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1e20	61 72 72 60 2e 0a 0a 20 20 20 20 3e 3e 3e 20 61 72 72 2e 64 74 79 70 65 0a 20 20 20 20 64 74 79	arr`.......>>>.arr.dtype.....dty
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33a0	01 00 00 00 00 00 00 01 00 8c 54 04 00 74 09 00 00 00 00 00 00 00 00 7c 04 ab 01 00 00 00 00 00	..........T..t.........|........
33c0	00 64 03 6b 28 00 00 72 05 7c 05 64 01 19 00 00 00 53 00 7c 05 53 00 29 04 4e 72 30 00 00 00 72	.d.k(..r.|.d.....S.|.S.).Nr0...r
33e0	5a 00 00 00 72 37 00 00 00 29 0b 72 72 00 00 00 72 5c 00 00 00 72 6a 00 00 00 72 4f 00 00 00 da	Z...r7...).rr...r\...rj...rO....
3400	03 6c 65 6e 72 52 00 00 00 da 06 61 70 70 65 6e 64 da 03 70 6f 70 72 3c 00 00 00 72 43 00 00 00	.lenrR.....append..popr<...rC...
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3440	61 79 73 da 03 72 65 73 72 84 00 00 00 72 86 00 00 00 72 87 00 00 00 73 09 00 00 00 20 20 20 20	ays..resr....r....r....s........
3460	20 20 20 20 20 72 51 00 00 00 72 7d 00 00 00 7a 1d 5f 66 72 6f 6d 6e 78 66 75 6e 63 74 69 6f 6e	.....rQ...r}...z._fromnxfunction
3480	5f 61 72 67 73 2e 5f 5f 63 61 6c 6c 5f 5f 55 01 00 00 73 d9 00 00 00 80 00 dc 0f 16 94 72 98 34	_args.__call__U...s..........r.4
34a0	9f 3d 99 3d d3 0f 29 88 04 d8 11 13 88 06 dc 0f 13 90 44 8b 7a 88 04 dc 0e 11 90 24 8b 69 98 21	.=.=..)...........D.z......$.i.!
34c0	8a 6d a4 0a a8 34 b0 01 a9 37 d4 20 33 d8 0c 12 8f 4d 89 4d 98 24 9f 28 99 28 a0 31 9b 2b d4 0c	.m...4...7..3....M.M.$.(.(.1.+..
34e0	26 f4 03 00 0f 12 90 24 8b 69 98 21 8a 6d a4 0a a8 34 b0 01 a9 37 d5 20 33 e0 0e 10 88 03 d8 11	&......$.i.!.m...4...7..3.......
3500	17 f2 00 03 09 32 88 41 d9 11 15 94 62 97 6a 91 6a a0 11 93 6d d0 11 35 a0 64 d2 11 35 a8 66 d1	.....2.A....b.j.j...m..5.d..5.f.
3520	11 35 88 42 d9 11 15 94 6c a0 31 93 6f d0 11 37 a8 04 d2 11 37 b0 06 d1 11 37 88 42 d8 0c 0f 8f	.5.B....l.1.o..7....7....7.B....
3540	4a 89 4a 94 7c a0 42 a8 52 d4 17 30 d5 0c 31 f0 07 03 09 32 f4 08 00 0c 0f 88 76 8b 3b 98 21 d2	J.J.|.B.R..0..1....2......v.;.!.
3560	0b 1b d8 13 16 90 71 91 36 88 4d d8 0f 12 88 0a 72 53 00 00 00 4e 72 88 00 00 00 72 7a 00 00 00	......q.6.M.....rS...Nr....rz...
3580	72 53 00 00 00 72 51 00 00 00 72 92 00 00 00 72 92 00 00 00 4c 01 00 00 73 0c 00 00 00 84 00 f1	rS...rQ...r....r....L...s.......
35a0	02 07 05 08 f3 10 0d 05 13 72 53 00 00 00 72 92 00 00 00 63 00 00 00 00 00 00 00 00 00 00 00 00	.........rS...r....c............
35c0	01 00 00 00 00 00 00 00 f3 16 00 00 00 97 00 65 00 5a 01 64 00 5a 02 64 01 5a 03 64 02 84 00 5a	...............e.Z.d.Z.d.Z.d...Z
35e0	04 79 03 29 04 da 17 5f 66 72 6f 6d 6e 78 66 75 6e 63 74 69 6f 6e 5f 61 6c 6c 61 72 67 73 61 1c	.y.)..._fromnxfunction_allargsa.
3600	02 00 00 0a 20 20 20 20 41 20 76 65 72 73 69 6f 6e 20 6f 66 20 60 5f 66 72 6f 6d 6e 78 66 75 6e	........A.version.of.`_fromnxfun
3620	63 74 69 6f 6e 60 20 74 68 61 74 20 69 73 20 63 61 6c 6c 65 64 20 77 69 74 68 20 6d 75 6c 74 69	ction`.that.is.called.with.multi
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36e0	6f 73 73 69 62 6c 65 20 74 6f 20 70 72 6f 63 65 73 73 20 73 63 61 6c 61 72 73 20 61 73 20 31 2d	ossible.to.process.scalars.as.1-
3700	44 20 61 72 72 61 79 73 2e 20 4f 6e 6c 79 20 6b 65 79 77 6f 72 64 20 61 72 67 75 6d 65 6e 74 73	D.arrays..Only.keyword.arguments
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3740	20 66 6f 72 20 74 68 65 20 64 61 74 61 20 61 6e 64 20 6d 61 73 6b 20 63 61 6c 6c 73 2e 20 41 72	.for.the.data.and.mask.calls..Ar
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3820	01 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 0f 00 00 00 f3 06 01 00 00 97 00 74 01 00 00 00	...........................t....
3840	00 00 00 00 00 74 02 00 00 00 00 00 00 00 00 7c 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00	.....t.........|.j..............
3860	00 00 00 00 00 ab 02 00 00 00 00 00 00 7d 03 67 00 7d 04 7c 01 44 00 5d 4c 00 00 7d 05 02 00 7c	.............}.g.}.|.D.]L..}...|
3880	03 74 03 00 00 00 00 00 00 00 00 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c	.t.........j...................|
38a0	05 ab 01 00 00 00 00 00 00 66 01 69 00 7c 02 a4 01 8e 01 7d 06 02 00 7c 03 74 09 00 00 00 00 00	.........f.i.|.....}...|.t......
38c0	00 00 00 7c 05 ab 01 00 00 00 00 00 00 66 01 69 00 7c 02 a4 01 8e 01 7d 07 7c 04 6a 0b 00 00 00	...|.........f.i.|.....}.|.j....
38e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 0d 00 00 00 00 00 00 00 00 7c 06 7c 07 ac 01 ab	...............t.........|.|....
3900	02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 8c 4e 04 00 74 0f 00 00 00 00 00 00 00 00 7c	..................N..t.........|
3920	01 ab 01 00 00 00 00 00 00 64 02 6b 28 00 00 72 05 7c 04 64 03 19 00 00 00 53 00 7c 04 53 00 29	.........d.k(..r.|.d.....S.|.S.)
3940	04 4e 72 5a 00 00 00 72 37 00 00 00 72 30 00 00 00 29 08 72 72 00 00 00 72 5c 00 00 00 72 6a 00	.NrZ...r7...r0...).rr...r\...rj.
3960	00 00 72 3c 00 00 00 72 43 00 00 00 72 95 00 00 00 72 47 00 00 00 72 94 00 00 00 29 08 72 6e 00	..r<...rC...r....rG...r....).rn.
3980	00 00 72 7b 00 00 00 72 7c 00 00 00 72 85 00 00 00 72 98 00 00 00 72 84 00 00 00 72 86 00 00 00	..r{...r|...r....r....r....r....
39a0	72 87 00 00 00 73 08 00 00 00 20 20 20 20 20 20 20 20 72 51 00 00 00 72 7d 00 00 00 7a 20 5f 66	r....s............rQ...r}...z._f
39c0	72 6f 6d 6e 78 66 75 6e 63 74 69 6f 6e 5f 61 6c 6c 61 72 67 73 2e 5f 5f 63 61 6c 6c 5f 5f 70 01	romnxfunction_allargs.__call__p.
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3a00	15 f2 00 03 09 32 88 41 d9 11 15 94 62 97 6a 91 6a a0 11 93 6d d1 11 2e a0 76 d1 11 2e 88 42 d9	.....2.A....b.j.j...m....v....B.
3a20	11 15 94 6c a0 31 93 6f d1 11 30 a8 16 d1 11 30 88 42 d8 0c 0f 8f 4a 89 4a 94 7c a0 42 a8 52 d4	...l.1.o..0....0.B....J.J.|.B.R.
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3a60	d8 0f 12 88 0a 72 53 00 00 00 4e 72 88 00 00 00 72 7a 00 00 00 72 53 00 00 00 72 51 00 00 00 72	.....rS...Nr....rz...rS...rQ...r
3a80	9a 00 00 00 72 9a 00 00 00 65 01 00 00 73 0c 00 00 00 84 00 f1 02 09 05 08 f3 14 09 05 13 72 53	....r....e...s................rS
3aa0	00 00 00 72 9a 00 00 00 72 04 00 00 00 72 05 00 00 00 72 06 00 00 00 72 2f 00 00 00 72 19 00 00	...r....r....r....r....r/...r...
3ac0	00 72 0a 00 00 00 72 14 00 00 00 72 2b 00 00 00 72 18 00 00 00 72 12 00 00 00 63 01 00 00 00 00	.r....r....r+...r....r....c.....
3ae0	00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3 a2 00 00 00 97 00 64 01 7d 01 7c 01 74 01 00 00	......................d.}.|.t...
3b00	00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 6b 37 00 00 72 3e 74 03 00 00 00 00 00 00 00 00	......|.........k7..r>t.........
3b20	7c 00 7c 01 19 00 00 00 64 02 ab 02 00 00 00 00 00 00 72 1b 7c 00 7c 01 19 00 00 00 7c 00 7c 01	|.|.....d.........r.|.|.....|.|.
3b40	7c 01 64 03 7a 00 00 00 1b 00 74 03 00 00 00 00 00 00 00 00 7c 00 7c 01 19 00 00 00 64 02 ab 02	|.d.z.....t.........|.|.....d...
3b60	00 00 00 00 00 00 72 01 8c 1b 7c 01 64 03 7a 0d 00 00 7d 01 7c 01 74 01 00 00 00 00 00 00 00 00	......r...|.d.z...}.|.t.........
3b80	7c 00 ab 01 00 00 00 00 00 00 6b 37 00 00 72 01 8c 3e 7c 00 53 00 29 04 7a 1c 46 6c 61 74 74 65	|.........k7..r..>|.S.).z.Flatte
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3be0	00 da 01 6b 73 02 00 00 00 20 20 72 51 00 00 00 da 0f 66 6c 61 74 74 65 6e 5f 69 6e 70 6c 61 63	...ks......rQ.....flatten_inplac
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3c20	3d dc 0e 15 90 63 98 21 91 66 98 6a d4 0e 29 d8 1d 20 a0 11 99 56 88 43 90 01 90 31 90 71 91 35	=....c.!.f.j..)......V.C...1.q.5
3c40	88 4e f4 03 00 0f 16 90 63 98 21 91 66 98 6a d5 0e 29 e0 08 09 88 51 89 06 88 01 f0 07 00 0c 0d	.N......c.!.f.j..)....Q.........
3c60	94 03 90 43 93 08 8b 3d f0 08 00 0c 0f 80 4a 72 53 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00	...C...=......JrS...c...........
3c80	00 08 00 00 00 0f 00 00 00 f3 5e 09 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 02 64 01 64 02	..........^.....t.........|.d.d.
3ca0	ac 03 ab 03 00 00 00 00 00 00 7d 02 7c 02 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..........}.|.j.................
3cc0	00 00 7d 05 74 05 00 00 00 00 00 00 00 00 7c 01 7c 05 ab 02 00 00 00 00 00 00 7d 01 64 04 67 01	..}.t.........|.|.........}.d.g.
3ce0	7c 05 64 05 7a 0a 00 00 7a 05 00 00 7d 06 74 07 00 00 00 00 00 00 00 00 6a 08 00 00 00 00 00 00	|.d.z...z...}.t.........j.......
3d00	00 00 00 00 00 00 00 00 00 00 00 00 7c 05 64 06 ab 02 00 00 00 00 00 00 7d 07 74 0b 00 00 00 00	............|.d.........}.t.....
3d20	00 00 00 00 74 0d 00 00 00 00 00 00 00 00 7c 05 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00	....t.........|.................
3d40	7d 08 7c 08 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00	}.|.j...................|.......
3d60	00 00 01 00 74 11 00 00 00 00 00 00 00 00 64 07 64 07 ab 02 00 00 00 00 00 00 7c 07 7c 01 3c 00	....t.........d.d.........|.|.<.
3d80	00 00 74 07 00 00 00 00 00 00 00 00 6a 12 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..t.........j...................
3da0	7c 02 6a 14 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 6a 17	|.j...........................j.
3dc0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 08 ab 01 00 00 00 00 00 00 7d 09 7c 07	..................|.........}.|.
3de0	6a 19 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 08 7c 06 ab 02 00 00 00 00 00 00	j...................|.|.........
3e00	01 00 02 00 7c 00 7c 02 74 1b 00 00 00 00 00 00 00 00 7c 07 6a 1d 00 00 00 00 00 00 00 00 00 00	....|.|.t.........|.j...........
3e20	00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 19 00 00 00 67 01 7c 03	............................g.|.
3e40	a2 01 ad 06 69 00 7c 04 a4 01 8e 01 7d 0a 74 07 00 00 00 00 00 00 00 00 6a 1e 00 00 00 00 00 00	....i.|.....}.t.........j.......
3e60	00 00 00 00 00 00 00 00 00 00 00 00 7c 0a ab 01 00 00 00 00 00 00 7d 0b 7c 0b 73 0c 09 00 74 21	............|.........}.|.s...t!
3e80	00 00 00 00 00 00 00 00 7c 0a ab 01 00 00 00 00 00 00 01 00 67 00 7d 0c 7c 0b 90 01 72 30 7c 0c	........|...........g.}.|...r0|.
3ea0	6a 25 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 07 00 00 00 00 00 00 00 00 6a 12	j%..................t.........j.
3ec0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 0a ab 01 00 00 00 00 00 00 6a 26 00 00	..................|.........j&..
3ee0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 74 09 00 00 00 00	..........................t.....
3f00	00 00 00 00 7c 09 74 28 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 7d 0d 7c 0a 7c 0d 74 1b	....|.t(................}.|.|.t.
3f20	00 00 00 00 00 00 00 00 7c 06 ab 01 00 00 00 00 00 00 3c 00 00 00 74 07 00 00 00 00 00 00 00 00	........|.........<...t.........
3f40	6a 2a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 09 ab 01 00 00 00 00 00 00 7d 0e	j*..................|.........}.
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3fc0	78 02 19 00 00 00 64 05 7a 0d 00 00 63 03 63 02 3c 00 00 00 64 04 7c 06 7c 10 3c 00 00 00 7c 10	x.....d.z...c.c.<...d.|.|.<...|.
3fe0	64 05 7a 17 00 00 7d 10 7c 06 7c 10 19 00 00 00 7c 09 7c 10 19 00 00 00 6b 5c 00 00 72 09 7c 10	d.z...}.|.|.....|.|.....k\..r.|.
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4040	00 00 00 00 7c 07 6a 1d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00	....|.j.........................
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40a0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 13 00 00 00 00 00 00 00 00 7c 0a ab 01	..................t.........|...
40c0	00 00 00 00 00 00 6a 26 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01 00 00 00 00	......j&........................
40e0	00 00 01 00 7c 0f 64 05 7a 0d 00 00 7d 0f 7c 0f 7c 0e 6b 02 00 00 72 01 8c c5 90 01 6e e1 74 01	....|.d.z...}.|.|.k...r.....n.t.
4100	00 00 00 00 00 00 00 00 7c 0a 64 01 64 02 ac 03 ab 03 00 00 00 00 00 00 7d 0a 7c 07 6a 2d 00 00	........|.d.d...........}.|.j-..
4120	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 11 74 11 00 00 00 00	........................}.t.....
4140	00 00 00 00 64 07 64 07 ab 02 00 00 00 00 00 00 67 01 7c 0a 6a 02 00 00 00 00 00 00 00 00 00 00	....d.d.........g.|.j...........
4160	00 00 00 00 00 00 00 00 7a 05 00 00 7c 11 7c 01 3c 00 00 00 7c 11 6a 19 00 00 00 00 00 00 00 00	........z...|.|.<...|.j.........
4180	00 00 00 00 00 00 00 00 00 00 7c 08 7c 06 ab 02 00 00 00 00 00 00 01 00 74 07 00 00 00 00 00 00	..........|.|...........t.......
41a0	00 00 6a 2a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 09 ab 01 00 00 00 00 00 00	..j*..................|.........
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41e0	00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 09 7c 0a 6a 14 00 00 00 00 00 00 00 00 00 00 00 00	..............}.|.j.............
4200	00 00 00 00 00 00 7c 09 7c 01 3c 00 00 00 7c 0c 6a 25 00 00 00 00 00 00 00 00 00 00 00 00 00 00	......|.|.<...|.j%..............
4220	00 00 00 00 74 13 00 00 00 00 00 00 00 00 7c 0a ab 01 00 00 00 00 00 00 6a 26 00 00 00 00 00 00	....t.........|.........j&......
4240	00 00 00 00 00 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 74 2f 00 00 00 00 00 00 00 00	......................t/........
4260	7c 09 ab 01 00 00 00 00 00 00 7d 09 74 09 00 00 00 00 00 00 00 00 7c 09 74 28 00 00 00 00 00 00	|.........}.t.........|.t(......
4280	00 00 ab 02 00 00 00 00 00 00 7d 0d 7c 0a 7c 0d 74 1b 00 00 00 00 00 00 00 00 74 2f 00 00 00 00	..........}.|.|.t.........t/....
42a0	00 00 00 00 7c 11 6a 1d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00	....|.j.........................
42c0	00 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 3c 00 00 00 64 05 7d 0f 7c 0f 7c 0e 6b 02	..................<...d.}.|.|.k.
42e0	00 00 72 ee 7c 06 64 08 78 02 78 02 19 00 00 00 64 05 7a 0d 00 00 63 03 63 02 3c 00 00 00 64 08	..r.|.d.x.x.....d.z...c.c.<...d.
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4320	00 00 6b 44 00 00 72 2e 7c 06 7c 10 64 05 7a 0a 00 00 78 02 78 02 19 00 00 00 64 05 7a 0d 00 00	..kD..r.|.|.d.z...x.x.....d.z...
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4360	19 00 00 00 7c 12 7c 10 19 00 00 00 6b 5c 00 00 72 09 7c 10 64 05 7c 05 7a 0a 00 00 6b 44 00 00	....|.|.....k\..r.|.d.|.z...kD..
4380	72 01 8c 2e 7c 07 6a 19 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 08 7c 06 ab 02	r...|.j...................|.|...
43a0	00 00 00 00 00 00 01 00 7c 11 6a 19 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 08	........|.j...................|.
43c0	7c 06 ab 02 00 00 00 00 00 00 01 00 02 00 7c 00 7c 02 74 1b 00 00 00 00 00 00 00 00 7c 07 6a 1d	|.............|.|.t.........|.j.
43e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00	................................
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4460	00 00 7c 0c 6a 25 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 13 00 00 00 00 00 00	..|.j%..................t.......
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44c0	74 07 00 00 00 00 00 00 00 00 6a 26 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 07	t.........j&..................t.
44e0	00 00 00 00 00 00 00 00 6a 12 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 0c ab 01	........j...................|...
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6400	2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20	.......Examples.....--------....
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6440	61 20 3d 20 6e 70 2e 6d 61 2e 61 72 72 61 79 28 5b 31 2e 2c 20 32 2e 2c 20 33 2e 2c 20 34 2e 5d	a.=.np.ma.array([1.,.2.,.3.,.4.]
6460	2c 20 6d 61 73 6b 3d 5b 46 61 6c 73 65 2c 20 46 61 6c 73 65 2c 20 54 72 75 65 2c 20 54 72 75 65	,.mask=[False,.False,.True,.True
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64a0	68 74 73 3d 5b 33 2c 20 31 2c 20 30 2c 20 30 5d 29 0a 20 20 20 20 31 2e 32 35 0a 0a 20 20 20 20	hts=[3,.1,.0,.0]).....1.25......
64c0	3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 2e 61 72 61 6e 67 65 28 36 2e 29 2e 72 65 73 68 61 70 65	>>>.x.=.np.ma.arange(6.).reshape
64e0	28 33 2c 20 32 29 0a 20 20 20 20 3e 3e 3e 20 78 0a 20 20 20 20 6d 61 73 6b 65 64 5f 61 72 72 61	(3,.2).....>>>.x.....masked_arra
6500	79 28 0a 20 20 20 20 20 20 64 61 74 61 3d 5b 5b 30 2e 2c 20 31 2e 5d 2c 0a 20 20 20 20 20 20 20	y(.......data=[[0.,.1.],........
6520	20 20 20 20 20 5b 32 2e 2c 20 33 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 34 2e 2c 20	.....[2.,.3.],.............[4.,.
6540	35 2e 5d 5d 2c 0a 20 20 20 20 20 20 6d 61 73 6b 3d 46 61 6c 73 65 2c 0a 20 20 20 20 20 20 66 69	5.]],.......mask=False,.......fi
6560	6c 6c 5f 76 61 6c 75 65 3d 31 65 2b 32 30 29 0a 20 20 20 20 3e 3e 3e 20 64 61 74 61 20 3d 20 6e	ll_value=1e+20).....>>>.data.=.n
6580	70 2e 61 72 61 6e 67 65 28 38 29 2e 72 65 73 68 61 70 65 28 28 32 2c 20 32 2c 20 32 29 29 0a 20	p.arange(8).reshape((2,.2,.2))..
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65c0	20 20 20 20 20 20 20 20 20 20 20 20 5b 32 2c 20 33 5d 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20	............[2,.3]],............
65e0	5b 5b 34 2c 20 35 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 36 2c 20 37 5d 5d 5d 29 0a 20	[[4,.5],.............[6,.7]]])..
6600	20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 61 76 65 72 61 67 65 28 64 61 74 61 2c 20 61 78 69 73 3d	...>>>.np.ma.average(data,.axis=
6620	28 30 2c 20 31 29 2c 20 77 65 69 67 68 74 73 3d 5b 5b 31 2e 2f 34 2c 20 33 2e 2f 34 5d 2c 20 5b	(0,.1),.weights=[[1./4,.3./4],.[
6640	31 2e 2c 20 31 2e 2f 32 5d 5d 29 0a 20 20 20 20 6d 61 73 6b 65 64 5f 61 72 72 61 79 28 64 61 74	1.,.1./2]]).....masked_array(dat
6660	61 3d 5b 33 2e 34 2c 20 34 2e 34 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 6d 61 73 6b 3d	a=[3.4,.4.4],..............mask=
6680	5b 46 61 6c 73 65 2c 20 46 61 6c 73 65 5d 2c 0a 20 20 20 20 20 20 20 66 69 6c 6c 5f 76 61 6c 75	[False,.False],........fill_valu
66a0	65 3d 31 65 2b 32 30 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 61 76 65 72 61 67 65 28 64	e=1e+20).....>>>.np.ma.average(d
66c0	61 74 61 2c 20 61 78 69 73 3d 30 2c 20 77 65 69 67 68 74 73 3d 5b 5b 31 2e 2f 34 2c 20 33 2e 2f	ata,.axis=0,.weights=[[1./4,.3./
66e0	34 5d 2c 20 5b 31 2e 2c 20 31 2e 2f 32 5d 5d 29 0a 20 20 20 20 54 72 61 63 65 62 61 63 6b 20 28	4],.[1.,.1./2]]).....Traceback.(
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6720	2e 2e 2e 0a 20 20 20 20 56 61 6c 75 65 45 72 72 6f 72 3a 20 53 68 61 70 65 20 6f 66 20 77 65 69	........ValueError:.Shape.of.wei
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6780	2e 0a 0a 20 20 20 20 3e 3e 3e 20 61 76 67 2c 20 73 75 6d 77 65 69 67 68 74 73 20 3d 20 6e 70 2e	.......>>>.avg,.sumweights.=.np.
67a0	6d 61 2e 61 76 65 72 61 67 65 28 78 2c 20 61 78 69 73 3d 30 2c 20 77 65 69 67 68 74 73 3d 5b 31	ma.average(x,.axis=0,.weights=[1
67c0	2c 20 32 2c 20 33 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	,.2,.3],........................
67e0	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 65 64 3d 54 72 75 65 29 0a	.................returned=True).
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9c40	00 a9 04 72 3c 00 00 00 72 a6 00 00 00 72 16 01 00 00 72 0d 00 00 00 a9 01 72 60 00 00 00 73 01	...r<...r....r....r......r`...s.
9c60	00 00 00 20 72 51 00 00 00 72 0e 00 00 00 72 0e 00 00 00 f5 03 00 00 73 32 00 00 00 80 00 f4 42	....rQ...r....r........s2......B
9c80	01 00 09 10 90 01 8b 0a 80 41 d8 07 08 87 76 81 76 90 11 82 7b dc 0e 21 d0 22 4b d3 0e 4c d0 08	.........A....v.v...{..!."K..L..
9ca0	4c dc 0b 1b 98 41 98 71 d3 0b 21 d0 04 21 72 53 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00	L....A.q..!..!rS...c............
9cc0	04 00 00 00 03 00 00 00 f3 64 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00	.........d.....t.........|......
9ce0	00 00 00 7d 00 7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 01 6b 37 00	...}.|.j...................d.k7.
9d00	00 72 0b 74 05 00 00 00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00 82 01 74 07 00 00 00 00 00	.r.t.........d...........t......
9d20	00 00 00 7c 00 64 03 ab 02 00 00 00 00 00 00 53 00 29 04 61 a0 03 00 00 0a 20 20 20 20 53 75 70	...|.d.........S.).a.........Sup
9d40	70 72 65 73 73 20 77 68 6f 6c 65 20 63 6f 6c 75 6d 6e 73 20 6f 66 20 61 20 32 2d 44 20 61 72 72	press.whole.columns.of.a.2-D.arr
9d60	61 79 20 74 68 61 74 20 63 6f 6e 74 61 69 6e 20 6d 61 73 6b 65 64 20 76 61 6c 75 65 73 2e 0a 0a	ay.that.contain.masked.values...
9d80	20 20 20 20 54 68 69 73 20 69 73 20 65 71 75 69 76 61 6c 65 6e 74 20 74 6f 20 60 60 6e 70 2e 6d	....This.is.equivalent.to.``np.m
9da0	61 2e 63 6f 6d 70 72 65 73 73 5f 72 6f 77 63 6f 6c 73 28 61 2c 20 31 29 60 60 2c 20 73 65 65 0a	a.compress_rowcols(a,.1)``,.see.
9dc0	20 20 20 20 60 63 6f 6d 70 72 65 73 73 5f 72 6f 77 63 6f 6c 73 60 20 66 6f 72 20 64 65 74 61 69	....`compress_rowcols`.for.detai
9de0	6c 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d	ls.......Parameters.....--------
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9e20	61 79 0a 20 20 20 20 20 20 20 20 54 68 65 20 61 72 72 61 79 20 74 6f 20 6f 70 65 72 61 74 65 20	ay.........The.array.to.operate.
9e40	6f 6e 2e 20 20 49 66 20 6e 6f 74 20 61 20 4d 61 73 6b 65 64 41 72 72 61 79 20 69 6e 73 74 61 6e	on...If.not.a.MaskedArray.instan
9e60	63 65 20 28 6f 72 20 69 66 20 6e 6f 20 61 72 72 61 79 0a 20 20 20 20 20 20 20 20 65 6c 65 6d 65	ce.(or.if.no.array.........eleme
9e80	6e 74 73 20 61 72 65 20 6d 61 73 6b 65 64 29 2c 20 60 78 60 20 69 73 20 69 6e 74 65 72 70 72 65	nts.are.masked),.`x`.is.interpre
9ea0	74 65 64 20 61 73 20 61 20 4d 61 73 6b 65 64 41 72 72 61 79 20 77 69 74 68 0a 20 20 20 20 20 20	ted.as.a.MaskedArray.with.......
9ec0	20 20 60 6d 61 73 6b 60 20 73 65 74 20 74 6f 20 60 6e 6f 6d 61 73 6b 60 2e 20 4d 75 73 74 20 62	..`mask`.set.to.`nomask`..Must.b
9ee0	65 20 61 20 32 44 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d	e.a.2D.array.......Returns.....-
9f00	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 63 6f 6d 70 72 65 73 73 65 64 5f 61 72 72 61 79 20 3a 20 6e 64	------.....compressed_array.:.nd
9f20	61 72 72 61 79 0a 20 20 20 20 20 20 20 20 54 68 65 20 63 6f 6d 70 72 65 73 73 65 64 20 61 72 72	array.........The.compressed.arr
9f40	61 79 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20	ay.......See.Also.....--------..
9f60	20 20 20 63 6f 6d 70 72 65 73 73 5f 72 6f 77 63 6f 6c 73 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65	...compress_rowcols......Example
9f80	73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75	s.....--------.....>>>.import.nu
9fa0	6d 70 79 20 61 73 20 6e 70 0a 20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 6d 61 2e 61 72 72 61	mpy.as.np.....>>>.a.=.np.ma.arra
9fc0	79 28 6e 70 2e 61 72 61 6e 67 65 28 39 29 2e 72 65 73 68 61 70 65 28 33 2c 20 33 29 2c 20 6d 61	y(np.arange(9).reshape(3,.3),.ma
9fe0	73 6b 3d 5b 5b 31 2c 20 30 2c 20 30 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 20 20 20 20 20	sk=[[1,.0,.0],..................
a000	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	................................
a020	20 20 20 20 20 20 20 20 20 5b 31 2c 20 30 2c 20 30 5d 2c 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20	.........[1,.0,.0],.............
a040	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	................................
a060	20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 30 2c 20 30 2c 20 30 5d 5d 29 0a 20 20 20 20 3e 3e	..............[0,.0,.0]]).....>>
a080	3e 20 6e 70 2e 6d 61 2e 63 6f 6d 70 72 65 73 73 5f 63 6f 6c 73 28 61 29 0a 20 20 20 20 61 72 72	>.np.ma.compress_cols(a).....arr
a0a0	61 79 28 5b 5b 31 2c 20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 34 2c 20 35 5d 2c 0a 20	ay([[1,.2],............[4,.5],..
a0c0	20 20 20 20 20 20 20 20 20 20 5b 37 2c 20 38 5d 5d 29 0a 0a 20 20 20 20 72 ee 00 00 00 7a 27 63	..........[7,.8]])......r....z'c
a0e0	6f 6d 70 72 65 73 73 5f 63 6f 6c 73 20 77 6f 72 6b 73 20 66 6f 72 20 32 44 20 61 72 72 61 79 73	ompress_cols.works.for.2D.arrays
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a180	8c 01 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 64 01 ac 02 ab 02 00 00 00 00 00 00 7d 00	......t.........|.d...........}.
a1a0	7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 03 6b 37 00 00 72 0b 74 05	|.j...................d.k7..r.t.
a1c0	00 00 00 00 00 00 00 00 64 04 ab 01 00 00 00 00 00 00 82 01 74 07 00 00 00 00 00 00 00 00 7c 00	........d...........t.........|.
a1e0	ab 01 00 00 00 00 00 00 7d 02 7c 02 74 08 00 00 00 00 00 00 00 00 75 00 73 10 7c 02 6a 0b 00 00	........}.|.t.........u.s.|.j...
a200	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 73 02 7c 00 53 00 7c 02	........................s.|.S.|.
a220	6a 0d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 03 7c 00	j...........................}.|.
a240	6a 0e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 11 00 00 00 00 00 00 00 00 00 00	j...................j...........
a260	00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7c 00 5f 07 00 00 00 00 00 00 00 00 7c 01 73 1f	................|._.........|.s.
a280	74 12 00 00 00 00 00 00 00 00 7c 00 74 15 00 00 00 00 00 00 00 00 6a 16 00 00 00 00 00 00 00 00	t.........|.t.........j.........
a2a0	00 00 00 00 00 00 00 00 00 00 7c 03 64 05 19 00 00 00 ab 01 00 00 00 00 00 00 3c 00 00 00 7c 01	..........|.d.............<...|.
a2c0	64 06 76 00 72 23 74 12 00 00 00 00 00 00 00 00 7c 00 64 07 64 07 85 02 74 15 00 00 00 00 00 00	d.v.r#t.........|.d.d...t.......
a2e0	00 00 6a 16 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 03 64 08 19 00 00 00 ab 01	..j...................|.d.......
a300	00 00 00 00 00 00 66 02 3c 00 00 00 7c 00 53 00 29 09 61 e0 07 00 00 0a 20 20 20 20 4d 61 73 6b	......f.<...|.S.).a.........Mask
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a340	61 79 20 74 68 61 74 20 63 6f 6e 74 61 69 6e 20 6d 61 73 6b 65 64 20 76 61 6c 75 65 73 2e 0a 0a	ay.that.contain.masked.values...
a360	20 20 20 20 4d 61 73 6b 20 77 68 6f 6c 65 20 72 6f 77 73 20 61 6e 64 2f 6f 72 20 63 6f 6c 75 6d	....Mask.whole.rows.and/or.colum
a380	6e 73 20 6f 66 20 61 20 32 44 20 61 72 72 61 79 20 74 68 61 74 20 63 6f 6e 74 61 69 6e 0a 20 20	ns.of.a.2D.array.that.contain...
a3a0	20 20 6d 61 73 6b 65 64 20 76 61 6c 75 65 73 2e 20 20 54 68 65 20 6d 61 73 6b 69 6e 67 20 62 65	..masked.values...The.masking.be
a3c0	68 61 76 69 6f 72 20 69 73 20 73 65 6c 65 63 74 65 64 20 75 73 69 6e 67 20 74 68 65 0a 20 20 20	havior.is.selected.using.the....
a3e0	20 60 61 78 69 73 60 20 70 61 72 61 6d 65 74 65 72 2e 0a 0a 20 20 20 20 20 20 2d 20 49 66 20 60	.`axis`.parameter.........-.If.`
a400	61 78 69 73 60 20 69 73 20 4e 6f 6e 65 2c 20 72 6f 77 73 20 2a 61 6e 64 2a 20 63 6f 6c 75 6d 6e	axis`.is.None,.rows.*and*.column
a420	73 20 61 72 65 20 6d 61 73 6b 65 64 2e 0a 20 20 20 20 20 20 2d 20 49 66 20 60 61 78 69 73 60 20	s.are.masked........-.If.`axis`.
a440	69 73 20 30 2c 20 6f 6e 6c 79 20 72 6f 77 73 20 61 72 65 20 6d 61 73 6b 65 64 2e 0a 20 20 20 20	is.0,.only.rows.are.masked......
a460	20 20 2d 20 49 66 20 60 61 78 69 73 60 20 69 73 20 31 20 6f 72 20 2d 31 2c 20 6f 6e 6c 79 20 63	..-.If.`axis`.is.1.or.-1,.only.c
a480	6f 6c 75 6d 6e 73 20 61 72 65 20 6d 61 73 6b 65 64 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65	olumns.are.masked.......Paramete
a4a0	72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 20 3a 20 61 72 72 61 79 5f	rs.....----------.....a.:.array_
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a4e0	72 61 79 20 74 6f 20 6d 61 73 6b 2e 20 20 49 66 20 6e 6f 74 20 61 20 4d 61 73 6b 65 64 41 72 72	ray.to.mask...If.not.a.MaskedArr
a500	61 79 20 69 6e 73 74 61 6e 63 65 20 28 6f 72 20 69 66 20 6e 6f 20 61 72 72 61 79 0a 20 20 20 20	ay.instance.(or.if.no.array.....
a520	20 20 20 20 65 6c 65 6d 65 6e 74 73 20 61 72 65 20 6d 61 73 6b 65 64 29 2c 20 74 68 65 20 72 65	....elements.are.masked),.the.re
a540	73 75 6c 74 20 69 73 20 61 20 4d 61 73 6b 65 64 41 72 72 61 79 20 77 69 74 68 20 60 6d 61 73 6b	sult.is.a.MaskedArray.with.`mask
a560	60 20 73 65 74 0a 20 20 20 20 20 20 20 20 74 6f 20 60 6e 6f 6d 61 73 6b 60 20 28 46 61 6c 73 65	`.set.........to.`nomask`.(False
a580	29 2e 20 4d 75 73 74 20 62 65 20 61 20 32 44 20 61 72 72 61 79 2e 0a 20 20 20 20 61 78 69 73 20	)..Must.be.a.2D.array......axis.
a5a0	3a 20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 41 78 69 73 20 61 6c 6f	:.int,.optional.........Axis.alo
a5c0	6e 67 20 77 68 69 63 68 20 74 6f 20 70 65 72 66 6f 72 6d 20 74 68 65 20 6f 70 65 72 61 74 69 6f	ng.which.to.perform.the.operatio
a5e0	6e 2e 20 49 66 20 4e 6f 6e 65 2c 20 61 70 70 6c 69 65 73 20 74 6f 20 61 0a 20 20 20 20 20 20 20	n..If.None,.applies.to.a........
a600	20 66 6c 61 74 74 65 6e 65 64 20 76 65 72 73 69 6f 6e 20 6f 66 20 74 68 65 20 61 72 72 61 79 2e	.flattened.version.of.the.array.
a620	0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 20	......Returns.....-------.....a.
a640	3a 20 4d 61 73 6b 65 64 41 72 72 61 79 0a 20 20 20 20 20 20 20 20 41 20 6d 6f 64 69 66 69 65 64	:.MaskedArray.........A.modified
a660	20 76 65 72 73 69 6f 6e 20 6f 66 20 74 68 65 20 69 6e 70 75 74 20 61 72 72 61 79 2c 20 6d 61 73	.version.of.the.input.array,.mas
a680	6b 65 64 20 64 65 70 65 6e 64 69 6e 67 20 6f 6e 20 74 68 65 20 76 61 6c 75 65 0a 20 20 20 20 20	ked.depending.on.the.value......
a6a0	20 20 20 6f 66 20 74 68 65 20 60 61 78 69 73 60 20 70 61 72 61 6d 65 74 65 72 2e 0a 0a 20 20 20	...of.the.`axis`.parameter......
a6c0	20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 6f 74 49 6d 70 6c 65 6d	.Raises.....------.....NotImplem
a6e0	65 6e 74 65 64 45 72 72 6f 72 0a 20 20 20 20 20 20 20 20 49 66 20 69 6e 70 75 74 20 61 72 72 61	entedError.........If.input.arra
a700	79 20 60 61 60 20 69 73 20 6e 6f 74 20 32 44 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20	y.`a`.is.not.2D.......See.Also..
a720	20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 6d 61 73 6b 5f 72 6f 77 73 20 3a 20 4d 61 73 6b	...--------.....mask_rows.:.Mask
a740	20 72 6f 77 73 20 6f 66 20 61 20 32 44 20 61 72 72 61 79 20 74 68 61 74 20 63 6f 6e 74 61 69 6e	.rows.of.a.2D.array.that.contain
a760	20 6d 61 73 6b 65 64 20 76 61 6c 75 65 73 2e 0a 20 20 20 20 6d 61 73 6b 5f 63 6f 6c 73 20 3a 20	.masked.values......mask_cols.:.
a780	4d 61 73 6b 20 63 6f 6c 73 20 6f 66 20 61 20 32 44 20 61 72 72 61 79 20 74 68 61 74 20 63 6f 6e	Mask.cols.of.a.2D.array.that.con
a7a0	74 61 69 6e 20 6d 61 73 6b 65 64 20 76 61 6c 75 65 73 2e 0a 20 20 20 20 6d 61 73 6b 65 64 5f 77	tain.masked.values......masked_w
a7c0	68 65 72 65 20 3a 20 4d 61 73 6b 20 77 68 65 72 65 20 61 20 63 6f 6e 64 69 74 69 6f 6e 20 69 73	here.:.Mask.where.a.condition.is
a7e0	20 6d 65 74 2e 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 54	.met.......Notes.....-----.....T
a800	68 65 20 69 6e 70 75 74 20 61 72 72 61 79 27 73 20 6d 61 73 6b 20 69 73 20 6d 6f 64 69 66 69 65	he.input.array's.mask.is.modifie
a820	64 20 62 79 20 74 68 69 73 20 66 75 6e 63 74 69 6f 6e 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65	d.by.this.function.......Example
a840	73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75	s.....--------.....>>>.import.nu
a860	6d 70 79 20 61 73 20 6e 70 0a 20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 7a 65 72 6f 73 28 28	mpy.as.np.....>>>.a.=.np.zeros((
a880	33 2c 20 33 29 2c 20 64 74 79 70 65 3d 69 6e 74 29 0a 20 20 20 20 3e 3e 3e 20 61 5b 31 2c 20 31	3,.3),.dtype=int).....>>>.a[1,.1
a8a0	5d 20 3d 20 31 0a 20 20 20 20 3e 3e 3e 20 61 0a 20 20 20 20 61 72 72 61 79 28 5b 5b 30 2c 20 30	].=.1.....>>>.a.....array([[0,.0
a8c0	2c 20 30 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 30 2c 20 31 2c 20 30 5d 2c 0a 20 20 20 20	,.0],............[0,.1,.0],.....
a8e0	20 20 20 20 20 20 20 5b 30 2c 20 30 2c 20 30 5d 5d 29 0a 20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e	.......[0,.0,.0]]).....>>>.a.=.n
a900	70 2e 6d 61 2e 6d 61 73 6b 65 64 5f 65 71 75 61 6c 28 61 2c 20 31 29 0a 20 20 20 20 3e 3e 3e 20	p.ma.masked_equal(a,.1).....>>>.
a920	61 0a 20 20 20 20 6d 61 73 6b 65 64 5f 61 72 72 61 79 28 0a 20 20 20 20 20 20 64 61 74 61 3d 5b	a.....masked_array(.......data=[
a940	5b 30 2c 20 30 2c 20 30 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 30 2c 20 2d 2d 2c 20 30	[0,.0,.0],.............[0,.--,.0
a960	5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 30 2c 20 30 2c 20 30 5d 5d 2c 0a 20 20 20 20 20	],.............[0,.0,.0]],......
a980	20 6d 61 73 6b 3d 5b 5b 46 61 6c 73 65 2c 20 46 61 6c 73 65 2c 20 46 61 6c 73 65 5d 2c 0a 20 20	.mask=[[False,.False,.False],...
a9a0	20 20 20 20 20 20 20 20 20 20 5b 46 61 6c 73 65 2c 20 20 54 72 75 65 2c 20 46 61 6c 73 65 5d 2c	..........[False,..True,.False],
a9c0	0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 46 61 6c 73 65 2c 20 46 61 6c 73 65 2c 20 46 61 6c 73	.............[False,.False,.Fals
a9e0	65 5d 5d 2c 0a 20 20 20 20 20 20 66 69 6c 6c 5f 76 61 6c 75 65 3d 31 29 0a 20 20 20 20 3e 3e 3e	e]],.......fill_value=1).....>>>
aa00	20 6e 70 2e 6d 61 2e 6d 61 73 6b 5f 72 6f 77 63 6f 6c 73 28 61 29 0a 20 20 20 20 6d 61 73 6b 65	.np.ma.mask_rowcols(a).....maske
aa20	64 5f 61 72 72 61 79 28 0a 20 20 20 20 20 20 64 61 74 61 3d 5b 5b 30 2c 20 2d 2d 2c 20 30 5d 2c	d_array(.......data=[[0,.--,.0],
aa40	0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 2d 2d 2c 20 2d 2d 2c 20 2d 2d 5d 2c 0a 20 20 20 20 20	.............[--,.--,.--],......
aa60	20 20 20 20 20 20 20 5b 30 2c 20 2d 2d 2c 20 30 5d 5d 2c 0a 20 20 20 20 20 20 6d 61 73 6b 3d 5b	.......[0,.--,.0]],.......mask=[
aa80	5b 46 61 6c 73 65 2c 20 20 54 72 75 65 2c 20 46 61 6c 73 65 5d 2c 0a 20 20 20 20 20 20 20 20 20	[False,..True,.False],..........
aaa0	20 20 20 5b 20 54 72 75 65 2c 20 20 54 72 75 65 2c 20 20 54 72 75 65 5d 2c 0a 20 20 20 20 20 20	...[.True,..True,..True],.......
aac0	20 20 20 20 20 20 5b 46 61 6c 73 65 2c 20 20 54 72 75 65 2c 20 46 61 6c 73 65 5d 5d 2c 0a 20 20	......[False,..True,.False]],...
aae0	20 20 20 20 66 69 6c 6c 5f 76 61 6c 75 65 3d 31 29 0a 0a 20 20 20 20 46 72 e8 00 00 00 72 ee 00	....fill_value=1)......Fr....r..
ab00	00 00 7a 26 6d 61 73 6b 5f 72 6f 77 63 6f 6c 73 20 77 6f 72 6b 73 20 66 6f 72 20 32 44 20 61 72	..z&mask_rowcols.works.for.2D.ar
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ab60	00 00 da 07 6e 6f 6e 7a 65 72 6f 72 65 00 00 00 72 a2 00 00 00 72 46 00 00 00 72 5c 00 00 00 72	....nonzerore...r....rF...r\...r
ab80	2c 00 00 00 29 04 72 60 00 00 00 72 57 00 00 00 72 58 00 00 00 da 09 6d 61 73 6b 65 64 76 61 6c	,...).r`...rW...rX.....maskedval
aba0	73 04 00 00 00 20 20 20 20 72 51 00 00 00 72 1e 00 00 00 72 1e 00 00 00 45 04 00 00 73 a4 00 00	s........rQ...r....r....E...s...
abc0	00 80 00 f4 52 02 00 09 0e 88 61 90 75 d4 08 1d 80 41 d8 07 08 87 76 81 76 90 11 82 7b dc 0e 21	....R.....a.u....A....v.v...{..!
abe0	d0 22 4a d3 0e 4b d0 08 4b dc 08 0f 90 01 8b 0a 80 41 e0 07 08 8c 46 81 7b 98 21 9f 25 99 25 9c	."J..K..K........A....F.{.!.%.%.
ac00	27 d8 0f 10 88 08 d8 10 11 97 09 91 09 93 0b 80 49 d8 0e 0f 8f 67 89 67 8f 6c 89 6c 8b 6e 80 41	'...............I....g.g.l.l.n.A
ac20	84 47 d9 0b 0f dc 25 2b 88 01 8c 22 8f 29 89 29 90 49 98 61 91 4c d3 0a 21 d1 08 22 d8 07 0b 88	.G....%+...".).).I.a.L..!.."....
ac40	7d d1 07 1c dc 28 2e 88 01 8a 21 8c 52 8f 59 89 59 90 79 a0 11 91 7c d3 0d 24 d0 0a 24 d1 08 25	}....(....!.R.Y.Y.y...|..$..$..%
ac60	d8 0b 0c 80 48 72 53 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3	....HrS...c.....................
ac80	76 00 00 00 97 00 7c 01 74 00 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00	v.....|.t.........j.............
aca0	00 00 00 00 00 00 75 01 72 1c 74 05 00 00 00 00 00 00 00 00 6a 06 00 00 00 00 00 00 00 00 00 00	......u.r.t.........j...........
acc0	00 00 00 00 00 00 00 00 64 01 74 08 00 00 00 00 00 00 00 00 64 02 ac 03 ab 03 00 00 00 00 00 00	........d.t.........d...........
ace0	01 00 74 0b 00 00 00 00 00 00 00 00 7c 00 64 04 ab 02 00 00 00 00 00 00 53 00 29 05 61 cd 03 00	..t.........|.d.........S.).a...
ad00	00 0a 20 20 20 20 4d 61 73 6b 20 72 6f 77 73 20 6f 66 20 61 20 32 44 20 61 72 72 61 79 20 74 68	......Mask.rows.of.a.2D.array.th
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bf60	71 75 65 28 6d 61 73 6b 65 64 5f 61 2c 20 72 65 74 75 72 6e 5f 69 6e 76 65 72 73 65 3d 54 72 75	que(masked_a,.return_inverse=Tru
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c0e0	20 61 72 72 61 79 28 5b 30 2c 20 31 2c 20 33 2c 20 31 2c 20 32 5d 29 29 0a 20 20 20 20 29 02 da	.array([0,.1,.3,.1,.2])).....)..
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c1a0	12 90 26 9c 25 d4 07 20 dc 11 15 90 66 93 1c 88 06 d8 14 1a 98 31 91 49 97 4e 91 4e a4 3b d3 14	..&.%.......f........1.I.N.N.;..
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c240	29 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74	)t.........j...................t
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c2c0	01 1a 00 7c 03 64 01 64 02 1a 00 6b 28 00 00 19 00 00 00 53 00 29 04 61 59 02 00 00 0a 20 20 20	...|.d.d...k(......S.).aY.......
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c320	76 61 6c 75 65 73 20 61 72 65 20 63 6f 6e 73 69 64 65 72 65 64 20 65 71 75 61 6c 20 6f 6e 65 20	values.are.considered.equal.one.
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c380	60 6e 75 6d 70 79 2e 69 6e 74 65 72 73 65 63 74 31 64 60 20 66 6f 72 20 6d 6f 72 65 20 64 65 74	`numpy.intersect1d`.for.more.det
c3a0	61 69 6c 73 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d	ails.......See.Also.....--------
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c3e0	65 6e 74 20 66 75 6e 63 74 69 6f 6e 20 66 6f 72 20 6e 64 61 72 72 61 79 73 2e 0a 0a 20 20 20 20	ent.function.for.ndarrays.......
c400	45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d	Examples.....--------.....>>>.im
c420	70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 0a 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e	port.numpy.as.np.....>>>.x.=.np.
c440	6d 61 2e 61 72 72 61 79 28 5b 31 2c 20 33 2c 20 33 2c 20 33 5d 2c 20 6d 61 73 6b 3d 5b 30 2c 20	ma.array([1,.3,.3,.3],.mask=[0,.
c460	30 2c 20 30 2c 20 31 5d 29 0a 20 20 20 20 3e 3e 3e 20 79 20 3d 20 6e 70 2e 6d 61 2e 61 72 72 61	0,.0,.1]).....>>>.y.=.np.ma.arra
c480	79 28 5b 33 2c 20 31 2c 20 31 2c 20 31 5d 2c 20 6d 61 73 6b 3d 5b 30 2c 20 30 2c 20 30 2c 20 31	y([3,.1,.1,.1],.mask=[0,.0,.0,.1
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c4c0	79 29 0a 20 20 20 20 6d 61 73 6b 65 64 5f 61 72 72 61 79 28 64 61 74 61 3d 5b 31 2c 20 33 2c 20	y).....masked_array(data=[1,.3,.
c4e0	2d 2d 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 6d 61 73 6b 3d 5b 46 61 6c 73	--],..................mask=[Fals
c500	65 2c 20 46 61 6c 73 65 2c 20 20 54 72 75 65 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 66 69 6c	e,.False,..True],............fil
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c5a0	10 8f 6e 89 6e 98 63 a0 33 98 5a d3 0e 28 89 03 f4 06 00 0f 11 8f 6e 89 6e 9c 66 a0 53 9b 6b ac	..n.n.c.3.Z..(........n.n.f.S.k.
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c7a0	6d 61 73 6b 65 64 20 61 72 72 61 79 2e 20 53 65 65 20 60 6e 75 6d 70 79 2e 73 65 74 78 6f 72 31	masked.array..See.`numpy.setxor1
c7c0	64 60 20 66 6f 72 20 6d 6f 72 65 20 64 65 74 61 69 6c 73 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c	d`.for.more.details.......See.Al
c7e0	73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 6e 75 6d 70 79 2e 73 65 74 78 6f 72	so.....--------.....numpy.setxor
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c8c0	2e 73 65 74 78 6f 72 31 64 28 61 72 31 2c 20 61 72 32 29 0a 20 20 20 20 6d 61 73 6b 65 64 5f 61	.setxor1d(ar1,.ar2).....masked_a
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c980	37 01 00 00 da 04 61 75 78 66 da 04 66 6c 61 67 da 05 66 6c 61 67 32 73 07 00 00 00 20 20 20 20	7.....auxf..flag..flag2s........
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ca60	00 00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3 54 01 00 00 97 00 7c 02 73 1b 74 01 00 00 00	.................T.....|.s.t....
ca80	00 00 00 00 00 7c 00 64 01 ac 02 ab 02 00 00 00 00 00 00 5c 02 00 00 7d 00 7d 04 74 01 00 00 00	.....|.d...........\...}.}.t....
caa0	00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 01 74 03 00 00 00 00 00 00 00 00 6a 04 00 00 00	.....|.........}.t.........j....
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cb60	03 67 01 66 02 ab 01 00 00 00 00 00 00 7d 09 7c 06 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00	.g.f.........}.|.j..............
cb80	00 00 00 00 00 64 03 ac 04 ab 01 00 00 00 00 00 00 64 06 74 09 00 00 00 00 00 00 00 00 7c 00 ab	.....d...........d.t.........|..
cba0	01 00 00 00 00 00 00 1a 00 7d 0a 7c 02 72 05 7c 09 7c 0a 19 00 00 00 53 00 7c 09 7c 0a 19 00 00	.........}.|.r.|.|.....S.|.|....
cbc0	00 7f 04 19 00 00 00 53 00 29 08 61 89 02 00 00 0a 20 20 20 20 54 65 73 74 20 77 68 65 74 68 65	.......S.).a.........Test.whethe
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cc00	73 6f 20 70 72 65 73 65 6e 74 20 69 6e 20 61 20 73 65 63 6f 6e 64 0a 20 20 20 20 61 72 72 61 79	so.present.in.a.second.....array
cc20	2e 0a 0a 20 20 20 20 54 68 65 20 6f 75 74 70 75 74 20 69 73 20 61 6c 77 61 79 73 20 61 20 6d 61	.......The.output.is.always.a.ma
cc40	73 6b 65 64 20 61 72 72 61 79 2e 20 53 65 65 20 60 6e 75 6d 70 79 2e 69 6e 31 64 60 20 66 6f 72	sked.array..See.`numpy.in1d`.for
cc60	20 6d 6f 72 65 20 64 65 74 61 69 6c 73 2e 0a 0a 20 20 20 20 57 65 20 72 65 63 6f 6d 6d 65 6e 64	.more.details.......We.recommend
cc80	20 75 73 69 6e 67 20 3a 66 75 6e 63 3a 60 69 73 69 6e 60 20 69 6e 73 74 65 61 64 20 6f 66 20 60	.using.:func:`isin`.instead.of.`
cca0	69 6e 31 64 60 20 66 6f 72 20 6e 65 77 20 63 6f 64 65 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73	in1d`.for.new.code.......See.Als
ccc0	6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 69 73 69 6e 20 20 20 20 20 20 20 3a 20	o.....--------.....isin.......:.
cce0	56 65 72 73 69 6f 6e 20 6f 66 20 74 68 69 73 20 66 75 6e 63 74 69 6f 6e 20 74 68 61 74 20 70 72	Version.of.this.function.that.pr
cd00	65 73 65 72 76 65 73 20 74 68 65 20 73 68 61 70 65 20 6f 66 20 61 72 31 2e 0a 20 20 20 20 6e 75	eserves.the.shape.of.ar1......nu
cd20	6d 70 79 2e 69 6e 31 64 20 3a 20 45 71 75 69 76 61 6c 65 6e 74 20 66 75 6e 63 74 69 6f 6e 20 66	mpy.in1d.:.Equivalent.function.f
cd40	6f 72 20 6e 64 61 72 72 61 79 73 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d	or.ndarrays.......Examples.....-
cd60	2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20	-------.....>>>.import.numpy.as.
cd80	6e 70 0a 20 20 20 20 3e 3e 3e 20 61 72 31 20 3d 20 6e 70 2e 6d 61 2e 61 72 72 61 79 28 5b 30 2c	np.....>>>.ar1.=.np.ma.array([0,
cda0	20 31 2c 20 32 2c 20 35 2c 20 30 5d 29 0a 20 20 20 20 3e 3e 3e 20 61 72 32 20 3d 20 5b 30 2c 20	.1,.2,.5,.0]).....>>>.ar2.=.[0,.
cdc0	32 5d 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 69 6e 31 64 28 61 72 31 2c 20 61 72 32 29 0a	2].....>>>.np.ma.in1d(ar1,.ar2).
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ce20	20 20 20 20 20 20 20 20 20 20 20 20 6d 61 73 6b 3d 46 61 6c 73 65 2c 0a 20 20 20 20 20 20 20 20	............mask=False,.........
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cea0	00 72 35 01 00 00 72 36 01 00 00 da 06 69 6e 76 65 72 74 da 07 72 65 76 5f 69 64 78 da 02 61 72	.r5...r6.....invert..rev_idx..ar
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cf00	05 00 00 73 c8 00 00 00 80 00 f1 32 00 0c 19 dc 17 1d 98 63 b0 24 d4 17 37 89 0c 88 03 88 57 dc	...s.......2.......c.$..7.....W.
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10320	00 00 00 00 00 00 f3 1a 00 00 00 97 00 65 00 5a 01 64 00 5a 02 64 01 5a 03 64 02 5a 04 64 03 84	.............e.Z.d.Z.d.Z.d.Z.d..
10340	00 5a 05 79 04 29 05 da 08 6d 72 5f 63 6c 61 73 73 61 7e 01 00 00 0a 20 20 20 20 54 72 61 6e 73	.Z.y.)...mr_classa~........Trans
10360	6c 61 74 65 20 73 6c 69 63 65 20 6f 62 6a 65 63 74 73 20 74 6f 20 63 6f 6e 63 61 74 65 6e 61 74	late.slice.objects.to.concatenat
10380	69 6f 6e 20 61 6c 6f 6e 67 20 74 68 65 20 66 69 72 73 74 20 61 78 69 73 2e 0a 0a 20 20 20 20 54	ion.along.the.first.axis.......T
103a0	68 69 73 20 69 73 20 74 68 65 20 6d 61 73 6b 65 64 20 61 72 72 61 79 20 76 65 72 73 69 6f 6e 20	his.is.the.masked.array.version.
103c0	6f 66 20 60 72 5f 60 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d	of.`r_`.......See.Also.....-----
103e0	2d 2d 2d 0a 20 20 20 20 72 5f 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d	---.....r_......Examples.....---
10400	2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70	-----.....>>>.import.numpy.as.np
10420	0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 6d 72 5f 5b 6e 70 2e 6d 61 2e 61 72 72 61 79 28 5b	.....>>>.np.ma.mr_[np.ma.array([
10440	31 2c 32 2c 33 5d 29 2c 20 30 2c 20 30 2c 20 6e 70 2e 6d 61 2e 61 72 72 61 79 28 5b 34 2c 35 2c	1,2,3]),.0,.0,.np.ma.array([4,5,
10460	36 5d 29 5d 0a 20 20 20 20 6d 61 73 6b 65 64 5f 61 72 72 61 79 28 64 61 74 61 3d 5b 31 2c 20 32	6])].....masked_array(data=[1,.2
10480	2c 20 33 2c 20 2e 2e 2e 2c 20 34 2c 20 35 2c 20 36 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20	,.3,....,.4,.5,.6],.............
104a0	20 20 20 20 20 6d 61 73 6b 3d 46 61 6c 73 65 2c 0a 20 20 20 20 20 20 20 20 20 20 20 66 69 6c 6c	.....mask=False,............fill
104c0	5f 76 61 6c 75 65 3d 39 39 39 39 39 39 29 0a 0a 20 20 20 20 72 7a 00 00 00 63 01 00 00 00 00 00	_value=999999)......rz...c......
104e0	00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 30 00 00 00 97 00 74 00 00 00 00 00 00 00 00 00 6a	...............0.....t.........j
10500	03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 64 01 ab 02 00 00 00 00 00 00 01	...................|.d..........
10520	00 79 00 29 02 4e 72 30 00 00 00 29 02 72 75 01 00 00 72 70 00 00 00 29 01 72 6e 00 00 00 73 01	.y.).Nr0...).ru...rp...).rn...s.
10540	00 00 00 20 72 51 00 00 00 72 70 00 00 00 7a 11 6d 72 5f 63 6c 61 73 73 2e 5f 5f 69 6e 69 74 5f	....rQ...rp...z.mr_class.__init_
10560	5f 4b 07 00 00 73 12 00 00 00 80 00 dc 08 19 d7 08 22 d1 08 22 a0 34 a8 11 d5 08 2b 72 53 00 00	_K...s..........."..".4....+rS..
10580	00 4e 29 06 72 6a 00 00 00 72 7e 00 00 00 72 6b 00 00 00 72 6d 00 00 00 72 7f 01 00 00 72 70 00	.N).rj...r~...rk...rm...r....rp.
105a0	00 00 72 7a 00 00 00 72 53 00 00 00 72 51 00 00 00 72 84 01 00 00 72 84 01 00 00 36 07 00 00 73	..rz...rS...rQ...r....r....6...s
105c0	13 00 00 00 84 00 f1 02 11 05 08 f0 24 00 11 13 80 49 f3 04 01 05 2c 72 53 00 00 00 72 84 01 00	............$....I....,rS...r...
105e0	00 63 02 00 00 00 00 00 00 00 00 00 00 00 06 00 00 00 23 00 00 00 f3 ae 00 00 00 4b 00 01 00 97	.c................#........K....
10600	00 74 01 00 00 00 00 00 00 00 00 74 03 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00	.t.........t.........j..........
10620	00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 74 07 00 00 00 00 00 00 00 00 7c 00 ab	.........|.........t.........|..
10640	01 00 00 00 00 00 00 6a 08 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 02 00 00 00	.......j........................
10660	00 00 00 44 00 5d 1c 00 00 5c 02 00 00 7d 02 7d 03 7c 03 73 05 7c 02 96 01 97 01 01 00 8c 0d 7c	...D.]...\...}.}.|.s.|.........|
10680	01 72 01 8c 10 7c 02 64 01 19 00 00 00 74 0a 00 00 00 00 00 00 00 00 66 02 96 01 97 01 01 00 8c	.r...|.d.....t.........f........
106a0	1e 04 00 79 02 ad 03 77 01 29 03 61 bf 05 00 00 0a 20 20 20 20 4d 75 6c 74 69 64 69 6d 65 6e 73	...y...w.).a.........Multidimens
106c0	69 6f 6e 61 6c 20 69 6e 64 65 78 20 69 74 65 72 61 74 6f 72 2e 0a 0a 20 20 20 20 52 65 74 75 72	ional.index.iterator.......Retur
106e0	6e 20 61 6e 20 69 74 65 72 61 74 6f 72 20 79 69 65 6c 64 69 6e 67 20 70 61 69 72 73 20 6f 66 20	n.an.iterator.yielding.pairs.of.
10700	61 72 72 61 79 20 63 6f 6f 72 64 69 6e 61 74 65 73 20 61 6e 64 20 76 61 6c 75 65 73 2c 0a 20 20	array.coordinates.and.values,...
10720	20 20 73 6b 69 70 70 69 6e 67 20 65 6c 65 6d 65 6e 74 73 20 74 68 61 74 20 61 72 65 20 6d 61 73	..skipping.elements.that.are.mas
10740	6b 65 64 2e 20 57 69 74 68 20 60 63 6f 6d 70 72 65 73 73 65 64 3d 46 61 6c 73 65 60 2c 0a 20 20	ked..With.`compressed=False`,...
10760	20 20 60 6d 61 2e 6d 61 73 6b 65 64 60 20 69 73 20 79 69 65 6c 64 65 64 20 61 73 20 74 68 65 20	..`ma.masked`.is.yielded.as.the.
10780	76 61 6c 75 65 20 6f 66 20 6d 61 73 6b 65 64 20 65 6c 65 6d 65 6e 74 73 2e 20 54 68 69 73 0a 20	value.of.masked.elements..This..
107a0	20 20 20 62 65 68 61 76 69 6f 72 20 64 69 66 66 65 72 73 20 66 72 6f 6d 20 74 68 61 74 20 6f 66	...behavior.differs.from.that.of
107c0	20 60 6e 75 6d 70 79 2e 6e 64 65 6e 75 6d 65 72 61 74 65 60 2c 20 77 68 69 63 68 20 79 69 65 6c	.`numpy.ndenumerate`,.which.yiel
107e0	64 73 20 74 68 65 0a 20 20 20 20 76 61 6c 75 65 20 6f 66 20 74 68 65 20 75 6e 64 65 72 6c 79 69	ds.the.....value.of.the.underlyi
10800	6e 67 20 64 61 74 61 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d	ng.data.array.......Notes.....--
10820	2d 2d 2d 0a 20 20 20 20 2e 2e 20 76 65 72 73 69 6f 6e 61 64 64 65 64 3a 3a 20 31 2e 32 33 2e 30	---........versionadded::.1.23.0
10840	0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a	......Parameters.....----------.
10860	20 20 20 20 61 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 41 6e 20 61 72	....a.:.array_like.........An.ar
10880	72 61 79 20 77 69 74 68 20 28 70 6f 73 73 69 62 6c 79 29 20 6d 61 73 6b 65 64 20 65 6c 65 6d 65	ray.with.(possibly).masked.eleme
108a0	6e 74 73 2e 0a 20 20 20 20 63 6f 6d 70 72 65 73 73 65 64 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69	nts......compressed.:.bool,.opti
108c0	6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 49 66 20 54 72 75 65 20 28 64 65 66 61 75 6c 74 29 2c 20	onal.........If.True.(default),.
108e0	6d 61 73 6b 65 64 20 65 6c 65 6d 65 6e 74 73 20 61 72 65 20 73 6b 69 70 70 65 64 2e 0a 0a 20 20	masked.elements.are.skipped.....
10900	20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 6e 75 6d 70	..See.Also.....--------.....nump
10920	79 2e 6e 64 65 6e 75 6d 65 72 61 74 65 20 3a 20 45 71 75 69 76 61 6c 65 6e 74 20 66 75 6e 63 74	y.ndenumerate.:.Equivalent.funct
10940	69 6f 6e 20 69 67 6e 6f 72 69 6e 67 20 61 6e 79 20 6d 61 73 6b 2e 0a 0a 20 20 20 20 45 78 61 6d	ion.ignoring.any.mask.......Exam
10960	70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74	ples.....--------.....>>>.import
10980	20 6e 75 6d 70 79 20 61 73 20 6e 70 0a 20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 6d 61 2e 61	.numpy.as.np.....>>>.a.=.np.ma.a
109a0	72 61 6e 67 65 28 39 29 2e 72 65 73 68 61 70 65 28 28 33 2c 20 33 29 29 0a 20 20 20 20 3e 3e 3e	range(9).reshape((3,.3)).....>>>
109c0	20 61 5b 31 2c 20 30 5d 20 3d 20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64 0a 20 20 20 20 3e 3e 3e 20	.a[1,.0].=.np.ma.masked.....>>>.
109e0	61 5b 31 2c 20 32 5d 20 3d 20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64 0a 20 20 20 20 3e 3e 3e 20 61	a[1,.2].=.np.ma.masked.....>>>.a
10a00	5b 32 2c 20 31 5d 20 3d 20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64 0a 20 20 20 20 3e 3e 3e 20 61 0a	[2,.1].=.np.ma.masked.....>>>.a.
10a20	20 20 20 20 6d 61 73 6b 65 64 5f 61 72 72 61 79 28 0a 20 20 20 20 20 20 64 61 74 61 3d 5b 5b 30	....masked_array(.......data=[[0
10a40	2c 20 31 2c 20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 2d 2d 2c 20 34 2c 20 2d 2d 5d	,.1,.2],.............[--,.4,.--]
10a60	2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 36 2c 20 2d 2d 2c 20 38 5d 5d 2c 0a 20 20 20 20 20	,.............[6,.--,.8]],......
10a80	20 6d 61 73 6b 3d 5b 5b 46 61 6c 73 65 2c 20 46 61 6c 73 65 2c 20 46 61 6c 73 65 5d 2c 0a 20 20	.mask=[[False,.False,.False],...
10aa0	20 20 20 20 20 20 20 20 20 20 5b 20 54 72 75 65 2c 20 46 61 6c 73 65 2c 20 20 54 72 75 65 5d 2c	..........[.True,.False,..True],
10ac0	0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 46 61 6c 73 65 2c 20 20 54 72 75 65 2c 20 46 61 6c 73	.............[False,..True,.Fals
10ae0	65 5d 5d 2c 0a 20 20 20 20 20 20 66 69 6c 6c 5f 76 61 6c 75 65 3d 39 39 39 39 39 39 29 0a 20 20	e]],.......fill_value=999999)...
10b00	20 20 3e 3e 3e 20 66 6f 72 20 69 6e 64 65 78 2c 20 78 20 69 6e 20 6e 70 2e 6d 61 2e 6e 64 65 6e	..>>>.for.index,.x.in.np.ma.nden
10b20	75 6d 65 72 61 74 65 28 61 29 3a 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 70 72 69 6e 74 28 69 6e	umerate(a):.............print(in
10b40	64 65 78 2c 20 78 29 0a 20 20 20 20 28 30 2c 20 30 29 20 30 0a 20 20 20 20 28 30 2c 20 31 29 20	dex,.x).....(0,.0).0.....(0,.1).
10b60	31 0a 20 20 20 20 28 30 2c 20 32 29 20 32 0a 20 20 20 20 28 31 2c 20 31 29 20 34 0a 20 20 20 20	1.....(0,.2).2.....(1,.1).4.....
10b80	28 32 2c 20 30 29 20 36 0a 20 20 20 20 28 32 2c 20 32 29 20 38 0a 0a 20 20 20 20 3e 3e 3e 20 66	(2,.0).6.....(2,.2).8......>>>.f
10ba0	6f 72 20 69 6e 64 65 78 2c 20 78 20 69 6e 20 6e 70 2e 6d 61 2e 6e 64 65 6e 75 6d 65 72 61 74 65	or.index,.x.in.np.ma.ndenumerate
10bc0	28 61 2c 20 63 6f 6d 70 72 65 73 73 65 64 3d 46 61 6c 73 65 29 3a 0a 20 20 20 20 2e 2e 2e 20 20	(a,.compressed=False):..........
10be0	20 20 20 70 72 69 6e 74 28 69 6e 64 65 78 2c 20 78 29 0a 20 20 20 20 28 30 2c 20 30 29 20 30 0a	...print(index,.x).....(0,.0).0.
10c00	20 20 20 20 28 30 2c 20 31 29 20 31 0a 20 20 20 20 28 30 2c 20 32 29 20 32 0a 20 20 20 20 28 31	....(0,.1).1.....(0,.2).2.....(1
10c20	2c 20 30 29 20 2d 2d 0a 20 20 20 20 28 31 2c 20 31 29 20 34 0a 20 20 20 20 28 31 2c 20 32 29 20	,.0).--.....(1,.1).4.....(1,.2).
10c40	2d 2d 0a 20 20 20 20 28 32 2c 20 30 29 20 36 0a 20 20 20 20 28 32 2c 20 31 29 20 2d 2d 0a 20 20	--.....(2,.0).6.....(2,.1).--...
10c60	20 20 28 32 2c 20 32 29 20 38 0a 20 20 20 20 72 30 00 00 00 4e 29 06 da 03 7a 69 70 72 5c 00 00	..(2,.2).8.....r0...N)...zipr\..
10c80	00 72 24 00 00 00 72 43 00 00 00 72 2a 01 00 00 72 46 00 00 00 29 04 72 60 00 00 00 da 0a 63 6f	.r$...rC...r*...rF...).r`.....co
10ca0	6d 70 72 65 73 73 65 64 da 02 69 74 72 5b 00 00 00 73 04 00 00 00 20 20 20 20 72 51 00 00 00 72	mpressed..itr[...s........rQ...r
10cc0	24 00 00 00 72 24 00 00 00 56 07 00 00 73 4f 00 00 00 e8 00 f8 80 00 f4 7c 01 00 15 18 9c 02 9f	$...r$...V...sO.........|.......
10ce0	0e 99 0e a0 71 d3 18 29 ac 3c b8 01 ab 3f d7 2b 3f d1 2b 3f d3 14 40 f2 00 04 05 20 89 08 88 02	....q..).<...?.+?.+?..@.........
10d00	88 44 d9 0f 13 d8 12 14 8b 48 da 11 1b d8 12 14 90 51 91 25 9c 16 90 2d d3 0c 1f f1 09 04 05 20	.D.......H.......Q.%...-........
10d20	f9 73 0c 00 00 00 82 41 02 41 15 01 c1 05 10 41 15 01 63 01 00 00 00 00 00 00 00 00 00 00 00 05	.s.....A.A.....A..c.............
10d40	00 00 00 03 00 00 00 f3 f2 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00	..............t.........|.......
10d60	00 00 7d 01 7c 01 74 02 00 00 00 00 00 00 00 00 75 00 73 15 74 05 00 00 00 00 00 00 00 00 6a 06	..}.|.t.........u.s.t.........j.
10d80	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 73 24 74 05	..................|.........s$t.
10da0	00 00 00 00 00 00 00 00 6a 08 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 01 7c 00	........j...................d.|.
10dc0	6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 02 7a 0a 00 00 67 02 ab 01 00 00	j...................d.z...g.....
10de0	00 00 00 00 53 00 74 05 00 00 00 00 00 00 00 00 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....S.t.........j...............
10e00	00 00 00 00 7c 01 0f 00 ab 01 00 00 00 00 00 00 7d 02 74 0f 00 00 00 00 00 00 00 00 7c 02 ab 01	....|...........}.t.........|...
10e20	00 00 00 00 00 00 64 01 6b 44 00 00 72 07 7c 02 64 01 64 03 67 02 19 00 00 00 53 00 79 04 29 05	......d.kD..r.|.d.d.g.....S.y.).
10e40	61 d0 03 00 00 0a 20 20 20 20 46 69 6e 64 20 74 68 65 20 69 6e 64 69 63 65 73 20 6f 66 20 74 68	a.........Find.the.indices.of.th
10e60	65 20 66 69 72 73 74 20 61 6e 64 20 6c 61 73 74 20 75 6e 6d 61 73 6b 65 64 20 76 61 6c 75 65 73	e.first.and.last.unmasked.values
10e80	2e 0a 0a 20 20 20 20 45 78 70 65 63 74 73 20 61 20 31 2d 44 20 60 4d 61 73 6b 65 64 41 72 72 61	.......Expects.a.1-D.`MaskedArra
10ea0	79 60 2c 20 72 65 74 75 72 6e 73 20 4e 6f 6e 65 20 69 66 20 61 6c 6c 20 76 61 6c 75 65 73 20 61	y`,.returns.None.if.all.values.a
10ec0	72 65 20 6d 61 73 6b 65 64 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d	re.masked.......Parameters.....-
10ee0	2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20	---------.....a.:.array_like....
10f00	20 20 20 20 20 49 6e 70 75 74 20 31 2d 44 20 60 4d 61 73 6b 65 64 41 72 72 61 79 60 0a 0a 20 20	.....Input.1-D.`MaskedArray`....
10f20	20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 65 64 67 65 73 20	..Returns.....-------.....edges.
10f40	3a 20 6e 64 61 72 72 61 79 20 6f 72 20 4e 6f 6e 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 69 6e	:.ndarray.or.None.........The.in
10f60	64 69 63 65 73 20 6f 66 20 66 69 72 73 74 20 61 6e 64 20 6c 61 73 74 20 6e 6f 6e 2d 6d 61 73 6b	dices.of.first.and.last.non-mask
10f80	65 64 20 76 61 6c 75 65 20 69 6e 20 74 68 65 20 61 72 72 61 79 2e 0a 20 20 20 20 20 20 20 20 52	ed.value.in.the.array..........R
10fa0	65 74 75 72 6e 73 20 4e 6f 6e 65 20 69 66 20 61 6c 6c 20 76 61 6c 75 65 73 20 61 72 65 20 6d 61	eturns.None.if.all.values.are.ma
10fc0	73 6b 65 64 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d	sked.......See.Also.....--------
10fe0	0a 20 20 20 20 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 2c 20 6e	.....flatnotmasked_contiguous,.n
11000	6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 2c 20 6e 6f 74 6d 61 73 6b 65 64 5f 65	otmasked_contiguous,.notmasked_e
11020	64 67 65 73 0a 20 20 20 20 63 6c 75 6d 70 5f 6d 61 73 6b 65 64 2c 20 63 6c 75 6d 70 5f 75 6e 6d	dges.....clump_masked,.clump_unm
11040	61 73 6b 65 64 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 4f	asked......Notes.....-----.....O
11060	6e 6c 79 20 61 63 63 65 70 74 73 20 31 2d 44 20 61 72 72 61 79 73 2e 0a 0a 20 20 20 20 45 78 61	nly.accepts.1-D.arrays.......Exa
11080	6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72	mples.....--------.....>>>.impor
110a0	74 20 6e 75 6d 70 79 20 61 73 20 6e 70 0a 20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 6d 61 2e	t.numpy.as.np.....>>>.a.=.np.ma.
110c0	61 72 61 6e 67 65 28 31 30 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 66 6c 61 74 6e 6f 74	arange(10).....>>>.np.ma.flatnot
110e0	6d 61 73 6b 65 64 5f 65 64 67 65 73 28 61 29 0a 20 20 20 20 61 72 72 61 79 28 5b 30 2c 20 39 5d	masked_edges(a).....array([0,.9]
11100	29 0a 0a 20 20 20 20 3e 3e 3e 20 6d 61 73 6b 20 3d 20 28 61 20 3c 20 33 29 20 7c 20 28 61 20 3e	)......>>>.mask.=.(a.<.3).|.(a.>
11120	20 38 29 20 7c 20 28 61 20 3d 3d 20 35 29 0a 20 20 20 20 3e 3e 3e 20 61 5b 6d 61 73 6b 5d 20 3d	.8).|.(a.==.5).....>>>.a[mask].=
11140	20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 61 72 72 61 79 28 61	.np.ma.masked.....>>>.np.array(a
11160	5b 7e 61 2e 6d 61 73 6b 5d 29 0a 20 20 20 20 61 72 72 61 79 28 5b 33 2c 20 34 2c 20 36 2c 20 37	[~a.mask]).....array([3,.4,.6,.7
11180	2c 20 38 5d 29 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 66 6c 61 74 6e 6f 74 6d 61 73 6b	,.8])......>>>.np.ma.flatnotmask
111a0	65 64 5f 65 64 67 65 73 28 61 29 0a 20 20 20 20 61 72 72 61 79 28 5b 33 2c 20 38 5d 29 0a 0a 20	ed_edges(a).....array([3,.8])...
111c0	20 20 20 3e 3e 3e 20 61 5b 3a 5d 20 3d 20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64 0a 20 20 20 20 3e	...>>>.a[:].=.np.ma.masked.....>
111e0	3e 3e 20 70 72 69 6e 74 28 6e 70 2e 6d 61 2e 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 65 64 67	>>.print(np.ma.flatnotmasked_edg
11200	65 73 28 61 29 29 0a 20 20 20 20 4e 6f 6e 65 0a 0a 20 20 20 20 72 30 00 00 00 72 37 00 00 00 72	es(a)).....None......r0...r7...r
11220	a5 00 00 00 4e 29 08 72 42 00 00 00 72 48 00 00 00 72 5c 00 00 00 72 12 01 00 00 72 31 00 00 00	....N).rB...rH...r\...r....r1...
11240	72 01 01 00 00 da 0b 66 6c 61 74 6e 6f 6e 7a 65 72 6f 72 94 00 00 00 29 03 72 60 00 00 00 72 58	r......flatnonzeror....).r`...rX
11260	00 00 00 da 08 75 6e 6d 61 73 6b 65 64 73 03 00 00 00 20 20 20 72 51 00 00 00 72 17 00 00 00 72	.....unmaskeds.......rQ...r....r
11280	17 00 00 00 9b 07 00 00 73 68 00 00 00 80 00 f4 5c 01 00 09 10 90 01 8b 0a 80 41 d8 07 08 8c 46	........sh......\.........A....F
112a0	81 7b 9c 22 9f 26 99 26 a0 11 9c 29 dc 0f 11 8f 78 89 78 98 11 98 41 9f 46 99 46 a0 51 99 4a 98	.{.".&.&...)....x.x...A.F.F.Q.J.
112c0	0f d3 0f 28 d0 08 28 dc 0f 11 8f 7e 89 7e 98 71 98 62 d3 0f 21 80 48 dc 07 0a 88 38 83 7d 90 71	...(..(....~.~.q.b..!.H....8.}.q
112e0	d2 07 18 d8 0f 17 98 11 98 42 98 07 d1 0f 20 d0 08 20 e0 0f 13 72 53 00 00 00 63 02 00 00 00 00	.........B...........rS...c.....
11300	00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 a0 01 00 00 87 01 87 03 97 00 74 01 00 00 00 00	..........................t.....
11320	00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 00 89 01 81 0f 7c 00 6a 02 00 00 00 00 00 00 00 00	....|.........}.....|.j.........
11340	00 00 00 00 00 00 00 00 00 00 64 01 6b 28 00 00 72 0b 74 05 00 00 00 00 00 00 00 00 7c 00 ab 01	..........d.k(..r.t.........|...
11360	00 00 00 00 00 00 53 00 74 07 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 02 74 09	......S.t.........|.........}.t.
11380	00 00 00 00 00 00 00 00 74 0b 00 00 00 00 00 00 00 00 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00	........t.........j.............
113a0	00 00 00 00 00 00 7c 00 6a 0e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01 00 00	......|.j.......................
113c0	00 00 00 00 74 0b 00 00 00 00 00 00 00 00 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....t.........j.................
113e0	00 00 7c 02 67 01 7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7a 05 00 00	..|.g.|.j...................z...
11400	ab 01 00 00 00 00 00 00 ac 02 ab 02 00 00 00 00 00 00 8a 03 74 11 00 00 00 00 00 00 00 00 88 01	....................t...........
11420	88 03 66 02 64 03 84 08 74 13 00 00 00 00 00 00 00 00 7c 00 6a 02 00 00 00 00 00 00 00 00 00 00	..f.d...t.........|.j...........
11440	00 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00	................D...............
11460	00 00 74 11 00 00 00 00 00 00 00 00 88 01 88 03 66 02 64 04 84 08 74 13 00 00 00 00 00 00 00 00	..t.............f.d...t.........
11480	7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 44 00	|.j...........................D.
114a0	ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 67 02 53 00 29 05 61 7a 04 00 00 0a 20 20 20 20	................g.S.).az........
114c0	46 69 6e 64 20 74 68 65 20 69 6e 64 69 63 65 73 20 6f 66 20 74 68 65 20 66 69 72 73 74 20 61 6e	Find.the.indices.of.the.first.an
114e0	64 20 6c 61 73 74 20 75 6e 6d 61 73 6b 65 64 20 76 61 6c 75 65 73 20 61 6c 6f 6e 67 20 61 6e 20	d.last.unmasked.values.along.an.
11500	61 78 69 73 2e 0a 0a 20 20 20 20 49 66 20 61 6c 6c 20 76 61 6c 75 65 73 20 61 72 65 20 6d 61 73	axis.......If.all.values.are.mas
11520	6b 65 64 2c 20 72 65 74 75 72 6e 20 4e 6f 6e 65 2e 20 20 4f 74 68 65 72 77 69 73 65 2c 20 72 65	ked,.return.None...Otherwise,.re
11540	74 75 72 6e 20 61 20 6c 69 73 74 0a 20 20 20 20 6f 66 20 74 77 6f 20 74 75 70 6c 65 73 2c 20 63	turn.a.list.....of.two.tuples,.c
11560	6f 72 72 65 73 70 6f 6e 64 69 6e 67 20 74 6f 20 74 68 65 20 69 6e 64 69 63 65 73 20 6f 66 20 74	orresponding.to.the.indices.of.t
11580	68 65 20 66 69 72 73 74 20 61 6e 64 20 6c 61 73 74 0a 20 20 20 20 75 6e 6d 61 73 6b 65 64 20 76	he.first.and.last.....unmasked.v
115a0	61 6c 75 65 73 20 72 65 73 70 65 63 74 69 76 65 6c 79 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74	alues.respectively.......Paramet
115c0	65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 20 3a 20 61 72 72 61 79	ers.....----------.....a.:.array
115e0	5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 69 6e 70 75 74 20 61 72 72 61 79 2e 0a 20	_like.........The.input.array...
11600	20 20 20 61 78 69 73 20 3a 20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20	...axis.:.int,.optional.........
11620	41 78 69 73 20 61 6c 6f 6e 67 20 77 68 69 63 68 20 74 6f 20 70 65 72 66 6f 72 6d 20 74 68 65 20	Axis.along.which.to.perform.the.
11640	6f 70 65 72 61 74 69 6f 6e 2e 0a 20 20 20 20 20 20 20 20 49 66 20 4e 6f 6e 65 20 28 64 65 66 61	operation..........If.None.(defa
11660	75 6c 74 29 2c 20 61 70 70 6c 69 65 73 20 74 6f 20 61 20 66 6c 61 74 74 65 6e 65 64 20 76 65 72	ult),.applies.to.a.flattened.ver
11680	73 69 6f 6e 20 6f 66 20 74 68 65 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a	sion.of.the.array.......Returns.
116a0	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 65 64 67 65 73 20 3a 20 6e 64 61 72 72 61 79 20	....-------.....edges.:.ndarray.
116c0	6f 72 20 6c 69 73 74 0a 20 20 20 20 20 20 20 20 41 6e 20 61 72 72 61 79 20 6f 66 20 73 74 61 72	or.list.........An.array.of.star
116e0	74 20 61 6e 64 20 65 6e 64 20 69 6e 64 65 78 65 73 20 69 66 20 74 68 65 72 65 20 61 72 65 20 61	t.and.end.indexes.if.there.are.a
11700	6e 79 20 6d 61 73 6b 65 64 20 64 61 74 61 20 69 6e 0a 20 20 20 20 20 20 20 20 74 68 65 20 61 72	ny.masked.data.in.........the.ar
11720	72 61 79 2e 20 49 66 20 74 68 65 72 65 20 61 72 65 20 6e 6f 20 6d 61 73 6b 65 64 20 64 61 74 61	ray..If.there.are.no.masked.data
11740	20 69 6e 20 74 68 65 20 61 72 72 61 79 2c 20 60 65 64 67 65 73 60 20 69 73 20 61 0a 20 20 20 20	.in.the.array,.`edges`.is.a.....
11760	20 20 20 20 6c 69 73 74 20 6f 66 20 74 68 65 20 66 69 72 73 74 20 61 6e 64 20 6c 61 73 74 20 69	....list.of.the.first.and.last.i
11780	6e 64 65 78 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d	ndex.......See.Also.....--------
117a0	0a 20 20 20 20 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 2c 20 66	.....flatnotmasked_contiguous,.f
117c0	6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 65 64 67 65 73 2c 20 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f	latnotmasked_edges,.notmasked_co
117e0	6e 74 69 67 75 6f 75 73 0a 20 20 20 20 63 6c 75 6d 70 5f 6d 61 73 6b 65 64 2c 20 63 6c 75 6d 70	ntiguous.....clump_masked,.clump
11800	5f 75 6e 6d 61 73 6b 65 64 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d	_unmasked......Examples.....----
11820	2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 0a	----.....>>>.import.numpy.as.np.
11840	20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 39 29 2e 72 65 73 68 61 70 65	....>>>.a.=.np.arange(9).reshape
11860	28 28 33 2c 20 33 29 29 0a 20 20 20 20 3e 3e 3e 20 6d 20 3d 20 6e 70 2e 7a 65 72 6f 73 5f 6c 69	((3,.3)).....>>>.m.=.np.zeros_li
11880	6b 65 28 61 29 0a 20 20 20 20 3e 3e 3e 20 6d 5b 31 3a 2c 20 31 3a 5d 20 3d 20 31 0a 0a 20 20 20	ke(a).....>>>.m[1:,.1:].=.1.....
118a0	20 3e 3e 3e 20 61 6d 20 3d 20 6e 70 2e 6d 61 2e 61 72 72 61 79 28 61 2c 20 6d 61 73 6b 3d 6d 29	.>>>.am.=.np.ma.array(a,.mask=m)
118c0	0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 61 72 72 61 79 28 61 6d 5b 7e 61 6d 2e 6d 61 73 6b 5d 29 0a	.....>>>.np.array(am[~am.mask]).
118e0	20 20 20 20 61 72 72 61 79 28 5b 30 2c 20 31 2c 20 32 2c 20 33 2c 20 36 5d 29 0a 0a 20 20 20 20	....array([0,.1,.2,.3,.6])......
11900	3e 3e 3e 20 6e 70 2e 6d 61 2e 6e 6f 74 6d 61 73 6b 65 64 5f 65 64 67 65 73 28 61 6d 29 0a 20 20	>>>.np.ma.notmasked_edges(am)...
11920	20 20 61 72 72 61 79 28 5b 30 2c 20 36 5d 29 0a 0a 20 20 20 20 72 37 00 00 00 72 5a 00 00 00 63	..array([0,.6])......r7...rZ...c
11940	01 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 33 00 00 00 f3 62 00 00 00 95 02 4b 00 01 00 97	................3....b.....K....
11960	00 7c 00 5d 26 00 00 7d 01 89 03 7c 01 19 00 00 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00	.|.]&..}...|.....j..............
11980	00 00 00 00 00 89 02 ab 01 00 00 00 00 00 00 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...............j................
119a0	00 00 00 ab 00 00 00 00 00 00 00 96 01 97 01 01 00 8c 28 04 00 79 00 ad 03 77 01 72 69 00 00 00	..................(..y...w.ri...
119c0	29 02 da 03 6d 69 6e 72 88 01 00 00 a9 04 72 8e 00 00 00 72 b8 00 00 00 72 57 00 00 00 72 09 01	)...minr......r....r....rW...r..
119e0	00 00 73 04 00 00 00 20 20 80 80 72 51 00 00 00 72 8f 00 00 00 7a 22 6e 6f 74 6d 61 73 6b 65 64	..s........rQ...r....z"notmasked
11a00	5f 65 64 67 65 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 03 08 00 00 f3 27 00	_edges.<locals>.<genexpr>.....'.
11a20	00 00 f8 e8 00 f8 80 00 d2 11 47 b0 41 90 23 90 61 91 26 97 2a 91 2a 98 54 d3 12 22 d7 12 2d d1	..........G.A.#.a.&.*.*.T.."..-.
11a40	12 2d d7 12 2f d1 11 47 f9 f3 04 00 00 00 83 2c 2f 01 63 01 00 00 00 00 00 00 00 00 00 00 00 04	.-../..G.......,/.c.............
11a60	00 00 00 33 00 00 00 f3 62 00 00 00 95 02 4b 00 01 00 97 00 7c 00 5d 26 00 00 7d 01 89 03 7c 01	...3....b.....K.....|.]&..}...|.
11a80	19 00 00 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 89 02 ab 01 00 00 00 00	....j...........................
11aa0	00 00 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 96 01	..j.............................
11ac0	97 01 01 00 8c 28 04 00 79 00 ad 03 77 01 72 69 00 00 00 29 02 72 b1 00 00 00 72 88 01 00 00 72	.....(..y...w.ri...).r....r....r
11ae0	90 01 00 00 73 04 00 00 00 20 20 80 80 72 51 00 00 00 72 8f 00 00 00 7a 22 6e 6f 74 6d 61 73 6b	....s........rQ...r....z"notmask
11b00	65 64 5f 65 64 67 65 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 04 08 00 00 72	ed_edges.<locals>.<genexpr>....r
11b20	91 01 00 00 72 92 01 00 00 29 0a 72 3c 00 00 00 72 a6 00 00 00 72 17 00 00 00 72 43 00 00 00 72	....r....).r<...r....r....rC...r
11b40	31 00 00 00 72 5c 00 00 00 da 07 69 6e 64 69 63 65 73 72 5e 00 00 00 72 4e 00 00 00 72 a7 00 00	1...r\.....indicesr^...rN...r...
11b60	00 29 04 72 60 00 00 00 72 57 00 00 00 72 58 00 00 00 72 09 01 00 00 73 04 00 00 00 20 60 20 40	.).r`...rW...rX...r....s.....`.@
11b80	72 51 00 00 00 72 26 00 00 00 72 26 00 00 00 d3 07 00 00 73 96 00 00 00 f9 80 00 f4 56 01 00 09	rQ...r&...r&.......s........V...
11ba0	10 90 01 8b 0a 80 41 d8 07 0b 80 7c 90 71 97 76 91 76 a0 11 92 7b dc 0f 22 a0 31 d3 0f 25 d0 08	......A....|.q.v.v...{..".1..%..
11bc0	25 dc 08 14 90 51 8b 0f 80 41 dc 0a 0f 94 02 97 0a 91 0a 98 31 9f 37 99 37 d3 10 23 ac 22 af 2a	%....Q...A..........1.7.7..#.".*
11be0	a9 2a b0 61 b0 53 b8 31 bf 36 b9 36 b1 5c d3 2a 42 d4 0a 43 80 43 dc 0c 11 d4 11 47 bc 15 b8 71	.*.a.S.1.6.6.\.*B..C.C.....G...q
11c00	bf 76 b9 76 bb 1d d4 11 47 d3 0c 47 dc 0c 11 d4 11 47 bc 15 b8 71 bf 76 b9 76 bb 1d d4 11 47 d3	.v.v....G..G.....G...q.v.v....G.
11c20	0c 47 f0 03 01 0c 4b 01 f0 00 01 05 4b 01 72 53 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00	.G....K.....K.rS...c............
11c40	08 00 00 00 03 00 00 00 f3 2a 01 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00	.........*.....t.........|......
11c60	00 00 00 7d 01 7c 01 74 02 00 00 00 00 00 00 00 00 75 00 72 17 74 05 00 00 00 00 00 00 00 00 64	...}.|.t.........u.r.t.........d
11c80	01 7c 00 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 67	.|.j...........................g
11ca0	01 53 00 64 01 7d 02 67 00 7d 03 74 09 00 00 00 00 00 00 00 00 6a 0a 00 00 00 00 00 00 00 00 00	.S.d.}.g.}.t.........j..........
11cc0	00 00 00 00 00 00 00 00 00 7c 01 6a 0d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab	.........|.j....................
11ce0	00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 44 00 5d 3e 00 00 5c 02 00 00 7d 04 7d 05 74 0f 00	...............D.]>..\...}.}.t..
11d00	00 00 00 00 00 00 00 74 11 00 00 00 00 00 00 00 00 7c 05 ab 01 00 00 00 00 00 00 ab 01 00 00 00	.......t.........|..............
11d20	00 00 00 7d 06 7c 04 73 1e 7c 03 6a 13 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74	...}.|.s.|.j...................t
11d40	05 00 00 00 00 00 00 00 00 7c 02 7c 02 7c 06 7a 00 00 00 ab 02 00 00 00 00 00 00 ab 01 00 00 00	.........|.|.|.z................
11d60	00 00 00 01 00 7c 02 7c 06 7a 0d 00 00 7d 02 8c 40 04 00 7c 03 53 00 29 02 61 6e 03 00 00 0a 20	.....|.|.z...}..@..|.S.).an.....
11d80	20 20 20 46 69 6e 64 20 63 6f 6e 74 69 67 75 6f 75 73 20 75 6e 6d 61 73 6b 65 64 20 64 61 74 61	...Find.contiguous.unmasked.data
11da0	20 69 6e 20 61 20 6d 61 73 6b 65 64 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74	.in.a.masked.array.......Paramet
11dc0	65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 20 3a 20 61 72 72 61 79	ers.....----------.....a.:.array
11de0	5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 69 6e 70 75 74 20 61 72 72 61 79 2e 0a 0a	_like.........The.input.array...
11e00	20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 73 6c 69 63	....Returns.....-------.....slic
11e20	65 5f 6c 69 73 74 20 3a 20 6c 69 73 74 0a 20 20 20 20 20 20 20 20 41 20 73 6f 72 74 65 64 20 73	e_list.:.list.........A.sorted.s
11e40	65 71 75 65 6e 63 65 20 6f 66 20 60 73 6c 69 63 65 60 20 6f 62 6a 65 63 74 73 20 28 73 74 61 72	equence.of.`slice`.objects.(star
11e60	74 20 69 6e 64 65 78 2c 20 65 6e 64 20 69 6e 64 65 78 29 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c	t.index,.end.index).......See.Al
11e80	73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 66 6c 61 74 6e 6f 74 6d 61 73 6b 65	so.....--------.....flatnotmaske
11ea0	64 5f 65 64 67 65 73 2c 20 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 2c 20 6e	d_edges,.notmasked_contiguous,.n
11ec0	6f 74 6d 61 73 6b 65 64 5f 65 64 67 65 73 0a 20 20 20 20 63 6c 75 6d 70 5f 6d 61 73 6b 65 64 2c	otmasked_edges.....clump_masked,
11ee0	20 63 6c 75 6d 70 5f 75 6e 6d 61 73 6b 65 64 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d	.clump_unmasked......Notes.....-
11f00	2d 2d 2d 2d 0a 20 20 20 20 4f 6e 6c 79 20 61 63 63 65 70 74 73 20 32 2d 44 20 61 72 72 61 79 73	----.....Only.accepts.2-D.arrays
11f20	20 61 74 20 6d 6f 73 74 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d	.at.most.......Examples.....----
11f40	2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 0a	----.....>>>.import.numpy.as.np.
11f60	20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 6d 61 2e 61 72 61 6e 67 65 28 31 30 29 0a 20 20 20	....>>>.a.=.np.ma.arange(10)....
11f80	20 3e 3e 3e 20 6e 70 2e 6d 61 2e 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75	.>>>.np.ma.flatnotmasked_contigu
11fa0	6f 75 73 28 61 29 0a 20 20 20 20 5b 73 6c 69 63 65 28 30 2c 20 31 30 2c 20 4e 6f 6e 65 29 5d 0a	ous(a).....[slice(0,.10,.None)].
11fc0	0a 20 20 20 20 3e 3e 3e 20 6d 61 73 6b 20 3d 20 28 61 20 3c 20 33 29 20 7c 20 28 61 20 3e 20 38	.....>>>.mask.=.(a.<.3).|.(a.>.8
11fe0	29 20 7c 20 28 61 20 3d 3d 20 35 29 0a 20 20 20 20 3e 3e 3e 20 61 5b 6d 61 73 6b 5d 20 3d 20 6e	).|.(a.==.5).....>>>.a[mask].=.n
12000	70 2e 6d 61 2e 6d 61 73 6b 65 64 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 61 72 72 61 79 28 61 5b 7e	p.ma.masked.....>>>.np.array(a[~
12020	61 2e 6d 61 73 6b 5d 29 0a 20 20 20 20 61 72 72 61 79 28 5b 33 2c 20 34 2c 20 36 2c 20 37 2c 20	a.mask]).....array([3,.4,.6,.7,.
12040	38 5d 29 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64	8])......>>>.np.ma.flatnotmasked
12060	5f 63 6f 6e 74 69 67 75 6f 75 73 28 61 29 0a 20 20 20 20 5b 73 6c 69 63 65 28 33 2c 20 35 2c 20	_contiguous(a).....[slice(3,.5,.
12080	4e 6f 6e 65 29 2c 20 73 6c 69 63 65 28 36 2c 20 39 2c 20 4e 6f 6e 65 29 5d 0a 20 20 20 20 3e 3e	None),.slice(6,.9,.None)].....>>
120a0	3e 20 61 5b 3a 5d 20 3d 20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64 0a 20 20 20 20 3e 3e 3e 20 6e 70	>.a[:].=.np.ma.masked.....>>>.np
120c0	2e 6d 61 2e 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 28 61 29 0a	.ma.flatnotmasked_contiguous(a).
120e0	20 20 20 20 5b 5d 0a 0a 20 20 20 20 72 30 00 00 00 29 0a 72 42 00 00 00 72 48 00 00 00 72 a9 00	....[]......r0...).rB...rH...r..
12100	00 00 72 01 01 00 00 da 09 69 74 65 72 74 6f 6f 6c 73 da 07 67 72 6f 75 70 62 79 72 ff 00 00 00	..r......itertools..groupbyr....
12120	72 94 00 00 00 72 4f 00 00 00 72 95 00 00 00 29 07 72 60 00 00 00 72 58 00 00 00 72 b8 00 00 00	r....rO...r....).r`...rX...r....
12140	72 c3 00 00 00 72 9f 00 00 00 da 01 67 72 bf 00 00 00 73 07 00 00 00 20 20 20 20 20 20 20 72 51	r....r......gr....s...........rQ
12160	00 00 00 72 16 00 00 00 72 16 00 00 00 07 08 00 00 73 8d 00 00 00 80 00 f4 54 01 00 09 10 90 01	...r....r........s.......T......
12180	8b 0a 80 41 d8 07 08 8c 46 81 7b dc 10 15 90 61 98 11 9f 16 99 16 d3 10 20 d0 0f 21 d0 08 21 d8	...A....F.{....a...........!..!.
121a0	08 09 80 41 d8 0d 0f 80 46 dc 12 1b d7 12 23 d1 12 23 a0 41 a7 47 a1 47 a3 49 d3 12 2e f2 00 04	...A....F.....#..#.A.G.G.I......
121c0	05 0f 89 06 88 11 88 41 dc 0c 0f 94 04 90 51 93 07 8b 4c 88 01 d9 0f 10 d8 0c 12 8f 4d 89 4d 9c	.......A......Q...L.........M.M.
121e0	25 a0 01 a0 31 a0 71 a1 35 9b 2f d4 0c 2a d8 08 09 88 51 89 06 89 01 f0 09 04 05 0f f0 0a 00 0c	%...1.q.5./..*....Q.............
12200	12 80 4d 72 53 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 09 00 00 00 03 00 00 00 f3 42 01	..MrS...c.....................B.
12220	00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 00 7c 00 6a 02 00 00	....t.........|.........}.|.j...
12240	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7d 02 7c 02 64 01 6b 44 00 00 72 0b 74 05 00 00	................}.|.d.kD..r.t...
12260	00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00 82 01 7c 01 81 05 7c 02 64 04 6b 28 00 00 72 0b	......d...........|...|.d.k(..r.
12280	74 07 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 53 00 67 00 7d 03 7c 01 64 04 7a 00	t.........|.........S.g.}.|.d.z.
122a0	00 00 64 01 7a 06 00 00 7d 04 64 05 64 05 67 02 7d 05 74 09 00 00 00 00 00 00 00 00 64 03 64 03	..d.z...}.d.d.g.}.t.........d.d.
122c0	ab 02 00 00 00 00 00 00 7c 05 7c 01 3c 00 00 00 74 0b 00 00 00 00 00 00 00 00 7c 00 6a 0c 00 00	........|.|.<...t.........|.j...
122e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 04 19 00 00 00 ab 01 00 00 00 00 00 00 44 00	................|.............D.
12300	5d 2d 00 00 7d 06 7c 06 7c 05 7c 04 3c 00 00 00 7c 03 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00	]-..}.|.|.|.<...|.j.............
12320	00 00 00 00 00 00 74 07 00 00 00 00 00 00 00 00 7c 00 74 11 00 00 00 00 00 00 00 00 7c 05 ab 01	......t.........|.t.........|...
12340	00 00 00 00 00 00 19 00 00 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 8c 2f 04 00	............................./..
12360	7c 03 53 00 29 06 61 ce 06 00 00 0a 20 20 20 20 46 69 6e 64 20 63 6f 6e 74 69 67 75 6f 75 73 20	|.S.).a.........Find.contiguous.
12380	75 6e 6d 61 73 6b 65 64 20 64 61 74 61 20 69 6e 20 61 20 6d 61 73 6b 65 64 20 61 72 72 61 79 20	unmasked.data.in.a.masked.array.
123a0	61 6c 6f 6e 67 20 74 68 65 20 67 69 76 65 6e 20 61 78 69 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d	along.the.given.axis.......Param
123c0	65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 20 3a 20 61 72 72	eters.....----------.....a.:.arr
123e0	61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 69 6e 70 75 74 20 61 72 72 61 79 2e	ay_like.........The.input.array.
12400	0a 20 20 20 20 61 78 69 73 20 3a 20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20	.....axis.:.int,.optional.......
12420	20 20 41 78 69 73 20 61 6c 6f 6e 67 20 77 68 69 63 68 20 74 6f 20 70 65 72 66 6f 72 6d 20 74 68	..Axis.along.which.to.perform.th
12440	65 20 6f 70 65 72 61 74 69 6f 6e 2e 0a 20 20 20 20 20 20 20 20 49 66 20 4e 6f 6e 65 20 28 64 65	e.operation..........If.None.(de
12460	66 61 75 6c 74 29 2c 20 61 70 70 6c 69 65 73 20 74 6f 20 61 20 66 6c 61 74 74 65 6e 65 64 20 76	fault),.applies.to.a.flattened.v
12480	65 72 73 69 6f 6e 20 6f 66 20 74 68 65 20 61 72 72 61 79 2c 20 61 6e 64 20 74 68 69 73 0a 20 20	ersion.of.the.array,.and.this...
124a0	20 20 20 20 20 20 69 73 20 74 68 65 20 73 61 6d 65 20 61 73 20 60 66 6c 61 74 6e 6f 74 6d 61 73	......is.the.same.as.`flatnotmas
124c0	6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 60 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20	ked_contiguous`.......Returns...
124e0	20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 65 6e 64 70 6f 69 6e 74 73 20 3a 20 6c 69 73 74 0a 20	..-------.....endpoints.:.list..
12500	20 20 20 20 20 20 20 41 20 6c 69 73 74 20 6f 66 20 73 6c 69 63 65 73 20 28 73 74 61 72 74 20 61	.......A.list.of.slices.(start.a
12520	6e 64 20 65 6e 64 20 69 6e 64 65 78 65 73 29 20 6f 66 20 75 6e 6d 61 73 6b 65 64 20 69 6e 64 65	nd.end.indexes).of.unmasked.inde
12540	78 65 73 0a 20 20 20 20 20 20 20 20 69 6e 20 74 68 65 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 20	xes.........in.the.array........
12560	20 20 20 49 66 20 74 68 65 20 69 6e 70 75 74 20 69 73 20 32 64 20 61 6e 64 20 61 78 69 73 20 69	...If.the.input.is.2d.and.axis.i
12580	73 20 73 70 65 63 69 66 69 65 64 2c 20 74 68 65 20 72 65 73 75 6c 74 20 69 73 20 61 20 6c 69 73	s.specified,.the.result.is.a.lis
125a0	74 20 6f 66 20 6c 69 73 74 73 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d	t.of.lists.......See.Also.....--
125c0	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 65 64 67 65 73 2c 20	------.....flatnotmasked_edges,.
125e0	66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 2c 20 6e 6f 74 6d 61 73	flatnotmasked_contiguous,.notmas
12600	6b 65 64 5f 65 64 67 65 73 0a 20 20 20 20 63 6c 75 6d 70 5f 6d 61 73 6b 65 64 2c 20 63 6c 75 6d	ked_edges.....clump_masked,.clum
12620	70 5f 75 6e 6d 61 73 6b 65 64 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a	p_unmasked......Notes.....-----.
12640	20 20 20 20 4f 6e 6c 79 20 61 63 63 65 70 74 73 20 32 2d 44 20 61 72 72 61 79 73 20 61 74 20 6d	....Only.accepts.2-D.arrays.at.m
12660	6f 73 74 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a	ost.......Examples.....--------.
12680	20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20 61 73 20 6e 70 0a 20 20 20 20 3e	....>>>.import.numpy.as.np.....>
126a0	3e 3e 20 61 20 3d 20 6e 70 2e 61 72 61 6e 67 65 28 31 32 29 2e 72 65 73 68 61 70 65 28 28 33 2c	>>.a.=.np.arange(12).reshape((3,
126c0	20 34 29 29 0a 20 20 20 20 3e 3e 3e 20 6d 61 73 6b 20 3d 20 6e 70 2e 7a 65 72 6f 73 5f 6c 69 6b	.4)).....>>>.mask.=.np.zeros_lik
126e0	65 28 61 29 0a 20 20 20 20 3e 3e 3e 20 6d 61 73 6b 5b 31 3a 2c 20 3a 2d 31 5d 20 3d 20 31 3b 20	e(a).....>>>.mask[1:,.:-1].=.1;.
12700	6d 61 73 6b 5b 30 2c 20 31 5d 20 3d 20 31 3b 20 6d 61 73 6b 5b 2d 31 2c 20 30 5d 20 3d 20 30 0a	mask[0,.1].=.1;.mask[-1,.0].=.0.
12720	20 20 20 20 3e 3e 3e 20 6d 61 20 3d 20 6e 70 2e 6d 61 2e 61 72 72 61 79 28 61 2c 20 6d 61 73 6b	....>>>.ma.=.np.ma.array(a,.mask
12740	3d 6d 61 73 6b 29 0a 20 20 20 20 3e 3e 3e 20 6d 61 0a 20 20 20 20 6d 61 73 6b 65 64 5f 61 72 72	=mask).....>>>.ma.....masked_arr
12760	61 79 28 0a 20 20 20 20 20 20 64 61 74 61 3d 5b 5b 30 2c 20 2d 2d 2c 20 32 2c 20 33 5d 2c 0a 20	ay(.......data=[[0,.--,.2,.3],..
12780	20 20 20 20 20 20 20 20 20 20 20 5b 2d 2d 2c 20 2d 2d 2c 20 2d 2d 2c 20 37 5d 2c 0a 20 20 20 20	...........[--,.--,.--,.7],.....
127a0	20 20 20 20 20 20 20 20 5b 38 2c 20 2d 2d 2c 20 2d 2d 2c 20 31 31 5d 5d 2c 0a 20 20 20 20 20 20	........[8,.--,.--,.11]],.......
127c0	6d 61 73 6b 3d 5b 5b 46 61 6c 73 65 2c 20 20 54 72 75 65 2c 20 46 61 6c 73 65 2c 20 46 61 6c 73	mask=[[False,..True,.False,.Fals
127e0	65 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 54 72 75 65 2c 20 20 54 72 75 65 2c 20 20	e],.............[.True,..True,..
12800	54 72 75 65 2c 20 46 61 6c 73 65 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 46 61 6c 73 65	True,.False],.............[False
12820	2c 20 20 54 72 75 65 2c 20 20 54 72 75 65 2c 20 46 61 6c 73 65 5d 5d 2c 0a 20 20 20 20 20 20 66	,..True,..True,.False]],.......f
12840	69 6c 6c 5f 76 61 6c 75 65 3d 39 39 39 39 39 39 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 61 72 72	ill_value=999999).....>>>.np.arr
12860	61 79 28 6d 61 5b 7e 6d 61 2e 6d 61 73 6b 5d 29 0a 20 20 20 20 61 72 72 61 79 28 5b 20 30 2c 20	ay(ma[~ma.mask]).....array([.0,.
12880	20 32 2c 20 20 33 2c 20 20 37 2c 20 38 2c 20 31 31 5d 29 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e	.2,..3,..7,.8,.11])......>>>.np.
128a0	6d 61 2e 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 28 6d 61 29 0a 20 20 20 20	ma.notmasked_contiguous(ma).....
128c0	5b 73 6c 69 63 65 28 30 2c 20 31 2c 20 4e 6f 6e 65 29 2c 20 73 6c 69 63 65 28 32 2c 20 34 2c 20	[slice(0,.1,.None),.slice(2,.4,.
128e0	4e 6f 6e 65 29 2c 20 73 6c 69 63 65 28 37 2c 20 39 2c 20 4e 6f 6e 65 29 2c 20 73 6c 69 63 65 28	None),.slice(7,.9,.None),.slice(
12900	31 31 2c 20 31 32 2c 20 4e 6f 6e 65 29 5d 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 6e 6f	11,.12,.None)]......>>>.np.ma.no
12920	74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 28 6d 61 2c 20 61 78 69 73 3d 30 29 0a 20	tmasked_contiguous(ma,.axis=0)..
12940	20 20 20 5b 5b 73 6c 69 63 65 28 30 2c 20 31 2c 20 4e 6f 6e 65 29 2c 20 73 6c 69 63 65 28 32 2c	...[[slice(0,.1,.None),.slice(2,
12960	20 33 2c 20 4e 6f 6e 65 29 5d 2c 20 5b 5d 2c 20 5b 73 6c 69 63 65 28 30 2c 20 31 2c 20 4e 6f 6e	.3,.None)],.[],.[slice(0,.1,.Non
12980	65 29 5d 2c 20 5b 73 6c 69 63 65 28 30 2c 20 33 2c 20 4e 6f 6e 65 29 5d 5d 0a 0a 20 20 20 20 3e	e)],.[slice(0,.3,.None)]]......>
129a0	3e 3e 20 6e 70 2e 6d 61 2e 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 28 6d 61	>>.np.ma.notmasked_contiguous(ma
129c0	2c 20 61 78 69 73 3d 31 29 0a 20 20 20 20 5b 5b 73 6c 69 63 65 28 30 2c 20 31 2c 20 4e 6f 6e 65	,.axis=1).....[[slice(0,.1,.None
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12a00	20 34 2c 20 4e 6f 6e 65 29 5d 2c 20 5b 73 6c 69 63 65 28 30 2c 20 31 2c 20 4e 6f 6e 65 29 2c 20	.4,.None)],.[slice(0,.1,.None),.
12a20	73 6c 69 63 65 28 33 2c 20 34 2c 20 4e 6f 6e 65 29 5d 5d 0a 0a 20 20 20 20 72 ee 00 00 00 7a 26	slice(3,.4,.None)]]......r....z&
12a40	43 75 72 72 65 6e 74 6c 79 20 6c 69 6d 69 74 65 64 20 74 6f 20 61 74 20 6d 6f 73 74 20 32 44 20	Currently.limited.to.at.most.2D.
12a60	61 72 72 61 79 2e 4e 72 37 00 00 00 72 30 00 00 00 29 09 72 3c 00 00 00 72 a6 00 00 00 72 16 01	array.Nr7...r0...).r<...r....r..
12a80	00 00 72 16 00 00 00 72 a9 00 00 00 72 a7 00 00 00 72 5e 00 00 00 72 95 00 00 00 72 4e 00 00 00	..r....r....r....r^...r....rN...
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12ac0	00 00 72 b8 00 00 00 73 07 00 00 00 20 20 20 20 20 20 20 72 51 00 00 00 72 25 00 00 00 72 25 00	..r....s...........rQ...r%...r%.
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12b00	80 42 d8 07 09 88 41 82 76 dc 0e 21 d0 22 4a d3 0e 4b d0 08 4b d8 07 0b 80 7c 90 72 98 51 92 77	.B....A.v..!."J..K..K....|.r.Q.w
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12b40	88 61 88 26 80 43 dc 10 15 90 64 98 44 d3 10 21 80 43 88 04 81 49 e4 0d 12 90 31 97 37 91 37 98	.a.&.C....d.D..!.C...I....1.7.7.
12b60	35 91 3e d3 0d 22 f2 00 02 05 3f 88 01 d8 15 16 88 03 88 45 89 0a d8 08 0e 8f 0d 89 0d d4 16 2e	5.>.."....?........E............
12b80	a8 71 b4 15 b0 73 b3 1a a9 7d d3 16 3d d5 08 3e f0 05 02 05 3f f0 06 00 0c 12 80 4d 72 53 00 00	.q...s...}..=..>....?......MrS..
12ba0	00 63 01 00 00 00 00 00 00 00 00 00 00 00 0a 00 00 00 03 00 00 00 f3 46 02 00 00 97 00 7c 00 6a	.c.....................F.....|.j
12bc0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 01 6b 44 00 00 72 10 7c 00 6a 03 00	...................d.kD..r.|.j..
12be0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 00 7c 00 64 01 64	.........................}.|.d.d
12c00	02 1a 00 7c 00 64 02 64 03 1a 00 7a 0c 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...|.d.d...z...j................
12c20	00 00 00 ab 00 00 00 00 00 00 00 7d 01 7c 01 64 04 19 00 00 00 64 01 7a 00 00 00 7d 01 7c 00 64	...........}.|.d.....d.z...}.|.d
12c40	04 19 00 00 00 72 64 74 07 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 64 04 6b 28 00	.....rdt.........|.........d.k(.
12c60	00 72 17 74 09 00 00 00 00 00 00 00 00 64 04 7c 00 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00	.r.t.........d.|.j..............
12c80	00 00 00 00 00 ab 02 00 00 00 00 00 00 67 01 53 00 74 09 00 00 00 00 00 00 00 00 64 04 7c 01 64	.............g.S.t.........d.|.d
12ca0	04 19 00 00 00 ab 02 00 00 00 00 00 00 67 01 7d 02 7c 02 6a 0d 00 00 00 00 00 00 00 00 00 00 00	.............g.}.|.j............
12cc0	00 00 00 00 00 00 00 64 05 84 00 74 0f 00 00 00 00 00 00 00 00 7c 01 64 01 64 03 64 06 85 03 19	.......d...t.........|.d.d.d....
12ce0	00 00 00 7c 01 64 06 64 02 64 06 85 03 19 00 00 00 ab 02 00 00 00 00 00 00 44 00 ab 00 00 00 00	...|.d.d.d...............D......
12d00	00 00 00 ab 01 00 00 00 00 00 00 01 00 6e 44 74 07 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00	.............nDt.........|......
12d20	00 00 00 64 04 6b 28 00 00 72 02 67 00 53 00 74 0f 00 00 00 00 00 00 00 00 7c 01 64 02 64 03 64	...d.k(..r.g.S.t.........|.d.d.d
12d40	06 85 03 19 00 00 00 7c 01 64 01 64 02 64 06 85 03 19 00 00 00 ab 02 00 00 00 00 00 00 44 00 8f	.......|.d.d.d...............D..
12d60	03 8f 04 63 03 67 00 63 02 5d 11 00 00 5c 02 00 00 7d 03 7d 04 74 09 00 00 00 00 00 00 00 00 7c	...c.g.c.]...\...}.}.t.........|
12d80	03 7c 04 ab 02 00 00 00 00 00 00 91 02 8c 13 04 00 7d 02 7d 03 7d 04 7c 00 64 03 19 00 00 00 72	.|...............}.}.}.|.d.....r
12da0	28 7c 02 6a 11 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 09 00 00 00 00 00 00 00	(|.j...................t........
12dc0	00 7c 01 64 03 19 00 00 00 7c 00 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab	.|.d.....|.j....................
12de0	02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 7c 02 53 00 63 02 01 00 63 03 7d 04 7d 03 77	.................|.S.c...c.}.}.w
12e00	00 29 07 7a 76 0a 20 20 20 20 46 69 6e 64 73 20 74 68 65 20 63 6c 75 6d 70 73 20 28 67 72 6f 75	.).zv.....Finds.the.clumps.(grou
12e20	70 73 20 6f 66 20 64 61 74 61 20 77 69 74 68 20 74 68 65 20 73 61 6d 65 20 76 61 6c 75 65 73 29	ps.of.data.with.the.same.values)
12e40	20 66 6f 72 20 61 20 31 44 20 62 6f 6f 6c 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 52 65 74 75 72	.for.a.1D.bool.array.......Retur
12e60	6e 73 20 61 20 73 65 72 69 65 73 20 6f 66 20 73 6c 69 63 65 73 2e 0a 20 20 20 20 72 37 00 00 00	ns.a.series.of.slices......r7...
12e80	4e 72 a5 00 00 00 72 30 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 33 00 00 00	Nr....r0...c................3...
12ea0	f3 3a 00 00 00 4b 00 01 00 97 00 7c 00 5d 13 00 00 5c 02 00 00 7d 01 7d 02 74 01 00 00 00 00 00	.:...K.....|.]...\...}.}.t......
12ec0	00 00 00 7c 01 7c 02 ab 02 00 00 00 00 00 00 96 01 97 01 01 00 8c 15 04 00 79 00 ad 03 77 01 72	...|.|...................y...w.r
12ee0	69 00 00 00 29 01 72 a9 00 00 00 29 03 72 8e 00 00 00 da 04 6c 65 66 74 da 05 72 69 67 68 74 73	i...).r....).r......left..rights
12f00	03 00 00 00 20 20 20 72 51 00 00 00 72 8f 00 00 00 7a 1b 5f 65 7a 63 6c 75 6d 70 2e 3c 6c 6f 63	.......rQ...r....z._ezclump.<loc
12f20	61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 9c 08 00 00 73 25 00 00 00 e8 00 f8 80 00 f2 00 01 12	als>.<genexpr>....s%............
12f40	42 01 d9 16 21 90 64 98 45 f4 03 00 13 18 98 04 98 65 d7 12 24 f1 00 01 12 42 01 f9 73 04 00 00	B...!.d.E........e..$....B..s...
12f60	00 82 19 1b 01 72 ee 00 00 00 29 09 72 a6 00 00 00 72 ff 00 00 00 72 1c 01 00 00 72 94 00 00 00	.....r....).r....r....r....r....
12f80	72 a9 00 00 00 72 01 01 00 00 da 06 65 78 74 65 6e 64 72 87 01 00 00 72 95 00 00 00 29 05 72 5b	r....r......extendr....r....).r[
12fa0	00 00 00 72 09 01 00 00 da 01 72 72 9d 01 00 00 72 9e 01 00 00 73 05 00 00 00 20 20 20 20 20 72	...r......rr....r....s.........r
12fc0	51 00 00 00 da 08 5f 65 7a 63 6c 75 6d 70 72 a1 01 00 00 8c 08 00 00 73 2e 01 00 00 80 00 f0 0c	Q....._ezclumpr........s........
12fe0	00 08 0c 87 79 81 79 90 31 82 7d d8 0f 13 8f 7a 89 7a 8b 7c 88 04 d8 0b 0f 90 01 90 02 88 38 90	....y.y.1.}....z.z.|..........8.
13000	64 98 33 98 42 90 69 d1 0b 1f d7 0a 28 d1 0a 28 d3 0a 2a 80 43 d8 0a 0d 88 61 89 26 90 31 89 2a	d.3.B.i.....(..(..*.C....a.&.1.*
13020	80 43 e0 07 0b 88 41 82 77 dc 0b 0e 88 73 8b 38 90 71 8a 3d dc 14 19 98 21 98 54 9f 59 99 59 d3	.C....A.w....s.8.q.=....!.T.Y.Y.
13040	14 27 d0 13 28 d0 0c 28 e4 0d 12 90 31 90 63 98 21 91 66 d3 0d 1d d0 0c 1e 88 01 d8 08 09 8f 08	.'..(..(....1.c.!.f.............
13060	89 08 f1 00 01 12 42 01 dc 25 28 a8 13 a8 51 a8 72 b0 21 a8 56 a9 1b b0 63 b8 21 b8 24 b8 51 b8	......B..%(...Q.r.!.V...c.!.$.Q.
13080	24 b1 69 d3 25 40 f4 03 01 12 42 01 f5 00 01 09 43 01 f4 06 00 0c 0f 88 73 8b 38 90 71 8a 3d d8	$.i.%@....B.....C.......s.8.q.=.
130a0	13 15 88 49 e4 33 36 b0 73 b8 35 b8 42 b8 71 b8 35 b1 7a c0 33 c0 71 c0 74 c8 21 c0 74 c1 39 d3	...I.36.s.5.B.q.5.z.3.q.t.!.t.9.
130c0	33 4d d7 0c 4e a1 4b a0 44 a8 25 8c 55 90 34 98 15 d5 0d 1f d0 0c 4e 88 01 d1 0c 4e e0 07 0b 88	3M..N.K.D.%.U.4.......N....N....
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13180	00 00 00 00 00 ab 02 00 00 00 00 00 00 67 01 53 00 74 09 00 00 00 00 00 00 00 00 7c 01 0f 00 ab	.............g.S.t.........|....
131a0	01 00 00 00 00 00 00 53 00 29 03 61 e1 02 00 00 0a 20 20 20 20 52 65 74 75 72 6e 20 6c 69 73 74	.......S.).a.........Return.list
131c0	20 6f 66 20 73 6c 69 63 65 73 20 63 6f 72 72 65 73 70 6f 6e 64 69 6e 67 20 74 6f 20 74 68 65 20	.of.slices.corresponding.to.the.
131e0	75 6e 6d 61 73 6b 65 64 20 63 6c 75 6d 70 73 20 6f 66 20 61 20 31 2d 44 20 61 72 72 61 79 2e 0a	unmasked.clumps.of.a.1-D.array..
13200	20 20 20 20 28 41 20 22 63 6c 75 6d 70 22 20 69 73 20 64 65 66 69 6e 65 64 20 61 73 20 61 20 63	....(A."clump".is.defined.as.a.c
13220	6f 6e 74 69 67 75 6f 75 73 20 72 65 67 69 6f 6e 20 6f 66 20 74 68 65 20 61 72 72 61 79 29 2e 0a	ontiguous.region.of.the.array)..
13240	0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20	.....Parameters.....----------..
13260	20 20 20 61 20 3a 20 6e 64 61 72 72 61 79 0a 20 20 20 20 20 20 20 20 41 20 6f 6e 65 2d 64 69 6d	...a.:.ndarray.........A.one-dim
13280	65 6e 73 69 6f 6e 61 6c 20 6d 61 73 6b 65 64 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 52 65 74 75	ensional.masked.array.......Retu
132a0	72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 73 6c 69 63 65 73 20 3a 20 6c 69 73	rns.....-------.....slices.:.lis
132c0	74 20 6f 66 20 73 6c 69 63 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 6c 69 73 74 20 6f 66 20 73	t.of.slice.........The.list.of.s
132e0	6c 69 63 65 73 2c 20 6f 6e 65 20 66 6f 72 20 65 61 63 68 20 63 6f 6e 74 69 6e 75 6f 75 73 20 72	lices,.one.for.each.continuous.r
13300	65 67 69 6f 6e 20 6f 66 20 75 6e 6d 61 73 6b 65 64 0a 20 20 20 20 20 20 20 20 65 6c 65 6d 65 6e	egion.of.unmasked.........elemen
13320	74 73 20 69 6e 20 60 61 60 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d	ts.in.`a`.......See.Also.....---
13340	2d 2d 2d 2d 2d 0a 20 20 20 20 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 65 64 67 65 73 2c 20 66	-----.....flatnotmasked_edges,.f
13360	6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 2c 20 6e 6f 74 6d 61 73 6b	latnotmasked_contiguous,.notmask
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133a0	73 2c 20 63 6c 75 6d 70 5f 6d 61 73 6b 65 64 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20	s,.clump_masked......Examples...
133c0	20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 69 6d 70 6f 72 74 20 6e 75 6d 70 79 20	..--------.....>>>.import.numpy.
133e0	61 73 20 6e 70 0a 20 20 20 20 3e 3e 3e 20 61 20 3d 20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64 5f 61	as.np.....>>>.a.=.np.ma.masked_a
13400	72 72 61 79 28 6e 70 2e 61 72 61 6e 67 65 28 31 30 29 29 0a 20 20 20 20 3e 3e 3e 20 61 5b 5b 30	rray(np.arange(10)).....>>>.a[[0
13420	2c 20 31 2c 20 32 2c 20 36 2c 20 38 2c 20 39 5d 5d 20 3d 20 6e 70 2e 6d 61 2e 6d 61 73 6b 65 64	,.1,.2,.6,.8,.9]].=.np.ma.masked
13440	0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 2e 63 6c 75 6d 70 5f 75 6e 6d 61 73 6b 65 64 28 61 29	.....>>>.np.ma.clump_unmasked(a)
13460	0a 20 20 20 20 5b 73 6c 69 63 65 28 33 2c 20 36 2c 20 4e 6f 6e 65 29 2c 20 73 6c 69 63 65 28 37	.....[slice(3,.6,.None),.slice(7
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134c0	00 00 73 02 00 00 00 20 20 72 51 00 00 00 72 09 00 00 00 72 09 00 00 00 a9 08 00 00 73 39 00 00	..s......rQ...r....r........s9..
134e0	00 80 00 f4 3c 00 0c 13 90 31 90 67 9c 76 d3 0b 26 80 44 d8 07 0b 8c 76 81 7e dc 10 15 90 61 98	....<....1.g.v..&.D....v.~....a.
13500	11 9f 16 99 16 d3 10 20 d0 0f 21 d0 08 21 dc 0b 13 90 54 90 45 8b 3f d0 04 1a 72 53 00 00 00 63	..........!..!....T.E.?...rS...c
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13580	00 00 00 7c 01 ab 01 00 00 00 00 00 00 53 00 29 01 61 f4 02 00 00 0a 20 20 20 20 52 65 74 75 72	...|.........S.).a.........Retur
135a0	6e 73 20 61 20 6c 69 73 74 20 6f 66 20 73 6c 69 63 65 73 20 63 6f 72 72 65 73 70 6f 6e 64 69 6e	ns.a.list.of.slices.correspondin
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13720	20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 65 64 67	..--------.....flatnotmasked_edg
13740	65 73 2c 20 66 6c 61 74 6e 6f 74 6d 61 73 6b 65 64 5f 63 6f 6e 74 69 67 75 6f 75 73 2c 20 6e 6f	es,.flatnotmasked_contiguous,.no
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137e0	61 73 6b 65 64 5f 61 72 72 61 79 28 6e 70 2e 61 72 61 6e 67 65 28 31 30 29 29 0a 20 20 20 20 3e	asked_array(np.arange(10)).....>
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13cc0	00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 7c 03 7c 04 7c 05 7c 06 ab 07 00 00 00 00	............|.|.|.|.|.|.|.......
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13e80	1b dc 0d 14 94 59 98 71 93 5c d3 0d 22 88 02 d8 0b 0d 94 56 d1 0b 1b dc 10 17 98 01 98 32 9a 61	.....Y.q.\.."......V.........2.a
13ea0	a0 11 98 64 99 38 d3 10 24 89 41 e4 0e 17 d0 18 3a d3 0e 3b d0 08 3b e0 07 08 80 7d dc 0c 13 90	...d.8..$.A.....:..;..;....}....
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13fa0	65 72 6d 00 00 00 da 07 5f 5f 61 6c 6c 5f 5f 72 96 01 00 00 72 23 01 00 00 da 05 6e 75 6d 70 79	erm.....__all__r....r#.....numpy
13fc0	72 5c 00 00 00 72 31 00 00 00 72 14 01 00 00 72 32 00 00 00 da 1d 6e 75 6d 70 79 2e 6c 69 62 2e	r\...r1...r....r2.....numpy.lib.
13fe0	5f 66 75 6e 63 74 69 6f 6e 5f 62 61 73 65 5f 69 6d 70 6c 72 33 00 00 00 da 1c 6e 75 6d 70 79 2e	_function_base_implr3.....numpy.
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14020	70 79 2e 6c 69 62 2e 61 72 72 61 79 5f 75 74 69 6c 73 72 35 00 00 00 72 36 00 00 00 da 00 72 38	py.lib.array_utilsr5...r6.....r8
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14060	00 72 3e 00 00 00 72 13 00 00 00 72 3f 00 00 00 72 40 00 00 00 72 41 00 00 00 72 42 00 00 00 72	.r>...r....r?...r@...rA...rB...r
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140e0	00 00 00 72 05 00 00 00 72 06 00 00 00 72 2f 00 00 00 72 28 00 00 00 72 19 00 00 00 72 0a 00 00	...r....r....r/...r(...r....r...
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142c0	5c d3 0d 32 80 0a d9 0d 24 a0 5c d3 0d 32 80 0a e1 15 28 a8 18 d3 15 32 d0 00 32 80 06 88 19 d9	\..2....$.\..2....(....2..2.....
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