 20 ............;.+..AA..2024-10-21.
1aea0 31 38 3a 35 32 3a 35 36 2e 31 32 35 30 30 32 32 30 32 34 2d 31 30 2d 32 32 20 31 32 3a 30 31 3a 18:52:56.1250022024-10-22.12:01:
1aec0 33 34 2e 39 37 37 39 34 37 1d 3b 81 2a 06 00 41 41 01 0d 32 30 32 34 2d 31 30 2d 32 30 20 31 39 34.977947.;.*..AA..2024-10-20.19
1aee0 3a 31 30 3a 30 30 2e 38 33 38 30 30 35 32 30 32 34 2d 31 30 2d 32 30 20 31 39 3a 31 33 3a 35 39 :10:00.8380052024-10-20.19:13:59
1af00 2e 33 34 35 39 31 30 02 3b 81 29 06 00 41 41 01 0d 32 30 32 34 2d 31 30 2d 31 37 20 32 31 3a 33 .345910.;.)..AA..2024-10-17.21:3
1af20 37 3a 35 38 2e 38 35 31 33 35 33 32 30 32 34 2d 31 30 2d 31 38 20 31 34 3a 32 34 3a 32 30 2e 38 7:58.8513532024-10-18.14:24:20.8
1af40 37 38 33 31 32 34 3b 81 28 06 00 41 41 01 0d 32 30 32 34 2d 31 30 2d 31 37 20 31 33 3a 32 34 3a 783124;.(..AA..2024-10-17.13:24:
1af60 34 33 2e 38 39 36 33 35 37 32 30 32 34 2d 31 30 2d 31 37 20 31 36 3a 31 36 3a 35 38 2e 33 33 32 43.8963572024-10-17.16:16:58.332
1af80 39 36 39 0f 3b 81 27 06 00 41 41 01 0d 32 30 32 34 2d 31 30 2d 31 36 20 31 35 3a 31 39 3a 33 35 969.;.'..AA..2024-10-16.15:19:35
1afa0 2e 31 36 35 34 31 34 32 30 32 34 2d 31 30 2d 31 36 20 31 36 3a 31 34 3a 31 31 2e 35 34 39 33 32 .1654142024-10-16.16:14:11.54932
1afc0 31 05 3b 81 26 06 00 41 41 01 0d 32 30 32 34 2d 30 39 2d 32 30 20 31 37 3a 31 32 3a 34 30 2e 35 1.;.&..AA..2024-09-20.17:12:40.5
1afe0 31 38 39 37 37 32 30 32 34 2d 30 39 2d 32 34 20 31 36 3a 32 36 3a 30 38 2e 38 38 38 33 32 35 0b 189772024-09-24.16:26:08.888325.
1b000 0d 00 00 00 34 00 87 00 0f b3 0f 9c 0f 57 0f 14 0e 5e 0e 47 0e 32 0d e5 0d ce 0d 87 0d 72 0d 33 ....4........W...^.G.2.......r.3
1b020 0d 1e 0c 68 0c 1b 0b dc 0b c7 0b 68 0b 2f 0a f0 0a db 0a ba 0a 7d 0a 68 0a 05 09 be 09 7b 09 1c ...h.......h./.......}.h.....{..
1b040 08 d9 08 88 08 1b 07 ca 07 6b 07 11 07 04 06 bf 06 79 06 33 05 ed 05 d6 05 7b 05 1c 04 ab 04 36 .........k.......y.3.....{.....6
1b060 03 c5 03 ac 03 20 02 a7 02 2a 01 a9 01 25 00 87 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .........*...%..................
1b080 00 00 00 00 00 00 00 81 1a 85 50 07 02 01 81 1d 81 1d 00 ab 11 63 68 65 63 6b 62 6f 78 65 73 20 ..........P..........checkboxes.
1b0a0 3d 20 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 58 50 41 54 48 2c =.driver.find_elements(By.XPATH,
1b0c0 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 70 65 3d 22 63 68 65 63 6b 62 6f 78 22 5d 27 29 63 68 65 .'//input[@type="checkbox"]')che
1b0e0 63 6b 62 6f 78 65 73 20 3d 20 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 ckboxes.=.driver.find_elements(B
1b100 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 70 65 3d 22 63 68 65 63 6b 62 6f y.XPATH,.'//input[@type="checkbo
1b120 78 22 5d 27 29 81 00 85 4f 07 02 01 81 03 81 03 00 ab 10 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 x"]')...O..........driver.find_e
1b140 6c 65 6d 65 6e 74 73 28 42 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 70 65 lements(By.XPATH,.'//input[@type
1b160 3d 22 63 68 65 63 6b 62 6f 78 22 5d 27 29 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e ="checkbox"]')driver.find_elemen
1b180 74 73 28 42 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 70 65 3d 22 63 68 65 ts(By.XPATH,.'//input[@type="che
1b1a0 63 6b 62 6f 78 22 5d 27 29 7e 85 4e 07 02 01 81 01 81 01 00 ab 0f 64 72 69 76 65 72 2e 66 69 6e ckbox"]')~.N..........driver.fin
1b1c0 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 d_element(By.XPATH,.'//input[@ty
1b1e0 70 65 3d 22 63 68 65 63 6b 62 6f 78 22 5d 27 29 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d pe="checkbox"]')driver.find_elem
1b200 65 6e 74 28 42 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 70 65 3d 22 63 68 ent(By.XPATH,.'//input[@type="ch
1b220 65 63 6b 62 6f 78 22 5d 27 29 7a 85 4d 05 02 01 7f 7f 00 ab 0e 64 72 69 76 65 72 2e 66 69 6e 64 eckbox"]')z.M........driver.find
1b240 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 74 79 70 65 _element(By.XPATH,.'//input[type
1b260 3d 22 63 68 65 63 6b 62 6f 78 22 5d 27 29 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e ="checkbox"]')driver.find_elemen
1b280 74 28 42 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 74 79 70 65 3d 22 63 68 65 63 6b t(By.XPATH,.'//input[type="check
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1b2c0 65 6d 65 6e 74 28 42 79 2e 58 50 41 54 48 2c 20 22 2f 2f 69 6e 70 75 74 5b 74 79 70 65 3d 63 68 ement(By.XPATH,."//input[type=ch
1b2e0 65 63 6b 62 6f 78 5d 22 29 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e eckbox]")driver.find_element(By.
1b300 58 50 41 54 48 2c 20 22 2f 2f 69 6e 70 75 74 5b 74 79 70 65 3d 63 68 65 63 6b 62 6f 78 5d 22 29 XPATH,."//input[type=checkbox]")
1b320 81 08 85 4b 07 02 01 81 0b 81 0b 00 ab 0c 66 6f 72 20 6f 70 74 69 6f 6e 20 69 6e 20 6f 70 74 69 ...K..........for.option.in.opti
1b340 6f 6e 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 6f 70 74 69 6f 6e 2e 67 65 74 5f 61 74 74 72 69 62 ons:.....print(option.get_attrib
1b360 75 74 65 28 27 76 61 6c 75 65 27 29 29 66 6f 72 20 6f 70 74 69 6f 6e 20 69 6e 20 6f 70 74 69 6f ute('value'))for.option.in.optio
1b380 6e 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 6f 70 74 69 6f 6e 2e 67 65 74 5f 61 74 74 72 69 62 75 ns:.....print(option.get_attribu
1b3a0 74 65 28 27 76 61 6c 75 65 27 29 29 16 85 4a 05 02 01 1b 1b 00 ab 0b 6f 70 74 69 6f 6e 73 6f 70 te('value'))..J........optionsop
1b3c0 74 69 6f 6e 73 6e 85 49 05 02 01 73 73 00 ab 0a 66 6f 72 20 6f 70 74 69 6f 6e 20 69 6e 20 6f 70 tionsn.I...ss...for.option.in.op
1b3e0 74 69 6f 6e 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 6f 70 74 69 6f 6e 2e 76 61 6c 75 65 29 0a 20 tions:.....print(option.value)..
1b400 20 20 20 66 6f 72 20 6f 70 74 69 6f 6e 20 69 6e 20 6f 70 74 69 6f 6e 73 3a 0a 20 20 20 20 70 72 ...for.option.in.options:.....pr
1b420 69 6e 74 28 6f 70 74 69 6f 6e 2e 76 61 6c 75 65 29 0a 20 20 20 20 72 85 48 05 02 01 77 77 00 ab int(option.value).....r.H...ww..
1b440 09 6f 70 74 69 6f 6e 73 20 3d 20 73 65 6c 65 63 74 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 .options.=.select.find_elements(
1b460 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 22 6f 70 74 69 6f 6e 22 29 6f 70 74 69 6f 6e 73 20 3d 20 By.TAG_NAME,."option")options.=.
1b480 73 65 6c 65 63 74 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 54 41 47 5f 4e 41 4d 45 select.find_elements(By.TAG_NAME
1b4a0 2c 20 22 6f 70 74 69 6f 6e 22 29 6e 85 47 05 02 01 73 73 00 ab 08 73 65 6c 65 63 74 20 3d 20 64 ,."option")n.G...ss...select.=.d
1b4c0 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 river.find_element(By.TAG_NAME,.
1b4e0 22 73 65 6c 65 63 74 22 29 73 65 6c 65 63 74 20 3d 20 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c "select")select.=.driver.find_el
1b500 65 6d 65 6e 74 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 22 73 65 6c 65 63 74 22 29 5c 85 46 05 ement(By.TAG_NAME,."select")\.F.
1b520 02 01 61 61 00 ab 07 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 54 41 ..aa...driver.find_element(By.TA
1b540 47 5f 4e 41 4d 45 2c 20 22 73 65 6c 65 63 74 22 29 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 G_NAME,."select")driver.find_ele
1b560 6d 65 6e 74 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 22 73 65 6c 65 63 74 22 29 58 85 45 05 02 ment(By.TAG_NAME,."select")X.E..
1b580 01 5d 5d 00 ab 06 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 28 42 79 2e 54 41 47 .]]...driver.find_element(By.TAG
1b5a0 5f 4e 41 4d 45 2c 20 73 65 6c 65 63 74 29 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e _NAME,.select)driver.find_elemen
1b5c0 74 28 42 79 2e 54 41 47 5f 4e 41 4d 45 2c 20 73 65 6c 65 63 74 29 14 85 44 05 02 01 19 19 00 ab t(By.TAG_NAME,.select)..D.......
1b5e0 05 64 72 69 76 65 72 64 72 69 76 65 72 43 85 43 05 02 01 6b 25 00 ab 04 67 65 74 5f 69 70 79 74 .driverdriverC.C...k%...get_ipyt
1b600 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 72 75 6e 27 2c 20 27 6c 6f 67 hon().run_line_magic('run',.'log
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1b640 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 28 27 72 75 6e 27 t_ipython().run_line_magic('run'
1b660 2c 20 27 6c 6f 67 69 6e 2e 70 79 27 29 72 75 6e 20 6c 6f 67 69 6e 2e 70 79 43 85 41 05 02 01 6b ,.'login.py')run.login.pyC.A...k
1b680 25 00 ab 02 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f 6d 61 67 69 63 %...get_ipython().run_line_magic
1b6a0 28 27 72 75 6e 27 2c 20 27 6c 6f 67 69 6e 2e 70 79 27 29 72 75 6e 20 6c 6f 67 69 6e 2e 70 79 42 ('run',.'login.py')run.login.pyB
1b6c0 85 40 05 02 09 6b 25 00 ab 67 65 74 5f 69 70 79 74 68 6f 6e 28 29 2e 72 75 6e 5f 6c 69 6e 65 5f .@...k%..get_ipython().run_line_
1b6e0 6d 61 67 69 63 28 27 72 75 6e 27 2c 20 27 6c 6f 67 69 6e 2e 70 79 27 29 72 75 6e 20 6c 6f 67 69 magic('run',.'login.py')run.logi
1b700 6e 2e 70 79 0a 85 3f 05 02 01 0f 0f 00 aa 02 78 78 57 85 3e 05 02 09 5d 5d 00 aa 78 20 3d 20 5b n.py..?........xxW.>...]]..x.=.[
1b720 7b 31 3a 20 27 6f 6e 65 27 2c 20 32 3a 20 27 74 77 6f 27 7d 2c 20 7b 33 3a 20 27 74 68 72 65 65 {1:.'one',.2:.'two'},.{3:.'three
1b740 27 7d 5d 78 20 3d 20 5b 7b 31 3a 20 27 6f 6e 65 27 2c 20 32 3a 20 27 74 77 6f 27 7d 2c 20 7b 33 '}]x.=.[{1:.'one',.2:.'two'},.{3
1b760 3a 20 27 74 68 72 65 65 27 7d 5d 5c 85 3d 05 02 01 61 61 00 a9 34 70 72 69 6e 74 28 63 6c 61 73 :.'three'}]\.=...aa..4print(clas
1b780 73 69 66 69 63 61 74 69 6f 6e 5f 72 65 70 6f 72 74 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 29 sification_report(ytest,.ypred))
1b7a0 70 72 69 6e 74 28 63 6c 61 73 73 69 66 69 63 61 74 69 6f 6e 5f 72 65 70 6f 72 74 28 79 74 65 73 print(classification_report(ytes
1b7c0 74 2c 20 79 70 72 65 64 29 29 4e 85 3c 05 02 01 53 53 00 a9 33 63 6c 61 73 73 69 66 69 63 61 74 t,.ypred))N.<...SS..3classificat
1b7e0 69 6f 6e 5f 72 65 70 6f 72 74 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 63 6c 61 73 73 69 66 69 ion_report(ytest,.ypred)classifi
1b800 63 61 74 69 6f 6e 5f 72 65 70 6f 72 74 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 6a 85 3b 05 02 cation_report(ytest,.ypred)j.;..
1b820 01 6f 6f 00 a9 32 66 72 6f 6d 20 73 6b 6c 65 61 72 6e 2e 6d 65 74 72 69 63 73 20 69 6d 70 6f 72 .oo..2from.sklearn.metrics.impor
1b840 74 20 63 6c 61 73 73 69 66 69 63 61 74 69 6f 6e 5f 72 65 70 6f 72 74 66 72 6f 6d 20 73 6b 6c 65 t.classification_reportfrom.skle
1b860 61 72 6e 2e 6d 65 74 72 69 63 73 20 69 6d 70 6f 72 74 20 63 6c 61 73 73 69 66 69 63 61 74 69 6f arn.metrics.import.classificatio
1b880 6e 5f 72 65 70 6f 72 74 4e 85 3a 05 02 01 53 53 00 a9 31 63 6c 61 73 73 69 66 69 63 61 74 69 6f n_reportN.:...SS..1classificatio
1b8a0 6e 5f 72 65 70 6f 72 74 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 63 6c 61 73 73 69 66 69 63 61 n_report(ytest,.ypred)classifica
1b8c0 74 69 6f 6e 5f 72 65 70 6f 72 74 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 40 85 39 05 02 01 45 tion_report(ytest,.ypred)@.9...E
1b8e0 45 00 a9 30 61 63 63 75 72 61 63 79 5f 73 63 6f 72 65 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 E..0accuracy_score(ytest,.ypred)
1b900 61 63 63 75 72 61 63 79 5f 73 63 6f 72 65 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 5c 85 38 05 accuracy_score(ytest,.ypred)\.8.
1b920 02 01 61 61 00 a9 2f 66 72 6f 6d 20 73 6b 6c 65 61 72 6e 2e 6d 65 74 72 69 63 73 20 69 6d 70 6f ..aa../from.sklearn.metrics.impo
1b940 72 74 20 61 63 63 75 72 61 63 79 5f 73 63 6f 72 65 66 72 6f 6d 20 73 6b 6c 65 61 72 6e 2e 6d 65 rt.accuracy_scorefrom.sklearn.me
1b960 74 72 69 63 73 20 69 6d 70 6f 72 74 20 61 63 63 75 72 61 63 79 5f 73 63 6f 72 65 40 85 37 05 02 trics.import.accuracy_score@.7..
1b980 01 45 45 00 a9 2e 61 63 63 75 72 61 63 79 5f 73 63 6f 72 65 28 79 74 65 73 74 2c 20 79 70 72 65 .EE...accuracy_score(ytest,.ypre
1b9a0 64 29 61 63 63 75 72 61 63 79 5f 73 63 6f 72 65 28 79 74 65 73 74 2c 20 79 70 72 65 64 29 44 85 d)accuracy_score(ytest,.ypred)D.
1b9c0 36 05 02 01 49 49 00 a9 2d 63 6f 6e 66 75 73 69 6f 6e 5f 6d 61 74 72 69 78 28 79 74 65 73 74 2c 6...II..-confusion_matrix(ytest,
1b9e0 20 79 70 72 65 64 29 63 6f 6e 66 75 73 69 6f 6e 5f 6d 61 74 72 69 78 28 79 74 65 73 74 2c 20 79 .ypred)confusion_matrix(ytest,.y
1ba00 70 72 65 64 29 60 85 35 05 02 01 65 65 00 a9 2c 66 72 6f 6d 20 73 6b 6c 65 61 72 6e 2e 6d 65 74 pred)`.5...ee..,from.sklearn.met
1ba20 72 69 63 73 20 69 6d 70 6f 72 74 20 63 6f 6e 66 75 73 69 6f 6e 5f 6d 61 74 72 69 78 66 72 6f 6d rics.import.confusion_matrixfrom
1ba40 20 73 6b 6c 65 61 72 6e 2e 6d 65 74 72 69 63 73 20 69 6d 70 6f 72 74 20 63 6f 6e 66 75 73 69 6f .sklearn.metrics.import.confusio
1ba60 6e 5f 6d 61 74 72 69 78 12 85 34 05 02 01 17 17 00 a9 2b 79 70 72 65 64 79 70 72 65 64 3a 85 33 n_matrix..4.......+ypredypred:.3
1ba80 05 02 01 3f 3f 00 a9 2a 63 6c 66 2e 73 63 6f 72 65 28 78 74 72 61 69 6e 2c 20 79 74 72 61 69 6e ...??..*clf.score(xtrain,.ytrain
1baa0 29 63 6c 66 2e 73 63 6f 72 65 28 78 74 72 61 69 6e 2c 20 79 74 72 61 69 6e 29 1e 85 32 05 02 01 )clf.score(xtrain,.ytrain)..2...
1bac0 23 23 00 a9 29 63 6c 66 2e 73 63 6f 72 65 28 29 63 6c 66 2e 73 63 6f 72 65 28 29 12 85 31 05 02 ##..)clf.score()clf.score()..1..
1bae0 01 17 17 00 a9 28 79 70 72 65 64 79 70 72 65 64 3c 85 30 05 02 01 41 41 00 a9 27 79 70 72 65 64 .....(ypredypred<.0...AA..'ypred
1bb00 20 3d 20 63 6c 66 2e 70 72 65 64 69 63 74 28 78 74 65 73 74 29 79 70 72 65 64 20 3d 20 63 6c 66 .=.clf.predict(xtest)ypred.=.clf
1bb20 2e 70 72 65 64 69 63 74 28 78 74 65 73 74 29 36 85 2f 05 02 01 3b 3b 00 a9 26 63 6c 66 2e 66 69 .predict(xtest)6./...;;..&clf.fi
1bb40 74 28 78 74 72 61 69 6e 2c 20 79 74 72 61 69 6e 29 63 6c 66 2e 66 69 74 28 78 74 72 61 69 6e 2c t(xtrain,.ytrain)clf.fit(xtrain,
1bb60 20 79 74 72 61 69 6e 29 5c 85 2e 05 02 01 61 61 00 a9 25 63 6c 66 20 3d 20 53 56 43 28 6b 65 72 .ytrain)\.....aa..%clf.=.SVC(ker
1bb80 6e 65 6c 3d 27 6c 69 6e 65 61 72 27 2c 20 72 61 6e 64 6f 6d 5f 73 74 61 74 65 3d 30 29 63 6c 66 nel='linear',.random_state=0)clf
1bba0 20 3d 20 53 56 43 28 6b 65 72 6e 65 6c 3d 27 6c 69 6e 65 61 72 27 2c 20 72 61 6e 64 6f 6d 5f 73 .=.SVC(kernel='linear',.random_s
1bbc0 74 61 74 65 3d 30 29 12 85 2d 05 02 01 17 17 00 a9 24 78 74 65 73 74 78 74 65 73 74 3c 85 2c 05 tate=0)..-.......$xtestxtest<.,.
1bbe0 02 01 41 41 00 a9 23 78 74 65 73 74 3d 20 73 63 2e 74 72 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 ..AA..#xtest=.sc.transform(xtest
1bc00 29 78 74 65 73 74 3d 20 73 63 2e 74 72 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 29 4a 85 2b 05 02 )xtest=.sc.transform(xtest)J.+..
1bc20 01 4f 4f 00 a9 22 78 74 72 61 69 6e 20 3d 20 73 63 2e 66 69 74 5f 74 72 61 6e 73 66 6f 72 6d 28 .OO.."xtrain.=.sc.fit_transform(
1bc40 78 74 72 61 69 6e 29 78 74 72 61 69 6e 20 3d 20 73 63 2e 66 69 74 5f 74 72 61 6e 73 66 6f 72 6d xtrain)xtrain.=.sc.fit_transform
1bc60 28 78 74 72 61 69 6e 29 81 32 85 2a 07 02 01 81 35 81 35 00 a9 21 78 74 72 61 69 6e 2c 20 78 74 (xtrain).2.*....5.5..!xtrain,.xt
1bc80 65 73 74 2c 20 79 74 72 61 69 6e 2c 20 79 74 65 73 74 20 3d 20 74 72 61 69 6e 5f 74 65 73 74 5f est,.ytrain,.ytest.=.train_test_
1bca0 73 70 6c 69 74 28 78 2c 20 79 2c 20 74 65 73 74 5f 73 69 7a 65 3d 30 2e 33 2c 20 72 61 6e 64 6f split(x,.y,.test_size=0.3,.rando
1bcc0 6d 5f 73 74 61 74 65 3d 30 29 78 74 72 61 69 6e 2c 20 78 74 65 73 74 2c 20 79 74 72 61 69 6e 2c m_state=0)xtrain,.xtest,.ytrain,
1bce0 20 79 74 65 73 74 20 3d 20 74 72 61 69 6e 5f 74 65 73 74 5f 73 70 6c 69 74 28 78 2c 20 79 2c 20 .ytest.=.train_test_split(x,.y,.
1bd00 74 65 73 74 5f 73 69 7a 65 3d 30 2e 33 2c 20 72 61 6e 64 6f 6d 5f 73 74 61 74 65 3d 30 29 12 85 test_size=0.3,.random_state=0)..
1bd20 29 05 02 01 17 17 00 a9 20 78 74 65 73 74 78 74 65 73 74 3c 85 28 05 02 01 41 41 00 a9 1f 78 74 )........xtestxtest<.(...AA...xt
1bd40 65 73 74 3d 20 73 63 2e 74 72 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 29 78 74 65 73 74 3d 20 73 est=.sc.transform(xtest)xtest=.s
1bd60 63 2e 74 72 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 29 12 85 27 05 02 01 17 17 00 a9 1e 78 74 65 c.transform(xtest)..'........xte
1bd80 73 74 78 74 65 73 74 44 85 26 05 02 01 49 49 00 a9 1d 78 74 65 73 74 3d 20 73 63 2e 66 69 74 5f stxtestD.&...II...xtest=.sc.fit_
1bda0 74 72 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 29 78 74 65 73 74 3d 20 73 63 2e 66 69 74 5f 74 72 transform(xtest)xtest=.sc.fit_tr
1bdc0 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 29 14 85 25 05 02 01 19 19 00 a9 1c 78 74 72 61 69 6e 78 ansform(xtest)..%........xtrainx
1bde0 74 72 61 69 6e 4a 85 24 05 02 01 4f 4f 00 a9 1b 78 74 72 61 69 6e 20 3d 20 73 63 2e 66 69 74 5f trainJ.$...OO...xtrain.=.sc.fit_
1be00 74 72 61 6e 73 66 6f 72 6d 28 78 74 72 61 69 6e 29 78 74 72 61 69 6e 20 3d 20 73 63 2e 66 69 74 transform(xtrain)xtrain.=.sc.fit
1be20 5f 74 72 61 6e 73 66 6f 72 6d 28 78 74 72 61 69 6e 29 12 85 23 05 02 01 17 17 00 a9 1a 78 74 65 _transform(xtrain)..#........xte
1be40 73 74 78 74 65 73 74 14 85 22 05 02 01 19 19 00 a9 19 78 74 72 61 69 6e 78 74 72 61 69 6e 81 32 stxtest.."........xtrainxtrain.2
1be60 85 21 07 02 01 81 35 81 35 00 a9 18 78 74 72 61 69 6e 2c 20 78 74 65 73 74 2c 20 79 74 72 61 69 .!....5.5...xtrain,.xtest,.ytrai
1be80 6e 2c 20 79 74 65 73 74 20 3d 20 74 72 61 69 6e 5f 74 65 73 74 5f 73 70 6c 69 74 28 78 2c 20 79 n,.ytest.=.train_test_split(x,.y
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1bec0 78 74 72 61 69 6e 2c 20 78 74 65 73 74 2c 20 79 74 72 61 69 6e 2c 20 79 74 65 73 74 20 3d 20 74 xtrain,.xtest,.ytrain,.ytest.=.t
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1bf20 74 72 61 69 6e 20 3d 20 73 63 2e 74 72 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 29 79 74 72 61 69 train.=.sc.transform(xtest)ytrai
1bf40 6e 20 3d 20 73 63 2e 74 72 61 6e 73 66 6f 72 6d 28 78 74 65 73 74 29 42 85 1f 05 02 01 47 47 00 n.=.sc.transform(xtest)B.....GG.
1bf60 a9 16 79 74 72 61 69 6e 20 3d 20 73 63 2e 74 72 61 6e 73 66 6f 72 6d 28 79 74 72 61 69 6e 29 79 ..ytrain.=.sc.transform(ytrain)y
1bf80 74 72 61 69 6e 20 3d 20 73 63 2e 74 72 61 6e 73 66 6f 72 6d 28 79 74 72 61 69 6e 29 14 85 1e 05 train.=.sc.transform(ytrain)....
1bfa0 02 01 19 19 00 a9 15 78 74 72 61 69 6e 78 74 72 61 69 6e 4a 85 1d 05 02 01 4f 4f 00 a9 14 78 74 .......xtrainxtrainJ.....OO...xt
1bfc0 72 61 69 6e 20 3d 20 73 63 2e 66 69 74 5f 74 72 61 6e 73 66 6f 72 6d 28 78 74 72 61 69 6e 29 78 rain.=.sc.fit_transform(xtrain)x
1bfe0 74 72 61 69 6e 20 3d 20 73 63 2e 66 69 74 5f 74 72 61 6e 73 66 6f 72 6d 28 78 74 72 61 69 6e 29 train.=.sc.fit_transform(xtrain)
1c000 0d 00 00 00 0c 05 8b 00 0f 1a 0e 34 0e 15 0d 07 0c 69 0b 5b 0a 4d 09 3f 08 47 05 d9 05 b4 05 8b ...........4.....i.[.M.?.G......
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1c200 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
1c220 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
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1c3c0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ................................
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1c580 00 00 00 00 00 00 00 00 00 00 00 26 85 5c 05 02 01 2b 2b 00 ab 1d 75 6e 63 68 65 63 6b 65 64 5f ...........&.\...++...unchecked_
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1c600 65 64 5f 63 6f 75 6e 74 20 3d 20 30 0a 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 ed_count.=.0.for.checkbox.in.che
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1c640 61 74 74 72 69 62 75 74 65 28 27 6e 61 6d 65 27 29 2c 20 65 6e 64 3d 22 20 3a 20 22 29 0a 20 20 attribute('name'),.end=".:.")...
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1c6c0 6f 75 6e 74 20 2b 3d 20 31 0a 20 20 20 20 65 6c 73 65 3a 0a 20 20 20 20 20 20 20 20 70 72 69 6e ount.+=.1.....else:.........prin
1c6e0 74 28 22 4e 6f 74 20 73 65 6c 65 63 74 65 64 22 29 0a 20 20 20 20 20 20 20 20 75 6e 63 68 65 63 t("Not.selected").........unchec
1c700 6b 65 64 5f 63 6f 75 6e 74 20 2b 3d 20 31 0a 20 20 20 20 20 20 20 20 63 68 65 63 6b 65 64 5f 63 ked_count.+=.1.........checked_c
1c720 6f 75 6e 74 20 3d 20 30 0a 75 6e 63 68 65 63 6b 65 64 5f 63 6f 75 6e 74 20 3d 20 30 0a 66 6f 72 ount.=.0.unchecked_count.=.0.for
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1c760 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 28 27 6e 61 6d 65 27 nt(checkbox.get_attribute('name'
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1c800 73 65 3a 0a 20 20 20 20 20 20 20 20 70 72 69 6e 74 28 22 4e 6f 74 20 73 65 6c 65 63 74 65 64 22 se:.........print("Not.selected"
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1c840 20 20 20 20 20 20 20 81 74 85 59 07 02 01 81 77 81 77 00 ab 1a 66 6f 72 20 63 68 65 63 6b 62 6f ........t.Y....w.w...for.checkbo
1c860 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b x.in.checkboxes:.....print(check
1c880 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 28 27 6e 61 6d 65 27 29 2c 20 65 6e 64 3d 22 box.get_attribute('name'),.end="
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1c920 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 0a 20 20 20 20 82 nt(checkbox.is_selected())......
1c940 0a 85 58 07 02 01 82 0d 82 0d 00 ab 19 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 ..X..........for.checkbox.in.che
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1c980 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 0a 20 .print(checkbox.is_selected())..
1c9a0 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 28 ...print(checkbox.get_attribute(
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1ca20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 28 ...print(checkbox.get_attribute(
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1ca60 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 heckbox.in.checkboxes:.....print
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1cbc0 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 28 27 6e 61 6d rint(checkbox.get_attribute('nam
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1cc20 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 0a 20 20 20 20 70 nt(checkbox.is_selected()).....p
1cc40 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 28 27 6e 61 6d rint(checkbox.get_attribute('nam
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1cc80 73 20 3d 20 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 28 42 79 2e 58 50 41 54 s.=.driver.find_elements(By.XPAT
1cca0 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 70 65 3d 22 63 68 65 63 6b 62 6f 78 22 5d 27 29 63 H,.'//input[@type="checkbox"]')c
1ccc0 68 65 63 6b 62 6f 78 65 73 20 3d 20 64 72 69 76 65 72 2e 66 69 6e 64 5f 65 6c 65 6d 65 6e 74 73 heckboxes.=.driver.find_elements
1cce0 28 42 79 2e 58 50 41 54 48 2c 20 27 2f 2f 69 6e 70 75 74 5b 40 74 79 70 65 3d 22 63 68 65 63 6b (By.XPATH,.'//input[@type="check
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1cd40 62 6f 78 29 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 box).....print(checkbox.is_selec
1cd60 74 65 64 28 29 29 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 ted()).....print(checkbox.get_at
1cd80 74 72 69 62 75 74 65 28 27 6e 61 6d 65 27 29 29 0a 20 20 20 20 66 6f 72 20 63 68 65 63 6b 62 6f tribute('name')).....for.checkbo
1cda0 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b x.in.checkboxes:.....print(check
1cdc0 62 6f 78 29 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 box).....print(checkbox.is_selec
1cde0 74 65 64 28 29 29 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 ted()).....print(checkbox.get_at
1ce00 74 72 69 62 75 74 65 28 27 6e 61 6d 65 27 29 29 0a 20 20 20 20 1c 85 53 05 02 01 21 21 00 ab 14 tribute('name')).......S...!!...
1ce20 63 68 65 63 6b 62 6f 78 65 73 63 68 65 63 6b 62 6f 78 65 73 81 62 85 52 07 02 01 81 65 81 65 00 checkboxescheckboxes.b.R....e.e.
1ce40 ab 13 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 ..for.checkbox.in.checkboxes:...
1ce60 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 0a ..print(checkbox.is_selected()).
1ce80 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 ....print(checkbox.get_attribute
1cea0 28 27 6e 61 6d 65 27 29 29 0a 20 20 20 20 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 ('name')).....for.checkbox.in.ch
1cec0 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f eckboxes:.....print(checkbox.is_
1cee0 73 65 6c 65 63 74 65 64 28 29 29 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 selected()).....print(checkbox.g
1cf00 65 74 5f 61 74 74 72 69 62 75 74 65 28 27 6e 61 6d 65 27 29 29 0a 20 20 20 20 81 62 85 51 07 02 et_attribute('name'))......b.Q..
1cf20 01 81 65 81 65 00 ab 12 66 6f 72 20 63 68 65 63 6b 62 6f 78 20 69 6e 20 63 68 65 63 6b 62 6f 78 ..e.e...for.checkbox.in.checkbox
1cf40 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 69 73 5f 73 65 6c 65 63 74 es:.....print(checkbox.is_select
1cf60 65 64 28 29 29 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 6f 78 2e 67 65 74 5f 61 74 74 ed()).....print(checkbox.get_att
1cf80 72 69 62 75 74 65 28 27 6e 61 6d 65 27 29 29 0a 20 20 20 20 66 6f 72 20 63 68 65 63 6b 62 6f 78 ribute('name')).....for.checkbox
1cfa0 20 69 6e 20 63 68 65 63 6b 62 6f 78 65 73 3a 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 6b 62 .in.checkboxes:.....print(checkb
1cfc0 6f 78 2e 69 73 5f 73 65 6c 65 63 74 65 64 28 29 29 0a 20 20 20 20 70 72 69 6e 74 28 63 68 65 63 ox.is_selected()).....print(chec
1cfe0 6b 62 6f 78 2e 67 65 74 5f 61 74 74 72 69 62 75 74 65 28 27 6e 61 6d 65 27 29 29 0a 20 20 20 20 kbox.get_attribute('name')).....
generated by cgit v1.2.3 (git 2.39.1) at 2025-03-15 03:42:27 +0000