/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.c4lpv2WS/pandas_2.2.3+dfsg-9.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.c4lpv2WS/pandas_2.2.3+dfsg-9.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.c4lpv2WS/pandas_2.2.3+dfsg-9.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.c4lpv2WS/b1/pandas_2.2.3+dfsg-9_arm64.changes /srv/reproducible-results/rbuild-debian/r-b-build.c4lpv2WS/b2/pandas_2.2.3+dfsg-9

⊟

14.8 MB

/srv/reproducible-results/rbuild-debian/r-b-build.c4lpv2WS/b1/pandas_2.2.3+dfsg-9_arm64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.c4lpv2WS/b2/pandas_2.2.3+dfsg-9_arm64.changes ¶

⊟

733 B

Files ¶

⊟

190 KB

python-pandas-doc_2.2.3+dfsg-9_all.deb ¶

⊟

452 B

file list ¶

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

189 KB

data.tar.xz ¶

⊟

189 KB

data.tar ¶

⊟

9.64 KB

file list ¶

⊟

43.4 KB

⊟

43.3 KB

⊟

4.38 KB

⊟

1.47 KB

⊟

28.9 KB

⊟

9.89 KB

⊟

4.06 KB

⊟

1020 B

⊟

89.1 KB

⊟

88.9 KB

⊟

88.9 KB

Similarity: 0.9985610875706213% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2026-05-02T10:47:19.790405Z', " "'iopub.status.busy': '2026-05-02T10:47:19.789324Z', 'iopub.status.idle': " "'2026-05-02T10:47:20.182832Z', 'shell.execute_reply': " "'2026-05-02T10:47:20.181959Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2026-05-02T10:47:20.186367Z', 'iopub.status.busy': " "'2026-05-02T10:47:20.186062Z', 'iopub.status.idle': '2026-05-02T10:47:2 […]

⊟

3.75 KB

⊟

1.04 KB

⊟

2.96 KB

⊟

1010 B

⊟

2.93 KB

⊟

711 B

⊟

2.22 KB

python3-pandas-lib_2.2.3+dfsg-9_arm64.deb ¶

⊟

367 B

file list ¶

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

1.68 KB

data.tar.xz ¶

⊟

1.66 KB

data.tar ¶

⊟

1.65 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-313-aarch64-linux-gnu.so ¶

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

628 B

readelf --wide --notes {} ¶

⊟

811 B

readelf --wide --decompress --hex-dump=.gnu_debuglink {} ¶

error from `readelf --wide --decompress --hex-dump=.gnu_debuglink {}`: readelf: Error: no .dynamic section in the dynamic segment

⊟

14.7 MB

python3-pandas-lib-dbgsym_2.2.3+dfsg-9_arm64.deb ¶

⊟

452 B

file list ¶

⊟

5.18 KB

control.tar.xz ¶

⊟

5.15 KB

control.tar ¶

⊟

3.83 KB

./control ¶

⊟

1.3 KB

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

1.25 KB

line order ¶

⊟

14.6 MB

data.tar.xz ¶

⊟

14.6 MB

data.tar ¶

⊟

3.89 KB

file list ¶

⊟

14.6 MB

./usr/lib/debug/.build-id/3f/32e31c0fe47ac46e43e5fe2db34b23f32fc24f.debug vs.

./usr/lib/debug/.build-id/07/15c51cb1be8be2220fa19e7853bee1951d5c1f.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 87% similar despite different names

⊟

863 B

readelf --wide --file-header {} ¶

⊟

3.47 KB

readelf --wide --sections {} ¶

⊟

628 B

readelf --wide --notes {} ¶

⊟

14.6 MB

readelf --wide --debug-dump=info {} ¶

⊟

45.8 KB

readelf --wide --debug-dump=loc {} ¶

⊟

2.69 KB

strings --all --bytes=8 {} ¶


Offset 1, 5 lines modified		Offset 1, 5 lines modified

1	·4c6a9131d2b24bf80a0951f33a88e98b·10794620·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
2	·cdd2f20d52917edbf0c7c56aca8e2e8d·34776572·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_arm64.deb
3	·44~~1b6~~7d24~~cf446b~~81d~~658bbd~~4a85~~700e·~~3877148·~~pyth~~on·optional·python3-pandas-~~lib~~_2.2.3+dfsg-9_arm64.deb	1	·e597f4391b778ed2167ef4805c6b1773·10793864·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
		2	·a8edc16622ec86de69c8275bed447999·34776136·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_arm64.deb
		3	·e6e6b1396f5ee91a540716aa9087d9ab·3875984·python·optional·python3-pandas-lib_2.2.3+dfsg-9_arm64.deb
4	·6f05a87b66230b056112f4c7c394692b·3096828·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb	4	·6f05a87b66230b056112f4c7c394692b·3096828·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary
2	-rw-r--r--···0········0········0···147380·2025-03-29·13:01:52.000000·control.tar.xz	2	-rw-r--r--···0········0········0···147376·2025-03-29·13:01:52.000000·control.tar.xz
3	-rw-r--r--···0········0········0·1064~~7048~~·2025-03-29·13:01:52.000000·data.tar.xz	3	-rw-r--r--···0········0········0·10646296·2025-03-29·13:01:52.000000·data.tar.xz


Offset 21550, 15 lines modified		Offset 21550, 14 lines modified
21550	········"007200":·2184,	21550	········"007200":·2184,
21551	········"007207":·[2184,·2214],	21551	········"007207":·[2184,·2214],
21552	········"007717":·2199,	21552	········"007717":·2199,
21553	········"007824":·15,	21553	········"007824":·15,
21554	········"007952":·2207,	21554	········"007952":·2207,
21555	········"007996":·2186,	21555	········"007996":·2186,
21556	········"007f":·203,	21556	········"007f":·203,
21557	········"008":·2193,
21558	········"008182":·2204,	21557	········"008182":·2204,
21559	········"008298":·2186,	21558	········"008298":·2186,
21560	········"008344":·2207,	21559	········"008344":·2207,
21561	········"008358":·2207,	21560	········"008358":·2207,
21562	········"008500":·15,	21561	········"008500":·15,
21563	········"008543":·[102,·1158],	21562	········"008543":·[102,·1158],
21564	········"008943":·[102,·1158],	21563	········"008943":·[102,·1158],
Offset 21581, 14 lines modified		Offset 21580, 15 lines modified
21581	········"010026":·2191,	21580	········"010026":·2191,
21582	········"010081":·15,	21581	········"010081":·15,
21583	········"010165":·2199,	21582	········"010165":·2199,
21584	········"010589":·2193,	21583	········"010589":·2193,
21585	········"010670":·[102,·1158],	21584	········"010670":·[102,·1158],
21586	········"0108":·2257,	21585	········"0108":·2257,
21587	········"010903":·2207,	21586	········"010903":·2207,
		21587	········"011":·2193,
21588	········"011111":·[182,·760],	21588	········"011111":·[182,·760],
21589	········"011342":·2207,	21589	········"011342":·2207,
21590	········"011351":·2207,	21590	········"011351":·2207,
21591	········"011374":·2195,	21591	········"011374":·2195,
21592	········"011470":·2207,	21592	········"011470":·2207,
21593	········"011736":·2186,	21593	········"011736":·2186,
21594	········"011829":·2207,	21594	········"011829":·2207,
Offset 21633, 15 lines modified		Offset 21633, 14 lines modified
21633	········"016":·2193,	21633	········"016":·2193,
21634	········"016009":·15,	21634	········"016009":·15,
21635	········"016287":·2210,	21635	········"016287":·2210,
21636	········"016331":·2210,	21636	········"016331":·2210,
21637	········"016424":·[16,·19],	21637	········"016424":·[16,·19],
21638	········"016692":·[2184,·2195,·2214],	21638	········"016692":·[2184,·2195,·2214],
21639	········"01685762652715874":·[624,·1215],	21639	········"01685762652715874":·[624,·1215],
21640	········"017":·2193,
21641	········"017106":·2207,	21640	········"017106":·2207,
21642	········"017118":·2199,	21641	········"017118":·2199,
21643	········"017152":·2186,	21642	········"017152":·2186,
21644	········"017263":·2207,	21643	········"017263":·2207,
21645	········"017276":·2191,	21644	········"017276":·2191,
21646	········"017587":·[2184,·2195,·2214],	21645	········"017587":·[2184,·2195,·2214],
21647	········"017796":·2207,	21646	········"017796":·2207,
Offset 21651, 15 lines modified		Offset 21650, 15 lines modified
21651	········"018193":·2207,	21650	········"018193":·2207,
21652	········"018409":·2207,	21651	········"018409":·2207,
21653	········"018601":·[2184,·2214],	21652	········"018601":·[2184,·2214],
21654	········"018808":·2207,	21653	········"018808":·2207,
21655	········"018904":·2207,	21654	········"018904":·2207,
21656	········"018941":·2207,	21655	········"018941":·2207,
21657	········"018993":·2214,	21656	········"018993":·2214,
21658	········"019":·2207,	21657	········"019":·[2193,·2207],
21659	········"019449":·2207,	21658	········"019449":·2207,
21660	········"019794":·2197,	21659	········"019794":·2197,
21661	········"01t00":·[2163,·2199,·2210,·2235,·2246,·2261],	21660	········"01t00":·[2163,·2199,·2210,·2235,·2246,·2261],
21662	········"01t01":·2210,	21661	········"01t01":·2210,
21663	········"01t03":·2210,	21662	········"01t03":·2210,
21664	········"01t05":·[909,·2210,·2235],	21663	········"01t05":·[909,·2210,·2235],
21665	········"01t07":·1280,	21664	········"01t07":·1280,
Offset 21820, 14 lines modified		Offset 21819, 15 lines modified
21820	········"0396":·[2184,·2186],	21819	········"0396":·[2184,·2186],
21821	········"039624":·2207,	21820	········"039624":·2207,
21822	········"039926":·2210,	21821	········"039926":·2210,
21823	········"03c":·2208,	21822	········"03c":·2208,
21824	········"03t00":·[2199,·2210,·2235,·2261],	21823	········"03t00":·[2199,·2210,·2235,·2261],
21825	········"03t05":·[909,·2210],	21824	········"03t05":·[909,·2210],
21826	········"04":·[26,·27,·29,·31,·80,·84,·88,·114,·127,·148,·149,·157,·177,·178,·207,·213,·230,·292,·294,·306,·307,·317,·330,·332,·345,·402,·423,·528,·529,·592,·595,·600,·640,·644,·646,·658,·659,·671,·685,·688,·703,·725,·726,·732,·755,·756,·781,·788,·804,·985,·1075,·1145,·1269,·1270,·1280,·1289,·1344,·1393,·1452,·1498,·1500,·1741,·1776,·1815,·2184,·2185,·2186,·2188,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2223,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2250,·2261,·2264,·2271,·2283,·2298],	21825	········"04":·[26,·27,·29,·31,·80,·84,·88,·114,·127,·148,·149,·157,·177,·178,·207,·213,·230,·292,·294,·306,·307,·317,·330,·332,·345,·402,·423,·528,·529,·592,·595,·600,·640,·644,·646,·658,·659,·671,·685,·688,·703,·725,·726,·732,·755,·756,·781,·788,·804,·985,·1075,·1145,·1269,·1270,·1280,·1289,·1344,·1393,·1452,·1498,·1500,·1741,·1776,·1815,·2184,·2185,·2186,·2188,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2223,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2250,·2261,·2264,·2271,·2283,·2298],
		21826	········"040":·2193,
21827	········"0400":·[2222,·2271],	21827	········"0400":·[2222,·2271],
21828	········"040039":·2216,	21828	········"040039":·2216,
21829	········"040247":·2207,	21829	········"040247":·2207,
21830	········"0405":·[182,·760],	21830	········"0405":·[182,·760],
21831	········"040775":·2207,	21831	········"040775":·2207,
21832	········"040863":·2186,	21832	········"040863":·2186,
21833	········"041":·[1447,·2200,·2232],	21833	········"041":·[1447,·2200,·2232],
Offset 21941, 15 lines modified		Offset 21941, 14 lines modified
21941	········"056780":·2210,	21941	········"056780":·2210,
21942	········"056842":·2207,	21942	········"056842":·2207,
21943	········"056909":·2210,	21943	········"056909":·2210,
21944	········"057165":·2207,	21944	········"057165":·2207,
21945	········"057490":·2193,	21945	········"057490":·2193,
21946	········"057737":·2235,	21946	········"057737":·2235,
21947	········"057974":·2257,	21947	········"057974":·2257,
21948	········"058":·2193,
21949	········"058006":·2199,	21948	········"058006":·2199,
21950	········"058176":·2207,	21949	········"058176":·2207,
21951	········"0582":·2202,	21950	········"0582":·2202,
21952	········"0582158":·2202,	21951	········"0582158":·2202,
21953	········"058373":·2207,	21952	········"058373":·2207,
21954	········"058534":·2210,	21953	········"058534":·2210,
21955	········"058615":·2207,	21954	········"058615":·2207,
Offset 22252, 20 lines modified		Offset 22251, 20 lines modified
22252	········"0n":·[1489,·2298],	22251	········"0n":·[1489,·2298],
22253	········"0px":·2207,	22252	········"0px":·2207,
22254	········"0rc0":·13,	22253	········"0rc0":·13,
22255	········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235],	22254	········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235],
22256	········"0x00":·2294,	22255	········"0x00":·2294,
22257	········"0x40":·2294,	22256	········"0x40":·2294,
22258	········"0x7efd0c0b0690":·3,	22257	········"0x7efd0c0b0690":·3,
22259	········"0xffff~~3f5e9~~2b0":·2230,	22258	········"0xffff1b6f52b0":·2230,
22260	········"0xffff71~~7fdf~~80":·2210,	22259	········"0xffff41642480":·2210,
22261	········"0xffff731e84b0":·2199,	22260	········"0xffff4301edf0":·2199,
22262	········"0xffff7c~~545~~a80":·2197,	22261	········"0xffff5c472a10":·2197,
22263	········"0xffff~~9bb39d3~~0":·2246,	22262	········"0xffff753074d0":·2246,
22264	········"0xffff~~a0207b6~~0":·2195,	22263	········"0xffff77d624e0":·2195,
22265	········"1":·[1,·2,·4,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·22,·23,·24,·25,·26,·27,·28,·29,·30,·31,·32,·34,·35,·39,·42,·44,·46,·49,·54,·56,·60,·61,·62,·63,·64,·65,·66,·67,·68,·69,·70,·71,·72,·73,·74,·75,·76,·77,·78,·79,·80,·82,·83,·84,·85,·86,·88,·89,·90,·91,·92,·93,·94,·95,·96,·97,·98,·99,·100,·101,·102,·103,·104,·105,·106,·107,·108,·109,·110,·111,·112,·113,·114,·115,·116,·118,·119,·120,·121,·122,·123,·124,·125,·126,·127,·128,·129,·130,·131,·132,·134,·135,·136,·137,·138,·139,·140,·141,·143,·144,·145,·146,·148,·149,·151,·153,·154,·155,·156,·157,·158,·159,·160,·161,·162,·163,·164,·165,·166,·167,·168,·169,·170,·171,·172,·173,·174,·175,·177,·178,·180,·182,·183,·184,·185,·186,·187,·188,·189,·190,·191,·192,·193,·194,·195,·196,·197,·198,·199,·200,·201,·202,·203,·204,·205,·206,·207,·208,·209,·210,·211,·212,·213,·214,·215,·216,·217,·218,·219,·220,·221,·222,·223,·224,·225,·226,·227,·228,·229,·230,·231,·232,·233,·234,·235,·236,·237,·238,·239,·240,·241,·242,·243,·244,·245,·246,·247,·248,·249,·250,·251,·252,·253,·254,·255,·256,·257,·258,·260,·261,·262,·263,·264,·265,·266,·267,·268,·269,·270,·271,·272,·273,·274,·275,·276,·277,·278,·279,·280,·281,·282,·283,·284,·285,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·298,·299,·300,·301,·303,·304,·305,·306,·307,·308,·309,·310,·311,·312,·313,·314,·315,·317,·318,·319,·321,·323,·324,·325,·326,·327,·328,·329,·331,·332,·333,·337,·339,·341,·345,·346,·347,·348,·349,·350,·351,·352,·353,·354,·355,·356,·357,·358,·361,·363,·364,·366,·367,·370,·371,·372,·375,·376,·377,·378,·380,·382,·384,·385,·386,·387,·388,·389,·390,·392,·393,·394,·395,·396,·397,·398,·399,·400,·401,·403,·404,·405,·406,·407,·408,·409,·411,·412,·414,·415,·416,·417,·419,·420,·421,·422,·423,·424,·425,·426,·427,·429,·430,·431,·432,·433,·434,·435,·436,·437,·440,·446,·449,·450,·451,·455,·456,·459,·460,·461,·462,·463,·464,·465,·466,·467,·468,·469,·473,·475,·476,·477,·478,·481,·482,·483,·484,·485,·486,·487,·488,·489,·490,·491,·492,·493,·495,·496,·498,·499,·500,·501,·502,·503,·505,·509,·510,·511,·514,·516,·519,·525,·531,·532,·533,·534,·536,·540,·543,·545,·547,·548,·549,·551,·557,·558,·561,·565,·568,·569,·571,·573,·574,·575,·576,·577,·578,·579,·580,·581,·582,·583,·584,·585,·586,·589,·590,·591,·592,·593,·594,·595,·596,·597,·599,·600,·601,·602,·603,·604,·609,·613,·614,·615,·616,·618,·619,·620,·621,·622,·623,·624,·625,·626,·627,·628,·629,·630,·631,·632,·633,·634,·635,·636,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·648,·649,·650,·651,·652,·654,·655,·656,·657,·658,·659,·660,·661,·662,·663,·664,·665,·666,·667,·668,·669,·671,·673,·674,·675,·676,·678,·679,·680,·681,·682,·683,·684,·686,·688,·689,·690,·691,·692,·694,·695,·696,·697,·698,·699,·700,·701,·702,·703,·704,·705,·706,·707,·709,·710,·711,·712,·713,·714,·715,·716,·717,·719,·720,·721,·722,·723,·724,·725,·726,·727,·728,·729,·730,·731,·732,·733,·734,·735,·736,·737,·738,·739,·740,·741,·743,·744,·747,·748,·749,·750,·751,·752,·753,·755,·756,·758,·760,·761,·762,·763,·764,·765,·766,·767,·768,·769,·770,·771,·772,·773,·774,·775,·776,·777,·778,·779,·780,·781,·782,·783,·784,·785,·786,·787,·788,·789,·790,·791,·792,·793,·794,·795,·796,·797,·798,·799,·800,·801,·802,·803,·804,·805,·806,·807,·808,·810,·812,·813,·814,·815,·816,·817,·819,·820,·821,·822,·823,·824,·825,·826,·827,·828,·829,·830,·831,·832,·833,·834,·835,·836,·837,·838,·839,·840,·841,·842,·843,·844,·845,·846,·847,·848,·849,·850,·852,·853,·854,·855,·856,·857,·858,·859,·860,·861,·862,·863,·864,·865,·866,·867,·868,·869,·870,·871,·872,·873,·874,·875,·876,·877,·878,·879,·880,·881,·882,·883,·884,·885,·886,·887,·888,·889,·891,·892,·894,·895,·896,·897,·898,·899,·900,·901,·902,·903,·904,·905,·906,·907,·908,·909,·910,·912,·913,·914,·916,·918,·921,·923,·927,·930,·938,·939,·940,·941,·942,·943,·945,·946,·947,·948,·949,·950,·951,·952,·953,·957,·959,·960,·970,·977,·979,·981,·984,·994,·997,·1003,·1004,·1005,·1006,·1011,·1012,·1021,·1031,·1032,·1033,·1034,·1035,·1036,·1038,·1039,·1040,·1041,·1042,·1043,·1044,·1045,·1046,·1047,·1048,·1049,·1050,·1051,·1052,·1053,·1054,·1055,·1056,·1057,·1058,·1059,·1060,·1061,·1062,·1063,·1064,·1065,·1066,·1067,·1068,·1069,·1071,·1072,·1073,·1074,·1075,·1076,·1077,·1078,·1079,·1080,·1081,·1082,·1083,·1084,·1085,·1086,·1087,·1088,·1089,·1091,·1092,·1093,·1095,·1096,·1097,·1099,·1100,·1101,·1102,·1103,·1104,·1105,·1106,·1108,·1109,·1110,·1111,·1112,·1113,·1114,·1115,·1118,·1119,·1121,·1123,·1124,·1125,·1126,·1127,·1128,·1129,·1130,·1131,·1132,·1133,·1134,·1135,·1136,·1137,·1138,·1139,·1140,·1141,·1142,·1143,·1145,·1146,·1147,·1148,·1149,·1150,·1151,·1152,·1153,·1155,·1156,·1157,·1158,·1159,·1160,·1161,·1162,·1163,·1164,·1165,·1166,·1167,·1168,·1169,·1170,·1171,·1172,·1173,·1174,·1175,·1176,·1177,·1178,·1179,·1180,·1181,·1182,·1183,·1184,·1185,·1186,·1187,·1188,·1189,·1190,·1191,·1192,·1193,·1194,·1195,·1196,·1197,·1198,·1199,·1200,·1201,·1202,·1203,·1204,·1205,·1206,·1207,·1208,·1209,·1210,·1211,·1212,·1213,·1214,·1215,·1216,·1217,·1218,·1219,·1220,·1221,·1222,·1223,·1224,·1225,·1226,·1227,·1228,·1229,·1230,·1231,·1232,·1233,·1234,·1235,·1236,·1237,·1238,·1239,·1240,·1241,·1244,·1245,·1246,·1247,·1248,·1249,·1250,·1251,·1252,·1253,·1254,·1255,·1256,·1257,·1258,·1259,·1260,·1261,·1262,·1263,·1264,·1265,·1267,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1276,·1277,·1278,·1279,·1280,·1281,·1282,·1283,·1284,·1285,·1286,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1296,·1297,·1298,·1299,·1300,·1301,·1302,·1303,·1304,·1305,·1306,·1307,·1308,·1309,·1310,·1311,·1312,·1313,·1314,·1315,·1316,·1317,·1318,·1319,·1320,·1321,·1322,·1323,·1324,·1325,·1326,·1327,·1328,·1329,·1330,·1331,·1332,·1333,·1334,·1335,·1336,·1337,·1338,·1339,·1340,·1341,·1342,·1343,·1344,·1345,·1347,·1348,·1350,·1354,·1355,·1358,·1359,·1362,·1363,·1368,·1369,·1372,·1373,·1374,·1375,·1377,·1380,·1381,·1382,·1383,·1384,·1385,·1387,·1388,·1389,·1390,·1391,·1393,·1394,·1395,·1396,·1397,·1398,·1399,·1400,·1402,·1403,·1404,·1405,·1406,·1407,·1408,·1409,·1410,·1411,·1413,·1414,·1415,·1416,·1417,·1419,·1421,·1422,·1423,·1424,·1430,·1431,·1432,·1433,·1434,·1435,·1436,·1437,·1438,·1439,·1440,·1441,·1442,·1443,·1444,·1445,·1446,·1447,·1448,·1449,·1450,·1453,·1454,·1455,·1457,·1458,·1459,·1460,·1462,·1463,·1464,·1466,·1467,·1468,·1469,·1470,·1473,·1474,·1475,·1476,·1477,·1478,·1479,·1480,·1482,·1483,·1485,·1486,·1487,·1488,·1489,·1490,·1491,·1493,·1494,·1495,·1496,·1497,·1498,·1499,·1500,·1502,·1506,·1507,·1509,·1510,·1511,·1512,·1513,·1514,·1515,·1516,·1517,·1524,·1525,·1527,·1528,·1529,·1530,·1531,·1532,·1533,·1534,·1535,·1542,·1543,·1545,·1546,·1547,·1548,·1549,·1550,·1551,·1552,·1553,·1560,·1561,·1563,·1564,·1565,·1566,·1567,·1568,·1569,·1570,·1571,·1578,·1580,·1583,·1584,·1585,·1586,·1587,·1588,·1589,·1590,·1591,·1598,·1600,·1604,·1605,·1606,·1607,·1608,·1609,·1610,·1611,·1612,·1620,·1621,·1623,·1624,·1625,·1626,·1627,·1628,·1629,·1630,·1631,·1637,·1638,·1640,·1641,·1642,·1643,·1644,·1645,·1646,·1647,·1648,·1657,·1659,·1662,·1663,·1664,·1665,·1666,·1667,·1668,·1669,·1670,·1677,·1679,·1683,·1684,·1685,·1686,·1687,·1688,·1689,·1690,·1691,·1699,·1701,·1704,·1705,·1706,·1707,·1708,·1709,·1710,·1711,·1712,·1720,·1722,·1725,·1726,·1727,·1728,·1729,·1730,·1731,·1732,·1733,·1741,·1742,·1744,·1745,·1746,·1747,·1748,·1749,·1750,·1751,·1752,·1758,·1759,·1763,·1764,·1765,·1766,·1767,·1768,·1769,·1770,·1776,·1777,·1779,·1780,·1781,·1782,·1783,·1784,·1785,·1786,·1787,·1793,·1794,·1798,·1799,·1800,·1801,·1802,·1803,·1804,·1805,·1806,·1815,·1816,·1820,·1821,·1822,·1823,·1824,·1825,·1826,·1827,·1828,·1839,·1840,·1844,·1845,·1846,·1847,·1848,·1849,·1850,·1851,·1857,·1858,·1860,·1861,·1862,·1863,·1864,·1865,·1866,·1867,·1868,·1876,·1877,·1881,·1882,·1883,·1884,·1885,·1886,·1887,·1888,·1894,·1895,·1899,·1900,·1901,·1902,·1903,·1904,·1905,·1906,·1912,·1913,·1917,·1918,·1919,·1920,·1921,·1922,·1923,·1924,·1930,·1931,·1933,·1934,·1935,·1936,·1937,·1938,·1939,·1940,·1941,·1947,·1948,·1950,·1951,·1952,·1953,·1954,·1955,·1956,·1957,·1958,·1964,·1965,·1969,·1970,·1971,·1972,·1973,·1974,·1975,·1976,·1982,·1983,·1985,·1986,·1987,·1988,·1989,·1990,·1991,·1992,·1993,·2000,·2001,·2003,·2004,·2005,·2006,·2007,·2008,·2009,·2010,·2011,·2018,·2019,·2023,·2024,·2025,·2026,·2027,·2028,·2029,·2030,·2036,·2037,·2040,·2041,·2042,·2043,·2044,·2045,·2046,·2047,·2048,·2054,·2055,·2058,·2059,·2060,·2061,·2062,·2063,·2064,·2065,·2066,·2073,·2077,·2078,·2079,·2080,·2081,·2082,·2083,·2084,·2090,·2091,·2093,·2094,·2095,·2096,·2097,·2098,·2099,·2100,·2101,·2108,·2109,·2111,·2112,·2113,·2114,·2115,·2116,·2117,·2118,·2119,·2127,·2128,·2130,·2131,·2132,·2133,·2134,·2135,·2136,·2137,·2138,·2145,·2146,·2148,·2149,·2150,·2151,·2152,·2153,·2154,·2155,·2156,·2163,·2164,·2165,·2166,·2184,·2185,·2186,·2187,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2208,·2209,·2210,·2211,·2212,·2214,·2216,·2217,·2218,·2220,·2222,·2224,·2225,·2227,·2228,·2230,·2232,·2238,·2240,·2241,·2243,·2245,·2246,·2249,·2257,·2259,·2260,·2263,·2298,·2307,·2309,·2310],	22264	········"1":·[1,·2,·4,·8,·9,·10,·11,·12,·13,·14,·15,·16,·17,·18,·19,·22,·23,·24,·25,·26,·27,·28,·29,·30,·31,·32,·34,·35,·39,·42,·44,·46,·49,·54,·56,·60,·61,·62,·63,·64,·65,·66,·67,·68,·69,·70,·71,·72,·73,·74,·75,·76,·77,·78,·79,·80,·82,·83,·84,·85,·86,·88,·89,·90,·91,·92,·93,·94,·95,·96,·97,·98,·99,·100,·101,·102,·103,·104,·105,·106,·107,·108,·109,·110,·111,·112,·113,·114,·115,·116,·118,·119,·120,·121,·122,·123,·124,·125,·126,·127,·128,·129,·130,·131,·132,·134,·135,·136,·137,·138,·139,·140,·141,·143,·144,·145,·146,·148,·149,·151,·153,·154,·155,·156,·157,·158,·159,·160,·161,·162,·163,·164,·165,·166,·167,·168,·169,·170,·171,·172,·173,·174,·175,·177,·178,·180,·182,·183,·184,·185,·186,·187,·188,·189,·190,·191,·192,·193,·194,·195,·196,·197,·198,·199,·200,·201,·202,·203,·204,·205,·206,·207,·208,·209,·210,·211,·212,·213,·214,·215,·216,·217,·218,·219,·220,·221,·222,·223,·224,·225,·226,·227,·228,·229,·230,·231,·232,·233,·234,·235,·236,·237,·238,·239,·240,·241,·242,·243,·244,·245,·246,·247,·248,·249,·250,·251,·252,·253,·254,·255,·256,·257,·258,·260,·261,·262,·263,·264,·265,·266,·267,·268,·269,·270,·271,·272,·273,·274,·275,·276,·277,·278,·279,·280,·281,·282,·283,·284,·285,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·298,·299,·300,·301,·303,·304,·305,·306,·307,·308,·309,·310,·311,·312,·313,·314,·315,·317,·318,·319,·321,·323,·324,·325,·326,·327,·328,·329,·331,·332,·333,·337,·339,·341,·345,·346,·347,·348,·349,·350,·351,·352,·353,·354,·355,·356,·357,·358,·361,·363,·364,·366,·367,·370,·371,·372,·375,·376,·377,·378,·380,·382,·384,·385,·386,·387,·388,·389,·390,·392,·393,·394,·395,·396,·397,·398,·399,·400,·401,·403,·404,·405,·406,·407,·408,·409,·411,·412,·414,·415,·416,·417,·419,·420,·421,·422,·423,·424,·425,·426,·427,·429,·430,·431,·432,·433,·434,·435,·436,·437,·440,·446,·449,·450,·451,·455,·456,·459,·460,·461,·462,·463,·464,·465,·466,·467,·468,·469,·473,·475,·476,·477,·478,·481,·482,·483,·484,·485,·486,·487,·488,·489,·490,·491,·492,·493,·495,·496,·498,·499,·500,·501,·502,·503,·505,·509,·510,·511,·514,·516,·519,·525,·531,·532,·533,·534,·536,·540,·543,·545,·547,·548,·549,·551,·557,·558,·561,·565,·568,·569,·571,·573,·574,·575,·576,·577,·578,·579,·580,·581,·582,·583,·584,·585,·586,·589,·590,·591,·592,·593,·594,·595,·596,·597,·599,·600,·601,·602,·603,·604,·609,·613,·614,·615,·616,·618,·619,·620,·621,·622,·623,·624,·625,·626,·627,·628,·629,·630,·631,·632,·633,·634,·635,·636,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·648,·649,·650,·651,·652,·654,·655,·656,·657,·658,·659,·660,·661,·662,·663,·664,·665,·666,·667,·668,·669,·671,·673,·674,·675,·676,·678,·679,·680,·681,·682,·683,·684,·686,·688,·689,·690,·691,·692,·694,·695,·696,·697,·698,·699,·700,·701,·702,·703,·704,·705,·706,·707,·709,·710,·711,·712,·713,·714,·715,·716,·717,·719,·720,·721,·722,·723,·724,·725,·726,·727,·728,·729,·730,·731,·732,·733,·734,·735,·736,·737,·738,·739,·740,·741,·743,·744,·747,·748,·749,·750,·751,·752,·753,·755,·756,·758,·760,·761,·762,·763,·764,·765,·766,·767,·768,·769,·770,·771,·772,·773,·774,·775,·776,·777,·778,·779,·780,·781,·782,·783,·784,·785,·786,·787,·788,·789,·790,·791,·792,·793,·794,·795,·796,·797,·798,·799,·800,·801,·802,·803,·804,·805,·806,·807,·808,·810,·812,·813,·814,·815,·816,·817,·819,·820,·821,·822,·823,·824,·825,·826,·827,·828,·829,·830,·831,·832,·833,·834,·835,·836,·837,·838,·839,·840,·841,·842,·843,·844,·845,·846,·847,·848,·849,·850,·852,·853,·854,·855,·856,·857,·858,·859,·860,·861,·862,·863,·864,·865,·866,·867,·868,·869,·870,·871,·872,·873,·874,·875,·876,·877,·878,·879,·880,·881,·882,·883,·884,·885,·886,·887,·888,·889,·891,·892,·894,·895,·896,·897,·898,·899,·900,·901,·902,·903,·904,·905,·906,·907,·908,·909,·910,·912,·913,·914,·916,·918,·921,·923,·927,·930,·938,·939,·940,·941,·942,·943,·945,·946,·947,·948,·949,·950,·951,·952,·953,·957,·959,·960,·970,·977,·979,·981,·984,·994,·997,·1003,·1004,·1005,·1006,·1011,·1012,·1021,·1031,·1032,·1033,·1034,·1035,·1036,·1038,·1039,·1040,·1041,·1042,·1043,·1044,·1045,·1046,·1047,·1048,·1049,·1050,·1051,·1052,·1053,·1054,·1055,·1056,·1057,·1058,·1059,·1060,·1061,·1062,·1063,·1064,·1065,·1066,·1067,·1068,·1069,·1071,·1072,·1073,·1074,·1075,·1076,·1077,·1078,·1079,·1080,·1081,·1082,·1083,·1084,·1085,·1086,·1087,·1088,·1089,·1091,·1092,·1093,·1095,·1096,·1097,·1099,·1100,·1101,·1102,·1103,·1104,·1105,·1106,·1108,·1109,·1110,·1111,·1112,·1113,·1114,·1115,·1118,·1119,·1121,·1123,·1124,·1125,·1126,·1127,·1128,·1129,·1130,·1131,·1132,·1133,·1134,·1135,·1136,·1137,·1138,·1139,·1140,·1141,·1142,·1143,·1145,·1146,·1147,·1148,·1149,·1150,·1151,·1152,·1153,·1155,·1156,·1157,·1158,·1159,·1160,·1161,·1162,·1163,·1164,·1165,·1166,·1167,·1168,·1169,·1170,·1171,·1172,·1173,·1174,·1175,·1176,·1177,·1178,·1179,·1180,·1181,·1182,·1183,·1184,·1185,·1186,·1187,·1188,·1189,·1190,·1191,·1192,·1193,·1194,·1195,·1196,·1197,·1198,·1199,·1200,·1201,·1202,·1203,·1204,·1205,·1206,·1207,·1208,·1209,·1210,·1211,·1212,·1213,·1214,·1215,·1216,·1217,·1218,·1219,·1220,·1221,·1222,·1223,·1224,·1225,·1226,·1227,·1228,·1229,·1230,·1231,·1232,·1233,·1234,·1235,·1236,·1237,·1238,·1239,·1240,·1241,·1244,·1245,·1246,·1247,·1248,·1249,·1250,·1251,·1252,·1253,·1254,·1255,·1256,·1257,·1258,·1259,·1260,·1261,·1262,·1263,·1264,·1265,·1267,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1276,·1277,·1278,·1279,·1280,·1281,·1282,·1283,·1284,·1285,·1286,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1296,·1297,·1298,·1299,·1300,·1301,·1302,·1303,·1304,·1305,·1306,·1307,·1308,·1309,·1310,·1311,·1312,·1313,·1314,·1315,·1316,·1317,·1318,·1319,·1320,·1321,·1322,·1323,·1324,·1325,·1326,·1327,·1328,·1329,·1330,·1331,·1332,·1333,·1334,·1335,·1336,·1337,·1338,·1339,·1340,·1341,·1342,·1343,·1344,·1345,·1347,·1348,·1350,·1354,·1355,·1358,·1359,·1362,·1363,·1368,·1369,·1372,·1373,·1374,·1375,·1377,·1380,·1381,·1382,·1383,·1384,·1385,·1387,·1388,·1389,·1390,·1391,·1393,·1394,·1395,·1396,·1397,·1398,·1399,·1400,·1402,·1403,·1404,·1405,·1406,·1407,·1408,·1409,·1410,·1411,·1413,·1414,·1415,·1416,·1417,·1419,·1421,·1422,·1423,·1424,·1430,·1431,·1432,·1433,·1434,·1435,·1436,·1437,·1438,·1439,·1440,·1441,·1442,·1443,·1444,·1445,·1446,·1447,·1448,·1449,·1450,·1453,·1454,·1455,·1457,·1458,·1459,·1460,·1462,·1463,·1464,·1466,·1467,·1468,·1469,·1470,·1473,·1474,·1475,·1476,·1477,·1478,·1479,·1480,·1482,·1483,·1485,·1486,·1487,·1488,·1489,·1490,·1491,·1493,·1494,·1495,·1496,·1497,·1498,·1499,·1500,·1502,·1506,·1507,·1509,·1510,·1511,·1512,·1513,·1514,·1515,·1516,·1517,·1524,·1525,·1527,·1528,·1529,·1530,·1531,·1532,·1533,·1534,·1535,·1542,·1543,·1545,·1546,·1547,·1548,·1549,·1550,·1551,·1552,·1553,·1560,·1561,·1563,·1564,·1565,·1566,·1567,·1568,·1569,·1570,·1571,·1578,·1580,·1583,·1584,·1585,·1586,·1587,·1588,·1589,·1590,·1591,·1598,·1600,·1604,·1605,·1606,·1607,·1608,·1609,·1610,·1611,·1612,·1620,·1621,·1623,·1624,·1625,·1626,·1627,·1628,·1629,·1630,·1631,·1637,·1638,·1640,·1641,·1642,·1643,·1644,·1645,·1646,·1647,·1648,·1657,·1659,·1662,·1663,·1664,·1665,·1666,·1667,·1668,·1669,·1670,·1677,·1679,·1683,·1684,·1685,·1686,·1687,·1688,·1689,·1690,·1691,·1699,·1701,·1704,·1705,·1706,·1707,·1708,·1709,·1710,·1711,·1712,·1720,·1722,·1725,·1726,·1727,·1728,·1729,·1730,·1731,·1732,·1733,·1741,·1742,·1744,·1745,·1746,·1747,·1748,·1749,·1750,·1751,·1752,·1758,·1759,·1763,·1764,·1765,·1766,·1767,·1768,·1769,·1770,·1776,·1777,·1779,·1780,·1781,·1782,·1783,·1784,·1785,·1786,·1787,·1793,·1794,·1798,·1799,·1800,·1801,·1802,·1803,·1804,·1805,·1806,·1815,·1816,·1820,·1821,·1822,·1823,·1824,·1825,·1826,·1827,·1828,·1839,·1840,·1844,·1845,·1846,·1847,·1848,·1849,·1850,·1851,·1857,·1858,·1860,·1861,·1862,·1863,·1864,·1865,·1866,·1867,·1868,·1876,·1877,·1881,·1882,·1883,·1884,·1885,·1886,·1887,·1888,·1894,·1895,·1899,·1900,·1901,·1902,·1903,·1904,·1905,·1906,·1912,·1913,·1917,·1918,·1919,·1920,·1921,·1922,·1923,·1924,·1930,·1931,·1933,·1934,·1935,·1936,·1937,·1938,·1939,·1940,·1941,·1947,·1948,·1950,·1951,·1952,·1953,·1954,·1955,·1956,·1957,·1958,·1964,·1965,·1969,·1970,·1971,·1972,·1973,·1974,·1975,·1976,·1982,·1983,·1985,·1986,·1987,·1988,·1989,·1990,·1991,·1992,·1993,·2000,·2001,·2003,·2004,·2005,·2006,·2007,·2008,·2009,·2010,·2011,·2018,·2019,·2023,·2024,·2025,·2026,·2027,·2028,·2029,·2030,·2036,·2037,·2040,·2041,·2042,·2043,·2044,·2045,·2046,·2047,·2048,·2054,·2055,·2058,·2059,·2060,·2061,·2062,·2063,·2064,·2065,·2066,·2073,·2077,·2078,·2079,·2080,·2081,·2082,·2083,·2084,·2090,·2091,·2093,·2094,·2095,·2096,·2097,·2098,·2099,·2100,·2101,·2108,·2109,·2111,·2112,·2113,·2114,·2115,·2116,·2117,·2118,·2119,·2127,·2128,·2130,·2131,·2132,·2133,·2134,·2135,·2136,·2137,·2138,·2145,·2146,·2148,·2149,·2150,·2151,·2152,·2153,·2154,·2155,·2156,·2163,·2164,·2165,·2166,·2184,·2185,·2186,·2187,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2208,·2209,·2210,·2211,·2212,·2214,·2216,·2217,·2218,·2220,·2222,·2224,·2225,·2227,·2228,·2230,·2232,·2238,·2240,·2241,·2243,·2245,·2246,·2249,·2257,·2259,·2260,·2263,·2298,·2307,·2309,·2310],
22266	········"10":·[2,·3,·5,·6,·9,·10,·15,·16,·17,·18,·19,·21,·22,·24,·25,·26,·27,·28,·29,·30,·31,·32,·68,·69,·74,·80,·83,·84,·85,·88,·91,·94,·97,·98,·102,·105,·109,·111,·113,·119,·120,·121,·129,·133,·137,·138,·139,·140,·142,·144,·160,·163,·171,·173,·187,·188,·189,·190,·192,·193,·199,·202,·203,·204,·206,·207,·212,·213,·215,·216,·217,·220,·221,·222,·223,·228,·230,·234,·244,·258,·265,·268,·275,·276,·278,·284,·286,·288,·289,·293,·295,·296,·298,·300,·302,·316,·317,·318,·322,·323,·324,·329,·330,·331,·345,·395,·423,·427,·440,·445,·509,·514,·516,·534,·536,·544,·546,·551,·554,·556,·560,·562,·568,·569,·570,·571,·572,·577,·583,·592,·594,·595,·596,·600,·620,·621,·627,·635,·639,·641,·645,·647,·648,·649,·650,·652,·670,·671,·673,·677,·678,·679,·681,·684,·685,·686,·695,·696,·708,·713,·714,·738,·741,·763,·764,·765,·766,·768,·781,·787,·788,·798,·804,·808,·836,·837,·838,·839,·840,·841,·842,·843,·844,·849,·852,·863,·868,·874,·889,·895,·902,·904,·912,·923,·940,·942,·943,·944,·948,·957,·959,·960,·970,·982,·984,·995,·997,·1001,·1003,·1004,·1005,·1011,·1016,·1020,·1021,·1069,·1071,·1072,·1075,·1109,·1154,·1158,·1162,·1163,·1173,·1174,·1175,·1180,·1185,·1189,·1195,·1200,·1205,·1219,·1220,·1230,·1239,·1246,·1250,·1256,·1261,·1264,·1267,·1284,·1288,·1291,·1292,·1294,·1297,·1298,·1299,·1306,·1308,·1319,·1324,·1343,·1344,·1345,·1350,·1367,·1387,·1391,·1403,·1411,·1416,·1418,·1420,·1421,·1440,·1447,·1451,·1452,·1458,·1462,·1467,·1473,·1478,·1479,·1482,·1485,·1488,·1490,·1491,·1498,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1894,·1912,·2018,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2224,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2234,·2235,·2238,·2240,·2241,·2246,·2249,·2254,·2257,·2260,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2290,·2294,·2298,·2302,·2307,·2308],	22265	········"10":·[2,·3,·5,·6,·9,·10,·15,·16,·17,·18,·19,·21,·22,·24,·25,·26,·27,·28,·29,·30,·31,·32,·68,·69,·74,·80,·83,·84,·85,·88,·91,·94,·97,·98,·102,·105,·109,·111,·113,·119,·120,·121,·129,·133,·137,·138,·139,·140,·142,·144,·160,·163,·171,·173,·187,·188,·189,·190,·192,·193,·199,·202,·203,·204,·206,·207,·212,·213,·215,·216,·217,·220,·221,·222,·223,·228,·230,·234,·244,·258,·265,·268,·275,·276,·278,·284,·286,·288,·289,·293,·295,·296,·298,·300,·302,·316,·317,·318,·322,·323,·324,·329,·330,·331,·345,·395,·423,·427,·440,·445,·509,·514,·516,·534,·536,·544,·546,·551,·554,·556,·560,·562,·568,·569,·570,·571,·572,·577,·583,·592,·594,·595,·596,·600,·620,·621,·627,·635,·639,·641,·645,·647,·648,·649,·650,·652,·670,·671,·673,·677,·678,·679,·681,·684,·685,·686,·695,·696,·708,·713,·714,·738,·741,·763,·764,·765,·766,·768,·781,·787,·788,·798,·804,·808,·836,·837,·838,·839,·840,·841,·842,·843,·844,·849,·852,·863,·868,·874,·889,·895,·902,·904,·912,·923,·940,·942,·943,·944,·948,·957,·959,·960,·970,·982,·984,·995,·997,·1001,·1003,·1004,·1005,·1011,·1016,·1020,·1021,·1069,·1071,·1072,·1075,·1109,·1154,·1158,·1162,·1163,·1173,·1174,·1175,·1180,·1185,·1189,·1195,·1200,·1205,·1219,·1220,·1230,·1239,·1246,·1250,·1256,·1261,·1264,·1267,·1284,·1288,·1291,·1292,·1294,·1297,·1298,·1299,·1306,·1308,·1319,·1324,·1343,·1344,·1345,·1350,·1367,·1387,·1391,·1403,·1411,·1416,·1418,·1420,·1421,·1440,·1447,·1451,·1452,·1458,·1462,·1467,·1473,·1478,·1479,·1482,·1485,·1488,·1490,·1491,·1498,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1894,·1912,·2018,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2224,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2234,·2235,·2238,·2240,·2241,·2246,·2249,·2254,·2257,·2260,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2290,·2294,·2298,·2302,·2307,·2308],
22267	········"100":·[3,·15,·17,·22,·30,·68,·97,·98,·111,·118,·132,·135,·141,·142,·145,·159,·161,·175,·182,·192,·202,·207,·212,·213,·233,·273,·303,·345,·359,·360,·427,·577,·587,·588,·620,·621,·655,·709,·717,·760,·781,·787,·788,·900,·1345,·1391,·1398,·1447,·1457,·1472,·1473,·1488,·1490,·2184,·2185,·2186,·2188,·2190,·2191,·2193,·2194,·2195,·2197,·2199,·2200,·2201,·2202,·2204,·2207,·2208,·2209,·2210,·2211,·2212,·2218,·2220,·2222,·2223,·2225,·2226,·2230,·2231,·2232,·2235,·2241,·2242,·2246,·2249,·2302,·2307],	22266	········"100":·[3,·15,·17,·22,·30,·68,·97,·98,·111,·118,·132,·135,·141,·142,·145,·159,·161,·175,·182,·192,·202,·207,·212,·213,·233,·273,·303,·345,·359,·360,·427,·577,·587,·588,·620,·621,·655,·709,·717,·760,·781,·787,·788,·900,·1345,·1391,·1398,·1447,·1457,·1472,·1473,·1488,·1490,·2184,·2185,·2186,·2188,·2190,·2191,·2193,·2194,·2195,·2197,·2199,·2200,·2201,·2202,·2204,·2207,·2208,·2209,·2210,·2211,·2212,·2218,·2220,·2222,·2223,·2225,·2226,·2230,·2231,·2232,·2235,·2241,·2242,·2246,·2249,·2302,·2307],
22268	········"1000":·[9,·10,·15,·24,·25,·28,·29,·32,·102,·141,·183,·191,·193,·194,·427,·717,·761,·767,·768,·769,·874,·1154,·1158,·1456,·1465,·1467,·1876,·1964,·2184,·2185,·2186,·2188,·2193,·2195,·2199,·2205,·2206,·2207,·2210,·2211,·2220,·2223,·2229,·2230,·2235,·2238,·2246,·2249,·2261,·2294],	22267	········"1000":·[9,·10,·15,·24,·25,·28,·29,·32,·102,·141,·183,·191,·193,·194,·427,·717,·761,·767,·768,·769,·874,·1154,·1158,·1456,·1465,·1467,·1876,·1964,·2184,·2185,·2186,·2188,·2193,·2195,·2199,·2205,·2206,·2207,·2210,·2211,·2220,·2223,·2229,·2230,·2235,·2238,·2246,·2249,·2261,·2294],
22269	········"10000":·[192,·1485,·2185,·2201,·2206,·2210,·2220,·2228,·2266],	22268	········"10000":·[192,·1485,·2185,·2201,·2206,·2210,·2220,·2228,·2266],
22270	········"100000":·[1354,·1372,·2199,·2201,·2210],	22269	········"100000":·[1354,·1372,·2199,·2201,·2210],
22271	········"1000000":·[144,·2199,·2228],	22270	········"1000000":·[144,·2199,·2228],
Offset 22856, 15 lines modified		Offset 22855, 15 lines modified
22856	········"1148":·2219,	22855	········"1148":·2219,
22857	········"11481":·2235,	22856	········"11481":·2235,
22858	········"11485":·2231,	22857	········"11485":·2231,
22859	········"11488":·2230,	22858	········"11488":·2230,
22860	········"114907":·2207,	22859	········"114907":·2207,
22861	········"11497":·2230,	22860	········"11497":·2230,
22862	········"11499":·2249,	22861	········"11499":·2249,
22863	········"115":·[282,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2200,·2201,·2204,·2208,·2209,·2210,·2211,·2230,·2231,·2232,·2257],	22862	········"115":·[282,·2184,·2185,·2186,·2188,·2191,·2193,·2195,·2197,·2199,·2200,·2201,·2204,·2208,·2209,·2210,·2211,·2230,·2231,·2232,·2257],
22864	········"11502":·2230,	22863	········"11502":·2230,
22865	········"11503":·2257,	22864	········"11503":·2257,
Max diff block lines reached; 28114/44326 bytes (63.43%) of diff not shown.


Offset 1847, 25 lines modified		Offset 1847, 25 lines modified
1847	<span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span>	1847	<span·class="gp">In·[141]:·</span><span·class="n">indexer</span>·<span·class="o">=</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">arange</span><span·class="p">(</span><span·class="mi">10000</span><span·class="p">)</span>

1848	<span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span>	1848	<span·class="gp">In·[142]:·</span><span·class="n">random</span><span·class="o">.</span><span·class="n">shuffle</span><span·class="p">(</span><span·class="n">indexer</span><span·class="p">)</span>

1849	<span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer]	1849	<span·class="gp">In·[143]:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr[indexer]
1850	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0)	1850	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·arr.take(indexer,·axis=0)
1851	<span·class="gp">···.....:·</span>	1851	<span·class="gp">···.....:·</span>
1852	<span·class="go">196·us·+-·1.28·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1852	<span·class="go">193·us·+-·1.42·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1853	<span·class="go">89·us·+-·~~400~~·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1853	<span·class="go">91.9·us·+-·228·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1854	</pre></div>	1854	</pre></div>
1855	</div>	1855	</div>
1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>	1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>

1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]	1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]
1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)	1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)
1859	<span·class="gp">···.....:·</span>	1859	<span·class="gp">···.....:·</span>
		1860	<span·class="go">150·us·+-·2.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1860	<span·class="go">151·us·+-·1.51·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1861	<span·class="go">121·us·+-·1.05·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1861	<span·class="go">124·us·+-·2.66·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1862	</pre></div>	1862	</pre></div>
1863	</div>	1863	</div>
1864	</section>	1864	</section>
1865	<section·id="index-types">	1865	<section·id="index-types">
1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>	1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>
1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.	1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.
1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,	1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,


Offset 1245, 23 lines modified		Offset 1245, 23 lines modified
1245	In·[141]:·indexer·=·np.arange(10000)	1245	In·[141]:·indexer·=·np.arange(10000)

1246	In·[142]:·random.shuffle(indexer)	1246	In·[142]:·random.shuffle(indexer)

1247	In·[143]:·%timeit·arr[indexer]	1247	In·[143]:·%timeit·arr[indexer]
1248	···.....:·%timeit·arr.take(indexer,·axis=0)	1248	···.....:·%timeit·arr.take(indexer,·axis=0)
1249	···.....:	1249	···.....:
1250	196·us·+-·1.28·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1250	193·us·+-·1.42·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1251	89·us·+-·~~400~~·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1251	91.9·us·+-·228·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1252	In·[144]:·ser·=·pd.Series(arr[:,·0])	1252	In·[144]:·ser·=·pd.Series(arr[:,·0])

1253	In·[145]:·%timeit·ser.iloc[indexer]	1253	In·[145]:·%timeit·ser.iloc[indexer]
1254	···.....:·%timeit·ser.take(indexer)	1254	···.....:·%timeit·ser.take(indexer)
1255	···.....:	1255	···.....:
		1256	150·us·+-·2.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1256	151·us·+-·1.51·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1257	121·us·+-·1.05·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1257	124·us·+-·2.66·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8	1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8
1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.	1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.
1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and	1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and
1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.	1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.
1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.	1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.
1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8	1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8
1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with	1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with


Offset 110, 32 lines modified		Offset 110, 32 lines modified
110	···...:·····dx·=·(b·-·a)·/·N	110	···...:·····dx·=·(b·-·a)·/·N
111	···...:·····for·i·in·range(N):	111	···...:·····for·i·in·range(N):
112	···...:·········s·+=·f(a·+·i·*·dx)	112	···...:·········s·+=·f(a·+·i·*·dx)
113	···...:·····return·s·*·dx	113	···...:·····return·s·*·dx
114	···...:	114	···...:
115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):	115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):
116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
117	71·ms·+-·2.76·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	117	73.7·ms·+-·9.68·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using	118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using
119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:	119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:
120	#·most·time·consuming·4·calls	120	#·most·time·consuming·4·calls
121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),	121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),
122	axis=1)··#·noqa·E999	122	axis=1)··#·noqa·E999
123	·········605946·function·calls·(605928·primitive·calls)·in·0.~~218~~·seconds	123	·········605946·function·calls·(605928·primitive·calls)·in·0.407·seconds

124	···Ordered·by:·internal·time	124	···Ordered·by:·internal·time
125	···List·reduced·from·159·to·4·due·to·restriction·<4>	125	···List·reduced·from·159·to·4·due·to·restriction·<4>

126	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	126	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
127	·····1000····0.~~132~~····0.000····0.~~191~~····0.000·<ipython-input-4-c2a74e076cf0>:1	127	·····1000····0.220····0.000····0.335····0.000·<ipython-input-4-c2a74e076cf0>:1
128	(integrate_f)	128	(integrate_f)
129	···552423····0.~~058~~····0.000····0.~~058~~····0.000·<ipython-input-3-c138bdd570e3>:1	129	···552423····0.115····0.000····0.115····0.000·<ipython-input-3-c138bdd570e3>:1
130	(f)	130	(f)
131	·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)
132	·····3000····0.003····0.000····0.008····0.000·series.py:1220(_get_value)	131	·····3000····0.019····0.000····0.040····0.000·series.py:1220(_get_value)
		132	·····3000····0.011····0.000····0.011····0.000·base.py:3777(get_loc)
133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence	133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence
134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.	134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.
135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8	135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8
136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:	136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:
137	In·[7]:·%load_ext·Cython	137	In·[7]:·%load_ext·Cython
138	Now,·let’s·simply·copy·our·functions·over·to·Cython:	138	Now,·let’s·simply·copy·our·functions·over·to·Cython:
139	In·[8]:·%%cython	139	In·[8]:·%%cython
Offset 146, 15 lines modified		Offset 146, 15 lines modified
146	···...:·····dx·=·(b·-·a)·/·N	146	···...:·····dx·=·(b·-·a)·/·N
147	···...:·····for·i·in·range(N):	147	···...:·····for·i·in·range(N):
148	···...:·········s·+=·f_plain(a·+·i·*·dx)	148	···...:·········s·+=·f_plain(a·+·i·*·dx)
149	···...:·····return·s·*·dx	149	···...:·····return·s·*·dx
150	···...:	150	···...:
151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),	151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),
152	axis=1)	152	axis=1)
153	73.9·ms·+-·~~269~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	153	71·ms·+-·34.8·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-	154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-
155	third.	155	third.
156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and	157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and
158	cpdef·to·improve·performance:	158	cpdef·to·improve·performance:
159	In·[10]:·%%cython	159	In·[10]:·%%cython
160	···....:·cdef·double·f_typed(double·x)·except?·-2:	160	···....:·cdef·double·f_typed(double·x)·except?·-2:
Offset 166, 15 lines modified		Offset 166, 15 lines modified
166	···....:·····dx·=·(b·-·a)·/·N	166	···....:·····dx·=·(b·-·a)·/·N
167	···....:·····for·i·in·range(N):	167	···....:·····for·i·in·range(N):
168	···....:·········s·+=·f_typed(a·+·i·*·dx)	168	···....:·········s·+=·f_typed(a·+·i·*·dx)
169	···....:·····return·s·*·dx	169	···....:·····return·s·*·dx
170	···....:	170	···....:
171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),	171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),
172	axis=1)	172	axis=1)
173	8.72·ms·+-·44.8·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	173	8.61·ms·+-·78.6·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance	174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance
175	improvement·compared·to·the·original·Python·implementation.	175	improvement·compared·to·the·original·Python·implementation.
176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8	176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8
177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling	177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling
178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).	178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).
179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an	179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180	np.ndarray.	180	np.ndarray.
Offset 184, 17 lines modified		Offset 184, 17 lines modified

184	···Ordered·by:·internal·time	184	···Ordered·by:·internal·time
185	···List·reduced·from·157·to·4·due·to·restriction·<4>	185	···List·reduced·from·157·to·4·due·to·restriction·<4>

186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187	·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)	187	·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)
188	·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)	188	·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)
189	·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc)
190	····16098····0.002····0.000····0.003····0.000·{built-in·method	189	····16098····0.002····0.000····0.003····0.000·{built-in·method
191	builtins.isinstance}	190	builtins.isinstance}
		191	·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc)
192	In·[13]:·%%cython	192	In·[13]:·%%cython
193	···....:·cimport·numpy·as·np	193	···....:·cimport·numpy·as·np
194	···....:·import·numpy·as·np	194	···....:·import·numpy·as·np
195	···....:·cdef·double·f_typed(double·x)·except?·-2:	195	···....:·cdef·double·f_typed(double·x)·except?·-2:
196	···....:·····return·x·*·(x·-·1)	196	···....:·····return·x·*·(x·-·1)
197	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):	197	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):
198	···....:·····cdef·int·i	198	···....:·····cdef·int·i
Offset 235, 15 lines modified		Offset 235, 15 lines modified
235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of	235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of
236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in	236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in
237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.	237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.
238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)	238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)
239	calls·are·needed·to·utilize·this·function.	239	calls·are·needed·to·utilize·this·function.
240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df	240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241	["N"].to_numpy())	241	["N"].to_numpy())
242	1.17·ms·+-·215·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	242	1.16·ms·+-·519·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.	243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.
244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s	245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s
246	boundscheck·and·wraparound·checks·can·yield·more·performance.	246	boundscheck·and·wraparound·checks·can·yield·more·performance.
247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),	247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),
248	df["N"].to_numpy())	248	df["N"].to_numpy())
249	·········78·function·calls·in·0.001·seconds	249	·········78·function·calls·in·0.001·seconds
Offset 298, 15 lines modified		Offset 298, 15 lines modified
298	/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/	298	/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/
299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,	299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,
300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]	300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]
301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\	301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\
302	······\|··^~~~~~~	302	······\|··^~~~~~~
303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),	303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),
304	df["N"].to_numpy())	304	df["N"].to_numpy())
305	813·us·+-·~~191~~·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	305	814·us·+-·273·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause	306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause
307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and	307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and
308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.	308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.
309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8	309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8
310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-	310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-
311	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.	311	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.
312	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to	312	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to
Offset 609, 17 lines modified		Offset 609, 17 lines modified
609	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance	609	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance
610	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This	610	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This
611	engine·requires·the·optional·dependency·numexpr·to·be·installed.	611	engine·requires·the·optional·dependency·numexpr·to·be·installed.
612	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation	612	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation
613	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with	613	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with
614	engine='python'·and·may·incur·a·performance·hit.	614	engine='python'·and·may·incur·a·performance·hit.
615	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4	615	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4
616	8.5·ms·+-·139·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	616	8.51·ms·+-·61.6·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
617	In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")	617	In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")
618	10.9·ms·+-·6~~2.2~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	618	11·ms·+-·167·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
Max diff block lines reached; 2276/10103 bytes (22.53%) of diff not shown.


Offset 1086, 16 lines modified		Offset 1086, 16 lines modified
1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>	1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>
1087	<span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>	1087	<span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>
1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>	1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>
1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>	1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>
1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>	1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>
1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>	1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>
1092	<span·class="gp">···....:·</span>	1092	<span·class="gp">···....:·</span>
1093	<span·class="go">CPU·times:·user·~~433~~·us,·sys:·183·us,·total:·~~616~~·us</span>	1093	<span·class="go">CPU·times:·user·551·us,·sys:·0·ns,·total:·551·us</span>
1094	<span·class="go">Wall·time:·~~625~~·us</span>	1094	<span·class="go">Wall·time:·557·us</span>
1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>	1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>
1096	</pre></div>	1096	</pre></div>
1097	</div>	1097	</div>
1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the	1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the
1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>	1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>
1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t	1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t
1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are	1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are


Offset 644, 16 lines modified		Offset 644, 16 lines modified
644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")	644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")
645	···....:·counts·=·pd.Series(dtype=int)	645	···....:·counts·=·pd.Series(dtype=int)
646	···....:·for·path·in·files:	646	···....:·for·path·in·files:
647	···....:·····df·=·pd.read_parquet(path)	647	···....:·····df·=·pd.read_parquet(path)
648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)	648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)
649	···....:·counts.astype(int)	649	···....:·counts.astype(int)
650	···....:	650	···....:
651	CPU·times:·user·~~433~~·us,·sys:·183·us,·total:·~~616~~·us	651	CPU·times:·user·551·us,·sys:·0·ns,·total:·551·us
652	Wall·time:·~~625~~·us	652	Wall·time:·557·us
653	Out[32]:·Series([],·dtype:·int64)	653	Out[32]:·Series([],·dtype:·int64)
654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize	654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize
655	when·reading·a·single·file.	655	when·reading·a·single·file.
656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too	656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too
657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),	657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),
658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to	658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to
659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.	659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.


Offset 39, 18 lines modified		Offset 39, 18 lines modified
39	············]	39	············]
40	········},	40	········},
41	········{	41	········{
42	············"cell_type":·"code",	42	············"cell_type":·"code",
43	············"execution_count":·1,	43	············"execution_count":·1,
44	············"metadata":·{	44	············"metadata":·{
45	················"execution":·{	45	················"execution":·{
46	····················"iopub.execute_input":·"2025-03-30T03:09:13.~~8736~~05Z",	46	····················"iopub.execute_input":·"2026-05-02T10:47:19.790405Z",
47	····················"iopub.status.busy":·"2025-03-30T03:09:13.873129Z",	47	····················"iopub.status.busy":·"2026-05-02T10:47:19.789324Z",
48	····················"iopub.status.idle":·"2025-03-30T03:09:14.282~~146~~Z",	48	····················"iopub.status.idle":·"2026-05-02T10:47:20.182832Z",
49	····················"shell.execute_reply":·"2025-03-30T03:09:14.281~~127~~Z"	49	····················"shell.execute_reply":·"2026-05-02T10:47:20.181959Z"
50	················},	50	················},
51	················"nbsphinx":·"hidden"	51	················"nbsphinx":·"hidden"
52	············},	52	············},
53	············"outputs":·[],	53	············"outputs":·[],
54	············"source":·[	54	············"source":·[
55	················"import·matplotlib.pyplot\n",	55	················"import·matplotlib.pyplot\n",
56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",	56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",
Offset 77, 36 lines modified		Offset 77, 36 lines modified
77	············]	77	············]
78	········},	78	········},
79	········{	79	········{
80	············"cell_type":·"code",	80	············"cell_type":·"code",
81	············"execution_count":·2,	81	············"execution_count":·2,
82	············"metadata":·{	82	············"metadata":·{
83	················"execution":·{	83	················"execution":·{
84	····················"iopub.execute_input":·"2025-03-30T03:09:14.286~~792~~Z",	84	····················"iopub.execute_input":·"2026-05-02T10:47:20.186367Z",
85	····················"iopub.status.busy":·"2025-03-30T03:09:14.286462Z",	85	····················"iopub.status.busy":·"2026-05-02T10:47:20.186062Z",
86	····················"iopub.status.idle":·"2025-03-30T03:09:14.5~~85742~~Z",	86	····················"iopub.status.idle":·"2026-05-02T10:47:20.536188Z",
87	····················"shell.execute_reply":·"2025-03-30T03:09:14.5~~84821~~Z"	87	····················"shell.execute_reply":·"2026-05-02T10:47:20.535267Z"
88	················}	88	················}
89	············},	89	············},
90	············"outputs":·[],	90	············"outputs":·[],
91	············"source":·[	91	············"source":·[
92	················"import·pandas·as·pd\n",	92	················"import·pandas·as·pd\n",
93	················"import·numpy·as·np\n",	93	················"import·numpy·as·np\n",
94	················"import·matplotlib·as·mpl\n"	94	················"import·matplotlib·as·mpl\n"
95	············]	95	············]
96	········},	96	········},
97	········{	97	········{
98	············"cell_type":·"code",	98	············"cell_type":·"code",
99	············"execution_count":·3,	99	············"execution_count":·3,
100	············"metadata":·{	100	············"metadata":·{
101	················"execution":·{	101	················"execution":·{
102	····················"iopub.execute_input":·"2025-03-30T03:09:14.589457Z",	102	····················"iopub.execute_input":·"2026-05-02T10:47:20.539667Z",
103	····················"iopub.status.busy":·"2025-03-30T03:09:14.589~~081~~Z",	103	····················"iopub.status.busy":·"2026-05-02T10:47:20.539338Z",
104	····················"iopub.status.idle":·"2025-03-30T03:09:14.~~639517~~Z",	104	····················"iopub.status.idle":·"2026-05-02T10:47:20.587331Z",
105	····················"shell.execute_reply":·"2025-03-30T03:09:14.~~638527~~Z"	105	····················"shell.execute_reply":·"2026-05-02T10:47:20.586309Z"
106	················},	106	················},
107	················"nbsphinx":·"hidden"	107	················"nbsphinx":·"hidden"
108	············},	108	············},
109	············"outputs":·[],	109	············"outputs":·[],
110	············"source":·[	110	············"source":·[
111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",	111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",
112	················"from·pandas.io.formats.style·import·Styler\n",	112	················"from·pandas.io.formats.style·import·Styler\n",
Offset 123, 18 lines modified		Offset 123, 18 lines modified
123	············]	123	············]
124	········},	124	········},
125	········{	125	········{
126	············"cell_type":·"code",	126	············"cell_type":·"code",
127	············"execution_count":·4,	127	············"execution_count":·4,
128	············"metadata":·{	128	············"metadata":·{
129	················"execution":·{	129	················"execution":·{
130	····················"iopub.execute_input":·"2025-03-30T03:09:14.~~6430~~38Z",	130	····················"iopub.execute_input":·"2026-05-02T10:47:20.590639Z",
131	····················"iopub.status.busy":·"2025-03-30T03:09:14.~~6427~~10Z",	131	····················"iopub.status.busy":·"2026-05-02T10:47:20.590316Z",
132	····················"iopub.status.idle":·"2025-03-30T03:09:14.6~~52299~~Z",	132	····················"iopub.status.idle":·"2026-05-02T10:47:20.600127Z",
133	····················"shell.execute_reply":·"2025-03-30T03:09:14.~~651583~~Z"	133	····················"shell.execute_reply":·"2026-05-02T10:47:20.599165Z"
134	················}	134	················}
135	············},	135	············},
136	············"outputs":·[	136	············"outputs":·[
137	················{	137	················{
138	····················"data":·{	138	····················"data":·{
139	························"text/html":·[	139	························"text/html":·[
140	····························"<style·type=\"text/css\">\n",	140	····························"<style·type=\"text/css\">\n",
Offset 193, 18 lines modified		Offset 193, 18 lines modified
193	············]	193	············]
194	········},	194	········},
195	········{	195	········{
196	············"cell_type":·"code",	196	············"cell_type":·"code",
197	············"execution_count":·5,	197	············"execution_count":·5,
198	············"metadata":·{	198	············"metadata":·{
199	················"execution":·{	199	················"execution":·{
200	····················"iopub.execute_input":·"2025-03-30T03:09:14.~~72537~~8Z",	200	····················"iopub.execute_input":·"2026-05-02T10:47:20.670498Z",
201	····················"iopub.status.busy":·"2025-03-30T03:09:14.~~724941~~Z",	201	····················"iopub.status.busy":·"2026-05-02T10:47:20.670232Z",
202	····················"iopub.status.idle":·"2025-03-30T03:09:14.~~742~~907Z",	202	····················"iopub.status.idle":·"2026-05-02T10:47:20.681907Z",
203	····················"shell.execute_reply":·"2025-03-30T03:09:14.741~~796~~Z"	203	····················"shell.execute_reply":·"2026-05-02T10:47:20.681139Z"
204	················}	204	················}
205	············},	205	············},
206	············"outputs":·[	206	············"outputs":·[
207	················{	207	················{
208	····················"data":·{	208	····················"data":·{
209	························"text/html":·[	209	························"text/html":·[
210	····························"<div>\n",	210	····························"<div>\n",
Offset 327, 18 lines modified		Offset 327, 18 lines modified
327	············]	327	············]
328	········},	328	········},
329	········{	329	········{
330	············"cell_type":·"code",	330	············"cell_type":·"code",
331	············"execution_count":·6,	331	············"execution_count":·6,
332	············"metadata":·{	332	············"metadata":·{
333	················"execution":·{	333	················"execution":·{
334	····················"iopub.execute_input":·"2025-03-30T03:09:14.~~748031~~Z",	334	····················"iopub.execute_input":·"2026-05-02T10:47:20.685474Z",
335	····················"iopub.status.busy":·"2025-03-30T03:09:14.~~746896~~Z",	335	····················"iopub.status.busy":·"2026-05-02T10:47:20.685150Z",
336	····················"iopub.status.idle":·"2025-03-30T03:09:14.7~~67706~~Z",	336	····················"iopub.status.idle":·"2026-05-02T10:47:20.700668Z",
337	····················"shell.execute_reply":·"2025-03-30T03:09:14.~~766484~~Z"	337	····················"shell.execute_reply":·"2026-05-02T10:47:20.699751Z"
338	················}	338	················}
339	············},	339	············},
340	············"outputs":·[	340	············"outputs":·[
341	················{	341	················{
342	····················"data":·{	342	····················"data":·{
343	························"text/html":·[	343	························"text/html":·[
344	····························"<style·type=\"text/css\">\n",	344	····························"<style·type=\"text/css\">\n",
Offset 448, 18 lines modified		Offset 448, 18 lines modified
448	············]	448	············]
449	········},	449	········},
450	········{	450	········{
451	············"cell_type":·"code",	451	············"cell_type":·"code",
452	············"execution_count":·7,	452	············"execution_count":·7,
453	············"metadata":·{	453	············"metadata":·{
454	················"execution":·{	454	················"execution":·{
455	····················"iopub.execute_input":·"2025-03-30T03:09:14.7~~723~~23Z",	455	····················"iopub.execute_input":·"2026-05-02T10:47:20.704126Z",
456	····················"iopub.status.busy":·"2025-03-30T03:09:14.771843Z",	456	····················"iopub.status.busy":·"2026-05-02T10:47:20.703812Z",
457	····················"iopub.status.idle":·"2025-03-30T03:09:14.7~~86216~~Z",	457	····················"iopub.status.idle":·"2026-05-02T10:47:20.714325Z",
458	····················"shell.execute_reply":·"2025-03-30T03:09:14.7~~84962~~Z"	458	····················"shell.execute_reply":·"2026-05-02T10:47:20.713287Z"
459	················}	459	················}
460	············},	460	············},
461	············"outputs":·[	461	············"outputs":·[
Max diff block lines reached; 83518/90470 bytes (92.32%) of diff not shown.


Offset 1613, 20 lines modified		Offset 1613, 20 lines modified
1613	<span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span>	1613	<span·class="gp">In·[94]:·</span><span·class="n">df1</span><span·class="p">,</span>·<span·class="n">df2</span><span·class="p">,</span>·<span·class="n">df3</span><span·class="p">,</span>·<span·class="n">df4</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">DataFrame</span><span·class="p">(</span><span·class="n">np</span><span·class="o">.</span><span·class="n">random</span><span·class="o">.</span><span·class="n">randn</span><span·class="p">(</span><span·class="n">nrows</span><span·class="p">,</span>·<span·class="n">ncols</span><span·class="p">))</span>
1614	<span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span>	1614	<span·class="gp">···....:·</span>······················<span·class="k">for</span>·<span·class="n">_</span>·<span·class="ow">in</span>·<span·class="nb">range</span><span·class="p">(</span><span·class="mi">4</span><span·class="p">)]</span>
1615	<span·class="gp">···....:·</span>	1615	<span·class="gp">···....:·</span>
1616	</pre></div>	1616	</pre></div>
1617	</div>	1617	</div>
1618	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span>	1618	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·eval·with·NumExpr·backend</span>
1619	<span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4')	1619	<span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval('df1·+·df2·+·df3·+·df4')
1620	<span·class="go">7.1·ms·+-·409·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1620	<span·class="go">6.48·ms·+-·105·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1621	</pre></div>	1621	</pre></div>
1622	</div>	1622	</div>
1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>	1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>
1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4	1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4
1625	<span·class="go">4.53·ms·+-·754·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1625	<span·class="go">4.16·ms·+-·47.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1626	</pre></div>	1626	</pre></div>
1627	</div>	1627	</div>
1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>	1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>
1629	</li>	1629	</li>
1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new	1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new
1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of	1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of
1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>	1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>


Offset 965, 18 lines modified		Offset 965, 18 lines modified

965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,	965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,
966	······ncols))	966	······ncols))
967	·········....:·······················for·_·in·range(4)]	967	·········....:·······················for·_·in·range(4)]
968	·········....:	968	·········....:
969	······#·eval·with·NumExpr·backend	969	······#·eval·with·NumExpr·backend
970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')	970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')
971	······7.1·ms·+-·409·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	971	······6.48·ms·+-·105·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
972	······#·pure·Python·evaluation	972	······#·pure·Python·evaluation
973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4	973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4
974	······4.53·ms·+-·754·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	974	······4.16·ms·+-·47.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
975	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s	975	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s
976	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that	976	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that
977	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,	977	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,
978	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])	978	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])

979	······In·[98]:·df.eval('a·+·b')	979	······In·[98]:·df.eval('a·+·b')
980	······Out[98]:	980	······Out[98]:


Offset 1458, 18 lines modified		Offset 1458, 18 lines modified
1458	</div>	1458	</div>
1459	<div·class="admonition·note">	1459	<div·class="admonition·note">
1460	<p·class="admonition-title">Note</p>	1460	<p·class="admonition-title">Note</p>
1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>	1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>
1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>	1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>

1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>	1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>
1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2025-03-29·15:10:01.~~99049~~6')</span>	1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2026-05-03·00:48:04.574736')</span>

1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2026-03-29·15:10:01.~~992~~021')</span>	1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2027-05-03·00:48:04.578044')</span>
1467	</pre></div>	1467	</pre></div>
1468	</div>	1468	</div>
1469	</div>	1469	</div>
1470	</section>	1470	</section>
1471	</section>	1471	</section>
1472	<section·id="changes-to-index-comparisons">	1472	<section·id="changes-to-index-comparisons">
1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>	1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>


Offset 814, 18 lines modified		Offset 814, 18 lines modified
814	freq=None)	814	freq=None)
815	Note	815	Note
816	If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now()	816	If·you·want·to·perform·calculations·based·on·today’s·date,·use·Timestamp.now()
817	and·pandas.tseries.offsets.	817	and·pandas.tseries.offsets.
818	In·[65]:·import·pandas.tseries.offsets·as·offsets	818	In·[65]:·import·pandas.tseries.offsets·as·offsets

819	In·[66]:·pd.Timestamp.now()	819	In·[66]:·pd.Timestamp.now()
820	Out[66]:·Timestamp('2025-03-29·15:10:01.~~99049~~6')	820	Out[66]:·Timestamp('2026-05-03·00:48:04.574736')

821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)	821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)
822	Out[67]:·Timestamp('2026-03-29·15:10:01.~~992~~021')	822	Out[67]:·Timestamp('2027-05-03·00:48:04.578044')
823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8	823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8
824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)	824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)
825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a	825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a
826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.	826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.
827	Previous·behavior:	827	Previous·behavior:
828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])	828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])
829	Out[2]:·array([·True,·False,·False],·dtype=bool)	829	Out[2]:·array([·True,·False,·False],·dtype=bool)


Offset 6256, 61 lines modified		Offset 6256, 61 lines modified
6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html	6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html
6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html	6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html
6258	-rw-r--r--···0·root·········(0)·root·········(0)····48657·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/testing.html	6258	-rw-r--r--···0·root·········(0)·root·········(0)····48657·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/testing.html
6259	-rw-r--r--···0·root·········(0)·root·········(0)····53295·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/window.html	6259	-rw-r--r--···0·root·········(0)·root·········(0)····53295·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reference/window.html
6260	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/release.html	6260	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/release.html
6261	-rw-r--r--···0·root·········(0)·root·········(0)······269·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reshaping.html	6261	-rw-r--r--···0·root·········(0)·root·········(0)······269·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/reshaping.html
6262	-rw-r--r--···0·root·········(0)·root·········(0)····17010·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/search.html	6262	-rw-r--r--···0·root·········(0)·root·········(0)····17010·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/search.html
6263	-rw-r--r--···0·root·········(0)·root·········(0)··2358~~647~~·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/searchindex.js	6263	-rw-r--r--···0·root·········(0)·root·········(0)··2358599·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/searchindex.js
6264	-rw-r--r--···0·root·········(0)·root·········(0)······259·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/sparse.html	6264	-rw-r--r--···0·root·········(0)·root·········(0)······259·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/sparse.html
6265	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/style.html	6265	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/style.html
6266	-rw-r--r--···0·root·········(0)·root·········(0)······255·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/text.html	6266	-rw-r--r--···0·root·········(0)·root·········(0)······255·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/text.html
6267	-rw-r--r--···0·root·········(0)·root·········(0)······256·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/timedeltas.html	6267	-rw-r--r--···0·root·········(0)·root·········(0)······256·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/timedeltas.html
6268	-rw-r--r--···0·root·········(0)·root·········(0)······277·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/timeseries.html	6268	-rw-r--r--···0·root·········(0)·root·········(0)······277·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/timeseries.html
6269	-rw-r--r--···0·root·········(0)·root·········(0)······272·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/tutorials.html	6269	-rw-r--r--···0·root·········(0)·root·········(0)······272·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/tutorials.html
6270	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/	6270	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/
6271	-rw-r--r--···0·root·········(0)·root·········(0)···171380·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/10min.html	6271	-rw-r--r--···0·root·········(0)·root·········(0)···171380·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/10min.html
6272	-rw-r--r--···0·root·········(0)·root·········(0)···283835·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/advanced.html	6272	-rw-r--r--···0·root·········(0)·root·········(0)···283836·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/advanced.html
6273	-rw-r--r--···0·root·········(0)·root·········(0)···436075·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/basics.html	6273	-rw-r--r--···0·root·········(0)·root·········(0)···436075·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/basics.html
6274	-rw-r--r--···0·root·········(0)·root·········(0)····36646·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/boolean.html	6274	-rw-r--r--···0·root·········(0)·root·········(0)····36646·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/boolean.html
6275	-rw-r--r--···0·root·········(0)·root·········(0)···217515·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/categorical.html	6275	-rw-r--r--···0·root·········(0)·root·········(0)···217515·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/categorical.html
6276	-rw-r--r--···0·root·········(0)·root·········(0)····18313·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/cookbook.html	6276	-rw-r--r--···0·root·········(0)·root·········(0)····18313·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/cookbook.html
6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html	6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html
6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html	6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html
6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html	6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html
6280	-rw-r--r--···0·root·········(0)·root·········(0)···115461·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html	6280	-rw-r--r--···0·root·········(0)·root·········(0)···115453·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html
6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html	6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html
6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html	6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html
6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html	6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html
6284	-rw-r--r--···0·root·········(0)·root·········(0)···395484·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html	6284	-rw-r--r--···0·root·········(0)·root·········(0)···395484·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html
6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html	6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html
6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145820·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html	6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145820·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html
6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html	6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html
6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html	6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html
6289	-rw-r--r--···0·root·········(0)·root·········(0)···112153·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/options.html	6289	-rw-r--r--···0·root·········(0)·root·········(0)···112153·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/options.html
6290	-rw-r--r--···0·root·········(0)·root·········(0)···147524·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html	6290	-rw-r--r--···0·root·········(0)·root·········(0)···147524·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html
6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html	6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html
6292	-rw-r--r--···0·root·········(0)·root·········(0)···115581·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html	6292	-rw-r--r--···0·root·········(0)·root·········(0)···115579·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html
6293	-rw-r--r--···0·root·········(0)·root·········(0)····65863·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/sparse.html	6293	-rw-r--r--···0·root·········(0)·root·········(0)····65863·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/sparse.html


Offset 592, 31 lines modified		Offset 592, 31 lines modified
592	<span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span>	592	<span·class="gp">···...:·</span>········<span·class="n">s</span>·<span·class="o">+=</span>·<span·class="n">f</span><span·class="p">(</span><span·class="n">a</span>·<span·class="o">+</span>·<span·class="n">i</span>·<span·class="o">*</span>·<span·class="n">dx</span><span·class="p">)</span>
593	<span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span>	593	<span·class="gp">···...:·</span>····<span·class="k">return</span>·<span·class="n">s</span>·<span·class="o">*</span>·<span·class="n">dx</span>
594	<span·class="gp">···...:·</span>	594	<span·class="gp">···...:·</span>
595	</pre></div>	595	</pre></div>
596	</div>	596	</div>
597	<p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p>	597	<p>We·achieve·our·result·by·using·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.apply.html#pandas.DataFrame.apply"·title="pandas.DataFrame.apply"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">DataFrame.apply()</span></code></a>·(row-wise):</p>
598	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	598	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[5]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
599	<span·class="go">71·ms·+-·2.76·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	599	<span·class="go">73.7·ms·+-·9.68·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>
600	</pre></div>	600	</pre></div>
601	</div>	601	</div>
602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation	602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation
603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>	603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>
604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>	604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>
605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999	605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999
606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.~~218~~·seconds</span>	606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.407·seconds</span>

607	<span·class="go">···Ordered·by:·internal·time</span>	607	<span·class="go">···Ordered·by:·internal·time</span>
608	<span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span>	608	<span·class="go">···List·reduced·from·159·to·4·due·to·restriction·<4></span>

609	<span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>	609	<span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>
610	<span·class="go">·····1000····0.~~132~~····0.000····0.~~191~~····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>	610	<span·class="go">·····1000····0.220····0.000····0.335····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>
611	<span·class="go">···552423····0.~~058~~····0.000····0.~~058~~····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>	611	<span·class="go">···552423····0.115····0.000····0.115····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>
612	<span·class="go">·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)</span>
613	<span·class="go">·····3000····0.003····0.000····0.008····0.000·series.py:1220(_get_value)</span>	612	<span·class="go">·····3000····0.019····0.000····0.040····0.000·series.py:1220(_get_value)</span>
		613	<span·class="go">·····3000····0.011····0.000····0.011····0.000·base.py:3777(get_loc)</span>
614	</pre></div>	614	</pre></div>
615	</div>	615	</div>
616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,	616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,
617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>	617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>
618	</section>	618	</section>
619	<section·id="plain-cython">	619	<section·id="plain-cython">
620	<span·id="enhancingperf-plain"></span><h3>Plain·Cython<a·class="headerlink"·href="#plain-cython"·title="Link·to·this·heading">#</a></h3>	620	<span·id="enhancingperf-plain"></span><h3>Plain·Cython<a·class="headerlink"·href="#plain-cython"·title="Link·to·this·heading">#</a></h3>
Offset 634, 15 lines modified		Offset 634, 15 lines modified
634	<span·class="gp">···...:·</span>····for·i·in·range(N):	634	<span·class="gp">···...:·</span>····for·i·in·range(N):
635	<span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx)	635	<span·class="gp">···...:·</span>········s·+=·f_plain(a·+·i·*·dx)
636	<span·class="gp">···...:·</span>····return·s·*·dx	636	<span·class="gp">···...:·</span>····return·s·*·dx
637	<span·class="gp">···...:·</span>	637	<span·class="gp">···...:·</span>
638	</pre></div>	638	</pre></div>


Offset 820, 18 lines modified		Offset 820, 18 lines modified
820	a·new·ndarray·of·period·objects·each·time.</p>	820	a·new·ndarray·of·period·objects·each·time.</p>
821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>	821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>
822	<span·class="gh">Out[18]:·</span>	822	<span·class="gh">Out[18]:·</span>
823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>

825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
826	<span·class="gh">Out[19]:·</span><span·class="go">281473243096784</span>	826	<span·class="gh">Out[19]:·</span><span·class="go">281472639131568</span>

827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
828	<span·class="gh">Out[20]:·</span><span·class="go">281473243096784</span>	828	<span·class="gh">Out[20]:·</span><span·class="go">281472639131568</span>
829	</pre></div>	829	</pre></div>
830	</div>	830	</div>
831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>	831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>
832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>	832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>
833	<span·class="gh">Out[21]:·</span>	833	<span·class="gh">Out[21]:·</span>
834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>


Offset 268, 18 lines modified		Offset 268, 18 lines modified
268	each·time.	268	each·time.
269	In·[18]:·idx.values	269	In·[18]:·idx.values
270	Out[18]:	270	Out[18]:
271	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	271	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
272	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	272	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

273	In·[19]:·id(idx.values)	273	In·[19]:·id(idx.values)
274	Out[19]:·281473243096784	274	Out[19]:·281472639131568

275	In·[20]:·id(idx.values)	275	In·[20]:·id(idx.values)
276	Out[20]:·281473243096784	276	Out[20]:·281472639131568
277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().	277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().
278	In·[21]:·idx.to_numpy()	278	In·[21]:·idx.to_numpy()
279	Out[21]:	279	Out[21]:
280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

282	In·[22]:·pd.Series(idx).to_numpy()	282	In·[22]:·pd.Series(idx).to_numpy()


Offset 1, 8 lines modified		Offset 1, 8 lines modified

1	Displaying·notes·found·in:·.note.gnu.property	1	Displaying·notes·found·in:·.note.gnu.property
2	··Owner················Data·size·» Description	2	··Owner················Data·size·» Description
3	··GNU··················0x00000010» NT_GNU_PROPERTY_TYPE_0» ······Properties:·AArch64·feature:·BTI,·PAC	3	··GNU··················0x00000010» NT_GNU_PROPERTY_TYPE_0» ······Properties:·AArch64·feature:·BTI,·PAC

4	Displaying·notes·found·in:·.note.gnu.build-id	4	Displaying·notes·found·in:·.note.gnu.build-id
5	··Owner················Data·size·» Description	5	··Owner················Data·size·» Description
6	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·~~3f32e3~~1c~~0fe47ac46e43e5f~~e~~2db~~3~~4b23f32fc24~~f	6	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·0715c51cb1be8be2220fa19e7853bee1951d5c1f


Offset 1, 7 lines modified		Offset 1, 7 lines modified

1	Hex·dump·of·section·'.gnu_debuglink':	1	Hex·dump·of·section·'.gnu_debuglink':
2	··0x00000000·33326533·31633066·65343761·63343665·32e31c0fe47ac46e
3	··0x00000010·34336535·66653264·62333462·323~~366~~33·~~43e~~5~~fe2d~~b34b~~23f3~~	2	··0x00000000·31356335·31636231·62653862·65323232·15c51cb1be8be222
		3	··0x00000010·30666131·39653738·35336265·65313935·0fa19e7853bee195
4	··0x00000020·326~~66332~~·34662e64·65627567·00000000·~~2fc24~~f.debug....	4	··0x00000020·31643563·31662e64·65627567·00000000·1d5c1f.debug....
5	··0x00000030·~~5d8c93b4~~····························]...	5	··0x00000030·017ace2d····························.z.-


Offset 6, 8 lines modified		Offset 6, 8 lines modified
6	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>	6	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>
7	Installed-Size:·36333	7	Installed-Size:·36333
8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)	8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)
9	Section:·debug	9	Section:·debug
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·same	11	Multi-Arch:·same
12	Description:·debug·symbols·for·python3-pandas-lib	12	Description:·debug·symbols·for·python3-pandas-lib
13	Build-Ids:·11ca7d60de2bb10cd8cade3e3d556e93af023bff·1300f281f6038c9b2fcfbc04f6fec2a2f2c2b9b4·15ed4fdc41d642bf29aa7b166fb62c08085a67fd·16011ea894fe0bd602c063c511ffb17c6a0dcbf4·2169ca05d3500813b502f74b6537dac1d16f08c6·2bc110a~~9762c9f3~~9~~f8e3650a~~7~~ba235f4dc26e938·32a~~6~~2cc982~~[·...·truncated·by·diffoscope;·len:·112,·SHA:·~~1d22016~~488d468381~~38e11fcf6b~~ea~~78e~~8~~54f8b~~b~~157~~e17a1cca~~de152e~~5~~83043~~a8·...·]·4340adb7e72801a33ee1f3929618c39870721b9d·47c6f8814210b39daf6a23514f90f258727382b9·4b3481858fcad8b92878680524489227457fc920·4e8dc010e72780990a8cc4b42d7dec28857ccfca·50bf01e77202563cff89b41e8c62d5e277bc0e78·561375258bedb08bb293d16a454e8e86b75ea324·57aa6fa5bd3c33d2b248f0af873a72b0939bf036·5b49bc8069c28c2132e7dbdae6f255010866c192·5e6600ac1f298f87ccd9fbd35cdfa0e2fd2a0737·624187887091629570591ccbbd3d7bd7eab48b6c·62751c8a4096f8b64b50dbeabdbb8140a28158aa·6680150e1debede82cfc5cfddcb81f545bce6769·6c7eb2be721519b9732a6c4086e574b9c375b504·6d74161cd45bdf7455f38f6be145be4cc544711a·6f219dc1c80434da298b532204c34fc752c26c37·781e83ad4913afcb9d751afaad0f94ba03c623fc·79a81ae7e0e0ad648cf84707804d93eddcb1d94e·7c4de75276ba9a2f4f07c547b3e43a18e518b99b·83916b33eeadecc2f7aa49f9e77ed7e9c4bba28e·8ce9e369c4fbb7979c385ba626330f856a87c92b·9a059b0bcade6e8b7a059be11fd93c21ce534d4e·9f6a80541508794b1a5b6be46d943c9adae36747·b2be5d79cfba08abc4b086836234cbc811c09359·b62100a05d21eef34bf69ca28596c5abb90d30ca·b8ab4db9282c79433e691d37838d4b95f45b94f5·d79b18f8b31cb44a75e0ce11ecf6d3d2261e6878·d7e5061b169f2b402a5d2c916a0795dd9f1f6c3e·dbb1e9b601857a5c58cffee6d50fc42929b3f140·e4cb8eb54e77ad4b4c98b913d7abfd091304634a·e7ea6f91d86f79bd8bbfb161d76c3a88e2f9a475·ea532b9d63697166b83bb8b2863f9e37eacba872·f01cc6d2ce0a63cfc58690b560c0817598fe3153·fa77e6be0a06e76a9680c905a9125b6e1634c2e1·fa81510390f22fb6955410c2d1d9107c2fe8dc55·fed07da5bf96a89f64dd1a5cfc0fccde1dbd9661	13	Build-Ids:·0715c51cb1be8be2220fa19e7853bee1951d5c1f·11ca7d60de2bb10cd8cade3e3d556e93af023bff·1300f281f6038c9b2fcfbc04f6fec2a2f2c2b9b4·15ed4fdc41d642bf29aa7b166fb62c08085a67fd·16011ea894fe0bd602c063c511ffb17c6a0dcbf4·2169ca05d3500813b502f74b6537dac1d16f08c6·2bc110a976[·...·truncated·by·diffoscope;·len:·112,·SHA:·ecf43a403b1b14f5e797c1ea4ac8b0ccdb679efca775cbc2ac30473505d18ac9·...·]·4340adb7e72801a33ee1f3929618c39870721b9d·47c6f8814210b39daf6a23514f90f258727382b9·4b3481858fcad8b92878680524489227457fc920·4e8dc010e72780990a8cc4b42d7dec28857ccfca·50bf01e77202563cff89b41e8c62d5e277bc0e78·561375258bedb08bb293d16a454e8e86b75ea324·57aa6fa5bd3c33d2b248f0af873a72b0939bf036·5b49bc8069c28c2132e7dbdae6f255010866c192·5e6600ac1f298f87ccd9fbd35cdfa0e2fd2a0737·624187887091629570591ccbbd3d7bd7eab48b6c·62751c8a4096f8b64b50dbeabdbb8140a28158aa·6680150e1debede82cfc5cfddcb81f545bce6769·6c7eb2be721519b9732a6c4086e574b9c375b504·6d74161cd45bdf7455f38f6be145be4cc544711a·6f219dc1c80434da298b532204c34fc752c26c37·781e83ad4913afcb9d751afaad0f94ba03c623fc·79a81ae7e0e0ad648cf84707804d93eddcb1d94e·7c4de75276ba9a2f4f07c547b3e43a18e518b99b·83916b33eeadecc2f7aa49f9e77ed7e9c4bba28e·8ce9e369c4fbb7979c385ba626330f856a87c92b·9a059b0bcade6e8b7a059be11fd93c21ce534d4e·9f6a80541508794b1a5b6be46d943c9adae36747·b2be5d79cfba08abc4b086836234cbc811c09359·b62100a05d21eef34bf69ca28596c5abb90d30ca·b8ab4db9282c79433e691d37838d4b95f45b94f5·d79b18f8b31cb44a75e0ce11ecf6d3d2261e6878·d7e5061b169f2b402a5d2c916a0795dd9f1f6c3e·dbb1e9b601857a5c58cffee6d50fc42929b3f140·e4cb8eb54e77ad4b4c98b913d7abfd091304634a·e7ea6f91d86f79bd8bbfb161d76c3a88e2f9a475·ea532b9d63697166b83bb8b2863f9e37eacba872·f01cc6d2ce0a63cfc58690b560c0817598fe3153·fa77e6be0a06e76a9680c905a9125b6e1634c2e1·fa81510390f22fb6955410c2d1d9107c2fe8dc55·fed07da5bf96a89f64dd1a5cfc0fccde1dbd9661


Offset 1, 16 lines modified		Offset 1, 16 lines modified
		1	usr/lib/debug/.build-id/07/15c51cb1be8be2220fa19e7853bee1951d5c1f.debug
1	usr/lib/debug/.build-id/11/ca7d60de2bb10cd8cade3e3d556e93af023bff.debug	2	usr/lib/debug/.build-id/11/ca7d60de2bb10cd8cade3e3d556e93af023bff.debug
2	usr/lib/debug/.build-id/13/00f281f6038c9b2fcfbc04f6fec2a2f2c2b9b4.debug	3	usr/lib/debug/.build-id/13/00f281f6038c9b2fcfbc04f6fec2a2f2c2b9b4.debug
3	usr/lib/debug/.build-id/15/ed4fdc41d642bf29aa7b166fb62c08085a67fd.debug	4	usr/lib/debug/.build-id/15/ed4fdc41d642bf29aa7b166fb62c08085a67fd.debug
4	usr/lib/debug/.build-id/16/011ea894fe0bd602c063c511ffb17c6a0dcbf4.debug	5	usr/lib/debug/.build-id/16/011ea894fe0bd602c063c511ffb17c6a0dcbf4.debug
5	usr/lib/debug/.build-id/21/69ca05d3500813b502f74b6537dac1d16f08c6.debug	6	usr/lib/debug/.build-id/21/69ca05d3500813b502f74b6537dac1d16f08c6.debug
6	usr/lib/debug/.build-id/2b/c110a9762c9f39f8e3650a7ba235f4dc26e938.debug	7	usr/lib/debug/.build-id/2b/c110a9762c9f39f8e3650a7ba235f4dc26e938.debug
7	usr/lib/debug/.build-id/32/a62cc9827991c128f28cb8866360dc07e946b8.debug	8	usr/lib/debug/.build-id/32/a62cc9827991c128f28cb8866360dc07e946b8.debug
8	usr/lib/debug/.build-id/34/0e0b19b6f83ffe43f3c7f1512e0a62dbbad345.debug	9	usr/lib/debug/.build-id/34/0e0b19b6f83ffe43f3c7f1512e0a62dbbad345.debug
9	usr/lib/debug/.build-id/3f/32e31c0fe47ac46e43e5fe2db34b23f32fc24f.debug
10	usr/lib/debug/.build-id/43/40adb7e72801a33ee1f3929618c39870721b9d.debug	10	usr/lib/debug/.build-id/43/40adb7e72801a33ee1f3929618c39870721b9d.debug
11	usr/lib/debug/.build-id/47/c6f8814210b39daf6a23514f90f258727382b9.debug	11	usr/lib/debug/.build-id/47/c6f8814210b39daf6a23514f90f258727382b9.debug
12	usr/lib/debug/.build-id/4b/3481858fcad8b92878680524489227457fc920.debug	12	usr/lib/debug/.build-id/4b/3481858fcad8b92878680524489227457fc920.debug
13	usr/lib/debug/.build-id/4e/8dc010e72780990a8cc4b42d7dec28857ccfca.debug	13	usr/lib/debug/.build-id/4e/8dc010e72780990a8cc4b42d7dec28857ccfca.debug
14	usr/lib/debug/.build-id/50/bf01e77202563cff89b41e8c62d5e277bc0e78.debug	14	usr/lib/debug/.build-id/50/bf01e77202563cff89b41e8c62d5e277bc0e78.debug
15	usr/lib/debug/.build-id/56/1375258bedb08bb293d16a454e8e86b75ea324.debug	15	usr/lib/debug/.build-id/56/1375258bedb08bb293d16a454e8e86b75ea324.debug
16	usr/lib/debug/.build-id/57/aa6fa5bd3c33d2b248f0af873a72b0939bf036.debug	16	usr/lib/debug/.build-id/57/aa6fa5bd3c33d2b248f0af873a72b0939bf036.debug


Offset 1, 12 lines modified		Offset 1, 14 lines modified
1	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./	1	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./
2	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/	2	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/
3	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/	3	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/
4	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/	4	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/
5	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/	5	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/
		6	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/07/
		7	-rw-r--r--···0·root·········(0)·root·········(0)···689528·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/07/15c51cb1be8be2220fa19e7853bee1951d5c1f.debug
6	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/11/	8	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/11/
7	-rw-r--r--···0·root·········(0)·root·········(0)···108312·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/11/ca7d60de2bb10cd8cade3e3d556e93af023bff.debug	9	-rw-r--r--···0·root·········(0)·root·········(0)···108312·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/11/ca7d60de2bb10cd8cade3e3d556e93af023bff.debug
8	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/	10	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/
9	-rw-r--r--···0·root·········(0)·root·········(0)···325368·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/00f281f6038c9b2fcfbc04f6fec2a2f2c2b9b4.debug	11	-rw-r--r--···0·root·········(0)·root·········(0)···325368·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/13/00f281f6038c9b2fcfbc04f6fec2a2f2c2b9b4.debug
10	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/15/	12	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/15/
11	-rw-r--r--···0·root·········(0)·root·········(0)···764872·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/15/ed4fdc41d642bf29aa7b166fb62c08085a67fd.debug	13	-rw-r--r--···0·root·········(0)·root·········(0)···764872·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/15/ed4fdc41d642bf29aa7b166fb62c08085a67fd.debug
12	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/16/	14	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/16/
Offset 15, 16 lines modified		Offset 17, 14 lines modified
15	-rw-r--r--···0·root·········(0)·root·········(0)····94080·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/21/69ca05d3500813b502f74b6537dac1d16f08c6.debug	17	-rw-r--r--···0·root·········(0)·root·········(0)····94080·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/21/69ca05d3500813b502f74b6537dac1d16f08c6.debug
16	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/2b/	18	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/2b/
17	-rw-r--r--···0·root·········(0)·root·········(0)···298592·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/2b/c110a9762c9f39f8e3650a7ba235f4dc26e938.debug	19	-rw-r--r--···0·root·········(0)·root·········(0)···298592·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/2b/c110a9762c9f39f8e3650a7ba235f4dc26e938.debug
18	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/32/	20	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/32/
19	-rw-r--r--···0·root·········(0)·root·········(0)···572720·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/32/a62cc9827991c128f28cb8866360dc07e946b8.debug	21	-rw-r--r--···0·root·········(0)·root·········(0)···572720·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/32/a62cc9827991c128f28cb8866360dc07e946b8.debug
20	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/34/	22	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/34/
21	-rw-r--r--···0·root·········(0)·root·········(0)··3840088·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/34/0e0b19b6f83ffe43f3c7f1512e0a62dbbad345.debug	23	-rw-r--r--···0·root·········(0)·root·········(0)··3840088·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/34/0e0b19b6f83ffe43f3c7f1512e0a62dbbad345.debug
22	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/3f/
23	-rw-r--r--···0·root·········(0)·root·········(0)···689464·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/3f/32e31c0fe47ac46e43e5fe2db34b23f32fc24f.debug
24	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/43/	24	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/43/
25	-rw-r--r--···0·root·········(0)·root·········(0)····95224·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/43/40adb7e72801a33ee1f3929618c39870721b9d.debug	25	-rw-r--r--···0·root·········(0)·root·········(0)····95224·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/43/40adb7e72801a33ee1f3929618c39870721b9d.debug
26	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/47/	26	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/47/
27	-rw-r--r--···0·root·········(0)·root·········(0)···540000·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/47/c6f8814210b39daf6a23514f90f258727382b9.debug	27	-rw-r--r--···0·root·········(0)·root·········(0)···540000·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/47/c6f8814210b39daf6a23514f90f258727382b9.debug
28	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/	28	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/
29	-rw-r--r--···0·root·········(0)·root·········(0)···747352·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/3481858fcad8b92878680524489227457fc920.debug	29	-rw-r--r--···0·root·········(0)·root·········(0)···747352·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/3481858fcad8b92878680524489227457fc920.debug
30	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4e/	30	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4e/


Offset 6, 15 lines modified		Offset 6, 15 lines modified
6	··OS/ABI:····························UNIX·-·System·V	6	··OS/ABI:····························UNIX·-·System·V
7	··ABI·Version:·······················0	7	··ABI·Version:·······················0
8	··Type:······························DYN·(Shared·object·file)	8	··Type:······························DYN·(Shared·object·file)
9	··Machine:···························AArch64	9	··Machine:···························AArch64
10	··Version:···························0x1	10	··Version:···························0x1
11	··Entry·point·address:···············0x0	11	··Entry·point·address:···············0x0
12	··Start·of·program·headers:··········64·(bytes·into·file)	12	··Start·of·program·headers:··········64·(bytes·into·file)
13	··Start·of·section·headers:··········687~~160~~·(bytes·into·file)	13	··Start·of·section·headers:··········687224·(bytes·into·file)
14	··Flags:·····························0x0	14	··Flags:·····························0x0
15	··Size·of·this·header:···············64·(bytes)	15	··Size·of·this·header:···············64·(bytes)
16	··Size·of·program·headers:···········56·(bytes)	16	··Size·of·program·headers:···········56·(bytes)
17	··Number·of·program·headers:·········9	17	··Number·of·program·headers:·········9
18	··Size·of·section·headers:···········64·(bytes)	18	··Size·of·section·headers:···········64·(bytes)
19	··Number·of·section·headers:·········36	19	··Number·of·section·headers:·········36
20	··Section·header·string·table·index:·35	20	··Section·header·string·table·index:·35


Offset 1, 8 lines modified		Offset 1, 8 lines modified
1	There·are·36·section·headers,·starting·at·offset·0xa7c38:	1	There·are·36·section·headers,·starting·at·offset·0xa7c78:

2	Section·Headers:	2	Section·Headers:
3	··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al	3	··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al
4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0	4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0
5	··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8	5	··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8
6	··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4	6	··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4
7	··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8	7	··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8
Offset 23, 23 lines modified		Offset 23, 23 lines modified
23	··[18]·.fini_array·······NOBITS··········000000000005f740·00f730·000008·08··WA··0···0··8	23	··[18]·.fini_array·······NOBITS··········000000000005f740·00f730·000008·08··WA··0···0··8
24	··[19]·.dynamic··········NOBITS··········000000000005f748·00f730·000200·10··WA··5···0··8	24	··[19]·.dynamic··········NOBITS··········000000000005f748·00f730·000200·10··WA··5···0··8
25	··[20]·.got··············NOBITS··········000000000005f948·00f730·0006b8·08··WA··0···0··8	25	··[20]·.got··············NOBITS··········000000000005f948·00f730·0006b8·08··WA··0···0··8
26	··[21]·.data·············NOBITS··········0000000000060000·00f730·0015a0·00··WA··0···0·16	26	··[21]·.data·············NOBITS··········0000000000060000·00f730·0015a0·00··WA··0···0·16
27	··[22]·.bss··············NOBITS··········00000000000615a0·00f730·001198·00··WA··0···0·16	27	··[22]·.bss··············NOBITS··········00000000000615a0·00f730·001198·00··WA··0···0·16
28	··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1	28	··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1
29	··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··8	29	··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··8
30	··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d6f·00···C··0···0··8	30	··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d9b·00···C··0···0··8
31	··[26]·.debug_abbrev·····PROGBITS········0000000000000000·041120·000507·00···C··0···0··8	31	··[26]·.debug_abbrev·····PROGBITS········0000000000000000·041150·000507·00···C··0···0··8
32	··[27]·.debug_line·······PROGBITS········0000000000000000·041628·01ca4b·00···C··0···0··8	32	··[27]·.debug_line·······PROGBITS········0000000000000000·041658·01ca4b·00···C··0···0··8
33	··[28]·.debug_str········PROGBITS········0000000000000000·05e078·000686·01·MSC··0···0··8	33	··[28]·.debug_str········PROGBITS········0000000000000000·05e0a8·000686·01·MSC··0···0··8
34	··[29]·.debug_line_str···PROGBITS········0000000000000000·05e700·0001d2·01·MSC··0···0··8	34	··[29]·.debug_line_str···PROGBITS········0000000000000000·05e730·0001d2·01·MSC··0···0··8
35	··[30]·.debug_loclists···PROGBITS········0000000000000000·05e8d8·0353dd·00···C··0···0··8	35	··[30]·.debug_loclists···PROGBITS········0000000000000000·05e908·0353e9·00···C··0···0··8
36	··[31]·.debug_rnglists···PROGBITS········0000000000000000·093cb8·007dfd·00···C··0···0··8	36	··[31]·.debug_rnglists···PROGBITS········0000000000000000·093cf8·007dfd·00···C··0···0··8
37	··[32]·.gnu_debugaltlink·PROGBITS········0000000000000000·09bab5·000053·00······0···0··1	37	··[32]·.gnu_debugaltlink·PROGBITS········0000000000000000·09baf5·000053·00······0···0··1
38	··[33]·.symtab···········SYMTAB··········0000000000000000·09bb08·0061b0·18·····34·832··8	38	··[33]·.symtab···········SYMTAB··········0000000000000000·09bb48·0061b0·18·····34·832··8
39	··[34]·.strtab···········STRTAB··········0000000000000000·0a1cb8·005e04·00······0···0··1	39	··[34]·.strtab···········STRTAB··········0000000000000000·0a1cf8·005e04·00······0···0··1
40	··[35]·.shstrtab·········STRTAB··········0000000000000000·0a7abc·000179·00······0···0··1	40	··[35]·.shstrtab·········STRTAB··········0000000000000000·0a7afc·000179·00······0···0··1
41	Key·to·Flags:	41	Key·to·Flags:
42	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),	42	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),
43	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),	43	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),
44	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),	44	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),
45	··D·(mbind),·p·(processor·specific)	45	··D·(mbind),·p·(processor·specific)


Offset 1, 11 lines modified		Offset 1, 11 lines modified
1	Contents·of·the·.debug_info·section:	1	Contents·of·the·.debug_info·section:

2	··Compilation·Unit·@·offset·0:	2	··Compilation·Unit·@·offset·0:
3	···Length:········0x863f3·(32-bit)	3	···Length:········0x863f1·(32-bit)
4	···Version:·······5	4	···Version:·······5
5	···Unit·Type:·····DW_UT_compile·(1)	5	···Unit·Type:·····DW_UT_compile·(1)
6	···Abbrev·Offset:·0	6	···Abbrev·Offset:·0
7	···Pointer·Size:··8	7	···Pointer·Size:··8
8	·<0><c>:·Abbrev·Number:·170·(DW_TAG_compile_unit)	8	·<0><c>:·Abbrev·Number:·170·(DW_TAG_compile_unit)
9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x1825d)·	9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x1825d)·
10	····<12>···DW_AT_language····:·(data1)·29» (C11)	10	····<12>···DW_AT_language····:·(data1)·29» (C11)
Offset 11039, 15 lines modified		Offset 11039, 15 lines modified
11039	····<66d3>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))	11039	····<66d3>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))
11040	····<66d5>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)	11040	····<66d5>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)
11041	·<8><66df>:·Abbrev·Number:·0	11041	·<8><66df>:·Abbrev·Number:·0
11042	·<7><66e0>:·Abbrev·Number:·0	11042	·<7><66e0>:·Abbrev·Number:·0
11043	·<6><66e1>:·Abbrev·Number:·0	11043	·<6><66e1>:·Abbrev·Number:·0
11044	·<5><66e2>:·Abbrev·Number:·24·(DW_TAG_call_site)	11044	·<5><66e2>:·Abbrev·Number:·24·(DW_TAG_call_site)
11045	····<66e3>···DW_AT_call_return_pc:·(addr)·0x13b9c	11045	····<66e3>···DW_AT_call_return_pc:·(addr)·0x13b9c
11046	····<66eb>···DW_AT_call_origin·:·(ref_udata)·<0x67093>	11046	····<66eb>···DW_AT_call_origin·:·(ref_udata)·<0x67091>
11047	·<6><66ee>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)	11047	·<6><66ee>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)
11048	····<66ef>···DW_AT_call_parameter:·(ref_udata)·<0x5c73>	11048	····<66ef>···DW_AT_call_parameter:·(ref_udata)·<0x5c73>
11049	····<66f2>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)	11049	····<66f2>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)
11050	·<6><66fc>:·Abbrev·Number:·0	11050	·<6><66fc>:·Abbrev·Number:·0
11051	·<5><66fd>:·Abbrev·Number:·0	11051	·<5><66fd>:·Abbrev·Number:·0
11052	·<4><66fe>:·Abbrev·Number:·0	11052	·<4><66fe>:·Abbrev·Number:·0
11053	·<3><66ff>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)	11053	·<3><66ff>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 11229, 29 lines modified		Offset 11229, 29 lines modified
11229	····<6861>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x14375)·	11229	····<6861>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x14375)·
11230	····<6865>···DW_AT_decl_file···:·(data1)·1	11230	····<6865>···DW_AT_decl_file···:·(data1)·1
11231	····<6866>···DW_AT_decl_line···:·(data2)·49645	11231	····<6866>···DW_AT_decl_line···:·(data2)·49645
11232	····<6868>···DW_AT_decl_column·:·(data1)·13	11232	····<6868>···DW_AT_decl_column·:·(data1)·13
11233	····<6869>···DW_AT_type········:·(ref_udata)·<0x91c>	11233	····<6869>···DW_AT_type········:·(ref_udata)·<0x91c>
11234	·<4><686b>:·Abbrev·Number:·0	11234	·<4><686b>:·Abbrev·Number:·0
11235	·<3><686c>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)	11235	·<3><686c>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)
11236	····<686d>···DW_AT_abstract_origin:·(ref_udata)·<0x65018>	11236	····<686d>···DW_AT_abstract_origin:·(ref_udata)·<0x65016>
11237	····<6870>···DW_AT_entry_pc····:·(addr)·0x13ad0	11237	····<6870>···DW_AT_entry_pc····:·(addr)·0x13ad0
11238	····<6878>···DW_AT_GNU_entry_view:·(data2)·2	11238	····<6878>···DW_AT_GNU_entry_view:·(data2)·2
11239	····<687a>···DW_AT_ranges······:·(sec_offset)·0x1740	11239	····<687a>···DW_AT_ranges······:·(sec_offset)·0x1740
11240	····<687e>···DW_AT_call_file···:·(data1)·1	11240	····<687e>···DW_AT_call_file···:·(data1)·1
11241	····<687f>···DW_AT_call_line···:·(data2)·49645	11241	····<687f>···DW_AT_call_line···:·(data2)·49645
11242	····<6881>···DW_AT_call_column·:·(data1)·13	11242	····<6881>···DW_AT_call_column·:·(data1)·13
11243	·<4><6882>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	11243	·<4><6882>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
11244	····<6883>···DW_AT_abstract_origin:·(ref_udata)·<0x65027>	11244	····<6883>···DW_AT_abstract_origin:·(ref_udata)·<0x65025>
11245	····<6886>···DW_AT_location····:·(sec_offset)·0x431·(location·list)	11245	····<6886>···DW_AT_location····:·(sec_offset)·0x431·(location·list)
11246	····<688a>···DW_AT_GNU_locviews:·(sec_offset)·0x42d	11246	····<688a>···DW_AT_GNU_locviews:·(sec_offset)·0x42d
11247	·<4><688e>:·Abbrev·Number:·10·(DW_TAG_lexical_block)	11247	·<4><688e>:·Abbrev·Number:·10·(DW_TAG_lexical_block)
11248	····<688f>···DW_AT_ranges······:·(sec_offset)·0x1740	11248	····<688f>···DW_AT_ranges······:·(sec_offset)·0x1740
11249	·<5><6893>:·Abbrev·Number:·5·(DW_TAG_variable)	11249	·<5><6893>:·Abbrev·Number:·5·(DW_TAG_variable)
11250	····<6894>···DW_AT_abstract_origin:·(ref_udata)·<0x65032>	11250	····<6894>···DW_AT_abstract_origin:·(ref_udata)·<0x65030>
11251	····<6897>···DW_AT_location····:·(sec_offset)·0x44c·(location·list)	11251	····<6897>···DW_AT_location····:·(sec_offset)·0x44c·(location·list)
11252	····<689b>···DW_AT_GNU_locviews:·(sec_offset)·0x448	11252	····<689b>···DW_AT_GNU_locviews:·(sec_offset)·0x448
11253	·<5><689f>:·Abbrev·Number:·0	11253	·<5><689f>:·Abbrev·Number:·0
11254	·<4><68a0>:·Abbrev·Number:·0	11254	·<4><68a0>:·Abbrev·Number:·0
11255	·<3><68a1>:·Abbrev·Number:·0	11255	·<3><68a1>:·Abbrev·Number:·0
11256	·<2><68a2>:·Abbrev·Number:·30·(DW_TAG_lexical_block)	11256	·<2><68a2>:·Abbrev·Number:·30·(DW_TAG_lexical_block)
11257	····<68a3>···DW_AT_ranges······:·(sec_offset)·0x1752	11257	····<68a3>···DW_AT_ranges······:·(sec_offset)·0x1752
Offset 11481, 25 lines modified		Offset 11481, 25 lines modified
11481	····<6a83>···DW_AT_GNU_locviews:·(sec_offset)·0x517	11481	····<6a83>···DW_AT_GNU_locviews:·(sec_offset)·0x517
11482	·<3><6a87>:·Abbrev·Number:·9·(DW_TAG_variable)	11482	·<3><6a87>:·Abbrev·Number:·9·(DW_TAG_variable)
11483	····<6a88>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0x105b8>	11483	····<6a88>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0x105b8>
11484	····<6a8c>···DW_AT_location····:·(sec_offset)·0x52b·(location·list)	11484	····<6a8c>···DW_AT_location····:·(sec_offset)·0x52b·(location·list)
11485	····<6a90>···DW_AT_GNU_locviews:·(sec_offset)·0x529	11485	····<6a90>···DW_AT_GNU_locviews:·(sec_offset)·0x529
11486	·<3><6a94>:·Abbrev·Number:·0	11486	·<3><6a94>:·Abbrev·Number:·0
11487	·<2><6a95>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine)	11487	·<2><6a95>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine)
11488	····<6a96>···DW_AT_abstract_origin:·(ref_udata)·<0x65052>	11488	····<6a96>···DW_AT_abstract_origin:·(ref_udata)·<0x65050>
11489	····<6a99>···DW_AT_entry_pc····:·(addr)·0x13a44	11489	····<6a99>···DW_AT_entry_pc····:·(addr)·0x13a44
11490	····<6aa1>···DW_AT_GNU_entry_view:·(data2)·2	11490	····<6aa1>···DW_AT_GNU_entry_view:·(data2)·2
11491	····<6aa3>···DW_AT_low_pc······:·(addr)·0x13a44	11491	····<6aa3>···DW_AT_low_pc······:·(addr)·0x13a44
11492	····<6aab>···DW_AT_high_pc·····:·(udata)·4	11492	····<6aab>···DW_AT_high_pc·····:·(udata)·4
11493	····<6aac>···DW_AT_call_file···:·(data1)·1	11493	····<6aac>···DW_AT_call_file···:·(data1)·1
11494	····<6aad>···DW_AT_call_line···:·(data2)·49644	11494	····<6aad>···DW_AT_call_line···:·(data2)·49644
11495	····<6aaf>···DW_AT_call_column·:·(data1)·13	11495	····<6aaf>···DW_AT_call_column·:·(data1)·13
11496	····<6ab0>···DW_AT_sibling·····:·(ref_udata)·<0x6ac0>	11496	····<6ab0>···DW_AT_sibling·····:·(ref_udata)·<0x6ac0>
11497	·<3><6ab3>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	11497	·<3><6ab3>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
11498	····<6ab4>···DW_AT_abstract_origin:·(ref_udata)·<0x65061>	11498	····<6ab4>···DW_AT_abstract_origin:·(ref_udata)·<0x6505f>
11499	····<6ab7>···DW_AT_location····:·(sec_offset)·0x53c·(location·list)	11499	····<6ab7>···DW_AT_location····:·(sec_offset)·0x53c·(location·list)
11500	····<6abb>···DW_AT_GNU_locviews:·(sec_offset)·0x53a	11500	····<6abb>···DW_AT_GNU_locviews:·(sec_offset)·0x53a
11501	·<3><6abf>:·Abbrev·Number:·0	11501	·<3><6abf>:·Abbrev·Number:·0
11502	·<2><6ac0>:·Abbrev·Number:·8·(DW_TAG_call_site)	11502	·<2><6ac0>:·Abbrev·Number:·8·(DW_TAG_call_site)
11503	····<6ac1>···DW_AT_call_return_pc:·(addr)·0x13ac8	11503	····<6ac1>···DW_AT_call_return_pc:·(addr)·0x13ac8
11504	····<6ac9>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x104b7>	11504	····<6ac9>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x104b7>
11505	·<3><6acd>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	11505	·<3><6acd>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
Offset 12222, 15 lines modified		Offset 12222, 15 lines modified
12222	····<7073>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))	12222	····<7073>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))
12223	····<7075>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)	12223	····<7075>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·» (DW_OP_addr:·44a00)
12224	·<8><707f>:·Abbrev·Number:·0	12224	·<8><707f>:·Abbrev·Number:·0
12225	·<7><7080>:·Abbrev·Number:·0	12225	·<7><7080>:·Abbrev·Number:·0
12226	·<6><7081>:·Abbrev·Number:·0	12226	·<6><7081>:·Abbrev·Number:·0
12227	·<5><7082>:·Abbrev·Number:·24·(DW_TAG_call_site)	12227	·<5><7082>:·Abbrev·Number:·24·(DW_TAG_call_site)
12228	····<7083>···DW_AT_call_return_pc:·(addr)·0x13d54	12228	····<7083>···DW_AT_call_return_pc:·(addr)·0x13d54
12229	····<708b>···DW_AT_call_origin·:·(ref_udata)·<0x67093>	12229	····<708b>···DW_AT_call_origin·:·(ref_udata)·<0x67091>
12230	·<6><708e>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)	12230	·<6><708e>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)
12231	····<708f>···DW_AT_call_parameter:·(ref_udata)·<0x5c73>	12231	····<708f>···DW_AT_call_parameter:·(ref_udata)·<0x5c73>
12232	····<7092>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)	12232	····<7092>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)
12233	·<6><709c>:·Abbrev·Number:·0	12233	·<6><709c>:·Abbrev·Number:·0
12234	·<5><709d>:·Abbrev·Number:·0	12234	·<5><709d>:·Abbrev·Number:·0
12235	·<4><709e>:·Abbrev·Number:·0	12235	·<4><709e>:·Abbrev·Number:·0
12236	·<3><709f>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)	12236	·<3><709f>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 12412, 29 lines modified		Offset 12412, 29 lines modified
12412	····<7201>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x14375)·	12412	····<7201>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x14375)·
12413	····<7205>···DW_AT_decl_file···:·(data1)·1	12413	····<7205>···DW_AT_decl_file···:·(data1)·1
12414	····<7206>···DW_AT_decl_line···:·(data2)·48892	12414	····<7206>···DW_AT_decl_line···:·(data2)·48892
12415	····<7208>···DW_AT_decl_column·:·(data1)·13	12415	····<7208>···DW_AT_decl_column·:·(data1)·13
12416	····<7209>···DW_AT_type········:·(ref_udata)·<0x91c>	12416	····<7209>···DW_AT_type········:·(ref_udata)·<0x91c>
12417	·<4><720b>:·Abbrev·Number:·0	12417	·<4><720b>:·Abbrev·Number:·0
12418	·<3><720c>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)	12418	·<3><720c>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)
12419	····<720d>···DW_AT_abstract_origin:·(ref_udata)·<0x65018>	12419	····<720d>···DW_AT_abstract_origin:·(ref_udata)·<0x65016>
12420	····<7210>···DW_AT_entry_pc····:·(addr)·0x13c88	12420	····<7210>···DW_AT_entry_pc····:·(addr)·0x13c88
12421	····<7218>···DW_AT_GNU_entry_view:·(data2)·2	12421	····<7218>···DW_AT_GNU_entry_view:·(data2)·2
12422	····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb	12422	····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb
12423	····<721e>···DW_AT_call_file···:·(data1)·1	12423	····<721e>···DW_AT_call_file···:·(data1)·1
12424	····<721f>···DW_AT_call_line···:·(data2)·48892	12424	····<721f>···DW_AT_call_line···:·(data2)·48892
12425	····<7221>···DW_AT_call_column·:·(data1)·13	12425	····<7221>···DW_AT_call_column·:·(data1)·13
12426	·<4><7222>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	12426	·<4><7222>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
12427	····<7223>···DW_AT_abstract_origin:·(ref_udata)·<0x65027>	12427	····<7223>···DW_AT_abstract_origin:·(ref_udata)·<0x65025>
12428	····<7226>···DW_AT_location····:·(sec_offset)·0x6df·(location·list)	12428	····<7226>···DW_AT_location····:·(sec_offset)·0x6df·(location·list)
12429	····<722a>···DW_AT_GNU_locviews:·(sec_offset)·0x6db	12429	····<722a>···DW_AT_GNU_locviews:·(sec_offset)·0x6db
12430	·<4><722e>:·Abbrev·Number:·10·(DW_TAG_lexical_block)	12430	·<4><722e>:·Abbrev·Number:·10·(DW_TAG_lexical_block)
12431	····<722f>···DW_AT_ranges······:·(sec_offset)·0x17eb	12431	····<722f>···DW_AT_ranges······:·(sec_offset)·0x17eb
12432	·<5><7233>:·Abbrev·Number:·5·(DW_TAG_variable)	12432	·<5><7233>:·Abbrev·Number:·5·(DW_TAG_variable)
12433	····<7234>···DW_AT_abstract_origin:·(ref_udata)·<0x65032>	12433	····<7234>···DW_AT_abstract_origin:·(ref_udata)·<0x65030>
12434	····<7237>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list)	12434	····<7237>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list)
12435	····<723b>···DW_AT_GNU_locviews:·(sec_offset)·0x6f6	12435	····<723b>···DW_AT_GNU_locviews:·(sec_offset)·0x6f6
12436	·<5><723f>:·Abbrev·Number:·0	12436	·<5><723f>:·Abbrev·Number:·0
12437	·<4><7240>:·Abbrev·Number:·0	12437	·<4><7240>:·Abbrev·Number:·0
12438	·<3><7241>:·Abbrev·Number:·0	12438	·<3><7241>:·Abbrev·Number:·0
Max diff block lines reached; 15294049/15300940 bytes (99.95%) of diff not shown.


Offset 62443, 21 lines modified		Offset 62443, 21 lines modified
62443	····0002fc27·v000000000000001·v000000000000000·views·at·0002fc25·for:	62443	····0002fc27·v000000000000001·v000000000000000·views·at·0002fc25·for:
62444	·············00000000000311dc·000000000003126c·(DW_OP_lit1;·DW_OP_stack_value)	62444	·············00000000000311dc·000000000003126c·(DW_OP_lit1;·DW_OP_stack_value)
62445	····0002fc35·<End·of·list>	62445	····0002fc35·<End·of·list>

62446	····0002fc36·v000000000000001·v000000000000000·location·view·pair	62446	····0002fc36·v000000000000001·v000000000000000·location·view·pair

62447	····0002fc38·v000000000000001·v000000000000000·views·at·0002fc36·for:	62447	····0002fc38·v000000000000001·v000000000000000·views·at·0002fc36·for:
62448	·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbb1>·0)	62448	·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbaf>·0)
62449	····0002fc4a·<End·of·list>	62449	····0002fc4a·<End·of·list>

62450	····0002fc4b·v000000000000001·v000000000000000·location·view·pair	62450	····0002fc4b·v000000000000001·v000000000000000·location·view·pair

62451	····0002fc4d·v000000000000001·v000000000000000·views·at·0002fc4b·for:	62451	····0002fc4d·v000000000000001·v000000000000000·views·at·0002fc4b·for:
62452	·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbd9>·0)	62452	·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbd7>·0)
62453	····0002fc5f·<End·of·list>	62453	····0002fc5f·<End·of·list>

62454	····0002fc60·v000000000000001·v000000000000000·location·view·pair	62454	····0002fc60·v000000000000001·v000000000000000·location·view·pair

62455	····0002fc62·v000000000000001·v000000000000000·views·at·0002fc60·for:	62455	····0002fc62·v000000000000001·v000000000000000·views·at·0002fc60·for:
62456	·············00000000000311ec·000000000003126c·(DW_OP_reg25·(x25))	62456	·············00000000000311ec·000000000003126c·(DW_OP_reg25·(x25))
62457	····0002fc6f·<End·of·list>	62457	····0002fc6f·<End·of·list>
Offset 62529, 17 lines modified		Offset 62529, 17 lines modified
62529	····0002fd24·<End·of·list>	62529	····0002fd24·<End·of·list>

62530	····0002fd25·v000000000000003·v000000000000000·location·view·pair	62530	····0002fd25·v000000000000003·v000000000000000·location·view·pair
62531	····0002fd27·v000000000000000·v000000000000001·location·view·pair	62531	····0002fd27·v000000000000000·v000000000000001·location·view·pair

62532	····0002fd29·000000000003126c·(base·address)	62532	····0002fd29·000000000003126c·(base·address)
62533	····0002fd32·v000000000000003·v000000000000000·views·at·0002fd25·for:	62533	····0002fd32·v000000000000003·v000000000000000·views·at·0002fd25·for:
62534	·············000000000003126c·00000000000312a4·(DW_OP_implicit_pointer:·<0x2db14>·0)	62534	·············000000000003126c·00000000000312a4·(DW_OP_implicit_pointer:·<0x2db12>·0)
62535	····0002fd3c·v000000000000000·v000000000000001·views·at·0002fd27·for:	62535	····0002fd3c·v000000000000000·v000000000000001·views·at·0002fd27·for:
62536	·············0000000000031a90·0000000000031ab4·(DW_OP_implicit_pointer:·<0x2db14>·0)	62536	·············0000000000031a90·0000000000031ab4·(DW_OP_implicit_pointer:·<0x2db12>·0)
62537	····0002fd48·<End·of·list>	62537	····0002fd48·<End·of·list>

62538	····0002fd49·v000000000000000·v000000000000000·location·view·pair	62538	····0002fd49·v000000000000000·v000000000000000·location·view·pair

62539	····0002fd4b·v000000000000000·v000000000000000·views·at·0002fd49·for:	62539	····0002fd4b·v000000000000000·v000000000000000·views·at·0002fd49·for:
62540	·············0000000000031294·00000000000312a4·(DW_OP_reg19·(x19))	62540	·············0000000000031294·00000000000312a4·(DW_OP_reg19·(x19))
62541	····0002fd57·<End·of·list>	62541	····0002fd57·<End·of·list>
Offset 77626, 37 lines modified		Offset 77626, 37 lines modified
77626	····0003b4d2·<End·of·list>	77626	····0003b4d2·<End·of·list>

77627	····0003b4d3·v000000000000001·v000000000000000·location·view·pair	77627	····0003b4d3·v000000000000001·v000000000000000·location·view·pair
77628	····0003b4d5·v000000000000000·v000000000000000·location·view·pair	77628	····0003b4d5·v000000000000000·v000000000000000·location·view·pair

77629	····0003b4d7·000000000002be58·(base·address)	77629	····0003b4d7·000000000002be58·(base·address)
77630	····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for:	77630	····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for:
77631	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c420>·0)	77631	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c41e>·0)
77632	····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for:	77632	····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for:
77633	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c420>·0)	77633	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c41e>·0)
77634	····0003b4f6·<End·of·list>	77634	····0003b4f6·<End·of·list>

77635	····0003b4f7·v000000000000001·v000000000000000·location·view·pair	77635	····0003b4f7·v000000000000001·v000000000000000·location·view·pair
77636	····0003b4f9·v000000000000000·v000000000000000·location·view·pair	77636	····0003b4f9·v000000000000000·v000000000000000·location·view·pair

77637	····0003b4fb·000000000002be58·(base·address)	77637	····0003b4fb·000000000002be58·(base·address)
77638	····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for:	77638	····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for:
77639	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c434>·0)	77639	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c432>·0)
77640	····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for:	77640	····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for:
77641	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c434>·0)	77641	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c432>·0)
77642	····0003b51a·<End·of·list>	77642	····0003b51a·<End·of·list>

77643	····0003b51b·v000000000000001·v000000000000000·location·view·pair	77643	····0003b51b·v000000000000001·v000000000000000·location·view·pair
77644	····0003b51d·v000000000000000·v000000000000000·location·view·pair	77644	····0003b51d·v000000000000000·v000000000000000·location·view·pair

77645	····0003b51f·000000000002be58·(base·address)	77645	····0003b51f·000000000002be58·(base·address)
77646	····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for:	77646	····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for:
77647	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c448>·0)	77647	·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c446>·0)
77648	····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for:	77648	····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for:
77649	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c448>·0)	77649	·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c446>·0)
77650	····0003b53e·<End·of·list>	77650	····0003b53e·<End·of·list>

77651	····0003b53f·v000000000000005·v000000000000000·location·view·pair	77651	····0003b53f·v000000000000005·v000000000000000·location·view·pair
77652	····0003b541·v000000000000000·v000000000000000·location·view·pair	77652	····0003b541·v000000000000000·v000000000000000·location·view·pair

77653	····0003b543·000000000002ce18·(base·address)	77653	····0003b543·000000000002ce18·(base·address)
77654	····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for:	77654	····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for:
Offset 78640, 37 lines modified		Offset 78640, 37 lines modified
78640	····0003bfa5·<End·of·list>	78640	····0003bfa5·<End·of·list>

78641	····0003bfa6·v000000000000001·v000000000000000·location·view·pair	78641	····0003bfa6·v000000000000001·v000000000000000·location·view·pair
78642	····0003bfa8·v000000000000000·v000000000000000·location·view·pair	78642	····0003bfa8·v000000000000000·v000000000000000·location·view·pair

78643	····0003bfaa·000000000002b790·(base·address)	78643	····0003bfaa·000000000002b790·(base·address)
78644	····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for:	78644	····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for:
78645	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a8>·0)	78645	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a6>·0)
78646	····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for:	78646	····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for:
78647	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a8>·0)	78647	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a6>·0)
78648	····0003bfc9·<End·of·list>	78648	····0003bfc9·<End·of·list>

78649	····0003bfca·v000000000000001·v000000000000000·location·view·pair	78649	····0003bfca·v000000000000001·v000000000000000·location·view·pair
78650	····0003bfcc·v000000000000000·v000000000000000·location·view·pair	78650	····0003bfcc·v000000000000000·v000000000000000·location·view·pair

78651	····0003bfce·000000000002b790·(base·address)	78651	····0003bfce·000000000002b790·(base·address)
78652	····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for:	78652	····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for:
78653	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3bc>·0)	78653	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3ba>·0)
78654	····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for:	78654	····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for:
78655	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3bc>·0)	78655	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3ba>·0)
78656	····0003bfed·<End·of·list>	78656	····0003bfed·<End·of·list>

78657	····0003bfee·v000000000000001·v000000000000000·location·view·pair	78657	····0003bfee·v000000000000001·v000000000000000·location·view·pair
78658	····0003bff0·v000000000000000·v000000000000000·location·view·pair	78658	····0003bff0·v000000000000000·v000000000000000·location·view·pair

78659	····0003bff2·000000000002b790·(base·address)	78659	····0003bff2·000000000002b790·(base·address)
78660	····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for:	78660	····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for:
78661	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3d0>·0)	78661	·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3ce>·0)
78662	····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for:	78662	····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for:
78663	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3d0>·0)	78663	·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3ce>·0)
78664	····0003c011·<End·of·list>	78664	····0003c011·<End·of·list>

78665	····0003c012·v000000000000005·v000000000000000·location·view·pair	78665	····0003c012·v000000000000005·v000000000000000·location·view·pair
78666	····0003c014·v000000000000000·v000000000000000·location·view·pair	78666	····0003c014·v000000000000000·v000000000000000·location·view·pair

78667	····0003c016·000000000002c0fc·(base·address)	78667	····0003c016·000000000002c0fc·(base·address)
78668	····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for:	78668	····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for:
Offset 94039, 32 lines modified		Offset 94039, 32 lines modified

94039	····00047644·v000000000000004·v000000000000000·location·view·pair	94039	····00047644·v000000000000004·v000000000000000·location·view·pair
94040	····00047646·v000000000000000·v000000000000000·location·view·pair	94040	····00047646·v000000000000000·v000000000000000·location·view·pair
94041	····00047648·v000000000000005·v000000000000004·location·view·pair	94041	····00047648·v000000000000005·v000000000000004·location·view·pair

94042	····0004764a·000000000001d5f4·(base·address)	94042	····0004764a·000000000001d5f4·(base·address)
94043	····00047653·v000000000000004·v000000000000000·views·at·00047644·for:	94043	····00047653·v000000000000004·v000000000000000·views·at·00047644·for:
94044	·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a76c>·0)	94044	·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a76a>·0)
94045	····0004765d·v000000000000000·v000000000000000·views·at·00047646·for:	94045	····0004765d·v000000000000000·v000000000000000·views·at·00047646·for:
94046	·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a76c>·0)	94046	·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a76a>·0)
94047	····00047669·v000000000000005·v000000000000004·views·at·00047648·for:	94047	····00047669·v000000000000005·v000000000000004·views·at·00047648·for:
Max diff block lines reached; 38839/46796 bytes (83.00%) of diff not shown.

+GCC:·(Debian·14.2.0-19)·14.2.0
+JS<D&KVS
+VUHY&e6,9
+»       6FC-kzY
+O*»     .#8l"
+B^2[S[-khn
+GZsOMz_QB
+@&5(XZ+»
+sMY+4vm
+J+6J+6J;
+G]++J+++++
+`DPTTDTTTT@TTTDTTT
+]ax#]a0#
+RrX5N+0$
+>I'<U'<t
+iV6Js2E@t
+LRD9I4]pt
++A,?-bu'
+(_~Q^y[
+#.h·p?3As
+Y8?]:2C9
+y]_5^=Yp
+WE5o$O:O!
+j>P~»   H/$
+P~V*3G)3
+PUzURV}g
+·a&E1»   {oq»
+y1&d)~.h
+.B{;@lEp#
+$uEs~C
+Db2[reMv
+esfp7-» `Gh|
+E1A'drA?
+q7,U,|hG
+skv<q]h*t
+Ap#<=6w@
+zd~ESG9M
+U2n)K6gG
+Z!5m%B`zo/
+aw»     39WuS
+G4z=m^xD
+ke:·i2-Kk
+FvT[PP,@O
++@.lb'CME
+?"~:P|V<
+KlLJB~1{
+Z/dr6z"I
+Zv[N7y4Wx*h
+]aka}-m0Im-
++,IK(Lw
+:\JQB6B>~
+@9JhB^],
+m*t»   3m*
+·vr{i6/e`+O-
+Ze8cOA@7
+Fj<#D@d1
+Z~K&!^Z.
+(%tOGsi)
+\W?bAO:}
+k-(IwkI`d%-i-
+%RJg=`N0P
+]D6cG)N;
+%]u"0*#`
+*~"D»   4Dy
+rUOZLK7p
+Zt;h-TS$
+L#Ho0_~m
+Qi%Fi%FiG
+EJQjHQjH
+ZYQZYYYYyoT
+%e,nXFC8oY
+,gN%-a(pO
+O_6~o'VJ
+][X»    sD»  {
+_2Lnzt,P,
+V!FX\/L
+O8XF^GaK
+"*Z7z>Z(
+,d)ykX`=
+iD(fx&r;
+.1[S:<n+
+j»      `s$O*`
+N.h0p?1A
+rr!)\NclS
+I7MearP,yN
+sA#wTf{?
+]Jc>bFx[
+OAb\gatY
+;L[nD*;
+»       ?t·!d5{M
+Q>#UhUb
++ih:Ev%Iu%
+@br.?Mn=
+CbtE11Jgq1
+,fkDp;o?
+`MxZ7RT7$U
+dkgQs]@|
+(JyWMyMa
+/)|B3»  xb
+pm:B.l;i
+RH»     )gOX»
+RLm%et·
+p_h·f]u9.2
+'YFA&li:
+VEyZ.B4J
+XnGTnGTn
+puQPEO+\
+X37'387o
+zeJm'!O}yl
+@P?RJ1U)
+^qFEet@D
+"%]\.E|'b
+nfBB[;V75
+;Ufa=fH!
+.F(7!|» 8
+m@?-\w7RY
+q}lK3vpA;EU
+g'^Bdf5G»
+xljA[wSA
+~i%==RJe
+gJX~[Ca
+@_q<di)J`
+k%}fMkeHzI+
+o`D<FFD·
+:@Oy~x2C
+AC4»    QaD/&
+bwdJgMfJ/