/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.Npg327ZI/pandas_2.2.3+dfsg-8.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.Npg327ZI/pandas_2.2.3+dfsg-8.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.Npg327ZI/pandas_2.2.3+dfsg-8.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.Npg327ZI/b1/pandas_2.2.3+dfsg-8_i386.changes /srv/reproducible-results/rbuild-debian/r-b-build.Npg327ZI/b2/pandas_2.2.3+dfsg-8

⊟

27.6 MB

/srv/reproducible-results/rbuild-debian/r-b-build.Npg327ZI/b1/pandas_2.2.3+dfsg-8_i386.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.Npg327ZI/b2/pandas_2.2.3+dfsg-8_i386.changes ¶

⊟

729 B

Files ¶

⊟

410 KB

python-pandas-doc_2.2.3+dfsg-8_all.deb ¶

⊟

452 B

file list ¶

⊟

604 B

control.tar.xz ¶

⊟

576 B

control.tar ¶

⊟

506 B

./control ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

409 KB

data.tar.xz ¶

⊟

409 KB

data.tar ¶

⊟

12.2 KB

file list ¶

⊟

80.4 KB

⊟

80.3 KB

⊟

4.37 KB

⊟

1.46 KB

⊟

30.4 KB

⊟

10.1 KB

⊟

5.37 KB

⊟

1.08 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': '2025-02-07T20:54:16.552859Z', " "'iopub.status.busy': '2025-02-07T20:54:16.552451Z', 'iopub.status.idle': " "'2025-02-07T20:54:18.442922Z', 'shell.execute_reply': " "'2025-02-07T20:54:18.442092Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-07T20:54:18.446880Z', 'iopub.status.busy': " "'2025-02-07T20:54:18.446470Z', 'iopub.status.idle': '2025-02-07T20:54:2 […]

⊟

3.74 KB

⊟

1.03 KB

⊟

16.9 KB

⊟

4.22 KB

⊟

53.9 KB

⊟

14.1 KB

⊟

5.16 KB

⊟

1.45 KB

⊟

75.6 KB

⊟

19.8 KB

⊟

24.8 KB

⊟

5.88 KB

⊟

2.89 KB

⊟

691 B

⊟

3.47 KB

python3-pandas-lib_2.2.3+dfsg-8_i386.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

⊟

2.93 KB

data.tar.xz ¶

⊟

2.91 KB

data.tar ¶

⊟

1.45 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-312-i386-linux-gnu.so ¶

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

430 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

⊟

1.45 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-313-i386-linux-gnu.so ¶

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

430 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

⊟

27.2 MB

python3-pandas-lib-dbgsym_2.2.3+dfsg-8_i386.deb ¶

⊟

452 B

file list ¶

⊟

9.78 KB

control.tar.xz ¶

⊟

9.75 KB

control.tar ¶

⊟

7.51 KB

./control ¶

⊟

2.22 KB

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

2.18 KB

line order ¶

⊟

27.1 MB

data.tar.xz ¶

⊟

27.1 MB

data.tar ¶

⊟

5.71 KB

file list ¶

⊟

13.7 MB

./usr/lib/debug/.build-id/58/d4d6514851a21937d4e76de916018d02b9762c.debug vs.

./usr/lib/debug/.build-id/7d/d58dd8e766396d0d6c831cb64d35cc479fa3df.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 84% similar despite different names

⊟

867 B

readelf --wide --file-header {} ¶

⊟

3.04 KB

readelf --wide --sections {} ¶

⊟

430 B

readelf --wide --notes {} ¶

⊟

13.7 MB

readelf --wide --debug-dump=info {} ¶

⊟

30.7 KB

readelf --wide --debug-dump=loc {} ¶

⊟

2.27 KB

strings --all --bytes=8 {} ¶

⊟

13.4 MB

./usr/lib/debug/.build-id/7c/fdd6436164c87c053a9815ba61aec40f8eaa6d.debug vs.

./usr/lib/debug/.build-id/62/1de264edd278cc384da725741d49d9dc419162.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 85% similar despite different names

⊟

867 B

readelf --wide --file-header {} ¶

⊟

3.04 KB

readelf --wide --sections {} ¶

⊟

430 B

readelf --wide --notes {} ¶

⊟

13.4 MB

readelf --wide --debug-dump=info {} ¶

⊟

30.7 KB

readelf --wide --debug-dump=loc {} ¶

⊟

2.32 KB

strings --all --bytes=8 {} ¶


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

1	·7~~4f47c~~f~~544c0c~~fb39~~a296cc~~ecd935~~b02~~·10793564·doc·optional·python-pandas-doc_2.2.3+dfsg-8_all.deb	1	·9caedf60c38df638f0d83e5935e51e43·10793344·doc·optional·python-pandas-doc_2.2.3+dfsg-8_all.deb
2	·~~c0cb~~a~~754e40~~5~~9758~~3~~f61~~c~~8030500ead3~~·71243076·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-8_i386.deb	2	·e59da80ebcd526603b17c18b486127fe·71246096·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-8_i386.deb
3	·~~b6d9~~0~~34931ef~~a~~6fbf49~~0~~ec55a~~f61~~7ce~~b·6847900·python·optional·python3-pandas-lib_2.2.3+dfsg-8_i386.deb	3	·f02a20ed7545972a0600300b3104fe16·6847780·python·optional·python3-pandas-lib_2.2.3+dfsg-8_i386.deb
4	·ad1d0d3815c32f9db583cfe0dd79d880·3096896·python·optional·python3-pandas_2.2.3+dfsg-8_all.deb	4	·ad1d0d3815c32f9db583cfe0dd79d880·3096896·python·optional·python3-pandas_2.2.3+dfsg-8_all.deb


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2025-02-01·18:39:17.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-02-01·18:39:17.000000·debian-binary
2	-rw-r--r--···0········0········0···147~~404~~·2025-02-01·18:39:17.000000·control.tar.xz	2	-rw-r--r--···0········0········0···147356·2025-02-01·18:39:17.000000·control.tar.xz
3	-rw-r--r--···0········0········0·10645968·2025-02-01·18:39:17.000000·data.tar.xz	3	-rw-r--r--···0········0········0·10645796·2025-02-01·18:39:17.000000·data.tar.xz


Offset 1, 13 lines modified		Offset 1, 13 lines modified
1	Package:·python-pandas-doc	1	Package:·python-pandas-doc
2	Source:·pandas	2	Source:·pandas
3	Version:·2.2.3+dfsg-8	3	Version:·2.2.3+dfsg-8
4	Architecture:·all	4	Architecture:·all
5	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>	5	Maintainer:·Debian·Science·Team·<debian-science-maintainers@lists.alioth.debian.org>
6	Installed-Size:·209896	6	Installed-Size:·209898
7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax	7	Depends:·libjs-sphinxdoc·(>=·8.1),·libjs-mathjax
8	Suggests:·python3-pandas	8	Suggests:·python3-pandas
9	Section:·doc	9	Section:·doc
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·foreign	11	Multi-Arch:·foreign
12	Homepage:·https://pandas.pydata.org/	12	Homepage:·https://pandas.pydata.org/
13	Description:·data·structures·for·"relational"·or·"labeled"·data·-·documentation	13	Description:·data·structures·for·"relational"·or·"labeled"·data·-·documentation


Offset 21485, 15 lines modified		Offset 21485, 15 lines modified
21485	········"000830":·2214,	21485	········"000830":·2214,
21486	········"000895":·2195,	21486	········"000895":·2195,
21487	········"000951":·2186,	21487	········"000951":·2186,
21488	········"000k":·1489,	21488	········"000k":·1489,
21489	········"000m":·1489,	21489	········"000m":·1489,
21490	········"000n":·1489,	21490	········"000n":·1489,
21491	········"000z":·2294,	21491	········"000z":·2294,
21492	········"001":·[532,·874,·1467,·2232,·2264],	21492	········"001":·[532,·874,·1467,·2193,·2232,·2264],
21493	········"001000":·[917,·919,·922,·929,·1876,·2209],	21493	········"001000":·[917,·919,·922,·929,·1876,·2209],
21494	········"001294":·2210,	21494	········"001294":·2210,
21495	········"001372":·2207,	21495	········"001372":·2207,
21496	········"001376":·2207,	21496	········"001376":·2207,
21497	········"001427":·2214,	21497	········"001427":·2214,
21498	········"001438":·2195,	21498	········"001438":·2195,
21499	········"001486":·[102,·1158],	21499	········"001486":·[102,·1158],
Offset 21510, 15 lines modified		Offset 21510, 15 lines modified
21510	········"003494":·15,	21510	········"003494":·15,
21511	········"003507":·[2209,·2218],	21511	········"003507":·[2209,·2218],
21512	········"003556":·2207,	21512	········"003556":·2207,
21513	········"00360":·2294,	21513	········"00360":·2294,
21514	········"003733":·2207,	21514	········"003733":·2207,
21515	········"003932":·2216,	21515	········"003932":·2216,
21516	········"003945":·2210,	21516	········"003945":·2210,
21517	········"004":·[2186,·2~~193,·2~~227],	21517	········"004":·[2186,·2227],
21518	········"004000":·2232,	21518	········"004000":·2232,
21519	········"004005006":·[287,·939],	21519	········"004005006":·[287,·939],
21520	········"004054":·2229,	21520	········"004054":·2229,
21521	········"004091":·[2204,·2257],	21521	········"004091":·[2204,·2257],
21522	········"004127":·2207,	21522	········"004127":·2207,
21523	········"004194":·2186,	21523	········"004194":·2186,
21524	········"004201":·2186,	21524	········"004201":·2186,
Offset 21531, 15 lines modified		Offset 21531, 14 lines modified
21531	········"005000":·2218,	21531	········"005000":·2218,
21532	········"005361":·2207,	21532	········"005361":·2207,
21533	········"005383":·2220,	21533	········"005383":·2220,
21534	········"005446":·2219,	21534	········"005446":·2219,
21535	········"005462":·2191,	21535	········"005462":·2191,
21536	········"005977":·2199,	21536	········"005977":·2199,
21537	········"005979":·2186,	21537	········"005979":·2186,
21538	········"006":·2193,
21539	········"006123":·2207,	21538	········"006123":·2207,
21540	········"006154":·[2185,·2197,·2199,·2202,·2204,·2215,·2257],	21539	········"006154":·[2185,·2197,·2199,·2202,·2204,·2215,·2257],
21541	········"0062":·2191,	21540	········"0062":·2191,
21542	········"006349":·2195,	21541	········"006349":·2195,
21543	········"006438":·2215,	21542	········"006438":·2215,
21544	········"006549":·[182,·760],	21543	········"006549":·[182,·760],
21545	········"006695":·2186,	21544	········"006695":·2186,
Offset 21557, 29 lines modified		Offset 21556, 27 lines modified
21557	········"008182":·2204,	21556	········"008182":·2204,
21558	········"008298":·2186,	21557	········"008298":·2186,
21559	········"008344":·2207,	21558	········"008344":·2207,
21560	········"008358":·2207,	21559	········"008358":·2207,
21561	········"008500":·15,	21560	········"008500":·15,
21562	········"008543":·[102,·1158],	21561	········"008543":·[102,·1158],
21563	········"008943":·[102,·1158],	21562	········"008943":·[102,·1158],
21564	········"009":·2193,
21565	········"009059":·2191,	21563	········"009059":·2191,
21566	········"009207":·2207,	21564	········"009207":·2207,
21567	········"009420":·2195,	21565	········"009420":·2195,
21568	········"009424":·2207,	21566	········"009424":·2207,
21569	········"009572":·2207,	21567	········"009572":·2207,
21570	········"009673":·2195,	21568	········"009673":·2195,
21571	········"009783":·2207,	21569	········"009783":·2207,
21572	········"009797":·2186,	21570	········"009797":·2186,
21573	········"009826":·[102,·1158,·2205],	21571	········"009826":·[102,·1158,·2205],
21574	········"009920":·[2184,·2195,·2214],	21572	········"009920":·[2184,·2195,·2214],
21575	········"00am":·2230,	21573	········"00am":·2230,
21576	········"00index":·2218,	21574	········"00index":·2218,
21577	········"01":·[3,·15,·16,·17,·19,·29,·30,·31,·36,·79,·80,·82,·88,·107,·121,·182,·187,·207,·213,·218,·219,·230,·242,·261,·270,·271,·276,·277,·278,·283,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·298,·299,·301,·302,·303,·304,·305,·306,·307,·308,·309,·310,·311,·312,·313,·314,·315,·316,·317,·318,·319,·320,·321,·322,·323,·324,·326,·329,·330,·331,·332,·333,·345,·362,·363,·423,·445,·510,·511,·513,·514,·515,·516,·517,·519,·521,·523,·525,·529,·531,·532,·533,·534,·535,·536,·537,·541,·542,·543,·544,·545,·546,·547,·548,·549,·551,·554,·556,·557,·558,·560,·561,·562,·563,·564,·565,·566,·575,·591,·592,·593,·600,·629,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·655,·656,·657,·658,·659,·660,·661,·662,·663,·665,·666,·667,·668,·670,·671,·673,·674,·675,·676,·677,·678,·679,·680,·684,·685,·686,·688,·689,·696,·760,·763,·781,·788,·793,·804,·817,·874,·893,·898,·899,·902,·903,·904,·905,·909,·910,·917,·919,·922,·929,·934,·939,·940,·943,·944,·945,·948,·949,·953,·954,·957,·959,·960,·969,·972,·982,·984,·997,·1000,·1001,·1003,·1004,·1005,·1011,·1014,·1016,·1017,·1020,·1021,·1024,·1051,·1075,·1078,·1106,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1164,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1221,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1286,·1287,·1288,·1290,·1291,·1292,·1293,·1294,·1295,·1296,·1297,·1344,·1345,·1367,·1391,·1392,·1393,·1436,·1447,·1452,·1475,·1488,·1490,·1498,·1500,·1501,·1506,·1524,·1542,·1560,·1620,·1699,·1720,·1741,·1793,·1815,·1857,·1930,·1947,·1982,·2036,·2054,·2090,·2108,·2127,·2163,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2204,·2205,·2206,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2261,·2264,·2265,·2271,·2283,·2289,·2294,·2298,·2302,·2307],	21575	········"01":·[3,·15,·16,·17,·19,·29,·30,·31,·36,·79,·80,·82,·88,·107,·121,·182,·187,·207,·213,·218,·219,·230,·242,·261,·270,·271,·276,·277,·278,·283,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·298,·299,·301,·302,·303,·304,·305,·306,·307,·308,·309,·310,·311,·312,·313,·314,·315,·316,·317,·318,·319,·320,·321,·322,·323,·324,·326,·329,·330,·331,·332,·333,·345,·362,·363,·423,·445,·510,·511,·513,·514,·515,·516,·517,·519,·521,·523,·525,·529,·531,·532,·533,·534,·535,·536,·537,·541,·542,·543,·544,·545,·546,·547,·548,·549,·551,·554,·556,·557,·558,·560,·561,·562,·563,·564,·565,·566,·575,·591,·592,·593,·600,·629,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·655,·656,·657,·658,·659,·660,·661,·662,·663,·665,·666,·667,·668,·670,·671,·673,·674,·675,·676,·677,·678,·679,·680,·684,·685,·686,·688,·689,·696,·760,·763,·781,·788,·793,·804,·817,·874,·893,·898,·899,·902,·903,·904,·905,·909,·910,·917,·919,·922,·929,·934,·939,·940,·943,·944,·945,·948,·949,·953,·954,·957,·959,·960,·969,·972,·982,·984,·997,·1000,·1001,·1003,·1004,·1005,·1011,·1014,·1016,·1017,·1020,·1021,·1024,·1051,·1075,·1078,·1106,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1164,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1221,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1286,·1287,·1288,·1290,·1291,·1292,·1293,·1294,·1295,·1296,·1297,·1344,·1345,·1367,·1391,·1392,·1393,·1436,·1447,·1452,·1475,·1488,·1490,·1498,·1500,·1501,·1506,·1524,·1542,·1560,·1620,·1699,·1720,·1741,·1793,·1815,·1857,·1930,·1947,·1982,·2036,·2054,·2090,·2108,·2127,·2163,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2204,·2205,·2206,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2261,·2264,·2265,·2271,·2283,·2289,·2294,·2298,·2302,·2307],
21578	········"010":·2193,
21579	········"0100":·[575,·893,·957,·970,·997,·1004,·1014,·1016,·1020,·1021,·1498,·2186,·2199,·2210,·2246,·2271],	21576	········"0100":·[575,·893,·957,·970,·997,·1004,·1014,·1016,·1020,·1021,·1498,·2186,·2199,·2210,·2246,·2271],
21580	········"010000":·[954,·1894],	21577	········"010000":·[954,·1894],
21581	········"010010012":·[923,·2209],	21578	········"010010012":·[923,·2209],
21582	········"010026":·2191,	21579	········"010026":·2191,
21583	········"010081":·15,	21580	········"010081":·15,
21584	········"010165":·2199,	21581	········"010165":·2199,
21585	········"010589":·2193,	21582	········"010589":·2193,
Offset 21592, 20 lines modified		Offset 21589, 22 lines modified
21592	········"011374":·2195,	21589	········"011374":·2195,
21593	········"011470":·2207,	21590	········"011470":·2207,
21594	········"011736":·2186,	21591	········"011736":·2186,
21595	········"011829":·2207,	21592	········"011829":·2207,
21596	········"01183":·2229,	21593	········"01183":·2229,
21597	········"011860":·[182,·760],	21594	········"011860":·[182,·760],
21598	········"011975":·2207,	21595	········"011975":·2207,
		21596	········"012":·2193,
21599	········"012108":·2207,	21597	········"012108":·2207,
21600	········"012299":·2207,	21598	········"012299":·2207,
21601	········"0123456789123456":·[2164,·2165],	21599	········"0123456789123456":·[2164,·2165],
21602	········"012549":·2207,	21600	········"012549":·2207,
21603	········"012694":·2199,	21601	········"012694":·2199,
21604	········"012922":·2219,	21602	········"012922":·2219,
		21603	········"013":·2193,
21605	········"013086":·15,	21604	········"013086":·15,
21606	········"0133":·2202,	21605	········"0133":·2202,
21607	········"013448":·2207,	21606	········"013448":·2207,
21608	········"013605":·2207,	21607	········"013605":·2207,
21609	········"013684":·[182,·760],	21608	········"013684":·[182,·760],
21610	········"013692":·[102,·1158],	21609	········"013692":·[102,·1158],
21611	········"013747":·2199,	21610	········"013747":·2199,
Offset 21620, 14 lines modified		Offset 21619, 15 lines modified
21620	········"014138":·2191,	21619	········"014138":·2191,
21621	········"014144":·[102,·1158],	21620	········"014144":·[102,·1158],
21622	········"014648":·2186,	21621	········"014648":·2186,
21623	········"014752":·2235,	21622	········"014752":·2235,
21624	········"014805":·2202,	21623	········"014805":·2202,
21625	········"014871":·[2185,·2197,·2199,·2202],	21624	········"014871":·[2185,·2197,·2199,·2202],
21626	········"014888":·2207,	21625	········"014888":·2207,
		21626	········"015":·2193,
21627	········"015083":·2186,	21627	········"015083":·2186,
21628	········"015420":·2195,	21628	········"015420":·2195,
21629	········"015458":·2207,	21629	········"015458":·2207,
21630	········"015696":·[2220,·2228,·2230],	21630	········"015696":·[2220,·2228,·2230],
21631	········"015906":·2186,	21631	········"015906":·2186,
21632	········"015962":·[2184,·2214],	21632	········"015962":·[2184,·2214],
21633	········"015988":·2186,	21633	········"015988":·2186,
Offset 21651, 47 lines modified		Offset 21651, 48 lines modified
21651	········"018193":·2207,	21651	········"018193":·2207,
21652	········"018409":·2207,	21652	········"018409":·2207,
21653	········"018601":·[2184,·2214],	21653	········"018601":·[2184,·2214],
21654	········"018808":·2207,	21654	········"018808":·2207,
21655	········"018904":·2207,	21655	········"018904":·2207,
21656	········"018941":·2207,	21656	········"018941":·2207,
21657	········"018993":·2214,	21657	········"018993":·2214,
21658	········"019":·2207,	21658	········"019":·[2193,·2207],
21659	········"019449":·2207,	21659	········"019449":·2207,
21660	········"019794":·2197,	21660	········"019794":·2197,
Max diff block lines reached; 76578/82243 bytes (93.11%) 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">633·us·+-·127·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
1852	<span·class="go">~~310~~·us·+-·4.77·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>	1853	<span·class="go">223·us·+-·7.74·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
1853	<span·class="go">126·us·+-·862·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">~~147~~·us·+-·8.29·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1860	<span·class="go">452·us·+-·89·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
1861	<span·class="go">~~126~~·us·+-·3~~.59~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1861	<span·class="go">457·us·+-·167·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·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	633·us·+-·127·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
1250	~~310~~·us·+-·4.77·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	1251	223·us·+-·7.74·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
1251	126·us·+-·862·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	~~147~~·us·+-·8.29·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1256	452·us·+-·89·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
1257	~~126~~·us·+-·3~~.59~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1257	457·us·+-·167·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·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, 33 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	8~~5.1~~·ms·+-·7~~8.9~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	117	184·ms·+-·7.08·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.~~288~~·seconds	123	·········605946·function·calls·(605928·primitive·calls)·in·1.454·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····0.176····0.000····0.254····0.000·<ipython-input-4-c2a74e076cf0>:1	127	·····1000····0.766····0.001····1.279····0.001·<ipython-input-4-c2a74e076cf0>:1
128	(integrate_f)	128	(integrate_f)
129	···552423····0.~~078~~····0.000····0.~~078~~····0.000·<ipython-input-3-c138bdd570e3>:1	129	···552423····0.513····0.000····0.513····0.000·<ipython-input-3-c138bdd570e3>:1
130	(f)	130	(f)
131	·····3000····0.006····0.000····0.~~023~~····0.000·series.py:1095(__getitem__)	131	·····3000····0.027····0.000····0.119····0.000·series.py:1095(__getitem__)
132	·····3000····0.004····0.000····0.010····0.000·~~ser~~i~~es.py:1220(_g~~et~~_value)~~	132	····16098····0.020····0.000····0.027····0.000·{built-in·method
		133	builtins.isinstance}
133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence	134	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.	135	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	136	\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:	137	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:
137	In·[7]:·%load_ext·Cython	138	In·[7]:·%load_ext·Cython
138	Now,·let’s·simply·copy·our·functions·over·to·Cython:	139	Now,·let’s·simply·copy·our·functions·over·to·Cython:
139	In·[8]:·%%cython	140	In·[8]:·%%cython
Offset 146, 15 lines modified		Offset 147, 15 lines modified
146	···...:·····dx·=·(b·-·a)·/·N	147	···...:·····dx·=·(b·-·a)·/·N
147	···...:·····for·i·in·range(N):	148	···...:·····for·i·in·range(N):
148	···...:·········s·+=·f_plain(a·+·i·*·dx)	149	···...:·········s·+=·f_plain(a·+·i·*·dx)
149	···...:·····return·s·*·dx	150	···...:·····return·s·*·dx
150	···...:	151	···...:
151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),	152	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),
152	axis=1)	153	axis=1)
153	7~~7.9~~·ms·+-·1.18·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	154	145·ms·+-·12.1·ms·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-	155	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-
155	third.	156	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	157	\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	158	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and
158	cpdef·to·improve·performance:	159	cpdef·to·improve·performance:
159	In·[10]:·%%cython	160	In·[10]:·%%cython
160	···....:·cdef·double·f_typed(double·x)·except?·-2:	161	···....:·cdef·double·f_typed(double·x)·except?·-2:
Offset 166, 35 lines modified		Offset 167, 36 lines modified
166	···....:·····dx·=·(b·-·a)·/·N	167	···....:·····dx·=·(b·-·a)·/·N
167	···....:·····for·i·in·range(N):	168	···....:·····for·i·in·range(N):
168	···....:·········s·+=·f_typed(a·+·i·*·dx)	169	···....:·········s·+=·f_typed(a·+·i·*·dx)
169	···....:·····return·s·*·dx	170	···....:·····return·s·*·dx
170	···....:	171	···....:
171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),	172	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),
172	axis=1)	173	axis=1)
173	10.2·ms·+-·17.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	174	28.3·ms·+-·3.28·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance	175	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance
175	improvement·compared·to·the·original·Python·implementation.	176	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	177	\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	178	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).	179	__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	180	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180	np.ndarray.	181	np.ndarray.
181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x	182	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x
182	["N"]),·axis=1)	183	["N"]),·axis=1)
183	·········52523·function·calls·(52505·primitive·calls)·in·0.~~034~~·seconds	184	·········52523·function·calls·(52505·primitive·calls)·in·0.119·seconds

184	···Ordered·by:·internal·time	185	···Ordered·by:·internal·time
185	···List·reduced·from·157·to·4·due·to·restriction·<4>	186	···List·reduced·from·157·to·4·due·to·restriction·<4>

186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	187	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187	·····3000····0.006····0.000····0.022····0.000·series.py:1095(__getitem__)	188	·····3000····0.019····0.000····0.084····0.000·series.py:1095(__getitem__)
188	·····3000····0.004····0.000····0.009····0.000·series.py:1220(_get_value)
189	····16098····0.003····0.000····0.004····0.000·{built-in·method	189	····16098····0.015····0.000····0.019····0.000·{built-in·method
190	builtins.isinstance}	190	builtins.isinstance}
191	·····3000····0.003····0.000····0.003····0.000·~~bas~~e.py:~~3777~~(get_loc)	191	·····3000····0.013····0.000····0.034····0.000·series.py:1220(_get_value)
		192	·····3000····0.012····0.000····0.021····0.000·indexing.py:2765
		193	(check_dict_or_set_indexers)
192	In·[13]:·%%cython	194	In·[13]:·%%cython
193	···....:·cimport·numpy·as·np	195	···....:·cimport·numpy·as·np
194	···....:·import·numpy·as·np	196	···....:·import·numpy·as·np
195	···....:·cdef·double·f_typed(double·x)·except?·-2:	197	···....:·cdef·double·f_typed(double·x)·except?·-2:
196	···....:·····return·x·*·(x·-·1)	198	···....:·····return·x·*·(x·-·1)
197	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):	199	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):
198	···....:·····cdef·int·i	200	···....:·····cdef·int·i
Offset 235, 31 lines modified		Offset 237, 31 lines modified
235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of	237	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	238	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.	239	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)	240	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.	241	calls·are·needed·to·utilize·this·function.
240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df	242	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241	["N"].to_numpy())	243	["N"].to_numpy())
242	1.89·ms·+-·455·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	244	2.43·ms·+-·55.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.	245	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	246	\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	247	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s
246	boundscheck·and·wraparound·checks·can·yield·more·performance.	248	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(),	249	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),
248	df["N"].to_numpy())	250	df["N"].to_numpy())
249	·········78·function·calls·in·0.002·seconds	251	·········78·function·calls·in·0.003·seconds

250	···Ordered·by:·internal·time	252	···Ordered·by:·internal·time
251	···List·reduced·from·21·to·4·due·to·restriction·<4>	253	···List·reduced·from·21·to·4·due·to·restriction·<4>

252	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	254	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
253	········1····0.002····0.002····0.002····0.002·<string>:1(<module>)	255	········1····0.002····0.002····0.003····0.003·<string>:1(<module>)
254	········1····0.000····0.000····0.000····0.000·{method·'disable'·of	256	········1····0.000····0.000····0.000····0.000·{method·'disable'·of
255	'_lsprof.Profiler'·objects}	257	'_lsprof.Profiler'·objects}
256	········1····0.000····0.000····0.002····0.002·{built-in·method·builtins.exec}	258	········1····0.000····0.000····0.003····0.003·{built-in·method·builtins.exec}
257	········3····0.000····0.000····0.000····0.000·frame.py:4062(__getitem__)	259	········3····0.000····0.000····0.000····0.000·frame.py:4062(__getitem__)
258	In·[16]:·%%cython	260	In·[16]:·%%cython
259	···....:·cimport·cython	261	···....:·cimport·cython
260	···....:·cimport·numpy·as·np	262	···....:·cimport·numpy·as·np
261	···....:·import·numpy·as·np	263	···....:·import·numpy·as·np
262	···....:·cdef·np.float64_t·f_typed(np.float64_t·x)·except?·-2:	264	···....:·cdef·np.float64_t·f_typed(np.float64_t·x)·except?·-2:
263	···....:·····return·x·*·(x·-·1)	265	···....:·····return·x·*·(x·-·1)
Offset 646, 17 lines modified		Offset 648, 17 lines modified
646	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance	648	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance
647	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This	649	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This
648	engine·requires·the·optional·dependency·numexpr·to·be·installed.	650	engine·requires·the·optional·dependency·numexpr·to·be·installed.
649	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation	651	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation
650	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with	652	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with
651	engine='python'·and·may·incur·a·performance·hit.	653	engine='python'·and·may·incur·a·performance·hit.
652	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4	654	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4
Max diff block lines reached; 2549/10276 bytes (24.81%) of diff not shown.


Offset 986, 19 lines modified		Offset 986, 26 lines modified
986	<span·class="n">Cell</span>·<span·class="n">In</span><span·class="p">[</span><span·class="mi">33</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>	986	<span·class="n">Cell</span>·<span·class="n">In</span><span·class="p">[</span><span·class="mi">33</span><span·class="p">],</span>·<span·class="n">line</span>·<span·class="mi">1</span>
987	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">table</span>·<span·class="o">=</span>·<span·class="n">pa</span><span·class="o">.</span><span·class="n">table</span><span·class="p">([</span><span·class="n">pa</span><span·class="o">.</span><span·class="n">array</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">],</span>·<span·class="nb">type</span><span·class="o">=</span><span·class="n">pa</span><span·class="o">.</span><span·class="n">int64</span><span·class="p">())],</span>·<span·class="n">names</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"a"</span><span·class="p">])</span>	987	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">table</span>·<span·class="o">=</span>·<span·class="n">pa</span><span·class="o">.</span><span·class="n">table</span><span·class="p">([</span><span·class="n">pa</span><span·class="o">.</span><span·class="n">array</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">],</span>·<span·class="nb">type</span><span·class="o">=</span><span·class="n">pa</span><span·class="o">.</span><span·class="n">int64</span><span·class="p">())],</span>·<span·class="n">names</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"a"</span><span·class="p">])</span>

988	<span·class="ne">NameError</span>:·name·'pa'·is·not·defined	988	<span·class="ne">NameError</span>:·name·'pa'·is·not·defined

989	<span·class="gp">In·[34]:·</span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">table</span><span·class="o">.</span><span·class="n">to_pandas</span><span·class="p">(</span><span·class="n">types_mapper</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">ArrowDtype</span><span·class="p">)</span>	989	<span·class="gp">In·[34]:·</span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">table</span><span·class="o">.</span><span·class="n">to_pandas</span><span·class="p">(</span><span·class="n">types_mapper</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">ArrowDtype</span><span·class="p">)</span>
990	<span·class="gt">---------------------------------------------------------------------------</span>	990	<span·class="gt">---------------------------------------------------------------------------</span>
991	<span·class="ne">~~Nam~~eError</span><span·class="g·g-Whitespace">~~·····~~····························</span>Traceback·(most·recent·call·last)	991	<span·class="ne">AttributeError</span><span·class="g·g-Whitespace">····························</span>Traceback·(most·recent·call·last)
992	<span·class="n">Cell~~</span>·<s~~p~~an·class="~~n">In~~</s~~p~~an><span·~~c~~lass="p">[</span><span·~~c~~lass="mi">34~~</span>~~<span~~·~~class="p">],</sp~~an>·<span·class="n">~~lin~~e</span>·<span·class="mi">1</span>	992	<span·class="nn"><ipython-input-34-64ec62289cb4></span>·in·<span·class="ni">?</span><span·class="nt">()</span>
993	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">table</span><span·class="o">.</span><span·class="n">to_pandas</span><span·class="p">(</span><span·class="n">types_mapper</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">ArrowDtype</span><span·class="p">)</span>	993	<span·class="ne">---->·</span><span·class="mi">1</span>·<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">table</span><span·class="o">.</span><span·class="n">to_pandas</span><span·class="p">(</span><span·class="n">types_mapper</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">ArrowDtype</span><span·class="p">)</span>

994	<span·class="ne">NameError</span>:·na~~me·'t~~a~~ble'·i~~s·n~~ot·d~~efined	994	<span·class="nn">/usr/lib/python3/dist-packages/pandas/core/generic.py</span>·in·<span·class="ni">?</span><span·class="nt">(self,·name)</span>
		995	<span·class="g·g-Whitespace">···</span><span·class="mi">6295</span>·············<span·class="ow">and</span>·<span·class="n">name</span>·<span·class="ow">not</span>·<span·class="ow">in</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">_accessors</span>
		996	<span·class="g·g-Whitespace">···</span><span·class="mi">6296</span>·············<span·class="ow">and</span>·<span·class="bp">self</span><span·class="o">.</span><span·class="n">_info_axis</span><span·class="o">.</span><span·class="n">_can_hold_identifiers_and_holds_name</span><span·class="p">(</span><span·class="n">name</span><span·class="p">)</span>
		997	<span·class="g·g-Whitespace">···</span><span·class="mi">6297</span>·········<span·class="p">):</span>
		998	<span·class="g·g-Whitespace">···</span><span·class="mi">6298</span>·············<span·class="k">return</span>·<span·class="bp">self</span><span·class="p">[</span><span·class="n">name</span><span·class="p">]</span>
		999	<span·class="ne">->·</span><span·class="mi">6299</span>·········<span·class="k">return</span>·<span·class="nb">object</span><span·class="o">.</span><span·class="fm">__getattribute__</span><span·class="p">(</span><span·class="bp">self</span><span·class="p">,</span>·<span·class="n">name</span><span·class="p">)</span>

		1000	<span·class="ne">AttributeError</span>:·'DataFrame'·object·has·no·attribute·'to_pandas'

995	<span·class="gp">In·[35]:·</span><span·class="n">df</span>	1001	<span·class="gp">In·[35]:·</span><span·class="n">df</span>
996	<span·class="gh">Out[35]:·</span>	1002	<span·class="gh">Out[35]:·</span>
997	<span·class="go">·····a····b</span>	1003	<span·class="go">·····a····b</span>
998	<span·class="go">0··xxx··yyy</span>	1004	<span·class="go">0··xxx··yyy</span>
999	<span·class="go">1···¡¡···¡¡</span>	1005	<span·class="go">1···¡¡···¡¡</span>


Offset 526, 19 lines modified		Offset 526, 27 lines modified
526	Cell·In[33],·line·1	526	Cell·In[33],·line·1
527	---->·1·table·=·pa.table([pa.array([1,·2,·3],·type=pa.int64())],·names=["a"])	527	---->·1·table·=·pa.table([pa.array([1,·2,·3],·type=pa.int64())],·names=["a"])

528	NameError:·name·'pa'·is·not·defined	528	NameError:·name·'pa'·is·not·defined

529	In·[34]:·df·=·table.to_pandas(types_mapper=pd.ArrowDtype)	529	In·[34]:·df·=·table.to_pandas(types_mapper=pd.ArrowDtype)
530	---------------------------------------------------------------------------	530	---------------------------------------------------------------------------
531	~~Nam~~eError~~·····~~····························Traceback·(most·recent·call·last)	531	AttributeError····························Traceback·(most·recent·call·last)
532	~~Cell·I~~n[34~~],·l~~in~~e·1~~	532	<ipython-input-34-64ec62289cb4>·in·?()
533	---->·1·df·=·table.to_pandas(types_mapper=pd.ArrowDtype)	533	---->·1·df·=·table.to_pandas(types_mapper=pd.ArrowDtype)

534	~~NameErr~~o~~r:·n~~ame~~·'t~~able'·is·n~~ot·d~~efined	534	/usr/lib/python3/dist-packages/pandas/core/generic.py·in·?(self,·name)
		535	···6295·············and·name·not·in·self._accessors
		536	···6296·············and·self._info_axis._can_hold_identifiers_and_holds_name
		537	(name)
		538	···6297·········):
		539	···6298·············return·self[name]
		540	->·6299·········return·object.__getattribute__(self,·name)

		541	AttributeError:·'DataFrame'·object·has·no·attribute·'to_pandas'

535	In·[35]:·df	542	In·[35]:·df
536	Out[35]:	543	Out[35]:
537	·····a····b	544	·····a····b
538	0··xxx··yyy	545	0··xxx··yyy
539	1···¡¡···¡¡	546	1···¡¡···¡¡


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·~~595~~·us,·sys:·0·ns,·total:·~~595~~·us</span>	1093	<span·class="go">CPU·times:·user·960·us,·sys:·0·ns,·total:·960·us</span>
1094	<span·class="go">Wall·time:·601·us</span>	1094	<span·class="go">Wall·time:·971·us</span>
1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int32)</span>	1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int32)</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·~~595~~·us,·sys:·0·ns,·total:·~~595~~·us	651	CPU·times:·user·960·us,·sys:·0·ns,·total:·960·us
652	Wall·time:·601·us	652	Wall·time:·971·us
653	Out[32]:·Series([],·dtype:·int32)	653	Out[32]:·Series([],·dtype:·int32)
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":·"2026-03-13T06:59:48.~~318246~~Z",	46	····················"iopub.execute_input":·"2025-02-07T20:54:16.552859Z",
47	····················"iopub.status.busy":·"2026-03-13T06:59:48.~~318010~~Z",	47	····················"iopub.status.busy":·"2025-02-07T20:54:16.552451Z",
48	····················"iopub.status.idle":·"2026-03-13T06:59:48.~~7515~~25Z",	48	····················"iopub.status.idle":·"2025-02-07T20:54:18.442922Z",
49	····················"shell.execute_reply":·"2026-03-13T06:59:48.~~75081~~2Z"	49	····················"shell.execute_reply":·"2025-02-07T20:54:18.442092Z"
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":·"2026-03-13T06:59:48.754634Z",	84	····················"iopub.execute_input":·"2025-02-07T20:54:18.446880Z",
85	····················"iopub.status.busy":·"2026-03-13T06:59:48.754297Z",	85	····················"iopub.status.busy":·"2025-02-07T20:54:18.446470Z",
86	····················"iopub.status.idle":·"2026-03-13T06:59:49.~~018604~~Z",	86	····················"iopub.status.idle":·"2025-02-07T20:54:20.856915Z",
87	····················"shell.execute_reply":·"2026-03-13T06:59:49.~~01802~~4Z"	87	····················"shell.execute_reply":·"2025-02-07T20:54:20.855684Z"
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":·"2026-03-13T06:59:49.~~021503~~Z",	102	····················"iopub.execute_input":·"2025-02-07T20:54:20.860745Z",
103	····················"iopub.status.busy":·"2026-03-13T06:59:49.~~021~~180Z",	103	····················"iopub.status.busy":·"2025-02-07T20:54:20.860182Z",
104	····················"iopub.status.idle":·"2026-03-13T06:59:49.1~~330~~38Z",	104	····················"iopub.status.idle":·"2025-02-07T20:54:21.196932Z",
105	····················"shell.execute_reply":·"2026-03-13T06:59:49.1~~32438~~Z"	105	····················"shell.execute_reply":·"2025-02-07T20:54:21.195753Z"
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":·"2026-03-13T06:59:49.~~135~~729Z",	130	····················"iopub.execute_input":·"2025-02-07T20:54:21.201717Z",
131	····················"iopub.status.busy":·"2026-03-13T06:59:49.~~135435~~Z",	131	····················"iopub.status.busy":·"2025-02-07T20:54:21.201184Z",
132	····················"iopub.status.idle":·"2026-03-13T06:59:49.~~145087~~Z",	132	····················"iopub.status.idle":·"2025-02-07T20:54:21.221163Z",
133	····················"shell.execute_reply":·"2026-03-13T06:59:49.~~14454~~9Z"	133	····················"shell.execute_reply":·"2025-02-07T20:54:21.219979Z"
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":·"2026-03-13T06:59:49.~~192607~~Z",	200	····················"iopub.execute_input":·"2025-02-07T20:54:21.313712Z",
201	····················"iopub.status.busy":·"2026-03-13T06:59:49.192315Z",	201	····················"iopub.status.busy":·"2025-02-07T20:54:21.313290Z",
202	····················"iopub.status.idle":·"2026-03-13T06:59:49.~~203751~~Z",	202	····················"iopub.status.idle":·"2025-02-07T20:54:21.334068Z",
203	····················"shell.execute_reply":·"2026-03-13T06:59:49.203~~232~~Z"	203	····················"shell.execute_reply":·"2025-02-07T20:54:21.333107Z"
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":·"2026-03-13T06:59:49.~~205902~~Z",	334	····················"iopub.execute_input":·"2025-02-07T20:54:21.338271Z",
335	····················"iopub.status.busy":·"2026-03-13T06:59:49.~~205660~~Z",	335	····················"iopub.status.busy":·"2025-02-07T20:54:21.337841Z",
336	····················"iopub.status.idle":·"2026-03-13T06:59:49.217~~342~~Z",	336	····················"iopub.status.idle":·"2025-02-07T20:54:21.357864Z",
337	····················"shell.execute_reply":·"2026-03-13T06:59:49.216~~825~~Z"	337	····················"shell.execute_reply":·"2025-02-07T20:54:21.356477Z"
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":·"2026-03-13T06:59:49.~~21941~~9Z",	455	····················"iopub.execute_input":·"2025-02-07T20:54:21.361039Z",
456	····················"iopub.status.busy":·"2026-03-13T06:59:49.~~219167~~Z",	456	····················"iopub.status.busy":·"2025-02-07T20:54:21.360612Z",
457	····················"iopub.status.idle":·"2026-03-13T06:59:49.~~226538~~Z",	457	····················"iopub.status.idle":·"2025-02-07T20:54:21.375805Z",
458	····················"shell.execute_reply":·"2026-03-13T06:59:49.~~226035~~Z"	458	····················"shell.execute_reply":·"2025-02-07T20:54:21.374881Z"
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">11.3·ms·+-·~~2.08~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span>	1620	<span·class="go">310·ms·+-·56.6·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·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">15.~~2·m~~s·+-·~~230~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1625	<span·class="go">1.37·s·+-·311·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·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	······11.3·ms·+-·~~2.08~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)	971	······310·ms·+-·56.6·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·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	······15.~~2·m~~s·+-·~~230~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	974	······1.37·s·+-·311·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·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 6256, 74 lines modified		Offset 6256, 74 lines modified
6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html	6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/series.html
6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html	6257	-rw-r--r--···0·root·········(0)·root·········(0)····48665·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/style.html
6258	-rw-r--r--···0·root·········(0)·root·········(0)····48657·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/testing.html	6258	-rw-r--r--···0·root·········(0)·root·········(0)····48657·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/testing.html
6259	-rw-r--r--···0·root·········(0)·root·········(0)····53295·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/window.html	6259	-rw-r--r--···0·root·········(0)·root·········(0)····53295·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reference/window.html
6260	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/release.html	6260	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/release.html
6261	-rw-r--r--···0·root·········(0)·root·········(0)······269·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reshaping.html	6261	-rw-r--r--···0·root·········(0)·root·········(0)······269·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/reshaping.html
6262	-rw-r--r--···0·root·········(0)·root·········(0)····17010·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/search.html	6262	-rw-r--r--···0·root·········(0)·root·········(0)····17010·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/search.html
6263	-rw-r--r--···0·root·········(0)·root·········(0)··2359~~159~~·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/searchindex.js	6263	-rw-r--r--···0·root·········(0)·root·········(0)··2359360·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/searchindex.js
6264	-rw-r--r--···0·root·········(0)·root·········(0)······259·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/sparse.html	6264	-rw-r--r--···0·root·········(0)·root·········(0)······259·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/sparse.html
6265	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/style.html	6265	-rw-r--r--···0·root·········(0)·root·········(0)······244·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/style.html
6266	-rw-r--r--···0·root·········(0)·root·········(0)······255·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/text.html	6266	-rw-r--r--···0·root·········(0)·root·········(0)······255·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/text.html
6267	-rw-r--r--···0·root·········(0)·root·········(0)······256·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/timedeltas.html	6267	-rw-r--r--···0·root·········(0)·root·········(0)······256·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/timedeltas.html
6268	-rw-r--r--···0·root·········(0)·root·········(0)······277·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/timeseries.html	6268	-rw-r--r--···0·root·········(0)·root·········(0)······277·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/timeseries.html
6269	-rw-r--r--···0·root·········(0)·root·········(0)······272·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/tutorials.html	6269	-rw-r--r--···0·root·········(0)·root·········(0)······272·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/tutorials.html
6270	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/	6270	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/
6271	-rw-r--r--···0·root·········(0)·root·········(0)···171380·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/10min.html	6271	-rw-r--r--···0·root·········(0)·root·········(0)···171380·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/10min.html
6272	-rw-r--r--···0·root·········(0)·root·········(0)···283835·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/advanced.html	6272	-rw-r--r--···0·root·········(0)·root·········(0)···283829·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/advanced.html
6273	-rw-r--r--···0·root·········(0)·root·········(0)···435940·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/basics.html	6273	-rw-r--r--···0·root·········(0)·root·········(0)···435940·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/basics.html
6274	-rw-r--r--···0·root·········(0)·root·········(0)····36646·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/boolean.html	6274	-rw-r--r--···0·root·········(0)·root·········(0)····36646·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/boolean.html
6275	-rw-r--r--···0·root·········(0)·root·········(0)···217513·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/categorical.html	6275	-rw-r--r--···0·root·········(0)·root·········(0)···217513·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/categorical.html
6276	-rw-r--r--···0·root·········(0)·root·········(0)····18313·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/cookbook.html	6276	-rw-r--r--···0·root·········(0)·root·········(0)····18313·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/cookbook.html
6277	-rw-r--r--···0·root·········(0)·root·········(0)····66164·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html	6277	-rw-r--r--···0·root·········(0)·root·········(0)····66164·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html
6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html	6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html
6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html	6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html
6280	-rw-r--r--···0·root·········(0)·root·········(0)···121077·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html	6280	-rw-r--r--···0·root·········(0)·root·········(0)···121084·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html
6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html	6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html
6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html	6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html
6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html	6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html
6284	-rw-r--r--···0·root·········(0)·root·········(0)···395486·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html	6284	-rw-r--r--···0·root·········(0)·root·········(0)···395486·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html
6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html	6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html
6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145820·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html	6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145820·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html
6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html	6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html
6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html	6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html
6289	-rw-r--r--···0·root·········(0)·root·········(0)···112153·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/options.html	6289	-rw-r--r--···0·root·········(0)·root·········(0)···112153·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/options.html
6290	-rw-r--r--···0·root·········(0)·root·········(0)···14~~6148~~·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html	6290	-rw-r--r--···0·root·········(0)·root·········(0)···147524·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html
6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html	6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html
6292	-rw-r--r--···0·root·········(0)·root·········(0)···115579·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html	6292	-rw-r--r--···0·root·········(0)·root·········(0)···115579·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html
6293	-rw-r--r--···0·root·········(0)·root·········(0)····65494·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/sparse.html	6293	-rw-r--r--···0·root·········(0)·root·········(0)····65494·2025-02-01·18:39:17.000000·./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">8~~5.1~~·ms·+-·7~~8.9~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	599	<span·class="go">184·ms·+-·7.08·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.~~288~~·seconds</span>	606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·1.454·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····0.176····0.000····0.254····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>	610	<span·class="go">·····1000····0.766····0.001····1.279····0.001·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>
611	<span·class="go">···552423····0.~~078~~····0.000····0.~~078~~····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>	611	<span·class="go">···552423····0.513····0.000····0.513····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>
612	<span·class="go">·····3000····0.006····0.000····0.~~023~~····0.000·series.py:1095(__getitem__)</span>	612	<span·class="go">·····3000····0.027····0.000····0.119····0.000·series.py:1095(__getitem__)</span>
613	<span·class="go">·····3000····0.004····0.000····0.010····0.000·~~ser~~ie~~s.py:1220(_get_v~~alue)</span>	613	<span·class="go">····16098····0.020····0.000····0.027····0.000·{built-in·method·builtins.isinstance}</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>
639	</div>	639	</div>


Offset 821, 64 lines modified		Offset 821, 62 lines modified
821	facilitate·replication.·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/2419">GH·2419</a>)</p>	821	facilitate·replication.·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/2419">GH·2419</a>)</p>
822	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[1]:·</span><span·class="n">example_series</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="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">])</span>	822	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[1]:·</span><span·class="n">example_series</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="mi">0</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">,</span>·<span·class="mi">3</span><span·class="p">,</span>·<span·class="mi">4</span><span·class="p">,</span>·<span·class="mi">5</span><span·class="p">])</span>

823	<span·class="go">#·When·no·arguments·are·passed,·returns·1</span>	823	<span·class="go">#·When·no·arguments·are·passed,·returns·1</span>
824	<span·class="gp">In·[2]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">()</span>	824	<span·class="gp">In·[2]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">()</span>
825	<span·class="gh">Out[2]:·</span>	825	<span·class="gh">Out[2]:·</span>
826	<span·class="go">3····3</span>	826	<span·class="go">3····3</span>
827	<span·class="go">~~Length:·1,·~~dtype:·int64</span>	827	<span·class="go">dtype:·int64</span>

828	<span·class="go">#·One·may·specify·either·a·number·of·rows:</span>	828	<span·class="go">#·One·may·specify·either·a·number·of·rows:</span>
829	<span·class="gp">In·[3]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">(</span><span·class="n">n</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">)</span>	829	<span·class="gp">In·[3]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">(</span><span·class="n">n</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">)</span>
830	<span·class="gh">Out[3]:·</span>	830	<span·class="gh">Out[3]:·</span>
831	<span·class="go">2····2</span>	831	<span·class="go">2····2</span>
832	<span·class="go">1····1</span>	832	<span·class="go">1····1</span>
833	<span·class="go">0····0</span>	833	<span·class="go">0····0</span>
834	<span·class="go">~~Length:·3,·~~dtype:·int64</span>	834	<span·class="go">dtype:·int64</span>

835	<span·class="go">#·Or·a·fraction·of·the·rows:</span>	835	<span·class="go">#·Or·a·fraction·of·the·rows:</span>
836	<span·class="gp">In·[4]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">(</span><span·class="n">frac</span><span·class="o">=</span><span·class="mf">0.5</span><span·class="p">)</span>	836	<span·class="gp">In·[4]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">(</span><span·class="n">frac</span><span·class="o">=</span><span·class="mf">0.5</span><span·class="p">)</span>
837	<span·class="gh">Out[4]:·</span>	837	<span·class="gh">Out[4]:·</span>
838	<span·class="go">1····1</span>	838	<span·class="go">1····1</span>
839	<span·class="go">5····5</span>	839	<span·class="go">5····5</span>
840	<span·class="go">3····3</span>	840	<span·class="go">3····3</span>
841	<span·class="go">~~Length:·3,·~~dtype:·int64</span>	841	<span·class="go">dtype:·int64</span>

842	<span·class="go">#·weights·are·accepted.</span>	842	<span·class="go">#·weights·are·accepted.</span>
843	<span·class="gp">In·[5]:·</span><span·class="n">example_weights</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">,</span>·<span·class="mf">0.4</span><span·class="p">]</span>	843	<span·class="gp">In·[5]:·</span><span·class="n">example_weights</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">,</span>·<span·class="mf">0.2</span><span·class="p">,</span>·<span·class="mf">0.4</span><span·class="p">]</span>

844	<span·class="gp">In·[6]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">(</span><span·class="n">n</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">weights</span><span·class="o">=</span><span·class="n">example_weights</span><span·class="p">)</span>	844	<span·class="gp">In·[6]:·</span><span·class="n">example_series</span><span·class="o">.</span><span·class="n">sample</span><span·class="p">(</span><span·class="n">n</span><span·class="o">=</span><span·class="mi">3</span><span·class="p">,</span>·<span·class="n">weights</span><span·class="o">=</span><span·class="n">example_weights</span><span·class="p">)</span>
845	<span·class="gh">Out[6]:·</span>	845	<span·class="gh">Out[6]:·</span>
846	<span·class="go">2····2</span>	846	<span·class="go">2····2</span>
847	<span·class="go">4····4</span>	847	<span·class="go">4····4</span>
848	<span·class="go">3····3</span>	848	<span·class="go">3····3</span>
849	<span·class="go">~~Length:·3,·~~dtype:·int64</span>	849	<span·class="go">dtype:·int64</span>

850	<span·class="go">#·weights·will·also·be·normalized·if·they·do·not·sum·to·one,</span>	850	<span·class="go">#·weights·will·also·be·normalized·if·they·do·not·sum·to·one,</span>
851	<span·class="go">#·and·missing·values·will·be·treated·as·zeros.</span>	851	<span·class="go">#·and·missing·values·will·be·treated·as·zeros.</span>
852	<span·class="gp">In·[7]:·</span><span·class="n">example_weights2</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="kc">None</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">]</span>	852	<span·class="gp">In·[7]:·</span><span·class="n">example_weights2</span>·<span·class="o">=</span>·<span·class="p">[</span><span·class="mf">0.5</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="mi">0</span><span·class="p">,</span>·<span·class="kc">None</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">]</span>


Offset 267, 63 lines modified		Offset 267, 61 lines modified
267	sampling,·and·for·setting·seed·values·to·facilitate·replication.·(_\x8G_\x8H_\x8·_\x82_\x84_\x81_\x89)	267	sampling,·and·for·setting·seed·values·to·facilitate·replication.·(_\x8G_\x8H_\x8·_\x82_\x84_\x81_\x89)
268	In·[1]:·example_series·=·pd.Series([0,·1,·2,·3,·4,·5])	268	In·[1]:·example_series·=·pd.Series([0,·1,·2,·3,·4,·5])

269	#·When·no·arguments·are·passed,·returns·1	269	#·When·no·arguments·are·passed,·returns·1
270	In·[2]:·example_series.sample()	270	In·[2]:·example_series.sample()
271	Out[2]:	271	Out[2]:
272	3····3	272	3····3
273	~~Length:·1,·~~dtype:·int64	273	dtype:·int64

274	#·One·may·specify·either·a·number·of·rows:	274	#·One·may·specify·either·a·number·of·rows:
275	In·[3]:·example_series.sample(n=3)	275	In·[3]:·example_series.sample(n=3)
276	Out[3]:	276	Out[3]:
277	2····2	277	2····2
278	1····1	278	1····1
279	0····0	279	0····0
280	~~Length:·3,·~~dtype:·int64	280	dtype:·int64

281	#·Or·a·fraction·of·the·rows:	281	#·Or·a·fraction·of·the·rows:
282	In·[4]:·example_series.sample(frac=0.5)	282	In·[4]:·example_series.sample(frac=0.5)
283	Out[4]:	283	Out[4]:
284	1····1	284	1····1
285	5····5	285	5····5
286	3····3	286	3····3
287	~~Length:·3,·~~dtype:·int64	287	dtype:·int64

288	#·weights·are·accepted.	288	#·weights·are·accepted.
289	In·[5]:·example_weights·=·[0,·0,·0.2,·0.2,·0.2,·0.4]	289	In·[5]:·example_weights·=·[0,·0,·0.2,·0.2,·0.2,·0.4]

290	In·[6]:·example_series.sample(n=3,·weights=example_weights)	290	In·[6]:·example_series.sample(n=3,·weights=example_weights)
291	Out[6]:	291	Out[6]:
292	2····2	292	2····2
293	4····4	293	4····4
294	3····3	294	3····3
295	~~Length:·3,·~~dtype:·int64	295	dtype:·int64

296	#·weights·will·also·be·normalized·if·they·do·not·sum·to·one,	296	#·weights·will·also·be·normalized·if·they·do·not·sum·to·one,
297	#·and·missing·values·will·be·treated·as·zeros.	297	#·and·missing·values·will·be·treated·as·zeros.
298	In·[7]:·example_weights2·=·[0.5,·0,·0,·0,·None,·np.nan]	298	In·[7]:·example_weights2·=·[0.5,·0,·0,·0,·None,·np.nan]


Offset 222, 35 lines modified		Offset 222, 33 lines modified
222	In·[2]:·df	222	In·[2]:·df
223	Out[2]:	223	Out[2]:
224	···········A·························B·························C	224	···········A·························B·························C
225	0·2013-01-01·2013-01-01·00:00:00-05:00·2013-01-01·00:00:00+01:00	225	0·2013-01-01·2013-01-01·00:00:00-05:00·2013-01-01·00:00:00+01:00
226	1·2013-01-02·2013-01-02·00:00:00-05:00·2013-01-02·00:00:00+01:00	226	1·2013-01-02·2013-01-02·00:00:00-05:00·2013-01-02·00:00:00+01:00
227	2·2013-01-03·2013-01-03·00:00:00-05:00·2013-01-03·00:00:00+01:00	227	2·2013-01-03·2013-01-03·00:00:00-05:00·2013-01-03·00:00:00+01:00

228	[3·rows·x·3·columns]

229	In·[3]:·df.dtypes	228	In·[3]:·df.dtypes
230	Out[3]:	229	Out[3]:
231	A················datetime64[ns]	230	A················datetime64[ns]
232	B····datetime64[ns,·US/Eastern]	231	B····datetime64[ns,·US/Eastern]
233	C···········datetime64[ns,·CET]	232	C···········datetime64[ns,·CET]
234	~~Length:·3,·~~dtype:·object	233	dtype:·object
235	In·[4]:·df.B	234	In·[4]:·df.B
236	Out[4]:	235	Out[4]:
237	0···2013-01-01·00:00:00-05:00	236	0···2013-01-01·00:00:00-05:00
238	1···2013-01-02·00:00:00-05:00	237	1···2013-01-02·00:00:00-05:00
239	2···2013-01-03·00:00:00-05:00	238	2···2013-01-03·00:00:00-05:00
240	Name:·B,·~~Length:·3,·~~dtype:·datetime64[ns,·US/Eastern]	239	Name:·B,·dtype:·datetime64[ns,·US/Eastern]

241	In·[5]:·df.B.dt.tz_localize(None)	240	In·[5]:·df.B.dt.tz_localize(None)
242	Out[5]:	241	Out[5]:
243	0···2013-01-01	242	0···2013-01-01
244	1···2013-01-02	243	1···2013-01-02
245	2···2013-01-03	244	2···2013-01-03
246	Name:·B,·~~Length:·3,·~~dtype:·datetime64[ns]	245	Name:·B,·dtype:·datetime64[ns]
247	This·uses·a·new-dtype·representation·as·well,·that·is·very·similar·in·look-and-	246	This·uses·a·new-dtype·representation·as·well,·that·is·very·similar·in·look-and-
248	feel·to·its·numpy·cousin·datetime64[ns]	247	feel·to·its·numpy·cousin·datetime64[ns]
249	In·[6]:·df["B"].dtype	248	In·[6]:·df["B"].dtype
250	Out[6]:·datetime64[ns,·US/Eastern]	249	Out[6]:·datetime64[ns,·US/Eastern]

251	In·[7]:·type(df["B"].dtype)	250	In·[7]:·type(df["B"].dtype)
252	Out[7]:·pandas.core.dtypes.dtypes.DatetimeTZDtype	251	Out[7]:·pandas.core.dtypes.dtypes.DatetimeTZDtype
Offset 326, 64 lines modified		Offset 324, 64 lines modified

326	In·[14]:·s	324	In·[14]:·s
327	Out[14]:	325	Out[14]:
328	0···2013-01-01	326	0···2013-01-01
329	1···2013-01-02	327	1···2013-01-02
330	2···2013-01-03	328	2···2013-01-03
331	3···2013-01-04	329	3···2013-01-04
332	~~Length:·4,·~~dtype:·datetime64[ns]	330	dtype:·datetime64[ns]

333	In·[15]:·s.dt.strftime("%Y/%m/%d")	331	In·[15]:·s.dt.strftime("%Y/%m/%d")
334	Out[15]:	332	Out[15]:
335	0····2013/01/01	333	0····2013/01/01
336	1····2013/01/02	334	1····2013/01/02
337	2····2013/01/03	335	2····2013/01/03
338	3····2013/01/04	336	3····2013/01/04
339	~~Length:·4,·~~dtype:·object	337	dtype:·object
340	#·PeriodIndex	338	#·PeriodIndex
341	In·[16]:·s·=·pd.Series(pd.period_range("20130101",·periods=4))	339	In·[16]:·s·=·pd.Series(pd.period_range("20130101",·periods=4))

342	In·[17]:·s	340	In·[17]:·s
343	Out[17]:	341	Out[17]:
344	0····2013-01-01	342	0····2013-01-01
345	1····2013-01-02	343	1····2013-01-02
346	2····2013-01-03	344	2····2013-01-03
347	3····2013-01-04	345	3····2013-01-04
348	~~Length:·4,·~~dtype:·period[D]	346	dtype:·period[D]

349	In·[18]:·s.dt.strftime("%Y/%m/%d")	347	In·[18]:·s.dt.strftime("%Y/%m/%d")
350	Out[18]:	348	Out[18]:
351	0····2013/01/01	349	0····2013/01/01
352	1····2013/01/02	350	1····2013/01/02
353	2····2013/01/03	351	2····2013/01/03
354	3····2013/01/04	352	3····2013/01/04
355	~~Length:·4,·~~dtype:·object	353	dtype:·object
356	The·string·format·is·as·the·python·standard·library·and·details·can·be·found	354	The·string·format·is·as·the·python·standard·library·and·details·can·be·found
357	_\x8h_\x8e_\x8r_\x8e	355	_\x8h_\x8e_\x8r_\x8e
358	\x8\x8\x8·S\x8Se\x8er\x8ri\x8ie\x8es\x8s.\x8.d\x8dt\x8t.\x8.t\x8to\x8ot\x8ta\x8al\x8l_\x8_s\x8se\x8ec\x8co\x8on\x8nd\x8ds\x8s_\x8#\x8#·\x8\x8\x8	356	\x8\x8\x8·S\x8Se\x8er\x8ri\x8ie\x8es\x8s.\x8.d\x8dt\x8t.\x8.t\x8to\x8ot\x8ta\x8al\x8l_\x8_s\x8se\x8ec\x8co\x8on\x8nd\x8ds\x8s_\x8#\x8#·\x8\x8\x8
359	pd.Series·of·type·timedelta64·has·new·method·.dt.total_seconds()·returning·the	357	pd.Series·of·type·timedelta64·has·new·method·.dt.total_seconds()·returning·the
360	duration·of·the·timedelta·in·seconds·(_\x8G_\x8H_\x8·_\x81_\x80_\x88_\x81_\x87)	358	duration·of·the·timedelta·in·seconds·(_\x8G_\x8H_\x8·_\x81_\x80_\x88_\x81_\x87)
361	#·TimedeltaIndex	359	#·TimedeltaIndex
362	In·[19]:·s·=·pd.Series(pd.timedelta_range("1·minutes",·periods=4))	360	In·[19]:·s·=·pd.Series(pd.timedelta_range("1·minutes",·periods=4))

363	In·[20]:·s	361	In·[20]:·s
364	Out[20]:	362	Out[20]:
365	0···0·days·00:01:00	363	0···0·days·00:01:00
366	1···1·days·00:01:00	364	1···1·days·00:01:00
367	2···2·days·00:01:00	365	2···2·days·00:01:00
368	3···3·days·00:01:00	366	3···3·days·00:01:00
369	~~Length:·4,·~~dtype:·timedelta64[ns]	367	dtype:·timedelta64[ns]

370	In·[21]:·s.dt.total_seconds()	368	In·[21]:·s.dt.total_seconds()
371	Out[21]:	369	Out[21]:
372	0········60.0	370	0········60.0
373	1·····86460.0	371	1·····86460.0
374	2····172860.0	372	2····172860.0
375	3····259260.0	373	3····259260.0
376	~~Length:·4,·~~dtype:·float64	374	dtype:·float64
377	\x8\x8\x8\x8·P\x8Pe\x8er\x8ri\x8io\x8od\x8d·f\x8fr\x8re\x8eq\x8qu\x8ue\x8en\x8nc\x8cy\x8y·e\x8en\x8nh\x8ha\x8an\x8nc\x8ce\x8em\x8me\x8en\x8nt\x8t_\x8#\x8#·\x8\x8\x8\x8	375	\x8\x8\x8\x8·P\x8Pe\x8er\x8ri\x8io\x8od\x8d·f\x8fr\x8re\x8eq\x8qu\x8ue\x8en\x8nc\x8cy\x8y·e\x8en\x8nh\x8ha\x8an\x8nc\x8ce\x8em\x8me\x8en\x8nt\x8t_\x8#\x8#·\x8\x8\x8\x8
378	Period,·PeriodIndex·and·period_range·can·now·accept·multiplied·freq.·Also,	376	Period,·PeriodIndex·and·period_range·can·now·accept·multiplied·freq.·Also,
379	Period.freq·and·PeriodIndex.freq·are·now·stored·as·a·DateOffset·instance·like	377	Period.freq·and·PeriodIndex.freq·are·now·stored·as·a·DateOffset·instance·like
380	DatetimeIndex,·and·not·as·str·(_\x8G_\x8H_\x8·_\x87_\x88_\x81_\x81)	378	DatetimeIndex,·and·not·as·str·(_\x8G_\x8H_\x8·_\x87_\x88_\x81_\x81)
381	A·multiplied·freq·represents·a·span·of·corresponding·length.·The·example·below	379	A·multiplied·freq·represents·a·span·of·corresponding·length.·The·example·below
382	creates·a·period·of·3·days.·Addition·and·subtraction·will·shift·the·period·by	380	creates·a·period·of·3·days.·Addition·and·subtraction·will·shift·the·period·by
383	its·span.	381	its·span.
Offset 449, 29 lines modified		Offset 447, 25 lines modified
449	Out[32]:	447	Out[32]:
450	col1··foo····bar	448	col1··foo····bar
451	col2····a··b···a··b	449	col2····a··b···a··b
452	i1·i2	450	i1·i2
453	j··l····1··2···3··4	451	j··l····1··2···3··4
454	···k····5··6···7··8	452	···k····5··6···7··8

455	[2·rows·x·4·columns]

456	In·[33]:·df.to_excel("test.xlsx")	453	In·[33]:·df.to_excel("test.xlsx")

457	In·[34]:·df·=·pd.read_excel("test.xlsx",·header=[0,·1],·index_col=[0,·1])	454	In·[34]:·df·=·pd.read_excel("test.xlsx",·header=[0,·1],·index_col=[0,·1])

458	In·[35]:·df	455	In·[35]:·df
459	Out[35]:	456	Out[35]:
460	col1··foo····bar	457	col1··foo····bar
461	col2····a··b···a··b	458	col2····a··b···a··b
462	i1·i2	459	i1·i2
463	j··l····1··2···3··4	460	j··l····1··2···3··4
464	···k····5··6···7··8	461	···k····5··6···7··8

465	[2·rows·x·4·columns]
466	Previously,·it·was·necessary·to·specify·the·has_index_names·argument·in	462	Previously,·it·was·necessary·to·specify·the·has_index_names·argument·in
467	read_excel,·if·the·serialized·data·had·index·names.·For·version·0.17.0·the	463	read_excel,·if·the·serialized·data·had·index·names.·For·version·0.17.0·the
468	output·format·of·to_excel·has·been·changed·to·make·this·keyword·unnecessary·-	464	output·format·of·to_excel·has·been·changed·to·make·this·keyword·unnecessary·-
469	the·change·is·shown·below.	465	the·change·is·shown·below.
Max diff block lines reached; 10710/14444 bytes (74.15%) of diff not shown.


Offset 1642, 45 lines modified		Offset 1642, 45 lines modified

1642	<span·class="gp">In·[10]:·</span><span·class="n">s</span>	1642	<span·class="gp">In·[10]:·</span><span·class="n">s</span>
1643	<span·class="gh">Out[10]:·</span>	1643	<span·class="gh">Out[10]:·</span>
1644	<span·class="go">0····a</span>	1644	<span·class="go">0····a</span>
1645	<span·class="go">1····a</span>	1645	<span·class="go">1····a</span>
1646	<span·class="go">2····b</span>	1646	<span·class="go">2····b</span>
1647	<span·class="go">3····b</span>	1647	<span·class="go">3····b</span>
1648	<span·class="go">~~Length:·4,·~~dtype:·category</span>	1648	<span·class="go">dtype:·category</span>
1649	<span·class="go">Categories·(2,·object):·['a',·'b']</span>	1649	<span·class="go">Categories·(2,·object):·['a',·'b']</span>

1650	<span·class="gp">In·[11]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">str</span><span·class="o">.</span><span·class="n">contains</span><span·class="p">(</span><span·class="s2">"a"</span><span·class="p">)</span>	1650	<span·class="gp">In·[11]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">str</span><span·class="o">.</span><span·class="n">contains</span><span·class="p">(</span><span·class="s2">"a"</span><span·class="p">)</span>
1651	<span·class="gh">Out[11]:·</span>	1651	<span·class="gh">Out[11]:·</span>
1652	<span·class="go">0·····True</span>	1652	<span·class="go">0·····True</span>
1653	<span·class="go">1·····True</span>	1653	<span·class="go">1·····True</span>
1654	<span·class="go">2····False</span>	1654	<span·class="go">2····False</span>
1655	<span·class="go">3····False</span>	1655	<span·class="go">3····False</span>
1656	<span·class="go">~~Length:·4,·~~dtype:·bool</span>	1656	<span·class="go">dtype:·bool</span>

1657	<span·class="gp">In·[12]:·</span><span·class="n">date</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">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"1/1/2015"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">))</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="s2">"category"</span><span·class="p">)</span>	1657	<span·class="gp">In·[12]:·</span><span·class="n">date</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">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"1/1/2015"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">5</span><span·class="p">))</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="s2">"category"</span><span·class="p">)</span>

1658	<span·class="gp">In·[13]:·</span><span·class="n">date</span>	1658	<span·class="gp">In·[13]:·</span><span·class="n">date</span>
1659	<span·class="gh">Out[13]:·</span>	1659	<span·class="gh">Out[13]:·</span>
1660	<span·class="go">0···2015-01-01</span>	1660	<span·class="go">0···2015-01-01</span>
1661	<span·class="go">1···2015-01-02</span>	1661	<span·class="go">1···2015-01-02</span>
1662	<span·class="go">2···2015-01-03</span>	1662	<span·class="go">2···2015-01-03</span>
1663	<span·class="go">3···2015-01-04</span>	1663	<span·class="go">3···2015-01-04</span>
1664	<span·class="go">4···2015-01-05</span>	1664	<span·class="go">4···2015-01-05</span>
1665	<span·class="go">~~Length:·5,·~~dtype:·category</span>	1665	<span·class="go">dtype:·category</span>
1666	<span·class="go">Categories·(5,·datetime64[ns]):·[2015-01-01,·2015-01-02,·2015-01-03,·2015-01-04,·2015-01-05]</span>	1666	<span·class="go">Categories·(5,·datetime64[ns]):·[2015-01-01,·2015-01-02,·2015-01-03,·2015-01-04,·2015-01-05]</span>

1667	<span·class="gp">In·[14]:·</span><span·class="n">date</span><span·class="o">.</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">day</span>	1667	<span·class="gp">In·[14]:·</span><span·class="n">date</span><span·class="o">.</span><span·class="n">dt</span><span·class="o">.</span><span·class="n">day</span>
1668	<span·class="gh">Out[14]:·</span>	1668	<span·class="gh">Out[14]:·</span>
1669	<span·class="go">0····1</span>	1669	<span·class="go">0····1</span>
1670	<span·class="go">1····2</span>	1670	<span·class="go">1····2</span>
1671	<span·class="go">2····3</span>	1671	<span·class="go">2····3</span>
1672	<span·class="go">3····4</span>	1672	<span·class="go">3····4</span>
1673	<span·class="go">4····5</span>	1673	<span·class="go">4····5</span>
1674	<span·class="go">~~Length:·5,·~~dtype:·int32</span>	1674	<span·class="go">dtype:·int32</span>
1675	</pre></div>	1675	</pre></div>
1676	</div>	1676	</div>
1677	</li>	1677	</li>
1678	<li><p><code·class="docutils·literal·notranslate"><span·class="pre">pivot_table</span></code>·now·has·a·<code·class="docutils·literal·notranslate"><span·class="pre">margins_name</span></code>·argument·so·you·can·use·something·other·than·the·default·of·‘All’·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/3335">GH·3335</a>)</p></li>	1678	<li><p><code·class="docutils·literal·notranslate"><span·class="pre">pivot_table</span></code>·now·has·a·<code·class="docutils·literal·notranslate"><span·class="pre">margins_name</span></code>·argument·so·you·can·use·something·other·than·the·default·of·‘All’·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/3335">GH·3335</a>)</p></li>
1679	<li><p>Implement·export·of·<code·class="docutils·literal·notranslate"><span·class="pre">datetime64[ns,</span>·<span·class="pre">tz]</span></code>·dtypes·with·a·fixed·HDF5·store·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/11411">GH·11411</a>)</p></li>	1679	<li><p>Implement·export·of·<code·class="docutils·literal·notranslate"><span·class="pre">datetime64[ns,</span>·<span·class="pre">tz]</span></code>·dtypes·with·a·fixed·HDF5·store·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/11411">GH·11411</a>)</p></li>
1680	<li><p>Pretty·printing·sets·(e.g.·in·DataFrame·cells)·now·uses·set·literal·syntax·(<code·class="docutils·literal·notranslate"><span·class="pre">{x,</span>·<span·class="pre">y}</span></code>)·instead·of	1680	<li><p>Pretty·printing·sets·(e.g.·in·DataFrame·cells)·now·uses·set·literal·syntax·(<code·class="docutils·literal·notranslate"><span·class="pre">{x,</span>·<span·class="pre">y}</span></code>)·instead·of
1681	Legacy·Python·syntax·(<code·class="docutils·literal·notranslate"><span·class="pre">set([x,</span>·<span·class="pre">y])</span></code>)·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/11215">GH·11215</a>)</p></li>	1681	Legacy·Python·syntax·(<code·class="docutils·literal·notranslate"><span·class="pre">set([x,</span>·<span·class="pre">y])</span></code>)·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/11215">GH·11215</a>)</p></li>


Offset 229, 47 lines modified		Offset 229, 47 lines modified

229	······In·[10]:·s	229	······In·[10]:·s
230	······Out[10]:	230	······Out[10]:
231	······0····a	231	······0····a
232	······1····a	232	······1····a
233	······2····b	233	······2····b
234	······3····b	234	······3····b
235	······~~Length:·4,·~~dtype:·category	235	······dtype:·category
236	······Categories·(2,·object):·['a',·'b']	236	······Categories·(2,·object):·['a',·'b']

237	······In·[11]:·s.str.contains("a")	237	······In·[11]:·s.str.contains("a")
238	······Out[11]:	238	······Out[11]:
239	······0·····True	239	······0·····True
240	······1·····True	240	······1·····True
241	······2····False	241	······2····False
242	······3····False	242	······3····False
243	······~~Length:·4,·~~dtype:·bool	243	······dtype:·bool

244	······In·[12]:·date·=·pd.Series(pd.date_range("1/1/2015",·periods=5)).astype	244	······In·[12]:·date·=·pd.Series(pd.date_range("1/1/2015",·periods=5)).astype
245	······("category")	245	······("category")

246	······In·[13]:·date	246	······In·[13]:·date
247	······Out[13]:	247	······Out[13]:
248	······0···2015-01-01	248	······0···2015-01-01
249	······1···2015-01-02	249	······1···2015-01-02
250	······2···2015-01-03	250	······2···2015-01-03
251	······3···2015-01-04	251	······3···2015-01-04
252	······4···2015-01-05	252	······4···2015-01-05
253	······~~Length:·5,·~~dtype:·category	253	······dtype:·category
254	······Categories·(5,·datetime64[ns]):·[2015-01-01,·2015-01-02,·2015-01-03,	254	······Categories·(5,·datetime64[ns]):·[2015-01-01,·2015-01-02,·2015-01-03,
255	······2015-01-04,·2015-01-05]	255	······2015-01-04,·2015-01-05]

256	······In·[14]:·date.dt.day	256	······In·[14]:·date.dt.day
257	······Out[14]:	257	······Out[14]:
258	······0····1	258	······0····1
259	······1····2	259	······1····2
260	······2····3	260	······2····3
261	······3····4	261	······3····4
262	······4····5	262	······4····5
263	······~~Length:·5,·~~dtype:·int32	263	······dtype:·int32
264	····*·pivot_table·now·has·a·margins_name·argument·so·you·can·use·something	264	····*·pivot_table·now·has·a·margins_name·argument·so·you·can·use·something
265	······other·than·the·default·of·‘All’·(_\x8G_\x8H_\x8·_\x83_\x83_\x83_\x85)	265	······other·than·the·default·of·‘All’·(_\x8G_\x8H_\x8·_\x83_\x83_\x83_\x85)
266	····*·Implement·export·of·datetime64[ns,·tz]·dtypes·with·a·fixed·HDF5·store·(_\x8G_\x8H	266	····*·Implement·export·of·datetime64[ns,·tz]·dtypes·with·a·fixed·HDF5·store·(_\x8G_\x8H
267	······_\x81_\x81_\x84_\x81_\x81)	267	······_\x81_\x81_\x84_\x81_\x81)
268	····*·Pretty·printing·sets·(e.g.·in·DataFrame·cells)·now·uses·set·literal	268	····*·Pretty·printing·sets·(e.g.·in·DataFrame·cells)·now·uses·set·literal
269	······syntax·({x,·y})·instead·of·Legacy·Python·syntax·(set([x,·y]))·(_\x8G_\x8H_\x8·_\x81_\x81_\x82_\x81_\x85)	269	······syntax·({x,·y})·instead·of·Legacy·Python·syntax·(set([x,·y]))·(_\x8G_\x8H_\x8·_\x81_\x81_\x82_\x81_\x85)
270	····*·Improve·the·error·message·in·pandas.io.gbq.to_gbq()·when·a·streaming	270	····*·Improve·the·error·message·in·pandas.io.gbq.to_gbq()·when·a·streaming


Offset 199, 16 lines modified		Offset 199, 14 lines modified
199	3··3·-0.312652	199	3··3·-0.312652
200	4··4·-0.720589	200	4··4·-0.720589
201	5··5··0.887163	201	5··5··0.887163
202	6··6··0.859588	202	6··6··0.859588
203	7··7·-0.636524	203	7··7·-0.636524
204	8··8··0.015696	204	8··8··0.015696
205	9··9·-2.242685	205	9··9·-2.242685

206	[10·rows·x·2·columns]
207	Previous·behavior:	206	Previous·behavior:
208	In·[8]:·pd.rolling_mean(df,·window=3)	207	In·[8]:·pd.rolling_mean(df,·window=3)
209	········FutureWarning:·pd.rolling_mean·is·deprecated·for·DataFrame·and·will·be	208	········FutureWarning:·pd.rolling_mean·is·deprecated·for·DataFrame·and·will·be
210	removed·in·a·future·version,·replace·with	209	removed·in·a·future·version,·replace·with
211	·······················DataFrame.rolling(window=3,center=False).mean()	210	·······················DataFrame.rolling(window=3,center=False).mean()
212	Out[8]:	211	Out[8]:
213	····A·········B	212	····A·········B
Offset 243, 30 lines modified		Offset 241, 28 lines modified
243	3··2.0·-0.023640	241	3··2.0·-0.023640
244	4··3.0··0.133155	242	4··3.0··0.133155
245	5··4.0·-0.048693	243	5··4.0·-0.048693
246	6··5.0··0.342054	244	6··5.0··0.342054
247	7··6.0··0.370076	245	7··6.0··0.370076
248	8··7.0··0.079587	246	8··7.0··0.079587
249	9··8.0·-0.954504	247	9··8.0·-0.954504

250	[10·rows·x·2·columns]
251	They·provide·getitem·accessors	248	They·provide·getitem·accessors
252	In·[7]:·r['A'].mean()	249	In·[7]:·r['A'].mean()
253	Out[7]:	250	Out[7]:
254	0····NaN	251	0····NaN
255	1····NaN	252	1····NaN
256	2····1.0	253	2····1.0
257	3····2.0	254	3····2.0
258	4····3.0	255	4····3.0
259	5····4.0	256	5····4.0
260	6····5.0	257	6····5.0
261	7····6.0	258	7····6.0
262	8····7.0	259	8····7.0
263	9····8.0	260	9····8.0
264	Name:·A,·~~Length:·10,·~~dtype:·float64	261	Name:·A,·dtype:·float64
265	And·multiple·aggregations	262	And·multiple·aggregations
266	In·[8]:·r.agg({'A':·['mean',·'std'],	263	In·[8]:·r.agg({'A':·['mean',·'std'],
267	···...:········'B':·['mean',·'std']})	264	···...:········'B':·['mean',·'std']})
268	···...:	265	···...:
269	Out[8]:	266	Out[8]:
270	·····A··············B	267	·····A··············B
271	··mean··std······mean·······std	268	··mean··std······mean·······std
Offset 276, 45 lines modified		Offset 272, 41 lines modified
276	3··2.0··1.0·-0.023640··1.335505	272	3··2.0··1.0·-0.023640··1.335505
277	4··3.0··1.0··0.133155··1.143778	273	4··3.0··1.0··0.133155··1.143778
278	5··4.0··1.0·-0.048693··0.835747	274	5··4.0··1.0·-0.048693··0.835747
279	6··5.0··1.0··0.342054··0.920379	275	6··5.0··1.0··0.342054··0.920379
280	7··6.0··1.0··0.370076··0.871850	276	7··6.0··1.0··0.370076··0.871850
281	8··7.0··1.0··0.079587··0.750099	277	8··7.0··1.0··0.079587··0.750099
282	9··8.0··1.0·-0.954504··1.162285	278	9··8.0··1.0·-0.954504··1.162285

283	[10·rows·x·4·columns]
284	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·r\x8re\x8en\x8na\x8am\x8me\x8e_\x8#\x8#·\x8\x8\x8\x8	279	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·r\x8re\x8en\x8na\x8am\x8me\x8e_\x8#\x8#·\x8\x8\x8\x8
285	Series.rename·and·NDFrame.rename_axis·can·now·take·a·scalar·or·list-like	280	Series.rename·and·NDFrame.rename_axis·can·now·take·a·scalar·or·list-like
286	argument·for·altering·the·Series·or·axis·n\x8na\x8am\x8me\x8e,·in·addition·to·their·old	281	argument·for·altering·the·Series·or·axis·n\x8na\x8am\x8me\x8e,·in·addition·to·their·old
287	behaviors·of·altering·labels.·(_\x8G_\x8H_\x8·_\x89_\x84_\x89_\x84,·_\x8G_\x8H_\x8·_\x81_\x81_\x89_\x86_\x85)	282	behaviors·of·altering·labels.·(_\x8G_\x8H_\x8·_\x89_\x84_\x89_\x84,·_\x8G_\x8H_\x8·_\x81_\x81_\x89_\x86_\x85)
288	In·[9]:·s·=·pd.Series(np.random.randn(5))	283	In·[9]:·s·=·pd.Series(np.random.randn(5))

289	In·[10]:·s.rename('newname')	284	In·[10]:·s.rename('newname')
290	Out[10]:	285	Out[10]:
291	0····1.150036	286	0····1.150036
292	1····0.991946	287	1····0.991946
293	2····0.953324	288	2····0.953324
294	3···-2.021255	289	3···-2.021255
295	4···-0.334077	290	4···-0.334077
296	Name:·newname,·~~Length:·5,·~~dtype:·float64	291	Name:·newname,·dtype:·float64
297	In·[11]:·df·=·pd.DataFrame(np.random.randn(5,·2))	292	In·[11]:·df·=·pd.DataFrame(np.random.randn(5,·2))

298	In·[12]:·(df.rename_axis("indexname")	293	In·[12]:·(df.rename_axis("indexname")
299	···....:····.rename_axis("columns_name",·axis="columns"))	294	···....:····.rename_axis("columns_name",·axis="columns"))
300	···....:	295	···....:
301	Out[12]:	296	Out[12]:
302	columns_name·········0·········1	297	columns_name·········0·········1
303	indexname	298	indexname
304	0·············0.002118··0.405453	299	0·············0.002118··0.405453
305	1·············0.289092··1.321158	300	1·············0.289092··1.321158
306	2············-1.546906·-0.202646	301	2············-1.546906·-0.202646
307	3············-0.655969··0.193421	302	3············-0.655969··0.193421
308	4·············0.553439··1.318152	303	4·············0.553439··1.318152

309	[5·rows·x·2·columns]
310	The·new·functionality·works·well·in·method·chains.·Previously·these·methods	304	The·new·functionality·works·well·in·method·chains.·Previously·these·methods
311	only·accepted·functions·or·dicts·mapping·a·l\x8la\x8ab\x8be\x8el\x8l·to·a·new·label.·This·continues	305	only·accepted·functions·or·dicts·mapping·a·l\x8la\x8ab\x8be\x8el\x8l·to·a·new·label.·This·continues
312	to·work·as·before·for·function·or·dict-like·values.	306	to·work·as·before·for·function·or·dict-like·values.
313	\x8\x8\x8\x8·R\x8Ra\x8an\x8ng\x8ge\x8e·I\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8	307	\x8\x8\x8\x8·R\x8Ra\x8an\x8ng\x8ge\x8e·I\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8
314	A·RangeIndex·has·been·added·to·the·Int64Index·sub-classes·to·support·a·memory	308	A·RangeIndex·has·been·added·to·the·Int64Index·sub-classes·to·support·a·memory
315	saving·alternative·for·common·use·cases.·This·has·a·similar·implementation·to	309	saving·alternative·for·common·use·cases.·This·has·a·similar·implementation·to
316	the·python·range·object·(xrange·in·python·2),·in·that·it·only·stores·the·start,	310	the·python·range·object·(xrange·in·python·2),·in·that·it·only·stores·the·start,
Offset 367, 24 lines modified		Offset 359, 22 lines modified
367	Extracting·a·regular·expression·with·one·group·returns·a·Series·if	359	Extracting·a·regular·expression·with·one·group·returns·a·Series·if
368	expand=False.	360	expand=False.
369	In·[16]:·pd.Series(['a1',·'b2',·'c3']).str.extract(r'[ab](\d)',·expand=False)	361	In·[16]:·pd.Series(['a1',·'b2',·'c3']).str.extract(r'[ab](\d)',·expand=False)
370	Out[16]:	362	Out[16]:
371	0······1	363	0······1
372	1······2	364	1······2
373	2····NaN	365	2····NaN
374	~~Length:·3,·~~dtype:·object	366	dtype:·object
375	It·returns·a·DataFrame·with·one·column·if·expand=True.	367	It·returns·a·DataFrame·with·one·column·if·expand=True.
376	In·[17]:·pd.Series(['a1',·'b2',·'c3']).str.extract(r'[ab](\d)',·expand=True)	368	In·[17]:·pd.Series(['a1',·'b2',·'c3']).str.extract(r'[ab](\d)',·expand=True)
377	Out[17]:	369	Out[17]:
378	·····0	370	·····0
379	0····1	371	0····1
380	1····2	372	1····2
381	2··NaN	373	2··NaN

382	[3·rows·x·1·columns]
383	Calling·on·an·Index·with·a·regex·with·exactly·one·capture·group·returns·an	374	Calling·on·an·Index·with·a·regex·with·exactly·one·capture·group·returns·an
384	Index·if·expand=False.	375	Index·if·expand=False.
385	In·[18]:·s·=·pd.Series(["a1",·"b2",·"c3"],·["A11",·"B22",·"C33"])	376	In·[18]:·s·=·pd.Series(["a1",·"b2",·"c3"],·["A11",·"B22",·"C33"])

386	In·[19]:·s.index	377	In·[19]:·s.index
387	Out[19]:·Index(['A11',·'B22',·'C33'],·dtype='object')	378	Out[19]:·Index(['A11',·'B22',·'C33'],·dtype='object')

Offset 393, 61 lines modified		Offset 383, 53 lines modified
393	It·returns·a·DataFrame·with·one·column·if·expand=True.	383	It·returns·a·DataFrame·with·one·column·if·expand=True.
394	In·[21]:·s.index.str.extract("(?P<letter>[a-zA-Z])",·expand=True)	384	In·[21]:·s.index.str.extract("(?P<letter>[a-zA-Z])",·expand=True)
395	Out[21]:	385	Out[21]:
396	··letter	386	··letter
397	0······A	387	0······A
398	1······B	388	1······B
399	2······C	389	2······C

Max diff block lines reached; 16520/20299 bytes (81.38%) of diff not shown.


Offset 173, 15 lines modified		Offset 173, 15 lines modified

173	In·[5]:·dt·=·datetime.datetime(2014,·1,·17,·15)	173	In·[5]:·dt·=·datetime.datetime(2014,·1,·17,·15)

174	In·[6]:·dt·+·bhour_us	174	In·[6]:·dt·+·bhour_us
175	Out[6]:·Timestamp('2014-01-17·16:00:00')	175	Out[6]:·Timestamp('2014-01-17·16:00:00')
176	Tuesday·after·MLK·Day·(Monday·is·skipped·because·it’s·a·holiday)	176	Tuesday·after·MLK·Day·(Monday·is·skipped·because·it’s·a·holiday)
177	In·[7]:·dt·+·bhour_us·*·2	177	In·[7]:·dt·+·bhour_us·*·2
178	Out[7]:·Timestamp('2014-01-20·09:00:00')	178	Out[7]:·Timestamp('2014-01-21·09:00:00')
179	\x8\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8d·.\x8.g\x8gr\x8ro\x8ou\x8up\x8pb\x8by\x8y(\x8(.\x8..\x8.)\x8)·s\x8sy\x8yn\x8nt\x8ta\x8ax\x8x·w\x8wi\x8it\x8th\x8h·w\x8wi\x8in\x8nd\x8do\x8ow\x8w·a\x8an\x8nd\x8d·r\x8re\x8es\x8sa\x8am\x8mp\x8pl\x8le\x8e·o\x8op\x8pe\x8er\x8ra\x8at\x8ti\x8io\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8	179	\x8\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8d·.\x8.g\x8gr\x8ro\x8ou\x8up\x8pb\x8by\x8y(\x8(.\x8..\x8.)\x8)·s\x8sy\x8yn\x8nt\x8ta\x8ax\x8x·w\x8wi\x8it\x8th\x8h·w\x8wi\x8in\x8nd\x8do\x8ow\x8w·a\x8an\x8nd\x8d·r\x8re\x8es\x8sa\x8am\x8mp\x8pl\x8le\x8e·o\x8op\x8pe\x8er\x8ra\x8at\x8ti\x8io\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8
180	.groupby(...)·has·been·enhanced·to·provide·convenient·syntax·when·working·with	180	.groupby(...)·has·been·enhanced·to·provide·convenient·syntax·when·working·with
181	.rolling(..),·.expanding(..)·and·.resample(..)·per·group,·see·(_\x8G_\x8H_\x8·_\x81_\x82_\x84_\x88_\x86,·_\x8G_\x8H	181	.rolling(..),·.expanding(..)·and·.resample(..)·per·group,·see·(_\x8G_\x8H_\x8·_\x81_\x82_\x84_\x88_\x86,·_\x8G_\x8H
182	_\x81_\x82_\x87_\x83_\x88).	182	_\x81_\x82_\x87_\x83_\x88).
183	You·can·now·use·.rolling(..)·and·.expanding(..)·as·methods·on·groupbys.·These	183	You·can·now·use·.rolling(..)·and·.expanding(..)·as·methods·on·groupbys.·These
184	return·another·deferred·object·(similar·to·what·.rolling()·and·.expanding()·do	184	return·another·deferred·object·(similar·to·what·.rolling()·and·.expanding()·do
185	on·ungrouped·pandas·objects).·You·can·then·operate·on·these·RollingGroupby	185	on·ungrouped·pandas·objects).·You·can·then·operate·on·these·RollingGroupby
Offset 281, 16 lines modified		Offset 281, 14 lines modified
281	Out[12]:	281	Out[12]:
282	············group··val	282	············group··val
283	date	283	date
284	2016-01-03······1····5	284	2016-01-03······1····5
285	2016-01-10······1····6	285	2016-01-10······1····6
286	2016-01-17······2····7	286	2016-01-17······2····7
287	2016-01-24······2····8	287	2016-01-24······2····8

288	[4·rows·x·2·columns]
289	In[1]:·df.groupby("group").apply(lambda·x:·x.resample("1D").ffill())	288	In[1]:·df.groupby("group").apply(lambda·x:·x.resample("1D").ffill())
290	Out[1]:	289	Out[1]:
291	··················group··val	290	··················group··val
292	group·date	291	group·date
293	1·····2016-01-03······1····5	292	1·····2016-01-03······1····5
294	······2016-01-04······1····5	293	······2016-01-04······1····5
295	······2016-01-05······1····5	294	······2016-01-05······1····5
Offset 340, 47 lines modified		Offset 338, 41 lines modified

340	In·[14]:·df.where(lambda·x:·x·>·4,·lambda·x:·x·+·10)	338	In·[14]:·df.where(lambda·x:·x·>·4,·lambda·x:·x·+·10)
341	Out[14]:	339	Out[14]:
342	····A···B··C	340	····A···B··C
343	0··11··14··7	341	0··11··14··7
344	1··12···5··8	342	1··12···5··8
345	2··13···6··9	343	2··13···6··9

346	[3·rows·x·3·columns]
347	\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8ds\x8s·.\x8.l\x8lo\x8oc\x8c[\x8[]\x8],\x8,·.\x8.i\x8il\x8lo\x8oc\x8c[\x8[]\x8],\x8,·.\x8.i\x8ix\x8x[\x8[]\x8]_\x8#\x8#·\x8\x8\x8	344	\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8ds\x8s·.\x8.l\x8lo\x8oc\x8c[\x8[]\x8],\x8,·.\x8.i\x8il\x8lo\x8oc\x8c[\x8[]\x8],\x8,·.\x8.i\x8ix\x8x[\x8[]\x8]_\x8#\x8#·\x8\x8\x8
348	These·can·accept·a·callable,·and·a·tuple·of·callable·as·a·slicer.·The·callable	345	These·can·accept·a·callable,·and·a·tuple·of·callable·as·a·slicer.·The·callable
349	can·return·a·valid·boolean·indexer·or·anything·which·is·valid·for·these	346	can·return·a·valid·boolean·indexer·or·anything·which·is·valid·for·these
350	indexer’s·input.	347	indexer’s·input.
351	#·callable·returns·bool·indexer	348	#·callable·returns·bool·indexer
352	In·[15]:·df.loc[lambda·x:·x.A·>=·2,·lambda·x:·x.sum()·>·10]	349	In·[15]:·df.loc[lambda·x:·x.A·>=·2,·lambda·x:·x.sum()·>·10]
353	Out[15]:	350	Out[15]:
354	···B··C	351	···B··C
355	1··5··8	352	1··5··8
356	2··6··9	353	2··6··9

357	[2·rows·x·2·columns]

358	#·callable·returns·list·of·labels	354	#·callable·returns·list·of·labels
359	In·[16]:·df.loc[lambda·x:·[1,·2],·lambda·x:·["A",·"B"]]	355	In·[16]:·df.loc[lambda·x:·[1,·2],·lambda·x:·["A",·"B"]]
360	Out[16]:	356	Out[16]:
361	···A··B	357	···A··B
362	1··2··5	358	1··2··5
363	2··3··6	359	2··3··6

364	[2·rows·x·2·columns]
365	\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g·w\x8wi\x8it\x8th\x8h·[\x8[]\x8]_\x8#\x8#·\x8\x8\x8	360	\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8xi\x8in\x8ng\x8g·w\x8wi\x8it\x8th\x8h·[\x8[]\x8]_\x8#\x8#·\x8\x8\x8
366	Finally,·you·can·use·a·callable·in·[]·indexing·of·Series,·DataFrame·and·Panel.	361	Finally,·you·can·use·a·callable·in·[]·indexing·of·Series,·DataFrame·and·Panel.
367	The·callable·must·return·a·valid·input·for·[]·indexing·depending·on·its·class	362	The·callable·must·return·a·valid·input·for·[]·indexing·depending·on·its·class
368	and·index·type.	363	and·index·type.
369	In·[17]:·df[lambda·x:·"A"]	364	In·[17]:·df[lambda·x:·"A"]
370	Out[17]:	365	Out[17]:
371	0····1	366	0····1
372	1····2	367	1····2
373	2····3	368	2····3
374	Name:·A,·~~Length:·3,·~~dtype:·int64	369	Name:·A,·dtype:·int64
375	Using·these·methods·/·indexers,·you·can·chain·data·selection·operations·without	370	Using·these·methods·/·indexers,·you·can·chain·data·selection·operations·without
376	using·temporary·variable.	371	using·temporary·variable.
377	In·[18]:·bb·=·pd.read_csv("data/baseball.csv",·index_col="id")	372	In·[18]:·bb·=·pd.read_csv("data/baseball.csv",·index_col="id")

378	In·[19]:·(bb.groupby(["year",·"team"]).sum(numeric_only=True).loc[lambda·df:	373	In·[19]:·(bb.groupby(["year",·"team"]).sum(numeric_only=True).loc[lambda·df:
379	df.r·>·100])	374	df.r·>·100])
380	Out[19]:	375	Out[19]:
Offset 486, 28 lines modified		Offset 478, 26 lines modified
486	···....:	478	···....:

487	In·[21]:·df	479	In·[21]:·df
488	Out[21]:	480	Out[21]:
489	···year··month··day··hour	481	···year··month··day··hour
490	0··2015······2····4·····2	482	0··2015······2····4·····2
491	1··2016······3····5·····3	483	1··2016······3····5·····3

492	[2·rows·x·4·columns]
493	Assembling·using·the·passed·frame.	484	Assembling·using·the·passed·frame.
494	In·[22]:·pd.to_datetime(df)	485	In·[22]:·pd.to_datetime(df)
495	Out[22]:	486	Out[22]:
496	0···2015-02-04·02:00:00	487	0···2015-02-04·02:00:00
497	1···2016-03-05·03:00:00	488	1···2016-03-05·03:00:00
498	~~Length:·2,·~~dtype:·datetime64[ns]	489	dtype:·datetime64[ns]
499	You·can·pass·only·the·columns·that·you·need·to·assemble.	490	You·can·pass·only·the·columns·that·you·need·to·assemble.
500	In·[23]:·pd.to_datetime(df[["year",·"month",·"day"]])	491	In·[23]:·pd.to_datetime(df[["year",·"month",·"day"]])
501	Out[23]:	492	Out[23]:
502	0···2015-02-04	493	0···2015-02-04
503	1···2016-03-05	494	1···2016-03-05
504	~~Length:·2,·~~dtype:·datetime64[ns]	495	dtype:·datetime64[ns]
505	\x8\x8\x8\x8·O\x8Ot\x8th\x8he\x8er\x8r·e\x8en\x8nh\x8ha\x8an\x8nc\x8ce\x8em\x8me\x8en\x8nt\x8ts\x8s_\x8#\x8#·\x8\x8\x8\x8	496	\x8\x8\x8\x8·O\x8Ot\x8th\x8he\x8er\x8r·e\x8en\x8nh\x8ha\x8an\x8nc\x8ce\x8em\x8me\x8en\x8nt\x8ts\x8s_\x8#\x8#·\x8\x8\x8\x8
506	····*·pd.read_csv()·now·supports·delim_whitespace=True·for·the·Python·engine	497	····*·pd.read_csv()·now·supports·delim_whitespace=True·for·the·Python·engine
507	······(_\x8G_\x8H_\x8·_\x81_\x82_\x89_\x85_\x88)	498	······(_\x8G_\x8H_\x8·_\x81_\x82_\x89_\x85_\x88)
508	····*·pd.read_csv()·now·supports·opening·ZIP·files·that·contains·a·single·CSV,	499	····*·pd.read_csv()·now·supports·opening·ZIP·files·that·contains·a·single·CSV,
509	······via·extension·inference·or·explicit·compression='zip'·(_\x8G_\x8H_\x8·_\x81_\x82_\x81_\x87_\x85)	500	······via·extension·inference·or·explicit·compression='zip'·(_\x8G_\x8H_\x8·_\x81_\x82_\x81_\x87_\x85)
510	····*·pd.read_csv()·now·supports·opening·files·using·xz·compression,·via	501	····*·pd.read_csv()·now·supports·opening·files·using·xz·compression,·via
511	······extension·inference·or·explicit·compression='xz'·is·specified;·xz	502	······extension·inference·or·explicit·compression='xz'·is·specified;·xz
Offset 599, 16 lines modified		Offset 589, 14 lines modified

599	In·[30]:·df	589	In·[30]:·df
600	Out[30]:	590	Out[30]:
601	···A··B	591	···A··B
602	0··a··1	592	0··a··1
603	1··b··2	593	1··b··2
604	2··a··3	594	2··a··3

605	[3·rows·x·2·columns]
606	Previous·behavior:	595	Previous·behavior:
607	In·[3]:·df.groupby('A',·as_index=True)['B'].nth(0)	596	In·[3]:·df.groupby('A',·as_index=True)['B'].nth(0)
608	Out[3]:	597	Out[3]:
609	0····1	598	0····1
610	1····2	599	1····2
611	Name:·B,·dtype:·int64	600	Name:·B,·dtype:·int64

Offset 618, 21 lines modified		Offset 606, 21 lines modified
Max diff block lines reached; 1927/5994 bytes (32.15%) of diff not shown.


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">3762~~1047~~04</span>	826	<span·class="gh">Out[19]:·</span><span·class="go">3840222320</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">3~~776588~~400</span>	828	<span·class="gh">Out[20]:·</span><span·class="go">3850856400</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]:·3762~~1047~~04	274	Out[19]:·3840222320

275	In·[20]:·id(idx.values)	275	In·[20]:·id(idx.values)
276	Out[20]:·3~~776588~~400	276	Out[20]:·3850856400
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, 4 lines modified		Offset 1, 4 lines modified

1	Displaying·notes·found·in:·.note.gnu.build-id	1	Displaying·notes·found·in:·.note.gnu.build-id
2	··Owner················Data·size·» Description	2	··Owner················Data·size·» Description
3	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·58d4d~~6514~~8~~51a21~~937d4e76~~de9~~16~~018d02b~~9~~762c~~	3	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·7dd58dd8e766396d0d6c831cb64d35cc479fa3df


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	··0x00000000·64346436·35313438·35316132·31393337·d4d6514851a21937
3	··0x00000010·6434653~~7·36~~646539·31363031·38643032·d~~4e76d~~e916~~018~~d02	2	··0x00000000·64353864·64386537·36363339·36643064·d58dd8e766396d0d
		3	··0x00000010·36633833·31636236·34643335·63633437·6c831cb64d35cc47
4	··0x00000020·~~623937~~36·32632e64·65627567·00000000·~~b9762c~~.debug....	4	··0x00000020·39666133·64662e64·65627567·00000000·9fa3df.debug....
5	··0x00000030·~~f465b42d~~····························.e.-	5	··0x00000030·32d82ccb····························2.,.


Offset 1, 13 lines modified		Offset 1, 13 lines modified
1	Package:·python3-pandas-lib-dbgsym	1	Package:·python3-pandas-lib-dbgsym
2	Source:·pandas	2	Source:·pandas
3	Version:·2.2.3+dfsg-8	3	Version:·2.2.3+dfsg-8
4	Auto-Built-Package:·debug-symbols	4	Auto-Built-Package:·debug-symbols
5	Architecture:·i386	5	Architecture:·i386
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:·73534	7	Installed-Size:·73532
8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-8)	8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-8)
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:·042a82c172fd9e1fb0f07bc85095eb36d6c92571·0691af2ee6984ce697c6254faa806fc1c77e2031·06d2fdf0df99191400db4812edeb0dd2dfba7710·08a4f28a70dfe6049d143a20982a3283499be764·0b4ddf7220f516a84316335e067cd229557a70be·0c0478b48ea1f0c7865a040dfbdbb50a92eac66d·11603d4297d04e741f271ec311c7a5d4133a17f6·151291d1aff9b91666b031b31bf9e166efb7fcd7·1573ad27a87f57402b56306f6f282886c38099ae·18493b94d13f988d677ca5db67fd7b4c28b5a254·1ac69c73969c3313870d39ccf8da3ee8eb108376·2029973a490acf5ef4009bfc7628c9f00343ac81·25008d031eb0acd9dca6d2b4ff082b60f8d01904·2e50eb57b9dffd163dd677677b021e2646672734·2f399a8c5ed04857063f30a77274ccd7cacc8b2b·2ff0a559b372e5bdf074d1b2de57c7e6d6cb4998·31f6d357314d086cbbdb90fc29840403024ce463·394366720c0e2041b2c5579ab83546b73ed8c50c·3bc98412d82ebc874903a5bba97ee280f10c96d5·404c317e55613315644f29de9885b7b5350d2654·41a2bde1b02223bfebc2c9d1fe1e2878a9568471·45694481b1ef2279664124608ddf1d1fc143e81c·45cdbb96abbe3f688d3be5990b5f96cedac7ac84·46ea4d11bbd3be557102462a6ab50caa2f8bb502·49e8a7faddf5a45eb4ffb87c4af5c5eca74c668c·4b00cba9105bae54c3f8071386e900c5a9938cc6·4c162e24bb24dd604dc94f4711e34470ae487622·517f6d5a9dda83a986446c68a23f1eadb96fb1ee·5180386948b13aeed2100b854f135f4d6356adba·51e5290ccffc7df092f8e04fe728bbdccaba6ad8·5791d2b56e2687ca2d54227c627ff0d817783154·57ee728b382bbdc0462eb296932ad061f47dce4a·5~~8d4d6514851a21937d4e76de916018d02b9762c·5~~d39c8cb62ef56b836b2e46bb785513b720d5dba·5eccbfd82dc8e65f53fd68d6ef7c4e8d6d56ed71·627931d2bea92a8542142923d215dd0138ea1427·63685837f20a82e76b6fd1c3f443919f10c9c5dc·6410d3cf4b866c6ad8df362e5c2676db90bdbff8·646b40ae9ca[·...·truncated·by·diffoscope;·len:·316,·SHA:·~~77d~~75fd~~fe85~~9~~cb80~~5~~96e41~~2aa1~~7c7~~3f~~00fd~~83d~~0ea5f8~~d2~~509d9~~c0a06b75c23b3·...·]·7ffbcc440ee72d4878ce5ea2d274996b810e5ed3·800c734e6e067ad39888b062b01a50300e8360cd·81c3b4d7249dc2730a75e6c1ad8d22e316be1933·82c5b86aaf7f119607418eb8786ff7936d077da1·88e2f7898dce8ed1fa78ab6fa32bc235ef86be5b·893c20675bc0c99b24df73622b9bd7fd4f585bff·8acfc061c5a20530637d66d3f32b6da818d1f930·8e8f37da7cc5b615af3911088265661f043c6432·8fda50481359c627c0eeffec013169f9812cb644·927e2e925f7b229bf2857018c8e0a33c952a327e·92b5b6e84c7e96d6b7751604723665605834c3ca·97336a51ac37939628f0c827f64efcebb34a1654·98dc618e47c47eb6abfe3c9155021e3ae34d4b90·9b0d8c36291629016ed51bbfb7f15e29c71d6df0·a19a51a87c228e701b69f733e598db5c63e8fb80·a583f203802b11e59f7090ed51eacca57a2aae6d·aeb99f7f396947658a35ea2f569eb495248c3703·b16e28c3f0836bd8b3fd89a19073ef70f33860ba·b30185829ddb5db57887806d89b6f9221695d234·b3d7cf142f64b3fe13f85e7db0a38cd47876064d·b47544c0c28d4132a16b675043c2dc52a59f81c5·b84d1a5ea1b887e3acfa121adfdc1144d0a5478f·b97c69df0c308d46a4edc1b97e9bb3a14c2ac152·bbd4ace41ea5f746f0a8eddaaebcedde2ec08720·bc52ac6dddefc14bb6e2358c14de8683fdd7f557·bd3f8ada7d83b56ed6c4d89b169a0d9fe2802d78·be1083754089980b3bd2efefedcf30138ab5ca78·bf5b8197183d3fbaa11a65b2b864c57dfac37213·c340ff94800a1f6bc7ca33fc17407c01b39cb78b·c648644632dec66055cba0f9f4cce4548a1783b5·c64de92073f5fb30a1f70cdb723b2db21376bb74·c873b3b2be9f9c9c27c4c435d945ef906dddd183·caacf988c6504237733ff0337c65970b5df763f7·da62914cf6ce9cc8f0d864ccb37b04d42b430809·e6f99aa19b580750f36882fff0ed50af1b53eeb0·ee049ec5e92da217ac3a776a17e342333d2ae526·ee7c7def1e912b8387cc0d4a7cbbf917326cc543·efd3d2c1bbd2af755929484cf6d203d3696eca3d·f04425bd8b20d02538e8ed9bb861bfeb103496ea·f372c785285cd6ebf3663fd2cb70e4b9e843e979·f8117e2f5e70c4be11e1e1f8e4c01a558f861237·fb324857ab38e628fac8aec31864de0c226a80f0	13	Build-Ids:·042a82c172fd9e1fb0f07bc85095eb36d6c92571·0691af2ee6984ce697c6254faa806fc1c77e2031·06d2fdf0df99191400db4812edeb0dd2dfba7710·08a4f28a70dfe6049d143a20982a3283499be764·0b4ddf7220f516a84316335e067cd229557a70be·0c0478b48ea1f0c7865a040dfbdbb50a92eac66d·11603d4297d04e741f271ec311c7a5d4133a17f6·151291d1aff9b91666b031b31bf9e166efb7fcd7·1573ad27a87f57402b56306f6f282886c38099ae·18493b94d13f988d677ca5db67fd7b4c28b5a254·1ac69c73969c3313870d39ccf8da3ee8eb108376·2029973a490acf5ef4009bfc7628c9f00343ac81·25008d031eb0acd9dca6d2b4ff082b60f8d01904·2e50eb57b9dffd163dd677677b021e2646672734·2f399a8c5ed04857063f30a77274ccd7cacc8b2b·2ff0a559b372e5bdf074d1b2de57c7e6d6cb4998·31f6d357314d086cbbdb90fc29840403024ce463·394366720c0e2041b2c5579ab83546b73ed8c50c·3bc98412d82ebc874903a5bba97ee280f10c96d5·404c317e55613315644f29de9885b7b5350d2654·41a2bde1b02223bfebc2c9d1fe1e2878a9568471·45694481b1ef2279664124608ddf1d1fc143e81c·45cdbb96abbe3f688d3be5990b5f96cedac7ac84·46ea4d11bbd3be557102462a6ab50caa2f8bb502·49e8a7faddf5a45eb4ffb87c4af5c5eca74c668c·4b00cba9105bae54c3f8071386e900c5a9938cc6·4c162e24bb24dd604dc94f4711e34470ae487622·517f6d5a9dda83a986446c68a23f1eadb96fb1ee·5180386948b13aeed2100b854f135f4d6356adba·51e5290ccffc7df092f8e04fe728bbdccaba6ad8·5791d2b56e2687ca2d54227c627ff0d817783154·57ee728b382bbdc0462eb296932ad061f47dce4a·5d39c8cb62ef56b836b2e46bb785513b720d5dba·5eccbfd82dc8e65f53fd68d6ef7c4e8d6d56ed71·621de264edd278cc384da725741d49d9dc419162·627931d2bea92a8542142923d215dd0138ea1427·63685837f20a82e76b6fd1c3f443919f10c9c5dc·6410d3cf4b866c6ad8df362e5c2676db90bdbff8·646b40ae9ca[·...·truncated·by·diffoscope;·len:·316,·SHA:·a5feb449dd715d0c33260615e139e2889d34f850d23114bcf6a27eb22c528be9·...·]·7ffbcc440ee72d4878ce5ea2d274996b810e5ed3·800c734e6e067ad39888b062b01a50300e8360cd·81c3b4d7249dc2730a75e6c1ad8d22e316be1933·82c5b86aaf7f119607418eb8786ff7936d077da1·88e2f7898dce8ed1fa78ab6fa32bc235ef86be5b·893c20675bc0c99b24df73622b9bd7fd4f585bff·8acfc061c5a20530637d66d3f32b6da818d1f930·8e8f37da7cc5b615af3911088265661f043c6432·8fda50481359c627c0eeffec013169f9812cb644·927e2e925f7b229bf2857018c8e0a33c952a327e·92b5b6e84c7e96d6b7751604723665605834c3ca·97336a51ac37939628f0c827f64efcebb34a1654·98dc618e47c47eb6abfe3c9155021e3ae34d4b90·9b0d8c36291629016ed51bbfb7f15e29c71d6df0·a19a51a87c228e701b69f733e598db5c63e8fb80·a583f203802b11e59f7090ed51eacca57a2aae6d·aeb99f7f396947658a35ea2f569eb495248c3703·b16e28c3f0836bd8b3fd89a19073ef70f33860ba·b30185829ddb5db57887806d89b6f9221695d234·b3d7cf142f64b3fe13f85e7db0a38cd47876064d·b47544c0c28d4132a16b675043c2dc52a59f81c5·b84d1a5ea1b887e3acfa121adfdc1144d0a5478f·b97c69df0c308d46a4edc1b97e9bb3a14c2ac152·bbd4ace41ea5f746f0a8eddaaebcedde2ec08720·bc52ac6dddefc14bb6e2358c14de8683fdd7f557·bd3f8ada7d83b56ed6c4d89b169a0d9fe2802d78·be1083754089980b3bd2efefedcf30138ab5ca78·bf5b8197183d3fbaa11a65b2b864c57dfac37213·c340ff94800a1f6bc7ca33fc17407c01b39cb78b·c648644632dec66055cba0f9f4cce4548a1783b5·c64de92073f5fb30a1f70cdb723b2db21376bb74·c873b3b2be9f9c9c27c4c435d945ef906dddd183·caacf988c6504237733ff0337c65970b5df763f7·da62914cf6ce9cc8f0d864ccb37b04d42b430809·e6f99aa19b580750f36882fff0ed50af1b53eeb0·ee049ec5e92da217ac3a776a17e342333d2ae526·ee7c7def1e912b8387cc0d4a7cbbf917326cc543·efd3d2c1bbd2af755929484cf6d203d3696eca3d·f04425bd8b20d02538e8ed9bb861bfeb103496ea·f372c785285cd6ebf3663fd2cb70e4b9e843e979·f8117e2f5e70c4be11e1e1f8e4c01a558f861237·fb324857ab38e628fac8aec31864de0c226a80f0


Offset 26, 28 lines modified		Offset 26, 28 lines modified
26	usr/lib/debug/.build-id/4b/00cba9105bae54c3f8071386e900c5a9938cc6.debug	26	usr/lib/debug/.build-id/4b/00cba9105bae54c3f8071386e900c5a9938cc6.debug
27	usr/lib/debug/.build-id/4c/162e24bb24dd604dc94f4711e34470ae487622.debug	27	usr/lib/debug/.build-id/4c/162e24bb24dd604dc94f4711e34470ae487622.debug
28	usr/lib/debug/.build-id/51/7f6d5a9dda83a986446c68a23f1eadb96fb1ee.debug	28	usr/lib/debug/.build-id/51/7f6d5a9dda83a986446c68a23f1eadb96fb1ee.debug
29	usr/lib/debug/.build-id/51/80386948b13aeed2100b854f135f4d6356adba.debug	29	usr/lib/debug/.build-id/51/80386948b13aeed2100b854f135f4d6356adba.debug
30	usr/lib/debug/.build-id/51/e5290ccffc7df092f8e04fe728bbdccaba6ad8.debug	30	usr/lib/debug/.build-id/51/e5290ccffc7df092f8e04fe728bbdccaba6ad8.debug
31	usr/lib/debug/.build-id/57/91d2b56e2687ca2d54227c627ff0d817783154.debug	31	usr/lib/debug/.build-id/57/91d2b56e2687ca2d54227c627ff0d817783154.debug
32	usr/lib/debug/.build-id/57/ee728b382bbdc0462eb296932ad061f47dce4a.debug	32	usr/lib/debug/.build-id/57/ee728b382bbdc0462eb296932ad061f47dce4a.debug
33	usr/lib/debug/.build-id/58/d4d6514851a21937d4e76de916018d02b9762c.debug
34	usr/lib/debug/.build-id/5d/39c8cb62ef56b836b2e46bb785513b720d5dba.debug	33	usr/lib/debug/.build-id/5d/39c8cb62ef56b836b2e46bb785513b720d5dba.debug
35	usr/lib/debug/.build-id/5e/ccbfd82dc8e65f53fd68d6ef7c4e8d6d56ed71.debug	34	usr/lib/debug/.build-id/5e/ccbfd82dc8e65f53fd68d6ef7c4e8d6d56ed71.debug
		35	usr/lib/debug/.build-id/62/1de264edd278cc384da725741d49d9dc419162.debug
36	usr/lib/debug/.build-id/62/7931d2bea92a8542142923d215dd0138ea1427.debug	36	usr/lib/debug/.build-id/62/7931d2bea92a8542142923d215dd0138ea1427.debug
37	usr/lib/debug/.build-id/63/685837f20a82e76b6fd1c3f443919f10c9c5dc.debug	37	usr/lib/debug/.build-id/63/685837f20a82e76b6fd1c3f443919f10c9c5dc.debug
38	usr/lib/debug/.build-id/64/10d3cf4b866c6ad8df362e5c2676db90bdbff8.debug	38	usr/lib/debug/.build-id/64/10d3cf4b866c6ad8df362e5c2676db90bdbff8.debug
39	usr/lib/debug/.build-id/64/6b40ae9ca43cf4a6a48613dff5fbc18d8e4422.debug	39	usr/lib/debug/.build-id/64/6b40ae9ca43cf4a6a48613dff5fbc18d8e4422.debug
40	usr/lib/debug/.build-id/64/980b2e62f3408b761589fb721e52b3fced0e63.debug	40	usr/lib/debug/.build-id/64/980b2e62f3408b761589fb721e52b3fced0e63.debug
41	usr/lib/debug/.build-id/6f/80b58efc936811fa03972051faeae4b3c223be.debug	41	usr/lib/debug/.build-id/6f/80b58efc936811fa03972051faeae4b3c223be.debug
42	usr/lib/debug/.build-id/70/43c865ab4986be93697667505ae48ba25fe283.debug	42	usr/lib/debug/.build-id/70/43c865ab4986be93697667505ae48ba25fe283.debug
43	usr/lib/debug/.build-id/79/c42801ed47c89b0e2a7a78d3774a7907761228.debug	43	usr/lib/debug/.build-id/79/c42801ed47c89b0e2a7a78d3774a7907761228.debug
44	usr/lib/debug/.build-id/79/c8e270384c90ea6be9f3faf79d778eb0d4d2e9.debug	44	usr/lib/debug/.build-id/79/c8e270384c90ea6be9f3faf79d778eb0d4d2e9.debug
45	usr/lib/debug/.build-id/7c/fdd6436164c87c053a9815ba61aec40f8eaa6d.debug
46	usr/lib/debug/.build-id/7d/05e78b20a14a9e36c874b8ad2802de1ec27524.debug	45	usr/lib/debug/.build-id/7d/05e78b20a14a9e36c874b8ad2802de1ec27524.debug
		46	usr/lib/debug/.build-id/7d/d58dd8e766396d0d6c831cb64d35cc479fa3df.debug
47	usr/lib/debug/.build-id/7f/fbcc440ee72d4878ce5ea2d274996b810e5ed3.debug	47	usr/lib/debug/.build-id/7f/fbcc440ee72d4878ce5ea2d274996b810e5ed3.debug
48	usr/lib/debug/.build-id/80/0c734e6e067ad39888b062b01a50300e8360cd.debug	48	usr/lib/debug/.build-id/80/0c734e6e067ad39888b062b01a50300e8360cd.debug
49	usr/lib/debug/.build-id/81/c3b4d7249dc2730a75e6c1ad8d22e316be1933.debug	49	usr/lib/debug/.build-id/81/c3b4d7249dc2730a75e6c1ad8d22e316be1933.debug
50	usr/lib/debug/.build-id/82/c5b86aaf7f119607418eb8786ff7936d077da1.debug	50	usr/lib/debug/.build-id/82/c5b86aaf7f119607418eb8786ff7936d077da1.debug
51	usr/lib/debug/.build-id/88/e2f7898dce8ed1fa78ab6fa32bc235ef86be5b.debug	51	usr/lib/debug/.build-id/88/e2f7898dce8ed1fa78ab6fa32bc235ef86be5b.debug
52	usr/lib/debug/.build-id/89/3c20675bc0c99b24df73622b9bd7fd4f585bff.debug	52	usr/lib/debug/.build-id/89/3c20675bc0c99b24df73622b9bd7fd4f585bff.debug
53	usr/lib/debug/.build-id/8a/cfc061c5a20530637d66d3f32b6da818d1f930.debug	53	usr/lib/debug/.build-id/8a/cfc061c5a20530637d66d3f32b6da818d1f930.debug


Offset 56, 39 lines modified		Offset 56, 37 lines modified
56	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/	56	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/
57	-rw-r--r--···0·root·········(0)·root·········(0)···737740·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/7f6d5a9dda83a986446c68a23f1eadb96fb1ee.debug	57	-rw-r--r--···0·root·········(0)·root·········(0)···737740·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/7f6d5a9dda83a986446c68a23f1eadb96fb1ee.debug
58	-rw-r--r--···0·root·········(0)·root·········(0)··1511796·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/80386948b13aeed2100b854f135f4d6356adba.debug	58	-rw-r--r--···0·root·········(0)·root·········(0)··1511796·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/80386948b13aeed2100b854f135f4d6356adba.debug
59	-rw-r--r--···0·root·········(0)·root·········(0)····65512·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/e5290ccffc7df092f8e04fe728bbdccaba6ad8.debug	59	-rw-r--r--···0·root·········(0)·root·········(0)····65512·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/51/e5290ccffc7df092f8e04fe728bbdccaba6ad8.debug
60	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/57/	60	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/57/
61	-rw-r--r--···0·root·········(0)·root·········(0)··3326580·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/57/91d2b56e2687ca2d54227c627ff0d817783154.debug	61	-rw-r--r--···0·root·········(0)·root·········(0)··3326580·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/57/91d2b56e2687ca2d54227c627ff0d817783154.debug
62	-rw-r--r--···0·root·········(0)·root·········(0)··1045612·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/57/ee728b382bbdc0462eb296932ad061f47dce4a.debug	62	-rw-r--r--···0·root·········(0)·root·········(0)··1045612·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/57/ee728b382bbdc0462eb296932ad061f47dce4a.debug
63	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/58/
64	-rw-r--r--···0·root·········(0)·root·········(0)···691168·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/58/d4d6514851a21937d4e76de916018d02b9762c.debug
65	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5d/	63	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5d/
66	-rw-r--r--···0·root·········(0)·root·········(0)···168872·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5d/39c8cb62ef56b836b2e46bb785513b720d5dba.debug	64	-rw-r--r--···0·root·········(0)·root·········(0)···168872·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5d/39c8cb62ef56b836b2e46bb785513b720d5dba.debug
67	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5e/	65	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5e/
68	-rw-r--r--···0·root·········(0)·root·········(0)···196808·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5e/ccbfd82dc8e65f53fd68d6ef7c4e8d6d56ed71.debug	66	-rw-r--r--···0·root·········(0)·root·········(0)···196808·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/5e/ccbfd82dc8e65f53fd68d6ef7c4e8d6d56ed71.debug
69	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/62/	67	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/62/
		68	-rw-r--r--···0·root·········(0)·root·········(0)···683072·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/62/1de264edd278cc384da725741d49d9dc419162.debug
70	-rw-r--r--···0·root·········(0)·root·········(0)··1455620·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/62/7931d2bea92a8542142923d215dd0138ea1427.debug	69	-rw-r--r--···0·root·········(0)·root·········(0)··1455620·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/62/7931d2bea92a8542142923d215dd0138ea1427.debug
71	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/63/	70	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/63/
72	-rw-r--r--···0·root·········(0)·root·········(0)···349836·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/63/685837f20a82e76b6fd1c3f443919f10c9c5dc.debug	71	-rw-r--r--···0·root·········(0)·root·········(0)···349836·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/63/685837f20a82e76b6fd1c3f443919f10c9c5dc.debug
73	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/	72	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/
74	-rw-r--r--···0·root·········(0)·root·········(0)···576900·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/10d3cf4b866c6ad8df362e5c2676db90bdbff8.debug	73	-rw-r--r--···0·root·········(0)·root·········(0)···576900·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/10d3cf4b866c6ad8df362e5c2676db90bdbff8.debug
75	-rw-r--r--···0·root·········(0)·root·········(0)···109168·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/6b40ae9ca43cf4a6a48613dff5fbc18d8e4422.debug	74	-rw-r--r--···0·root·········(0)·root·········(0)···109168·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/6b40ae9ca43cf4a6a48613dff5fbc18d8e4422.debug
76	-rw-r--r--···0·root·········(0)·root·········(0)···594088·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/980b2e62f3408b761589fb721e52b3fced0e63.debug	75	-rw-r--r--···0·root·········(0)·root·········(0)···594088·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/64/980b2e62f3408b761589fb721e52b3fced0e63.debug
77	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/6f/	76	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/6f/
78	-rw-r--r--···0·root·········(0)·root·········(0)···464484·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/6f/80b58efc936811fa03972051faeae4b3c223be.debug	77	-rw-r--r--···0·root·········(0)·root·········(0)···464484·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/6f/80b58efc936811fa03972051faeae4b3c223be.debug
79	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/70/	78	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/70/
80	-rw-r--r--···0·root·········(0)·root·········(0)··1013528·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/70/43c865ab4986be93697667505ae48ba25fe283.debug	79	-rw-r--r--···0·root·········(0)·root·········(0)··1013528·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/70/43c865ab4986be93697667505ae48ba25fe283.debug
81	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/79/	80	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/79/
82	-rw-r--r--···0·root·········(0)·root·········(0)···335092·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/79/c42801ed47c89b0e2a7a78d3774a7907761228.debug	81	-rw-r--r--···0·root·········(0)·root·········(0)···335092·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/79/c42801ed47c89b0e2a7a78d3774a7907761228.debug
83	-rw-r--r--···0·root·········(0)·root·········(0)···601820·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/79/c8e270384c90ea6be9f3faf79d778eb0d4d2e9.debug	82	-rw-r--r--···0·root·········(0)·root·········(0)···601820·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/79/c8e270384c90ea6be9f3faf79d778eb0d4d2e9.debug
84	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7c/
85	-rw-r--r--···0·root·········(0)·root·········(0)···683092·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7c/fdd6436164c87c053a9815ba61aec40f8eaa6d.debug
86	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7d/	83	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7d/
87	-rw-r--r--···0·root·········(0)·root·········(0)··2323936·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7d/05e78b20a14a9e36c874b8ad2802de1ec27524.debug	84	-rw-r--r--···0·root·········(0)·root·········(0)··2323936·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7d/05e78b20a14a9e36c874b8ad2802de1ec27524.debug
		85	-rw-r--r--···0·root·········(0)·root·········(0)···691156·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7d/d58dd8e766396d0d6c831cb64d35cc479fa3df.debug
88	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7f/	86	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7f/
89	-rw-r--r--···0·root·········(0)·root·········(0)··2130296·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7f/fbcc440ee72d4878ce5ea2d274996b810e5ed3.debug	87	-rw-r--r--···0·root·········(0)·root·········(0)··2130296·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/7f/fbcc440ee72d4878ce5ea2d274996b810e5ed3.debug
90	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/80/	88	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/80/
91	-rw-r--r--···0·root·········(0)·root·········(0)···436400·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/80/0c734e6e067ad39888b062b01a50300e8360cd.debug	89	-rw-r--r--···0·root·········(0)·root·········(0)···436400·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/80/0c734e6e067ad39888b062b01a50300e8360cd.debug
92	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/81/	90	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/81/
93	-rw-r--r--···0·root·········(0)·root·········(0)····61176·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/81/c3b4d7249dc2730a75e6c1ad8d22e316be1933.debug	91	-rw-r--r--···0·root·········(0)·root·········(0)····61176·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/81/c3b4d7249dc2730a75e6c1ad8d22e316be1933.debug
94	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/82/	92	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/82/


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:···························Intel·80386	9	··Machine:···························Intel·80386
10	··Version:···························0x1	10	··Version:···························0x1
11	··Entry·point·address:···············0x0	11	··Entry·point·address:···············0x0
12	··Start·of·program·headers:··········52·(bytes·into·file)	12	··Start·of·program·headers:··········52·(bytes·into·file)
13	··Start·of·section·headers:··········689768·(bytes·into·file)	13	··Start·of·section·headers:··········689756·(bytes·into·file)
14	··Flags:·····························0x0	14	··Flags:·····························0x0
15	··Size·of·this·header:···············52·(bytes)	15	··Size·of·this·header:···············52·(bytes)
16	··Size·of·program·headers:···········32·(bytes)	16	··Size·of·program·headers:···········32·(bytes)
17	··Number·of·program·headers:·········9	17	··Number·of·program·headers:·········9
18	··Size·of·section·headers:···········40·(bytes)	18	··Size·of·section·headers:···········40·(bytes)
19	··Number·of·section·headers:·········35	19	··Number·of·section·headers:·········35
20	··Section·header·string·table·index:·34	20	··Section·header·string·table·index:·34


Offset 1, 8 lines modified		Offset 1, 8 lines modified
1	There·are·35·section·headers,·starting·at·offset·0xa8668:	1	There·are·35·section·headers,·starting·at·offset·0xa865c:

2	Section·Headers:	2	Section·Headers:
3	··[Nr]·Name··············Type············Addr·····Off····Size···ES·Flg·Lk·Inf·Al	3	··[Nr]·Name··············Type············Addr·····Off····Size···ES·Flg·Lk·Inf·Al
4	··[·0]···················NULL············00000000·000000·000000·00······0···0··0	4	··[·0]···················NULL············00000000·000000·000000·00······0···0··0
5	··[·1]·.note.gnu.build-id·NOTE············00000154·000154·000024·00···A··0···0··4	5	··[·1]·.note.gnu.build-id·NOTE············00000154·000154·000024·00···A··0···0··4
6	··[·2]·.gnu.hash·········NOBITS··········00000178·000178·000024·04···A··3···0··4	6	··[·2]·.gnu.hash·········NOBITS··········00000178·000178·000024·04···A··3···0··4
7	··[·3]·.dynsym···········NOBITS··········0000019c·000178·000d40·10···A··4···1··4	7	··[·3]·.dynsym···········NOBITS··········0000019c·000178·000d40·10···A··4···1··4
Offset 23, 22 lines modified		Offset 23, 22 lines modified
23	··[18]·.fini_array·······NOBITS··········00062bb8·000bb4·000004·04··WA··0···0··4	23	··[18]·.fini_array·······NOBITS··········00062bb8·000bb4·000004·04··WA··0···0··4
24	··[19]·.dynamic··········NOBITS··········00062bbc·000bb4·0000f0·08··WA··4···0··4	24	··[19]·.dynamic··········NOBITS··········00062bbc·000bb4·0000f0·08··WA··4···0··4
25	··[20]·.got··············NOBITS··········00062cac·000bb4·000354·04··WA··0···0··4	25	··[20]·.got··············NOBITS··········00062cac·000bb4·000354·04··WA··0···0··4
26	··[21]·.data·············NOBITS··········00063000·000bb4·000c38·00··WA··0···0·32	26	··[21]·.data·············NOBITS··········00063000·000bb4·000c38·00··WA··0···0·32
27	··[22]·.bss··············NOBITS··········00063c40·000bb4·000944·00··WA··0···0·32	27	··[22]·.bss··············NOBITS··········00063c40·000bb4·000944·00··WA··0···0·32
28	··[23]·.comment··········PROGBITS········00000000·000178·00001f·01··MS··0···0··1	28	··[23]·.comment··········PROGBITS········00000000·000178·00001f·01··MS··0···0··1
29	··[24]·.debug_aranges····PROGBITS········00000000·000198·0000b3·00···C··0···0··4	29	··[24]·.debug_aranges····PROGBITS········00000000·000198·0000b3·00···C··0···0··4
30	··[25]·.debug_info·······PROGBITS········00000000·00024c·03e1ce·00···C··0···0··4	30	··[25]·.debug_info·······PROGBITS········00000000·00024c·03e1c6·00···C··0···0··4
31	··[26]·.debug_abbrev·····PROGBITS········00000000·03e41c·00042b·00···C··0···0··4	31	··[26]·.debug_abbrev·····PROGBITS········00000000·03e414·00042b·00···C··0···0··4
32	··[27]·.debug_line·······PROGBITS········00000000·03e848·01fdf5·00···C··0···0··4	32	··[27]·.debug_line·······PROGBITS········00000000·03e840·01fdf5·00···C··0···0··4
33	··[28]·.debug_line_str···PROGBITS········00000000·05e640·0001c4·01·MSC··0···0··4	33	··[28]·.debug_line_str···PROGBITS········00000000·05e638·0001c4·01·MSC··0···0··4
34	··[29]·.debug_loclists···PROGBITS········00000000·05e~~804~~·036bb9·00···C··0···0··4	34	··[29]·.debug_loclists···PROGBITS········00000000·05e7fc·036bb6·00···C··0···0··4
35	··[30]·.debug_rnglists···PROGBITS········00000000·0953c0·009914·00···C··0···0··4	35	··[30]·.debug_rnglists···PROGBITS········00000000·0953b4·009914·00···C··0···0··4
36	··[31]·.gnu_debugaltlink·PROGBITS········00000000·09ecd4·000050·00······0···0··1	36	··[31]·.gnu_debugaltlink·PROGBITS········00000000·09ecc8·000050·00······0···0··1
37	··[32]·.symtab···········SYMTAB··········00000000·09ed24·003e20·10·····33·783··4	37	··[32]·.symtab···········SYMTAB··········00000000·09ed18·003e20·10·····33·783··4
38	··[33]·.strtab···········STRTAB··········00000000·0a2b44·0059c6·00······0···0··1	38	··[33]·.strtab···········STRTAB··········00000000·0a2b38·0059c6·00······0···0··1
39	··[34]·.shstrtab·········STRTAB··········00000000·0a8~~50a~~·00015d·00······0···0··1	39	··[34]·.shstrtab·········STRTAB··········00000000·0a84fe·00015d·00······0···0··1
40	Key·to·Flags:	40	Key·to·Flags:
41	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),	41	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),
42	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),	42	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),
43	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),	43	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),
44	··D·(mbind),·p·(processor·specific)	44	··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:········0x72283·(32-bit)	3	···Length:········0x72281·(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:··4	7	···Pointer·Size:··4
8	·<0><c>:·Abbrev·Number:·145·(DW_TAG_compile_unit)	8	·<0><c>:·Abbrev·Number:·145·(DW_TAG_compile_unit)
9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0xdd4d5)·	9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0xdd4d5)·
10	····<12>···DW_AT_language····:·(data1)·29» (C11)	10	····<12>···DW_AT_language····:·(data1)·29» (C11)
Offset 12569, 91 lines modified		Offset 12569, 91 lines modified
12569	·<5><688e>:·Abbrev·Number:·0	12569	·<5><688e>:·Abbrev·Number:·0
12570	·<4><688f>:·Abbrev·Number:·4·(DW_TAG_call_site)	12570	·<4><688f>:·Abbrev·Number:·4·(DW_TAG_call_site)
12571	····<6890>···DW_AT_call_return_pc:·(addr)·0x26949	12571	····<6890>···DW_AT_call_return_pc:·(addr)·0x26949
12572	····<6894>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x26e0c>	12572	····<6894>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x26e0c>
12573	·<4><6898>:·Abbrev·Number:·0	12573	·<4><6898>:·Abbrev·Number:·0
12574	·<3><6899>:·Abbrev·Number:·0	12574	·<3><6899>:·Abbrev·Number:·0
12575	·<2><689a>:·Abbrev·Number:·14·(DW_TAG_inlined_subroutine)	12575	·<2><689a>:·Abbrev·Number:·14·(DW_TAG_inlined_subroutine)
12576	····<689b>···DW_AT_abstract_origin:·(ref_udata)·<0x52df6>	12576	····<689b>···DW_AT_abstract_origin:·(ref_udata)·<0x52df4>
12577	····<689e>···DW_AT_entry_pc····:·(addr)·0x2674a	12577	····<689e>···DW_AT_entry_pc····:·(addr)·0x2674a
12578	····<68a2>···DW_AT_GNU_entry_view:·(data2)·0	12578	····<68a2>···DW_AT_GNU_entry_view:·(data2)·0
12579	····<68a4>···DW_AT_ranges······:·(sec_offset)·0x6c83	12579	····<68a4>···DW_AT_ranges······:·(sec_offset)·0x6c83
12580	····<68a8>···DW_AT_call_file···:·(data1)·1	12580	····<68a8>···DW_AT_call_file···:·(data1)·1
12581	····<68a9>···DW_AT_call_line···:·(data2)·48633	12581	····<68a9>···DW_AT_call_line···:·(data2)·48633
12582	····<68ab>···DW_AT_call_column·:·(data1)·17	12582	····<68ab>···DW_AT_call_column·:·(data1)·17
12583	····<68ac>···DW_AT_sibling·····:·(ref_udata)·<0x6ead>	12583	····<68ac>···DW_AT_sibling·····:·(ref_udata)·<0x6ead>
12584	·<3><68af>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)	12584	·<3><68af>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)
12585	····<68b0>···DW_AT_abstract_origin:·(ref_udata)·<0x52e2c>	12585	····<68b0>···DW_AT_abstract_origin:·(ref_udata)·<0x52e2a>
12586	····<68b3>···DW_AT_location····:·(sec_offset)·0xb44·(location·list)	12586	····<68b3>···DW_AT_location····:·(sec_offset)·0xb44·(location·list)
12587	····<68b7>···DW_AT_GNU_locviews:·(sec_offset)·0xb3c	12587	····<68b7>···DW_AT_GNU_locviews:·(sec_offset)·0xb3c
12588	·<3><68bb>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)	12588	·<3><68bb>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)
12589	····<68bc>···DW_AT_abstract_origin:·(ref_udata)·<0x52e39>	12589	····<68bc>···DW_AT_abstract_origin:·(ref_udata)·<0x52e37>
12590	····<68bf>···DW_AT_location····:·(sec_offset)·0xb6e·(location·list)	12590	····<68bf>···DW_AT_location····:·(sec_offset)·0xb6e·(location·list)
12591	····<68c3>···DW_AT_GNU_locviews:·(sec_offset)·0xb66	12591	····<68c3>···DW_AT_GNU_locviews:·(sec_offset)·0xb66
12592	·<3><68c7>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)	12592	·<3><68c7>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)
12593	····<68c8>···DW_AT_abstract_origin:·(ref_udata)·<0x52e05>	12593	····<68c8>···DW_AT_abstract_origin:·(ref_udata)·<0x52e03>
12594	····<68cb>···DW_AT_location····:·(sec_offset)·0xb9b·(location·list)	12594	····<68cb>···DW_AT_location····:·(sec_offset)·0xb9b·(location·list)
12595	····<68cf>···DW_AT_GNU_locviews:·(sec_offset)·0xb93	12595	····<68cf>···DW_AT_GNU_locviews:·(sec_offset)·0xb93
12596	·<3><68d3>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)	12596	·<3><68d3>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)
12597	····<68d4>···DW_AT_abstract_origin:·(ref_udata)·<0x52e12>	12597	····<68d4>···DW_AT_abstract_origin:·(ref_udata)·<0x52e10>
12598	····<68d7>···DW_AT_location····:·(sec_offset)·0xbc8·(location·list)	12598	····<68d7>···DW_AT_location····:·(sec_offset)·0xbc8·(location·list)
12599	····<68db>···DW_AT_GNU_locviews:·(sec_offset)·0xbc4	12599	····<68db>···DW_AT_GNU_locviews:·(sec_offset)·0xbc4
12600	·<3><68df>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)	12600	·<3><68df>:·Abbrev·Number:·7·(DW_TAG_formal_parameter)
12601	····<68e0>···DW_AT_abstract_origin:·(ref_udata)·<0x52e1f>	12601	····<68e0>···DW_AT_abstract_origin:·(ref_udata)·<0x52e1d>
12602	····<68e3>···DW_AT_location····:·(sec_offset)·0xbe2·(location·list)	12602	····<68e3>···DW_AT_location····:·(sec_offset)·0xbe2·(location·list)
12603	····<68e7>···DW_AT_GNU_locviews:·(sec_offset)·0xbdc	12603	····<68e7>···DW_AT_GNU_locviews:·(sec_offset)·0xbdc
12604	·<3><68eb>:·Abbrev·Number:·10·(DW_TAG_lexical_block)	12604	·<3><68eb>:·Abbrev·Number:·10·(DW_TAG_lexical_block)
12605	····<68ec>···DW_AT_ranges······:·(sec_offset)·0x6c83	12605	····<68ec>···DW_AT_ranges······:·(sec_offset)·0x6c83
12606	·<4><68f0>:·Abbrev·Number:·5·(DW_TAG_variable)	12606	·<4><68f0>:·Abbrev·Number:·5·(DW_TAG_variable)
12607	····<68f1>···DW_AT_abstract_origin:·(ref_udata)·<0x52e46>	12607	····<68f1>···DW_AT_abstract_origin:·(ref_udata)·<0x52e44>
12608	····<68f4>···DW_AT_location····:·(sec_offset)·0xc05·(location·list)	12608	····<68f4>···DW_AT_location····:·(sec_offset)·0xc05·(location·list)
12609	····<68f8>···DW_AT_GNU_locviews:·(sec_offset)·0xbfb	12609	····<68f8>···DW_AT_GNU_locviews:·(sec_offset)·0xbfb
12610	·<4><68fc>:·Abbrev·Number:·5·(DW_TAG_variable)	12610	·<4><68fc>:·Abbrev·Number:·5·(DW_TAG_variable)
12611	····<68fd>···DW_AT_abstract_origin:·(ref_udata)·<0x52e51>	12611	····<68fd>···DW_AT_abstract_origin:·(ref_udata)·<0x52e4f>
12612	····<6900>···DW_AT_location····:·(sec_offset)·0xc3f·(location·list)	12612	····<6900>···DW_AT_location····:·(sec_offset)·0xc3f·(location·list)
12613	····<6904>···DW_AT_GNU_locviews:·(sec_offset)·0xc33	12613	····<6904>···DW_AT_GNU_locviews:·(sec_offset)·0xc33
12614	·<4><6908>:·Abbrev·Number:·5·(DW_TAG_variable)	12614	·<4><6908>:·Abbrev·Number:·5·(DW_TAG_variable)
12615	····<6909>···DW_AT_abstract_origin:·(ref_udata)·<0x52e5e>	12615	····<6909>···DW_AT_abstract_origin:·(ref_udata)·<0x52e5c>
12616	····<690c>···DW_AT_location····:·(sec_offset)·0xc76·(location·list)	12616	····<690c>···DW_AT_location····:·(sec_offset)·0xc76·(location·list)
12617	····<6910>···DW_AT_GNU_locviews:·(sec_offset)·0xc6e	12617	····<6910>···DW_AT_GNU_locviews:·(sec_offset)·0xc6e
12618	·<4><6914>:·Abbrev·Number:·5·(DW_TAG_variable)	12618	·<4><6914>:·Abbrev·Number:·5·(DW_TAG_variable)
12619	····<6915>···DW_AT_abstract_origin:·(ref_udata)·<0x52e69>	12619	····<6915>···DW_AT_abstract_origin:·(ref_udata)·<0x52e67>
12620	····<6918>···DW_AT_location····:·(sec_offset)·0xcbc·(location·list)	12620	····<6918>···DW_AT_location····:·(sec_offset)·0xcbc·(location·list)
12621	····<691c>···DW_AT_GNU_locviews:·(sec_offset)·0xc9c	12621	····<691c>···DW_AT_GNU_locviews:·(sec_offset)·0xc9c
12622	·<4><6920>:·Abbrev·Number:·5·(DW_TAG_variable)	12622	·<4><6920>:·Abbrev·Number:·5·(DW_TAG_variable)
12623	····<6921>···DW_AT_abstract_origin:·(ref_udata)·<0x52e76>	12623	····<6921>···DW_AT_abstract_origin:·(ref_udata)·<0x52e74>
12624	····<6924>···DW_AT_location····:·(sec_offset)·0xd47·(location·list)	12624	····<6924>···DW_AT_location····:·(sec_offset)·0xd47·(location·list)
12625	····<6928>···DW_AT_GNU_locviews:·(sec_offset)·0xd39	12625	····<6928>···DW_AT_GNU_locviews:·(sec_offset)·0xd39
12626	·<4><692c>:·Abbrev·Number:·5·(DW_TAG_variable)	12626	·<4><692c>:·Abbrev·Number:·5·(DW_TAG_variable)
12627	····<692d>···DW_AT_abstract_origin:·(ref_udata)·<0x52e80>	12627	····<692d>···DW_AT_abstract_origin:·(ref_udata)·<0x52e7e>
12628	····<6930>···DW_AT_location····:·(sec_offset)·0xdce·(location·list)	12628	····<6930>···DW_AT_location····:·(sec_offset)·0xdce·(location·list)
12629	····<6934>···DW_AT_GNU_locviews:·(sec_offset)·0xda8	12629	····<6934>···DW_AT_GNU_locviews:·(sec_offset)·0xda8
12630	·<4><6938>:·Abbrev·Number:·5·(DW_TAG_variable)	12630	·<4><6938>:·Abbrev·Number:·5·(DW_TAG_variable)
12631	····<6939>···DW_AT_abstract_origin:·(ref_udata)·<0x52e8d>	12631	····<6939>···DW_AT_abstract_origin:·(ref_udata)·<0x52e8b>
12632	····<693c>···DW_AT_location····:·(sec_offset)·0xe84·(location·list)	12632	····<693c>···DW_AT_location····:·(sec_offset)·0xe84·(location·list)
12633	····<6940>···DW_AT_GNU_locviews:·(sec_offset)·0xe62	12633	····<6940>···DW_AT_GNU_locviews:·(sec_offset)·0xe62
12634	·<4><6944>:·Abbrev·Number:·5·(DW_TAG_variable)	12634	·<4><6944>:·Abbrev·Number:·5·(DW_TAG_variable)
12635	····<6945>···DW_AT_abstract_origin:·(ref_udata)·<0x52e9a>	12635	····<6945>···DW_AT_abstract_origin:·(ref_udata)·<0x52e98>
12636	····<6948>···DW_AT_location····:·(sec_offset)·0xf1d·(location·list)	12636	····<6948>···DW_AT_location····:·(sec_offset)·0xf1d·(location·list)
12637	····<694c>···DW_AT_GNU_locviews:·(sec_offset)·0xf0d	12637	····<694c>···DW_AT_GNU_locviews:·(sec_offset)·0xf0d
12638	·<4><6950>:·Abbrev·Number:·5·(DW_TAG_variable)	12638	·<4><6950>:·Abbrev·Number:·5·(DW_TAG_variable)
12639	····<6951>···DW_AT_abstract_origin:·(ref_udata)·<0x52ea4>	12639	····<6951>···DW_AT_abstract_origin:·(ref_udata)·<0x52ea2>
12640	····<6954>···DW_AT_location····:·(sec_offset)·0xf7a·(location·list)	12640	····<6954>···DW_AT_location····:·(sec_offset)·0xf7a·(location·list)
12641	····<6958>···DW_AT_GNU_locviews:·(sec_offset)·0xf6a	12641	····<6958>···DW_AT_GNU_locviews:·(sec_offset)·0xf6a
12642	·<4><695c>:·Abbrev·Number:·5·(DW_TAG_variable)	12642	·<4><695c>:·Abbrev·Number:·5·(DW_TAG_variable)
12643	····<695d>···DW_AT_abstract_origin:·(ref_udata)·<0x52eb1>	12643	····<695d>···DW_AT_abstract_origin:·(ref_udata)·<0x52eaf>
12644	····<6960>···DW_AT_location····:·(sec_offset)·0xfe3·(location·list)	12644	····<6960>···DW_AT_location····:·(sec_offset)·0xfe3·(location·list)
12645	····<6964>···DW_AT_GNU_locviews:·(sec_offset)·0xfcf	12645	····<6964>···DW_AT_GNU_locviews:·(sec_offset)·0xfcf
12646	·<4><6968>:·Abbrev·Number:·34·(DW_TAG_label)	12646	·<4><6968>:·Abbrev·Number:·34·(DW_TAG_label)
12647	····<6969>···DW_AT_abstract_origin:·(ref_udata)·<0x52ebb>	12647	····<6969>···DW_AT_abstract_origin:·(ref_udata)·<0x52eb9>
12648	·<4><696c>:·Abbrev·Number:·30·(DW_TAG_label)	12648	·<4><696c>:·Abbrev·Number:·30·(DW_TAG_label)
12649	····<696d>···DW_AT_abstract_origin:·(ref_udata)·<0x52ec3>	12649	····<696d>···DW_AT_abstract_origin:·(ref_udata)·<0x52ec1>
12650	····<6970>···DW_AT_low_pc······:·(addr)·0x26824	12650	····<6970>···DW_AT_low_pc······:·(addr)·0x26824
12651	·<4><6974>:·Abbrev·Number:·34·(DW_TAG_label)	12651	·<4><6974>:·Abbrev·Number:·34·(DW_TAG_label)
12652	····<6975>···DW_AT_abstract_origin:·(ref_udata)·<0x52ecb>	12652	····<6975>···DW_AT_abstract_origin:·(ref_udata)·<0x52ec9>
12653	·<4><6978>:·Abbrev·Number:·6·(DW_TAG_inlined_subroutine)	12653	·<4><6978>:·Abbrev·Number:·6·(DW_TAG_inlined_subroutine)
12654	····<6979>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0x2789e>	12654	····<6979>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0x2789e>
12655	····<697d>···DW_AT_entry_pc····:·(addr)·0x26759	12655	····<697d>···DW_AT_entry_pc····:·(addr)·0x26759
12656	····<6981>···DW_AT_GNU_entry_view:·(data2)·0	12656	····<6981>···DW_AT_GNU_entry_view:·(data2)·0
12657	····<6983>···DW_AT_low_pc······:·(addr)·0x26759	12657	····<6983>···DW_AT_low_pc······:·(addr)·0x26759
12658	····<6987>···DW_AT_high_pc·····:·(udata)·14	12658	····<6987>···DW_AT_high_pc·····:·(udata)·14
12659	····<6988>···DW_AT_call_file···:·(data1)·1	12659	····<6988>···DW_AT_call_file···:·(data1)·1
Offset 13196, 15 lines modified		Offset 13196, 15 lines modified
13196	····<6f03>···DW_AT_call_return_pc:·(addr)·0x266bd	13196	····<6f03>···DW_AT_call_return_pc:·(addr)·0x266bd
13197	····<6f07>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x274cf>	13197	····<6f07>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x274cf>
13198	·<2><6f0b>:·Abbrev·Number:·4·(DW_TAG_call_site)	13198	·<2><6f0b>:·Abbrev·Number:·4·(DW_TAG_call_site)
13199	····<6f0c>···DW_AT_call_return_pc:·(addr)·0x266fd	13199	····<6f0c>···DW_AT_call_return_pc:·(addr)·0x266fd
13200	····<6f10>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x271a3>	13200	····<6f10>···DW_AT_call_origin·:·(GNU_ref_alt)·<0x271a3>
13201	·<2><6f14>:·Abbrev·Number:·15·(DW_TAG_call_site)	13201	·<2><6f14>:·Abbrev·Number:·15·(DW_TAG_call_site)
13202	····<6f15>···DW_AT_call_return_pc:·(addr)·0x26883	13202	····<6f15>···DW_AT_call_return_pc:·(addr)·0x26883
13203	····<6f19>···DW_AT_call_origin·:·(ref_udata)·<0x4498c>	13203	····<6f19>···DW_AT_call_origin·:·(ref_udata)·<0x4498a>
13204	····<6f1c>···DW_AT_sibling·····:·(ref_udata)·<0x6f36>	13204	····<6f1c>···DW_AT_sibling·····:·(ref_udata)·<0x6f36>
13205	·<3><6f1f>:·Abbrev·Number:·8·(DW_TAG_call_site_parameter)	13205	·<3><6f1f>:·Abbrev·Number:·8·(DW_TAG_call_site_parameter)
13206	····<6f20>···DW_AT_location····:·(exprloc)·1·byte·block:·50·» (DW_OP_reg0·(eax))	13206	····<6f20>···DW_AT_location····:·(exprloc)·1·byte·block:·50·» (DW_OP_reg0·(eax))
13207	····<6f22>···DW_AT_call_value··:·(exprloc)·4·byte·block:·91·e8·7e·6·» (DW_OP_fbreg:·-152;·DW_OP_deref)	13207	····<6f22>···DW_AT_call_value··:·(exprloc)·4·byte·block:·91·e8·7e·6·» (DW_OP_fbreg:·-152;·DW_OP_deref)
13208	·<3><6f27>:·Abbrev·Number:·8·(DW_TAG_call_site_parameter)	13208	·<3><6f27>:·Abbrev·Number:·8·(DW_TAG_call_site_parameter)
13209	····<6f28>···DW_AT_location····:·(exprloc)·1·byte·block:·52·» (DW_OP_reg2·(edx))	13209	····<6f28>···DW_AT_location····:·(exprloc)·1·byte·block:·52·» (DW_OP_reg2·(edx))
13210	····<6f2a>···DW_AT_call_value··:·(exprloc)·3·byte·block:·91·8·6·»(DW_OP_fbreg:·8;·DW_OP_deref)	13210	····<6f2a>···DW_AT_call_value··:·(exprloc)·3·byte·block:·91·8·6·»(DW_OP_fbreg:·8;·DW_OP_deref)
Offset 13221, 15 lines modified		Offset 13221, 15 lines modified
13221	····<6f44>···DW_AT_call_value··:·(exprloc)·2·byte·block:·76·0·» (DW_OP_breg6·(esi):·0)	13221	····<6f44>···DW_AT_call_value··:·(exprloc)·2·byte·block:·76·0·» (DW_OP_breg6·(esi):·0)
13222	·<3><6f47>:·Abbrev·Number:·8·(DW_TAG_call_site_parameter)	13222	·<3><6f47>:·Abbrev·Number:·8·(DW_TAG_call_site_parameter)
13223	····<6f48>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(ecx))	13223	····<6f48>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(ecx))
13224	····<6f4a>···DW_AT_call_value··:·(exprloc)·4·byte·block:·91·e0·7e·6·» (DW_OP_fbreg:·-160;·DW_OP_deref)	13224	····<6f4a>···DW_AT_call_value··:·(exprloc)·4·byte·block:·91·e0·7e·6·» (DW_OP_fbreg:·-160;·DW_OP_deref)
13225	·<3><6f4f>:·Abbrev·Number:·0	13225	·<3><6f4f>:·Abbrev·Number:·0
13226	·<2><6f50>:·Abbrev·Number:·47·(DW_TAG_call_site)	13226	·<2><6f50>:·Abbrev·Number:·47·(DW_TAG_call_site)
13227	····<6f51>···DW_AT_call_return_pc:·(addr)·0x268ed	13227	····<6f51>···DW_AT_call_return_pc:·(addr)·0x268ed
Max diff block lines reached; 14306850/14315118 bytes (99.94%) of diff not shown.


Offset 59518, 21 lines modified		Offset 59518, 21 lines modified
59518	····0002b29a·v0000001·v0000000·views·at·0002b298·for:	59518	····0002b29a·v0000001·v0000000·views·at·0002b298·for:
59519	·············00033a67·00033b57·(DW_OP_lit1;·DW_OP_stack_value)	59519	·············00033a67·00033b57·(DW_OP_lit1;·DW_OP_stack_value)
59520	····0002b2a4·<End·of·list>	59520	····0002b2a4·<End·of·list>

59521	····0002b2a5·v0000001·v0000000·location·view·pair	59521	····0002b2a5·v0000001·v0000000·location·view·pair

59522	····0002b2a7·v0000001·v0000000·views·at·0002b2a5·for:	59522	····0002b2a7·v0000001·v0000000·views·at·0002b2a5·for:
59523	·············00033a67·00033b57·(DW_OP_implicit_pointer:·<0x260c0>·0)	59523	·············00033a67·00033b57·(DW_OP_implicit_pointer:·<0x260be>·0)
59524	····0002b2b5·<End·of·list>	59524	····0002b2b5·<End·of·list>

59525	····0002b2b6·v0000001·v0000000·location·view·pair	59525	····0002b2b6·v0000001·v0000000·location·view·pair

59526	····0002b2b8·v0000001·v0000000·views·at·0002b2b6·for:	59526	····0002b2b8·v0000001·v0000000·views·at·0002b2b6·for:
59527	·············00033a67·00033b57·(DW_OP_implicit_pointer:·<0x260e8>·0)	59527	·············00033a67·00033b57·(DW_OP_implicit_pointer:·<0x260e6>·0)
59528	····0002b2c6·<End·of·list>	59528	····0002b2c6·<End·of·list>

59529	····0002b2c7·v0000001·v0000000·location·view·pair	59529	····0002b2c7·v0000001·v0000000·location·view·pair

59530	····0002b2c9·v0000001·v0000000·views·at·0002b2c7·for:	59530	····0002b2c9·v0000001·v0000000·views·at·0002b2c7·for:
59531	·············00033a74·00033b57·(DW_OP_reg5·(ebp))	59531	·············00033a74·00033b57·(DW_OP_reg5·(ebp))
59532	····0002b2d2·<End·of·list>	59532	····0002b2d2·<End·of·list>
Offset 59616, 19 lines modified		Offset 59616, 19 lines modified

59616	····0002b3a1·v0000003·v0000000·location·view·pair	59616	····0002b3a1·v0000003·v0000000·location·view·pair
59617	····0002b3a3·v0000000·v0000000·location·view·pair	59617	····0002b3a3·v0000000·v0000000·location·view·pair
59618	····0002b3a5·v0000000·v0000001·location·view·pair	59618	····0002b3a5·v0000000·v0000001·location·view·pair

59619	····0002b3a7·00033b57·(base·address)	59619	····0002b3a7·00033b57·(base·address)
59620	····0002b3ac·v0000003·v0000000·views·at·0002b3a1·for:	59620	····0002b3ac·v0000003·v0000000·views·at·0002b3a1·for:
59621	·············00033b57·00033bab·(DW_OP_implicit_pointer:·<0x2602d>·0)	59621	·············00033b57·00033bab·(DW_OP_implicit_pointer:·<0x2602b>·0)
59622	····0002b3b6·v0000000·v0000000·views·at·0002b3a3·for:	59622	····0002b3b6·v0000000·v0000000·views·at·0002b3a3·for:
59623	·············00033f77·00033f8c·(DW_OP_implicit_pointer:·<0x2602d>·0)	59623	·············00033f77·00033f8c·(DW_OP_implicit_pointer:·<0x2602b>·0)
59624	····0002b3c2·v0000000·v0000001·views·at·0002b3a5·for:	59624	····0002b3c2·v0000000·v0000001·views·at·0002b3a5·for:
59625	·············00034709·0003472f·(DW_OP_implicit_pointer:·<0x2602d>·0)	59625	·············00034709·0003472f·(DW_OP_implicit_pointer:·<0x2602b>·0)
59626	····0002b3ce·<End·of·list>	59626	····0002b3ce·<End·of·list>

59627	····0002b3cf·v0000000·v0000000·location·view·pair	59627	····0002b3cf·v0000000·v0000000·location·view·pair

59628	····0002b3d1·v0000000·v0000000·views·at·0002b3cf·for:	59628	····0002b3d1·v0000000·v0000000·views·at·0002b3cf·for:
59629	·············00033b9b·00033bab·(DW_OP_reg5·(ebp))	59629	·············00033b9b·00033bab·(DW_OP_reg5·(ebp))
59630	····0002b3d9·<End·of·list>	59630	····0002b3d9·<End·of·list>
Offset 75689, 37 lines modified		Offset 75689, 37 lines modified
75689	····0003735f·<End·of·list>	75689	····0003735f·<End·of·list>

75690	····00037360·v0000001·v0000000·location·view·pair	75690	····00037360·v0000001·v0000000·location·view·pair
75691	····00037362·v0000000·v0000000·location·view·pair	75691	····00037362·v0000000·v0000000·location·view·pair

75692	····00037364·0002bf64·(base·address)	75692	····00037364·0002bf64·(base·address)
75693	····00037369·v0000001·v0000000·views·at·00037360·for:	75693	····00037369·v0000001·v0000000·views·at·00037360·for:
75694	·············0002bf64·0002bf9d·(DW_OP_implicit_pointer:·<0x336b7>·0)	75694	·············0002bf64·0002bf9d·(DW_OP_implicit_pointer:·<0x336b5>·0)
75695	····00037373·v0000000·v0000000·views·at·00037362·for:	75695	····00037373·v0000000·v0000000·views·at·00037362·for:
75696	·············0002d2e9·0002d330·(DW_OP_implicit_pointer:·<0x336b7>·0)	75696	·············0002d2e9·0002d330·(DW_OP_implicit_pointer:·<0x336b5>·0)
75697	····0003737f·<End·of·list>	75697	····0003737f·<End·of·list>

75698	····00037380·v0000001·v0000000·location·view·pair	75698	····00037380·v0000001·v0000000·location·view·pair
75699	····00037382·v0000000·v0000000·location·view·pair	75699	····00037382·v0000000·v0000000·location·view·pair

75700	····00037384·0002bf64·(base·address)	75700	····00037384·0002bf64·(base·address)
75701	····00037389·v0000001·v0000000·views·at·00037380·for:	75701	····00037389·v0000001·v0000000·views·at·00037380·for:
75702	·············0002bf64·0002bf9d·(DW_OP_implicit_pointer:·<0x336cb>·0)	75702	·············0002bf64·0002bf9d·(DW_OP_implicit_pointer:·<0x336c9>·0)
75703	····00037393·v0000000·v0000000·views·at·00037382·for:	75703	····00037393·v0000000·v0000000·views·at·00037382·for:
75704	·············0002d2e9·0002d330·(DW_OP_implicit_pointer:·<0x336cb>·0)	75704	·············0002d2e9·0002d330·(DW_OP_implicit_pointer:·<0x336c9>·0)
75705	····0003739f·<End·of·list>	75705	····0003739f·<End·of·list>

75706	····000373a0·v0000001·v0000000·location·view·pair	75706	····000373a0·v0000001·v0000000·location·view·pair
75707	····000373a2·v0000000·v0000000·location·view·pair	75707	····000373a2·v0000000·v0000000·location·view·pair

75708	····000373a4·0002bf64·(base·address)	75708	····000373a4·0002bf64·(base·address)
75709	····000373a9·v0000001·v0000000·views·at·000373a0·for:	75709	····000373a9·v0000001·v0000000·views·at·000373a0·for:
75710	·············0002bf64·0002bf9d·(DW_OP_implicit_pointer:·<0x336df>·0)	75710	·············0002bf64·0002bf9d·(DW_OP_implicit_pointer:·<0x336dd>·0)
75711	····000373b3·v0000000·v0000000·views·at·000373a2·for:	75711	····000373b3·v0000000·v0000000·views·at·000373a2·for:
75712	·············0002d2e9·0002d330·(DW_OP_implicit_pointer:·<0x336df>·0)	75712	·············0002d2e9·0002d330·(DW_OP_implicit_pointer:·<0x336dd>·0)
75713	····000373bf·<End·of·list>	75713	····000373bf·<End·of·list>

75714	····000373c0·v0000000·v0000005·location·view·pair	75714	····000373c0·v0000000·v0000005·location·view·pair
75715	····000373c2·v0000005·v0000000·location·view·pair	75715	····000373c2·v0000005·v0000000·location·view·pair
75716	····000373c4·v0000000·v0000000·location·view·pair	75716	····000373c4·v0000000·v0000000·location·view·pair

75717	····000373c6·0002d2f3·(base·address)	75717	····000373c6·0002d2f3·(base·address)
Offset 76969, 37 lines modified		Offset 76969, 37 lines modified
76969	····00037f48·<End·of·list>	76969	····00037f48·<End·of·list>

76970	····00037f49·v0000001·v0000000·location·view·pair	76970	····00037f49·v0000001·v0000000·location·view·pair
76971	····00037f4b·v0000000·v0000000·location·view·pair	76971	····00037f4b·v0000000·v0000000·location·view·pair

76972	····00037f4d·0002b723·(base·address)	76972	····00037f4d·0002b723·(base·address)
76973	····00037f52·v0000001·v0000000·views·at·00037f49·for:	76973	····00037f52·v0000001·v0000000·views·at·00037f49·for:
76974	·············0002b723·0002b759·(DW_OP_implicit_pointer:·<0x33645>·0)	76974	·············0002b723·0002b759·(DW_OP_implicit_pointer:·<0x33643>·0)
76975	····00037f5c·v0000000·v0000000·views·at·00037f4b·for:	76975	····00037f5c·v0000000·v0000000·views·at·00037f4b·for:
76976	·············0002c253·0002c29b·(DW_OP_implicit_pointer:·<0x33645>·0)	76976	·············0002c253·0002c29b·(DW_OP_implicit_pointer:·<0x33643>·0)
76977	····00037f68·<End·of·list>	76977	····00037f68·<End·of·list>

76978	····00037f69·v0000001·v0000000·location·view·pair	76978	····00037f69·v0000001·v0000000·location·view·pair
76979	····00037f6b·v0000000·v0000000·location·view·pair	76979	····00037f6b·v0000000·v0000000·location·view·pair

76980	····00037f6d·0002b723·(base·address)	76980	····00037f6d·0002b723·(base·address)
76981	····00037f72·v0000001·v0000000·views·at·00037f69·for:	76981	····00037f72·v0000001·v0000000·views·at·00037f69·for:
76982	·············0002b723·0002b759·(DW_OP_implicit_pointer:·<0x33659>·0)	76982	·············0002b723·0002b759·(DW_OP_implicit_pointer:·<0x33657>·0)
76983	····00037f7c·v0000000·v0000000·views·at·00037f6b·for:	76983	····00037f7c·v0000000·v0000000·views·at·00037f6b·for:
76984	·············0002c253·0002c29b·(DW_OP_implicit_pointer:·<0x33659>·0)	76984	·············0002c253·0002c29b·(DW_OP_implicit_pointer:·<0x33657>·0)
76985	····00037f88·<End·of·list>	76985	····00037f88·<End·of·list>

76986	····00037f89·v0000001·v0000000·location·view·pair	76986	····00037f89·v0000001·v0000000·location·view·pair
76987	····00037f8b·v0000000·v0000000·location·view·pair	76987	····00037f8b·v0000000·v0000000·location·view·pair

76988	····00037f8d·0002b723·(base·address)	76988	····00037f8d·0002b723·(base·address)
76989	····00037f92·v0000001·v0000000·views·at·00037f89·for:	76989	····00037f92·v0000001·v0000000·views·at·00037f89·for:
76990	·············0002b723·0002b759·(DW_OP_implicit_pointer:·<0x3366d>·0)	76990	·············0002b723·0002b759·(DW_OP_implicit_pointer:·<0x3366b>·0)
76991	····00037f9c·v0000000·v0000000·views·at·00037f8b·for:	76991	····00037f9c·v0000000·v0000000·views·at·00037f8b·for:
76992	·············0002c253·0002c29b·(DW_OP_implicit_pointer:·<0x3366d>·0)	76992	·············0002c253·0002c29b·(DW_OP_implicit_pointer:·<0x3366b>·0)
76993	····00037fa8·<End·of·list>	76993	····00037fa8·<End·of·list>

76994	····00037fa9·v0000000·v0000005·location·view·pair	76994	····00037fa9·v0000000·v0000005·location·view·pair
76995	····00037fab·v0000005·v0000000·location·view·pair	76995	····00037fab·v0000005·v0000000·location·view·pair
76996	····00037fad·v0000000·v0000000·location·view·pair	76996	····00037fad·v0000000·v0000000·location·view·pair

76997	····00037faf·0002c25e·(base·address)	76997	····00037faf·0002c25e·(base·address)
Offset 91683, 32 lines modified		Offset 91683, 32 lines modified

91683	····00041fe9·v0000004·v0000000·location·view·pair	91683	····00041fe9·v0000004·v0000000·location·view·pair
91684	····00041feb·v0000000·v0000000·location·view·pair	91684	····00041feb·v0000000·v0000000·location·view·pair
91685	····00041fed·v0000005·v0000004·location·view·pair	91685	····00041fed·v0000005·v0000004·location·view·pair

91686	····00041fef·00022faf·(base·address)	91686	····00041fef·00022faf·(base·address)
91687	····00041ff4·v0000004·v0000000·views·at·00041fe9·for:	91687	····00041ff4·v0000004·v0000000·views·at·00041fe9·for:
91688	·············00022faf·00023005·(DW_OP_implicit_pointer:·<0x3f5d5>·0)	91688	·············00022faf·00023005·(DW_OP_implicit_pointer:·<0x3f5d3>·0)
91689	····00041ffe·v0000000·v0000000·views·at·00041feb·for:	91689	····00041ffe·v0000000·v0000000·views·at·00041feb·for:
Max diff block lines reached; 24900/31377 bytes (79.36%) of diff not shown.

+GCC:·(Debian·14.2.0-16)·14.2.0
+")gOrV/.
+sG\)gM*>
+y.GC+»  :H
+k(Aqs1M^
+Gy}_H(V6
+fH,·!QK0
+Kk|6GrS[
++~T4WP!z
+g<a4{zr
+PFd:-^jt
+IM|RN["~
+ii-UVZZ?+
+sww&C>o.
+.+2B4Ht}E
+%Y<+d'"x
+Y!w"oko
+\,!#q%%hWI
+']QfSu3e
+.13h9j}9
+DVJ9_v_V
+HUm28>2Ol
+»      )MhL@J
+soI,Va4z
+<k:-RVG$>
+hPbMS<-2
+$I?T3K='
+&YvP#N%Q
+P<EYn»  [v
+D,va4<h5
+[9B|@n*p
+j·fX7a_n·fXZ
+APw@az(u^X
+d]qt91XS
+:wIq'g.p
+t{6H[8V$}
+Nz];;t}[
+M[N8MeK>7<
+\>1\>7}
+eU4n<+i=
++LnfONnk
+t?VWDq5D[Dmc&
+pn"Ab3hdA
+L2/4N8·v
+.V1\gJy<n
+X6Ny^rZ)
+`nNf;}q4
+Jt>F-@iU=(
+Y\nlN·AN5
+e{KW»  {OC~
+D.bv8YeI
+)qw7s"X?C
+v{[BA[AI
+==%jr?0|
+y`*!'=CI
+wk=+S@
+tPRi1'=n4z
+·/q*/q*/
+qLXeAQ\
+tWMWuuuuuOOOo
+MM|:CoL_
+DY(QO8k[
+=#Fb|X_d
+T|GY|2hN
+WFvilswiKs
+qm\'eB1»D}RN
+D<tgIEyt
+HUJ=rn2m
+bW@D:RTD
+{%ZWCQ<RH~
+[GWPCr#
+F2>%4·1Q
+Cz-KUv&V
++wmexERt
+(PkM\Z5»
+,xJ7%-tx(
+];E?__7N
+^LH1_|Y'
+[gM^UU3[
+d2p#NX_u
+Tm!<sHP:1%
+%E&KI&ob
+@V7a56s
+LcI(&Fq
+·K&;62&t
+?i/2$P7Qh
+'^.+_si'
+>4tB0tB0lh
+~ZseS·V!]Z
+;/6rRd1'
+";GM0D.0oj
++#Qx?Mux
+W.u4»   EpI)E
+M&9M6>P(
+U(%QCf0CiO
+nhJyvu*Y.
+]26Pnhgk3
+$A"1Y]8;
+"/i9ZC/*
+WhoQ5QM#
+%N>:%WQ~
+{f8{f8{&
+T}6Np^xAX
+ik2,=_cq
+YEcEy,DP
+DAi8e1<c
+E8C3w·R]
+j~kZJWg1e1
+VUdv%?ZTX
+EpWOF}#%O
+!-</Qb-*
+w?=Jc$@0
+[eZf&)@T
+fk.+(Sl>
+c~x8$;P8
+$52pR:51
+*cYFlX'
+j}h6-L'@
+"Z@`gU^7
+=}i{Kfw[
+#H9"_w9j0S
++0Pa\E6,\q_
+F1In)9RF
+UrZ07H1s
+"U$c"*Bw
+\![A6@A


Offset 58429, 21 lines modified		Offset 58429, 21 lines modified
58429	····0002a6ce·v0000001·v0000000·views·at·0002a6cc·for:	58429	····0002a6ce·v0000001·v0000000·views·at·0002a6cc·for:
58430	·············000332d7·000333c7·(DW_OP_lit1;·DW_OP_stack_value)	58430	·············000332d7·000333c7·(DW_OP_lit1;·DW_OP_stack_value)
58431	····0002a6d8·<End·of·list>	58431	····0002a6d8·<End·of·list>

58432	····0002a6d9·v0000001·v0000000·location·view·pair	58432	····0002a6d9·v0000001·v0000000·location·view·pair

58433	····0002a6db·v0000001·v0000000·views·at·0002a6d9·for:	58433	····0002a6db·v0000001·v0000000·views·at·0002a6d9·for:
58434	·············000332d7·000333c7·(DW_OP_implicit_pointer:·<0x25ae9>·0)	58434	·············000332d7·000333c7·(DW_OP_implicit_pointer:·<0x25ae7>·0)
58435	····0002a6e9·<End·of·list>	58435	····0002a6e9·<End·of·list>

58436	····0002a6ea·v0000001·v0000000·location·view·pair	58436	····0002a6ea·v0000001·v0000000·location·view·pair

58437	····0002a6ec·v0000001·v0000000·views·at·0002a6ea·for:	58437	····0002a6ec·v0000001·v0000000·views·at·0002a6ea·for:
58438	·············000332d7·000333c7·(DW_OP_implicit_pointer:·<0x25b11>·0)	58438	·············000332d7·000333c7·(DW_OP_implicit_pointer:·<0x25b0f>·0)
58439	····0002a6fa·<End·of·list>	58439	····0002a6fa·<End·of·list>

58440	····0002a6fb·v0000001·v0000000·location·view·pair	58440	····0002a6fb·v0000001·v0000000·location·view·pair

58441	····0002a6fd·v0000001·v0000000·views·at·0002a6fb·for:	58441	····0002a6fd·v0000001·v0000000·views·at·0002a6fb·for:
58442	·············000332e4·000333c7·(DW_OP_reg5·(ebp))	58442	·············000332e4·000333c7·(DW_OP_reg5·(ebp))
58443	····0002a706·<End·of·list>	58443	····0002a706·<End·of·list>
Offset 58527, 19 lines modified		Offset 58527, 19 lines modified

58527	····0002a7d5·v0000003·v0000000·location·view·pair	58527	····0002a7d5·v0000003·v0000000·location·view·pair
58528	····0002a7d7·v0000000·v0000000·location·view·pair	58528	····0002a7d7·v0000000·v0000000·location·view·pair
58529	····0002a7d9·v0000000·v0000001·location·view·pair	58529	····0002a7d9·v0000000·v0000001·location·view·pair

58530	····0002a7db·000333c7·(base·address)	58530	····0002a7db·000333c7·(base·address)
58531	····0002a7e0·v0000003·v0000000·views·at·0002a7d5·for:	58531	····0002a7e0·v0000003·v0000000·views·at·0002a7d5·for:
58532	·············000333c7·0003341b·(DW_OP_implicit_pointer:·<0x25a56>·0)	58532	·············000333c7·0003341b·(DW_OP_implicit_pointer:·<0x25a54>·0)
58533	····0002a7ea·v0000000·v0000000·views·at·0002a7d7·for:	58533	····0002a7ea·v0000000·v0000000·views·at·0002a7d7·for:
58534	·············000337e7·000337fc·(DW_OP_implicit_pointer:·<0x25a56>·0)	58534	·············000337e7·000337fc·(DW_OP_implicit_pointer:·<0x25a54>·0)
58535	····0002a7f6·v0000000·v0000001·views·at·0002a7d9·for:	58535	····0002a7f6·v0000000·v0000001·views·at·0002a7d9·for:
58536	·············00033f79·00033f9f·(DW_OP_implicit_pointer:·<0x25a56>·0)	58536	·············00033f79·00033f9f·(DW_OP_implicit_pointer:·<0x25a54>·0)
58537	····0002a802·<End·of·list>	58537	····0002a802·<End·of·list>

58538	····0002a803·v0000000·v0000000·location·view·pair	58538	····0002a803·v0000000·v0000000·location·view·pair

58539	····0002a805·v0000000·v0000000·views·at·0002a803·for:	58539	····0002a805·v0000000·v0000000·views·at·0002a803·for:
58540	·············0003340b·0003341b·(DW_OP_reg5·(ebp))	58540	·············0003340b·0003341b·(DW_OP_reg5·(ebp))
58541	····0002a80d·<End·of·list>	58541	····0002a80d·<End·of·list>
Offset 74445, 37 lines modified		Offset 74445, 37 lines modified
74445	····00036539·<End·of·list>	74445	····00036539·<End·of·list>

74446	····0003653a·v0000001·v0000000·location·view·pair	74446	····0003653a·v0000001·v0000000·location·view·pair
74447	····0003653c·v0000000·v0000000·location·view·pair	74447	····0003653c·v0000000·v0000000·location·view·pair

74448	····0003653e·0002b923·(base·address)	74448	····0003653e·0002b923·(base·address)
74449	····00036543·v0000001·v0000000·views·at·0003653a·for:	74449	····00036543·v0000001·v0000000·views·at·0003653a·for:
74450	·············0002b923·0002b95d·(DW_OP_implicit_pointer:·<0x330c1>·0)	74450	·············0002b923·0002b95d·(DW_OP_implicit_pointer:·<0x330bf>·0)
74451	····0003654d·v0000000·v0000000·views·at·0003653c·for:	74451	····0003654d·v0000000·v0000000·views·at·0003653c·for:
74452	·············0002cc81·0002ccc8·(DW_OP_implicit_pointer:·<0x330c1>·0)	74452	·············0002cc81·0002ccc8·(DW_OP_implicit_pointer:·<0x330bf>·0)
74453	····00036559·<End·of·list>	74453	····00036559·<End·of·list>

74454	····0003655a·v0000001·v0000000·location·view·pair	74454	····0003655a·v0000001·v0000000·location·view·pair
74455	····0003655c·v0000000·v0000000·location·view·pair	74455	····0003655c·v0000000·v0000000·location·view·pair

74456	····0003655e·0002b923·(base·address)	74456	····0003655e·0002b923·(base·address)
74457	····00036563·v0000001·v0000000·views·at·0003655a·for:	74457	····00036563·v0000001·v0000000·views·at·0003655a·for:
74458	·············0002b923·0002b95d·(DW_OP_implicit_pointer:·<0x330d5>·0)	74458	·············0002b923·0002b95d·(DW_OP_implicit_pointer:·<0x330d3>·0)
74459	····0003656d·v0000000·v0000000·views·at·0003655c·for:	74459	····0003656d·v0000000·v0000000·views·at·0003655c·for:
74460	·············0002cc81·0002ccc8·(DW_OP_implicit_pointer:·<0x330d5>·0)	74460	·············0002cc81·0002ccc8·(DW_OP_implicit_pointer:·<0x330d3>·0)
74461	····00036579·<End·of·list>	74461	····00036579·<End·of·list>

74462	····0003657a·v0000001·v0000000·location·view·pair	74462	····0003657a·v0000001·v0000000·location·view·pair
74463	····0003657c·v0000000·v0000000·location·view·pair	74463	····0003657c·v0000000·v0000000·location·view·pair

74464	····0003657e·0002b923·(base·address)	74464	····0003657e·0002b923·(base·address)
74465	····00036583·v0000001·v0000000·views·at·0003657a·for:	74465	····00036583·v0000001·v0000000·views·at·0003657a·for:
74466	·············0002b923·0002b95d·(DW_OP_implicit_pointer:·<0x330e9>·0)	74466	·············0002b923·0002b95d·(DW_OP_implicit_pointer:·<0x330e7>·0)
74467	····0003658d·v0000000·v0000000·views·at·0003657c·for:	74467	····0003658d·v0000000·v0000000·views·at·0003657c·for:
74468	·············0002cc81·0002ccc8·(DW_OP_implicit_pointer:·<0x330e9>·0)	74468	·············0002cc81·0002ccc8·(DW_OP_implicit_pointer:·<0x330e7>·0)
74469	····00036599·<End·of·list>	74469	····00036599·<End·of·list>

74470	····0003659a·v0000000·v0000005·location·view·pair	74470	····0003659a·v0000000·v0000005·location·view·pair
74471	····0003659c·v0000005·v0000000·location·view·pair	74471	····0003659c·v0000005·v0000000·location·view·pair
74472	····0003659e·v0000000·v0000000·location·view·pair	74472	····0003659e·v0000000·v0000000·location·view·pair

74473	····000365a0·0002cc8b·(base·address)	74473	····000365a0·0002cc8b·(base·address)
Offset 75740, 37 lines modified		Offset 75740, 37 lines modified
75740	····00037152·<End·of·list>	75740	····00037152·<End·of·list>

75741	····00037153·v0000000·v0000000·location·view·pair	75741	····00037153·v0000000·v0000000·location·view·pair
75742	····00037155·v0000000·v0000000·location·view·pair	75742	····00037155·v0000000·v0000000·location·view·pair

75743	····00037157·0002b08b·(base·address)	75743	····00037157·0002b08b·(base·address)
75744	····0003715c·v0000000·v0000000·views·at·00037153·for:	75744	····0003715c·v0000000·v0000000·views·at·00037153·for:
75745	·············0002b08b·0002b0c5·(DW_OP_implicit_pointer:·<0x3304f>·0)	75745	·············0002b08b·0002b0c5·(DW_OP_implicit_pointer:·<0x3304d>·0)
75746	····00037166·v0000000·v0000000·views·at·00037155·for:	75746	····00037166·v0000000·v0000000·views·at·00037155·for:
75747	·············0002bc0b·0002bc51·(DW_OP_implicit_pointer:·<0x3304f>·0)	75747	·············0002bc0b·0002bc51·(DW_OP_implicit_pointer:·<0x3304d>·0)
75748	····00037172·<End·of·list>	75748	····00037172·<End·of·list>

75749	····00037173·v0000000·v0000000·location·view·pair	75749	····00037173·v0000000·v0000000·location·view·pair
75750	····00037175·v0000000·v0000000·location·view·pair	75750	····00037175·v0000000·v0000000·location·view·pair

75751	····00037177·0002b08b·(base·address)	75751	····00037177·0002b08b·(base·address)
75752	····0003717c·v0000000·v0000000·views·at·00037173·for:	75752	····0003717c·v0000000·v0000000·views·at·00037173·for:
75753	·············0002b08b·0002b0c5·(DW_OP_implicit_pointer:·<0x33063>·0)	75753	·············0002b08b·0002b0c5·(DW_OP_implicit_pointer:·<0x33061>·0)
75754	····00037186·v0000000·v0000000·views·at·00037175·for:	75754	····00037186·v0000000·v0000000·views·at·00037175·for:
75755	·············0002bc0b·0002bc51·(DW_OP_implicit_pointer:·<0x33063>·0)	75755	·············0002bc0b·0002bc51·(DW_OP_implicit_pointer:·<0x33061>·0)
75756	····00037192·<End·of·list>	75756	····00037192·<End·of·list>

75757	····00037193·v0000000·v0000000·location·view·pair	75757	····00037193·v0000000·v0000000·location·view·pair
75758	····00037195·v0000000·v0000000·location·view·pair	75758	····00037195·v0000000·v0000000·location·view·pair

75759	····00037197·0002b08b·(base·address)	75759	····00037197·0002b08b·(base·address)
75760	····0003719c·v0000000·v0000000·views·at·00037193·for:	75760	····0003719c·v0000000·v0000000·views·at·00037193·for:
75761	·············0002b08b·0002b0c5·(DW_OP_implicit_pointer:·<0x33077>·0)	75761	·············0002b08b·0002b0c5·(DW_OP_implicit_pointer:·<0x33075>·0)
75762	····000371a6·v0000000·v0000000·views·at·00037195·for:	75762	····000371a6·v0000000·v0000000·views·at·00037195·for:
75763	·············0002bc0b·0002bc51·(DW_OP_implicit_pointer:·<0x33077>·0)	75763	·············0002bc0b·0002bc51·(DW_OP_implicit_pointer:·<0x33075>·0)
75764	····000371b2·<End·of·list>	75764	····000371b2·<End·of·list>

75765	····000371b3·v0000000·v0000005·location·view·pair	75765	····000371b3·v0000000·v0000005·location·view·pair
75766	····000371b5·v0000005·v0000000·location·view·pair	75766	····000371b5·v0000005·v0000000·location·view·pair
75767	····000371b7·v0000000·v0000000·location·view·pair	75767	····000371b7·v0000000·v0000000·location·view·pair

75768	····000371b9·0002bc17·(base·address)	75768	····000371b9·0002bc17·(base·address)
Offset 90525, 32 lines modified		Offset 90525, 32 lines modified

90525	····0004130a·v0000004·v0000000·location·view·pair	90525	····0004130a·v0000004·v0000000·location·view·pair
90526	····0004130c·v0000000·v0000000·location·view·pair	90526	····0004130c·v0000000·v0000000·location·view·pair
90527	····0004130e·v0000005·v0000004·location·view·pair	90527	····0004130e·v0000005·v0000004·location·view·pair

90528	····00041310·0001ec8f·(base·address)	90528	····00041310·0001ec8f·(base·address)
90529	····00041315·v0000004·v0000000·views·at·0004130a·for:	90529	····00041315·v0000004·v0000000·views·at·0004130a·for:
90530	·············0001ec8f·0001ece5·(DW_OP_implicit_pointer:·<0x3ecfe>·0)	90530	·············0001ec8f·0001ece5·(DW_OP_implicit_pointer:·<0x3ecfc>·0)
90531	····0004131f·v0000000·v0000000·views·at·0004130c·for:	90531	····0004131f·v0000000·v0000000·views·at·0004130c·for:
Max diff block lines reached; 24900/31377 bytes (79.36%) of diff not shown.

+bGCC:·(Debian·14.2.0-16)·14.2.0
+Uamb'*FP
+qrutyMtYd
+·WE@o*h$A
+(]*H%·b+}
+=S1l("aC
+Fp,^K?.GP
+A;8h2$g%
+D@V\;@!t
+@»      .nsVFa
+c?s&psg
+U{1GO?sQC
+Use,&v#b7"
+%SWc1igb
+U·z%%XV!n
+:K@9KY(Q
+dC·/o2}2
+Aa|8?d^@
+SA_cxzb:
+$jqNAp=0W
+)LqPQ7et
+=O{3XUjy
+O*#1NJjd]$
+[#<5|]=*
+<HBrq4_0}
+YR}XfA8#
+G<k&xgt2<
+Dm8BPNpY@fQ
+B#]KLjs
+LY,Mp:8R
+Ir+x|#/+%6.
+pSX?z?>\;
+ho·Un,Ri
+·9·}8WJQk
+v||[[_;>
+Rq-pXLMm-pXL
+E{zB"=!q
+;0Nc{-YO.9
+"L~M3-\)
+DLq4$-eDW
+)X.EBLK#
+Jt1}Yh4e
+W]xVxy=H
+nH0YgU]m
+`Kdxc+/#FF
+)tq3P7v
+Tg7]t|$T
+a>|ChU:J
+»       6D.Ip3D.Mp3D.
+$>Jp7$>M
+LPwq`BePa»
+OdU)Ln9G*'
+T=~8UOef
+NGWLer#
+Xl]@cr;
+<O·}tCM
+!?tv»   $6N
+wO<k,xc;
+VnE$wasaD
+'F]»    zz_e
+Na;nd?<;F}
+D,6atMZY
+"m][=X?x
+DfBVs4MX
+j-,u'nJ[
+xc"·wn`Kp
+yNlB_O5L
+;po|&ZIg
+hJ7I2d6W
+u·Y,HN}HR]p
+G>l}ZB1[
+gM<~Dhb'·t
+qA~2»   de_
+*8wB`#E"
+>»      5+MB%;
+bhkh[2^2
++d(+4RU
+v9Gf>Kb
+-x_j*sYe
+K\\Gbtg*
+AMyoIIXM<
+$p=yNjpRl$i
+d2)v04v#
+sng.ez-gP
+HDVhLlFdc
+S&SAC>V'
+@>#Zyg]z#
+He<tM(c#·4
+OH|uCNiV
+\W[#lFD»
+QLe|Fd>lQ
+#·8d$c<'
+!WW`lXv>
+-5^iH"4)
+?[Q&]&`2
+kgP[k_8m
+GSW!<tE6
+>PO3KT·%
+zbLP!}zV;
+Tb;"[M%*
+O·|,H>1~
+CUD>?.>}DVp=
+vq,H}G`k
+?HpOgho|
+o^WkP~G2L
+P>Lz|8K!
+PB&-395\
+kx»     (tW/]}
+LYG!^(b.
+ny»     E9?g{
+?U`@DCT|K
+r(JuS}Xz
+c»      OD,aY3
+-l?a>VOrl
+s}kd}kd}kd}kP
+|8tC>4Q>
+LTWY7[sAVn%
+M~t~Lua]
+WG-LXHW',
+W{88@O6&
+FfKi7j~y
+~uKU$II"
+HwpSkT8#Y
+l»      BY\vYY
+r$JS:pV9&;
+Wpvu"qW