blob: b01abe09c90c0cc867d37d03ee81aac60c4348b8 (plain)

ofs	hex dump	ascii
0000	cb 0d 0d 0a 00 00 00 00 85 fa a7 68 89 0a 00 00 e3 00 00 00 00 00 00 00 00 00 00 00 00 05 00 00	...........h....................
0020	00 00 00 00 00 f3 74 00 00 00 97 00 64 00 5a 00 64 01 64 02 6c 01 5a 02 64 01 64 03 6c 03 6d 04	......t.....d.Z.d.d.l.Z.d.d.l.m.
0040	5a 04 01 00 64 04 67 01 5a 05 02 00 65 04 64 05 ab 01 00 00 00 00 00 00 02 00 65 04 64 06 ab 01	Z...d.g.Z...e.d...........e.d...
0060	00 00 00 00 00 00 65 02 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 08 64 07	......e.j...................d.d.
0080	84 01 ab 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 5a 07 79 02 29 09	..........................Z.y.).
00a0	7a 35 42 65 74 68 65 20 48 65 73 73 69 61 6e 20 6f 72 20 64 65 66 6f 72 6d 65 64 20 4c 61 70 6c	z5Bethe.Hessian.or.deformed.Lapl
00c0	61 63 69 61 6e 20 6d 61 74 72 69 78 20 6f 66 20 67 72 61 70 68 73 2e e9 00 00 00 00 4e 29 01 da	acian.matrix.of.graphs......N)..
00e0	13 6e 6f 74 5f 69 6d 70 6c 65 6d 65 6e 74 65 64 5f 66 6f 72 da 14 62 65 74 68 65 5f 68 65 73 73	.not_implemented_for..bethe_hess
0100	69 61 6e 5f 6d 61 74 72 69 78 da 08 64 69 72 65 63 74 65 64 da 0a 6d 75 6c 74 69 67 72 61 70 68	ian_matrix..directed..multigraph
0120	63 03 00 00 00 00 00 00 00 00 00 00 00 09 00 00 00 03 00 00 00 f3 3a 02 00 00 97 00 64 01 64 02	c.....................:.....d.d.
0140	6c 00 7d 03 7c 02 80 0b 74 03 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 02 7c 01	l.}.|...t.........|.........}.|.
0160	80 4e 74 05 00 00 00 00 00 00 00 00 64 03 84 00 74 07 00 00 00 00 00 00 00 00 6a 08 00 00 00 00	.Nt.........d...t.........j.....
0180	00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 44 00 ab 00 00 00 00 00	..............|.........D.......
01a0	00 00 ab 01 00 00 00 00 00 00 74 05 00 00 00 00 00 00 00 00 64 04 84 00 74 07 00 00 00 00 00 00	..........t.........d...t.......
01c0	00 00 6a 08 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00	..j...................|.........
01e0	44 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7a 0b 00 00 64 05 7a 0a 00 00 7d 01 74 07	D.................z...d.z...}.t.
0200	00 00 00 00 00 00 00 00 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 02	........j...................|.|.
0220	64 06 ac 07 ab 03 00 00 00 00 00 00 7d 04 7c 04 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00	d...........}.|.j...............
0240	00 00 00 00 5c 02 00 00 7d 05 7d 06 7c 03 6a 0e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....\...}.}.|.j.................
0260	00 00 6a 11 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 03 6a 0e 00 00 00 00 00 00	..j...................|.j.......
0280	00 00 00 00 00 00 00 00 00 00 00 00 6a 13 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	............j...................
02a0	7c 04 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 05 ac 08 ab 01 00 00 00 00	|.j...................d.........
02c0	00 00 64 01 7c 06 7c 05 64 06 ac 09 ab 05 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 07 7c 03	..d.|.|.d...................}.|.
02e0	6a 0e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 11 00 00 00 00 00 00 00 00 00 00	j...................j...........
0300	00 00 00 00 00 00 00 00 7c 03 6a 0e 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 15	........|.j...................j.
0320	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 06 7c 05 64 06 ac 09 ab 03 00 00 00 00	..................|.|.d.........
0340	00 00 ab 01 00 00 00 00 00 00 7d 08 7c 01 64 0a 7a 08 00 00 64 05 7a 0a 00 00 7c 08 7a 05 00 00	..........}.|.d.z...d.z...|.z...
0360	7c 01 7c 04 7a 05 00 00 7a 0a 00 00 7c 07 7a 00 00 00 53 00 29 0b 75 ec 06 00 00 52 65 74 75 72	|.|.z...z...|.z...S.).u....Retur
0380	6e 73 20 74 68 65 20 42 65 74 68 65 20 48 65 73 73 69 61 6e 20 6d 61 74 72 69 78 20 6f 66 20 47	ns.the.Bethe.Hessian.matrix.of.G
03a0	2e 0a 0a 20 20 20 20 54 68 65 20 42 65 74 68 65 20 48 65 73 73 69 61 6e 20 69 73 20 61 20 66 61	.......The.Bethe.Hessian.is.a.fa
03c0	6d 69 6c 79 20 6f 66 20 6d 61 74 72 69 63 65 73 20 70 61 72 61 6d 65 74 72 69 7a 65 64 20 62 79	mily.of.matrices.parametrized.by
03e0	20 72 2c 20 64 65 66 69 6e 65 64 20 61 73 0a 20 20 20 20 48 28 72 29 20 3d 20 28 72 5e 32 20 2d	.r,.defined.as.....H(r).=.(r^2.-
0400	20 31 29 20 49 20 2d 20 72 20 41 20 2b 20 44 20 77 68 65 72 65 20 41 20 69 73 20 74 68 65 20 61	.1).I.-.r.A.+.D.where.A.is.the.a
0420	64 6a 61 63 65 6e 63 79 20 6d 61 74 72 69 78 2c 20 44 20 69 73 20 74 68 65 0a 20 20 20 20 64 69	djacency.matrix,.D.is.the.....di
0440	61 67 6f 6e 61 6c 20 6d 61 74 72 69 78 20 6f 66 20 6e 6f 64 65 20 64 65 67 72 65 65 73 2c 20 61	agonal.matrix.of.node.degrees,.a
0460	6e 64 20 49 20 69 73 20 74 68 65 20 69 64 65 6e 74 69 66 79 20 6d 61 74 72 69 78 2e 20 49 74 20	nd.I.is.the.identify.matrix..It.
0480	69 73 20 65 71 75 61 6c 0a 20 20 20 20 74 6f 20 74 68 65 20 67 72 61 70 68 20 6c 61 70 6c 61 63	is.equal.....to.the.graph.laplac
04a0	69 61 6e 20 77 68 65 6e 20 74 68 65 20 72 65 67 75 6c 61 72 69 7a 65 72 20 72 20 3d 20 31 2e 0a	ian.when.the.regularizer.r.=.1..
04c0	0a 20 20 20 20 54 68 65 20 64 65 66 61 75 6c 74 20 63 68 6f 69 63 65 20 6f 66 20 72 65 67 75 6c	.....The.default.choice.of.regul
04e0	61 72 69 7a 65 72 20 73 68 6f 75 6c 64 20 62 65 20 74 68 65 20 72 61 74 69 6f 20 5b 32 5d 5f 0a	arizer.should.be.the.ratio.[2]_.
0500	0a 20 20 20 20 2e 2e 20 6d 61 74 68 3a 3a 0a 20 20 20 20 20 20 72 5f 6d 20 3d 20 5c 6c 65 66 74	........math::.......r_m.=.\left
0520	28 5c 73 75 6d 20 6b 5f 69 20 5c 72 69 67 68 74 29 5e 7b 2d 31 7d 5c 6c 65 66 74 28 5c 73 75 6d	(\sum.k_i.\right)^{-1}\left(\sum
0540	20 6b 5f 69 5e 32 20 5c 72 69 67 68 74 29 20 2d 20 31 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65	.k_i^2.\right).-.1......Paramete
0560	72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 47 72 61 70 68 0a	rs.....----------.....G.:.Graph.
0580	20 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 0a 20 20 20 20 72 20 3a 20	.......A.NetworkX.graph.....r.:.
05a0	66 6c 6f 61 74 0a 20 20 20 20 20 20 20 52 65 67 75 6c 61 72 69 7a 65 72 20 70 61 72 61 6d 65 74	float........Regularizer.paramet
05c0	65 72 0a 20 20 20 20 6e 6f 64 65 6c 69 73 74 20 3a 20 6c 69 73 74 2c 20 6f 70 74 69 6f 6e 61 6c	er.....nodelist.:.list,.optional
05e0	0a 20 20 20 20 20 20 20 54 68 65 20 72 6f 77 73 20 61 6e 64 20 63 6f 6c 75 6d 6e 73 20 61 72 65	........The.rows.and.columns.are
0600	20 6f 72 64 65 72 65 64 20 61 63 63 6f 72 64 69 6e 67 20 74 6f 20 74 68 65 20 6e 6f 64 65 73 20	.ordered.according.to.the.nodes.
0620	69 6e 20 6e 6f 64 65 6c 69 73 74 2e 0a 20 20 20 20 20 20 20 49 66 20 6e 6f 64 65 6c 69 73 74 20	in.nodelist.........If.nodelist.
0640	69 73 20 4e 6f 6e 65 2c 20 74 68 65 6e 20 74 68 65 20 6f 72 64 65 72 69 6e 67 20 69 73 20 70 72	is.None,.then.the.ordering.is.pr
0660	6f 64 75 63 65 64 20 62 79 20 60 60 47 2e 6e 6f 64 65 73 28 29 60 60 2e 0a 0a 20 20 20 20 52 65	oduced.by.``G.nodes()``.......Re
0680	74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 48 20 3a 20 73 63 69 70 79 2e	turns.....-------.....H.:.scipy.
06a0	73 70 61 72 73 65 2e 63 73 72 5f 61 72 72 61 79 0a 20 20 20 20 20 20 54 68 65 20 42 65 74 68 65	sparse.csr_array.......The.Bethe
06c0	20 48 65 73 73 69 61 6e 20 6d 61 74 72 69 78 20 6f 66 20 60 47 60 2c 20 77 69 74 68 20 70 61 72	.Hessian.matrix.of.`G`,.with.par
06e0	61 6d 65 74 65 72 20 60 72 60 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d	ameter.`r`.......Examples.....--
0700	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 6b 20 3d 20 5b 33 2c 20 32 2c 20 32 2c 20 31 2c 20	------.....>>>.k.=.[3,.2,.2,.1,.
0720	30 5d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 68 61 76 65 6c 5f 68 61 6b 69 6d 69 5f 67	0].....>>>.G.=.nx.havel_hakimi_g
0740	72 61 70 68 28 6b 29 0a 20 20 20 20 3e 3e 3e 20 48 20 3d 20 6e 78 2e 62 65 74 68 65 5f 68 65 73	raph(k).....>>>.H.=.nx.bethe_hes
0760	73 69 61 6e 5f 6d 61 74 72 69 78 28 47 29 0a 20 20 20 20 3e 3e 3e 20 48 2e 74 6f 61 72 72 61 79	sian_matrix(G).....>>>.H.toarray
0780	28 29 0a 20 20 20 20 61 72 72 61 79 28 5b 5b 20 33 2e 35 36 32 35 2c 20 2d 31 2e 32 35 20 20 2c	().....array([[.3.5625,.-1.25..,
07a0	20 2d 31 2e 32 35 20 20 2c 20 2d 31 2e 32 35 20 20 2c 20 20 30 2e 20 20 20 20 5d 2c 0a 20 20 20	.-1.25..,.-1.25..,..0.....],....
07c0	20 20 20 20 20 20 20 20 5b 2d 31 2e 32 35 20 20 2c 20 20 32 2e 35 36 32 35 2c 20 2d 31 2e 32 35	........[-1.25..,..2.5625,.-1.25
07e0	20 20 2c 20 20 30 2e 20 20 20 20 2c 20 20 30 2e 20 20 20 20 5d 2c 0a 20 20 20 20 20 20 20 20 20	..,..0.....,..0.....],..........
0800	20 20 5b 2d 31 2e 32 35 20 20 2c 20 2d 31 2e 32 35 20 20 2c 20 20 32 2e 35 36 32 35 2c 20 20 30	..[-1.25..,.-1.25..,..2.5625,..0
0820	2e 20 20 20 20 2c 20 20 30 2e 20 20 20 20 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 2d 31 2e	.....,..0.....],............[-1.
0840	32 35 20 20 2c 20 20 30 2e 20 20 20 20 2c 20 20 30 2e 20 20 20 20 2c 20 20 31 2e 35 36 32 35 2c	25..,..0.....,..0.....,..1.5625,
0860	20 20 30 2e 20 20 20 20 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 20 30 2e 20 20 20 20 2c 20	..0.....],............[.0.....,.
0880	20 30 2e 20 20 20 20 2c 20 20 30 2e 20 20 20 20 2c 20 20 30 2e 20 20 20 20 2c 20 20 30 2e 35 36	.0.....,..0.....,..0.....,..0.56
08a0	32 35 5d 5d 29 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d	25]])......See.Also.....--------
08c0	0a 20 20 20 20 62 65 74 68 65 5f 68 65 73 73 69 61 6e 5f 73 70 65 63 74 72 75 6d 0a 20 20 20 20	.....bethe_hessian_spectrum.....
08e0	61 64 6a 61 63 65 6e 63 79 5f 6d 61 74 72 69 78 0a 20 20 20 20 6c 61 70 6c 61 63 69 61 6e 5f 6d	adjacency_matrix.....laplacian_m
0900	61 74 72 69 78 0a 0a 20 20 20 20 52 65 66 65 72 65 6e 63 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d	atrix......References.....------
0920	2d 2d 2d 2d 0a 20 20 20 20 2e 2e 20 5b 31 5d 20 41 2e 20 53 61 61 64 65 2c 20 46 2e 20 4b 72 7a	----........[1].A..Saade,.F..Krz
0940	61 6b 61 6c 61 20 61 6e 64 20 4c 2e 20 5a 64 65 62 6f 72 6f 76 c3 a1 0a 20 20 20 20 20 20 20 22	akala.and.L..Zdeborov.........."
0960	53 70 65 63 74 72 61 6c 20 43 6c 75 73 74 65 72 69 6e 67 20 6f 66 20 47 72 61 70 68 73 20 77 69	Spectral.Clustering.of.Graphs.wi
0980	74 68 20 74 68 65 20 42 65 74 68 65 20 48 65 73 73 69 61 6e 22 2c 0a 20 20 20 20 20 20 20 41 64	th.the.Bethe.Hessian",........Ad
09a0	76 61 6e 63 65 73 20 69 6e 20 4e 65 75 72 61 6c 20 49 6e 66 6f 72 6d 61 74 69 6f 6e 20 50 72 6f	vances.in.Neural.Information.Pro
09c0	63 65 73 73 69 6e 67 20 53 79 73 74 65 6d 73 2c 20 32 30 31 34 2e 0a 20 20 20 20 2e 2e 20 5b 32	cessing.Systems,.2014.........[2
09e0	5d 20 43 2e 20 4d 2e 20 4c 65 2c 20 45 2e 20 4c 65 76 69 6e 61 0a 20 20 20 20 20 20 20 22 45 73	].C..M..Le,.E..Levina........"Es
0a00	74 69 6d 61 74 69 6e 67 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 63 6f 6d 6d 75 6e 69 74 69	timating.the.number.of.communiti
0a20	65 73 20 69 6e 20 6e 65 74 77 6f 72 6b 73 20 62 79 20 73 70 65 63 74 72 61 6c 20 6d 65 74 68 6f	es.in.networks.by.spectral.metho
0a40	64 73 22 0a 20 20 20 20 20 20 20 61 72 58 69 76 3a 31 35 30 37 2e 30 30 38 32 37 2c 20 32 30 31	ds"........arXiv:1507.00827,.201
0a60	35 2e 0a 20 20 20 20 72 02 00 00 00 4e 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 33 00	5......r....Nc................3.
0a80	00 00 f3 2c 00 00 00 4b 00 01 00 97 00 7c 00 5d 0c 00 00 5c 02 00 00 7d 01 7d 02 7c 02 64 00 7a	...,...K.....|.]...\...}.}.|.d.z
0aa0	08 00 00 96 01 97 01 01 00 8c 0e 04 00 79 01 ad 03 77 01 29 02 e9 02 00 00 00 4e a9 00 a9 03 da	.............y...w.)......N.....
0ac0	02 2e 30 da 01 76 da 01 64 73 03 00 00 00 20 20 20 fa 69 2f 68 6f 6d 65 2f 62 6c 61 63 6b 68 61	..0..v..ds........i/home/blackha
0ae0	6f 2f 75 69 75 63 2d 63 6f 75 72 73 65 2d 67 72 61 70 68 2f 2e 76 65 6e 76 2f 6c 69 62 2f 70 79	o/uiuc-course-graph/.venv/lib/py
0b00	74 68 6f 6e 33 2e 31 32 2f 73 69 74 65 2d 70 61 63 6b 61 67 65 73 2f 6e 65 74 77 6f 72 6b 78 2f	thon3.12/site-packages/networkx/
0b20	6c 69 6e 61 6c 67 2f 62 65 74 68 65 68 65 73 73 69 61 6e 6d 61 74 72 69 78 2e 70 79 fa 09 3c 67	linalg/bethehessianmatrix.py..<g
0b40	65 6e 65 78 70 72 3e 7a 27 62 65 74 68 65 5f 68 65 73 73 69 61 6e 5f 6d 61 74 72 69 78 2e 3c 6c	enexpr>z'bethe_hessian_matrix.<l
0b60	6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 48 00 00 00 73 18 00 00 00 e8 00 f8 80 00 d2 0f	ocals>.<genexpr>H...s...........
0b80	2e 99 14 98 11 98 41 90 01 90 31 95 04 d1 0f 2e f9 73 04 00 00 00 82 12 14 01 63 01 00 00 00 00	......A...1......s........c.....
0ba0	00 00 00 00 00 00 00 03 00 00 00 33 00 00 00 f3 26 00 00 00 4b 00 01 00 97 00 7c 00 5d 09 00 00	...........3....&...K.....|.]...
0bc0	5c 02 00 00 7d 01 7d 02 7c 02 96 01 97 01 01 00 8c 0b 04 00 79 00 ad 03 77 01 29 01 4e 72 0a 00	\...}.}.|...........y...w.).Nr..
0be0	00 00 72 0b 00 00 00 73 03 00 00 00 20 20 20 72 0f 00 00 00 72 10 00 00 00 7a 27 62 65 74 68 65	..r....s.......r....r....z'bethe
0c00	5f 68 65 73 73 69 61 6e 5f 6d 61 74 72 69 78 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70	_hessian_matrix.<locals>.<genexp
0c20	72 3e 48 00 00 00 73 14 00 00 00 e8 00 f8 80 00 d2 34 50 b9 34 b8 31 b8 61 b4 51 d1 34 50 f9 73	r>H...s..........4P.4.1.a.Q.4P.s
0c40	04 00 00 00 82 0f 11 01 e9 01 00 00 00 da 03 63 73 72 29 02 da 08 6e 6f 64 65 6c 69 73 74 da 06	...............csr)...nodelist..
0c60	66 6f 72 6d 61 74 29 01 da 04 61 78 69 73 29 01 72 15 00 00 00 72 09 00 00 00 29 0b da 05 73 63	format)...axis).r....r....)...sc
0c80	69 70 79 da 04 6c 69 73 74 da 03 73 75 6d da 02 6e 78 da 06 64 65 67 72 65 65 da 15 74 6f 5f 73	ipy..list..sum..nx..degree..to_s
0ca0	63 69 70 79 5f 73 70 61 72 73 65 5f 61 72 72 61 79 da 05 73 68 61 70 65 da 06 73 70 61 72 73 65	cipy_sparse_array..shape..sparse
0cc0	da 09 63 73 72 5f 61 72 72 61 79 da 07 73 70 64 69 61 67 73 da 03 65 79 65 29 09 da 01 47 da 01	..csr_array..spdiags..eye)...G..
0ce0	72 72 14 00 00 00 da 02 73 70 da 01 41 da 01 6e da 01 6d da 01 44 da 01 49 73 09 00 00 00 20 20	rr......sp..A..n..m..D..Is......
0d00	20 20 20 20 20 20 20 72 0f 00 00 00 72 04 00 00 00 72 04 00 00 00 09 00 00 00 73 f2 00 00 00 80	.......r....r....r........s.....
0d20	00 f3 74 01 00 05 17 e0 07 0f d0 07 17 dc 13 17 98 01 93 37 88 08 d8 07 08 80 79 dc 0c 0f d1 0f	..t................7......y.....
0d40	2e a4 12 a7 19 a1 19 a8 31 a3 1c d4 0f 2e d3 0c 2e b4 13 d1 34 50 c4 32 c7 39 c1 39 c8 51 c3 3c	........1...........4P.2.9.9.Q.<
0d60	d4 34 50 d3 31 50 d1 0c 50 d0 53 54 d1 0c 54 88 01 dc 08 0a d7 08 20 d1 08 20 a0 11 a8 58 b8 65	.4P.1P..P.ST..T..............X.e
0d80	d4 08 44 80 41 d8 0b 0c 8f 37 89 37 81 44 80 41 80 71 e0 08 0a 8f 09 89 09 d7 08 1b d1 08 1b 98	..D.A....7.7.D.A.q..............
0da0	42 9f 49 99 49 d7 1c 2d d1 1c 2d a8 61 af 65 a9 65 b8 11 a8 65 ab 6d b8 51 c0 01 c0 31 c8 55 d0	B.I.I..-..-.a.e.e...e.m.Q...1.U.
0dc0	1c 2d d3 1c 53 d3 08 54 80 41 e0 08 0a 8f 09 89 09 d7 08 1b d1 08 1b 98 42 9f 49 99 49 9f 4d 99	.-..S..T.A..............B.I.I.M.
0de0	4d a8 21 a8 51 b0 75 98 4d d3 1c 3d d3 08 3e 80 41 d8 0c 0d 88 71 89 44 90 31 89 48 98 01 89 3e	M.!.Q.u.M..=..>.A....q.D.1.H...>
0e00	98 41 a0 01 99 45 d1 0b 21 a0 41 d1 0b 25 d0 04 25 f3 00 00 00 00 29 02 4e 4e 29 08 da 07 5f 5f	.A...E..!.A..%..%.....).NN)...__
0e20	64 6f 63 5f 5f da 08 6e 65 74 77 6f 72 6b 78 72 1a 00 00 00 da 0e 6e 65 74 77 6f 72 6b 78 2e 75	doc__..networkxr......networkx.u
0e40	74 69 6c 73 72 03 00 00 00 da 07 5f 5f 61 6c 6c 5f 5f da 0d 5f 64 69 73 70 61 74 63 68 61 62 6c	tilsr......__all__.._dispatchabl
0e60	65 72 04 00 00 00 72 0a 00 00 00 72 2a 00 00 00 72 0f 00 00 00 fa 08 3c 6d 6f 64 75 6c 65 3e 72	er....r....r*...r......<module>r
0e80	30 00 00 00 01 00 00 00 73 4c 00 00 00 f0 03 01 01 01 d9 00 3b e3 00 15 dd 00 2e e0 0b 21 d0 0a	0.......sL..........;........!..
0ea0	22 80 07 f1 06 00 02 15 90 5a d3 01 20 d9 01 14 90 5c d3 01 22 d8 01 03 d7 01 11 d1 01 11 f2 02	"........Z.......\.."...........
0ec0	43 01 01 26 f3 03 00 02 12 f3 03 00 02 23 f3 03 00 02 21 f1 06 43 01 01 26 72 2a 00 00 00	C..&.........#....!..C..&r*...