blob: 79b8dd02c9f0c2aafa4c5bbb1a36a09d83af72c5 (plain)

ofs	hex dump	ascii
0000	cb 0d 0d 0a 00 00 00 00 0d fd a7 68 9b 78 00 00 e3 00 00 00 00 00 00 00 00 00 00 00 00 06 00 00	...........h.x..................
0020	00 00 00 00 00 f3 e6 00 00 00 97 00 67 00 64 00 a2 01 5a 00 64 01 64 02 6c 01 5a 01 64 01 64 02	............g.d...Z.d.d.l.Z.d.d.
0040	6c 02 5a 02 64 01 64 02 6c 03 5a 03 64 01 64 02 6c 04 6d 05 63 02 01 00 6d 06 5a 07 01 00 64 01	l.Z.d.d.l.Z.d.d.l.m.c...m.Z...d.
0060	64 03 6c 04 6d 08 5a 08 6d 09 5a 09 01 00 64 01 64 04 6c 0a 6d 0b 5a 0b 01 00 64 01 64 05 6c 0c	d.l.m.Z.m.Z...d.d.l.m.Z...d.d.l.
0080	6d 0d 5a 0d 01 00 64 06 84 00 5a 0e 02 00 65 0b 64 07 ab 01 00 00 00 00 00 00 64 0d 64 08 84 01	m.Z...d...Z...e.d.........d.d...
00a0	ab 00 00 00 00 00 00 00 5a 0f 02 00 65 0b 64 07 ab 01 00 00 00 00 00 00 02 00 47 00 64 09 84 00	........Z...e.d...........G.d...
00c0	64 0a 65 07 6a 20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 03 00 00 00 00 00 00	d.e.j...........................
00e0	ab 00 00 00 00 00 00 00 5a 11 64 0b 84 00 5a 12 02 00 65 0b 64 07 ab 01 00 00 00 00 00 00 64 0e	........Z.d...Z...e.d.........d.
0100	64 0c 84 01 ab 00 00 00 00 00 00 00 5a 13 79 02 29 0f 29 03 da 06 6d 61 74 72 69 78 da 04 62 6d	d...........Z.y.).)...matrix..bm
0120	61 74 da 08 61 73 6d 61 74 72 69 78 e9 00 00 00 00 4e 29 02 da 0b 63 6f 6e 63 61 74 65 6e 61 74	at..asmatrix.....N)...concatenat
0140	65 da 08 69 73 73 63 61 6c 61 72 29 01 da 0a 73 65 74 5f 6d 6f 64 75 6c 65 a9 01 da 0c 6d 61 74	e..isscalar)...set_module....mat
0160	72 69 78 5f 70 6f 77 65 72 63 01 00 00 00 00 00 00 00 00 00 00 00 08 00 00 00 03 00 00 00 f3 a0	rix_powerc......................
0180	01 00 00 97 00 64 01 44 00 5d 14 00 00 7d 01 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00	.....d.D.]...}.|.j..............
01a0	00 00 00 00 00 7c 01 64 02 ab 02 00 00 00 00 00 00 7d 00 8c 16 04 00 7c 00 6a 03 00 00 00 00 00	.....|.d.........}.....|.j......
01c0	00 00 00 00 00 00 00 00 00 00 00 00 00 64 03 ab 01 00 00 00 00 00 00 7d 02 67 00 7d 03 74 05 00	.............d.........}.g.}.t..
01e0	00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 44 00 5d 93 00 00 5c 02 00 00 7d 04 7d 05 7c	.......|.........D.]...\...}.}.|
0200	05 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 04 ab 01 00 00 00 00 00 00 7d	.j...................d.........}
0220	06 67 00 7d 07 7c 06 44 00 5d 3b 00 00 7d 08 7c 08 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00	.g.}.|.D.];..}.|.j..............
0240	00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 09 7c 07 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00	.............}.|.j..............
0260	00 00 00 00 00 74 09 00 00 00 00 00 00 00 00 74 0a 00 00 00 00 00 00 00 00 6a 0c 00 00 00 00 00	.....t.........t.........j......
0280	00 00 00 00 00 00 00 00 00 00 00 00 00 7c 09 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01	.............|..................
02a0	00 8c 3d 04 00 7c 04 64 05 6b 28 00 00 72 0c 74 0f 00 00 00 00 00 00 00 00 7c 07 ab 01 00 00 00	..=..|.d.k(..r.t.........|......
02c0	00 00 00 7d 0a 6e 19 74 0f 00 00 00 00 00 00 00 00 7c 07 ab 01 00 00 00 00 00 00 7f 0a 6b 37 00	...}.n.t.........|...........k7.
02e0	00 72 0b 74 11 00 00 00 00 00 00 00 00 64 06 ab 01 00 00 00 00 00 00 82 01 7c 03 6a 13 00 00 00	.r.t.........d...........|.j....
0300	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 07 ab 01 00 00 00 00 00 00 01 00 8c 95 04 00 7c	...............|...............|
0320	03 53 00 29 07 4e 7a 02 5b 5d da 00 fa 01 3b fa 01 2c 72 05 00 00 00 7a 17 52 6f 77 73 20 6e 6f	.S.).Nz.[]....;..,r....z.Rows.no
0340	74 20 74 68 65 20 73 61 6d 65 20 73 69 7a 65 2e 29 0a da 07 72 65 70 6c 61 63 65 da 05 73 70 6c	t.the.same.size.)...replace..spl
0360	69 74 da 09 65 6e 75 6d 65 72 61 74 65 da 06 65 78 74 65 6e 64 da 03 6d 61 70 da 03 61 73 74 da	it..enumerate..extend..map..ast.
0380	0c 6c 69 74 65 72 61 6c 5f 65 76 61 6c da 03 6c 65 6e da 0a 56 61 6c 75 65 45 72 72 6f 72 da 06	.literal_eval..len..ValueError..
03a0	61 70 70 65 6e 64 29 0b da 04 64 61 74 61 da 04 63 68 61 72 da 04 72 6f 77 73 da 07 6e 65 77 64	append)...data..char..rows..newd
03c0	61 74 61 da 05 63 6f 75 6e 74 da 03 72 6f 77 da 04 74 72 6f 77 da 06 6e 65 77 72 6f 77 da 03 63	ata..count..row..trow..newrow..c
03e0	6f 6c da 04 74 65 6d 70 da 05 4e 63 6f 6c 73 73 0b 00 00 00 20 20 20 20 20 20 20 20 20 20 20 fa	ol..temp..Ncolss................
0400	60 2f 68 6f 6d 65 2f 62 6c 61 63 6b 68 61 6f 2f 75 69 75 63 2d 63 6f 75 72 73 65 2d 67 72 61 70	`/home/blackhao/uiuc-course-grap
0420	68 2f 2e 76 65 6e 76 2f 6c 69 62 2f 70 79 74 68 6f 6e 33 2e 31 32 2f 73 69 74 65 2d 70 61 63 6b	h/.venv/lib/python3.12/site-pack
0440	61 67 65 73 2f 6e 75 6d 70 79 2f 6d 61 74 72 69 78 6c 69 62 2f 64 65 66 6d 61 74 72 69 78 2e 70	ages/numpy/matrixlib/defmatrix.p
0460	79 da 14 5f 63 6f 6e 76 65 72 74 5f 66 72 6f 6d 5f 73 74 72 69 6e 67 72 25 00 00 00 10 00 00 00	y.._convert_from_stringr%.......
0480	73 ce 00 00 00 80 00 d8 10 14 f2 00 01 05 26 88 04 d8 0f 13 8f 7c 89 7c 98 44 a0 22 d3 0f 25 89	s.............&......|.|.D."..%.
04a0	04 f0 03 01 05 26 f0 06 00 0c 10 8f 3a 89 3a 90 63 8b 3f 80 44 d8 0e 10 80 47 dc 16 1f a0 04 93	.....&......:.:.c.?.D....G......
04c0	6f f2 00 0a 05 1f 89 0a 88 05 88 73 d8 0f 12 8f 79 89 79 98 13 8b 7e 88 04 d8 11 13 88 06 d8 13	o..........s....y.y...~.........
04e0	17 f2 00 02 09 37 88 43 d8 13 16 97 39 91 39 93 3b 88 44 d8 0c 12 8f 4d 89 4d 9c 23 9c 63 d7 1e	.....7.C....9.9.;.D....M.M.#.c..
0500	2e d1 1e 2e b0 04 d3 1a 35 d5 0c 36 f0 05 02 09 37 f0 06 00 0c 11 90 41 8a 3a dc 14 17 98 06 93	........5..6....7......A.:......
0520	4b 89 45 dc 0d 10 90 16 8b 5b 98 45 d2 0d 21 dc 12 1c d0 1d 36 d3 12 37 d0 0c 37 d8 08 0f 8f 0e	K.E......[.E..!.....6..7..7.....
0540	89 0e 90 76 d5 08 1e f0 15 0a 05 1f f0 16 00 0c 13 80 4e f3 00 00 00 00 da 05 6e 75 6d 70 79 63	...v..............N.......numpyc
0560	02 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3 1e 00 00 00 97 00 74 01 00 00 00	...........................t....
0580	00 00 00 00 00 7c 00 7c 01 64 01 ac 02 ab 03 00 00 00 00 00 00 53 00 29 03 61 5b 02 00 00 0a 20	.....|.|.d...........S.).a[.....
05a0	20 20 20 49 6e 74 65 72 70 72 65 74 20 74 68 65 20 69 6e 70 75 74 20 61 73 20 61 20 6d 61 74 72	...Interpret.the.input.as.a.matr
05c0	69 78 2e 0a 0a 20 20 20 20 55 6e 6c 69 6b 65 20 60 6d 61 74 72 69 78 60 2c 20 60 61 73 6d 61 74	ix.......Unlike.`matrix`,.`asmat
05e0	72 69 78 60 20 64 6f 65 73 20 6e 6f 74 20 6d 61 6b 65 20 61 20 63 6f 70 79 20 69 66 20 74 68 65	rix`.does.not.make.a.copy.if.the
0600	20 69 6e 70 75 74 20 69 73 20 61 6c 72 65 61 64 79 0a 20 20 20 20 61 20 6d 61 74 72 69 78 20 6f	.input.is.already.....a.matrix.o
0620	72 20 61 6e 20 6e 64 61 72 72 61 79 2e 20 20 45 71 75 69 76 61 6c 65 6e 74 20 74 6f 20 60 60 6d	r.an.ndarray...Equivalent.to.``m
0640	61 74 72 69 78 28 64 61 74 61 2c 20 63 6f 70 79 3d 46 61 6c 73 65 29 60 60 2e 0a 0a 20 20 20 20	atrix(data,.copy=False)``.......
0660	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 20 20 20 64 61	Parameters.....----------.....da
0680	74 61 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 0a 20 20 20 20 20 20 20 20 49 6e 70 75 74 20 64 61	ta.:.array_like.........Input.da
06a0	74 61 2e 0a 20 20 20 20 64 74 79 70 65 20 3a 20 64 61 74 61 2d 74 79 70 65 0a 20 20 20 20 20 20	ta......dtype.:.data-type.......
06c0	20 44 61 74 61 2d 74 79 70 65 20 6f 66 20 74 68 65 20 6f 75 74 70 75 74 20 6d 61 74 72 69 78 2e	.Data-type.of.the.output.matrix.
06e0	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 6d 61	......Returns.....-------.....ma
0700	74 20 3a 20 6d 61 74 72 69 78 0a 20 20 20 20 20 20 20 20 60 64 61 74 61 60 20 69 6e 74 65 72 70	t.:.matrix.........`data`.interp
0720	72 65 74 65 64 20 61 73 20 61 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73	reted.as.a.matrix.......Examples
0740	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 6d	.....--------.....>>>.import.num
0760	70 79 20 61 73 20 6e 70 0a 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 61 72 72 61 79 28 5b 5b	py.as.np.....>>>.x.=.np.array([[
0780	31 2c 20 32 5d 2c 20 5b 33 2c 20 34 5d 5d 29 0a 0a 20 20 20 20 3e 3e 3e 20 6d 20 3d 20 6e 70 2e	1,.2],.[3,.4]])......>>>.m.=.np.
07a0	61 73 6d 61 74 72 69 78 28 78 29 0a 0a 20 20 20 20 3e 3e 3e 20 78 5b 30 2c 30 5d 20 3d 20 35 0a	asmatrix(x)......>>>.x[0,0].=.5.
07c0	0a 20 20 20 20 3e 3e 3e 20 6d 0a 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 35 2c 20 32 5d 2c 0a 20	.....>>>.m.....matrix([[5,.2],..
07e0	20 20 20 20 20 20 20 20 20 20 20 5b 33 2c 20 34 5d 5d 29 0a 0a 20 20 20 20 46 a9 02 da 05 64 74	...........[3,.4]])......F....dt
0800	79 70 65 da 04 63 6f 70 79 29 01 72 02 00 00 00 29 02 72 19 00 00 00 72 2a 00 00 00 73 02 00 00	ype..copy).r....).r....r*...s...
0820	00 20 20 72 24 00 00 00 72 04 00 00 00 72 04 00 00 00 24 00 00 00 73 14 00 00 00 80 00 f4 44 01	...r$...r....r....$...s.......D.
0840	00 0c 12 90 24 98 65 a8 25 d4 0b 30 d0 04 30 72 26 00 00 00 63 00 00 00 00 00 00 00 00 00 00 00	....$.e.%..0..0r&...c...........
0860	00 02 00 00 00 00 00 00 00 f3 9e 01 00 00 97 00 65 00 5a 01 64 00 5a 02 64 01 5a 03 64 02 5a 04	................e.Z.d.Z.d.Z.d.Z.
0880	64 24 64 04 84 01 5a 05 64 05 84 00 5a 06 64 06 84 00 5a 07 64 07 84 00 5a 08 64 08 84 00 5a 09	d$d...Z.d...Z.d...Z.d...Z.d...Z.
08a0	64 09 84 00 5a 0a 64 0a 84 00 5a 0b 64 0b 84 00 5a 0c 64 0c 84 00 5a 0d 64 0d 84 00 5a 0e 64 0e	d...Z.d...Z.d...Z.d...Z.d...Z.d.
08c0	84 00 5a 0f 64 0f 84 00 5a 10 64 25 64 10 84 01 5a 11 64 26 64 11 84 01 5a 12 64 27 64 12 84 01	..Z.d...Z.d%d...Z.d&d...Z.d'd...
08e0	5a 13 64 25 64 13 84 01 5a 14 64 28 64 14 84 01 5a 15 64 28 64 15 84 01 5a 16 64 25 64 16 84 01	Z.d%d...Z.d(d...Z.d(d...Z.d%d...
0900	5a 17 64 29 64 17 84 01 5a 18 64 29 64 18 84 01 5a 19 64 29 64 19 84 01 5a 1a 64 29 64 1a 84 01	Z.d)d...Z.d)d...Z.d)d...Z.d)d...
0920	5a 1b 64 29 64 1b 84 01 5a 1c 64 29 64 1c 84 01 5a 1d 64 29 64 1d 84 01 5a 1e 65 1f 64 1e 84 00	Z.d)d...Z.d)d...Z.d)d...Z.e.d...
0940	ab 00 00 00 00 00 00 00 5a 20 65 1f 64 1f 84 00 ab 00 00 00 00 00 00 00 5a 21 65 1f 64 20 84 00	........Z.e.d...........Z!e.d...
0960	ab 00 00 00 00 00 00 00 5a 22 64 27 64 21 84 01 5a 23 65 1f 64 22 84 00 ab 00 00 00 00 00 00 00	........Z"d'd!..Z#e.d"..........
0980	5a 24 65 1f 64 23 84 00 ab 00 00 00 00 00 00 00 5a 25 65 24 6a 4c 00 00 00 00 00 00 00 00 00 00	Z$e.d#..........Z%e$jL..........
09a0	00 00 00 00 00 00 00 00 5a 27 65 21 6a 4c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	........Z'e!jL..................
09c0	5a 28 65 22 6a 4c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 5a 29 65 25 6a 4c 00 00	Z(e"jL..................Z)e%jL..
09e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 5a 2a 65 20 6a 4c 00 00 00 00 00 00 00 00 00 00	................Z*e.jL..........
0a00	00 00 00 00 00 00 00 00 5a 2b 79 03 29 2a 72 02 00 00 00 61 aa 04 00 00 0a 20 20 20 20 6d 61 74	........Z+y.)*r....a.........mat
0a20	72 69 78 28 64 61 74 61 2c 20 64 74 79 70 65 3d 4e 6f 6e 65 2c 20 63 6f 70 79 3d 54 72 75 65 29	rix(data,.dtype=None,.copy=True)
0a40	0a 0a 20 20 20 20 52 65 74 75 72 6e 73 20 61 20 6d 61 74 72 69 78 20 66 72 6f 6d 20 61 6e 20 61	......Returns.a.matrix.from.an.a
0a60	72 72 61 79 2d 6c 69 6b 65 20 6f 62 6a 65 63 74 2c 20 6f 72 20 66 72 6f 6d 20 61 20 73 74 72 69	rray-like.object,.or.from.a.stri
0a80	6e 67 20 6f 66 20 64 61 74 61 2e 0a 0a 20 20 20 20 41 20 6d 61 74 72 69 78 20 69 73 20 61 20 73	ng.of.data.......A.matrix.is.a.s
0aa0	70 65 63 69 61 6c 69 7a 65 64 20 32 2d 44 20 61 72 72 61 79 20 74 68 61 74 20 72 65 74 61 69 6e	pecialized.2-D.array.that.retain
0ac0	73 20 69 74 73 20 32 2d 44 20 6e 61 74 75 72 65 0a 20 20 20 20 74 68 72 6f 75 67 68 20 6f 70 65	s.its.2-D.nature.....through.ope
0ae0	72 61 74 69 6f 6e 73 2e 20 20 49 74 20 68 61 73 20 63 65 72 74 61 69 6e 20 73 70 65 63 69 61 6c	rations...It.has.certain.special
0b00	20 6f 70 65 72 61 74 6f 72 73 2c 20 73 75 63 68 20 61 73 20 60 60 2a 60 60 0a 20 20 20 20 28 6d	.operators,.such.as.``*``.....(m
0b20	61 74 72 69 78 20 6d 75 6c 74 69 70 6c 69 63 61 74 69 6f 6e 29 20 61 6e 64 20 60 60 2a 2a 60 60	atrix.multiplication).and.``**``
0b40	20 28 6d 61 74 72 69 78 20 70 6f 77 65 72 29 2e 0a 0a 20 20 20 20 2e 2e 20 6e 6f 74 65 3a 3a 20	.(matrix.power)..........note::.
0b60	49 74 20 69 73 20 6e 6f 20 6c 6f 6e 67 65 72 20 72 65 63 6f 6d 6d 65 6e 64 65 64 20 74 6f 20 75	It.is.no.longer.recommended.to.u
0b80	73 65 20 74 68 69 73 20 63 6c 61 73 73 2c 20 65 76 65 6e 20 66 6f 72 20 6c 69 6e 65 61 72 0a 20	se.this.class,.even.for.linear..
0ba0	20 20 20 20 20 20 20 20 20 20 20 20 20 61 6c 67 65 62 72 61 2e 20 49 6e 73 74 65 61 64 20 75 73	.............algebra..Instead.us
0bc0	65 20 72 65 67 75 6c 61 72 20 61 72 72 61 79 73 2e 20 54 68 65 20 63 6c 61 73 73 20 6d 61 79 20	e.regular.arrays..The.class.may.
0be0	62 65 20 72 65 6d 6f 76 65 64 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 69 6e 20 74 68 65 20	be.removed...............in.the.
0c00	66 75 74 75 72 65 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	future.......Parameters.....----
0c20	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 64 61 74 61 20 3a 20 61 72 72 61 79 5f 6c 69 6b 65 20 6f 72 20	------.....data.:.array_like.or.
0c40	73 74 72 69 6e 67 0a 20 20 20 20 20 20 20 49 66 20 60 64 61 74 61 60 20 69 73 20 61 20 73 74 72	string........If.`data`.is.a.str
0c60	69 6e 67 2c 20 69 74 20 69 73 20 69 6e 74 65 72 70 72 65 74 65 64 20 61 73 20 61 20 6d 61 74 72	ing,.it.is.interpreted.as.a.matr
0c80	69 78 20 77 69 74 68 20 63 6f 6d 6d 61 73 0a 20 20 20 20 20 20 20 6f 72 20 73 70 61 63 65 73 20	ix.with.commas........or.spaces.
0ca0	73 65 70 61 72 61 74 69 6e 67 20 63 6f 6c 75 6d 6e 73 2c 20 61 6e 64 20 73 65 6d 69 63 6f 6c 6f	separating.columns,.and.semicolo
0cc0	6e 73 20 73 65 70 61 72 61 74 69 6e 67 20 72 6f 77 73 2e 0a 20 20 20 20 64 74 79 70 65 20 3a 20	ns.separating.rows......dtype.:.
0ce0	64 61 74 61 2d 74 79 70 65 0a 20 20 20 20 20 20 20 44 61 74 61 2d 74 79 70 65 20 6f 66 20 74 68	data-type........Data-type.of.th
0d00	65 20 6f 75 74 70 75 74 20 6d 61 74 72 69 78 2e 0a 20 20 20 20 63 6f 70 79 20 3a 20 62 6f 6f 6c	e.output.matrix......copy.:.bool
0d20	0a 20 20 20 20 20 20 20 49 66 20 60 64 61 74 61 60 20 69 73 20 61 6c 72 65 61 64 79 20 61 6e 20	........If.`data`.is.already.an.
0d40	60 6e 64 61 72 72 61 79 60 2c 20 74 68 65 6e 20 74 68 69 73 20 66 6c 61 67 20 64 65 74 65 72 6d	`ndarray`,.then.this.flag.determ
0d60	69 6e 65 73 0a 20 20 20 20 20 20 20 77 68 65 74 68 65 72 20 74 68 65 20 64 61 74 61 20 69 73 20	ines........whether.the.data.is.
0d80	63 6f 70 69 65 64 20 28 74 68 65 20 64 65 66 61 75 6c 74 29 2c 20 6f 72 20 77 68 65 74 68 65 72	copied.(the.default),.or.whether
0da0	20 61 20 76 69 65 77 20 69 73 0a 20 20 20 20 20 20 20 63 6f 6e 73 74 72 75 63 74 65 64 2e 0a 0a	.a.view.is........constructed...
0dc0	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 20 20 20 61 72	....See.Also.....--------.....ar
0de0	72 61 79 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	ray......Examples.....--------..
0e00	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 3e	...>>>.import.numpy.as.np.....>>
0e20	3e 20 61 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 27 31 20 32 3b 20 33 20 34 27 29 0a 20 20 20 20	>.a.=.np.matrix('1.2;.3.4').....
0e40	3e 3e 3e 20 61 0a 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 32 5d 2c 0a 20 20 20 20 20 20	>>>.a.....matrix([[1,.2],.......
0e60	20 20 20 20 20 20 5b 33 2c 20 34 5d 5d 29 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 6d 61 74 72 69	......[3,.4]])......>>>.np.matri
0e80	78 28 5b 5b 31 2c 20 32 5d 2c 20 5b 33 2c 20 34 5d 5d 29 0a 20 20 20 20 6d 61 74 72 69 78 28 5b	x([[1,.2],.[3,.4]]).....matrix([
0ea0	5b 31 2c 20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 33 2c 20 34 5d 5d 29 0a 0a 20 20	[1,.2],.............[3,.4]])....
0ec0	20 20 67 00 00 00 00 00 00 24 40 4e 63 04 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00	..g......$@Nc...................
0ee0	00 f3 8c 03 00 00 97 00 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00	........t.........j.............
0f00	00 00 00 00 00 00 64 01 74 04 00 00 00 00 00 00 00 00 64 02 ac 03 ab 03 00 00 00 00 00 00 01 00	......d.t.........d.............
0f20	74 07 00 00 00 00 00 00 00 00 7c 01 74 08 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 72 2a	t.........|.t.................r*
0f40	7c 01 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7d 04 7c 02 80 02 7c 04 7d 02	|.j...................}.|...|.}.
0f60	7c 04 7c 02 6b 28 00 00 72 04 7c 03 73 02 7c 01 53 00 7c 01 6a 0d 00 00 00 00 00 00 00 00 00 00	|.|.k(..r.|.s.|.S.|.j...........
0f80	00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 53 00 74 07 00 00 00 00 00 00 00 00 7c 01	........|.........S.t.........|.
0fa0	74 0e 00 00 00 00 00 00 00 00 6a 10 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 02	t.........j.....................
0fc0	00 00 00 00 00 00 72 69 7c 02 80 0d 7c 01 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	......ri|...|.j.................
0fe0	00 00 7d 05 6e 15 74 0f 00 00 00 00 00 00 00 00 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..}.n.t.........j...............
1000	00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 7d 05 7c 01 6a 13 00 00 00 00 00 00 00 00 00 00 00 00	....|.........}.|.j.............
1020	00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 06 7c 05 7c 01 6a 0a 00 00 00 00 00 00 00 00	......|.........}.|.|.j.........
1040	00 00 00 00 00 00 00 00 00 00 6b 37 00 00 72 11 7c 06 6a 0d 00 00 00 00 00 00 00 00 00 00 00 00	..........k7..r.|.j.............
1060	00 00 00 00 00 00 7c 05 ab 01 00 00 00 00 00 00 53 00 7c 03 72 10 7c 06 6a 15 00 00 00 00 00 00	......|.........S.|.r.|.j.......
1080	00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 53 00 7c 06 53 00 74 07 00 00 00 00	....................S.|.S.t.....
10a0	00 00 00 00 7c 01 74 16 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 72 0b 74 19 00 00 00 00	....|.t.................r.t.....
10c0	00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 01 7c 03 73 02 64 00 6e 01 64 04 7d 03 74 0f 00 00	....|.........}.|.s.d.n.d.}.t...
10e0	00 00 00 00 00 00 6a 1a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 7c 02 7c 03	......j...................|.|.|.
1100	ac 05 ab 03 00 00 00 00 00 00 7d 07 7c 07 6a 1c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..........}.|.j.................
1120	00 00 7d 08 7c 07 6a 1e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7d 09 7c 08 64 02	..}.|.j...................}.|.d.
1140	6b 44 00 00 72 0b 74 21 00 00 00 00 00 00 00 00 64 06 ab 01 00 00 00 00 00 00 82 01 7c 08 64 07	kD..r.t!........d...........|.d.
1160	6b 28 00 00 72 03 64 08 7d 09 6e 0c 7c 08 64 09 6b 28 00 00 72 07 64 09 7c 09 64 07 19 00 00 00	k(..r.d.}.n.|.d.k(..r.d.|.d.....
1180	66 02 7d 09 64 0a 7d 0a 7c 08 64 02 6b 28 00 00 72 18 7c 07 6a 22 00 00 00 00 00 00 00 00 00 00	f.}.d.}.|.d.k(..r.|.j"..........
11a0	00 00 00 00 00 00 00 00 6a 24 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 72 02 64 0b	........j$..................r.d.
11c0	7d 0a 7c 0a 73 26 7c 07 6a 22 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 26 00 00	}.|.s&|.j"..................j&..
11e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 73 10 7c 07 6a 15 00 00 00 00 00 00 00 00 00 00	................s.|.j...........
1200	00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 07 74 0e 00 00 00 00 00 00 00 00 6a 10 00 00	................}.t.........j...
1220	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 29 00 00 00 00 00 00 00 00 00 00 00 00 00 00	................j)..............
1240	00 00 00 00 7c 00 7c 09 7c 07 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 07	....|.|.|.j...................|.
1260	7c 0a ac 0c ab 05 00 00 00 00 00 00 7d 0b 7c 0b 53 00 29 0d 4e 7a d9 74 68 65 20 6d 61 74 72 69	|...........}.|.S.).Nz.the.matri
1280	78 20 73 75 62 63 6c 61 73 73 20 69 73 20 6e 6f 74 20 74 68 65 20 72 65 63 6f 6d 6d 65 6e 64 65	x.subclass.is.not.the.recommende
12a0	64 20 77 61 79 20 74 6f 20 72 65 70 72 65 73 65 6e 74 20 6d 61 74 72 69 63 65 73 20 6f 72 20 64	d.way.to.represent.matrices.or.d
12c0	65 61 6c 20 77 69 74 68 20 6c 69 6e 65 61 72 20 61 6c 67 65 62 72 61 20 28 73 65 65 20 68 74 74	eal.with.linear.algebra.(see.htt
12e0	70 73 3a 2f 2f 64 6f 63 73 2e 73 63 69 70 79 2e 6f 72 67 2f 64 6f 63 2f 6e 75 6d 70 79 2f 75 73	ps://docs.scipy.org/doc/numpy/us
1300	65 72 2f 6e 75 6d 70 79 2d 66 6f 72 2d 6d 61 74 6c 61 62 2d 75 73 65 72 73 2e 68 74 6d 6c 29 2e	er/numpy-for-matlab-users.html).
1320	20 50 6c 65 61 73 65 20 61 64 6a 75 73 74 20 79 6f 75 72 20 63 6f 64 65 20 74 6f 20 75 73 65 20	.Please.adjust.your.code.to.use.
1340	72 65 67 75 6c 61 72 20 6e 64 61 72 72 61 79 2e e9 02 00 00 00 29 01 da 0a 73 74 61 63 6b 6c 65	regular.ndarray......)...stackle
1360	76 65 6c 54 72 29 00 00 00 7a 1c 6d 61 74 72 69 78 20 6d 75 73 74 20 62 65 20 32 2d 64 69 6d 65	velTr)...z.matrix.must.be.2-dime
1380	6e 73 69 6f 6e 61 6c 72 05 00 00 00 a9 02 e9 01 00 00 00 72 31 00 00 00 72 31 00 00 00 da 01 43	nsionalr...........r1...r1.....C
13a0	da 01 46 29 02 da 06 62 75 66 66 65 72 da 05 6f 72 64 65 72 29 15 da 08 77 61 72 6e 69 6e 67 73	..F)...buffer..order)...warnings
13c0	da 04 77 61 72 6e da 19 50 65 6e 64 69 6e 67 44 65 70 72 65 63 61 74 69 6f 6e 57 61 72 6e 69 6e	..warn..PendingDeprecationWarnin
13e0	67 da 0a 69 73 69 6e 73 74 61 6e 63 65 72 02 00 00 00 72 2a 00 00 00 da 06 61 73 74 79 70 65 da	g..isinstancer....r*.....astype.
1400	01 4e da 07 6e 64 61 72 72 61 79 da 04 76 69 65 77 72 2b 00 00 00 da 03 73 74 72 72 25 00 00 00	.N..ndarray..viewr+.....strr%...
1420	da 05 61 72 72 61 79 da 04 6e 64 69 6d da 05 73 68 61 70 65 72 17 00 00 00 da 05 66 6c 61 67 73	..array..ndim..shaper......flags
1440	da 07 66 6f 72 74 72 61 6e da 0a 63 6f 6e 74 69 67 75 6f 75 73 da 07 5f 5f 6e 65 77 5f 5f 29 0c	..fortran..contiguous..__new__).
1460	da 07 73 75 62 74 79 70 65 72 19 00 00 00 72 2a 00 00 00 72 2b 00 00 00 da 06 64 74 79 70 65 32	..subtyper....r*...r+.....dtype2
1480	da 06 69 6e 74 79 70 65 da 03 6e 65 77 da 03 61 72 72 72 40 00 00 00 72 41 00 00 00 72 35 00 00	..intype..new..arrr@...rA...r5..
14a0	00 da 03 72 65 74 73 0c 00 00 00 20 20 20 20 20 20 20 20 20 20 20 20 72 24 00 00 00 72 45 00 00	...rets................r$...rE..
14c0	00 7a 0e 6d 61 74 72 69 78 2e 5f 5f 6e 65 77 5f 5f 77 00 00 00 73 9a 01 00 00 80 00 dc 08 10 8f	.z.matrix.__new__w...s..........
14e0	0d 89 0d f0 00 04 17 48 01 f4 0a 00 17 30 b8 41 f5 0b 05 09 3f f4 0c 00 0c 16 90 64 9c 46 d4 0b	.......H.....0.A....?......d.F..
1500	23 d8 15 19 97 5a 91 5a 88 46 d8 10 15 90 0d d8 18 1e 90 05 d8 10 16 98 25 92 0f a9 24 d8 17 1b	#....Z.Z.F..............%...$...
1520	90 0b d8 13 17 97 3b 91 3b 98 75 d3 13 25 d0 0c 25 e4 0b 15 90 64 9c 41 9f 49 99 49 d4 0b 26 d8	......;.;.u..%..%....d.A.I.I..&.
1540	0f 14 88 7d d8 19 1d 9f 1a 99 1a 91 06 e4 19 1a 9f 17 99 17 a0 15 9b 1e 90 06 d8 12 16 97 29 91	...}..........................).
1560	29 98 47 d3 12 24 88 43 d8 0f 15 98 14 9f 1a 99 1a d2 0f 23 d8 17 1a 97 7a 91 7a a0 26 d3 17 29	).G..$.C...........#....z.z.&..)
1580	d0 10 29 d9 0f 13 d8 17 1a 97 78 91 78 93 7a d0 10 21 e0 17 1a 90 0a e4 0b 15 90 64 9c 43 d4 0b	..).......x.x.z..!.........d.C..
15a0	20 dc 13 27 a8 04 d3 13 2d 88 44 f1 06 00 1c 20 89 74 a0 54 88 04 dc 0e 0f 8f 67 89 67 90 64 a0	...'....-.D......t.T......g.g.d.
15c0	25 a8 64 d4 0e 33 88 03 d8 0f 12 8f 78 89 78 88 04 d8 10 13 97 09 91 09 88 05 d8 0c 10 90 31 8a	%.d..3......x.x...............1.
15e0	48 dc 12 1c d0 1d 3b d3 12 3c d0 0c 3c d8 0d 11 90 51 8a 59 d8 14 1a 89 45 d8 0d 11 90 51 8a 59	H.....;..<..<....Q.Y....E....Q.Y
1600	d8 15 16 98 05 98 61 99 08 90 4d 88 45 e0 10 13 88 05 d8 0c 10 90 41 8a 49 98 33 9f 39 99 39 d7	......a...M.E.........A.I.3.9.9.
1620	1b 2c d2 1b 2c d8 14 17 88 45 e1 10 15 98 13 9f 19 99 19 d7 19 2d d2 19 2d d8 12 15 97 28 91 28	.,..,....E...........-..-....(.(
1640	93 2a 88 43 e4 0e 0f 8f 69 89 69 d7 0e 1f d1 0e 1f a0 07 a8 15 b0 03 b7 09 b1 09 d8 27 2a d8 26	.*.C....i.i.................'*.&
1660	2b f0 05 00 0f 20 f3 00 02 0f 2d 88 03 f0 06 00 10 13 88 0a 72 26 00 00 00 63 02 00 00 00 00 00	+.........-.........r&...c......
1680	00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 56 01 00 00 97 00 64 01 7c 00 5f 00 00 00 00 00 00	...............V.....d.|._......
16a0	00 00 00 74 03 00 00 00 00 00 00 00 00 7c 01 74 04 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00	...t.........|.t................
16c0	00 72 0d 7c 01 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 72 01 79 00 7c 00 6a	.r.|.j...................r.y.|.j
16e0	06 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7d 02 7c 02 64 02 6b 28 00 00 72 01 79	...................}.|.d.k(..r.y
1700	00 7c 02 64 02 6b 44 00 00 72 44 74 09 00 00 00 00 00 00 00 00 64 03 84 00 7c 00 6a 0a 00 00 00	.|.d.kD..rDt.........d...|.j....
1720	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00	...............D................
1740	00 7d 03 74 0d 00 00 00 00 00 00 00 00 7c 03 ab 01 00 00 00 00 00 00 7d 02 7c 02 64 02 6b 28 00	.}.t.........|.........}.|.d.k(.
1760	00 72 08 7c 03 7c 00 5f 05 00 00 00 00 00 00 00 00 79 00 7c 02 64 02 6b 44 00 00 72 17 74 0f 00	.r.|.|._.........y.|.d.kD..r.t..
1780	00 00 00 00 00 00 00 64 04 ab 01 00 00 00 00 00 00 82 01 7c 00 6a 0a 00 00 00 00 00 00 00 00 00	.......d...........|.j..........
17a0	00 00 00 00 00 00 00 00 00 7d 03 7c 02 64 05 6b 28 00 00 72 08 64 06 7c 00 5f 05 00 00 00 00 00	.........}.|.d.k(..r.d.|._......
17c0	00 00 00 79 00 7c 02 64 07 6b 28 00 00 72 0c 64 07 7c 03 64 05 19 00 00 00 66 02 7c 00 5f 05 00	...y.|.d.k(..r.d.|.d.....f.|._..
17e0	00 00 00 00 00 00 00 79 00 29 08 4e 46 72 2e 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 03	.......y.).NFr....c.............
1800	00 00 00 33 00 00 00 f3 2c 00 00 00 4b 00 01 00 97 00 7c 00 5d 0c 00 00 7d 01 7c 01 64 00 6b 44	...3....,...K.....|.]...}.|.d.kD
1820	00 00 73 01 8c 09 7c 01 96 01 97 01 01 00 8c 0e 04 00 79 01 ad 03 77 01 29 02 72 31 00 00 00 4e	..s...|...........y...w.).r1...N
1840	a9 00 29 02 da 02 2e 30 da 01 78 73 02 00 00 00 20 20 72 24 00 00 00 fa 09 3c 67 65 6e 65 78 70	..)....0..xs......r$.....<genexp
1860	72 3e 7a 2c 6d 61 74 72 69 78 2e 5f 5f 61 72 72 61 79 5f 66 69 6e 61 6c 69 7a 65 5f 5f 2e 3c 6c	r>z,matrix.__array_finalize__.<l
1880	6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e b6 00 00 00 73 16 00 00 00 e8 00 f8 80 00 d2 1c	ocals>.<genexpr>....s...........
18a0	3c a0 31 b0 61 b8 21 b3 65 9c 51 d1 1c 3c f9 73 08 00 00 00 82 0a 14 01 8d 07 14 01 7a 1f 73 68	<.1.a.!.e.Q..<.s............z.sh
18c0	61 70 65 20 74 6f 6f 20 6c 61 72 67 65 20 74 6f 20 62 65 20 61 20 6d 61 74 72 69 78 2e 72 05 00	ape.too.large.to.be.a.matrix.r..
18e0	00 00 72 30 00 00 00 72 31 00 00 00 29 08 da 08 5f 67 65 74 69 74 65 6d 72 39 00 00 00 72 02 00	..r0...r1...)..._getitemr9...r..
1900	00 00 72 40 00 00 00 da 05 74 75 70 6c 65 72 41 00 00 00 72 16 00 00 00 72 17 00 00 00 29 04 da	..r@.....tuplerA...r....r....)..
1920	04 73 65 6c 66 da 03 6f 62 6a 72 40 00 00 00 da 08 6e 65 77 73 68 61 70 65 73 04 00 00 00 20 20	.self..objr@.....newshapes......
1940	20 20 72 24 00 00 00 da 12 5f 5f 61 72 72 61 79 5f 66 69 6e 61 6c 69 7a 65 5f 5f 7a 19 6d 61 74	..r$.....__array_finalize__z.mat
1960	72 69 78 2e 5f 5f 61 72 72 61 79 5f 66 69 6e 61 6c 69 7a 65 5f 5f ae 00 00 00 73 af 00 00 00 80	rix.__array_finalize__....s.....
1980	00 d8 18 1d 88 04 8c 0d dc 0c 16 90 73 9c 46 d4 0c 23 a8 03 af 0c aa 0c d8 0c 12 d8 0f 13 8f 79	............s.F..#.............y
19a0	89 79 88 04 d8 0c 10 90 41 8a 49 d8 0c 12 d8 0c 10 90 31 8a 48 dc 17 1c d1 1c 3c a8 04 af 0a a9	.y......A.I.......1.H.....<.....
19c0	0a d4 1c 3c d3 17 3c 88 48 dc 13 16 90 78 93 3d 88 44 d8 0f 13 90 71 8a 79 d8 1d 25 90 04 94 0a	...<..<.H....x.=.D....q.y..%....
19e0	d8 10 16 d8 12 16 98 11 92 28 dc 16 20 d0 21 42 d3 16 43 d0 10 43 e0 17 1b 97 7a 91 7a 88 48 d8	.........(....!B..C..C....z.z.H.
1a00	0b 0f 90 31 8a 39 d8 19 1f 88 44 8c 4a f0 06 00 09 0f f0 05 00 0e 12 90 51 8a 59 d8 1a 1b 98 58	...1.9....D.J...........Q.Y....X
1a20	a0 61 99 5b d0 19 29 88 44 8c 4a d8 08 0e 72 26 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00	.a.[..).D.J...r&...c............
1a40	04 00 00 00 03 00 00 00 f3 a0 01 00 00 97 00 64 01 7c 00 5f 00 00 00 00 00 00 00 00 00 09 00 74	...............d.|._...........t
1a60	02 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 07 00	.........j...................j..
1a80	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 ab 02 00 00 00 00 00 00 7d 02 64	.................|.|.........}.d
1aa0	02 7c 00 5f 00 00 00 00 00 00 00 00 00 74 09 00 00 00 00 00 00 00 00 7c 02 74 02 00 00 00 00 00	.|._.........t.........|.t......
1ac0	00 00 00 6a 04 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 73	...j...........................s
1ae0	02 7c 02 53 00 7c 02 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 03 6b 28 00	.|.S.|.j...................d.k(.
1b00	00 72 05 7c 02 64 04 19 00 00 00 53 00 7c 02 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.r.|.d.....S.|.j................
1b20	00 00 00 64 05 6b 28 00 00 72 42 7c 02 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	...d.k(..rB|.j..................
1b40	00 64 03 19 00 00 00 7d 03 09 00 74 0f 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d	.d.....}...t.........|.........}
1b60	04 7c 04 64 05 6b 44 00 00 72 19 74 13 00 00 00 00 00 00 00 00 7c 01 64 05 19 00 00 00 ab 01 00	.|.d.kD..r.t.........|.d........
1b80	00 00 00 00 00 72 0b 7c 03 64 05 66 02 7c 02 5f 06 00 00 00 00 00 00 00 00 7c 02 53 00 64 05 7c	.....r.|.d.f.|._.........|.S.d.|
1ba0	03 66 02 7c 02 5f 06 00 00 00 00 00 00 00 00 7c 02 53 00 23 00 64 02 7c 00 5f 00 00 00 00 00 00	.f.|._.........|.S.#.d.|._......
1bc0	00 00 00 77 00 78 03 59 00 77 01 23 00 74 10 00 00 00 00 00 00 00 00 24 00 72 05 01 00 64 03 7d	...w.x.Y.w.#.t.........$.r...d.}
1be0	04 59 00 8c 42 77 00 78 03 59 00 77 01 29 06 4e 54 46 72 05 00 00 00 72 4e 00 00 00 72 31 00 00	.Y..Bw.x.Y.w.).NTFr....rN...r1..
1c00	00 29 0a 72 52 00 00 00 72 3b 00 00 00 72 3c 00 00 00 da 0b 5f 5f 67 65 74 69 74 65 6d 5f 5f 72	.).rR...r;...r<.....__getitem__r
1c20	39 00 00 00 72 40 00 00 00 72 41 00 00 00 72 16 00 00 00 da 09 45 78 63 65 70 74 69 6f 6e 72 07	9...r@...rA...r......Exceptionr.
1c40	00 00 00 29 05 72 54 00 00 00 da 05 69 6e 64 65 78 da 03 6f 75 74 da 02 73 68 da 01 6e 73 05 00	...).rT.....index..out..sh..ns..
1c60	00 00 20 20 20 20 20 72 24 00 00 00 72 59 00 00 00 7a 12 6d 61 74 72 69 78 2e 5f 5f 67 65 74 69	.......r$...rY...z.matrix.__geti
1c80	74 65 6d 5f 5f c5 00 00 00 73 d0 00 00 00 80 00 d8 18 1c 88 04 8c 0d f0 04 03 09 22 dc 12 13 97	tem__....s................."....
1ca0	29 91 29 d7 12 27 d1 12 27 a8 04 a8 65 d3 12 34 88 43 e0 1c 21 88 44 8c 4d e4 0f 19 98 23 9c 71	).)..'..'...e..4.C..!.D.M....#.q
1cc0	9f 79 99 79 d4 0f 29 d8 13 16 88 4a e0 0b 0e 8f 38 89 38 90 71 8a 3d d8 13 16 90 72 91 37 88 4e	.y.y..)....J....8.8.q.=....r.7.N
1ce0	d8 0b 0e 8f 38 89 38 90 71 8a 3d d8 11 14 97 19 91 19 98 31 91 1c 88 42 f0 04 03 0d 16 dc 14 17	....8.8.q.=........1...B........
1d00	98 05 93 4a 90 01 f0 06 00 10 11 90 31 8a 75 9c 18 a0 25 a8 01 a1 28 d4 19 2b d8 1d 1f a0 11 98	...J........1.u...%...(..+......
1d20	47 90 03 94 09 f0 06 00 10 13 88 0a f0 03 00 1e 1f a0 02 98 47 90 03 94 09 d8 0f 12 88 0a f8 f0	G...................G...........
1d40	25 00 1d 22 88 44 8d 4d fb f4 18 00 14 1d f2 00 01 0d 16 d8 14 15 92 01 f0 03 01 0d 16 fa 73 1d	%..".D.M......................s.
1d60	00 00 00 89 20 42 33 00 c1 3f 0b 42 3f 00 c2 33 09 42 3c 03 c2 3f 0b 43 0d 03 c3 0c 01 43 0d 03	.....B3..?.B?..3.B<..?.C.....C..
1d80	63 02 00 00 00 00 00 00 00 00 00 00 00 06 00 00 00 03 00 00 00 f3 f0 00 00 00 97 00 74 01 00 00	c...........................t...
1da0	00 00 00 00 00 00 7c 01 74 02 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00	......|.t.........j.............
1dc0	00 00 00 00 00 00 74 06 00 00 00 00 00 00 00 00 74 08 00 00 00 00 00 00 00 00 66 03 ab 02 00 00	......t.........t.........f.....
1de0	00 00 00 00 72 1f 74 03 00 00 00 00 00 00 00 00 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....r.t.........j...............
1e00	00 00 00 00 7c 00 74 0d 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 ab 02 00 00 00 00	....|.t.........|...............
1e20	00 00 53 00 74 0f 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 73 0c 74 11 00 00 00 00	..S.t.........|.........s.t.....
1e40	00 00 00 00 7c 01 64 01 ab 02 00 00 00 00 00 00 73 16 74 03 00 00 00 00 00 00 00 00 6a 0a 00 00	....|.d.........s.t.........j...
1e60	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 ab 02 00 00 00 00 00 00 53 00 74 12	................|.|.........S.t.
1e80	00 00 00 00 00 00 00 00 53 00 29 02 4e da 08 5f 5f 72 6d 75 6c 5f 5f 29 0a 72 39 00 00 00 72 3b	........S.).N..__rmul__).r9...r;
1ea0	00 00 00 72 3c 00 00 00 da 04 6c 69 73 74 72 53 00 00 00 da 03 64 6f 74 72 04 00 00 00 72 07 00	...r<.....listrS.....dotr....r..
1ec0	00 00 da 07 68 61 73 61 74 74 72 da 0e 4e 6f 74 49 6d 70 6c 65 6d 65 6e 74 65 64 a9 02 72 54 00	....hasattr..NotImplemented..rT.
1ee0	00 00 da 05 6f 74 68 65 72 73 02 00 00 00 20 20 72 24 00 00 00 da 07 5f 5f 6d 75 6c 5f 5f 7a 0e	....others......r$.....__mul__z.
1f00	6d 61 74 72 69 78 2e 5f 5f 6d 75 6c 5f 5f df 00 00 00 73 53 00 00 00 80 00 dc 0b 15 90 65 9c 61	matrix.__mul__....sS.........e.a
1f20	9f 69 99 69 ac 14 ac 75 d0 1d 35 d4 0b 36 e4 13 14 97 35 91 35 98 14 9c 78 a8 05 9b 7f d3 13 2f	.i.i...u..5..6....5.5...x....../
1f40	d0 0c 2f dc 0b 13 90 45 8c 3f a4 27 a8 25 b0 1a d4 22 3c dc 13 14 97 35 91 35 98 14 98 75 d3 13	../....E.?.'.%..."<....5.5...u..
1f60	25 d0 0c 25 dc 0f 1d d0 08 1d 72 26 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00	%..%......r&...c................
1f80	03 00 00 00 f3 2e 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00	...........t.........j..........
1fa0	00 00 00 00 00 00 00 00 00 7c 01 7c 00 ab 02 00 00 00 00 00 00 53 00 a9 01 4e 29 02 72 3b 00 00	.........|.|.........S...N).r;..
1fc0	00 72 62 00 00 00 72 65 00 00 00 73 02 00 00 00 20 20 72 24 00 00 00 72 60 00 00 00 7a 0f 6d 61	.rb...re...s......r$...r`...z.ma
1fe0	74 72 69 78 2e 5f 5f 72 6d 75 6c 5f 5f e7 00 00 00 73 13 00 00 00 80 00 dc 0f 10 8f 75 89 75 90	trix.__rmul__....s..........u.u.
2000	55 98 44 d3 0f 21 d0 08 21 72 26 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 03	U.D..!..!r&...c.................
2020	00 00 00 f3 16 00 00 00 97 00 7c 00 7c 01 7a 05 00 00 7c 00 64 00 64 00 1b 00 7c 00 53 00 72 69	..........|.|.z...|.d.d...|.S.ri
2040	00 00 00 72 4e 00 00 00 72 65 00 00 00 73 02 00 00 00 20 20 72 24 00 00 00 da 08 5f 5f 69 6d 75	...rN...re...s......r$.....__imu
2060	6c 5f 5f 7a 0f 6d 61 74 72 69 78 2e 5f 5f 69 6d 75 6c 5f 5f ea 00 00 00 73 14 00 00 00 80 00 d8	l__z.matrix.__imul__....s.......
2080	12 16 98 15 91 2c 88 04 89 51 88 07 d8 0f 13 88 0b 72 26 00 00 00 63 02 00 00 00 00 00 00 00 00	.....,...Q.......r&...c.........
20a0	00 00 00 04 00 00 00 03 00 00 00 f3 1a 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 7c 01	..................t.........|.|.
20c0	ab 02 00 00 00 00 00 00 53 00 72 69 00 00 00 72 09 00 00 00 72 65 00 00 00 73 02 00 00 00 20 20	........S.ri...r....re...s......
20e0	72 24 00 00 00 da 07 5f 5f 70 6f 77 5f 5f 7a 0e 6d 61 74 72 69 78 2e 5f 5f 70 6f 77 5f 5f ee 00	r$.....__pow__z.matrix.__pow__..
2100	00 00 73 0f 00 00 00 80 00 dc 0f 1b 98 44 a0 25 d3 0f 28 d0 08 28 72 26 00 00 00 63 02 00 00 00	..s..........D.%..(..(r&...c....
2120	00 00 00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 16 00 00 00 97 00 7c 00 7c 01 7a 08 00 00 7c	.......................|.|.z...|
2140	00 64 00 64 00 1b 00 7c 00 53 00 72 69 00 00 00 72 4e 00 00 00 72 65 00 00 00 73 02 00 00 00 20	.d.d...|.S.ri...rN...re...s.....
2160	20 72 24 00 00 00 da 08 5f 5f 69 70 6f 77 5f 5f 7a 0f 6d 61 74 72 69 78 2e 5f 5f 69 70 6f 77 5f	.r$.....__ipow__z.matrix.__ipow_
2180	5f f1 00 00 00 73 14 00 00 00 80 00 d8 12 16 98 25 91 2d 88 04 89 51 88 07 d8 0f 13 88 0b 72 26	_....s..........%.-...Q.......r&
21a0	00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 01 00 00 00 03 00 00 00 f3 0e 00 00 00 97 00 74	...c...........................t
21c0	00 00 00 00 00 00 00 00 00 53 00 72 69 00 00 00 29 01 72 64 00 00 00 72 65 00 00 00 73 02 00 00	.........S.ri...).rd...re...s...
21e0	00 20 20 72 24 00 00 00 da 08 5f 5f 72 70 6f 77 5f 5f 7a 0f 6d 61 74 72 69 78 2e 5f 5f 72 70 6f	...r$.....__rpow__z.matrix.__rpo
2200	77 5f 5f f5 00 00 00 73 08 00 00 00 80 00 dc 0f 1d d0 08 1d 72 26 00 00 00 63 02 00 00 00 00 00	w__....s............r&...c......
2220	00 00 00 00 00 00 03 00 00 00 03 00 00 00 f3 5e 00 00 00 97 00 7c 01 80 05 7c 00 64 01 19 00 00	...............^.....|...|.d....
2240	00 53 00 7c 01 64 02 6b 28 00 00 72 02 7c 00 53 00 7c 01 64 03 6b 28 00 00 72 10 7c 00 6a 01 00	.S.|.d.k(..r.|.S.|.d.k(..r.|.j..
2260	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 53 00 74 03 00 00 00	.........................S.t....
2280	00 00 00 00 00 64 04 ab 01 00 00 00 00 00 00 82 01 29 05 7a 5e 41 20 63 6f 6e 76 65 6e 69 65 6e	.....d...........).z^A.convenien
22a0	63 65 20 66 75 6e 63 74 69 6f 6e 20 66 6f 72 20 6f 70 65 72 61 74 69 6f 6e 73 20 74 68 61 74 20	ce.function.for.operations.that.
22c0	6e 65 65 64 20 74 6f 20 70 72 65 73 65 72 76 65 20 61 78 69 73 0a 20 20 20 20 20 20 20 20 6f 72	need.to.preserve.axis.........or
22e0	69 65 6e 74 61 74 69 6f 6e 2e 0a 20 20 20 20 20 20 20 20 a9 02 72 05 00 00 00 72 05 00 00 00 72	ientation............r....r....r
2300	05 00 00 00 72 31 00 00 00 7a 10 75 6e 73 75 70 70 6f 72 74 65 64 20 61 78 69 73 29 02 da 09 74	....r1...z.unsupported.axis)...t
2320	72 61 6e 73 70 6f 73 65 72 17 00 00 00 a9 02 72 54 00 00 00 da 04 61 78 69 73 73 02 00 00 00 20	ransposer......rT.....axiss.....
2340	20 72 24 00 00 00 da 06 5f 61 6c 69 67 6e 7a 0d 6d 61 74 72 69 78 2e 5f 61 6c 69 67 6e f8 00 00	.r$....._alignz.matrix._align...
2360	00 73 3f 00 00 00 80 00 f0 08 00 0c 10 88 3c d8 13 17 98 04 91 3a d0 0c 1d d8 0d 11 90 51 8a 59	.s?...........<......:.......Q.Y
2380	d8 13 17 88 4b d8 0d 11 90 51 8a 59 d8 13 17 97 3e 91 3e d3 13 23 d0 0c 23 e4 12 1c d0 1d 2f d3	....K....Q.Y....>.>..#..#...../.
23a0	12 30 d0 0c 30 72 26 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 f3	.0..0r&...c.....................
23c0	14 00 00 00 97 00 7c 01 80 05 7c 00 64 01 19 00 00 00 53 00 7c 00 53 00 29 02 7a 81 41 20 63 6f	......|...|.d.....S.|.S.).z.A.co
23e0	6e 76 65 6e 69 65 6e 63 65 20 66 75 6e 63 74 69 6f 6e 20 66 6f 72 20 6f 70 65 72 61 74 69 6f 6e	nvenience.function.for.operation
2400	73 20 74 68 61 74 20 77 61 6e 74 20 74 6f 20 63 6f 6c 6c 61 70 73 65 0a 20 20 20 20 20 20 20 20	s.that.want.to.collapse.........
2420	74 6f 20 61 20 73 63 61 6c 61 72 20 6c 69 6b 65 20 5f 61 6c 69 67 6e 2c 20 62 75 74 20 61 72 65	to.a.scalar.like._align,.but.are
2440	20 75 73 69 6e 67 20 6b 65 65 70 64 69 6d 73 3d 54 72 75 65 0a 20 20 20 20 20 20 20 20 72 73 00	.using.keepdims=True.........rs.
2460	00 00 72 4e 00 00 00 72 75 00 00 00 73 02 00 00 00 20 20 72 24 00 00 00 da 09 5f 63 6f 6c 6c 61	..rN...ru...s......r$....._colla
2480	70 73 65 7a 10 6d 61 74 72 69 78 2e 5f 63 6f 6c 6c 61 70 73 65 05 01 00 00 73 18 00 00 00 80 00	psez.matrix._collapse....s......
24a0	f0 08 00 0c 10 88 3c d8 13 17 98 04 91 3a d0 0c 1d e0 13 17 88 4b 72 26 00 00 00 63 01 00 00 00	......<......:.......Kr&...c....
24c0	00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 f3 3e 00 00 00 97 00 7c 00 6a 01 00 00 00 00 00	.................>.....|.j......
24e0	00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 6a 03 00 00 00 00 00 00 00 00 00	.....................j..........
2500	00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 53 00 29 01 61 c2 01 00 00 0a 20 20 20 20 20	.................S.).a..........
2520	20 20 20 52 65 74 75 72 6e 20 74 68 65 20 6d 61 74 72 69 78 20 61 73 20 61 20 28 70 6f 73 73 69	...Return.the.matrix.as.a.(possi
2540	62 6c 79 20 6e 65 73 74 65 64 29 20 6c 69 73 74 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 60	bly.nested).list...........See.`
2560	6e 64 61 72 72 61 79 2e 74 6f 6c 69 73 74 60 20 66 6f 72 20 66 75 6c 6c 20 64 6f 63 75 6d 65 6e	ndarray.tolist`.for.full.documen
2580	74 61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20	tation...........See.Also.......
25a0	20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e 64 61 72 72 61 79 2e 74 6f 6c 69 73	..--------.........ndarray.tolis
25c0	74 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d	t..........Examples.........----
25e0	2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e	----.........>>>.x.=.np.matrix(n
2600	70 2e 61 72 61 6e 67 65 28 31 32 29 2e 72 65 73 68 61 70 65 28 28 33 2c 34 29 29 29 3b 20 78 0a	p.arange(12).reshape((3,4)));.x.
2620	20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d	........matrix([[.0,..1,..2,..3]
2640	2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20	,.................[.4,..5,..6,..
2660	37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c	7],.................[.8,..9,.10,
2680	20 31 31 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 74 6f 6c 69 73 74 28 29 0a 20 20	.11]]).........>>>.x.tolist()...
26a0	20 20 20 20 20 20 5b 5b 30 2c 20 31 2c 20 32 2c 20 33 5d 2c 20 5b 34 2c 20 35 2c 20 36 2c 20 37	......[[0,.1,.2,.3],.[4,.5,.6,.7
26c0	5d 2c 20 5b 38 2c 20 39 2c 20 31 30 2c 20 31 31 5d 5d 0a 0a 20 20 20 20 20 20 20 20 29 02 da 09	],.[8,.9,.10,.11]]..........)...
26e0	5f 5f 61 72 72 61 79 5f 5f da 06 74 6f 6c 69 73 74 a9 01 72 54 00 00 00 73 01 00 00 00 20 72 24	__array__..tolist..rT...s.....r$
2700	00 00 00 72 7c 00 00 00 7a 0d 6d 61 74 72 69 78 2e 74 6f 6c 69 73 74 10 01 00 00 73 1a 00 00 00	...r|...z.matrix.tolist....s....
2720	80 00 f0 28 00 10 14 8f 7e 89 7e d3 0f 1f d7 0f 26 d1 0f 26 d3 0f 28 d0 08 28 72 26 00 00 00 63	...(....~.~.....&..&..(..(r&...c
2740	04 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 68 00 00 00 97 00 74 00 00 00 00	.....................h.....t....
2760	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 6a 05 00 00 00 00 00	.....j...................j......
2780	00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 7c 03 64 01 ac 02 ab 05 00 00 00 00 00	.............|.|.|.|.d..........
27a0	00 6a 07 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 53	.j...................|.........S
27c0	00 29 03 61 0b 03 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 20 74 68 65 20 73 75 6d	.).a.............Returns.the.sum
27e0	20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 73 2c 20 61 6c 6f 6e 67 20 74	.of.the.matrix.elements,.along.t
2800	68 65 20 67 69 76 65 6e 20 61 78 69 73 2e 0a 0a 20 20 20 20 20 20 20 20 52 65 66 65 72 20 74 6f	he.given.axis...........Refer.to
2820	20 60 6e 75 6d 70 79 2e 73 75 6d 60 20 66 6f 72 20 66 75 6c 6c 20 64 6f 63 75 6d 65 6e 74 61 74	.`numpy.sum`.for.full.documentat
2840	69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d	ion...........See.Also.........-
2860	2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e 75 6d 70 79 2e 73 75 6d 0a 0a 20 20 20 20 20	-------.........numpy.sum.......
2880	20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 54	...Notes.........-----.........T
28a0	68 69 73 20 69 73 20 74 68 65 20 73 61 6d 65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 73 75 6d 60	his.is.the.same.as.`ndarray.sum`
28c0	2c 20 65 78 63 65 70 74 20 74 68 61 74 20 77 68 65 72 65 20 61 6e 20 60 6e 64 61 72 72 61 79 60	,.except.that.where.an.`ndarray`
28e0	20 77 6f 75 6c 64 0a 20 20 20 20 20 20 20 20 62 65 20 72 65 74 75 72 6e 65 64 2c 20 61 20 60 6d	.would.........be.returned,.a.`m
2900	61 74 72 69 78 60 20 6f 62 6a 65 63 74 20 69 73 20 72 65 74 75 72 6e 65 64 20 69 6e 73 74 65 61	atrix`.object.is.returned.instea
2920	64 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d	d...........Examples.........---
2940	2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28	-----.........>>>.x.=.np.matrix(
2960	5b 5b 31 2c 20 32 5d 2c 20 5b 34 2c 20 33 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e	[[1,.2],.[4,.3]]).........>>>.x.
2980	73 75 6d 28 29 0a 20 20 20 20 20 20 20 20 31 30 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 73	sum().........10.........>>>.x.s
29a0	75 6d 28 61 78 69 73 3d 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 33 5d 2c 0a	um(axis=1).........matrix([[3],.
29c0	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 37 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e	................[7]]).........>>
29e0	3e 20 78 2e 73 75 6d 28 61 78 69 73 3d 31 2c 20 64 74 79 70 65 3d 27 66 6c 6f 61 74 27 29 0a 20	>.x.sum(axis=1,.dtype='float')..
2a00	20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 33 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20	.......matrix([[3.],............
2a20	20 20 20 20 20 5b 37 2e 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6f 75 74 20 3d 20 6e 70	.....[7.]]).........>>>.out.=.np
2a40	2e 7a 65 72 6f 73 28 28 32 2c 20 31 29 2c 20 64 74 79 70 65 3d 27 66 6c 6f 61 74 27 29 0a 20 20	.zeros((2,.1),.dtype='float')...
2a60	20 20 20 20 20 20 3e 3e 3e 20 78 2e 73 75 6d 28 61 78 69 73 3d 31 2c 20 64 74 79 70 65 3d 27 66	......>>>.x.sum(axis=1,.dtype='f
2a80	6c 6f 61 74 27 2c 20 6f 75 74 3d 6e 70 2e 61 73 6d 61 74 72 69 78 28 6f 75 74 29 29 0a 20 20 20	loat',.out=np.asmatrix(out))....
2aa0	20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 33 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20	.....matrix([[3.],..............
2ac0	20 20 20 5b 37 2e 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 54 a9 01 da 08 6b 65 65 70 64 69 6d 73	...[7.]])..........T....keepdims
2ae0	29 04 72 3b 00 00 00 72 3c 00 00 00 da 03 73 75 6d 72 79 00 00 00 a9 04 72 54 00 00 00 72 76 00	).r;...r<.....sumry.....rT...rv.
2b00	00 00 72 2a 00 00 00 72 5c 00 00 00 73 04 00 00 00 20 20 20 20 72 24 00 00 00 72 81 00 00 00 7a	..r*...r\...s........r$...r....z
2b20	0a 6d 61 74 72 69 78 2e 73 75 6d 27 01 00 00 73 2d 00 00 00 80 00 f4 40 01 00 10 11 8f 79 89 79	.matrix.sum'...s-......@.....y.y
2b40	8f 7d 89 7d 98 54 a0 34 a8 15 b0 03 b8 64 88 7d d3 0f 43 d7 0f 4d d1 0f 4d c8 64 d3 0f 53 d0 08	.}.}.T.4.....d.}..C..M..M.d..S..
2b60	53 72 26 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 44 00 00 00	Sr&...c.....................D...
2b80	97 00 74 00 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	..t.........j...................
2ba0	6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 ac 01 ab 02 00 00 00 00	j...................|.|.........
2bc0	00 00 53 00 29 02 61 44 05 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 61 20 70 6f 73	..S.).aD............Return.a.pos
2be0	73 69 62 6c 79 20 72 65 73 68 61 70 65 64 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 20 20 20 20	sibly.reshaped.matrix...........
2c00	52 65 66 65 72 20 74 6f 20 60 6e 75 6d 70 79 2e 73 71 75 65 65 7a 65 60 20 66 6f 72 20 6d 6f 72	Refer.to.`numpy.squeeze`.for.mor
2c20	65 20 64 6f 63 75 6d 65 6e 74 61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61 6d 65	e.documentation...........Parame
2c40	74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20	ters.........----------.........
2c60	61 78 69 73 20 3a 20 4e 6f 6e 65 20 6f 72 20 69 6e 74 20 6f 72 20 74 75 70 6c 65 20 6f 66 20 69	axis.:.None.or.int.or.tuple.of.i
2c80	6e 74 73 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 20 20 20 20 53 65 6c 65 63 74	nts,.optional.............Select
2ca0	73 20 61 20 73 75 62 73 65 74 20 6f 66 20 74 68 65 20 61 78 65 73 20 6f 66 20 6c 65 6e 67 74 68	s.a.subset.of.the.axes.of.length
2cc0	20 6f 6e 65 20 69 6e 20 74 68 65 20 73 68 61 70 65 2e 0a 20 20 20 20 20 20 20 20 20 20 20 20 49	.one.in.the.shape..............I
2ce0	66 20 61 6e 20 61 78 69 73 20 69 73 20 73 65 6c 65 63 74 65 64 20 77 69 74 68 20 73 68 61 70 65	f.an.axis.is.selected.with.shape
2d00	20 65 6e 74 72 79 20 67 72 65 61 74 65 72 20 74 68 61 6e 20 6f 6e 65 2c 0a 20 20 20 20 20 20 20	.entry.greater.than.one,........
2d20	20 20 20 20 20 61 6e 20 65 72 72 6f 72 20 69 73 20 72 61 69 73 65 64 2e 0a 0a 20 20 20 20 20 20	.....an.error.is.raised.........
2d40	20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20	..Returns.........-------.......
2d60	20 20 73 71 75 65 65 7a 65 64 20 3a 20 6d 61 74 72 69 78 0a 20 20 20 20 20 20 20 20 20 20 20 20	..squeezed.:.matrix.............
2d80	54 68 65 20 6d 61 74 72 69 78 2c 20 62 75 74 20 61 73 20 61 20 28 31 2c 20 4e 29 20 6d 61 74 72	The.matrix,.but.as.a.(1,.N).matr
2da0	69 78 20 69 66 20 69 74 20 68 61 64 20 73 68 61 70 65 20 28 4e 2c 20 31 29 2e 0a 0a 20 20 20 20	ix.if.it.had.shape.(N,.1).......
2dc0	20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20	....See.Also.........--------...
2de0	20 20 20 20 20 20 6e 75 6d 70 79 2e 73 71 75 65 65 7a 65 20 3a 20 72 65 6c 61 74 65 64 20 66 75	......numpy.squeeze.:.related.fu
2e00	6e 63 74 69 6f 6e 0a 0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d	nction..........Notes.........--
2e20	2d 2d 2d 0a 20 20 20 20 20 20 20 20 49 66 20 60 6d 60 20 68 61 73 20 61 20 73 69 6e 67 6c 65 20	---.........If.`m`.has.a.single.
2e40	63 6f 6c 75 6d 6e 20 74 68 65 6e 20 74 68 61 74 20 63 6f 6c 75 6d 6e 20 69 73 20 72 65 74 75 72	column.then.that.column.is.retur
2e60	6e 65 64 0a 20 20 20 20 20 20 20 20 61 73 20 74 68 65 20 73 69 6e 67 6c 65 20 72 6f 77 20 6f 66	ned.........as.the.single.row.of
2e80	20 61 20 6d 61 74 72 69 78 2e 20 20 4f 74 68 65 72 77 69 73 65 20 60 6d 60 20 69 73 20 72 65 74	.a.matrix...Otherwise.`m`.is.ret
2ea0	75 72 6e 65 64 2e 0a 20 20 20 20 20 20 20 20 54 68 65 20 72 65 74 75 72 6e 65 64 20 6d 61 74 72	urned..........The.returned.matr
2ec0	69 78 20 69 73 20 61 6c 77 61 79 73 20 65 69 74 68 65 72 20 60 6d 60 20 69 74 73 65 6c 66 20 6f	ix.is.always.either.`m`.itself.o
2ee0	72 20 61 20 76 69 65 77 20 69 6e 74 6f 20 60 6d 60 2e 0a 20 20 20 20 20 20 20 20 53 75 70 70 6c	r.a.view.into.`m`..........Suppl
2f00	79 69 6e 67 20 61 6e 20 61 78 69 73 20 6b 65 79 77 6f 72 64 20 61 72 67 75 6d 65 6e 74 20 77 69	ying.an.axis.keyword.argument.wi
2f20	6c 6c 20 6e 6f 74 20 61 66 66 65 63 74 20 74 68 65 20 72 65 74 75 72 6e 65 64 20 6d 61 74 72 69	ll.not.affect.the.returned.matri
2f40	78 0a 20 20 20 20 20 20 20 20 62 75 74 20 69 74 20 6d 61 79 20 63 61 75 73 65 20 61 6e 20 65 72	x.........but.it.may.cause.an.er
2f60	72 6f 72 20 74 6f 20 62 65 20 72 61 69 73 65 64 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70	ror.to.be.raised...........Examp
2f80	6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e	les.........--------.........>>>
2fa0	20 63 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 5b 5b 31 5d 2c 20 5b 32 5d 5d 29 0a 20 20 20 20 20	.c.=.np.matrix([[1],.[2]])......
2fc0	20 20 20 3e 3e 3e 20 63 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 5d 2c 0a 20 20	...>>>.c.........matrix([[1],...
2fe0	20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 32 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20	..............[2]]).........>>>.
3000	63 2e 73 71 75 65 65 7a 65 28 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20	c.squeeze().........matrix([[1,.
3020	32 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 72 20 3d 20 63 2e 54 0a 20 20 20 20 20 20 20	2]]).........>>>.r.=.c.T........
3040	20 3e 3e 3e 20 72 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 32 5d 5d 29 0a	.>>>.r.........matrix([[1,.2]]).
3060	20 20 20 20 20 20 20 20 3e 3e 3e 20 72 2e 73 71 75 65 65 7a 65 28 29 0a 20 20 20 20 20 20 20 20	........>>>.r.squeeze().........
3080	6d 61 74 72 69 78 28 5b 5b 31 2c 20 32 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 20 3d	matrix([[1,.2]]).........>>>.m.=
30a0	20 6e 70 2e 6d 61 74 72 69 78 28 5b 5b 31 2c 20 32 5d 2c 20 5b 33 2c 20 34 5d 5d 29 0a 20 20 20	.np.matrix([[1,.2],.[3,.4]])....
30c0	20 20 20 20 20 3e 3e 3e 20 6d 2e 73 71 75 65 65 7a 65 28 29 0a 20 20 20 20 20 20 20 20 6d 61 74	.....>>>.m.squeeze().........mat
30e0	72 69 78 28 5b 5b 31 2c 20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 33 2c	rix([[1,.2],.................[3,
3100	20 34 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 a9 01 72 76 00 00 00 29 03 72 3b 00 00 00 72 3c 00	.4]])............rv...).r;...r<.
3120	00 00 da 07 73 71 75 65 65 7a 65 72 75 00 00 00 73 02 00 00 00 20 20 72 24 00 00 00 72 85 00 00	....squeezeru...s......r$...r...
3140	00 7a 0e 6d 61 74 72 69 78 2e 73 71 75 65 65 7a 65 4a 01 00 00 73 1f 00 00 00 80 00 f4 62 01 00	.z.matrix.squeezeJ...s.......b..
3160	10 11 8f 79 89 79 d7 0f 20 d1 0f 20 a0 14 a8 44 d0 0f 20 d3 0f 31 d0 08 31 72 26 00 00 00 63 02	...y.y.........D.....1..1r&...c.
3180	00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 44 00 00 00 97 00 74 00 00 00 00 00	....................D.....t.....
31a0	00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00	....j...................j.......
31c0	00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 ac 01 ab 02 00 00 00 00 00 00 53 00 29 02 61 44	............|.|...........S.).aD
31e0	04 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 61 20 66 6c 61 74 74 65 6e 65 64 20 63	............Return.a.flattened.c
3200	6f 70 79 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 20 20 20 20 41 6c 6c 20	opy.of.the.matrix...........All.
3220	60 4e 60 20 65 6c 65 6d 65 6e 74 73 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 20 61 72 65 20 70	`N`.elements.of.the.matrix.are.p
3240	6c 61 63 65 64 20 69 6e 74 6f 20 61 20 73 69 6e 67 6c 65 20 72 6f 77 2e 0a 0a 20 20 20 20 20 20	laced.into.a.single.row.........
3260	20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a	..Parameters.........----------.
3280	20 20 20 20 20 20 20 20 6f 72 64 65 72 20 3a 20 7b 27 43 27 2c 20 27 46 27 2c 20 27 41 27 2c 20	........order.:.{'C',.'F',.'A',.
32a0	27 4b 27 7d 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 20 20 20 20 27 43 27 20 6d	'K'},.optional.............'C'.m
32c0	65 61 6e 73 20 74 6f 20 66 6c 61 74 74 65 6e 20 69 6e 20 72 6f 77 2d 6d 61 6a 6f 72 20 28 43 2d	eans.to.flatten.in.row-major.(C-
32e0	73 74 79 6c 65 29 20 6f 72 64 65 72 2e 20 27 46 27 20 6d 65 61 6e 73 20 74 6f 0a 20 20 20 20 20	style).order..'F'.means.to......
3300	20 20 20 20 20 20 20 66 6c 61 74 74 65 6e 20 69 6e 20 63 6f 6c 75 6d 6e 2d 6d 61 6a 6f 72 20 28	.......flatten.in.column-major.(
3320	46 6f 72 74 72 61 6e 2d 73 74 79 6c 65 29 20 6f 72 64 65 72 2e 20 27 41 27 20 6d 65 61 6e 73 20	Fortran-style).order..'A'.means.
3340	74 6f 0a 20 20 20 20 20 20 20 20 20 20 20 20 66 6c 61 74 74 65 6e 20 69 6e 20 63 6f 6c 75 6d 6e	to.............flatten.in.column
3360	2d 6d 61 6a 6f 72 20 6f 72 64 65 72 20 69 66 20 60 6d 60 20 69 73 20 46 6f 72 74 72 61 6e 20 2a	-major.order.if.`m`.is.Fortran.*
3380	63 6f 6e 74 69 67 75 6f 75 73 2a 20 69 6e 0a 20 20 20 20 20 20 20 20 20 20 20 20 6d 65 6d 6f 72	contiguous*.in.............memor
33a0	79 2c 20 72 6f 77 2d 6d 61 6a 6f 72 20 6f 72 64 65 72 20 6f 74 68 65 72 77 69 73 65 2e 20 27 4b	y,.row-major.order.otherwise..'K
33c0	27 20 6d 65 61 6e 73 20 74 6f 20 66 6c 61 74 74 65 6e 20 60 6d 60 20 69 6e 0a 20 20 20 20 20 20	'.means.to.flatten.`m`.in.......
33e0	20 20 20 20 20 20 74 68 65 20 6f 72 64 65 72 20 74 68 65 20 65 6c 65 6d 65 6e 74 73 20 6f 63 63	......the.order.the.elements.occ
3400	75 72 20 69 6e 20 6d 65 6d 6f 72 79 2e 20 54 68 65 20 64 65 66 61 75 6c 74 20 69 73 20 27 43 27	ur.in.memory..The.default.is.'C'
3420	2e 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d	...........Returns.........-----
3440	2d 2d 0a 20 20 20 20 20 20 20 20 79 20 3a 20 6d 61 74 72 69 78 0a 20 20 20 20 20 20 20 20 20 20	--.........y.:.matrix...........
3460	20 20 41 20 63 6f 70 79 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 2c 20 66 6c 61 74 74 65 6e 65	..A.copy.of.the.matrix,.flattene
3480	64 20 74 6f 20 61 20 60 28 31 2c 20 4e 29 60 20 6d 61 74 72 69 78 20 77 68 65 72 65 20 60 4e 60	d.to.a.`(1,.N)`.matrix.where.`N`
34a0	0a 20 20 20 20 20 20 20 20 20 20 20 20 69 73 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 65 6c	.............is.the.number.of.el
34c0	65 6d 65 6e 74 73 20 69 6e 20 74 68 65 20 6f 72 69 67 69 6e 61 6c 20 6d 61 74 72 69 78 2e 0a 0a	ements.in.the.original.matrix...
34e0	20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d	........See.Also.........-------
3500	2d 0a 20 20 20 20 20 20 20 20 72 61 76 65 6c 20 3a 20 52 65 74 75 72 6e 20 61 20 66 6c 61 74 74	-.........ravel.:.Return.a.flatt
3520	65 6e 65 64 20 61 72 72 61 79 2e 0a 20 20 20 20 20 20 20 20 66 6c 61 74 20 3a 20 41 20 31 2d 44	ened.array..........flat.:.A.1-D
3540	20 66 6c 61 74 20 69 74 65 72 61 74 6f 72 20 6f 76 65 72 20 74 68 65 20 6d 61 74 72 69 78 2e 0a	.flat.iterator.over.the.matrix..
3560	0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d	.........Examples.........------
3580	2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 5b 5b 31	--.........>>>.m.=.np.matrix([[1
35a0	2c 32 5d 2c 20 5b 33 2c 34 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 2e 66 6c 61 74 74	,2],.[3,4]]).........>>>.m.flatt
35c0	65 6e 28 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 32 2c 20 33 2c 20 34	en().........matrix([[1,.2,.3,.4
35e0	5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 2e 66 6c 61 74 74 65 6e 28 27 46 27 29 0a 20	]]).........>>>.m.flatten('F')..
3600	20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 33 2c 20 32 2c 20 34 5d 5d 29 0a 0a 20	.......matrix([[1,.3,.2,.4]])...
3620	20 20 20 20 20 20 20 a9 01 72 35 00 00 00 29 03 72 3b 00 00 00 72 3c 00 00 00 da 07 66 6c 61 74	.........r5...).r;...r<.....flat
3640	74 65 6e a9 02 72 54 00 00 00 72 35 00 00 00 73 02 00 00 00 20 20 72 24 00 00 00 72 88 00 00 00	ten..rT...r5...s......r$...r....
3660	7a 0e 6d 61 74 72 69 78 2e 66 6c 61 74 74 65 6e 7e 01 00 00 73 1f 00 00 00 80 00 f4 46 01 00 10	z.matrix.flatten~...s.......F...
3680	11 8f 79 89 79 d7 0f 20 d1 0f 20 a0 14 a8 55 d0 0f 20 d3 0f 33 d0 08 33 72 26 00 00 00 63 04 00	..y.y.........U.....3..3r&...c..
36a0	00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 68 00 00 00 97 00 74 00 00 00 00 00 00	...................h.....t......
36c0	00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00	...j...................j........
36e0	00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 7c 03 64 01 ac 02 ab 05 00 00 00 00 00 00 6a	...........|.|.|.|.d...........j
3700	07 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 53 00 29	...................|.........S.)
3720	03 61 dc 02 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 20 74 68 65 20 61 76 65 72 61	.a.............Returns.the.avera
3740	67 65 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 73 20 61 6c 6f 6e 67 20	ge.of.the.matrix.elements.along.
3760	74 68 65 20 67 69 76 65 6e 20 61 78 69 73 2e 0a 0a 20 20 20 20 20 20 20 20 52 65 66 65 72 20 74	the.given.axis...........Refer.t
3780	6f 20 60 6e 75 6d 70 79 2e 6d 65 61 6e 60 20 66 6f 72 20 66 75 6c 6c 20 64 6f 63 75 6d 65 6e 74	o.`numpy.mean`.for.full.document
37a0	61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20	ation...........See.Also........
37c0	20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e 75 6d 70 79 2e 6d 65 61 6e 0a 0a 20 20	.--------.........numpy.mean....
37e0	20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20	......Notes.........-----.......
3800	20 20 53 61 6d 65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 6d 65 61 6e 60 20 65 78 63 65 70 74 20	..Same.as.`ndarray.mean`.except.
3820	74 68 61 74 2c 20 77 68 65 72 65 20 74 68 61 74 20 72 65 74 75 72 6e 73 20 61 6e 20 60 6e 64 61	that,.where.that.returns.an.`nda
3840	72 72 61 79 60 2c 0a 20 20 20 20 20 20 20 20 74 68 69 73 20 72 65 74 75 72 6e 73 20 61 20 60 6d	rray`,.........this.returns.a.`m
3860	61 74 72 69 78 60 20 6f 62 6a 65 63 74 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73	atrix`.object...........Examples
3880	0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20	.........--------.........>>>.x.
38a0	3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67 65 28 31 32 29 2e 72 65 73 68 61 70	=.np.matrix(np.arange(12).reshap
38c0	65 28 28 33 2c 20 34 29 29 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 0a 20 20 20 20 20 20 20	e((3,.4))).........>>>.x........
38e0	20 6d 61 74 72 69 78 28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20	.matrix([[.0,..1,..2,..3],......
3900	20 20 20 20 20 20 20 20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20	...........[.4,..5,..6,..7],....
3920	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a	.............[.8,..9,.10,.11]]).
3940	20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 6d 65 61 6e 28 29 0a 20 20 20 20 20 20 20 20 35 2e 35	........>>>.x.mean().........5.5
3960	0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 6d 65 61 6e 28 30 29 0a 20 20 20 20 20 20 20 20 6d	.........>>>.x.mean(0).........m
3980	61 74 72 69 78 28 5b 5b 34 2e 2c 20 35 2e 2c 20 36 2e 2c 20 37 2e 5d 5d 29 0a 20 20 20 20 20 20	atrix([[4.,.5.,.6.,.7.]]).......
39a0	20 20 3e 3e 3e 20 78 2e 6d 65 61 6e 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b	..>>>.x.mean(1).........matrix([
39c0	5b 20 31 2e 35 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 35 2e 35 5d 2c 0a	[.1.5],.................[.5.5],.
39e0	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 39 2e 35 5d 5d 29 0a 0a 20 20 20 20 20 20	................[.9.5]])........
3a00	20 20 54 72 7f 00 00 00 29 04 72 3b 00 00 00 72 3c 00 00 00 da 04 6d 65 61 6e 72 79 00 00 00 72	..Tr....).r;...r<.....meanry...r
3a20	82 00 00 00 73 04 00 00 00 20 20 20 20 72 24 00 00 00 72 8b 00 00 00 7a 0b 6d 61 74 72 69 78 2e	....s........r$...r....z.matrix.
3a40	6d 65 61 6e a3 01 00 00 73 2d 00 00 00 80 00 f4 40 01 00 10 11 8f 79 89 79 8f 7e 89 7e 98 64 a0	mean....s-......@.....y.y.~.~.d.
3a60	44 a8 25 b0 13 b8 74 88 7e d3 0f 44 d7 0f 4e d1 0f 4e c8 74 d3 0f 54 d0 08 54 72 26 00 00 00 63	D.%...t.~..D..N..N.t..T..Tr&...c
3a80	05 00 00 00 00 00 00 00 00 00 00 00 08 00 00 00 03 00 00 00 f3 6a 00 00 00 97 00 74 00 00 00 00	.....................j.....t....
3aa0	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 6a 05 00 00 00 00 00	.....j...................j......
3ac0	00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 7c 03 7c 04 64 01 ac 02 ab 06 00 00 00	.............|.|.|.|.|.d........
3ae0	00 00 00 6a 07 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	...j...................|........
3b00	00 53 00 29 03 61 55 03 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 74 68 65 20 73 74	.S.).aU............Return.the.st
3b20	61 6e 64 61 72 64 20 64 65 76 69 61 74 69 6f 6e 20 6f 66 20 74 68 65 20 61 72 72 61 79 20 65 6c	andard.deviation.of.the.array.el
3b40	65 6d 65 6e 74 73 20 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	ements.along.the.given.axis.....
3b60	20 20 20 20 20 20 52 65 66 65 72 20 74 6f 20 60 6e 75 6d 70 79 2e 73 74 64 60 20 66 6f 72 20 66	......Refer.to.`numpy.std`.for.f
3b80	75 6c 6c 20 64 6f 63 75 6d 65 6e 74 61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20	ull.documentation...........See.
3ba0	41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e 75	Also.........--------.........nu
3bc0	6d 70 79 2e 73 74 64 0a 0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d	mpy.std..........Notes.........-
3be0	2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 54 68 69 73 20 69 73 20 74 68 65 20 73 61 6d 65 20 61 73	----.........This.is.the.same.as
3c00	20 60 6e 64 61 72 72 61 79 2e 73 74 64 60 2c 20 65 78 63 65 70 74 20 74 68 61 74 20 77 68 65 72	.`ndarray.std`,.except.that.wher
3c20	65 20 61 6e 20 60 6e 64 61 72 72 61 79 60 20 77 6f 75 6c 64 0a 20 20 20 20 20 20 20 20 62 65 20	e.an.`ndarray`.would.........be.
3c40	72 65 74 75 72 6e 65 64 2c 20 61 20 60 6d 61 74 72 69 78 60 20 6f 62 6a 65 63 74 20 69 73 20 72	returned,.a.`matrix`.object.is.r
3c60	65 74 75 72 6e 65 64 20 69 6e 73 74 65 61 64 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c	eturned.instead...........Exampl
3c80	65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20	es.........--------.........>>>.
3ca0	78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67 65 28 31 32 29 2e 72 65 73 68	x.=.np.matrix(np.arange(12).resh
3cc0	61 70 65 28 28 33 2c 20 34 29 29 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 0a 20 20 20 20 20	ape((3,.4))).........>>>.x......
3ce0	20 20 20 6d 61 74 72 69 78 28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20	...matrix([[.0,..1,..2,..3],....
3d00	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20	.............[.4,..5,..6,..7],..
3d20	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d	...............[.8,..9,.10,.11]]
3d40	29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 73 74 64 28 29 0a 20 20 20 20 20 20 20 20 33 2e	).........>>>.x.std().........3.
3d60	34 35 32 30 35 32 35 32 39 35 33 34 36 36 32 39 20 23 20 6d 61 79 20 76 61 72 79 0a 20 20 20 20	4520525295346629.#.may.vary.....
3d80	20 20 20 20 3e 3e 3e 20 78 2e 73 74 64 28 30 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28	....>>>.x.std(0).........matrix(
3da0	5b 5b 20 33 2e 32 36 35 39 38 36 33 32 2c 20 20 33 2e 32 36 35 39 38 36 33 32 2c 20 20 33 2e 32	[[.3.26598632,..3.26598632,..3.2
3dc0	36 35 39 38 36 33 32 2c 20 20 33 2e 32 36 35 39 38 36 33 32 5d 5d 29 20 23 20 6d 61 79 20 76 61	6598632,..3.26598632]]).#.may.va
3de0	72 79 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 73 74 64 28 31 29 0a 20 20 20 20 20 20 20 20	ry.........>>>.x.std(1).........
3e00	6d 61 74 72 69 78 28 5b 5b 20 31 2e 31 31 38 30 33 33 39 39 5d 2c 0a 20 20 20 20 20 20 20 20 20	matrix([[.1.11803399],..........
3e20	20 20 20 20 20 20 20 5b 20 31 2e 31 31 38 30 33 33 39 39 5d 2c 0a 20 20 20 20 20 20 20 20 20 20	.......[.1.11803399],...........
3e40	20 20 20 20 20 20 5b 20 31 2e 31 31 38 30 33 33 39 39 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 54	......[.1.11803399]])..........T
3e60	72 7f 00 00 00 29 04 72 3b 00 00 00 72 3c 00 00 00 da 03 73 74 64 72 79 00 00 00 a9 05 72 54 00	r....).r;...r<.....stdry.....rT.
3e80	00 00 72 76 00 00 00 72 2a 00 00 00 72 5c 00 00 00 da 04 64 64 6f 66 73 05 00 00 00 20 20 20 20	..rv...r*...r\.....ddofs........
3ea0	20 72 24 00 00 00 72 8d 00 00 00 7a 0a 6d 61 74 72 69 78 2e 73 74 64 c5 01 00 00 f3 35 00 00 00	.r$...r....z.matrix.std.....5...
3ec0	80 00 f4 40 01 00 10 11 8f 79 89 79 8f 7d 89 7d 98 54 a0 34 a8 15 b0 03 b0 54 d8 26 2a f0 03 00	...@.....y.y.}.}.T.4.....T.&*...
3ee0	10 1d f3 00 01 10 2c df 2c 35 a9 49 b0 64 ab 4f f0 03 01 09 3c 72 26 00 00 00 63 05 00 00 00 00	......,.,5.I.d.O....<r&...c.....
3f00	00 00 00 00 00 00 00 08 00 00 00 03 00 00 00 f3 6a 00 00 00 97 00 74 00 00 00 00 00 00 00 00 00	................j.....t.........
3f20	6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00	j...................j...........
3f40	00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 7c 03 7c 04 64 01 ac 02 ab 06 00 00 00 00 00 00 6a 07	........|.|.|.|.|.d...........j.
3f60	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 53 00 29 03	..................|.........S.).
3f80	61 32 03 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 20 74 68 65 20 76 61 72 69 61 6e	a2............Returns.the.varian
3fa0	63 65 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 73 2c 20 61 6c 6f 6e 67	ce.of.the.matrix.elements,.along
3fc0	20 74 68 65 20 67 69 76 65 6e 20 61 78 69 73 2e 0a 0a 20 20 20 20 20 20 20 20 52 65 66 65 72 20	.the.given.axis...........Refer.
3fe0	74 6f 20 60 6e 75 6d 70 79 2e 76 61 72 60 20 66 6f 72 20 66 75 6c 6c 20 64 6f 63 75 6d 65 6e 74	to.`numpy.var`.for.full.document
4000	61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20	ation...........See.Also........
4020	20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e 75 6d 70 79 2e 76 61 72 0a 0a 20 20 20	.--------.........numpy.var.....
4040	20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20	.....Notes.........-----........
4060	20 54 68 69 73 20 69 73 20 74 68 65 20 73 61 6d 65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 76 61	.This.is.the.same.as.`ndarray.va
4080	72 60 2c 20 65 78 63 65 70 74 20 74 68 61 74 20 77 68 65 72 65 20 61 6e 20 60 6e 64 61 72 72 61	r`,.except.that.where.an.`ndarra
40a0	79 60 20 77 6f 75 6c 64 0a 20 20 20 20 20 20 20 20 62 65 20 72 65 74 75 72 6e 65 64 2c 20 61 20	y`.would.........be.returned,.a.
40c0	60 6d 61 74 72 69 78 60 20 6f 62 6a 65 63 74 20 69 73 20 72 65 74 75 72 6e 65 64 20 69 6e 73 74	`matrix`.object.is.returned.inst
40e0	65 61 64 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d	ead...........Examples.........-
4100	2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69	-------.........>>>.x.=.np.matri
4120	78 28 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 20 34 29 29 29	x(np.arange(12).reshape((3,.4)))
4140	0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b	.........>>>.x.........matrix([[
4160	20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	.0,..1,..2,..3],................
4180	20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20	.[.4,..5,..6,..7],..............
41a0	20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e	...[.8,..9,.10,.11]]).........>>
41c0	3e 20 78 2e 76 61 72 28 29 0a 20 20 20 20 20 20 20 20 31 31 2e 39 31 36 36 36 36 36 36 36 36 36	>.x.var().........11.91666666666
41e0	36 36 36 36 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 76 61 72 28 30 29 0a 20 20 20 20 20 20	6666.........>>>.x.var(0).......
4200	20 20 6d 61 74 72 69 78 28 5b 5b 20 31 30 2e 36 36 36 36 36 36 36 37 2c 20 20 31 30 2e 36 36 36	..matrix([[.10.66666667,..10.666
4220	36 36 36 36 37 2c 20 20 31 30 2e 36 36 36 36 36 36 36 37 2c 20 20 31 30 2e 36 36 36 36 36 36 36	66667,..10.66666667,..10.6666666
4240	37 5d 5d 29 20 23 20 6d 61 79 20 76 61 72 79 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 76 61	7]]).#.may.vary.........>>>.x.va
4260	72 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2e 32 35 5d 2c 0a 20 20 20	r(1).........matrix([[1.25],....
4280	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e 32 35 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20	.............[1.25],............
42a0	20 20 20 20 20 5b 31 2e 32 35 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 54 72 7f 00 00 00 29 04 72	.....[1.25]])..........Tr....).r
42c0	3b 00 00 00 72 3c 00 00 00 da 03 76 61 72 72 79 00 00 00 72 8e 00 00 00 73 05 00 00 00 20 20 20	;...r<.....varry...r....s.......
42e0	20 20 72 24 00 00 00 72 92 00 00 00 7a 0a 6d 61 74 72 69 78 2e 76 61 72 e8 01 00 00 72 90 00 00	..r$...r....z.matrix.var....r...
4300	00 72 26 00 00 00 63 04 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 68 00 00 00	.r&...c.....................h...
4320	97 00 74 00 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	..t.........j...................
4340	6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 7c 03 64 01 ac 02	j...................|.|.|.|.d...
4360	ab 05 00 00 00 00 00 00 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01	........j...................|...
4380	00 00 00 00 00 00 53 00 29 03 61 d5 02 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 74	......S.).a.............Return.t
43a0	68 65 20 70 72 6f 64 75 63 74 20 6f 66 20 74 68 65 20 61 72 72 61 79 20 65 6c 65 6d 65 6e 74 73	he.product.of.the.array.elements
43c0	20 6f 76 65 72 20 74 68 65 20 67 69 76 65 6e 20 61 78 69 73 2e 0a 0a 20 20 20 20 20 20 20 20 52	.over.the.given.axis...........R
43e0	65 66 65 72 20 74 6f 20 60 70 72 6f 64 60 20 66 6f 72 20 66 75 6c 6c 20 64 6f 63 75 6d 65 6e 74	efer.to.`prod`.for.full.document
4400	61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20	ation...........See.Also........
4420	20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 70 72 6f 64 2c 20 6e 64 61 72 72 61 79 2e	.--------.........prod,.ndarray.
4440	70 72 6f 64 0a 0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d	prod..........Notes.........----
4460	2d 0a 20 20 20 20 20 20 20 20 53 61 6d 65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 70 72 6f 64 60	-.........Same.as.`ndarray.prod`
4480	2c 20 65 78 63 65 70 74 2c 20 77 68 65 72 65 20 74 68 61 74 20 72 65 74 75 72 6e 73 20 61 6e 20	,.except,.where.that.returns.an.
44a0	60 6e 64 61 72 72 61 79 60 2c 20 74 68 69 73 0a 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 73 20	`ndarray`,.this.........returns.
44c0	61 20 60 6d 61 74 72 69 78 60 20 6f 62 6a 65 63 74 20 69 6e 73 74 65 61 64 2e 0a 0a 20 20 20 20	a.`matrix`.object.instead.......
44e0	20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20	....Examples.........--------...
4500	20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67	......>>>.x.=.np.matrix(np.arang
4520	65 28 31 32 29 2e 72 65 73 68 61 70 65 28 28 33 2c 34 29 29 29 3b 20 78 0a 20 20 20 20 20 20 20	e(12).reshape((3,4)));.x........
4540	20 6d 61 74 72 69 78 28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20	.matrix([[.0,..1,..2,..3],......
4560	20 20 20 20 20 20 20 20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20	...........[.4,..5,..6,..7],....
4580	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a	.............[.8,..9,.10,.11]]).
45a0	20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 70 72 6f 64 28 29 0a 20 20 20 20 20 20 20 20 30 0a 20	........>>>.x.prod().........0..
45c0	20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 70 72 6f 64 28 30 29 0a 20 20 20 20 20 20 20 20 6d 61 74	.......>>>.x.prod(0).........mat
45e0	72 69 78 28 5b 5b 20 20 30 2c 20 20 34 35 2c 20 31 32 30 2c 20 32 33 31 5d 5d 29 0a 20 20 20 20	rix([[..0,..45,.120,.231]]).....
4600	20 20 20 20 3e 3e 3e 20 78 2e 70 72 6f 64 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78	....>>>.x.prod(1).........matrix
4620	28 5b 5b 20 20 20 30 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 38 34 30 5d	([[...0],.................[.840]
4640	2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 37 39 32 30 5d 5d 29 0a 0a 20 20 20 20	,.................[7920]])......
4660	20 20 20 20 54 72 7f 00 00 00 29 04 72 3b 00 00 00 72 3c 00 00 00 da 04 70 72 6f 64 72 79 00 00	....Tr....).r;...r<.....prodry..
4680	00 72 82 00 00 00 73 04 00 00 00 20 20 20 20 72 24 00 00 00 72 94 00 00 00 7a 0b 6d 61 74 72 69	.r....s........r$...r....z.matri
46a0	78 2e 70 72 6f 64 0b 02 00 00 73 2c 00 00 00 80 00 f4 3e 00 10 11 8f 79 89 79 8f 7e 89 7e 98 64	x.prod....s,......>....y.y.~.~.d
46c0	a0 44 a8 25 b0 13 b8 74 88 7e d3 0f 44 d7 0f 4e d1 0f 4e c8 74 d3 0f 54 d0 08 54 72 26 00 00 00	.D.%...t.~..D..N..N.t..T..Tr&...
46e0	63 03 00 00 00 00 00 00 00 00 00 00 00 06 00 00 00 03 00 00 00 f3 66 00 00 00 97 00 74 00 00 00	c.....................f.....t...
4700	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 6a 05 00 00 00 00	......j...................j.....
4720	00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 64 01 ac 02 ab 04 00 00 00 00 00 00	..............|.|.|.d...........
4740	6a 07 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 53 00	j...................|.........S.
4760	29 03 61 47 02 00 00 0a 20 20 20 20 20 20 20 20 54 65 73 74 20 77 68 65 74 68 65 72 20 61 6e 79	).aG............Test.whether.any
4780	20 61 72 72 61 79 20 65 6c 65 6d 65 6e 74 20 61 6c 6f 6e 67 20 61 20 67 69 76 65 6e 20 61 78 69	.array.element.along.a.given.axi
47a0	73 20 65 76 61 6c 75 61 74 65 73 20 74 6f 20 54 72 75 65 2e 0a 0a 20 20 20 20 20 20 20 20 52 65	s.evaluates.to.True...........Re
47c0	66 65 72 20 74 6f 20 60 6e 75 6d 70 79 2e 61 6e 79 60 20 66 6f 72 20 66 75 6c 6c 20 64 6f 63 75	fer.to.`numpy.any`.for.full.docu
47e0	6d 65 6e 74 61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20	mentation...........Parameters..
4800	20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 61 78 69 73 20 3a	.......----------.........axis.:
4820	20 69 6e 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 20 20 20 20 41 78 69 73 20	.int,.optional.............Axis.
4840	61 6c 6f 6e 67 20 77 68 69 63 68 20 6c 6f 67 69 63 61 6c 20 4f 52 20 69 73 20 70 65 72 66 6f 72	along.which.logical.OR.is.perfor
4860	6d 65 64 0a 20 20 20 20 20 20 20 20 6f 75 74 20 3a 20 6e 64 61 72 72 61 79 2c 20 6f 70 74 69 6f	med.........out.:.ndarray,.optio
4880	6e 61 6c 0a 20 20 20 20 20 20 20 20 20 20 20 20 4f 75 74 70 75 74 20 74 6f 20 65 78 69 73 74 69	nal.............Output.to.existi
48a0	6e 67 20 61 72 72 61 79 20 69 6e 73 74 65 61 64 20 6f 66 20 63 72 65 61 74 69 6e 67 20 6e 65 77	ng.array.instead.of.creating.new
48c0	20 6f 6e 65 2c 20 6d 75 73 74 20 68 61 76 65 0a 20 20 20 20 20 20 20 20 20 20 20 20 73 61 6d 65	.one,.must.have.............same
48e0	20 73 68 61 70 65 20 61 73 20 65 78 70 65 63 74 65 64 20 6f 75 74 70 75 74 0a 0a 20 20 20 20 20	.shape.as.expected.output.......
4900	20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20	...Returns.........-------......
4920	20 20 20 20 20 20 20 61 6e 79 20 3a 20 62 6f 6f 6c 2c 20 6e 64 61 72 72 61 79 0a 20 20 20 20 20	.......any.:.bool,.ndarray......
4940	20 20 20 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 20 61 20 73 69 6e 67 6c 65 20 62 6f 6f 6c	...........Returns.a.single.bool
4960	20 69 66 20 60 61 78 69 73 60 20 69 73 20 60 60 4e 6f 6e 65 60 60 3b 20 6f 74 68 65 72 77 69 73	.if.`axis`.is.``None``;.otherwis
4980	65 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 73 20 60 6e 64 61 72	e,.................returns.`ndar
49a0	72 61 79 60 0a 0a 20 20 20 20 20 20 20 20 54 72 7f 00 00 00 29 04 72 3b 00 00 00 72 3c 00 00 00	ray`..........Tr....).r;...r<...
49c0	da 03 61 6e 79 72 79 00 00 00 a9 03 72 54 00 00 00 72 76 00 00 00 72 5c 00 00 00 73 03 00 00 00	..anyry.....rT...rv...r\...s....
49e0	20 20 20 72 24 00 00 00 72 96 00 00 00 7a 0a 6d 61 74 72 69 78 2e 61 6e 79 2c 02 00 00 73 2a 00	...r$...r....z.matrix.any,...s*.
4a00	00 00 80 00 f4 2a 00 10 11 8f 79 89 79 8f 7d 89 7d 98 54 a0 34 a8 13 b0 74 88 7d d3 0f 3c d7 0f	.....*....y.y.}.}.T.4...t.}..<..
4a20	46 d1 0f 46 c0 74 d3 0f 4c d0 08 4c 72 26 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00 00 06 00	F..F.t..L..Lr&...c..............
4a40	00 00 03 00 00 00 f3 66 00 00 00 97 00 74 00 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00	.......f.....t.........j........
4a60	00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c	...........j...................|
4a80	00 7c 01 7c 02 64 01 ac 02 ab 04 00 00 00 00 00 00 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00	.|.|.d...........j..............
4aa0	00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 53 00 29 03 61 c8 03 00 00 0a 20 20 20 20 20 20 20	.....|.........S.).a............
4ac0	20 54 65 73 74 20 77 68 65 74 68 65 72 20 61 6c 6c 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74	.Test.whether.all.matrix.element
4ae0	73 20 61 6c 6f 6e 67 20 61 20 67 69 76 65 6e 20 61 78 69 73 20 65 76 61 6c 75 61 74 65 20 74 6f	s.along.a.given.axis.evaluate.to
4b00	20 54 72 75 65 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20	.True...........Parameters......
4b20	20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 53 65 65 20 60 6e 75 6d 70 79	...----------.........See.`numpy
4b40	2e 61 6c 6c 60 20 66 6f 72 20 63 6f 6d 70 6c 65 74 65 20 64 65 73 63 72 69 70 74 69 6f 6e 73 0a	.all`.for.complete.descriptions.
4b60	0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d	.........See.Also.........------
4b80	2d 2d 0a 20 20 20 20 20 20 20 20 6e 75 6d 70 79 2e 61 6c 6c 0a 0a 20 20 20 20 20 20 20 20 4e 6f	--.........numpy.all..........No
4ba0	74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 54 68 69 73 20 69	tes.........-----.........This.i
4bc0	73 20 74 68 65 20 73 61 6d 65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 61 6c 6c 60 2c 20 62 75 74	s.the.same.as.`ndarray.all`,.but
4be0	20 69 74 20 72 65 74 75 72 6e 73 20 61 20 60 6d 61 74 72 69 78 60 20 6f 62 6a 65 63 74 2e 0a 0a	.it.returns.a.`matrix`.object...
4c00	20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d	........Examples.........-------
4c20	2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61	-.........>>>.x.=.np.matrix(np.a
4c40	72 61 6e 67 65 28 31 32 29 2e 72 65 73 68 61 70 65 28 28 33 2c 34 29 29 29 3b 20 78 0a 20 20 20	range(12).reshape((3,4)));.x....
4c60	20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20	.....matrix([[.0,..1,..2,..3],..
4c80	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c	...............[.4,..5,..6,..7],
4ca0	0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31	.................[.8,..9,.10,.11
4cc0	5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 79 20 3d 20 78 5b 30 5d 3b 20 79 0a 20 20 20 20	]]).........>>>.y.=.x[0];.y.....
4ce0	20 20 20 20 6d 61 74 72 69 78 28 5b 5b 30 2c 20 31 2c 20 32 2c 20 33 5d 5d 29 0a 20 20 20 20 20	....matrix([[0,.1,.2,.3]])......
4d00	20 20 20 3e 3e 3e 20 28 78 20 3d 3d 20 79 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b	...>>>.(x.==.y).........matrix([
4d20	5b 20 54 72 75 65 2c 20 20 54 72 75 65 2c 20 20 54 72 75 65 2c 20 20 54 72 75 65 5d 2c 0a 20 20	[.True,..True,..True,..True],...
4d40	20 20 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	..............[False,.False,.Fal
4d60	73 65 2c 20 46 61 6c 73 65 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 46 61 6c	se,.False],.................[Fal
4d80	73 65 2c 20 46 61 6c 73 65 2c 20 46 61 6c 73 65 2c 20 46 61 6c 73 65 5d 5d 29 0a 20 20 20 20 20	se,.False,.False,.False]])......
4da0	20 20 20 3e 3e 3e 20 28 78 20 3d 3d 20 79 29 2e 61 6c 6c 28 29 0a 20 20 20 20 20 20 20 20 46 61	...>>>.(x.==.y).all().........Fa
4dc0	6c 73 65 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 28 78 20 3d 3d 20 79 29 2e 61 6c 6c 28 30 29 0a	lse.........>>>.(x.==.y).all(0).
4de0	20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 46 61 6c 73 65 2c 20 46 61 6c 73 65 2c 20 46	........matrix([[False,.False,.F
4e00	61 6c 73 65 2c 20 46 61 6c 73 65 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 28 78 20 3d 3d	alse,.False]]).........>>>.(x.==
4e20	20 79 29 2e 61 6c 6c 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 54 72 75	.y).all(1).........matrix([[.Tru
4e40	65 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 46 61 6c 73 65 5d 2c 0a 20 20 20	e],.................[False],....
4e60	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 46 61 6c 73 65 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20	.............[False]])..........
4e80	54 72 7f 00 00 00 29 04 72 3b 00 00 00 72 3c 00 00 00 da 03 61 6c 6c 72 79 00 00 00 72 97 00 00	Tr....).r;...r<.....allry...r...
4ea0	00 73 03 00 00 00 20 20 20 72 24 00 00 00 72 99 00 00 00 7a 0a 6d 61 74 72 69 78 2e 61 6c 6c 43	.s.......r$...r....z.matrix.allC
4ec0	02 00 00 73 2b 00 00 00 80 00 f4 4c 01 00 10 11 8f 79 89 79 8f 7d 89 7d 98 54 a0 34 a8 13 b0 74	...s+......L.....y.y.}.}.T.4...t
4ee0	88 7d d3 0f 3c d7 0f 46 d1 0f 46 c0 74 d3 0f 4c d0 08 4c 72 26 00 00 00 63 03 00 00 00 00 00 00	.}..<..F..F.t..L..Lr&...c.......
4f00	00 00 00 00 00 06 00 00 00 03 00 00 00 f3 66 00 00 00 97 00 74 00 00 00 00 00 00 00 00 00 6a 02	..............f.....t.........j.
4f20	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00	..................j.............
4f40	00 00 00 00 00 00 7c 00 7c 01 7c 02 64 01 ac 02 ab 04 00 00 00 00 00 00 6a 07 00 00 00 00 00 00	......|.|.|.d...........j.......
4f60	00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 53 00 29 03 61 da 02 00 00 0a	............|.........S.).a.....
4f80	20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 74 68 65 20 6d 61 78 69 6d 75 6d 20 76 61 6c 75 65	........Return.the.maximum.value
4fa0	20 61 6c 6f 6e 67 20 61 6e 20 61 78 69 73 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61 6d 65 74	.along.an.axis...........Paramet
4fc0	65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 53	ers.........----------.........S
4fe0	65 65 20 60 61 6d 61 78 60 20 66 6f 72 20 63 6f 6d 70 6c 65 74 65 20 64 65 73 63 72 69 70 74 69	ee.`amax`.for.complete.descripti
5000	6f 6e 73 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d	ons..........See.Also.........--
5020	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 61 6d 61 78 2c 20 6e 64 61 72 72 61 79 2e 6d 61 78	------.........amax,.ndarray.max
5040	0a 0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20	..........Notes.........-----...
5060	20 20 20 20 20 20 54 68 69 73 20 69 73 20 74 68 65 20 73 61 6d 65 20 61 73 20 60 6e 64 61 72 72	......This.is.the.same.as.`ndarr
5080	61 79 2e 6d 61 78 60 2c 20 62 75 74 20 72 65 74 75 72 6e 73 20 61 20 60 6d 61 74 72 69 78 60 20	ay.max`,.but.returns.a.`matrix`.
50a0	6f 62 6a 65 63 74 0a 20 20 20 20 20 20 20 20 77 68 65 72 65 20 60 6e 64 61 72 72 61 79 2e 6d 61	object.........where.`ndarray.ma
50c0	78 60 20 77 6f 75 6c 64 20 72 65 74 75 72 6e 20 61 6e 20 6e 64 61 72 72 61 79 2e 0a 0a 20 20 20	x`.would.return.an.ndarray......
50e0	20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20	.....Examples.........--------..
5100	20 20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e	.......>>>.x.=.np.matrix(np.aran
5120	67 65 28 31 32 29 2e 72 65 73 68 61 70 65 28 28 33 2c 34 29 29 29 3b 20 78 0a 20 20 20 20 20 20	ge(12).reshape((3,4)));.x.......
5140	20 20 6d 61 74 72 69 78 28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20	..matrix([[.0,..1,..2,..3],.....
5160	20 20 20 20 20 20 20 20 20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20	............[.4,..5,..6,..7],...
5180	20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29	..............[.8,..9,.10,.11]])
51a0	0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 6d 61 78 28 29 0a 20 20 20 20 20 20 20 20 31 31 0a	.........>>>.x.max().........11.
51c0	20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 6d 61 78 28 30 29 0a 20 20 20 20 20 20 20 20 6d 61 74	........>>>.x.max(0).........mat
51e0	72 69 78 28 5b 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a 20 20 20 20 20 20 20 20	rix([[.8,..9,.10,.11]]).........
5200	3e 3e 3e 20 78 2e 6d 61 78 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 33	>>>.x.max(1).........matrix([[.3
5220	5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 37 5d 2c 0a 20 20 20 20 20 20 20	],.................[.7],........
5240	20 20 20 20 20 20 20 20 20 5b 31 31 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 54 72 7f 00 00 00 29	.........[11]])..........Tr....)
5260	04 72 3b 00 00 00 72 3c 00 00 00 da 03 6d 61 78 72 79 00 00 00 72 97 00 00 00 73 03 00 00 00 20	.r;...r<.....maxry...r....s.....
5280	20 20 72 24 00 00 00 72 9b 00 00 00 7a 0a 6d 61 74 72 69 78 2e 6d 61 78 6b 02 00 00 f3 2b 00 00	..r$...r....z.matrix.maxk....+..
52a0	00 80 00 f4 42 01 00 10 11 8f 79 89 79 8f 7d 89 7d 98 54 a0 34 a8 13 b0 74 88 7d d3 0f 3c d7 0f	....B.....y.y.}.}.T.4...t.}..<..
52c0	46 d1 0f 46 c0 74 d3 0f 4c d0 08 4c 72 26 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00 00 05 00	F..F.t..L..Lr&...c..............
52e0	00 00 03 00 00 00 f3 62 00 00 00 97 00 74 00 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00	.......b.....t.........j........
5300	00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c	...........j...................|
5320	00 7c 01 7c 02 ab 03 00 00 00 00 00 00 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.|.|.........j..................
5340	00 7c 01 ab 01 00 00 00 00 00 00 53 00 29 01 61 9a 03 00 00 0a 20 20 20 20 20 20 20 20 49 6e 64	.|.........S.).a.............Ind
5360	65 78 65 73 20 6f 66 20 74 68 65 20 6d 61 78 69 6d 75 6d 20 76 61 6c 75 65 73 20 61 6c 6f 6e 67	exes.of.the.maximum.values.along
5380	20 61 6e 20 61 78 69 73 2e 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 74 68 65 20 69 6e	.an.axis...........Return.the.in
53a0	64 65 78 65 73 20 6f 66 20 74 68 65 20 66 69 72 73 74 20 6f 63 63 75 72 72 65 6e 63 65 73 20 6f	dexes.of.the.first.occurrences.o
53c0	66 20 74 68 65 20 6d 61 78 69 6d 75 6d 20 76 61 6c 75 65 73 0a 20 20 20 20 20 20 20 20 61 6c 6f	f.the.maximum.values.........alo
53e0	6e 67 20 74 68 65 20 73 70 65 63 69 66 69 65 64 20 61 78 69 73 2e 20 20 49 66 20 61 78 69 73 20	ng.the.specified.axis...If.axis.
5400	69 73 20 4e 6f 6e 65 2c 20 74 68 65 20 69 6e 64 65 78 20 69 73 20 66 6f 72 20 74 68 65 0a 20 20	is.None,.the.index.is.for.the...
5420	20 20 20 20 20 20 66 6c 61 74 74 65 6e 65 64 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 20 20 20	......flattened.matrix..........
5440	20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20	.Parameters.........----------..
5460	20 20 20 20 20 20 20 53 65 65 20 60 6e 75 6d 70 79 2e 61 72 67 6d 61 78 60 20 66 6f 72 20 63 6f	.......See.`numpy.argmax`.for.co
5480	6d 70 6c 65 74 65 20 64 65 73 63 72 69 70 74 69 6f 6e 73 0a 0a 20 20 20 20 20 20 20 20 53 65 65	mplete.descriptions..........See
54a0	20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e	.Also.........--------.........n
54c0	75 6d 70 79 2e 61 72 67 6d 61 78 0a 0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20	umpy.argmax..........Notes......
54e0	20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 54 68 69 73 20 69 73 20 74 68 65 20 73 61 6d	...-----.........This.is.the.sam
5500	65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 61 72 67 6d 61 78 60 2c 20 62 75 74 20 72 65 74 75 72	e.as.`ndarray.argmax`,.but.retur
5520	6e 73 20 61 20 60 6d 61 74 72 69 78 60 20 6f 62 6a 65 63 74 0a 20 20 20 20 20 20 20 20 77 68 65	ns.a.`matrix`.object.........whe
5540	72 65 20 60 6e 64 61 72 72 61 79 2e 61 72 67 6d 61 78 60 20 77 6f 75 6c 64 20 72 65 74 75 72 6e	re.`ndarray.argmax`.would.return
5560	20 61 6e 20 60 6e 64 61 72 72 61 79 60 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73	.an.`ndarray`...........Examples
5580	0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20	.........--------.........>>>.x.
55a0	3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67 65 28 31 32 29 2e 72 65 73 68 61 70	=.np.matrix(np.arange(12).reshap
55c0	65 28 28 33 2c 34 29 29 29 3b 20 78 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 30	e((3,4)));.x.........matrix([[.0
55e0	2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b	,..1,..2,..3],.................[
5600	20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	.4,..5,..6,..7],................
5620	20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20	.[.8,..9,.10,.11]]).........>>>.
5640	78 2e 61 72 67 6d 61 78 28 29 0a 20 20 20 20 20 20 20 20 31 31 0a 20 20 20 20 20 20 20 20 3e 3e	x.argmax().........11.........>>
5660	3e 20 78 2e 61 72 67 6d 61 78 28 30 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 32	>.x.argmax(0).........matrix([[2
5680	2c 20 32 2c 20 32 2c 20 32 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 61 72 67 6d 61	,.2,.2,.2]]).........>>>.x.argma
56a0	78 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 33 5d 2c 0a 20 20 20 20 20 20	x(1).........matrix([[3],.......
56c0	20 20 20 20 20 20 20 20 20 20 5b 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b	..........[3],.................[
56e0	33 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 29 04 72 3b 00 00 00 72 3c 00 00 00 da 06 61 72 67 6d	3]])..........).r;...r<.....argm
5700	61 78 72 77 00 00 00 72 97 00 00 00 73 03 00 00 00 20 20 20 72 24 00 00 00 72 9e 00 00 00 7a 0d	axrw...r....s.......r$...r....z.
5720	6d 61 74 72 69 78 2e 61 72 67 6d 61 78 8e 02 00 00 f3 29 00 00 00 80 00 f4 4a 01 00 10 11 8f 79	matrix.argmax.....)......J.....y
5740	89 79 d7 0f 1f d1 0f 1f a0 04 a0 64 a8 43 d3 0f 30 d7 0f 37 d1 0f 37 b8 04 d3 0f 3d d0 08 3d 72	.y.........d.C..0..7..7....=..=r
5760	26 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00 00 06 00 00 00 03 00 00 00 f3 66 00 00 00 97 00	&...c.....................f.....
5780	74 00 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 6a 05	t.........j...................j.
57a0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 64 01 ac 02 ab 04 00 00	..................|.|.|.d.......
57c0	00 00 00 00 6a 07 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...................|.......
57e0	00 00 53 00 29 03 61 f0 02 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 74 68 65 20 6d	..S.).a.............Return.the.m
5800	69 6e 69 6d 75 6d 20 76 61 6c 75 65 20 61 6c 6f 6e 67 20 61 6e 20 61 78 69 73 2e 0a 0a 20 20 20	inimum.value.along.an.axis......
5820	20 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d	.....Parameters.........--------
5840	2d 2d 0a 20 20 20 20 20 20 20 20 53 65 65 20 60 61 6d 69 6e 60 20 66 6f 72 20 63 6f 6d 70 6c 65	--.........See.`amin`.for.comple
5860	74 65 20 64 65 73 63 72 69 70 74 69 6f 6e 73 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c	te.descriptions...........See.Al
5880	73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 61 6d 69 6e	so.........--------.........amin
58a0	2c 20 6e 64 61 72 72 61 79 2e 6d 69 6e 0a 0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20	,.ndarray.min..........Notes....
58c0	20 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 54 68 69 73 20 69 73 20 74 68 65 20 73	.....-----.........This.is.the.s
58e0	61 6d 65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 6d 69 6e 60 2c 20 62 75 74 20 72 65 74 75 72 6e	ame.as.`ndarray.min`,.but.return
5900	73 20 61 20 60 6d 61 74 72 69 78 60 20 6f 62 6a 65 63 74 0a 20 20 20 20 20 20 20 20 77 68 65 72	s.a.`matrix`.object.........wher
5920	65 20 60 6e 64 61 72 72 61 79 2e 6d 69 6e 60 20 77 6f 75 6c 64 20 72 65 74 75 72 6e 20 61 6e 20	e.`ndarray.min`.would.return.an.
5940	6e 64 61 72 72 61 79 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20	ndarray...........Examples......
5960	20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 2d 6e 70 2e	...--------.........>>>.x.=.-np.
5980	6d 61 74 72 69 78 28 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	matrix(np.arange(12).reshape((3,
59a0	34 29 29 29 3b 20 78 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 20 30 2c 20 20 2d	4)));.x.........matrix([[..0,..-
59c0	31 2c 20 20 2d 32 2c 20 20 2d 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20	1,..-2,..-3],.................[.
59e0	2d 34 2c 20 20 2d 35 2c 20 20 2d 36 2c 20 20 2d 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20	-4,..-5,..-6,..-7],.............
5a00	20 20 20 20 5b 20 2d 38 2c 20 20 2d 39 2c 20 2d 31 30 2c 20 2d 31 31 5d 5d 29 0a 20 20 20 20 20	....[.-8,..-9,.-10,.-11]])......
5a20	20 20 20 3e 3e 3e 20 78 2e 6d 69 6e 28 29 0a 20 20 20 20 20 20 20 20 2d 31 31 0a 20 20 20 20 20	...>>>.x.min().........-11......
5a40	20 20 20 3e 3e 3e 20 78 2e 6d 69 6e 28 30 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b	...>>>.x.min(0).........matrix([
5a60	5b 20 2d 38 2c 20 20 2d 39 2c 20 2d 31 30 2c 20 2d 31 31 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e	[.-8,..-9,.-10,.-11]]).........>
5a80	3e 3e 20 78 2e 6d 69 6e 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 2d 33	>>.x.min(1).........matrix([[.-3
5aa0	5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 2d 37 5d 2c 0a 20 20 20 20 20 20	],.................[.-7],.......
5ac0	20 20 20 20 20 20 20 20 20 20 5b 2d 31 31 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 54 72 7f 00 00	..........[-11]])..........Tr...
5ae0	00 29 04 72 3b 00 00 00 72 3c 00 00 00 da 03 6d 69 6e 72 79 00 00 00 72 97 00 00 00 73 03 00 00	.).r;...r<.....minry...r....s...
5b00	00 20 20 20 72 24 00 00 00 72 a1 00 00 00 7a 0a 6d 61 74 72 69 78 2e 6d 69 6e b5 02 00 00 72 9c	....r$...r....z.matrix.min....r.
5b20	00 00 00 72 26 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3 62 00	...r&...c.....................b.
5b40	00 00 97 00 74 00 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	....t.........j.................
5b60	00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 01 7c 02 ab 03 00 00	..j...................|.|.|.....
5b80	00 00 00 00 6a 07 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...................|.......
5ba0	00 00 53 00 29 01 61 a8 03 00 00 0a 20 20 20 20 20 20 20 20 49 6e 64 65 78 65 73 20 6f 66 20 74	..S.).a.............Indexes.of.t
5bc0	68 65 20 6d 69 6e 69 6d 75 6d 20 76 61 6c 75 65 73 20 61 6c 6f 6e 67 20 61 6e 20 61 78 69 73 2e	he.minimum.values.along.an.axis.
5be0	0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 74 68 65 20 69 6e 64 65 78 65 73 20 6f 66 20	..........Return.the.indexes.of.
5c00	74 68 65 20 66 69 72 73 74 20 6f 63 63 75 72 72 65 6e 63 65 73 20 6f 66 20 74 68 65 20 6d 69 6e	the.first.occurrences.of.the.min
5c20	69 6d 75 6d 20 76 61 6c 75 65 73 0a 20 20 20 20 20 20 20 20 61 6c 6f 6e 67 20 74 68 65 20 73 70	imum.values.........along.the.sp
5c40	65 63 69 66 69 65 64 20 61 78 69 73 2e 20 20 49 66 20 61 78 69 73 20 69 73 20 4e 6f 6e 65 2c 20	ecified.axis...If.axis.is.None,.
5c60	74 68 65 20 69 6e 64 65 78 20 69 73 20 66 6f 72 20 74 68 65 0a 20 20 20 20 20 20 20 20 66 6c 61	the.index.is.for.the.........fla
5c80	74 74 65 6e 65 64 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61 6d 65 74 65	ttened.matrix...........Paramete
5ca0	72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 53 65	rs.........----------.........Se
5cc0	65 20 60 6e 75 6d 70 79 2e 61 72 67 6d 69 6e 60 20 66 6f 72 20 63 6f 6d 70 6c 65 74 65 20 64 65	e.`numpy.argmin`.for.complete.de
5ce0	73 63 72 69 70 74 69 6f 6e 73 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20	scriptions...........See.Also...
5d00	20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e 75 6d 70 79 2e 61 72 67	......--------.........numpy.arg
5d20	6d 69 6e 0a 0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d	min..........Notes.........-----
5d40	0a 20 20 20 20 20 20 20 20 54 68 69 73 20 69 73 20 74 68 65 20 73 61 6d 65 20 61 73 20 60 6e 64	.........This.is.the.same.as.`nd
5d60	61 72 72 61 79 2e 61 72 67 6d 69 6e 60 2c 20 62 75 74 20 72 65 74 75 72 6e 73 20 61 20 60 6d 61	array.argmin`,.but.returns.a.`ma
5d80	74 72 69 78 60 20 6f 62 6a 65 63 74 0a 20 20 20 20 20 20 20 20 77 68 65 72 65 20 60 6e 64 61 72	trix`.object.........where.`ndar
5da0	72 61 79 2e 61 72 67 6d 69 6e 60 20 77 6f 75 6c 64 20 72 65 74 75 72 6e 20 61 6e 20 60 6e 64 61	ray.argmin`.would.return.an.`nda
5dc0	72 72 61 79 60 2e 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20	rray`...........Examples........
5de0	20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 20 3d 20 2d 6e 70 2e 6d 61	.--------.........>>>.x.=.-np.ma
5e00	74 72 69 78 28 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 34 29	trix(np.arange(12).reshape((3,4)
5e20	29 29 3b 20 78 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 20 30 2c 20 20 2d 31 2c	));.x.........matrix([[..0,..-1,
5e40	20 20 2d 32 2c 20 20 2d 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 2d 34	..-2,..-3],.................[.-4
5e60	2c 20 20 2d 35 2c 20 20 2d 36 2c 20 20 2d 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20	,..-5,..-6,..-7],...............
5e80	20 20 5b 20 2d 38 2c 20 20 2d 39 2c 20 2d 31 30 2c 20 2d 31 31 5d 5d 29 0a 20 20 20 20 20 20 20	..[.-8,..-9,.-10,.-11]])........
5ea0	20 3e 3e 3e 20 78 2e 61 72 67 6d 69 6e 28 29 0a 20 20 20 20 20 20 20 20 31 31 0a 20 20 20 20 20	.>>>.x.argmin().........11......
5ec0	20 20 20 3e 3e 3e 20 78 2e 61 72 67 6d 69 6e 28 30 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69	...>>>.x.argmin(0).........matri
5ee0	78 28 5b 5b 32 2c 20 32 2c 20 32 2c 20 32 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e	x([[2,.2,.2,.2]]).........>>>.x.
5f00	61 72 67 6d 69 6e 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 33 5d 2c 0a 20	argmin(1).........matrix([[3],..
5f20	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20	...............[3],.............
5f40	20 20 20 20 5b 33 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 29 04 72 3b 00 00 00 72 3c 00 00 00 da	....[3]])..........).r;...r<....
5f60	06 61 72 67 6d 69 6e 72 77 00 00 00 72 97 00 00 00 73 03 00 00 00 20 20 20 72 24 00 00 00 72 a3	.argminrw...r....s.......r$...r.
5f80	00 00 00 7a 0d 6d 61 74 72 69 78 2e 61 72 67 6d 69 6e d8 02 00 00 72 9f 00 00 00 72 26 00 00 00	...z.matrix.argmin....r....r&...
5fa0	63 03 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3 4e 00 00 00 97 00 74 01 00 00	c.....................N.....t...
5fc0	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 7c 00 7c 01 7c 02	......j...................|.|.|.
5fe0	ab 03 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01	........j...................|...
6000	00 00 00 00 00 00 53 00 29 01 61 c0 02 00 00 0a 20 20 20 20 20 20 20 20 50 65 61 6b 2d 74 6f 2d	......S.).a.............Peak-to-
6020	70 65 61 6b 20 28 6d 61 78 69 6d 75 6d 20 2d 20 6d 69 6e 69 6d 75 6d 29 20 76 61 6c 75 65 20 61	peak.(maximum.-.minimum).value.a
6040	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 20 20 20 20 52 65	long.the.given.axis...........Re
6060	66 65 72 20 74 6f 20 60 6e 75 6d 70 79 2e 70 74 70 60 20 66 6f 72 20 66 75 6c 6c 20 64 6f 63 75	fer.to.`numpy.ptp`.for.full.docu
6080	6d 65 6e 74 61 74 69 6f 6e 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20	mentation...........See.Also....
60a0	20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6e 75 6d 70 79 2e 70 74 70 0a	.....--------.........numpy.ptp.
60c0	0a 20 20 20 20 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20	.........Notes.........-----....
60e0	20 20 20 20 20 53 61 6d 65 20 61 73 20 60 6e 64 61 72 72 61 79 2e 70 74 70 60 2c 20 65 78 63 65	.....Same.as.`ndarray.ptp`,.exce
6100	70 74 2c 20 77 68 65 72 65 20 74 68 61 74 20 77 6f 75 6c 64 20 72 65 74 75 72 6e 20 61 6e 20 60	pt,.where.that.would.return.an.`
6120	6e 64 61 72 72 61 79 60 20 6f 62 6a 65 63 74 2c 0a 20 20 20 20 20 20 20 20 74 68 69 73 20 72 65	ndarray`.object,.........this.re
6140	74 75 72 6e 73 20 61 20 60 6d 61 74 72 69 78 60 20 6f 62 6a 65 63 74 2e 0a 0a 20 20 20 20 20 20	turns.a.`matrix`.object.........
6160	20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20	..Examples.........--------.....
6180	20 20 20 20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67 65 28	....>>>.x.=.np.matrix(np.arange(
61a0	31 32 29 2e 72 65 73 68 61 70 65 28 28 33 2c 34 29 29 29 3b 20 78 0a 20 20 20 20 20 20 20 20 6d	12).reshape((3,4)));.x.........m
61c0	61 74 72 69 78 28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20 20 20	atrix([[.0,..1,..2,..3],........
61e0	20 20 20 20 20 20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20 20 20	.........[.4,..5,..6,..7],......
6200	20 20 20 20 20 20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a 20 20	...........[.8,..9,.10,.11]])...
6220	20 20 20 20 20 20 3e 3e 3e 20 78 2e 70 74 70 28 29 0a 20 20 20 20 20 20 20 20 31 31 0a 20 20 20	......>>>.x.ptp().........11....
6240	20 20 20 20 20 3e 3e 3e 20 78 2e 70 74 70 28 30 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78	.....>>>.x.ptp(0).........matrix
6260	28 5b 5b 38 2c 20 38 2c 20 38 2c 20 38 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 78 2e 70	([[8,.8,.8,.8]]).........>>>.x.p
6280	74 70 28 31 29 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 33 5d 2c 0a 20 20 20 20 20	tp(1).........matrix([[3],......
62a0	20 20 20 20 20 20 20 20 20 20 20 5b 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20	...........[3],.................
62c0	5b 33 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 29 03 72 3b 00 00 00 da 03 70 74 70 72 77 00 00 00	[3]])..........).r;.....ptprw...
62e0	72 97 00 00 00 73 03 00 00 00 20 20 20 72 24 00 00 00 72 a5 00 00 00 7a 0a 6d 61 74 72 69 78 2e	r....s.......r$...r....z.matrix.
6300	70 74 70 ff 02 00 00 73 22 00 00 00 80 00 f4 3e 00 10 11 8f 75 89 75 90 54 98 34 a0 13 d3 0f 25	ptp....s"......>....u.u.T.4....%
6320	d7 0f 2c d1 0f 2c a8 54 d3 0f 32 d0 08 32 72 26 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00	..,..,.T..2..2r&...c............
6340	05 00 00 00 03 00 00 00 f3 66 00 00 00 97 00 7c 00 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.........f.....|.j..............
6360	00 00 00 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 6b 28 00 00 72 07 64 01 64 02 6c 01 6d 02 7d	.....\...}.}.|.|.k(..r.d.d.l.m.}
6380	03 01 00 6e 06 64 01 64 03 6c 01 6d 03 7d 03 01 00 74 09 00 00 00 00 00 00 00 00 02 00 7c 03 7c	...n.d.d.l.m.}...t...........|.|
63a0	00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 53 00 29 04 61 49 03 00 00 0a 20 20 20 20 20	.................S.).aI.........
63c0	20 20 20 52 65 74 75 72 6e 73 20 74 68 65 20 28 6d 75 6c 74 69 70 6c 69 63 61 74 69 76 65 29 20	...Returns.the.(multiplicative).
63e0	69 6e 76 65 72 73 65 20 6f 66 20 69 6e 76 65 72 74 69 62 6c 65 20 60 73 65 6c 66 60 2e 0a 0a 20	inverse.of.invertible.`self`....
6400	20 20 20 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d	.......Parameters.........------
6420	2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 4e 6f 6e 65 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 72	----.........None..........Retur
6440	6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 72 65 74 20 3a	ns.........-------.........ret.:
6460	20 6d 61 74 72 69 78 20 6f 62 6a 65 63 74 0a 20 20 20 20 20 20 20 20 20 20 20 20 49 66 20 60 73	.matrix.object.............If.`s
6480	65 6c 66 60 20 69 73 20 6e 6f 6e 2d 73 69 6e 67 75 6c 61 72 2c 20 60 72 65 74 60 20 69 73 20 73	elf`.is.non-singular,.`ret`.is.s
64a0	75 63 68 20 74 68 61 74 20 60 60 72 65 74 20 2a 20 73 65 6c 66 60 60 20 3d 3d 0a 20 20 20 20 20	uch.that.``ret.*.self``.==......
64c0	20 20 20 20 20 20 20 60 60 73 65 6c 66 20 2a 20 72 65 74 60 60 20 3d 3d 20 60 60 6e 70 2e 6d 61	.......``self.*.ret``.==.``np.ma
64e0	74 72 69 78 28 6e 70 2e 65 79 65 28 73 65 6c 66 5b 30 2c 3a 5d 2e 73 69 7a 65 29 29 60 60 20 61	trix(np.eye(self[0,:].size))``.a
6500	6c 6c 20 72 65 74 75 72 6e 0a 20 20 20 20 20 20 20 20 20 20 20 20 60 60 54 72 75 65 60 60 2e 0a	ll.return.............``True``..
6520	0a 20 20 20 20 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20	.........Raises.........------..
6540	20 20 20 20 20 20 20 6e 75 6d 70 79 2e 6c 69 6e 61 6c 67 2e 4c 69 6e 41 6c 67 45 72 72 6f 72 3a	.......numpy.linalg.LinAlgError:
6560	20 53 69 6e 67 75 6c 61 72 20 6d 61 74 72 69 78 0a 20 20 20 20 20 20 20 20 20 20 20 20 49 66 20	.Singular.matrix.............If.
6580	60 73 65 6c 66 60 20 69 73 20 73 69 6e 67 75 6c 61 72 2e 0a 0a 20 20 20 20 20 20 20 20 53 65 65	`self`.is.singular...........See
65a0	20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 6c	.Also.........--------.........l
65c0	69 6e 61 6c 67 2e 69 6e 76 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20	inalg.inv..........Examples.....
65e0	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 20 3d 20 6e 70 2e	....--------.........>>>.m.=.np.
6600	6d 61 74 72 69 78 28 27 5b 31 2c 20 32 3b 20 33 2c 20 34 5d 27 29 3b 20 6d 0a 20 20 20 20 20 20	matrix('[1,.2;.3,.4]');.m.......
6620	20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20	..matrix([[1,.2],...............
6640	20 20 5b 33 2c 20 34 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 2e 67 65 74 49 28 29 0a	..[3,.4]]).........>>>.m.getI().
6660	20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 2d 32 2e 20 2c 20 20 31 2e 20 5d 2c 0a 20 20	........matrix([[-2..,..1..],...
6680	20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 31 2e 35 2c 20 2d 30 2e 35 5d 5d 29 0a 20 20 20	..............[.1.5,.-0.5]])....
66a0	20 20 20 20 20 3e 3e 3e 20 6d 2e 67 65 74 49 28 29 20 2a 20 6d 0a 20 20 20 20 20 20 20 20 6d 61	.....>>>.m.getI().*.m.........ma
66c0	74 72 69 78 28 5b 5b 20 31 2e 2c 20 20 30 2e 5d 2c 20 23 20 6d 61 79 20 76 61 72 79 0a 20 20 20	trix([[.1.,..0.],.#.may.vary....
66e0	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 30 2e 2c 20 20 31 2e 5d 5d 29 0a 0a 20 20 20 20 20	.............[.0.,..1.]]).......
6700	20 20 20 72 05 00 00 00 29 01 da 03 69 6e 76 29 01 da 04 70 69 6e 76 29 05 72 41 00 00 00 da 0c	...r....)...inv)...pinv).rA.....
6720	6e 75 6d 70 79 2e 6c 69 6e 61 6c 67 72 a7 00 00 00 72 a8 00 00 00 72 04 00 00 00 29 04 72 54 00	numpy.linalgr....r....r....).rT.
6740	00 00 da 01 4d 72 3b 00 00 00 da 04 66 75 6e 63 73 04 00 00 00 20 20 20 20 72 24 00 00 00 da 01	....Mr;.....funcs........r$.....
6760	49 7a 08 6d 61 74 72 69 78 2e 49 20 03 00 00 73 2e 00 00 00 80 00 f0 4c 01 00 10 14 8f 7a 89 7a	Iz.matrix.I....s.......L.....z.z
6780	89 04 88 01 88 31 d8 0b 0c 90 01 8a 36 de 0c 30 e5 0c 31 dc 0f 17 99 04 98 54 9b 0a d3 0f 23 d0	.....1......6..0..1......T....#.
67a0	08 23 72 26 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 f3 22 00 00	.#r&...c....................."..
67c0	00 97 00 7c 00 6a 01 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	...|.j..........................
67e0	00 53 00 29 01 61 31 02 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 60 73 65 6c 66 60	.S.).a1............Return.`self`
6800	20 61 73 20 61 6e 20 60 6e 64 61 72 72 61 79 60 20 6f 62 6a 65 63 74 2e 0a 0a 20 20 20 20 20 20	.as.an.`ndarray`.object.........
6820	20 20 45 71 75 69 76 61 6c 65 6e 74 20 74 6f 20 60 60 6e 70 2e 61 73 61 72 72 61 79 28 73 65 6c	..Equivalent.to.``np.asarray(sel
6840	66 29 60 60 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20	f)``...........Parameters.......
6860	20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 4e 6f 6e 65 0a 0a 20 20 20 20 20	..----------.........None.......
6880	20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20	...Returns.........-------......
68a0	20 20 20 72 65 74 20 3a 20 6e 64 61 72 72 61 79 0a 20 20 20 20 20 20 20 20 20 20 20 20 60 73 65	...ret.:.ndarray.............`se
68c0	6c 66 60 20 61 73 20 61 6e 20 60 6e 64 61 72 72 61 79 60 0a 0a 20 20 20 20 20 20 20 20 45 78 61	lf`.as.an.`ndarray`..........Exa
68e0	6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e	mples.........--------.........>
6900	3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67 65 28 31 32 29 2e 72	>>.x.=.np.matrix(np.arange(12).r
6920	65 73 68 61 70 65 28 28 33 2c 34 29 29 29 3b 20 78 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78	eshape((3,4)));.x.........matrix
6940	28 5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20	([[.0,..1,..2,..3],.............
6960	20 20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20	....[.4,..5,..6,..7],...........
6980	20 20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a 20 20 20 20 20 20 20	......[.8,..9,.10,.11]])........
69a0	20 3e 3e 3e 20 78 2e 67 65 74 41 28 29 0a 20 20 20 20 20 20 20 20 61 72 72 61 79 28 5b 5b 20 30	.>>>.x.getA().........array([[.0
69c0	2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20	,..1,..2,..3],................[.
69e0	34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b	4,..5,..6,..7],................[
6a00	20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 29 01 72 7b 00	.8,..9,.10,.11]])..........).r{.
6a20	00 00 72 7d 00 00 00 73 01 00 00 00 20 72 24 00 00 00 da 01 41 7a 08 6d 61 74 72 69 78 2e 41 4d	..r}...s.....r$.....Az.matrix.AM
6a40	03 00 00 73 11 00 00 00 80 00 f0 38 00 10 14 8f 7e 89 7e d3 0f 1f d0 08 1f 72 26 00 00 00 63 01	...s.......8....~.~......r&...c.
6a60	00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 f3 3e 00 00 00 97 00 7c 00 6a 01 00 00	....................>.....|.j...
6a80	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 6a 03 00 00 00 00 00 00	........................j.......
6aa0	00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 53 00 29 01 61 08 02 00 00 0a 20 20	....................S.).a.......
6ac0	20 20 20 20 20 20 52 65 74 75 72 6e 20 60 73 65 6c 66 60 20 61 73 20 61 20 66 6c 61 74 74 65 6e	......Return.`self`.as.a.flatten
6ae0	65 64 20 60 6e 64 61 72 72 61 79 60 2e 0a 0a 20 20 20 20 20 20 20 20 45 71 75 69 76 61 6c 65 6e	ed.`ndarray`...........Equivalen
6b00	74 20 74 6f 20 60 60 6e 70 2e 61 73 61 72 72 61 79 28 78 29 2e 72 61 76 65 6c 28 29 60 60 0a 0a	t.to.``np.asarray(x).ravel()``..
6b20	20 20 20 20 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d	........Parameters.........-----
6b40	2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 4e 6f 6e 65 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75	-----.........None..........Retu
6b60	72 6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 72 65 74 20	rns.........-------.........ret.
6b80	3a 20 6e 64 61 72 72 61 79 0a 20 20 20 20 20 20 20 20 20 20 20 20 60 73 65 6c 66 60 2c 20 31 2d	:.ndarray.............`self`,.1-
6ba0	44 2c 20 61 73 20 61 6e 20 60 6e 64 61 72 72 61 79 60 0a 0a 20 20 20 20 20 20 20 20 45 78 61 6d	D,.as.an.`ndarray`..........Exam
6bc0	70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e 3e	ples.........--------.........>>
6be0	3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67 65 28 31 32 29 2e 72 65	>.x.=.np.matrix(np.arange(12).re
6c00	73 68 61 70 65 28 28 33 2c 34 29 29 29 3b 20 78 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28	shape((3,4)));.x.........matrix(
6c20	5b 5b 20 30 2c 20 20 31 2c 20 20 32 2c 20 20 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20	[[.0,..1,..2,..3],..............
6c40	20 20 20 5b 20 34 2c 20 20 35 2c 20 20 36 2c 20 20 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20	...[.4,..5,..6,..7],............
6c60	20 20 20 20 20 5b 20 38 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 5d 29 0a 20 20 20 20 20 20 20 20	.....[.8,..9,.10,.11]]).........
6c80	3e 3e 3e 20 78 2e 67 65 74 41 31 28 29 0a 20 20 20 20 20 20 20 20 61 72 72 61 79 28 5b 20 30 2c	>>>.x.getA1().........array([.0,
6ca0	20 20 31 2c 20 20 32 2c 20 2e 2e 2e 2c 20 20 39 2c 20 31 30 2c 20 31 31 5d 29 0a 0a 0a 20 20 20	..1,..2,....,..9,.10,.11])......
6cc0	20 20 20 20 20 29 02 72 7b 00 00 00 da 05 72 61 76 65 6c 72 7d 00 00 00 73 01 00 00 00 20 72 24	.....).r{.....ravelr}...s.....r$
6ce0	00 00 00 da 02 41 31 7a 09 6d 61 74 72 69 78 2e 41 31 6b 03 00 00 73 1a 00 00 00 80 00 f0 36 00	.....A1z.matrix.A1k...s.......6.
6d00	10 14 8f 7e 89 7e d3 0f 1f d7 0f 25 d1 0f 25 d3 0f 27 d0 08 27 72 26 00 00 00 63 02 00 00 00 00	...~.~.....%..%..'..'r&...c.....
6d20	00 00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 44 00 00 00 97 00 74 00 00 00 00 00 00 00 00 00	................D.....t.........
6d40	6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00	j...................j...........
6d60	00 00 00 00 00 00 00 00 7c 00 7c 01 ac 01 ab 02 00 00 00 00 00 00 53 00 29 02 61 09 06 00 00 0a	........|.|...........S.).a.....
6d80	20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 61 20 66 6c 61 74 74 65 6e 65 64 20 6d 61 74 72 69	........Return.a.flattened.matri
6da0	78 2e 0a 0a 20 20 20 20 20 20 20 20 52 65 66 65 72 20 74 6f 20 60 6e 75 6d 70 79 2e 72 61 76 65	x...........Refer.to.`numpy.rave
6dc0	6c 60 20 66 6f 72 20 6d 6f 72 65 20 64 6f 63 75 6d 65 6e 74 61 74 69 6f 6e 2e 0a 0a 20 20 20 20	l`.for.more.documentation.......
6de0	20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d	....Parameters.........---------
6e00	2d 0a 20 20 20 20 20 20 20 20 6f 72 64 65 72 20 3a 20 7b 27 43 27 2c 20 27 46 27 2c 20 27 41 27	-.........order.:.{'C',.'F',.'A'
6e20	2c 20 27 4b 27 7d 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 20 20 20 20 54 68 65	,.'K'},.optional.............The
6e40	20 65 6c 65 6d 65 6e 74 73 20 6f 66 20 60 6d 60 20 61 72 65 20 72 65 61 64 20 75 73 69 6e 67 20	.elements.of.`m`.are.read.using.
6e60	74 68 69 73 20 69 6e 64 65 78 20 6f 72 64 65 72 2e 20 27 43 27 20 6d 65 61 6e 73 20 74 6f 0a 20	this.index.order..'C'.means.to..
6e80	20 20 20 20 20 20 20 20 20 20 20 69 6e 64 65 78 20 74 68 65 20 65 6c 65 6d 65 6e 74 73 20 69 6e	...........index.the.elements.in
6ea0	20 43 2d 6c 69 6b 65 20 6f 72 64 65 72 2c 20 77 69 74 68 20 74 68 65 20 6c 61 73 74 20 61 78 69	.C-like.order,.with.the.last.axi
6ec0	73 20 69 6e 64 65 78 0a 20 20 20 20 20 20 20 20 20 20 20 20 63 68 61 6e 67 69 6e 67 20 66 61 73	s.index.............changing.fas
6ee0	74 65 73 74 2c 20 62 61 63 6b 20 74 6f 20 74 68 65 20 66 69 72 73 74 20 61 78 69 73 20 69 6e 64	test,.back.to.the.first.axis.ind
6f00	65 78 20 63 68 61 6e 67 69 6e 67 20 73 6c 6f 77 65 73 74 2e 0a 20 20 20 20 20 20 20 20 20 20 20	ex.changing.slowest.............
6f20	20 27 46 27 20 6d 65 61 6e 73 20 74 6f 20 69 6e 64 65 78 20 74 68 65 20 65 6c 65 6d 65 6e 74 73	.'F'.means.to.index.the.elements
6f40	20 69 6e 20 46 6f 72 74 72 61 6e 2d 6c 69 6b 65 20 69 6e 64 65 78 20 6f 72 64 65 72 2c 20 77 69	.in.Fortran-like.index.order,.wi
6f60	74 68 0a 20 20 20 20 20 20 20 20 20 20 20 20 74 68 65 20 66 69 72 73 74 20 69 6e 64 65 78 20 63	th.............the.first.index.c
6f80	68 61 6e 67 69 6e 67 20 66 61 73 74 65 73 74 2c 20 61 6e 64 20 74 68 65 20 6c 61 73 74 20 69 6e	hanging.fastest,.and.the.last.in
6fa0	64 65 78 20 63 68 61 6e 67 69 6e 67 0a 20 20 20 20 20 20 20 20 20 20 20 20 73 6c 6f 77 65 73 74	dex.changing.............slowest
6fc0	2e 20 4e 6f 74 65 20 74 68 61 74 20 74 68 65 20 27 43 27 20 61 6e 64 20 27 46 27 20 6f 70 74 69	..Note.that.the.'C'.and.'F'.opti
6fe0	6f 6e 73 20 74 61 6b 65 20 6e 6f 20 61 63 63 6f 75 6e 74 20 6f 66 20 74 68 65 0a 20 20 20 20 20	ons.take.no.account.of.the......
7000	20 20 20 20 20 20 20 6d 65 6d 6f 72 79 20 6c 61 79 6f 75 74 20 6f 66 20 74 68 65 20 75 6e 64 65	.......memory.layout.of.the.unde
7020	72 6c 79 69 6e 67 20 61 72 72 61 79 2c 20 61 6e 64 20 6f 6e 6c 79 20 72 65 66 65 72 20 74 6f 20	rlying.array,.and.only.refer.to.
7040	74 68 65 20 6f 72 64 65 72 0a 20 20 20 20 20 20 20 20 20 20 20 20 6f 66 20 61 78 69 73 20 69 6e	the.order.............of.axis.in
7060	64 65 78 69 6e 67 2e 20 20 27 41 27 20 6d 65 61 6e 73 20 74 6f 20 72 65 61 64 20 74 68 65 20 65	dexing...'A'.means.to.read.the.e
7080	6c 65 6d 65 6e 74 73 20 69 6e 20 46 6f 72 74 72 61 6e 2d 6c 69 6b 65 0a 20 20 20 20 20 20 20 20	lements.in.Fortran-like.........
70a0	20 20 20 20 69 6e 64 65 78 20 6f 72 64 65 72 20 69 66 20 60 6d 60 20 69 73 20 46 6f 72 74 72 61	....index.order.if.`m`.is.Fortra
70c0	6e 20 2a 63 6f 6e 74 69 67 75 6f 75 73 2a 20 69 6e 20 6d 65 6d 6f 72 79 2c 20 43 2d 6c 69 6b 65	n.*contiguous*.in.memory,.C-like
70e0	20 6f 72 64 65 72 0a 20 20 20 20 20 20 20 20 20 20 20 20 6f 74 68 65 72 77 69 73 65 2e 20 20 27	.order.............otherwise...'
7100	4b 27 20 6d 65 61 6e 73 20 74 6f 20 72 65 61 64 20 74 68 65 20 65 6c 65 6d 65 6e 74 73 20 69 6e	K'.means.to.read.the.elements.in
7120	20 74 68 65 20 6f 72 64 65 72 20 74 68 65 79 20 6f 63 63 75 72 0a 20 20 20 20 20 20 20 20 20 20	.the.order.they.occur...........
7140	20 20 69 6e 20 6d 65 6d 6f 72 79 2c 20 65 78 63 65 70 74 20 66 6f 72 20 72 65 76 65 72 73 69 6e	..in.memory,.except.for.reversin
7160	67 20 74 68 65 20 64 61 74 61 20 77 68 65 6e 20 73 74 72 69 64 65 73 20 61 72 65 20 6e 65 67 61	g.the.data.when.strides.are.nega
7180	74 69 76 65 2e 0a 20 20 20 20 20 20 20 20 20 20 20 20 42 79 20 64 65 66 61 75 6c 74 2c 20 27 43	tive..............By.default,.'C
71a0	27 20 69 6e 64 65 78 20 6f 72 64 65 72 20 69 73 20 75 73 65 64 2e 0a 0a 20 20 20 20 20 20 20 20	'.index.order.is.used...........
71c0	52 65 74 75 72 6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20	Returns.........-------.........
71e0	72 65 74 20 3a 20 6d 61 74 72 69 78 0a 20 20 20 20 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20	ret.:.matrix.............Return.
7200	74 68 65 20 6d 61 74 72 69 78 20 66 6c 61 74 74 65 6e 65 64 20 74 6f 20 73 68 61 70 65 20 60 28	the.matrix.flattened.to.shape.`(
7220	31 2c 20 4e 29 60 20 77 68 65 72 65 20 60 4e 60 0a 20 20 20 20 20 20 20 20 20 20 20 20 69 73 20	1,.N)`.where.`N`.............is.
7240	74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 65 6c 65 6d 65 6e 74 73 20 69 6e 20 74 68 65 20 6f 72	the.number.of.elements.in.the.or
7260	69 67 69 6e 61 6c 20 6d 61 74 72 69 78 2e 0a 20 20 20 20 20 20 20 20 20 20 20 20 41 20 63 6f 70	iginal.matrix..............A.cop
7280	79 20 69 73 20 6d 61 64 65 20 6f 6e 6c 79 20 69 66 20 6e 65 63 65 73 73 61 72 79 2e 0a 0a 20 20	y.is.made.only.if.necessary.....
72a0	20 20 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a	......See.Also.........--------.
72c0	20 20 20 20 20 20 20 20 6d 61 74 72 69 78 2e 66 6c 61 74 74 65 6e 20 3a 20 72 65 74 75 72 6e 73	........matrix.flatten.:.returns
72e0	20 61 20 73 69 6d 69 6c 61 72 20 6f 75 74 70 75 74 20 6d 61 74 72 69 78 20 62 75 74 20 61 6c 77	.a.similar.output.matrix.but.alw
7300	61 79 73 20 61 20 63 6f 70 79 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 2e 66 6c 61 74 20 3a	ays.a.copy.........matrix.flat.:
7320	20 61 20 66 6c 61 74 20 69 74 65 72 61 74 6f 72 20 6f 6e 20 74 68 65 20 61 72 72 61 79 2e 0a 20	.a.flat.iterator.on.the.array...
7340	20 20 20 20 20 20 20 6e 75 6d 70 79 2e 72 61 76 65 6c 20 3a 20 72 65 6c 61 74 65 64 20 66 75 6e	.......numpy.ravel.:.related.fun
7360	63 74 69 6f 6e 20 77 68 69 63 68 20 72 65 74 75 72 6e 73 20 61 6e 20 6e 64 61 72 72 61 79 0a 0a	ction.which.returns.an.ndarray..
7380	20 20 20 20 20 20 20 20 72 87 00 00 00 29 03 72 3b 00 00 00 72 3c 00 00 00 72 b0 00 00 00 72 89	........r....).r;...r<...r....r.
73a0	00 00 00 73 02 00 00 00 20 20 72 24 00 00 00 72 b0 00 00 00 7a 0c 6d 61 74 72 69 78 2e 72 61 76	...s......r$...r....z.matrix.rav
73c0	65 6c 88 03 00 00 73 1c 00 00 00 80 00 f4 48 01 00 10 11 8f 79 89 79 8f 7f 89 7f 98 74 a8 35 88	el....s.......H.....y.y.....t.5.
73e0	7f d3 0f 31 d0 08 31 72 26 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00	...1..1r&...c...................
7400	00 f3 22 00 00 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00	..".....|.j.....................
7420	00 00 00 00 00 00 53 00 29 01 61 40 02 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 20	......S.).a@............Returns.
7440	74 68 65 20 74 72 61 6e 73 70 6f 73 65 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 2e 0a 0a 20 20	the.transpose.of.the.matrix.....
7460	20 20 20 20 20 20 44 6f 65 73 20 2a 6e 6f 74 2a 20 63 6f 6e 6a 75 67 61 74 65 21 20 20 46 6f 72	......Does.*not*.conjugate!..For
7480	20 74 68 65 20 63 6f 6d 70 6c 65 78 20 63 6f 6e 6a 75 67 61 74 65 20 74 72 61 6e 73 70 6f 73 65	.the.complex.conjugate.transpose
74a0	2c 20 75 73 65 20 60 60 2e 48 60 60 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61 6d 65 74 65 72	,.use.``.H``...........Parameter
74c0	73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 4e 6f 6e	s.........----------.........Non
74e0	65 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d	e..........Returns.........-----
7500	2d 2d 0a 20 20 20 20 20 20 20 20 72 65 74 20 3a 20 6d 61 74 72 69 78 20 6f 62 6a 65 63 74 0a 20	--.........ret.:.matrix.object..
7520	20 20 20 20 20 20 20 20 20 20 20 54 68 65 20 28 6e 6f 6e 2d 63 6f 6e 6a 75 67 61 74 65 64 29 20	...........The.(non-conjugated).
7540	74 72 61 6e 73 70 6f 73 65 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 20 20	transpose.of.the.matrix.........
7560	20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20	..See.Also.........--------.....
7580	20 20 20 20 74 72 61 6e 73 70 6f 73 65 2c 20 67 65 74 48 0a 0a 20 20 20 20 20 20 20 20 45 78 61	....transpose,.getH..........Exa
75a0	6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 3e	mples.........--------.........>
75c0	3e 3e 20 6d 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 27 5b 31 2c 20 32 3b 20 33 2c 20 34 5d 27 29	>>.m.=.np.matrix('[1,.2;.3,.4]')
75e0	0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b	.........>>>.m.........matrix([[
7600	31 2c 20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 33 2c 20 34 5d 5d 29 0a	1,.2],.................[3,.4]]).
7620	20 20 20 20 20 20 20 20 3e 3e 3e 20 6d 2e 67 65 74 54 28 29 0a 20 20 20 20 20 20 20 20 6d 61 74	........>>>.m.getT().........mat
7640	72 69 78 28 5b 5b 31 2c 20 33 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 32 2c	rix([[1,.3],.................[2,
7660	20 34 5d 5d 29 0a 0a 20 20 20 20 20 20 20 20 29 01 72 74 00 00 00 72 7d 00 00 00 73 01 00 00 00	.4]])..........).rt...r}...s....
7680	20 72 24 00 00 00 da 01 54 7a 08 6d 61 74 72 69 78 2e 54 ae 03 00 00 73 11 00 00 00 80 00 f0 3e	.r$.....Tz.matrix.T....s.......>
76a0	00 10 14 8f 7e 89 7e d3 0f 1f d0 08 1f 72 26 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 04	....~.~......r&...c.............
76c0	00 00 00 03 00 00 00 f3 ba 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 6a 02 00 00 00 00	..............t.........|.j.....
76e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..............j.................
7700	00 00 74 06 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	..t.........j...................
7720	ab 02 00 00 00 00 00 00 72 1e 7c 00 6a 0b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	........r.|.j...................
7740	ab 00 00 00 00 00 00 00 6a 0d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00	........j.......................
7760	00 00 00 00 53 00 7c 00 6a 0b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00	....S.|.j.......................
7780	00 00 00 00 53 00 29 01 61 3a 03 00 00 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 20 74 68	....S.).a:............Returns.th
77a0	65 20 28 63 6f 6d 70 6c 65 78 29 20 63 6f 6e 6a 75 67 61 74 65 20 74 72 61 6e 73 70 6f 73 65 20	e.(complex).conjugate.transpose.
77c0	6f 66 20 60 73 65 6c 66 60 2e 0a 0a 20 20 20 20 20 20 20 20 45 71 75 69 76 61 6c 65 6e 74 20 74	of.`self`...........Equivalent.t
77e0	6f 20 60 60 6e 70 2e 74 72 61 6e 73 70 6f 73 65 28 73 65 6c 66 29 60 60 20 69 66 20 60 73 65 6c	o.``np.transpose(self)``.if.`sel
7800	66 60 20 69 73 20 72 65 61 6c 2d 76 61 6c 75 65 64 2e 0a 0a 20 20 20 20 20 20 20 20 50 61 72 61	f`.is.real-valued...........Para
7820	6d 65 74 65 72 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20	meters.........----------.......
7840	20 20 4e 6f 6e 65 0a 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 20 20 20 20	..None..........Returns.........
7860	2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20 20 72 65 74 20 3a 20 6d 61 74 72 69 78 20 6f 62 6a	-------.........ret.:.matrix.obj
7880	65 63 74 0a 20 20 20 20 20 20 20 20 20 20 20 20 63 6f 6d 70 6c 65 78 20 63 6f 6e 6a 75 67 61 74	ect.............complex.conjugat
78a0	65 20 74 72 61 6e 73 70 6f 73 65 20 6f 66 20 60 73 65 6c 66 60 0a 0a 20 20 20 20 20 20 20 20 45	e.transpose.of.`self`..........E
78c0	78 61 6d 70 6c 65 73 0a 20 20 20 20 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 20 20 20	xamples.........--------........
78e0	20 3e 3e 3e 20 78 20 3d 20 6e 70 2e 6d 61 74 72 69 78 28 6e 70 2e 61 72 61 6e 67 65 28 31 32 29	.>>>.x.=.np.matrix(np.arange(12)
7900	2e 72 65 73 68 61 70 65 28 28 33 2c 34 29 29 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 7a 20 3d	.reshape((3,4))).........>>>.z.=
7920	20 78 20 2d 20 31 6a 2a 78 3b 20 7a 0a 20 20 20 20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 20	.x.-.1j*x;.z.........matrix([[..
7940	30 2e 20 2b 30 2e 6a 2c 20 20 20 31 2e 20 2d 31 2e 6a 2c 20 20 20 32 2e 20 2d 32 2e 6a 2c 20 20	0..+0.j,...1..-1.j,...2..-2.j,..
7960	20 33 2e 20 2d 33 2e 6a 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 20 34 2e	.3..-3.j],.................[..4.
7980	20 2d 34 2e 6a 2c 20 20 20 35 2e 20 2d 35 2e 6a 2c 20 20 20 36 2e 20 2d 36 2e 6a 2c 20 20 20 37	.-4.j,...5..-5.j,...6..-6.j,...7
79a0	2e 20 2d 37 2e 6a 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 20 38 2e 20 2d	..-7.j],.................[..8..-
79c0	38 2e 6a 2c 20 20 20 39 2e 20 2d 39 2e 6a 2c 20 20 31 30 2e 2d 31 30 2e 6a 2c 20 20 31 31 2e 2d	8.j,...9..-9.j,..10.-10.j,..11.-
79e0	31 31 2e 6a 5d 5d 29 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 7a 2e 67 65 74 48 28 29 0a 20 20 20	11.j]]).........>>>.z.getH()....
7a00	20 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 20 30 2e 20 2d 30 2e 6a 2c 20 20 34 2e 20 2b 34 2e 6a	.....matrix([[.0..-0.j,..4..+4.j
7a20	2c 20 20 38 2e 20 2b 38 2e 6a 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 31	,..8..+8.j],.................[.1
7a40	2e 20 2b 31 2e 6a 2c 20 20 35 2e 20 2b 35 2e 6a 2c 20 20 39 2e 20 2b 39 2e 6a 5d 2c 0a 20 20 20	..+1.j,..5..+5.j,..9..+9.j],....
7a60	20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 32 2e 20 2b 32 2e 6a 2c 20 20 36 2e 20 2b 36 2e 6a	.............[.2..+2.j,..6..+6.j
7a80	2c 20 31 30 2e 2b 31 30 2e 6a 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 5b 20 33	,.10.+10.j],.................[.3
7aa0	2e 20 2b 33 2e 6a 2c 20 20 37 2e 20 2b 37 2e 6a 2c 20 31 31 2e 2b 31 31 2e 6a 5d 5d 29 0a 0a 20	..+3.j,..7..+7.j,.11.+11.j]])...
7ac0	20 20 20 20 20 20 20 29 07 da 0a 69 73 73 75 62 63 6c 61 73 73 72 2a 00 00 00 da 04 74 79 70 65	.......)...issubclassr*.....type
7ae0	72 3b 00 00 00 da 0f 63 6f 6d 70 6c 65 78 66 6c 6f 61 74 69 6e 67 72 74 00 00 00 da 09 63 6f 6e	r;.....complexfloatingrt.....con
7b00	6a 75 67 61 74 65 72 7d 00 00 00 73 01 00 00 00 20 72 24 00 00 00 da 01 48 7a 08 6d 61 74 72 69	jugater}...s.....r$.....Hz.matri
7b20	78 2e 48 cf 03 00 00 73 3f 00 00 00 80 00 f4 3c 00 0c 16 90 64 97 6a 91 6a 97 6f 91 6f a4 71 d7	x.H....s?......<....d.j.j.o.o.q.
7b40	27 38 d1 27 38 d4 0b 39 d8 13 17 97 3e 91 3e d3 13 23 d7 13 2d d1 13 2d d3 13 2f d0 0c 2f e0 13	'8.'8..9....>.>..#..-..-../../..
7b60	17 97 3e 91 3e d3 13 23 d0 0c 23 72 26 00 00 00 29 02 4e 54 29 03 4e 4e 4e 72 69 00 00 00 29 01	..>.>..#..#r&...).NT).NNNri...).
7b80	72 32 00 00 00 29 04 4e 4e 4e 72 05 00 00 00 a9 02 4e 4e 29 2c da 08 5f 5f 6e 61 6d 65 5f 5f da	r2...).NNNr......NN),..__name__.
7ba0	0a 5f 5f 6d 6f 64 75 6c 65 5f 5f da 0c 5f 5f 71 75 61 6c 6e 61 6d 65 5f 5f da 07 5f 5f 64 6f 63	.__module__..__qualname__..__doc
7bc0	5f 5f da 12 5f 5f 61 72 72 61 79 5f 70 72 69 6f 72 69 74 79 5f 5f 72 45 00 00 00 72 57 00 00 00	__..__array_priority__rE...rW...
7be0	72 59 00 00 00 72 67 00 00 00 72 60 00 00 00 72 6b 00 00 00 72 6d 00 00 00 72 6f 00 00 00 72 71	rY...rg...r`...rk...rm...ro...rq
7c00	00 00 00 72 77 00 00 00 72 79 00 00 00 72 7c 00 00 00 72 81 00 00 00 72 85 00 00 00 72 88 00 00	...rw...ry...r|...r....r....r...
7c20	00 72 8b 00 00 00 72 8d 00 00 00 72 92 00 00 00 72 94 00 00 00 72 96 00 00 00 72 99 00 00 00 72	.r....r....r....r....r....r....r
7c40	9b 00 00 00 72 9e 00 00 00 72 a1 00 00 00 72 a3 00 00 00 72 a5 00 00 00 da 08 70 72 6f 70 65 72	....r....r....r....r......proper
7c60	74 79 72 ac 00 00 00 72 ae 00 00 00 72 b1 00 00 00 72 b0 00 00 00 72 b4 00 00 00 72 ba 00 00 00	tyr....r....r....r....r....r....
7c80	da 04 66 67 65 74 da 04 67 65 74 54 da 04 67 65 74 41 da 05 67 65 74 41 31 da 04 67 65 74 48 da	..fget..getT..getA..getA1..getH.
7ca0	04 67 65 74 49 72 4e 00 00 00 72 26 00 00 00 72 24 00 00 00 72 02 00 00 00 72 02 00 00 00 49 00	.getIrN...r&...r$...r....r....I.
7cc0	00 00 73 43 01 00 00 84 00 f1 04 29 05 08 f0 54 01 00 1a 1e d0 04 16 f3 04 35 05 13 f2 6e 01 15	..sC.......)...T.........5...n..
7ce0	05 0f f2 2e 18 05 13 f2 34 06 05 1e f2 10 01 05 22 f2 06 02 05 14 f2 08 01 05 29 f2 06 02 05 14	........4.......".........).....
7d00	f2 08 01 05 1e f2 06 0b 05 31 f2 1a 07 05 18 f2 16 14 05 29 f3 2e 20 05 54 01 f3 46 01 31 05 32	.........1.........)....T..F.1.2
7d20	f3 68 01 23 05 34 f3 4a 01 20 05 55 01 f3 44 01 21 05 3c f3 46 01 21 05 3c f3 46 01 1f 05 55 01	.h.#.4.J...U..D.!.<.F.!.<.F...U.
7d40	f3 42 01 15 05 4d 01 f3 2e 26 05 4d 01 f3 50 01 21 05 4d 01 f3 46 01 25 05 3e f3 4e 01 21 05 4d	.B...M...&.M..P.!.M..F.%.>.N.!.M
7d60	01 f3 46 01 25 05 3e f3 4e 01 1f 05 33 f0 42 01 00 06 0e f1 02 2a 05 24 f3 03 00 06 0e f0 02 2a	..F.%.>.N...3.B......*.$.......*
7d80	05 24 f0 58 01 00 06 0e f1 02 1b 05 20 f3 03 00 06 0e f0 02 1b 05 20 f0 3a 00 06 0e f1 02 1a 05	.$.X....................:.......
7da0	28 f3 03 00 06 0e f0 02 1a 05 28 f3 38 24 05 32 f0 4c 01 00 06 0e f1 02 1e 05 20 f3 03 00 06 0e	(.........(.8$.2.L..............
7dc0	f0 02 1e 05 20 f0 40 01 00 06 0e f1 02 20 05 24 f3 03 00 06 0e f0 02 20 05 24 f0 46 01 00 0c 0d	......@........$.........$.F....
7de0	8f 36 89 36 80 44 d8 0b 0c 8f 36 89 36 80 44 d8 0c 0e 8f 47 89 47 80 45 d8 0b 0c 8f 36 89 36 80	.6.6.D....6.6.D....G.G.E....6.6.
7e00	44 d8 0b 0c 8f 36 89 36 81 44 72 26 00 00 00 72 02 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00	D....6.6.Dr&...r....c...........
7e20	00 09 00 00 00 03 00 00 00 f3 cc 01 00 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00	................|.j.............
7e40	00 00 00 00 00 00 64 01 ab 01 00 00 00 00 00 00 7d 03 67 00 7d 04 7c 03 44 00 5d 89 00 00 7d 05	......d.........}.g.}.|.D.]...}.
7e60	7c 05 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00	|.j...................d.........
7e80	7d 06 67 00 7d 07 7c 06 44 00 5d 21 00 00 7d 08 7c 07 6a 03 00 00 00 00 00 00 00 00 00 00 00 00	}.g.}.|.D.]!..}.|.j.............
7ea0	00 00 00 00 00 00 7c 08 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00	......|.j.......................
7ec0	00 00 00 00 ab 01 00 00 00 00 00 00 01 00 8c 23 04 00 7c 07 7d 06 67 00 7d 09 7c 06 44 00 5d 29	...............#..|.}.g.}.|.D.])
7ee0	00 00 7d 0a 7c 0a 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00	..}.|.j.........................
7f00	00 00 7d 0a 09 00 7c 02 7c 0a 19 00 00 00 7d 0b 7c 09 6a 0b 00 00 00 00 00 00 00 00 00 00 00 00	..}...|.|.....}.|.j.............
7f20	00 00 00 00 00 00 7c 0b ab 01 00 00 00 00 00 00 01 00 8c 2b 04 00 7c 04 6a 0b 00 00 00 00 00 00	......|............+..|.j.......
7f40	00 00 00 00 00 00 00 00 00 00 00 00 74 0d 00 00 00 00 00 00 00 00 7c 09 64 05 ac 06 ab 02 00 00	............t.........|.d.......
7f60	00 00 00 00 ab 01 00 00 00 00 00 00 01 00 8c 8b 04 00 74 0d 00 00 00 00 00 00 00 00 7c 04 64 07	..................t.........|.d.
7f80	ac 06 ab 02 00 00 00 00 00 00 53 00 23 00 74 06 00 00 00 00 00 00 00 00 24 00 72 2b 01 00 09 00	..........S.#.t.........$.r+....
7fa0	7c 01 7c 0a 19 00 00 00 7d 0b 6e 21 23 00 74 06 00 00 00 00 00 00 00 00 24 00 72 15 7d 0c 74 09	|.|.....}.n!#.t.........$.r.}.t.
7fc0	00 00 00 00 00 00 00 00 64 03 7c 0a 9b 02 64 04 9d 03 ab 01 00 00 00 00 00 00 64 00 82 02 64 00	........d.|...d...........d...d.
7fe0	7d 0c 7e 0c 77 01 77 00 78 03 59 00 77 01 59 00 8c 71 77 00 78 03 59 00 77 01 29 08 4e 72 0d 00	}.~.w.w.x.Y.w.Y..qw.x.Y.w.).Nr..
8000	00 00 72 0e 00 00 00 7a 05 6e 61 6d 65 20 7a 0f 20 69 73 20 6e 6f 74 20 64 65 66 69 6e 65 64 e9	..r....z.name.z..is.not.defined.
8020	ff ff ff ff 72 84 00 00 00 72 05 00 00 00 29 07 72 10 00 00 00 72 12 00 00 00 da 05 73 74 72 69	....r....r....).r....r......stri
8040	70 da 08 4b 65 79 45 72 72 6f 72 da 09 4e 61 6d 65 45 72 72 6f 72 72 18 00 00 00 72 06 00 00 00	p..KeyError..NameErrorr....r....
8060	29 0d 72 3e 00 00 00 da 05 67 64 69 63 74 da 05 6c 64 69 63 74 72 1b 00 00 00 da 06 72 6f 77 74	).r>.....gdict..ldictr......rowt
8080	75 70 72 1e 00 00 00 72 1f 00 00 00 72 20 00 00 00 72 50 00 00 00 da 06 63 6f 6c 74 75 70 72 21	upr....r....r....rP.....coltupr!
80a0	00 00 00 da 07 74 68 69 73 6d 61 74 da 01 65 73 0d 00 00 00 20 20 20 20 20 20 20 20 20 20 20 20	.....thismat..es................
80c0	20 72 24 00 00 00 da 0c 5f 66 72 6f 6d 5f 73 74 72 69 6e 67 72 d3 00 00 00 f9 03 00 00 73 0a 01	.r$....._from_stringr........s..
80e0	00 00 80 00 d8 0b 0e 8f 39 89 39 90 53 8b 3e 80 44 d8 0d 0f 80 46 d8 0f 13 f2 00 12 05 34 88 03	........9.9.S.>.D....F.......4..
8100	d8 0f 12 8f 79 89 79 98 13 8b 7e 88 04 d8 11 13 88 06 d8 11 15 f2 00 01 09 25 88 41 d8 0c 12 8f	....y.y...~..............%.A....
8120	4d 89 4d 98 21 9f 27 99 27 9b 29 d5 0c 24 f0 03 01 09 25 e0 0f 15 88 04 d8 11 13 88 06 d8 13 17	M.M.!.'.'.)..$....%.............
8140	f2 00 0a 09 23 88 43 d8 12 15 97 29 91 29 93 2b 88 43 f0 02 06 0d 4e 01 d8 1a 1f a0 03 99 2a 90	....#.C....).).+.C....N.......*.
8160	07 f0 0e 00 0d 13 8f 4d 89 4d 98 27 d5 0c 22 f0 15 0a 09 23 f0 16 00 09 0f 8f 0d 89 0d 94 6b a0	.......M.M.'.."....#..........k.
8180	26 a8 72 d4 16 32 d5 08 33 f0 25 12 05 34 f4 26 00 0c 17 90 76 a0 41 d4 0b 26 d0 04 26 f8 f4 11	&.r..2..3.%..4.&....v.A..&..&...
81a0	00 14 1c f2 00 04 0d 4e 01 f0 02 03 11 4e 01 d8 1e 23 a0 43 99 6a 91 47 f8 dc 17 1f f2 00 01 11	.......N.....N...#.C.j.G........
81c0	4e 01 dc 1a 23 a0 65 a8 43 a8 37 b0 2f d0 24 42 d3 1a 43 c8 14 d0 14 4d fb f0 03 01 11 4e 01 fa	N...#.e.C.7./.$B..C....M.....N..
81e0	f1 03 00 15 1c f0 05 04 0d 4e 01 fa 73 36 00 00 00 c1 2c 05 42 2f 04 c2 2f 09 43 23 07 c2 39 05	.........N..s6....,.B/../.C#..9.
8200	42 3f 06 c2 3e 01 43 23 07 c2 3f 09 43 1d 09 c3 08 10 43 18 09 c3 18 05 43 1d 09 c3 1d 03 43 23	B?..>.C#..?.C.....C.....C.....C#
8220	07 c3 22 01 43 23 07 63 03 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 1a 02 00	..".C#.c........................
8240	00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 74 02 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00	...t.........|.t................
8260	00 72 53 7c 02 80 37 74 05 00 00 00 00 00 00 00 00 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00	.rS|..7t.........j..............
8280	00 00 00 00 00 ab 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	.............j..................
82a0	00 7d 03 7c 03 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7d 04 7c 03 6a 0c 00	.}.|.j...................}.|.j..
82c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7d 05 6e 04 7c 02 7d 04 7c 01 7d 05 74 0f 00	.................}.n.|.}.|.}.t..
82e0	00 00 00 00 00 00 00 74 11 00 00 00 00 00 00 00 00 7c 00 7c 04 7c 05 ab 03 00 00 00 00 00 00 ab	.......t.........|.|.|..........
8300	01 00 00 00 00 00 00 53 00 74 01 00 00 00 00 00 00 00 00 7c 00 74 12 00 00 00 00 00 00 00 00 74	.......S.t.........|.t.........t
8320	14 00 00 00 00 00 00 00 00 66 02 ab 02 00 00 00 00 00 00 72 6d 67 00 7d 06 7c 00 44 00 5d 50 00	.........f.........rmg.}.|.D.]P.
8340	00 7d 07 74 01 00 00 00 00 00 00 00 00 7c 07 74 16 00 00 00 00 00 00 00 00 6a 18 00 00 00 00 00	.}.t.........|.t.........j......
8360	00 00 00 00 00 00 00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 72 18 74 0f 00 00 00 00 00 00 00	.....................r.t........
8380	00 74 1b 00 00 00 00 00 00 00 00 7c 00 64 02 ac 03 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00	.t.........|.d..................
83a0	00 63 02 01 00 53 00 7c 06 6a 1d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 1b 00	.c...S.|.j...................t..
83c0	00 00 00 00 00 00 00 7c 07 64 02 ac 03 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 8c	.......|.d......................
83e0	52 04 00 74 0f 00 00 00 00 00 00 00 00 74 1b 00 00 00 00 00 00 00 00 7c 06 64 04 ac 03 ab 02 00	R..t.........t.........|.d......
8400	00 00 00 00 00 ab 01 00 00 00 00 00 00 53 00 74 01 00 00 00 00 00 00 00 00 7c 00 74 16 00 00 00	.............S.t.........|.t....
8420	00 00 00 00 00 6a 18 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	.....j..........................
8440	00 72 0b 74 0f 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 53 00 79 01 29 05 61 b7 05	.r.t.........|.........S.y.).a..
8460	00 00 0a 20 20 20 20 42 75 69 6c 64 20 61 20 6d 61 74 72 69 78 20 6f 62 6a 65 63 74 20 66 72 6f	.......Build.a.matrix.object.fro
8480	6d 20 61 20 73 74 72 69 6e 67 2c 20 6e 65 73 74 65 64 20 73 65 71 75 65 6e 63 65 2c 20 6f 72 20	m.a.string,.nested.sequence,.or.
84a0	61 72 72 61 79 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	array.......Parameters.....-----
84c0	2d 2d 2d 2d 2d 0a 20 20 20 20 6f 62 6a 20 3a 20 73 74 72 20 6f 72 20 61 72 72 61 79 5f 6c 69 6b	-----.....obj.:.str.or.array_lik
84e0	65 0a 20 20 20 20 20 20 20 20 49 6e 70 75 74 20 64 61 74 61 2e 20 49 66 20 61 20 73 74 72 69 6e	e.........Input.data..If.a.strin
8500	67 2c 20 76 61 72 69 61 62 6c 65 73 20 69 6e 20 74 68 65 20 63 75 72 72 65 6e 74 20 73 63 6f 70	g,.variables.in.the.current.scop
8520	65 20 6d 61 79 20 62 65 0a 20 20 20 20 20 20 20 20 72 65 66 65 72 65 6e 63 65 64 20 62 79 20 6e	e.may.be.........referenced.by.n
8540	61 6d 65 2e 0a 20 20 20 20 6c 64 69 63 74 20 3a 20 64 69 63 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a	ame......ldict.:.dict,.optional.
8560	20 20 20 20 20 20 20 20 41 20 64 69 63 74 69 6f 6e 61 72 79 20 74 68 61 74 20 72 65 70 6c 61 63	........A.dictionary.that.replac
8580	65 73 20 6c 6f 63 61 6c 20 6f 70 65 72 61 6e 64 73 20 69 6e 20 63 75 72 72 65 6e 74 20 66 72 61	es.local.operands.in.current.fra
85a0	6d 65 2e 0a 20 20 20 20 20 20 20 20 49 67 6e 6f 72 65 64 20 69 66 20 60 6f 62 6a 60 20 69 73 20	me..........Ignored.if.`obj`.is.
85c0	6e 6f 74 20 61 20 73 74 72 69 6e 67 20 6f 72 20 60 67 64 69 63 74 60 20 69 73 20 4e 6f 6e 65 2e	not.a.string.or.`gdict`.is.None.
85e0	0a 20 20 20 20 67 64 69 63 74 20 3a 20 64 69 63 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20	.....gdict.:.dict,.optional.....
8600	20 20 20 20 41 20 64 69 63 74 69 6f 6e 61 72 79 20 74 68 61 74 20 72 65 70 6c 61 63 65 73 20 67	....A.dictionary.that.replaces.g
8620	6c 6f 62 61 6c 20 6f 70 65 72 61 6e 64 73 20 69 6e 20 63 75 72 72 65 6e 74 20 66 72 61 6d 65 2e	lobal.operands.in.current.frame.
8640	0a 20 20 20 20 20 20 20 20 49 67 6e 6f 72 65 64 20 69 66 20 60 6f 62 6a 60 20 69 73 20 6e 6f 74	.........Ignored.if.`obj`.is.not
8660	20 61 20 73 74 72 69 6e 67 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d	.a.string.......Returns.....----
8680	2d 2d 2d 0a 20 20 20 20 6f 75 74 20 3a 20 6d 61 74 72 69 78 0a 20 20 20 20 20 20 20 20 52 65 74	---.....out.:.matrix.........Ret
86a0	75 72 6e 73 20 61 20 6d 61 74 72 69 78 20 6f 62 6a 65 63 74 2c 20 77 68 69 63 68 20 69 73 20 61	urns.a.matrix.object,.which.is.a
86c0	20 73 70 65 63 69 61 6c 69 7a 65 64 20 32 2d 44 20 61 72 72 61 79 2e 0a 0a 20 20 20 20 53 65 65	.specialized.2-D.array.......See
86e0	20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 62 6c 6f 63 6b 20 3a 0a 20	.Also.....--------.....block.:..
8700	20 20 20 20 20 20 20 41 20 67 65 6e 65 72 61 6c 69 7a 61 74 69 6f 6e 20 6f 66 20 74 68 69 73 20	.......A.generalization.of.this.
8720	66 75 6e 63 74 69 6f 6e 20 66 6f 72 20 4e 2d 64 20 61 72 72 61 79 73 2c 20 74 68 61 74 20 72 65	function.for.N-d.arrays,.that.re
8740	74 75 72 6e 73 20 6e 6f 72 6d 61 6c 0a 20 20 20 20 20 20 20 20 6e 64 61 72 72 61 79 73 2e 0a 0a	turns.normal.........ndarrays...
8760	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 20 3e 3e	....Examples.....--------.....>>
8780	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 3e 3e 20 41 20 3d	>.import.numpy.as.np.....>>>.A.=
87a0	20 6e 70 2e 61 73 6d 61 74 72 69 78 28 27 31 20 31 3b 20 31 20 31 27 29 0a 20 20 20 20 3e 3e 3e	.np.asmatrix('1.1;.1.1').....>>>
87c0	20 42 20 3d 20 6e 70 2e 61 73 6d 61 74 72 69 78 28 27 32 20 32 3b 20 32 20 32 27 29 0a 20 20 20	.B.=.np.asmatrix('2.2;.2.2')....
87e0	20 3e 3e 3e 20 43 20 3d 20 6e 70 2e 61 73 6d 61 74 72 69 78 28 27 33 20 34 3b 20 35 20 36 27 29	.>>>.C.=.np.asmatrix('3.4;.5.6')
8800	0a 20 20 20 20 3e 3e 3e 20 44 20 3d 20 6e 70 2e 61 73 6d 61 74 72 69 78 28 27 37 20 38 3b 20 39	.....>>>.D.=.np.asmatrix('7.8;.9
8820	20 30 27 29 0a 0a 20 20 20 20 41 6c 6c 20 74 68 65 20 66 6f 6c 6c 6f 77 69 6e 67 20 65 78 70 72	.0')......All.the.following.expr
8840	65 73 73 69 6f 6e 73 20 63 6f 6e 73 74 72 75 63 74 20 74 68 65 20 73 61 6d 65 20 62 6c 6f 63 6b	essions.construct.the.same.block
8860	20 6d 61 74 72 69 78 3a 0a 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 62 6d 61 74 28 5b 5b 41 2c 20 42	.matrix:......>>>.np.bmat([[A,.B
8880	5d 2c 20 5b 43 2c 20 44 5d 5d 29 0a 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 31 2c 20 32	],.[C,.D]]).....matrix([[1,.1,.2
88a0	2c 20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 31 2c 20 31 2c 20 32 2c 20 32 5d 2c 0a	,.2],.............[1,.1,.2,.2],.
88c0	20 20 20 20 20 20 20 20 20 20 20 20 5b 33 2c 20 34 2c 20 37 2c 20 38 5d 2c 0a 20 20 20 20 20 20	............[3,.4,.7,.8],.......
88e0	20 20 20 20 20 20 5b 35 2c 20 36 2c 20 39 2c 20 30 5d 5d 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e	......[5,.6,.9,.0]]).....>>>.np.
8900	62 6d 61 74 28 6e 70 2e 72 5f 5b 6e 70 2e 63 5f 5b 41 2c 20 42 5d 2c 20 6e 70 2e 63 5f 5b 43 2c	bmat(np.r_[np.c_[A,.B],.np.c_[C,
8920	20 44 5d 5d 29 0a 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 31 2c 20 32 2c 20 32 5d 2c 0a	.D]]).....matrix([[1,.1,.2,.2],.
8940	20 20 20 20 20 20 20 20 20 20 20 20 5b 31 2c 20 31 2c 20 32 2c 20 32 5d 2c 0a 20 20 20 20 20 20	............[1,.1,.2,.2],.......
8960	20 20 20 20 20 20 5b 33 2c 20 34 2c 20 37 2c 20 38 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20	......[3,.4,.7,.8],.............
8980	5b 35 2c 20 36 2c 20 39 2c 20 30 5d 5d 29 0a 20 20 20 20 3e 3e 3e 20 6e 70 2e 62 6d 61 74 28 27	[5,.6,.9,.0]]).....>>>.np.bmat('
89a0	41 2c 42 3b 20 43 2c 44 27 29 0a 20 20 20 20 6d 61 74 72 69 78 28 5b 5b 31 2c 20 31 2c 20 32 2c	A,B;.C,D').....matrix([[1,.1,.2,
89c0	20 32 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 20 5b 31 2c 20 31 2c 20 32 2c 20 32 5d 2c 0a 20	.2],.............[1,.1,.2,.2],..
89e0	20 20 20 20 20 20 20 20 20 20 20 5b 33 2c 20 34 2c 20 37 2c 20 38 5d 2c 0a 20 20 20 20 20 20 20	...........[3,.4,.7,.8],........
8a00	20 20 20 20 20 5b 35 2c 20 36 2c 20 39 2c 20 30 5d 5d 29 0a 0a 20 20 20 20 4e 72 c9 00 00 00 72	.....[5,.6,.9,.0]])......Nr....r
8a20	84 00 00 00 72 05 00 00 00 29 0f 72 39 00 00 00 72 3e 00 00 00 da 03 73 79 73 da 09 5f 67 65 74	....r....).r9...r>.....sys.._get
8a40	66 72 61 6d 65 da 06 66 5f 62 61 63 6b da 09 66 5f 67 6c 6f 62 61 6c 73 da 08 66 5f 6c 6f 63 61	frame..f_back..f_globals..f_loca
8a60	6c 73 72 02 00 00 00 72 d3 00 00 00 72 53 00 00 00 72 61 00 00 00 72 3b 00 00 00 72 3c 00 00 00	lsr....r....rS...ra...r;...r<...
8a80	72 06 00 00 00 72 18 00 00 00 29 08 72 55 00 00 00 72 ce 00 00 00 72 cd 00 00 00 da 05 66 72 61	r....r....).rU...r....r......fra
8aa0	6d 65 da 09 67 6c 6f 62 5f 64 69 63 74 da 08 6c 6f 63 5f 64 69 63 74 da 08 61 72 72 5f 72 6f 77	me..glob_dict..loc_dict..arr_row
8ac0	73 72 1e 00 00 00 73 08 00 00 00 20 20 20 20 20 20 20 20 72 24 00 00 00 72 03 00 00 00 72 03 00	sr....s............r$...r....r..
8ae0	00 00 12 04 00 00 73 db 00 00 00 80 00 f4 6e 01 00 08 12 90 23 94 73 d4 07 1b d8 0b 10 88 3d e4	......s.......n.....#.s.......=.
8b00	14 17 97 4d 91 4d 93 4f d7 14 2a d1 14 2a 88 45 d8 18 1d 9f 0f 99 0f 88 49 d8 17 1c 97 7e 91 7e	...M.M.O..*..*.E........I....~.~
8b20	89 48 e0 18 1d 88 49 d8 17 1c 88 48 e4 0f 15 94 6c a0 33 a8 09 b0 38 d3 16 3c d3 0f 3d d0 08 3d	.H....I....H....l.3...8..<..=..=
8b40	e4 07 11 90 23 9c 05 9c 74 90 7d d4 07 25 e0 13 15 88 08 d8 13 16 f2 00 04 09 3b 88 43 dc 0f 19	....#...t.}..%............;.C...
8b60	98 23 9c 71 9f 79 99 79 d4 0f 29 dc 17 1d 9c 6b a8 23 b0 42 d4 1e 37 d3 17 38 d2 10 38 e0 10 18	.#.q.y.y..)....k.#.B..7..8..8...
8b80	97 0f 91 0f a4 0b a8 43 b0 62 d4 20 39 d5 10 3a f0 09 04 09 3b f4 0a 00 10 16 94 6b a0 28 b0 11	.......C.b..9..:....;......k.(..
8ba0	d4 16 33 d3 0f 34 d0 08 34 dc 07 11 90 23 94 71 97 79 91 79 d4 07 21 dc 0f 15 90 63 8b 7b d0 08	..3..4..4....#.q.y.y..!....c.{..
8bc0	1a f0 03 00 08 22 72 26 00 00 00 72 69 00 00 00 72 bb 00 00 00 29 14 da 07 5f 5f 61 6c 6c 5f 5f	....."r&...ri...r....)...__all__
8be0	72 14 00 00 00 72 d5 00 00 00 72 36 00 00 00 da 13 6e 75 6d 70 79 2e 5f 63 6f 72 65 2e 6e 75 6d	r....r....r6.....numpy._core.num
8c00	65 72 69 63 da 05 5f 63 6f 72 65 da 07 6e 75 6d 65 72 69 63 72 3b 00 00 00 72 06 00 00 00 72 07	eric.._core..numericr;...r....r.
8c20	00 00 00 da 0c 6e 75 6d 70 79 2e 5f 75 74 69 6c 73 72 08 00 00 00 72 a9 00 00 00 72 0a 00 00 00	.....numpy._utilsr....r....r....
8c40	72 25 00 00 00 72 04 00 00 00 72 3c 00 00 00 72 02 00 00 00 72 d3 00 00 00 72 03 00 00 00 72 4e	r%...r....r<...r....r....r....rN
8c60	00 00 00 72 26 00 00 00 72 24 00 00 00 fa 08 3c 6d 6f 64 75 6c 65 3e 72 e3 00 00 00 01 00 00 00	...r&...r$.....<module>r........
8c80	73 8b 00 00 00 f0 03 01 01 01 da 0a 28 80 07 e3 00 0a db 00 0a db 00 0f e7 00 1f d0 00 1f df 00	s...........(...................
8ca0	35 dd 00 23 f5 08 00 01 26 f2 06 11 01 13 f1 28 00 02 0c 88 47 d3 01 14 f2 02 21 01 31 f3 03 00	5..#....&......(....G.....!.1...
8cc0	02 15 f0 02 21 01 31 f1 48 01 00 02 0c 88 47 d3 01 14 f4 02 6d 0e 01 12 88 51 8f 59 89 59 f3 00	....!.1.H.....G.....m....Q.Y.Y..
8ce0	6d 0e 01 12 f3 03 00 02 15 f0 02 6d 0e 01 12 f2 5e 1d 16 01 27 f1 32 00 02 0c 88 47 d3 01 14 f2	m..........m....^...'.2....G....
8d00	02 4c 01 01 1b f3 03 00 02 15 f1 02 4c 01 01 1b 72 26 00 00 00	.L..........L...r&...