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

⊟

266 KB

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

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

⊟

733 B

Files ¶

⊟

207 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

⊟

206 KB

data.tar.xz ¶

⊟

206 KB

data.tar ¶

⊟

9.64 KB

file list ¶

⊟

59.2 KB

⊟

59.1 KB

⊟

4.36 KB

⊟

1.46 KB

⊟

30.2 KB

⊟

9.94 KB

⊟

4.07 KB

⊟

1.0 KB

⊟

89.1 KB

⊟

88.9 KB

⊟

88.9 KB

Similarity: 0.9985610875706213% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-02-11T02:08:40.670203Z', " "'iopub.status.busy': '2025-02-11T02:08:40.669326Z', 'iopub.status.idle': " "'2025-02-11T02:08:45.762217Z', 'shell.execute_reply': " "'2025-02-11T02:08:45.759822Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-11T02:08:45.773257Z', 'iopub.status.busy': " "'2025-02-11T02:08:45.772197Z', 'iopub.status.idle': '2025-02-11T02:08:4 […]

⊟

3.74 KB

⊟

1.03 KB

⊟

2.96 KB

⊟

1010 B

⊟

2.89 KB

⊟

691 B

⊟

6.41 KB

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

⊟

5.88 KB

data.tar.xz ¶

⊟

5.86 KB

data.tar ¶

⊟

1.46 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-312-arm-linux-gnueabihf.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

⊟

1.46 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-313-arm-linux-gnueabihf.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

⊟

1.46 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/timedeltas.cpython-312-arm-linux-gnueabihf.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

⊟

1.46 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/timedeltas.cpython-313-arm-linux-gnueabihf.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

⊟

51.7 KB

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

⊟

367 B

file list ¶

⊟

13.5 KB

control.tar.xz ¶

⊟

13.5 KB

control.tar ¶

⊟

7.51 KB

./control ¶

⊟

5.94 KB

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

5.89 KB

line order ¶

⊟

37.7 KB

data.tar.xz ¶

⊟

37.7 KB

data.tar ¶

⊟

15.0 KB

file list ¶

⊟

7.28 KB

./usr/lib/debug/.build-id/23/f304438ea422b883786d98a8e1861bef86b23b.debug vs.

./usr/lib/debug/.build-id/98/22001a59c25b33cfb62b61810f9f3ce24c2ff2.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 92% similar despite different names

⊟

898 B

readelf --wide --file-header {} ¶

⊟

3.06 KB

readelf --wide --sections {} ¶

⊟

430 B

readelf --wide --notes {} ¶

⊟

1.02 KB

readelf --wide --debug-dump=info {} ¶

⊟

1.66 KB

strings --all --bytes=8 {} ¶

⊟

7.21 KB

./usr/lib/debug/.build-id/2f/63ae03ce36f367634a9e7e24c66daae7da5a10.debug vs.

./usr/lib/debug/.build-id/e1/9b549278a99ad68936896d1f39a4d400e1eb58.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 94% similar despite different names

⊟

898 B

readelf --wide --file-header {} ¶

⊟

3.06 KB

readelf --wide --sections {} ¶

⊟

430 B

readelf --wide --notes {} ¶

⊟

1.02 KB

readelf --wide --debug-dump=info {} ¶

⊟

1.6 KB

strings --all --bytes=8 {} ¶

⊟

3.02 KB

./usr/lib/debug/.build-id/5a/021a20949652b3fd6587036c81ae6f67fcd6fb.debug vs.

./usr/lib/debug/.build-id/cd/00a44945483813a5cdc0f5abd5d1685d3d562e.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 99% similar despite different names

⊟

430 B

readelf --wide --notes {} ¶

⊟

1.96 KB

readelf --wide --debug-dump=info {} ¶

⊟

401 B

strings --all --bytes=8 {} ¶

⊟

5.18 KB

./usr/lib/debug/.build-id/f6/1aef603688bda054ba37a761f8eb2d12662620.debug vs.

./usr/lib/debug/.build-id/7a/273b4fe65b8111357ecafca33593db14912537.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 93% similar despite different names

⊟

1.36 KB

readelf --wide --sections {} ¶

⊟

430 B

readelf --wide --notes {} ¶

⊟

1.96 KB

readelf --wide --debug-dump=info {} ¶

⊟

1.2 KB

strings --all --bytes=8 {} ¶


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

1	·4c7c639636c85becd5a2c59731c9f528·10795248·doc·optional·python-pandas-doc_2.2.3+dfsg-8_all.deb
2	·68d107c5b6f1c9308125a1e18eca2cb9·73051688·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-8_armhf.deb
3	·cd~~47bf87902~~c~~440~~6e71~~78bf72b30aebf·64~~80~~044·pyth~~on·optional·python3-pandas-~~lib~~_2.2.3+dfsg-8_armhf.deb	1	·d09054ae9ac817155f5a4ed5d58d5508·10795700·doc·optional·python-pandas-doc_2.2.3+dfsg-8_all.deb
		2	·bc6cdfcf7bf1135f5d2e1f5b5248761e·73055800·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-8_armhf.deb
		3	·6d123174f4d42338ed38b4cf38a49865·6480140·python·optional·python3-pandas-lib_2.2.3+dfsg-8_armhf.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···147392·2025-02-01·18:39:17.000000·control.tar.xz
3	-rw-r--r--···0········0········0·1064~~7652~~·2025-02-01·18:39:17.000000·data.tar.xz	3	-rw-r--r--···0········0········0·10648116·2025-02-01·18:39:17.000000·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:·209909	6	Installed-Size:·209910
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 21494, 15 lines modified		Offset 21494, 15 lines modified
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],
21500	········"00180":·2294,	21500	········"00180":·2294,
21501	········"002":·2264,	21501	········"002":·[2193,·2264],
21502	········"002000":·2232,	21502	········"002000":·2232,
21503	········"002040":·2235,	21503	········"002040":·2235,
21504	········"002118":·[2230,·2231],	21504	········"002118":·[2230,·2231],
21505	········"002653":·2207,	21505	········"002653":·2207,
21506	········"002846":·2229,	21506	········"002846":·2229,
21507	········"003":·[2185,·2235],	21507	········"003":·[2185,·2235],
21508	········"003144":·2210,	21508	········"003144":·2210,
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 21580, 33 lines modified		Offset 21579, 30 lines modified
21580	········"010026":·2191,	21579	········"010026":·2191,
21581	········"010081":·15,	21580	········"010081":·15,
21582	········"010165":·2199,	21581	········"010165":·2199,
21583	········"010589":·2193,	21582	········"010589":·2193,
21584	········"010670":·[102,·1158],	21583	········"010670":·[102,·1158],
21585	········"0108":·2257,	21584	········"0108":·2257,
21586	········"010903":·2207,	21585	········"010903":·2207,
21587	········"011":·2193,
21588	········"011111":·[182,·760],	21586	········"011111":·[182,·760],
21589	········"011342":·2207,	21587	········"011342":·2207,
21590	········"011351":·2207,	21588	········"011351":·2207,
21591	········"011374":·2195,	21589	········"011374":·2195,
21592	········"011470":·2207,	21590	········"011470":·2207,
21593	········"011736":·2186,	21591	········"011736":·2186,
21594	········"011829":·2207,	21592	········"011829":·2207,
21595	········"01183":·2229,	21593	········"01183":·2229,
21596	········"011860":·[182,·760],	21594	········"011860":·[182,·760],
21597	········"011975":·2207,	21595	········"011975":·2207,
21598	········"012":·2193,
21599	········"012108":·2207,	21596	········"012108":·2207,
21600	········"012299":·2207,	21597	········"012299":·2207,
21601	········"0123456789123456":·[2164,·2165],	21598	········"0123456789123456":·[2164,·2165],
21602	········"012549":·2207,	21599	········"012549":·2207,
21603	········"012694":·2199,	21600	········"012694":·2199,
21604	········"012922":·2219,	21601	········"012922":·2219,
21605	········"013":·2193,
21606	········"013086":·15,	21602	········"013086":·15,
21607	········"0133":·2202,	21603	········"0133":·2202,
21608	········"013448":·2207,	21604	········"013448":·2207,
21609	········"013605":·2207,	21605	········"013605":·2207,
21610	········"013684":·[182,·760],	21606	········"013684":·[182,·760],
21611	········"013692":·[102,·1158],	21607	········"013692":·[102,·1158],
21612	········"013747":·2199,	21608	········"013747":·2199,
Offset 21621, 14 lines modified		Offset 21617, 15 lines modified
21621	········"014138":·2191,	21617	········"014138":·2191,
21622	········"014144":·[102,·1158],	21618	········"014144":·[102,·1158],
21623	········"014648":·2186,	21619	········"014648":·2186,
21624	········"014752":·2235,	21620	········"014752":·2235,
21625	········"014805":·2202,	21621	········"014805":·2202,
21626	········"014871":·[2185,·2197,·2199,·2202],	21622	········"014871":·[2185,·2197,·2199,·2202],
21627	········"014888":·2207,	21623	········"014888":·2207,
		21624	········"015":·2193,
21628	········"015083":·2186,	21625	········"015083":·2186,
21629	········"015420":·2195,	21626	········"015420":·2195,
21630	········"015458":·2207,	21627	········"015458":·2207,
21631	········"015696":·[2220,·2228,·2230],	21628	········"015696":·[2220,·2228,·2230],
21632	········"015906":·2186,	21629	········"015906":·2186,
21633	········"015962":·[2184,·2214],	21630	········"015962":·[2184,·2214],
21634	········"015988":·2186,	21631	········"015988":·2186,
Offset 21642, 37 lines modified		Offset 21639, 36 lines modified
21642	········"017106":·2207,	21639	········"017106":·2207,
21643	········"017118":·2199,	21640	········"017118":·2199,
21644	········"017152":·2186,	21641	········"017152":·2186,
21645	········"017263":·2207,	21642	········"017263":·2207,
21646	········"017276":·2191,	21643	········"017276":·2191,
21647	········"017587":·[2184,·2195,·2214],	21644	········"017587":·[2184,·2195,·2214],
21648	········"017796":·2207,	21645	········"017796":·2207,
21649	········"018":·~~[2193,·~~2199],	21646	········"018":·2199,
21650	········"018007":·2207,	21647	········"018007":·2207,
21651	········"018117":·2191,	21648	········"018117":·2191,
21652	········"018193":·2207,	21649	········"018193":·2207,
21653	········"018409":·2207,	21650	········"018409":·2207,
21654	········"018601":·[2184,·2214],	21651	········"018601":·[2184,·2214],
21655	········"018808":·2207,	21652	········"018808":·2207,
21656	········"018904":·2207,	21653	········"018904":·2207,
21657	········"018941":·2207,	21654	········"018941":·2207,
21658	········"018993":·2214,	21655	········"018993":·2214,
21659	········"019":·~~[2193,·~~2207],	21656	········"019":·2207,
21660	········"019449":·2207,	21657	········"019449":·2207,
21661	········"019794":·2197,	21658	········"019794":·2197,
21662	········"01t00":·[2163,·2199,·2210,·2235,·2246,·2261],	21659	········"01t00":·[2163,·2199,·2210,·2235,·2246,·2261],
21663	········"01t01":·2210,	21660	········"01t01":·2210,
21664	········"01t03":·2210,	21661	········"01t03":·2210,
21665	········"01t05":·[909,·2210,·2235],	21662	········"01t05":·[909,·2210,·2235],
21666	········"01t07":·1280,	21663	········"01t07":·1280,
21667	········"01t10":·1005,	21664	········"01t10":·1005,
21668	········"01t12":·953,	21665	········"01t12":·953,
21669	········"01t23":·[893,·2186,·2246],	21666	········"01t23":·[893,·2186,·2246],
21670	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·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,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],	21667	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·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,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],
21671	········"020":·2193,
21672	········"0200":·[957,·969,·970,·997,·1498,·2210],	21668	········"0200":·[957,·969,·970,·997,·1498,·2210],
21673	········"020161":·[102,·1158],	21669	········"020161":·[102,·1158],
21674	········"020208":·2195,	21670	········"020208":·2195,
21675	········"020376":·2207,	21671	········"020376":·2207,
21676	········"020399":·2195,	21672	········"020399":·2195,
21677	········"020485":·2207,	21673	········"020485":·2207,
21678	········"020544":·2186,	21674	········"020544":·2186,
Offset 21695, 15 lines modified		Offset 21691, 14 lines modified
21695	········"023526":·2191,	21691	········"023526":·2191,
21696	········"023640":·2230,	21692	········"023640":·2230,
21697	········"023688":·[15,·2185,·2191,·2197],	21693	········"023688":·[15,·2185,·2191,·2197],
21698	········"0237":·2204,	21694	········"0237":·2204,
21699	········"023721":·2207,	21695	········"023721":·2207,
21700	········"023888":·2186,	21696	········"023888":·2186,
21701	········"023898":·2195,	21697	········"023898":·2195,
Max diff block lines reached; 55528/60490 bytes (91.80%) 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">1.08·ms·+-·36.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>	1852	<span·class="go">3.13·ms·+-·350·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1853	<span·class="go">~~454~~·us·+-·17·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>	1853	<span·class="go">1.35·ms·+-·101·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·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">2.35·ms·+-·294·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1860	<span·class="go">~~721~~·us·+-·25.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>	1861	<span·class="go">1.92·ms·+-·92.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
1861	<span·class="go">656·us·+-·5.31·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	1.08·ms·+-·36.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	1250	3.13·ms·+-·350·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
1251	~~454~~·us·+-·17·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	1251	1.35·ms·+-·101·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·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	2.35·ms·+-·294·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
1256	~~721~~·us·+-·25.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	1257	1.92·ms·+-·92.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
1257	656·us·+-·5.31·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, 32 lines modified
110	···...:·····dx·=·(b·-·a)·/·N	110	···...:·····dx·=·(b·-·a)·/·N
111	···...:·····for·i·in·range(N):	111	···...:·····for·i·in·range(N):
112	···...:·········s·+=·f(a·+·i·*·dx)	112	···...:·········s·+=·f(a·+·i·*·dx)
113	···...:·····return·s·*·dx	113	···...:·····return·s·*·dx
114	···...:	114	···...:
115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):	115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):
116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
117	~~344~~·ms·+-·~~8.3~~4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)	117	759·ms·+-·29.4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·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·1.~~019~~·seconds	123	·········605946·function·calls·(605928·primitive·calls)·in·2.457·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.~~605~~····0.001····0.~~859~~····0.001·<ipython-input-4-c2a74e076cf0>:1	127	·····1000····1.410····0.001····2.036····0.002·<ipython-input-4-c2a74e076cf0>:1
128	(integrate_f)	128	(integrate_f)
129	···552423····0.~~254~~····0.000····0.~~254~~····0.000·<ipython-input-3-c138bdd570e3>:1	129	···552423····0.626····0.000····0.626····0.000·<ipython-input-3-c138bdd570e3>:1
130	(f)	130	(f)
131	·····3000····0.024····0.000····0.~~096~~····0.000·series.py:1095(__getitem__)	131	·····3000····0.055····0.000····0.254····0.000·series.py:1095(__getitem__)
132	·····3000····0.018····0.000····0.~~045~~····0.000·series.py:1220(_get_value)	132	·····3000····0.049····0.000····0.139····0.000·series.py:1220(_get_value)
133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence	133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence
134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.	134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.
135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8	135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8
136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:	136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:
137	In·[7]:·%load_ext·Cython	137	In·[7]:·%load_ext·Cython
138	Now,·let’s·simply·copy·our·functions·over·to·Cython:	138	Now,·let’s·simply·copy·our·functions·over·to·Cython:
139	In·[8]:·%%cython	139	In·[8]:·%%cython
Offset 146, 15 lines modified		Offset 146, 15 lines modified
146	···...:·····dx·=·(b·-·a)·/·N	146	···...:·····dx·=·(b·-·a)·/·N
147	···...:·····for·i·in·range(N):	147	···...:·····for·i·in·range(N):
148	···...:·········s·+=·f_plain(a·+·i·*·dx)	148	···...:·········s·+=·f_plain(a·+·i·*·dx)
149	···...:·····return·s·*·dx	149	···...:·····return·s·*·dx
150	···...:	150	···...:
151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),	151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),
152	axis=1)	152	axis=1)
153	~~324~~·ms·+-·10·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)	153	682·ms·+-·94.9·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)
154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-	154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-
155	third.	155	third.
156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and	157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and
158	cpdef·to·improve·performance:	158	cpdef·to·improve·performance:
159	In·[10]:·%%cython	159	In·[10]:·%%cython
160	···....:·cdef·double·f_typed(double·x)·except?·-2:	160	···....:·cdef·double·f_typed(double·x)·except?·-2:
Offset 166, 35 lines modified		Offset 166, 35 lines modified
166	···....:·····dx·=·(b·-·a)·/·N	166	···....:·····dx·=·(b·-·a)·/·N
167	···....:·····for·i·in·range(N):	167	···....:·····for·i·in·range(N):
168	···....:·········s·+=·f_typed(a·+·i·*·dx)	168	···....:·········s·+=·f_typed(a·+·i·*·dx)
169	···....:·····return·s·*·dx	169	···....:·····return·s·*·dx
170	···....:	170	···....:
171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),	171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),
172	axis=1)	172	axis=1)
173	4~~3.2~~·ms·+-·101·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	173	106·ms·+-·7.07·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	174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance
175	improvement·compared·to·the·original·Python·implementation.	175	improvement·compared·to·the·original·Python·implementation.
176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8	176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8
177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling	177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling
178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).	178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).
179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an	179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180	np.ndarray.	180	np.ndarray.
181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x	181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x
182	["N"]),·axis=1)	182	["N"]),·axis=1)
183	·········52523·function·calls·(52505·primitive·calls)·in·0.~~120~~·seconds	183	·········52523·function·calls·(52505·primitive·calls)·in·0.289·seconds

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

186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187	·····3000····0.020····0.000····0.078····0.000·series.py:1095(__getitem__)
188	·····3000····0.013····0.000····0.033····0.000·series.py:1220(_get_value)
189	····16098····0.012····0.000····0.016····0.000·{built-in·method
190	builtins.isinstance}
191	·····3000····0.011····0.000····0.013····0.000·base.py:3777(get_loc)	187	·····3000····0.040····0.000····0.041····0.000·base.py:3777(get_loc)
		188	·····3000····0.037····0.000····0.185····0.000·series.py:1095(__getitem__)
		189	·····3000····0.033····0.000····0.036····0.000·series.py:831(_values)
		190	·····3000····0.026····0.000····0.042····0.000·indexing.py:2765
		191	(check_dict_or_set_indexers)
192	In·[13]:·%%cython	192	In·[13]:·%%cython
193	···....:·cimport·numpy·as·np	193	···....:·cimport·numpy·as·np
194	···....:·import·numpy·as·np	194	···....:·import·numpy·as·np
195	···....:·cdef·double·f_typed(double·x)·except?·-2:	195	···....:·cdef·double·f_typed(double·x)·except?·-2:
196	···....:·····return·x·*·(x·-·1)	196	···....:·····return·x·*·(x·-·1)
197	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):	197	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):
198	···....:·····cdef·int·i	198	···....:·····cdef·int·i
Offset 235, 29 lines modified		Offset 235, 29 lines modified
235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of	235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of
236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in	236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in
237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.	237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.
238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)	238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)
239	calls·are·needed·to·utilize·this·function.	239	calls·are·needed·to·utilize·this·function.
240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df	240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241	["N"].to_numpy())	241	["N"].to_numpy())
242	~~5.76~~·ms·+-·12·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	242	12.2·ms·+-·1.71·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.	243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.
244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s	245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s
246	boundscheck·and·wraparound·checks·can·yield·more·performance.	246	boundscheck·and·wraparound·checks·can·yield·more·performance.
247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),	247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),
248	df["N"].to_numpy())	248	df["N"].to_numpy())
249	·········78·function·calls·in·0.006·seconds	249	·········78·function·calls·in·0.016·seconds

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

252	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	252	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
253	········1····0.006····0.006····0.006····0.006·<string>:1(<module>)	253	········1····0.015····0.015····0.016····0.016·<string>:1(<module>)
254	········1····0.000····0.000····0.006····0.006·{built-in·method·builtins.exec}	254	········1····0.000····0.000····0.016····0.016·{built-in·method·builtins.exec}
255	········1····0.000····0.000····0.000····0.000·{method·'disable'·of	255	········1····0.000····0.000····0.000····0.000·{method·'disable'·of
256	'_lsprof.Profiler'·objects}	256	'_lsprof.Profiler'·objects}
257	········3····0.000····0.000····0.000····0.000·frame.py:4062(__getitem__)	257	········3····0.000····0.000····0.000····0.000·frame.py:4062(__getitem__)
258	In·[16]:·%%cython	258	In·[16]:·%%cython
259	···....:·cimport·cython	259	···....:·cimport·cython
260	···....:·cimport·numpy·as·np	260	···....:·cimport·numpy·as·np
261	···....:·import·numpy·as·np	261	···....:·import·numpy·as·np
Offset 646, 17 lines modified		Offset 646, 17 lines modified
646	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance	646	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	647	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.	648	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	649	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	650	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.	651	engine='python'·and·may·incur·a·performance·hit.
652	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4	652	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4
653	5~~8.9~~·ms·+-·102·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	653	214·ms·+-·51.9·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)
Max diff block lines reached; 2556/10157 bytes (25.16%) of diff not shown.


Offset 1086, 16 lines modified		Offset 1086, 16 lines modified
1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>	1086	<span·class="gp">···....:·</span><span·class="n">files</span>·<span·class="o">=</span>·<span·class="n">pathlib</span><span·class="o">.</span><span·class="n">Path</span><span·class="p">(</span><span·class="s2">"data/timeseries/"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">"ts*.parquet"</span><span·class="p">)</span>
1087	<span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>	1087	<span·class="gp">···....:·</span><span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">dtype</span><span·class="o">=</span><span·class="nb">int</span><span·class="p">)</span>
1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>	1088	<span·class="gp">···....:·</span><span·class="k">for</span>·<span·class="n">path</span>·<span·class="ow">in</span>·<span·class="n">files</span><span·class="p">:</span>
1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>	1089	<span·class="gp">···....:·</span>····<span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">read_parquet</span><span·class="p">(</span><span·class="n">path</span><span·class="p">)</span>
1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>	1090	<span·class="gp">···....:·</span>····<span·class="n">counts</span>·<span·class="o">=</span>·<span·class="n">counts</span><span·class="o">.</span><span·class="n">add</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s2">"name"</span><span·class="p">]</span><span·class="o">.</span><span·class="n">value_counts</span><span·class="p">(),</span>·<span·class="n">fill_value</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span>
1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>	1091	<span·class="gp">···....:·</span><span·class="n">counts</span><span·class="o">.</span><span·class="n">astype</span><span·class="p">(</span><span·class="nb">int</span><span·class="p">)</span>
1092	<span·class="gp">···....:·</span>	1092	<span·class="gp">···....:·</span>
1093	<span·class="go">CPU·times:·user·1.53·ms,·sys:·0·ns,·total:·1.53·ms</span>	1093	<span·class="go">CPU·times:·user·1.42·ms,·sys:·362·us,·total:·1.78·ms</span>
1094	<span·class="go">Wall·time:·1.54·ms</span>	1094	<span·class="go">Wall·time:·1.8·ms</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·1.53·ms,·sys:·0·ns,·total:·1.53·ms	651	CPU·times:·user·1.42·ms,·sys:·362·us,·total:·1.78·ms
652	Wall·time:·1.54·ms	652	Wall·time:·1.8·ms
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":·"2025-02-10T20:01:30.~~891~~209Z",	46	····················"iopub.execute_input":·"2025-02-11T02:08:40.670203Z",
47	····················"iopub.status.busy":·"2025-02-10T20:01:30.~~890452~~Z",	47	····················"iopub.status.busy":·"2025-02-11T02:08:40.669326Z",
48	····················"iopub.status.idle":·"2025-02-10T20:01:32.26~~7572~~Z",	48	····················"iopub.status.idle":·"2025-02-11T02:08:45.762217Z",
49	····················"shell.execute_reply":·"2025-02-10T20:01:32.~~265637~~Z"	49	····················"shell.execute_reply":·"2025-02-11T02:08:45.759822Z"
50	················},	50	················},
51	················"nbsphinx":·"hidden"	51	················"nbsphinx":·"hidden"
52	············},	52	············},
53	············"outputs":·[],	53	············"outputs":·[],
54	············"source":·[	54	············"source":·[
55	················"import·matplotlib.pyplot\n",	55	················"import·matplotlib.pyplot\n",
56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",	56	················"#·We·have·this·here·to·trigger·matplotlib's·font·cache·stuff.\n",
Offset 77, 36 lines modified		Offset 77, 36 lines modified
77	············]	77	············]
78	········},	78	········},
79	········{	79	········{
80	············"cell_type":·"code",	80	············"cell_type":·"code",
81	············"execution_count":·2,	81	············"execution_count":·2,
82	············"metadata":·{	82	············"metadata":·{
83	················"execution":·{	83	················"execution":·{
84	····················"iopub.execute_input":·"2025-02-10T20:01:32.27~~6714~~Z",	84	····················"iopub.execute_input":·"2025-02-11T02:08:45.773257Z",
85	····················"iopub.status.busy":·"2025-02-10T20:01:32.27~~5749~~Z",	85	····················"iopub.status.busy":·"2025-02-11T02:08:45.772197Z",
86	····················"iopub.status.idle":·"2025-02-10T20:01:33.07~~6424~~Z",	86	····················"iopub.status.idle":·"2025-02-11T02:08:48.578189Z",
87	····················"shell.execute_reply":·"2025-02-10T20:01:33.07~~4404~~Z"	87	····················"shell.execute_reply":·"2025-02-11T02:08:48.575831Z"
88	················}	88	················}
89	············},	89	············},
90	············"outputs":·[],	90	············"outputs":·[],
91	············"source":·[	91	············"source":·[
92	················"import·pandas·as·pd\n",	92	················"import·pandas·as·pd\n",
93	················"import·numpy·as·np\n",	93	················"import·numpy·as·np\n",
94	················"import·matplotlib·as·mpl\n"	94	················"import·matplotlib·as·mpl\n"
95	············]	95	············]
96	········},	96	········},
97	········{	97	········{
98	············"cell_type":·"code",	98	············"cell_type":·"code",
99	············"execution_count":·3,	99	············"execution_count":·3,
100	············"metadata":·{	100	············"metadata":·{
101	················"execution":·{	101	················"execution":·{
102	····················"iopub.execute_input":·"2025-02-10T20:01:33.~~085208~~Z",	102	····················"iopub.execute_input":·"2025-02-11T02:08:48.590365Z",
103	····················"iopub.status.busy":·"2025-02-10T20:01:33.08~~4199~~Z",	103	····················"iopub.status.busy":·"2025-02-11T02:08:48.589300Z",
104	····················"iopub.status.idle":·"2025-02-10T20:01:33.429416Z",	104	····················"iopub.status.idle":·"2025-02-11T02:08:49.946107Z",
105	····················"shell.execute_reply":·"2025-02-10T20:01:33.~~4276~~07Z"	105	····················"shell.execute_reply":·"2025-02-11T02:08:49.943807Z"
106	················},	106	················},
107	················"nbsphinx":·"hidden"	107	················"nbsphinx":·"hidden"
108	············},	108	············},
109	············"outputs":·[],	109	············"outputs":·[],
110	············"source":·[	110	············"source":·[
111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",	111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",
112	················"from·pandas.io.formats.style·import·Styler\n",	112	················"from·pandas.io.formats.style·import·Styler\n",
Offset 123, 18 lines modified		Offset 123, 18 lines modified
123	············]	123	············]
124	········},	124	········},
125	········{	125	········{
126	············"cell_type":·"code",	126	············"cell_type":·"code",
127	············"execution_count":·4,	127	············"execution_count":·4,
128	············"metadata":·{	128	············"metadata":·{
129	················"execution":·{	129	················"execution":·{
130	····················"iopub.execute_input":·"2025-02-10T20:01:33.~~43726~~4Z",	130	····················"iopub.execute_input":·"2025-02-11T02:08:49.964194Z",
131	····················"iopub.status.busy":·"2025-02-10T20:01:33.436416Z",	131	····················"iopub.status.busy":·"2025-02-11T02:08:49.963064Z",
132	····················"iopub.status.idle":·"2025-02-10T20:01:33.482847Z",	132	····················"iopub.status.idle":·"2025-02-11T02:08:50.083805Z",
133	····················"shell.execute_reply":·"2025-02-10T20:01:33.481~~106~~Z"	133	····················"shell.execute_reply":·"2025-02-11T02:08:50.071798Z"
134	················}	134	················}
135	············},	135	············},
136	············"outputs":·[	136	············"outputs":·[
137	················{	137	················{
138	····················"data":·{	138	····················"data":·{
139	························"text/html":·[	139	························"text/html":·[
140	····························"<style·type=\"text/css\">\n",	140	····························"<style·type=\"text/css\">\n",
Offset 193, 18 lines modified		Offset 193, 18 lines modified
193	············]	193	············]
194	········},	194	········},
195	········{	195	········{
196	············"cell_type":·"code",	196	············"cell_type":·"code",
197	············"execution_count":·5,	197	············"execution_count":·5,
198	············"metadata":·{	198	············"metadata":·{
199	················"execution":·{	199	················"execution":·{
200	····················"iopub.execute_input":·"2025-02-10T20:01:33.614~~381~~Z",	200	····················"iopub.execute_input":·"2025-02-11T02:08:50.584158Z",
201	····················"iopub.status.busy":·"2025-02-10T20:01:33.613~~560~~Z",	201	····················"iopub.status.busy":·"2025-02-11T02:08:50.583255Z",
202	····················"iopub.status.idle":·"2025-02-10T20:01:33.~~652662~~Z",	202	····················"iopub.status.idle":·"2025-02-11T02:08:50.716771Z",
203	····················"shell.execute_reply":·"2025-02-10T20:01:33.~~650~~820Z"	203	····················"shell.execute_reply":·"2025-02-11T02:08:50.707818Z"
204	················}	204	················}
205	············},	205	············},
206	············"outputs":·[	206	············"outputs":·[
207	················{	207	················{
208	····················"data":·{	208	····················"data":·{
209	························"text/html":·[	209	························"text/html":·[
210	····························"<div>\n",	210	····························"<div>\n",
Offset 327, 18 lines modified		Offset 327, 18 lines modified
327	············]	327	············]
328	········},	328	········},
329	········{	329	········{
330	············"cell_type":·"code",	330	············"cell_type":·"code",
331	············"execution_count":·6,	331	············"execution_count":·6,
332	············"metadata":·{	332	············"metadata":·{
333	················"execution":·{	333	················"execution":·{
334	····················"iopub.execute_input":·"2025-02-10T20:01:33.~~6601~~97Z",	334	····················"iopub.execute_input":·"2025-02-11T02:08:50.725895Z",
335	····················"iopub.status.busy":·"2025-02-10T20:01:33.~~659435~~Z",	335	····················"iopub.status.busy":·"2025-02-11T02:08:50.725070Z",
336	····················"iopub.status.idle":·"2025-02-10T20:01:33.698~~255~~Z",	336	····················"iopub.status.idle":·"2025-02-11T02:08:50.868712Z",
337	····················"shell.execute_reply":·"2025-02-10T20:01:33.~~6966~~10Z"	337	····················"shell.execute_reply":·"2025-02-11T02:08:50.859814Z"
338	················}	338	················}
339	············},	339	············},
340	············"outputs":·[	340	············"outputs":·[
341	················{	341	················{
342	····················"data":·{	342	····················"data":·{
343	························"text/html":·[	343	························"text/html":·[
344	····························"<style·type=\"text/css\">\n",	344	····························"<style·type=\"text/css\">\n",
Offset 448, 18 lines modified		Offset 448, 18 lines modified
448	············]	448	············]
449	········},	449	········},
450	········{	450	········{
451	············"cell_type":·"code",	451	············"cell_type":·"code",
452	············"execution_count":·7,	452	············"execution_count":·7,
453	············"metadata":·{	453	············"metadata":·{
454	················"execution":·{	454	················"execution":·{
455	····················"iopub.execute_input":·"2025-02-10T20:01:33.~~705258~~Z",	455	····················"iopub.execute_input":·"2025-02-11T02:08:50.877714Z",
456	····················"iopub.status.busy":·"2025-02-10T20:01:33.~~704547~~Z",	456	····················"iopub.status.busy":·"2025-02-11T02:08:50.876933Z",
457	····················"iopub.status.idle":·"2025-02-10T20:01:33.~~734654~~Z",	457	····················"iopub.status.idle":·"2025-02-11T02:08:50.965929Z",
458	····················"shell.execute_reply":·"2025-02-10T20:01:33.733~~063~~Z"	458	····················"shell.execute_reply":·"2025-02-11T02:08:50.963790Z"
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">37.3·ms·+-·~~1.63~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	1620	<span·class="go">97.5·ms·+-·25.7·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">~~103~~·ms·+-·~~2.27~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	1625	<span·class="go">269·ms·+-·68.1·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	······37.3·ms·+-·~~1.63~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	971	······97.5·ms·+-·25.7·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	······~~103~~·ms·+-·~~2.27~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	974	······269·ms·+-·68.1·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 1458, 18 lines modified		Offset 1458, 18 lines modified
1458	</div>	1458	</div>
1459	<div·class="admonition·note">	1459	<div·class="admonition·note">
1460	<p·class="admonition-title">Note</p>	1460	<p·class="admonition-title">Note</p>
1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>	1461	<p>If·you·want·to·perform·calculations·based·on·today’s·date,·use·<code·class="docutils·literal·notranslate"><span·class="pre">Timestamp.now()</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.tseries.offsets</span></code>.</p>
1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>	1462	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[65]:·</span><span·class="kn">import</span>·<span·class="nn">pandas.tseries.offsets</span>·<span·class="k">as</span>·<span·class="nn">offsets</span>

1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>	1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>
1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2025-02-10·08:03:34.903446')</span>	1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2025-02-11·16:14:31.074861')</span>

1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	1465	<span·class="gp">In·[67]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>·<span·class="o">+</span>·<span·class="n">offsets</span><span·class="o">.</span><span·class="n">DateOffset</span><span·class="p">(</span><span·class="n">years</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2026-02-10·08:03:34.907268')</span>	1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2026-02-11·16:14:31.078246')</span>
1467	</pre></div>	1467	</pre></div>
1468	</div>	1468	</div>
1469	</div>	1469	</div>
1470	</section>	1470	</section>
1471	</section>	1471	</section>
1472	<section·id="changes-to-index-comparisons">	1472	<section·id="changes-to-index-comparisons">
1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>	1473	<h3>Changes·to·Index·comparisons<a·class="headerlink"·href="#changes-to-index-comparisons"·title="Link·to·this·heading">#</a></h3>


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

819	In·[66]:·pd.Timestamp.now()	819	In·[66]:·pd.Timestamp.now()
820	Out[66]:·Timestamp('2025-02-10·08:03:34.903446')	820	Out[66]:·Timestamp('2025-02-11·16:14:31.074861')

821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)	821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)
822	Out[67]:·Timestamp('2026-02-10·08:03:34.907268')	822	Out[67]:·Timestamp('2026-02-11·16:14:31.078246')
823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8	823	\x8\x8\x8\x8·C\x8Ch\x8ha\x8an\x8ng\x8ge\x8es\x8s·t\x8to\x8o·I\x8In\x8nd\x8de\x8ex\x8x·c\x8co\x8om\x8mp\x8pa\x8ar\x8ri\x8is\x8so\x8on\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8
824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)	824	Operator·equal·on·Index·should·behavior·similarly·to·Series·(_\x8G_\x8H_\x8·_\x89_\x89_\x84_\x87,·_\x8G_\x8H_\x8·_\x81_\x80_\x86_\x83_\x87)
825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a	825	Starting·in·v0.17.0,·comparing·Index·objects·of·different·lengths·will·raise·a
826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.	826	ValueError.·This·is·to·be·consistent·with·the·behavior·of·Series.
827	Previous·behavior:	827	Previous·behavior:
828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])	828	In·[2]:·pd.Index([1,·2,·3])·==·pd.Index([1,·4,·5])
829	Out[2]:·array([·True,·False,·False],·dtype=bool)	829	Out[2]:·array([·True,·False,·False],·dtype=bool)


Offset 6256, 61 lines modified		Offset 6256, 61 lines modified
6256	-rw-r--r--···0·root·········(0)·root·········(0)···210184·2025-02-01·18:39:17.000000·./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)··2359431·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/searchindex.js	6263	-rw-r--r--···0·root·········(0)·root·········(0)··2359442·2025-02-01·18:39:17.000000·./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)···283832·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/advanced.html	6272	-rw-r--r--···0·root·········(0)·root·········(0)···283830·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/advanced.html
6273	-rw-r--r--···0·root·········(0)·root·········(0)···435939·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/basics.html	6273	-rw-r--r--···0·root·········(0)·root·········(0)···435939·2025-02-01·18:39:17.000000·./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)···121~~095~~·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)···121104·2025-02-01·18:39:17.000000·./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)···395484·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html	6284	-rw-r--r--···0·root·········(0)·root·········(0)···395484·2025-02-01·18:39:17.000000·./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)···147524·2025-02-01·18:39:17.000000·./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)···115582·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html	6292	-rw-r--r--···0·root·········(0)·root·········(0)···115583·2025-02-01·18:39:17.000000·./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">~~344~~·ms·+-·~~8.3~~4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·each)</span>	599	<span·class="go">759·ms·+-·29.4·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·1·loop·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·1.~~019~~·seconds</span>	606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·2.457·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.~~605~~····0.001····0.~~859~~····0.001·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>	610	<span·class="go">·····1000····1.410····0.001····2.036····0.002·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>
611	<span·class="go">···552423····0.~~254~~····0.000····0.~~254~~····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>	611	<span·class="go">···552423····0.626····0.000····0.626····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>
612	<span·class="go">·····3000····0.024····0.000····0.~~096~~····0.000·series.py:1095(__getitem__)</span>	612	<span·class="go">·····3000····0.055····0.000····0.254····0.000·series.py:1095(__getitem__)</span>
613	<span·class="go">·····3000····0.018····0.000····0.~~045~~····0.000·series.py:1220(_get_value)</span>	613	<span·class="go">·····3000····0.049····0.000····0.139····0.000·series.py:1220(_get_value)</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 822, 18 lines modified		Offset 822, 18 lines modified
822	a·new·ndarray·of·period·objects·each·time.</p>	822	a·new·ndarray·of·period·objects·each·time.</p>
823	<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>	823	<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>
824	<span·class="gh">Out[18]:·</span>	824	<span·class="gh">Out[18]:·</span>
825	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	825	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
826	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	826	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>

827	<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>	827	<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>
828	<span·class="gh">Out[19]:·</span><span·class="go">222~~1427072~~</span>	828	<span·class="gh">Out[19]:·</span><span·class="go">3325884128</span>

829	<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>	829	<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>
830	<span·class="gh">Out[20]:·</span><span·class="go">2~~24438~~2448</span>	830	<span·class="gh">Out[20]:·</span><span·class="go">3309124976</span>
831	</pre></div>	831	</pre></div>
832	</div>	832	</div>
833	<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>	833	<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>
834	<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>	834	<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>
835	<span·class="gh">Out[21]:·</span>	835	<span·class="gh">Out[21]:·</span>
836	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	836	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
837	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	837	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>


Offset 270, 18 lines modified		Offset 270, 18 lines modified
270	each·time.	270	each·time.
271	In·[18]:·idx.values	271	In·[18]:·idx.values
272	Out[18]:	272	Out[18]:
273	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	273	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
274	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	274	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

275	In·[19]:·id(idx.values)	275	In·[19]:·id(idx.values)
276	Out[19]:·222~~1427072~~	276	Out[19]:·3325884128

277	In·[20]:·id(idx.values)	277	In·[20]:·id(idx.values)
278	Out[20]:·2~~24438~~2448	278	Out[20]:·3309124976
279	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().	279	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().
280	In·[21]:·idx.to_numpy()	280	In·[21]:·idx.to_numpy()
281	Out[21]:	281	Out[21]:
282	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	282	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
283	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	283	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

284	In·[22]:·pd.Series(idx).to_numpy()	284	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:·5a021a20949652b3~~fd6~~5870~~36c81ae~~6~~f67fcd~~6fb	3	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·cd00a44945483813a5cdc0f5abd5d1685d3d562e


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	··0x00000000·30323161·32303934·39363532·62336664·021a20949652b3fd
3	··0x00000010·363~~538~~37·30333~~663~~·383~~16165~~·36663637·~~6587036c81ae6f67~~	2	··0x00000000·30306134·34393435·34383338·31336135·00a44945483813a5
		3	··0x00000010·63646330·66356162·64356431·36383564·cdc0f5abd5d1685d
4	··0x00000020·666~~364~~36·66622e64·65627567·00000000·~~fcd~~6fb.debug....	4	··0x00000020·33643536·32652e64·65627567·00000000·3d562e.debug....
5	··0x00000030·~~c065efff~~····························.e..	5	··0x00000030·9e91147d····························...}


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:·armhf	5	Architecture:·armhf
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:·75759	7	Installed-Size:·75758
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:·059db4b047fb0304b5238ae11094a5bc09277209·09ca6c1cc35f9d2a3bb320c2e05ddaf98e7f5784·0c8ea0eb842c9b83cd2aa665cfaade12dc737335·132e192d6ca73ca41e54ca599355a166b6f612f5·159bc08594b8e5fdd927eb6e2fe80c69ca85d5fd·1951a5311798d3b6b17e819afa727bb92dc90fe7·1a7c46c5be16ad7fb676530f51dd0e61c40e12e3·1aeaaa6a7987a9b6a806649ae33eb2e0fc2be19c·1c14083da4c593b75d4d78b5fd38fb4ad52c9570·1fde14c4af57ddfe570fa9b351af203bd55a214d·1fe8bde02aa4d05e0e27f9358516a35d9b64c266·2206e79f4e2ca4633974e21093509e0ad74bcbc8·2~~3f304438ea422b883786d98a8e1861bef86b23b·2~~ad2707df2a1f13991fbe3bdf5c3b4ca98914321·2bcf735de5c23dbb83bc10f9c4639d880f1febb~~d·2f63ae03ce36f367634a9e7e24c66daae7~~d~~a5a10~~·31f67e83abf992f7b41e7345c319fd87092110df·3648214f9dc962a4774d9a0bb8088585ae75a3bc·426d79d2e08[·...·truncated·by·diffoscope;·len:·2776,·SHA:·~~ff2576a8~~c~~73de1f9dbb~~108c51be4~~0a762263a4e0c~~0bd~~43a~~b08fbe664e~~526f03a~~·...·]·f6f3addf6023565e0c193dcafe6145039ad3428d·fb561bfa7af8085878fd88f648d0a4d03af6749a	13	Build-Ids:·059db4b047fb0304b5238ae11094a5bc09277209·09ca6c1cc35f9d2a3bb320c2e05ddaf98e7f5784·0c8ea0eb842c9b83cd2aa665cfaade12dc737335·132e192d6ca73ca41e54ca599355a166b6f612f5·159bc08594b8e5fdd927eb6e2fe80c69ca85d5fd·1951a5311798d3b6b17e819afa727bb92dc90fe7·1a7c46c5be16ad7fb676530f51dd0e61c40e12e3·1aeaaa6a7987a9b6a806649ae33eb2e0fc2be19c·1c14083da4c593b75d4d78b5fd38fb4ad52c9570·1fde14c4af57ddfe570fa9b351af203bd55a214d·1fe8bde02aa4d05e0e27f9358516a35d9b64c266·2206e79f4e2ca4633974e21093509e0ad74bcbc8·2ad2707df2a1f13991fbe3bdf5c3b4ca98914321·2bcf735de5c23dbb83bc10f9c4639d880f1febbd·31f67e83abf992f7b41e7345c319fd87092110df·3648214f9dc962a4774d9a0bb8088585ae75a3bc·426d79d2e08011bfa18edf33f5248023d2f5ea1c·45ecaf642d6c333f90e8e921f35d9bfebb2f42a3·479879c24a2[·...·truncated·by·diffoscope;·len:·2776,·SHA:·587d1f16c9ab009833741d04e6c47be7418b3db4b665720b774b3befe2ce3487·...·]·f6f3addf6023565e0c193dcafe6145039ad3428d·fb561bfa7af8085878fd88f648d0a4d03af6749a


Offset 6, 49 lines modified		Offset 6, 48 lines modified
6	usr/lib/debug/.build-id/19/51a5311798d3b6b17e819afa727bb92dc90fe7.debug	6	usr/lib/debug/.build-id/19/51a5311798d3b6b17e819afa727bb92dc90fe7.debug
7	usr/lib/debug/.build-id/1a/7c46c5be16ad7fb676530f51dd0e61c40e12e3.debug	7	usr/lib/debug/.build-id/1a/7c46c5be16ad7fb676530f51dd0e61c40e12e3.debug
8	usr/lib/debug/.build-id/1a/eaaa6a7987a9b6a806649ae33eb2e0fc2be19c.debug	8	usr/lib/debug/.build-id/1a/eaaa6a7987a9b6a806649ae33eb2e0fc2be19c.debug
9	usr/lib/debug/.build-id/1c/14083da4c593b75d4d78b5fd38fb4ad52c9570.debug	9	usr/lib/debug/.build-id/1c/14083da4c593b75d4d78b5fd38fb4ad52c9570.debug
10	usr/lib/debug/.build-id/1f/de14c4af57ddfe570fa9b351af203bd55a214d.debug	10	usr/lib/debug/.build-id/1f/de14c4af57ddfe570fa9b351af203bd55a214d.debug
11	usr/lib/debug/.build-id/1f/e8bde02aa4d05e0e27f9358516a35d9b64c266.debug	11	usr/lib/debug/.build-id/1f/e8bde02aa4d05e0e27f9358516a35d9b64c266.debug
12	usr/lib/debug/.build-id/22/06e79f4e2ca4633974e21093509e0ad74bcbc8.debug	12	usr/lib/debug/.build-id/22/06e79f4e2ca4633974e21093509e0ad74bcbc8.debug
13	usr/lib/debug/.build-id/23/f304438ea422b883786d98a8e1861bef86b23b.debug
14	usr/lib/debug/.build-id/2a/d2707df2a1f13991fbe3bdf5c3b4ca98914321.debug	13	usr/lib/debug/.build-id/2a/d2707df2a1f13991fbe3bdf5c3b4ca98914321.debug
15	usr/lib/debug/.build-id/2b/cf735de5c23dbb83bc10f9c4639d880f1febbd.debug	14	usr/lib/debug/.build-id/2b/cf735de5c23dbb83bc10f9c4639d880f1febbd.debug
16	usr/lib/debug/.build-id/2f/63ae03ce36f367634a9e7e24c66daae7da5a10.debug
17	usr/lib/debug/.build-id/31/f67e83abf992f7b41e7345c319fd87092110df.debug	15	usr/lib/debug/.build-id/31/f67e83abf992f7b41e7345c319fd87092110df.debug
18	usr/lib/debug/.build-id/36/48214f9dc962a4774d9a0bb8088585ae75a3bc.debug	16	usr/lib/debug/.build-id/36/48214f9dc962a4774d9a0bb8088585ae75a3bc.debug
19	usr/lib/debug/.build-id/42/6d79d2e08011bfa18edf33f5248023d2f5ea1c.debug	17	usr/lib/debug/.build-id/42/6d79d2e08011bfa18edf33f5248023d2f5ea1c.debug
20	usr/lib/debug/.build-id/45/ecaf642d6c333f90e8e921f35d9bfebb2f42a3.debug	18	usr/lib/debug/.build-id/45/ecaf642d6c333f90e8e921f35d9bfebb2f42a3.debug
21	usr/lib/debug/.build-id/47/9879c24a2164258a1ecd01e47c29687345e493.debug	19	usr/lib/debug/.build-id/47/9879c24a2164258a1ecd01e47c29687345e493.debug
22	usr/lib/debug/.build-id/47/e7c0ba5dff764d6d9d59b5fcd0c1dd5ee043e1.debug	20	usr/lib/debug/.build-id/47/e7c0ba5dff764d6d9d59b5fcd0c1dd5ee043e1.debug
23	usr/lib/debug/.build-id/4b/78081c2d5134e78c5d2f85f6fa1907f66cd450.debug	21	usr/lib/debug/.build-id/4b/78081c2d5134e78c5d2f85f6fa1907f66cd450.debug
24	usr/lib/debug/.build-id/4c/c43827fcf7b166b1a46a8af0106b57aced728d.debug	22	usr/lib/debug/.build-id/4c/c43827fcf7b166b1a46a8af0106b57aced728d.debug
25	usr/lib/debug/.build-id/4e/e8bae6e62197705030a3bcedbb0acef3f26708.debug	23	usr/lib/debug/.build-id/4e/e8bae6e62197705030a3bcedbb0acef3f26708.debug
26	usr/lib/debug/.build-id/4f/4c11719e901353cce66f75f58305bc93fda5e6.debug	24	usr/lib/debug/.build-id/4f/4c11719e901353cce66f75f58305bc93fda5e6.debug
27	usr/lib/debug/.build-id/50/46ab2c601ac336482919b6e198f647cc2490a2.debug	25	usr/lib/debug/.build-id/50/46ab2c601ac336482919b6e198f647cc2490a2.debug
28	usr/lib/debug/.build-id/5a/021a20949652b3fd6587036c81ae6f67fcd6fb.debug
29	usr/lib/debug/.build-id/62/61c947d0fc3fcf7335055cbbbbb8a468815ccf.debug	26	usr/lib/debug/.build-id/62/61c947d0fc3fcf7335055cbbbbb8a468815ccf.debug
30	usr/lib/debug/.build-id/69/46faf1cbb519726719d3052933eb4e033bfebe.debug	27	usr/lib/debug/.build-id/69/46faf1cbb519726719d3052933eb4e033bfebe.debug
31	usr/lib/debug/.build-id/76/5abdabf0b5a7769c18fa596892ec670afa35c0.debug	28	usr/lib/debug/.build-id/76/5abdabf0b5a7769c18fa596892ec670afa35c0.debug
32	usr/lib/debug/.build-id/76/b752df1e96d6039e061003cb9fc46c392f7909.debug	29	usr/lib/debug/.build-id/76/b752df1e96d6039e061003cb9fc46c392f7909.debug
33	usr/lib/debug/.build-id/77/e9c94ea6ac866d856656e6da22392ee7ab0e09.debug	30	usr/lib/debug/.build-id/77/e9c94ea6ac866d856656e6da22392ee7ab0e09.debug
		31	usr/lib/debug/.build-id/7a/273b4fe65b8111357ecafca33593db14912537.debug
34	usr/lib/debug/.build-id/7e/0d232758623f6e2a6ae74b23ea4289772eeaf7.debug	32	usr/lib/debug/.build-id/7e/0d232758623f6e2a6ae74b23ea4289772eeaf7.debug
35	usr/lib/debug/.build-id/7e/55efda8885b5b14b4238a46a741b546af90d80.debug	33	usr/lib/debug/.build-id/7e/55efda8885b5b14b4238a46a741b546af90d80.debug
36	usr/lib/debug/.build-id/7e/6227cca104f21557549495e6d26b8c2156ca13.debug	34	usr/lib/debug/.build-id/7e/6227cca104f21557549495e6d26b8c2156ca13.debug
37	usr/lib/debug/.build-id/7f/6b571e10025351ddfb779ba0b7965bb139631c.debug	35	usr/lib/debug/.build-id/7f/6b571e10025351ddfb779ba0b7965bb139631c.debug
38	usr/lib/debug/.build-id/83/e4275652b51c3dd23b55782586c1ba61fec501.debug	36	usr/lib/debug/.build-id/83/e4275652b51c3dd23b55782586c1ba61fec501.debug
39	usr/lib/debug/.build-id/84/098a2749e73c111967fa23fe91fe4fe5aeb8b5.debug	37	usr/lib/debug/.build-id/84/098a2749e73c111967fa23fe91fe4fe5aeb8b5.debug
40	usr/lib/debug/.build-id/89/1ded5284e2298a1e7415b5f6b59b920bd4df01.debug	38	usr/lib/debug/.build-id/89/1ded5284e2298a1e7415b5f6b59b920bd4df01.debug
41	usr/lib/debug/.build-id/8b/a7b9551d39aa30578b4a0daf9ba0efd3d4c936.debug	39	usr/lib/debug/.build-id/8b/a7b9551d39aa30578b4a0daf9ba0efd3d4c936.debug
42	usr/lib/debug/.build-id/91/10315d75b96b5747acae5968c3d7318f3fb7fb.debug	40	usr/lib/debug/.build-id/91/10315d75b96b5747acae5968c3d7318f3fb7fb.debug
43	usr/lib/debug/.build-id/91/5c0840b3366b98e6b8a36c109ced8b4b972ef1.debug	41	usr/lib/debug/.build-id/91/5c0840b3366b98e6b8a36c109ced8b4b972ef1.debug
44	usr/lib/debug/.build-id/92/e013a80b8b97a8ba0caae1ce4e3250fdc149ae.debug	42	usr/lib/debug/.build-id/92/e013a80b8b97a8ba0caae1ce4e3250fdc149ae.debug
45	usr/lib/debug/.build-id/94/c4a9409d0040549a405abf9368d690f1d03f01.debug	43	usr/lib/debug/.build-id/94/c4a9409d0040549a405abf9368d690f1d03f01.debug
46	usr/lib/debug/.build-id/95/416cdafb12961d06b7c4adc3d82419540d9c36.debug	44	usr/lib/debug/.build-id/95/416cdafb12961d06b7c4adc3d82419540d9c36.debug
47	usr/lib/debug/.build-id/96/9ddbd702a0793764d49e070ab49c7aa4c4f97a.debug	45	usr/lib/debug/.build-id/96/9ddbd702a0793764d49e070ab49c7aa4c4f97a.debug
		46	usr/lib/debug/.build-id/98/22001a59c25b33cfb62b61810f9f3ce24c2ff2.debug
48	usr/lib/debug/.build-id/98/acb37179533b2c6c3f3960edee2866d9cdb8b2.debug	47	usr/lib/debug/.build-id/98/acb37179533b2c6c3f3960edee2866d9cdb8b2.debug
49	usr/lib/debug/.build-id/9a/7bb7e82bf31ab2c663401a1efaf66a5d4313fb.debug	48	usr/lib/debug/.build-id/9a/7bb7e82bf31ab2c663401a1efaf66a5d4313fb.debug
50	usr/lib/debug/.build-id/9a/e01d9e4424b87fcc8b2400cf2b12bae5b1301d.debug	49	usr/lib/debug/.build-id/9a/e01d9e4424b87fcc8b2400cf2b12bae5b1301d.debug
51	usr/lib/debug/.build-id/9c/5ba2551c1b3f9ad9b00ac70cf82c74f760f9e2.debug	50	usr/lib/debug/.build-id/9c/5ba2551c1b3f9ad9b00ac70cf82c74f760f9e2.debug
52	usr/lib/debug/.build-id/9e/dfbb8fff006bba3e7fde8eedb4db410de5856d.debug	51	usr/lib/debug/.build-id/9e/dfbb8fff006bba3e7fde8eedb4db410de5856d.debug
53	usr/lib/debug/.build-id/a2/a54fab46cc995117abef17386823338cf8c85b.debug	52	usr/lib/debug/.build-id/a2/a54fab46cc995117abef17386823338cf8c85b.debug
54	usr/lib/debug/.build-id/a4/57c0fee7af7b88984be5867e450219580d04f4.debug	53	usr/lib/debug/.build-id/a4/57c0fee7af7b88984be5867e450219580d04f4.debug
Offset 61, 29 lines modified		Offset 60, 30 lines modified
61	usr/lib/debug/.build-id/b0/c581098deaf7efd64964c21edb049eb54ec838.debug	60	usr/lib/debug/.build-id/b0/c581098deaf7efd64964c21edb049eb54ec838.debug
62	usr/lib/debug/.build-id/b1/ee1643886cbc07c32d23e111908978cf379bac.debug	61	usr/lib/debug/.build-id/b1/ee1643886cbc07c32d23e111908978cf379bac.debug
63	usr/lib/debug/.build-id/b9/f90bf53334589e5b7c47a5db54fed2fe82f68d.debug	62	usr/lib/debug/.build-id/b9/f90bf53334589e5b7c47a5db54fed2fe82f68d.debug
64	usr/lib/debug/.build-id/c2/4fb095fbaddc92ef3b088281f9028ae00351bf.debug	63	usr/lib/debug/.build-id/c2/4fb095fbaddc92ef3b088281f9028ae00351bf.debug
65	usr/lib/debug/.build-id/c6/e1301de7c89b8a176500df03dd511c1cd0ef6a.debug	64	usr/lib/debug/.build-id/c6/e1301de7c89b8a176500df03dd511c1cd0ef6a.debug
66	usr/lib/debug/.build-id/c9/100dc23cf663523f332bcdeee2f49f45aaf088.debug	65	usr/lib/debug/.build-id/c9/100dc23cf663523f332bcdeee2f49f45aaf088.debug
67	usr/lib/debug/.build-id/ca/09e789eb7fcad064fbca460fe6575137789022.debug	66	usr/lib/debug/.build-id/ca/09e789eb7fcad064fbca460fe6575137789022.debug
		67	usr/lib/debug/.build-id/cd/00a44945483813a5cdc0f5abd5d1685d3d562e.debug
68	usr/lib/debug/.build-id/ce/02cb1f351d2b26a2b3df28f3d9cde1478362b6.debug	68	usr/lib/debug/.build-id/ce/02cb1f351d2b26a2b3df28f3d9cde1478362b6.debug
69	usr/lib/debug/.build-id/cf/1dea8f1ad53da223be63ef259545e913f5dfce.debug	69	usr/lib/debug/.build-id/cf/1dea8f1ad53da223be63ef259545e913f5dfce.debug
70	usr/lib/debug/.build-id/cf/d3e03c1ccc0f9e82e42185a0762aff25cdc2f3.debug	70	usr/lib/debug/.build-id/cf/d3e03c1ccc0f9e82e42185a0762aff25cdc2f3.debug
71	usr/lib/debug/.build-id/d1/f2e273478ac98fcc13523ac2422b78297c2002.debug	71	usr/lib/debug/.build-id/d1/f2e273478ac98fcc13523ac2422b78297c2002.debug
72	usr/lib/debug/.build-id/d2/249b96ffea17dd24758ed2e72c68c7aa4f8f96.debug	72	usr/lib/debug/.build-id/d2/249b96ffea17dd24758ed2e72c68c7aa4f8f96.debug
73	usr/lib/debug/.build-id/dc/1cf54c98b0717a5191499bbc3ee8b93df5ce77.debug	73	usr/lib/debug/.build-id/dc/1cf54c98b0717a5191499bbc3ee8b93df5ce77.debug
74	usr/lib/debug/.build-id/e1/2a53599981e7be00eb72faca2af3b4ac94bb6d.debug	74	usr/lib/debug/.build-id/e1/2a53599981e7be00eb72faca2af3b4ac94bb6d.debug
		75	usr/lib/debug/.build-id/e1/9b549278a99ad68936896d1f39a4d400e1eb58.debug
75	usr/lib/debug/.build-id/e3/6e26c13cd22cf8bdac7ef8a63a11fc3965cb9d.debug	76	usr/lib/debug/.build-id/e3/6e26c13cd22cf8bdac7ef8a63a11fc3965cb9d.debug
76	usr/lib/debug/.build-id/e5/d4668dfc429c8072678ce691e51336b764ae67.debug	77	usr/lib/debug/.build-id/e5/d4668dfc429c8072678ce691e51336b764ae67.debug
77	usr/lib/debug/.build-id/e5/e10debe2fd7ce8416a61a8882ffadf83a3d6bc.debug	78	usr/lib/debug/.build-id/e5/e10debe2fd7ce8416a61a8882ffadf83a3d6bc.debug
78	usr/lib/debug/.build-id/ea/4a940d78d0a54f233901fbb49265f2b98d0756.debug	79	usr/lib/debug/.build-id/ea/4a940d78d0a54f233901fbb49265f2b98d0756.debug
79	usr/lib/debug/.build-id/eb/009bf05f71624b6914bd064afff80d4c1fb0d0.debug	80	usr/lib/debug/.build-id/eb/009bf05f71624b6914bd064afff80d4c1fb0d0.debug
80	usr/lib/debug/.build-id/ed/12c8e57bbb417f9470f1316b2e93ec6923ea8f.debug	81	usr/lib/debug/.build-id/ed/12c8e57bbb417f9470f1316b2e93ec6923ea8f.debug
81	usr/lib/debug/.build-id/ef/52e3ae3e27e02951c8d04789fabe4d4bfb6bbb.debug	82	usr/lib/debug/.build-id/ef/52e3ae3e27e02951c8d04789fabe4d4bfb6bbb.debug
82	usr/lib/debug/.build-id/f0/01b33e140e3c9d9d56c869c4377cebcdcbd95e.debug	83	usr/lib/debug/.build-id/f0/01b33e140e3c9d9d56c869c4377cebcdcbd95e.debug
83	usr/lib/debug/.build-id/f0/b40b9ef8037625ed064d5703f808c5312ebae5.debug	84	usr/lib/debug/.build-id/f0/b40b9ef8037625ed064d5703f808c5312ebae5.debug
84	usr/lib/debug/.build-id/f2/1cd99b5f7c257c693f4728b3e9eaa0635b462c.debug	85	usr/lib/debug/.build-id/f2/1cd99b5f7c257c693f4728b3e9eaa0635b462c.debug
85	usr/lib/debug/.build-id/f4/31b2340c86d9fb43e2f91bb65e970cac90fdeb.debug	86	usr/lib/debug/.build-id/f4/31b2340c86d9fb43e2f91bb65e970cac90fdeb.debug
86	usr/lib/debug/.build-id/f6/1aef603688bda054ba37a761f8eb2d12662620.debug
87	usr/lib/debug/.build-id/f6/f3addf6023565e0c193dcafe6145039ad3428d.debug	87	usr/lib/debug/.build-id/f6/f3addf6023565e0c193dcafe6145039ad3428d.debug
88	usr/lib/debug/.build-id/fb/561bfa7af8085878fd88f648d0a4d03af6749a.debug	88	usr/lib/debug/.build-id/fb/561bfa7af8085878fd88f648d0a4d03af6749a.debug
89	usr/lib/debug/.dwz/arm-linux-gnueabihf/python3-pandas-lib.debug	89	usr/lib/debug/.dwz/arm-linux-gnueabihf/python3-pandas-lib.debug


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:···························ARM	9	··Machine:···························ARM
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:··········1183484·(bytes·into·file)	13	··Start·of·section·headers:··········1183476·(bytes·into·file)
14	··Flags:·····························0x5000400,·Version5·EABI,·hard-float·ABI	14	··Flags:·····························0x5000400,·Version5·EABI,·hard-float·ABI
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:·········7	17	··Number·of·program·headers:·········7
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·0x120efc:	1	There·are·35·section·headers,·starting·at·offset·0x120ef4:

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············00000114·000114·000024·00···A··0···0··4	5	··[·1]·.note.gnu.build-id·NOTE············00000114·000114·000024·00···A··0···0··4
6	··[·2]·.gnu.hash·········NOBITS··········00000138·000138·000024·04···A··3···0··4	6	··[·2]·.gnu.hash·········NOBITS··········00000138·000138·000024·04···A··3···0··4
7	··[·3]·.dynsym···········NOBITS··········0000015c·000138·000ee0·10···A··4···3··4	7	··[·3]·.dynsym···········NOBITS··········0000015c·000138·000ee0·10···A··4···3··4
Offset 23, 22 lines modified		Offset 23, 22 lines modified
23	··[18]·.dynamic··········NOBITS··········0007fb4c·00fb44·0000f8·08··WA··4···0··4	23	··[18]·.dynamic··········NOBITS··········0007fb4c·00fb44·0000f8·08··WA··4···0··4
24	··[19]·.got··············NOBITS··········0007fc44·00fb44·0003bc·04··WA··0···0··4	24	··[19]·.got··············NOBITS··········0007fc44·00fb44·0003bc·04··WA··0···0··4
25	··[20]·.data·············NOBITS··········00080000·00fb44·00121c·00··WA··0···0··8	25	··[20]·.data·············NOBITS··········00080000·00fb44·00121c·00··WA··0···0··8
26	··[21]·.bss··············NOBITS··········00081220·00fb44·000dd8·00··WA··0···0··8	26	··[21]·.bss··············NOBITS··········00081220·00fb44·000dd8·00··WA··0···0··8
27	··[22]·.comment··········PROGBITS········00000000·000138·00001f·01··MS··0···0··1	27	··[22]·.comment··········PROGBITS········00000000·000138·00001f·01··MS··0···0··1
28	··[23]·.ARM.attributes···ARM_ATTRIBUTES··00000000·000157·000031·00······0···0··1	28	··[23]·.ARM.attributes···ARM_ATTRIBUTES··00000000·000157·000031·00······0···0··1
29	··[24]·.debug_aranges····PROGBITS········00000000·000188·0000ce·00···C··0···0··4	29	··[24]·.debug_aranges····PROGBITS········00000000·000188·0000ce·00···C··0···0··4
30	··[25]·.debug_info·······PROGBITS········00000000·000258·06b1bd·00···C··0···0··4	30	··[25]·.debug_info·······PROGBITS········00000000·000258·06b1b8·00···C··0···0··4
31	··[26]·.debug_abbrev·····PROGBITS········00000000·06b418·0004f4·00···C··0···0··4	31	··[26]·.debug_abbrev·····PROGBITS········00000000·06b410·0004f4·00···C··0···0··4
32	··[27]·.debug_line·······PROGBITS········00000000·06b90c·034c67·00···C··0···0··4	32	··[27]·.debug_line·······PROGBITS········00000000·06b904·034c67·00···C··0···0··4
33	··[28]·.debug_frame······PROGBITS········00000000·0a0574·000f7b·00···C··0···0··4	33	··[28]·.debug_frame······PROGBITS········00000000·0a056c·000f7b·00···C··0···0··4
34	··[29]·.debug_loclists···PROGBITS········00000000·0a14f0·05d1ae·00···C··0···0··4	34	··[29]·.debug_loclists···PROGBITS········00000000·0a14e8·05d1ae·00···C··0···0··4
35	··[30]·.debug_rnglists···PROGBITS········00000000·0fe6a0·010899·00···C··0···0··4	35	··[30]·.debug_rnglists···PROGBITS········00000000·0fe698·010899·00···C··0···0··4
36	··[31]·.gnu_debugaltlink·PROGBITS········00000000·10ef39·000055·00······0···0··1	36	··[31]·.gnu_debugaltlink·PROGBITS········00000000·10ef31·000055·00······0···0··1
37	··[32]·.symtab···········SYMTAB··········00000000·10ef90·0083e0·10·····33·1875··4	37	··[32]·.symtab···········SYMTAB··········00000000·10ef88·0083e0·10·····33·1875··4
38	··[33]·.strtab···········STRTAB··········00000000·117370·009a28·00······0···0··1	38	··[33]·.strtab···········STRTAB··········00000000·117368·009a28·00······0···0··1
39	··[34]·.shstrtab·········STRTAB··········00000000·120d98·000163·00······0···0··1	39	··[34]·.shstrtab·········STRTAB··········00000000·120d90·000163·00······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),·y·(purecode),·p·(processor·specific)	44	··D·(mbind),·y·(purecode),·p·(processor·specific)


Offset 143757, 16 lines modified		Offset 143757, 16 lines modified
143757	····<545a2>···DW_AT_decl_line···:·(data2)·45911	143757	····<545a2>···DW_AT_decl_line···:·(data2)·45911
143758	····<545a4>···DW_AT_decl_column·:·(data1)·13	143758	····<545a4>···DW_AT_decl_column·:·(data1)·13
143759	····<545a5>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>	143759	····<545a5>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>
143760	·<2><545a9>:·Abbrev·Number:·13·(DW_TAG_variable)	143760	·<2><545a9>:·Abbrev·Number:·13·(DW_TAG_variable)
143761	····<545aa>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x918e9)·	143761	····<545aa>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x918e9)·
143762	····<545ae>···DW_AT_decl_file···:·(data1)·1	143762	····<545ae>···DW_AT_decl_file···:·(data1)·1
143763	····<545af>···DW_AT_decl_line···:·(data2)·45912	143763	····<545af>···DW_AT_decl_line···:·(data2)·45912
143764	····<545b1>···DW_AT_decl_column·:·(data1)·17	143764	····<545b1>···DW_AT_decl_column·:·(data1)·26
143765	····<545b2>···DW_AT_type········:·(GNU_ref_alt)·<0x~~1f4e9~~>	143765	····<545b2>···DW_AT_type········:·(GNU_ref_alt)·<0x3318c>
143766	·<2><545b6>:·Abbrev·Number:·13·(DW_TAG_variable)	143766	·<2><545b6>:·Abbrev·Number:·13·(DW_TAG_variable)
143767	····<545b7>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xbd06c)·	143767	····<545b7>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xbd06c)·
143768	····<545bb>···DW_AT_decl_file···:·(data1)·1	143768	····<545bb>···DW_AT_decl_file···:·(data1)·1
143769	····<545bc>···DW_AT_decl_line···:·(data2)·45913	143769	····<545bc>···DW_AT_decl_line···:·(data2)·45913
143770	····<545be>···DW_AT_decl_column·:·(data1)·20	143770	····<545be>···DW_AT_decl_column·:·(data1)·20
143771	····<545bf>···DW_AT_type········:·(GNU_ref_alt)·<0x25081>	143771	····<545bf>···DW_AT_type········:·(GNU_ref_alt)·<0x25081>
143772	·<2><545c3>:·Abbrev·Number:·13·(DW_TAG_variable)	143772	·<2><545c3>:·Abbrev·Number:·13·(DW_TAG_variable)

+GCC:·(Debian·14.2.0-16)·14.2.0
+LP=#i4i·
+Hu\'c=Ew
+r?[AVzsT
+/VWe9le`>x
+,l>NXGp8
+·iGD.yaS
+>VM\7*er
+.md3F(Vv
+cY_1!?n
+S^8y[|0
+%l7xgmvv
+N-)]xI» ·
+*bBz8VtD
+HpDgL$fA
+@n-D1uH4
+~fYF}y}cK
+A(S?QS>M
+[gJE>^+U
+{HpKgL$f
+syJ\:9,[
+a>xB2h_RC
+P$0Knr_?
+PF%pS»  \TB
+tlh3]9q>
+PC;rTl/»
+<\P-4J%ht%hr%hp%hn30
+M`:"|*h'"
+sP63WlN,@:?WnN
+f'flusb7`;s
+OF>%oaD>
+Dodz5wW"
+WApQeL(&
+"L%-DL`S
+VwVNFkvV
+M*_B1*M$
+MMLijb*CS
+o8f}oVj~OO
+}6U$NZ|).R
+lywfgfwggw
+Lsu$T]#Ms#
+)l+dhqA
+t>@(ZW)S
+i[W)S/D~
+pnQras_x
+WSeIfpIfh%97U
+k>S)NT0
+&?*Fwn^A-R
+Qt|N@pUi·)
+i@]5Z?p.
+WWReO$6
+'VO4QrQ>
+Z8AA/9$\
+xba~_oqj
+p#O,M{·AW/)&
+c\)!C)o])o
+}{gwgvvvvw
+t+oGx:|E
+I8q%J}6}
+A<<lqUUn
+U.n,k»  {YK
+TS/krMCYSj
+~zshFvH&L}
+]]}DbV^L2LA
+»       w{W5S·$e
+%y?pDoPv
+hr3Lm»  /C
+$-dIZX)I
+}?Zl3=x!
+X%KH>w`9
+@^yUTic{
+~}/YT?r9
+p<|B"$&s
+;:*s.}m&;
+*JAq.K\O
+_Pw8/u@X
+jzmh3]9q>
+HK,ZW~NRe
+<|M<<N4/
+/·*$h_@TL
+wq6xk+V?
+$B(z%NN"
+%,#%aB» P
+?1Y_Q|PW
+U``1+0.F
+AH2voN,
+^n7]N6x?3)
+Y*3~C0N`
+%=m`gsK^'
+\tj#'BD.b
+Jjs=]hS
+H;S>2J?»
+wgvfvwvv
+aL{qeU·*
+k08wJ/u=
+!l*+Ur:|
+Qb|8F[~R2.
+@h>ZYgBq
+O3*>0F:D%Rnl
+D+?NmYE/6
+b"droUh*
+TJT,Czf{*
+~w[_2K>L
+=YO&tO·.
+I~·cbzL)
+K.^,(Z@dG
+\x/`}'J7
+/·<»     g?tW
+a*.&St::
+wiv)*"MD@EP
+sz-Sras-
+D·'DvXOX
+qo·-D`*L7
+}'z;`»  YT
+'/G6U1<'
+m3xl$}l_
+bh»     tgd>ZiT1
+a7b@U1S0
+~gMBh~gy
+eS:|$LY`
+%pOGJ{Hx
+?%S_$/y)C
+HX)GO6_1z
+QZ@Wdkj|u
+D<}|*-I=k
+p?j.-n1


Offset 143998, 16 lines modified		Offset 143998, 16 lines modified
143998	····<546fd>···DW_AT_decl_line···:·(data2)·45911	143998	····<546fd>···DW_AT_decl_line···:·(data2)·45911
143999	····<546ff>···DW_AT_decl_column·:·(data1)·13	143999	····<546ff>···DW_AT_decl_column·:·(data1)·13
144000	····<54700>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>	144000	····<54700>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>
144001	·<2><54704>:·Abbrev·Number:·13·(DW_TAG_variable)	144001	·<2><54704>:·Abbrev·Number:·13·(DW_TAG_variable)
144002	····<54705>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x918e9)·	144002	····<54705>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x918e9)·
144003	····<54709>···DW_AT_decl_file···:·(data1)·1	144003	····<54709>···DW_AT_decl_file···:·(data1)·1
144004	····<5470a>···DW_AT_decl_line···:·(data2)·45912	144004	····<5470a>···DW_AT_decl_line···:·(data2)·45912
144005	····<5470c>···DW_AT_decl_column·:·(data1)·17	144005	····<5470c>···DW_AT_decl_column·:·(data1)·26
144006	····<5470d>···DW_AT_type········:·(GNU_ref_alt)·<0x~~1f4e9~~>	144006	····<5470d>···DW_AT_type········:·(GNU_ref_alt)·<0x3318c>
144007	·<2><54711>:·Abbrev·Number:·13·(DW_TAG_variable)	144007	·<2><54711>:·Abbrev·Number:·13·(DW_TAG_variable)
144008	····<54712>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xbd06c)·	144008	····<54712>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xbd06c)·
144009	····<54716>···DW_AT_decl_file···:·(data1)·1	144009	····<54716>···DW_AT_decl_file···:·(data1)·1
144010	····<54717>···DW_AT_decl_line···:·(data2)·45913	144010	····<54717>···DW_AT_decl_line···:·(data2)·45913
144011	····<54719>···DW_AT_decl_column·:·(data1)·20	144011	····<54719>···DW_AT_decl_column·:·(data1)·20
144012	····<5471a>···DW_AT_type········:·(GNU_ref_alt)·<0x25081>	144012	····<5471a>···DW_AT_type········:·(GNU_ref_alt)·<0x25081>
144013	·<2><5471e>:·Abbrev·Number:·13·(DW_TAG_variable)	144013	·<2><5471e>:·Abbrev·Number:·13·(DW_TAG_variable)

+XGCC:·(Debian·14.2.0-16)·14.2.0
+:JHj>(#f0
+F=<GT'j`
+%8libFtw0
+_uOU2q-J
+DVGwL$f
+@;·eR2.c+
+CX{Ed;\s
+QMzdzgdq3
+X*W)7Ii-
+ZpYhi60l
+(SYKT.XM
+S]zzhJG8
+k·gC&%he
+Zd7]Xfq]^lq
+|sDAjSysD
+%r,gj»  !7I
+$S*67(
+}.S-\+p5D
+TJPA~H(b
+QY*n1-_eP
+U&9uNUIz
+p[vN1"l»
+Bf.$Gp_@z
+(LSGi_<!R
+oMZ9xSa2
+aydT+F{dT;
+}[#m»   `Y[
+eTJ!XGJ%
+ON,M?!E=
+EYAdJ%x]{U
+{1B_9ONZ
+^-!ZU>]»
+·x},{UB1
+)Wa<hMk
+:aRfRXDM
+x~y$Kf}
+**uy5v*Q
+/W/P/f<
+)<OKl-QM.
+-*V'fwpt
+oSxhtLU;)\
+E`L_:)L7,
+pfJRl8bB
+U)0bZE;)
+qYQ[>v;ks/<
+wheU>iE/
+>[gvfwvw
+'T]G`w(rWu
+`xJF8ze1
+<I0>#5Q
+P*W\h;*V
+»       H>L,DjnE
+>C%Zd)Ae
+Rz^uR-d{
+Ni)v=)Kk
+QH%9Rjcc
+v{hq--0v
+FC=DpYZe4
+R»      QNw"x{
+MDr?N{G»
+/IK\YFU{
+·HCc-"DfV
+v56_Tv{d
+u*S=V,Wk
+(%0M,.lN
+Nk"B~)5=
+p:\Q:?AH
+!Mji/MK+f
+iZc6g$K[
+W:z'M>G»
+sS`4b-:=
+s0W$mp%Yrr_V
+>'8T}Nth
+cTtEv1#[
+o`+}xVXi<0
+Gj1L·5XF:X
+_j>,»   G!C
+sd)Vy'1o
+k03UJi5TQ[
+yUb^6&·x
+G^t;·o`*
+Aq\Q/*^{
+NXs^)|?v
+#·<h"'FB1p
+bR~[$gk+E
+"LHRG"r(
+F{=CtvEUY
+?!?Q(»  hq8
+E83",+g»]
+XFPi-QTEO%m}Y
+^<7R8*Y}
+/1%Xi0ef
+S3B1»   Dmj
+|71?f/2%
+H»      [l;^:/
+Z.Bb*l!w1I
+]_0+-a\(
+·nnDUQTU=
+ll&s»   l.gc
+`Xl"OW>B^
+s4#",{7K%6
+m»      M1[o?j
+Ry!wGNg»
+"'sDbPZG
+Or8.Px.]hB
+//]wt@W5
+m7"1(+Ab
+)T*&]Wj9
+·0"Idm5`l
+[{3;WRs5
+QUFb1yV=
+T6Z;tU.Z
+G|%\»   >3m
+P&8Kg$^
+#:J5hjYT
+yNhi7`t],
+]=»     »     'Pb?
+O=-}+xZPz
+kkJBK·"e
+E0M.@=;.
+p%W|»   j`'
+p?\@SjzW
++"LNq*xc
+gAk6QNWS
+Y.D}jQdb


Offset 66708, 16 lines modified		Offset 66708, 16 lines modified
66708	····<262c9>···DW_AT_decl_line···:·(data2)·34138	66708	····<262c9>···DW_AT_decl_line···:·(data2)·34138
66709	····<262cb>···DW_AT_decl_column·:·(data1)·13	66709	····<262cb>···DW_AT_decl_column·:·(data1)·13
66710	····<262cc>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>	66710	····<262cc>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>
66711	·<2><262d0>:·Abbrev·Number:·13·(DW_TAG_variable)	66711	·<2><262d0>:·Abbrev·Number:·13·(DW_TAG_variable)
66712	····<262d1>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·	66712	····<262d1>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·
66713	····<262d5>···DW_AT_decl_file···:·(data1)·1	66713	····<262d5>···DW_AT_decl_file···:·(data1)·1
66714	····<262d6>···DW_AT_decl_line···:·(data2)·34139	66714	····<262d6>···DW_AT_decl_line···:·(data2)·34139
66715	····<262d8>···DW_AT_decl_column·:·(data1)·16	66715	····<262d8>···DW_AT_decl_column·:·(data1)·26
66716	····<262d9>···DW_AT_type········:·(GNU_ref_alt)·<0x12716>	66716	····<262d9>···DW_AT_type········:·(GNU_ref_alt)·<0x327b8>
66717	·<2><262dd>:·Abbrev·Number:·13·(DW_TAG_variable)	66717	·<2><262dd>:·Abbrev·Number:·13·(DW_TAG_variable)
66718	····<262de>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·	66718	····<262de>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·
66719	····<262e2>···DW_AT_decl_file···:·(data1)·1	66719	····<262e2>···DW_AT_decl_file···:·(data1)·1
66720	····<262e3>···DW_AT_decl_line···:·(data2)·34140	66720	····<262e3>···DW_AT_decl_line···:·(data2)·34140
66721	····<262e5>···DW_AT_decl_column·:·(data1)·13	66721	····<262e5>···DW_AT_decl_column·:·(data1)·13
66722	····<262e6>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>	66722	····<262e6>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>
66723	·<2><262ea>:·Abbrev·Number:·13·(DW_TAG_variable)	66723	·<2><262ea>:·Abbrev·Number:·13·(DW_TAG_variable)
Offset 86639, 16 lines modified		Offset 86639, 16 lines modified
86639	····<32124>···DW_AT_decl_line···:·(data2)·28006	86639	····<32124>···DW_AT_decl_line···:·(data2)·28006
86640	····<32126>···DW_AT_decl_column·:·(data1)·13	86640	····<32126>···DW_AT_decl_column·:·(data1)·13
86641	····<32127>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>	86641	····<32127>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>
86642	·<2><3212b>:·Abbrev·Number:·13·(DW_TAG_variable)	86642	·<2><3212b>:·Abbrev·Number:·13·(DW_TAG_variable)
86643	····<3212c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·	86643	····<3212c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·
86644	····<32130>···DW_AT_decl_file···:·(data1)·1	86644	····<32130>···DW_AT_decl_file···:·(data1)·1
86645	····<32131>···DW_AT_decl_line···:·(data2)·28007	86645	····<32131>···DW_AT_decl_line···:·(data2)·28007
86646	····<32133>···DW_AT_decl_column·:·(data1)·16	86646	····<32133>···DW_AT_decl_column·:·(data1)·26
86647	····<32134>···DW_AT_type········:·(GNU_ref_alt)·<0x12716>	86647	····<32134>···DW_AT_type········:·(GNU_ref_alt)·<0x327b8>
86648	·<2><32138>:·Abbrev·Number:·13·(DW_TAG_variable)	86648	·<2><32138>:·Abbrev·Number:·13·(DW_TAG_variable)
86649	····<32139>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·	86649	····<32139>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·
86650	····<3213d>···DW_AT_decl_file···:·(data1)·1	86650	····<3213d>···DW_AT_decl_file···:·(data1)·1
86651	····<3213e>···DW_AT_decl_line···:·(data2)·28008	86651	····<3213e>···DW_AT_decl_line···:·(data2)·28008
86652	····<32140>···DW_AT_decl_column·:·(data1)·13	86652	····<32140>···DW_AT_decl_column·:·(data1)·13
86653	····<32141>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>	86653	····<32141>···DW_AT_type········:·(GNU_ref_alt)·<0x26364>
86654	·<2><32145>:·Abbrev·Number:·13·(DW_TAG_variable)	86654	·<2><32145>:·Abbrev·Number:·13·(DW_TAG_variable)


Offset 1, 8 lines modified		Offset 1, 8 lines modified
1	GCC:·(Debian·14.2.0-16)·14.2.0	1	h]=V.GCC:·(Debian·14.2.0-16)·14.2.0
2	5*jj(ZQ1	2	5*jj(ZQ1
3	&p}i@» 4c	3	&p}i@» 4c
4	?V1c(cmU	4	?V1c(cmU
5	v>Mv0~93	5	v>Mv0~93
6	<\nR2_ZB	6	<\nR2_ZB
7	4sUzlAt,VY	7	4sUzlAt,VY
8	X4f,y`t%	8	X4f,y`t%
Offset 15, 14 lines modified		Offset 15, 15 lines modified
15	;!B1» D}'	15	;!B1» D}'
16	>DP<~k%-	16	>DP<~k%-
17	·l:RJb?VY	17	·l:RJb?VY
18	_S$&S#FwB,0	18	_S$&S#FwB,0
19	p_EY1hgukR9	19	p_EY1hgukR9
20	$Wlzf'*}'	20	$Wlzf'*}'
21	)wMD,{!c/	21	)wMD,{!c/
		22	523efPsdf
22	N+y<P*!/OJW{	23	N+y<P*!/OJW{
23	`$\|j}/dZ6	24	`$\|j}/dZ6
24	@8g7·tm%	25	@8g7·tm%
25	xdbz» S7Cm	26	xdbz» S7Cm
26	Ir?d)24s.i=z	27	Ir?d)24s.i=z
27	+J(Zg`;^	28	+J(Zg`;^
28	CFMuiA5AT*	29	CFMuiA5AT*


Offset 23, 15 lines modified		Offset 23, 15 lines modified
23	··[18]·.dynamic··········NOBITS··········0004fbac·00fba4·0000f8·08··WA··4···0··4	23	··[18]·.dynamic··········NOBITS··········0004fbac·00fba4·0000f8·08··WA··4···0··4
24	··[19]·.got··············NOBITS··········0004fca4·00fba4·00035c·04··WA··0···0··4	24	··[19]·.got··············NOBITS··········0004fca4·00fba4·00035c·04··WA··0···0··4
25	··[20]·.data·············NOBITS··········00050000·00fba4·000ad8·00··WA··0···0··8	25	··[20]·.data·············NOBITS··········00050000·00fba4·000ad8·00··WA··0···0··8
26	··[21]·.bss··············NOBITS··········00050ad8·00fba4·0008d8·00··WA··0···0··8	26	··[21]·.bss··············NOBITS··········00050ad8·00fba4·0008d8·00··WA··0···0··8
27	··[22]·.comment··········PROGBITS········00000000·000138·00001f·01··MS··0···0··1	27	··[22]·.comment··········PROGBITS········00000000·000138·00001f·01··MS··0···0··1
28	··[23]·.ARM.attributes···ARM_ATTRIBUTES··00000000·000157·000031·00······0···0··1	28	··[23]·.ARM.attributes···ARM_ATTRIBUTES··00000000·000157·000031·00······0···0··1
29	··[24]·.debug_aranges····PROGBITS········00000000·000188·0000a7·00···C··0···0··4	29	··[24]·.debug_aranges····PROGBITS········00000000·000188·0000a7·00···C··0···0··4
30	··[25]·.debug_info·······PROGBITS········00000000·000230·03f69c·00···C··0···0··4	30	··[25]·.debug_info·······PROGBITS········00000000·000230·03f69b·00···C··0···0··4
31	··[26]·.debug_abbrev·····PROGBITS········00000000·03f8cc·0003e2·00···C··0···0··4	31	··[26]·.debug_abbrev·····PROGBITS········00000000·03f8cc·0003e2·00···C··0···0··4
32	··[27]·.debug_line·······PROGBITS········00000000·03fcb0·021450·00···C··0···0··4	32	··[27]·.debug_line·······PROGBITS········00000000·03fcb0·021450·00···C··0···0··4
33	··[28]·.debug_frame······PROGBITS········00000000·061100·000af7·00···C··0···0··4	33	··[28]·.debug_frame······PROGBITS········00000000·061100·000af7·00···C··0···0··4
34	··[29]·.debug_loclists···PROGBITS········00000000·061bf8·036997·00···C··0···0··4	34	··[29]·.debug_loclists···PROGBITS········00000000·061bf8·036997·00···C··0···0··4
35	··[30]·.debug_rnglists···PROGBITS········00000000·098590·0097e6·00···C··0···0··4	35	··[30]·.debug_rnglists···PROGBITS········00000000·098590·0097e6·00···C··0···0··4
36	··[31]·.gnu_debugaltlink·PROGBITS········00000000·0a1d76·000055·00······0···0··1	36	··[31]·.gnu_debugaltlink·PROGBITS········00000000·0a1d76·000055·00······0···0··1
37	··[32]·.symtab···········SYMTAB··········00000000·0a1dcc·005c40·10·····33·1265··4	37	··[32]·.symtab···········SYMTAB··········00000000·0a1dcc·005c40·10·····33·1265··4


Offset 66206, 16 lines modified		Offset 66206, 16 lines modified
66206	····<25de0>···DW_AT_decl_line···:·(data2)·34138	66206	····<25de0>···DW_AT_decl_line···:·(data2)·34138
66207	····<25de2>···DW_AT_decl_column·:·(data1)·13	66207	····<25de2>···DW_AT_decl_column·:·(data1)·13
66208	····<25de3>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>	66208	····<25de3>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>
66209	·<2><25de7>:·Abbrev·Number:·13·(DW_TAG_variable)	66209	·<2><25de7>:·Abbrev·Number:·13·(DW_TAG_variable)
66210	····<25de8>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·	66210	····<25de8>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·
66211	····<25dec>···DW_AT_decl_file···:·(data1)·1	66211	····<25dec>···DW_AT_decl_file···:·(data1)·1
66212	····<25ded>···DW_AT_decl_line···:·(data2)·34139	66212	····<25ded>···DW_AT_decl_line···:·(data2)·34139
66213	····<25def>···DW_AT_decl_column·:·(data1)·16	66213	····<25def>···DW_AT_decl_column·:·(data1)·26
66214	····<25df0>···DW_AT_type········:·(GNU_ref_alt)·<0x12716>	66214	····<25df0>···DW_AT_type········:·(GNU_ref_alt)·<0x327b8>
66215	·<2><25df4>:·Abbrev·Number:·13·(DW_TAG_variable)	66215	·<2><25df4>:·Abbrev·Number:·13·(DW_TAG_variable)
66216	····<25df5>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·	66216	····<25df5>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·
66217	····<25df9>···DW_AT_decl_file···:·(data1)·1	66217	····<25df9>···DW_AT_decl_file···:·(data1)·1
66218	····<25dfa>···DW_AT_decl_line···:·(data2)·34140	66218	····<25dfa>···DW_AT_decl_line···:·(data2)·34140
66219	····<25dfc>···DW_AT_decl_column·:·(data1)·13	66219	····<25dfc>···DW_AT_decl_column·:·(data1)·13
66220	····<25dfd>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>	66220	····<25dfd>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>
66221	·<2><25e01>:·Abbrev·Number:·13·(DW_TAG_variable)	66221	·<2><25e01>:·Abbrev·Number:·13·(DW_TAG_variable)
Offset 86116, 16 lines modified		Offset 86116, 16 lines modified
86116	····<31c39>···DW_AT_decl_line···:·(data2)·28006	86116	····<31c39>···DW_AT_decl_line···:·(data2)·28006
86117	····<31c3b>···DW_AT_decl_column·:·(data1)·13	86117	····<31c3b>···DW_AT_decl_column·:·(data1)·13
86118	····<31c3c>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>	86118	····<31c3c>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>
86119	·<2><31c40>:·Abbrev·Number:·13·(DW_TAG_variable)	86119	·<2><31c40>:·Abbrev·Number:·13·(DW_TAG_variable)
86120	····<31c41>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·	86120	····<31c41>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x9187a)·
86121	····<31c45>···DW_AT_decl_file···:·(data1)·1	86121	····<31c45>···DW_AT_decl_file···:·(data1)·1
86122	····<31c46>···DW_AT_decl_line···:·(data2)·28007	86122	····<31c46>···DW_AT_decl_line···:·(data2)·28007
86123	····<31c48>···DW_AT_decl_column·:·(data1)·16	86123	····<31c48>···DW_AT_decl_column·:·(data1)·26
86124	····<31c49>···DW_AT_type········:·(GNU_ref_alt)·<0x12716>	86124	····<31c49>···DW_AT_type········:·(GNU_ref_alt)·<0x327b8>
86125	·<2><31c4d>:·Abbrev·Number:·13·(DW_TAG_variable)	86125	·<2><31c4d>:·Abbrev·Number:·13·(DW_TAG_variable)
86126	····<31c4e>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·	86126	····<31c4e>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xd884e)·
86127	····<31c52>···DW_AT_decl_file···:·(data1)·1	86127	····<31c52>···DW_AT_decl_file···:·(data1)·1
86128	····<31c53>···DW_AT_decl_line···:·(data2)·28008	86128	····<31c53>···DW_AT_decl_line···:·(data2)·28008
86129	····<31c55>···DW_AT_decl_column·:·(data1)·13	86129	····<31c55>···DW_AT_decl_column·:·(data1)·13
86130	····<31c56>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>	86130	····<31c56>···DW_AT_type········:·(GNU_ref_alt)·<0x297a7>
86131	·<2><31c5a>:·Abbrev·Number:·13·(DW_TAG_variable)	86131	·<2><31c5a>:·Abbrev·Number:·13·(DW_TAG_variable)


Offset 1, 8 lines modified		Offset 1, 8 lines modified
1	f&·GCC:·(Debian·14.2.0-16)·14.2.0	1	%7GCC:·(Debian·14.2.0-16)·14.2.0
2	hFE_*6Rq	2	hFE_*6Rq
3	xUsd/P.o	3	xUsd/P.o
4	8&·qshS:	4	8&·qshS:
5	l_[Wu/A}	5	l_[Wu/A}
6	K^V~%)gb	6	K^V~%)gb
7	&(\v9;;~	7	&(\v9;;~
8	uj"eP)uJ{	8	uj"eP)uJ{
Offset 18, 51 lines modified		Offset 18, 57 lines modified
18	\|h?:C5ns2	18	\|h?:C5ns2
19	o9%\m9+\	19	o9%\m9+\
20	<» '~Lk5» N	20	<» '~Lk5» N
21	\JI63L>+%g	21	\JI63L>+%g
22	K0r,N/&_	22	K0r,N/&_
23	·\|0^Ig7D	23	·\|0^Ig7D
24	]2yWFKqobE#	24	]2yWFKqobE#
25	cb1)KLQ6
26	(he5jE>TP
27	nH5J&yky(
28	?&RK$zgJ
29	k_GwzMFo
30	u,V:n=*:
31	nDp5y17y
32	9m-rK+r^+
33	RX[<MUHam
34	}f8EN:\|<:
35	\|/Z9(oYW
36	Pm!Tr[Sm
37	l$fjrNd9
38	\,5N(*_K4
39	=K;OWhB?8C
40	+EI!J#-Xx
41	V.Kjo@{QT
42	3.q-l'=~
43	\kzUpHs7U
44	!» IH#·Ml
45	Fa@1Jm!)
46	6*/+Nx~;
47	'0R<a<K8B"
48	h=J+yx2o
49	6<RK9u83d
50	&~De]Jz~Oe
51	G0!{IHW_CQ
52	UHC04XiY/F
53	Y'/SE1[w/
54	RhRwF{\?!v$
55	5z&,E/g)
56	R.*CD!r!
57	s]UV15lw
58	/]v4w!<g
59	n;)ZG,=g
60	r)RtI4.)
61	~~$<0]QaC·j~~	25	K(+l^Q;.e
		26	H0D\RSqb1k
		27	lI\|D9Cx!
		28	Z-,`Y.7YOP
		29	]FV*n·?m
		30	XJTNhT^w
		31	M~@bPG9P
		32	hw_p{G+J
		33	m61~`1Go
		34	L(N\|u·+O
		35	&-bKWy-,
		36	e+R/^/JW{
		37	wXV(?[Th'
		38	I9,Op=_K~n
		39	Sg;<t6+8
		40	;MiL,&qOi<
		41	MHMu$N,n
		42	xhi6GQtv
		43	eqr(hCXI
		44	'7·=a(Mx
		45	MD}$J]Pv&9
		46	"MDEDTDEE
		47	~&QOFYmg
		48	89[mj#P>
		49	=T6goEXsF
		50	Hsvm+g85-j
		51	~@+PI-^e0
		52	vZrUR>W;X
		53	X&~;+nJf>
		54	CkM`g·_k
		55	o6kSB5Z:
		56	&-W\|D>-c
		57	FN[+n$FY_"
		58	flF>,xf3
		59	Y("!^jgp
		60	@0'~/kd//"
		61	TM)gi~N{
		62	Xma%>GtG
		63	zy?j8"iQ
		64	~o=`k9O.
		65	TE@?NR=#
		66	i9)8A,'5
		67	>lu\|&35n
62	xm5eh5!7	68	xm5eh5!7
63	W+n.T?svG	69	W+n.T?svG
64	7b82fLdG	70	7b82fLdG
65	q%4x7(Mo	71	q%4x7(Mo
66	&?)E^» Py	72	&?)E^» Py
67	/:L\|;@W-	73	/:L\|;@W-
68	j;%K%6;U	74	j;%K%6;U