/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.8zfIdCKc/pandas_2.2.3+dfsg-8.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.8zfIdCKc/pandas_2.2.3+dfsg-8.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.8zfIdCKc/pandas_2.2.3+dfsg-8.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.8zfIdCKc/b1/pandas_2.2.3+dfsg-8_arm64.changes /srv/reproducible-results/rbuild-debian/r-b-build.8zfIdCKc/b2/pandas_2.2.3+dfsg-8

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28.6 MB

/srv/reproducible-results/rbuild-debian/r-b-build.8zfIdCKc/b1/pandas_2.2.3+dfsg-8_arm64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.8zfIdCKc/b2/pandas_2.2.3+dfsg-8_arm64.changes ¶

⊟

733 B

Files ¶

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213 KB

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

⊟

370 B

file list ¶

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

212 KB

data.tar.xz ¶

⊟

212 KB

data.tar ¶

⊟

9.5 KB

file list ¶

⊟

64.9 KB

⊟

64.8 KB

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4.38 KB

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1.47 KB

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30.7 KB

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10.3 KB

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4.06 KB

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1020 B

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89.1 KB

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88.9 KB

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88.9 KB

Similarity: 0.9985610875706213% Differences: {"'cells'": "{1: {'metadata': {'execution': {'iopub.execute_input': '2025-02-13T00:04:29.331127Z', " "'iopub.status.busy': '2025-02-13T00:04:29.330662Z', 'iopub.status.idle': " "'2025-02-13T00:04:29.750346Z', 'shell.execute_reply': " "'2025-02-13T00:04:29.742989Z'}}}, 3: {'metadata': {'execution': " "{'iopub.execute_input': '2025-02-13T00:04:29.766964Z', 'iopub.status.busy': " "'2025-02-13T00:04:29.766597Z', 'iopub.status.idle': '2025-02-13T00:04:3 […]

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3.76 KB

⊟

1.04 KB

⊟

2.96 KB

⊟

1010 B

⊟

2.93 KB

⊟

711 B

⊟

3.95 KB

python3-pandas-lib_2.2.3+dfsg-8_arm64.deb ¶

⊟

452 B

file list ¶

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

3.33 KB

data.tar.xz ¶

⊟

3.31 KB

data.tar ¶

⊟

1.65 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-312-aarch64-linux-gnu.so ¶

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

628 B

readelf --wide --notes {} ¶

⊟

811 B

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

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

⊟

1.65 KB

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

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

628 B

readelf --wide --notes {} ¶

⊟

811 B

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

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

⊟

28.3 MB

python3-pandas-lib-dbgsym_2.2.3+dfsg-8_arm64.deb ¶

⊟

367 B

file list ¶

⊟

11.1 KB

control.tar.xz ¶

⊟

11.1 KB

control.tar ¶

⊟

7.51 KB

./control ¶

⊟

3.55 KB

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

3.5 KB

line order ¶

⊟

28.3 MB

data.tar.xz ¶

⊟

28.3 MB

data.tar ¶

⊟

7.29 KB

file list ¶

⊟

14.1 MB

./usr/lib/debug/.build-id/95/99b1fd2bc744622fc05477bf9c2d3d78469276.debug vs.

./usr/lib/debug/.build-id/36/aaed1b5c4fa44675dd699cb7f7b408176f3122.debug ¶

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

⊟

863 B

readelf --wide --file-header {} ¶

⊟

3.29 KB

readelf --wide --sections {} ¶

⊟

628 B

readelf --wide --notes {} ¶

⊟

14.0 MB

readelf --wide --debug-dump=info {} ¶

⊟

37.9 KB

readelf --wide --debug-dump=loc {} ¶

⊟

2.46 KB

strings --all --bytes=8 {} ¶

⊟

14.3 MB

./usr/lib/debug/.build-id/eb/c1093013b801a3c66dc7476ae239d834547c91.debug vs.

./usr/lib/debug/.build-id/3b/c8e2bfe663bca901424546fe4aaed11b4c2064.debug ¶

File has been modified after NT_GNU_BUILD_ID has been applied. Files 89% similar despite different names

⊟

863 B

readelf --wide --file-header {} ¶

⊟

3.29 KB

readelf --wide --sections {} ¶

⊟

628 B

readelf --wide --notes {} ¶

⊟

14.2 MB

readelf --wide --debug-dump=info {} ¶

⊟

37.9 KB

readelf --wide --debug-dump=loc {} ¶

⊟

2.35 KB

strings --all --bytes=8 {} ¶


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

1	·1b1d785b7b3921c742e1f5fd3014c996·10793780·doc·optional·python-pandas-doc_2.2.3+dfsg-8_all.deb
2	·b82025b39799b33c0c035eac8a4943c9·70934760·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-8_arm64.deb
3	·ab1541~~411f7241c7230e~~430ae2e37ec7·602590~~4·pyth~~on·optional·python3-pandas-~~lib~~_2.2.3+dfsg-8_arm64.deb	1	·481b7f1a085ddfc958458a42cab259e2·10793776·doc·optional·python-pandas-doc_2.2.3+dfsg-8_all.deb
		2	·8f04d3428e523868db590d729ceeefe4·70943328·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-8_arm64.deb
		3	·d5206db7c636db49d3efce5f5cf8f753·6025516·python·optional·python3-pandas-lib_2.2.3+dfsg-8_arm64.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···147392·2025-02-01·18:39:17.000000·control.tar.xz	2	-rw-r--r--···0········0········0···147388·2025-02-01·18:39:17.000000·control.tar.xz
3	-rw-r--r--···0········0········0·10646196·2025-02-01·18:39:17.000000·data.tar.xz	3	-rw-r--r--···0········0········0·10646196·2025-02-01·18:39:17.000000·data.tar.xz


Offset 21494, 31 lines modified		Offset 21494, 31 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":·~~[2193,·~~2264],	21501	········"002":·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,·2~~193,·2~~235],	21507	········"003":·[2185,·2235],
21508	········"003144":·2210,	21508	········"003144":·2210,
21509	········"003337":·2207,	21509	········"003337":·2207,
21510	········"003494":·15,	21510	········"003494":·15,
21511	········"003507":·[2209,·2218],	21511	········"003507":·[2209,·2218],
21512	········"003556":·2207,	21512	········"003556":·2207,
21513	········"00360":·2294,	21513	········"00360":·2294,
21514	········"003733":·2207,	21514	········"003733":·2207,
21515	········"003932":·2216,	21515	········"003932":·2216,
21516	········"003945":·2210,	21516	········"003945":·2210,
21517	········"004":·[2186,·2~~193,·2~~227],	21517	········"004":·[2186,·2227],
21518	········"004000":·2232,	21518	········"004000":·2232,
21519	········"004005006":·[287,·939],	21519	········"004005006":·[287,·939],
21520	········"004054":·2229,	21520	········"004054":·2229,
21521	········"004091":·[2204,·2257],	21521	········"004091":·[2204,·2257],
21522	········"004127":·2207,	21522	········"004127":·2207,
21523	········"004194":·2186,	21523	········"004194":·2186,
21524	········"004201":·2186,	21524	········"004201":·2186,
Offset 21542, 22 lines modified		Offset 21542, 22 lines modified
21542	········"006438":·2215,	21542	········"006438":·2215,
21543	········"006549":·[182,·760],	21543	········"006549":·[182,·760],
21544	········"006695":·2186,	21544	········"006695":·2186,
21545	········"006747":·[2185,·2197,·2199,·2202,·2204,·2215],	21545	········"006747":·[2185,·2197,·2199,·2202,·2204,·2215],
21546	········"006871":·2212,	21546	········"006871":·2212,
21547	········"006888":·2220,	21547	········"006888":·2220,
21548	········"006938":·2207,	21548	········"006938":·2207,
21549	········"007":·2193,
21550	········"007200":·2184,	21549	········"007200":·2184,
21551	········"007207":·[2184,·2214],	21550	········"007207":·[2184,·2214],
21552	········"007717":·2199,	21551	········"007717":·2199,
21553	········"007824":·15,	21552	········"007824":·15,
21554	········"007952":·2207,	21553	········"007952":·2207,
21555	········"007996":·2186,	21554	········"007996":·2186,
21556	········"007f":·203,	21555	········"007f":·203,
		21556	········"008":·2193,
21557	········"008182":·2204,	21557	········"008182":·2204,
21558	········"008298":·2186,	21558	········"008298":·2186,
21559	········"008344":·2207,	21559	········"008344":·2207,
21560	········"008358":·2207,	21560	········"008358":·2207,
21561	········"008500":·15,	21561	········"008500":·15,
21562	········"008543":·[102,·1158],	21562	········"008543":·[102,·1158],
21563	········"008943":·[102,·1158],	21563	········"008943":·[102,·1158],
Offset 21569, 15 lines modified		Offset 21569, 16 lines modified
21569	········"009673":·2195,	21569	········"009673":·2195,
21570	········"009783":·2207,	21570	········"009783":·2207,
21571	········"009797":·2186,	21571	········"009797":·2186,
21572	········"009826":·[102,·1158,·2205],	21572	········"009826":·[102,·1158,·2205],
21573	········"009920":·[2184,·2195,·2214],	21573	········"009920":·[2184,·2195,·2214],
21574	········"00am":·2230,	21574	········"00am":·2230,
21575	········"00index":·2218,	21575	········"00index":·2218,
21576	········"01":·[3,·15,·16,·17,·19,·29,·30,·31,·36,·79,·80,·82,·88,·107,·121,·182,·187,·207,·213,·218,·219,·230,·242,·261,·270,·271,·276,·277,·278,·283,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·298,·299,·301,·302,·303,·304,·305,·306,·307,·308,·309,·310,·311,·312,·313,·314,·315,·316,·317,·318,·319,·320,·321,·322,·323,·324,·326,·329,·330,·331,·332,·333,·345,·362,·363,·423,·445,·510,·511,·513,·514,·515,·516,·517,·519,·521,·523,·525,·529,·531,·532,·533,·534,·535,·536,·537,·541,·542,·543,·544,·545,·546,·547,·548,·549,·551,·554,·556,·557,·558,·560,·561,·562,·563,·564,·565,·566,·575,·591,·592,·593,·600,·629,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·655,·656,·657,·658,·659,·660,·661,·662,·663,·665,·666,·667,·668,·670,·671,·673,·674,·675,·676,·677,·678,·679,·680,·684,·685,·686,·688,·689,·696,·760,·763,·781,·788,·793,·804,·817,·874,·893,·898,·899,·902,·903,·904,·905,·909,·910,·917,·919,·922,·929,·934,·939,·940,·943,·944,·945,·948,·949,·953,·954,·957,·959,·960,·969,·972,·982,·984,·997,·1000,·1001,·1003,·1004,·1005,·1011,·1014,·1016,·1017,·1020,·1021,·1024,·1051,·1075,·1078,·1106,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1164,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1221,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1286,·1287,·1288,·1290,·1291,·1292,·1293,·1294,·1295,·1296,·1297,·1344,·1345,·1367,·1391,·1392,·1393,·1436,·1447,·1452,·1475,·1488,·1490,·1498,·1500,·1501,·1506,·1524,·1542,·1560,·1620,·1699,·1720,·1741,·1793,·1815,·1857,·1930,·1947,·1982,·2036,·2054,·2090,·2108,·2127,·2163,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2204,·2205,·2206,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2261,·2264,·2265,·2271,·2283,·2289,·2294,·2298,·2302,·2307],	21576	········"01":·[3,·15,·16,·17,·19,·29,·30,·31,·36,·79,·80,·82,·88,·107,·121,·182,·187,·207,·213,·218,·219,·230,·242,·261,·270,·271,·276,·277,·278,·283,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·298,·299,·301,·302,·303,·304,·305,·306,·307,·308,·309,·310,·311,·312,·313,·314,·315,·316,·317,·318,·319,·320,·321,·322,·323,·324,·326,·329,·330,·331,·332,·333,·345,·362,·363,·423,·445,·510,·511,·513,·514,·515,·516,·517,·519,·521,·523,·525,·529,·531,·532,·533,·534,·535,·536,·537,·541,·542,·543,·544,·545,·546,·547,·548,·549,·551,·554,·556,·557,·558,·560,·561,·562,·563,·564,·565,·566,·575,·591,·592,·593,·600,·629,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·655,·656,·657,·658,·659,·660,·661,·662,·663,·665,·666,·667,·668,·670,·671,·673,·674,·675,·676,·677,·678,·679,·680,·684,·685,·686,·688,·689,·696,·760,·763,·781,·788,·793,·804,·817,·874,·893,·898,·899,·902,·903,·904,·905,·909,·910,·917,·919,·922,·929,·934,·939,·940,·943,·944,·945,·948,·949,·953,·954,·957,·959,·960,·969,·972,·982,·984,·997,·1000,·1001,·1003,·1004,·1005,·1011,·1014,·1016,·1017,·1020,·1021,·1024,·1051,·1075,·1078,·1106,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1164,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1221,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1286,·1287,·1288,·1290,·1291,·1292,·1293,·1294,·1295,·1296,·1297,·1344,·1345,·1367,·1391,·1392,·1393,·1436,·1447,·1452,·1475,·1488,·1490,·1498,·1500,·1501,·1506,·1524,·1542,·1560,·1620,·1699,·1720,·1741,·1793,·1815,·1857,·1930,·1947,·1982,·2036,·2054,·2090,·2108,·2127,·2163,·2184,·2185,·2186,·2188,·2191,·2193,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2204,·2205,·2206,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2261,·2264,·2265,·2271,·2283,·2289,·2294,·2298,·2302,·2307],
		21577	········"010":·2193,
21577	········"0100":·[575,·893,·957,·970,·997,·1004,·1014,·1016,·1020,·1021,·1498,·2186,·2199,·2210,·2246,·2271],	21578	········"0100":·[575,·893,·957,·970,·997,·1004,·1014,·1016,·1020,·1021,·1498,·2186,·2199,·2210,·2246,·2271],
21578	········"010000":·[954,·1894],	21579	········"010000":·[954,·1894],
21579	········"010010012":·[923,·2209],	21580	········"010010012":·[923,·2209],
21580	········"010026":·2191,	21581	········"010026":·2191,
21581	········"010081":·15,	21582	········"010081":·15,
21582	········"010165":·2199,	21583	········"010165":·2199,
21583	········"010589":·2193,	21584	········"010589":·2193,
Offset 21597, 15 lines modified		Offset 21598, 14 lines modified
21597	········"011975":·2207,	21598	········"011975":·2207,
21598	········"012108":·2207,	21599	········"012108":·2207,
21599	········"012299":·2207,	21600	········"012299":·2207,
21600	········"0123456789123456":·[2164,·2165],	21601	········"0123456789123456":·[2164,·2165],
21601	········"012549":·2207,	21602	········"012549":·2207,
21602	········"012694":·2199,	21603	········"012694":·2199,
21603	········"012922":·2219,	21604	········"012922":·2219,
21604	········"013":·2193,
21605	········"013086":·15,	21605	········"013086":·15,
21606	········"0133":·2202,	21606	········"0133":·2202,
21607	········"013448":·2207,	21607	········"013448":·2207,
21608	········"013605":·2207,	21608	········"013605":·2207,
21609	········"013684":·[182,·760],	21609	········"013684":·[182,·760],
21610	········"013692":·[102,·1158],	21610	········"013692":·[102,·1158],
21611	········"013747":·2199,	21611	········"013747":·2199,
Offset 21627, 15 lines modified		Offset 21627, 14 lines modified
21627	········"015083":·2186,	21627	········"015083":·2186,
21628	········"015420":·2195,	21628	········"015420":·2195,
21629	········"015458":·2207,	21629	········"015458":·2207,
21630	········"015696":·[2220,·2228,·2230],	21630	········"015696":·[2220,·2228,·2230],
21631	········"015906":·2186,	21631	········"015906":·2186,
21632	········"015962":·[2184,·2214],	21632	········"015962":·[2184,·2214],
21633	········"015988":·2186,	21633	········"015988":·2186,
21634	········"016":·2193,
21635	········"016009":·15,	21634	········"016009":·15,
21636	········"016287":·2210,	21635	········"016287":·2210,
21637	········"016331":·2210,	21636	········"016331":·2210,
21638	········"016424":·[16,·19],	21637	········"016424":·[16,·19],
21639	········"016692":·[2184,·2195,·2214],	21638	········"016692":·[2184,·2195,·2214],
21640	········"01685762652715874":·[624,·1215],	21639	········"01685762652715874":·[624,·1215],
21641	········"017106":·2207,	21640	········"017106":·2207,
Offset 21704, 15 lines modified		Offset 21703, 15 lines modified
21704	········"024580":·[2184,·2195,·2214],	21703	········"024580":·[2184,·2195,·2214],
21705	········"024738":·[102,·1158],	21704	········"024738":·[102,·1158],
21706	········"024786":·2207,	21705	········"024786":·2207,
21707	········"024810":·2207,	21706	········"024810":·2207,
21708	········"0249":·[267,·896],	21707	········"0249":·[267,·896],
21709	········"024925":·2195,	21708	········"024925":·2195,
21710	········"024967":·2207,	21709	········"024967":·2207,
21711	········"025":·[2186,·2~~193,·2~~222,·2227],	21710	········"025":·[2186,·2222,·2227],
21712	········"025054":·2184,	21711	········"025054":·2184,
21713	········"025270":·2186,	21712	········"025270":·2186,
21714	········"025363":·2186,	21713	········"025363":·2186,
21715	········"025367":·2207,	21714	········"025367":·2207,
21716	········"025747":·[2191,·2197,·2207],	21715	········"025747":·[2191,·2197,·2207],
21717	········"026036":·2207,	21716	········"026036":·2207,
21718	········"026158":·2210,	21717	········"026158":·2210,
Offset 21728, 15 lines modified		Offset 21727, 15 lines modified
21728	········"028152":·2207,	21727	········"028152":·2207,
21729	········"028166":·15,	21728	········"028166":·15,
21730	········"028182":·2207,	21729	········"028182":·2207,
21731	········"028578":·2207,	21730	········"028578":·2207,
21732	········"028603":·2195,	21731	········"028603":·2195,
21733	········"028662":·28,	21732	········"028662":·28,
Max diff block lines reached; 58625/66288 bytes (88.44%) 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">222·us·+-·12.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
1852	<span·class="go">243·us·+-·~~34.2~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1853	<span·class="go">123·us·+-·8.66·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1853	<span·class="go">76·us·+-·7.76·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1854	</pre></div>	1854	</pre></div>
1855	</div>	1855	</div>
1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>	1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>

1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]	1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]
1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)	1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)
1859	<span·class="gp">···.....:·</span>	1859	<span·class="gp">···.....:·</span>
		1860	<span·class="go">167·us·+-·25.8·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
1860	<span·class="go">165·us·+-·7.22·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1861	<span·class="go">146·us·+-·6.44·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1861	<span·class="go">161·us·+-·17.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1862	</pre></div>	1862	</pre></div>
1863	</div>	1863	</div>
1864	</section>	1864	</section>
1865	<section·id="index-types">	1865	<section·id="index-types">
1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>	1866	<span·id="advanced-index-types"></span><h2>Index·types<a·class="headerlink"·href="#index-types"·title="Link·to·this·heading">#</a></h2>
1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.	1867	<p>We·have·discussed·<code·class="docutils·literal·notranslate"><span·class="pre">MultiIndex</span></code>·in·the·previous·sections·pretty·extensively.
1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,	1868	Documentation·about·<code·class="docutils·literal·notranslate"><span·class="pre">DatetimeIndex</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">PeriodIndex</span></code>·are·shown·<a·class="reference·internal"·href="timeseries.html#timeseries-overview"><span·class="std·std-ref">here</span></a>,


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

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

1247	In·[143]:·%timeit·arr[indexer]	1247	In·[143]:·%timeit·arr[indexer]
1248	···.....:·%timeit·arr.take(indexer,·axis=0)	1248	···.....:·%timeit·arr.take(indexer,·axis=0)
1249	···.....:	1249	···.....:
		1250	222·us·+-·12.2·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
1250	243·us·+-·~~34.2~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1251	123·us·+-·8.66·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1251	76·us·+-·7.76·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1252	In·[144]:·ser·=·pd.Series(arr[:,·0])	1252	In·[144]:·ser·=·pd.Series(arr[:,·0])

1253	In·[145]:·%timeit·ser.iloc[indexer]	1253	In·[145]:·%timeit·ser.iloc[indexer]
1254	···.....:·%timeit·ser.take(indexer)	1254	···.....:·%timeit·ser.take(indexer)
1255	···.....:	1255	···.....:
		1256	167·us·+-·25.8·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
1256	165·us·+-·7.22·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1257	146·us·+-·6.44·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1257	161·us·+-·17.7·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8	1258	\x8\x8\x8\x8\x8·I\x8In\x8nd\x8de\x8ex\x8x·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8\x8
1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.	1259	We·have·discussed·MultiIndex·in·the·previous·sections·pretty·extensively.
1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and	1260	Documentation·about·DatetimeIndex·and·PeriodIndex·are·shown·_\x8h_\x8e_\x8r_\x8e,·and
1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.	1261	documentation·about·TimedeltaIndex·is·found·_\x8h_\x8e_\x8r_\x8e.
1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.	1262	In·the·following·sub-sections·we·will·highlight·some·other·index·types.
1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8	1263	\x8\x8\x8\x8·C\x8Ca\x8at\x8te\x8eg\x8go\x8or\x8ri\x8ic\x8ca\x8al\x8lI\x8In\x8nd\x8de\x8ex\x8x_\x8#\x8#·\x8\x8\x8\x8
1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with	1264	_\x8C_\x8a_\x8t_\x8e_\x8g_\x8o_\x8r_\x8i_\x8c_\x8a_\x8l_\x8I_\x8n_\x8d_\x8e_\x8x·is·a·type·of·index·that·is·useful·for·supporting·indexing·with


Offset 110, 32 lines modified		Offset 110, 33 lines modified
110	···...:·····dx·=·(b·-·a)·/·N	110	···...:·····dx·=·(b·-·a)·/·N
111	···...:·····for·i·in·range(N):	111	···...:·····for·i·in·range(N):
112	···...:·········s·+=·f(a·+·i·*·dx)	112	···...:·········s·+=·f(a·+·i·*·dx)
113	···...:·····return·s·*·dx	113	···...:·····return·s·*·dx
114	···...:	114	···...:
115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):	115	We·achieve·our·result·by·using·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8p_\x8p_\x8l_\x8y_\x8(_\x8)·(row-wise):
116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)	116	In·[5]:·%timeit·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)
117	~~129~~·ms·+-·2~~6.5~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	117	382·ms·+-·120·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·0.~~494~~·seconds	123	·········605946·function·calls·(605928·primitive·calls)·in·1.221·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.~~272~~····0.000····0.~~427~~····0.000·<ipython-input-4-c2a74e076cf0>:1	127	·····1000····0.616····0.001····0.982····0.001·<ipython-input-4-c2a74e076cf0>:1
128	(integrate_f)	128	(integrate_f)
129	···552423····0.~~155~~····0.000····0.~~155~~····0.000·<ipython-input-3-c138bdd570e3>:1	129	···552423····0.367····0.000····0.367····0.000·<ipython-input-3-c138bdd570e3>:1
130	(f)	130	(f)
131	·····3000····0.013····0.000····0.055····0.000·series.py:~~109~~5~~(__getitem__)~~	131	·····3000····0.046····0.000····0.064····0.000·indexing.py:2765
		132	(check_dict_or_set_indexers)
132	·····3000····0.011····0.000····0.029····0.000·~~seri~~es.py:12~~20(_g~~et_value)	133	·····1000····0.042····0.000····0.042····0.000·managers.py:2065(set_values)
133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence	134	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence
134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.	135	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.
135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8	136	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8
136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:	137	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:
137	In·[7]:·%load_ext·Cython	138	In·[7]:·%load_ext·Cython
138	Now,·let’s·simply·copy·our·functions·over·to·Cython:	139	Now,·let’s·simply·copy·our·functions·over·to·Cython:
139	In·[8]:·%%cython	140	In·[8]:·%%cython
Offset 146, 15 lines modified		Offset 147, 15 lines modified
146	···...:·····dx·=·(b·-·a)·/·N	147	···...:·····dx·=·(b·-·a)·/·N
147	···...:·····for·i·in·range(N):	148	···...:·····for·i·in·range(N):
148	···...:·········s·+=·f_plain(a·+·i·*·dx)	149	···...:·········s·+=·f_plain(a·+·i·*·dx)
149	···...:·····return·s·*·dx	150	···...:·····return·s·*·dx
150	···...:	151	···...:
151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),	152	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),
152	axis=1)	153	axis=1)
153	~~118~~·ms·+-·27.3·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	154	361·ms·+-·55.7·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-	155	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-
155	third.	156	third.
156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	157	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and	158	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and
158	cpdef·to·improve·performance:	159	cpdef·to·improve·performance:
159	In·[10]:·%%cython	160	In·[10]:·%%cython
160	···....:·cdef·double·f_typed(double·x)·except?·-2:	161	···....:·cdef·double·f_typed(double·x)·except?·-2:
Offset 166, 35 lines modified		Offset 167, 35 lines modified
166	···....:·····dx·=·(b·-·a)·/·N	167	···....:·····dx·=·(b·-·a)·/·N
167	···....:·····for·i·in·range(N):	168	···....:·····for·i·in·range(N):
168	···....:·········s·+=·f_typed(a·+·i·*·dx)	169	···....:·········s·+=·f_typed(a·+·i·*·dx)
169	···....:·····return·s·*·dx	170	···....:·····return·s·*·dx
170	···....:	171	···....:
171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),	172	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),
172	axis=1)	173	axis=1)
173	12.4·ms·+-·2.04·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	174	40.9·ms·+-·8.01·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance	175	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance
175	improvement·compared·to·the·original·Python·implementation.	176	improvement·compared·to·the·original·Python·implementation.
176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8	177	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8
177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling	178	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling
178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).	179	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).
179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an	180	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180	np.ndarray.	181	np.ndarray.
181	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x	182	In·[12]:·%prun·-l·4·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x
182	["N"]),·axis=1)	183	["N"]),·axis=1)
183	·········52523·function·calls·(52505·primitive·calls)·in·0.025·seconds	184	·········52523·function·calls·(52505·primitive·calls)·in·0.059·seconds

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

186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	187	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187	·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)
188	·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)
189	····16098····0.002····0.000····0.003····0.000·{built-in·method	188	····16098····0.010····0.000····0.011····0.000·{built-in·method
190	builtins.isinstance}	189	builtins.isinstance}
		190	·····3000····0.010····0.000····0.010····0.000·managers.py:2004(internal_values)
		191	1063/1046····0.008····0.000····0.008····0.000·{built-in·method·builtins.len}
191	·····3000····0.002····0.000····0.003····0.000·~~bas~~e.py:~~3777~~(get~~_loc~~)	192	·····3000····0.008····0.000····0.037····0.000·series.py:1095(__getitem__)
192	In·[13]:·%%cython	193	In·[13]:·%%cython
193	···....:·cimport·numpy·as·np	194	···....:·cimport·numpy·as·np
194	···....:·import·numpy·as·np	195	···....:·import·numpy·as·np
195	···....:·cdef·double·f_typed(double·x)·except?·-2:	196	···....:·cdef·double·f_typed(double·x)·except?·-2:
196	···....:·····return·x·*·(x·-·1)	197	···....:·····return·x·*·(x·-·1)
197	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):	198	···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):
198	···....:·····cdef·int·i	199	···....:·····cdef·int·i
Offset 235, 15 lines modified		Offset 236, 15 lines modified
235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of	236	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	237	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.	238	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)	239	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.	240	calls·are·needed·to·utilize·this·function.
240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df	241	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241	["N"].to_numpy())	242	["N"].to_numpy())
242	1.78·ms·+-·~~366~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	243	4.84·ms·+-·511·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.	244	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	245	\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	246	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s
246	boundscheck·and·wraparound·checks·can·yield·more·performance.	247	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(),	248	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),
248	df["N"].to_numpy())	249	df["N"].to_numpy())
249	·········78·function·calls·in·0.001·seconds	250	·········78·function·calls·in·0.001·seconds
Offset 298, 15 lines modified		Offset 299, 15 lines modified
298	/usr/lib/python3/dist-packages/numpy/core/include/numpy/	299	/usr/lib/python3/dist-packages/numpy/core/include/numpy/
299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,	300	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,
300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]	301	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]
301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\	302	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\
302	······\|··^~~~~~~	303	······\|··^~~~~~~
303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),	304	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),
304	df["N"].to_numpy())	305	df["N"].to_numpy())
305	~~882~~·us·+-·3~~5.8~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	306	2.08·ms·+-·904·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause	307	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause
307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and	308	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and
308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.	309	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.
309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8	310	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8
310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-	311	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-
311	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.	312	time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.
312	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to	313	Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to
Offset 609, 17 lines modified		Offset 610, 17 lines modified
609	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance	610	The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance
610	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This	611	improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This
611	engine·requires·the·optional·dependency·numexpr·to·be·installed.	612	engine·requires·the·optional·dependency·numexpr·to·be·installed.
612	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation	613	The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation
613	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with	614	engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with
614	engine='python'·and·may·incur·a·performance·hit.	615	engine='python'·and·may·incur·a·performance·hit.
615	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4	616	In·[40]:·%timeit·df1·+·df2·+·df3·+·df4
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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·519·us,·sys:·44·us,·total:·~~563~~·us</span>	1093	<span·class="go">CPU·times:·user·549·us,·sys:·78·us,·total:·627·us</span>
1094	<span·class="go">Wall·time:·~~570~~·us</span>	1094	<span·class="go">Wall·time:·635·us</span>
1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>	1095	<span·class="gh">Out[32]:·</span><span·class="go">Series([],·dtype:·int64)</span>
1096	</pre></div>	1096	</pre></div>
1097	</div>	1097	</div>
1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the	1098	<p>Some·readers,·like·<a·class="reference·internal"·href="../reference/api/pandas.read_csv.html#pandas.read_csv"·title="pandas.read_csv"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.read_csv()</span></code></a>,·offer·parameters·to·control·the
1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>	1099	<code·class="docutils·literal·notranslate"><span·class="pre">chunksize</span></code>·when·reading·a·single·file.</p>
1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t	1100	<p>Manually·chunking·is·an·OK·option·for·workflows·that·don’t
1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are	1101	require·too·sophisticated·of·operations.·Some·operations,·like·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.groupby.html#pandas.DataFrame.groupby"·title="pandas.DataFrame.groupby"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">pandas.DataFrame.groupby()</span></code></a>,·are


Offset 644, 16 lines modified		Offset 644, 16 lines modified
644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")	644	···....:·files·=·pathlib.Path("data/timeseries/").glob("ts*.parquet")
645	···....:·counts·=·pd.Series(dtype=int)	645	···....:·counts·=·pd.Series(dtype=int)
646	···....:·for·path·in·files:	646	···....:·for·path·in·files:
647	···....:·····df·=·pd.read_parquet(path)	647	···....:·····df·=·pd.read_parquet(path)
648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)	648	···....:·····counts·=·counts.add(df["name"].value_counts(),·fill_value=0)
649	···....:·counts.astype(int)	649	···....:·counts.astype(int)
650	···....:	650	···....:
651	CPU·times:·user·519·us,·sys:·44·us,·total:·~~563~~·us	651	CPU·times:·user·549·us,·sys:·78·us,·total:·627·us
652	Wall·time:·~~570~~·us	652	Wall·time:·635·us
653	Out[32]:·Series([],·dtype:·int64)	653	Out[32]:·Series([],·dtype:·int64)
654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize	654	Some·readers,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8r_\x8e_\x8a_\x8d_\x8__\x8c_\x8s_\x8v_\x8(_\x8),·offer·parameters·to·control·the·chunksize
655	when·reading·a·single·file.	655	when·reading·a·single·file.
656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too	656	Manually·chunking·is·an·OK·option·for·workflows·that·don’t·require·too
657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),	657	sophisticated·of·operations.·Some·operations,·like·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8g_\x8r_\x8o_\x8u_\x8p_\x8b_\x8y_\x8(_\x8),
658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to	658	are·much·harder·to·do·chunkwise.·In·these·cases,·you·may·be·better·switching·to
659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.	659	a·different·library·that·implements·these·out-of-core·algorithms·for·you.


Offset 39, 18 lines modified		Offset 39, 18 lines modified
39	············]	39	············]
40	········},	40	········},
41	········{	41	········{
42	············"cell_type":·"code",	42	············"cell_type":·"code",
43	············"execution_count":·1,	43	············"execution_count":·1,
44	············"metadata":·{	44	············"metadata":·{
45	················"execution":·{	45	················"execution":·{
46	····················"iopub.execute_input":·"2026-03-18T04:24:36.~~942759~~Z",	46	····················"iopub.execute_input":·"2025-02-13T00:04:29.331127Z",
47	····················"iopub.status.busy":·"2026-03-18T04:24:36.~~942509~~Z",	47	····················"iopub.status.busy":·"2025-02-13T00:04:29.330662Z",
48	····················"iopub.status.idle":·"2026-03-18T04:24:37.7~~06708~~Z",	48	····················"iopub.status.idle":·"2025-02-13T00:04:29.750346Z",
49	····················"shell.execute_reply":·"2026-03-18T04:24:37.7~~06001~~Z"	49	····················"shell.execute_reply":·"2025-02-13T00:04:29.742989Z"
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",
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77	············]	77	············]
78	········},	78	········},
79	········{	79	········{
80	············"cell_type":·"code",	80	············"cell_type":·"code",
81	············"execution_count":·2,	81	············"execution_count":·2,
82	············"metadata":·{	82	············"metadata":·{
83	················"execution":·{	83	················"execution":·{
84	····················"iopub.execute_input":·"2026-03-18T04:24:37.7~~09536~~Z",	84	····················"iopub.execute_input":·"2025-02-13T00:04:29.766964Z",
85	····················"iopub.status.busy":·"2026-03-18T04:24:37.7~~09226~~Z",	85	····················"iopub.status.busy":·"2025-02-13T00:04:29.766597Z",
86	····················"iopub.status.idle":·"2026-03-18T04:24:38.~~17067~~5Z",	86	····················"iopub.status.idle":·"2025-02-13T00:04:30.058055Z",
87	····················"shell.execute_reply":·"2026-03-18T04:24:38.~~170~~003Z"	87	····················"shell.execute_reply":·"2025-02-13T00:04:30.046032Z"
88	················}	88	················}
89	············},	89	············},
90	············"outputs":·[],	90	············"outputs":·[],
91	············"source":·[	91	············"source":·[
92	················"import·pandas·as·pd\n",	92	················"import·pandas·as·pd\n",
93	················"import·numpy·as·np\n",	93	················"import·numpy·as·np\n",
94	················"import·matplotlib·as·mpl\n"	94	················"import·matplotlib·as·mpl\n"
95	············]	95	············]
96	········},	96	········},
97	········{	97	········{
98	············"cell_type":·"code",	98	············"cell_type":·"code",
99	············"execution_count":·3,	99	············"execution_count":·3,
100	············"metadata":·{	100	············"metadata":·{
101	················"execution":·{	101	················"execution":·{
102	····················"iopub.execute_input":·"2026-03-18T04:24:38.17~~341~~9Z",	102	····················"iopub.execute_input":·"2025-02-13T00:04:30.078999Z",
103	····················"iopub.status.busy":·"2026-03-18T04:24:38.173095Z",	103	····················"iopub.status.busy":·"2025-02-13T00:04:30.078609Z",
104	····················"iopub.status.idle":·"2026-03-18T04:24:38.442~~647~~Z",	104	····················"iopub.status.idle":·"2025-02-13T00:04:30.282771Z",
105	····················"shell.execute_reply":·"2026-03-18T04:24:38.~~441985~~Z"	105	····················"shell.execute_reply":·"2025-02-13T00:04:30.282034Z"
106	················},	106	················},
107	················"nbsphinx":·"hidden"	107	················"nbsphinx":·"hidden"
108	············},	108	············},
109	············"outputs":·[],	109	············"outputs":·[],
110	············"source":·[	110	············"source":·[
111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",	111	················"#·For·reproducibility·-·this·doesn't·respect·uuid_len·or·positionally-passed·uuid·but·the·places·here·that·use·that·coincidentally·bypass·this·anyway\n",
112	················"from·pandas.io.formats.style·import·Styler\n",	112	················"from·pandas.io.formats.style·import·Styler\n",
Offset 123, 18 lines modified		Offset 123, 18 lines modified
123	············]	123	············]
124	········},	124	········},
125	········{	125	········{
126	············"cell_type":·"code",	126	············"cell_type":·"code",
127	············"execution_count":·4,	127	············"execution_count":·4,
128	············"metadata":·{	128	············"metadata":·{
129	················"execution":·{	129	················"execution":·{
130	····················"iopub.execute_input":·"2026-03-18T04:24:38.~~445361~~Z",	130	····················"iopub.execute_input":·"2025-02-13T00:04:30.288449Z",
131	····················"iopub.status.busy":·"2026-03-18T04:24:38.~~445~~054Z",	131	····················"iopub.status.busy":·"2025-02-13T00:04:30.288077Z",
132	····················"iopub.status.idle":·"2026-03-18T04:24:38.~~4666~~26Z",	132	····················"iopub.status.idle":·"2025-02-13T00:04:30.302725Z",
133	····················"shell.execute_reply":·"2026-03-18T04:24:38.~~465984~~Z"	133	····················"shell.execute_reply":·"2025-02-13T00:04:30.302018Z"
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",
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193	············]	193	············]
194	········},	194	········},
195	········{	195	········{
196	············"cell_type":·"code",	196	············"cell_type":·"code",
197	············"execution_count":·5,	197	············"execution_count":·5,
198	············"metadata":·{	198	············"metadata":·{
199	················"execution":·{	199	················"execution":·{
200	····················"iopub.execute_input":·"2026-03-18T04:24:38.523913Z",	200	····················"iopub.execute_input":·"2025-02-13T00:04:30.339420Z",
201	····················"iopub.status.busy":·"2026-03-18T04:24:38.~~523651~~Z",	201	····················"iopub.status.busy":·"2025-02-13T00:04:30.339140Z",
202	····················"iopub.status.idle":·"2026-03-18T04:24:38.55~~0619~~Z",	202	····················"iopub.status.idle":·"2025-02-13T00:04:30.354736Z",
203	····················"shell.execute_reply":·"2026-03-18T04:24:38.549990Z"	203	····················"shell.execute_reply":·"2025-02-13T00:04:30.354020Z"
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",
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327	············]	327	············]
328	········},	328	········},
329	········{	329	········{
330	············"cell_type":·"code",	330	············"cell_type":·"code",
331	············"execution_count":·6,	331	············"execution_count":·6,
332	············"metadata":·{	332	············"metadata":·{
333	················"execution":·{	333	················"execution":·{
334	····················"iopub.execute_input":·"2026-03-18T04:24:38.553161Z",	334	····················"iopub.execute_input":·"2025-02-13T00:04:30.357109Z",
335	····················"iopub.status.busy":·"2026-03-18T04:24:38.552945Z",	335	····················"iopub.status.busy":·"2025-02-13T00:04:30.356844Z",
336	····················"iopub.status.idle":·"2026-03-18T04:24:38.582718Z",	336	····················"iopub.status.idle":·"2025-02-13T00:04:30.372788Z",
337	····················"shell.execute_reply":·"2026-03-18T04:24:38.582~~068~~Z"	337	····················"shell.execute_reply":·"2025-02-13T00:04:30.372184Z"
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",
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448	············]	448	············]
449	········},	449	········},
450	········{	450	········{
451	············"cell_type":·"code",	451	············"cell_type":·"code",
452	············"execution_count":·7,	452	············"execution_count":·7,
453	············"metadata":·{	453	············"metadata":·{
454	················"execution":·{	454	················"execution":·{
455	····················"iopub.execute_input":·"2026-03-18T04:24:38.~~585345~~Z",	455	····················"iopub.execute_input":·"2025-02-13T00:04:30.377112Z",
456	····················"iopub.status.busy":·"2026-03-18T04:24:38.~~585120~~Z",	456	····················"iopub.status.busy":·"2025-02-13T00:04:30.376838Z",
457	····················"iopub.status.idle":·"2026-03-18T04:24:38.59~~8629~~Z",	457	····················"iopub.status.idle":·"2025-02-13T00:04:30.390730Z",
458	····················"shell.execute_reply":·"2026-03-18T04:24:38.59~~798~~2Z"	458	····················"shell.execute_reply":·"2025-02-13T00:04:30.390022Z"
459	················}	459	················}
460	············},	460	············},
461	············"outputs":·[	461	············"outputs":·[
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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">13.5·ms·+-·~~625~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1620	<span·class="go">14.4·ms·+-·1.17·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1621	</pre></div>	1621	</pre></div>
1622	</div>	1622	</div>
1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>	1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>
1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4	1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4
1625	<span·class="go">28.7·ms·+-·2.84·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	1625	<span·class="go">15.1·ms·+-·968·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1626	</pre></div>	1626	</pre></div>
1627	</div>	1627	</div>
1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>	1628	<p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>
1629	</li>	1629	</li>
1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new	1630	<li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new
1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of	1631	<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame.eval</span></code>·method·that·evaluates·an·expression·in·the·context·of
1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>	1632	the·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>.·For·example,</p>


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

965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,	965	······In·[94]:·df1,·df2,·df3,·df4·=·[pd.DataFrame(np.random.randn(nrows,
966	······ncols))	966	······ncols))
967	·········....:·······················for·_·in·range(4)]	967	·········....:·······················for·_·in·range(4)]
968	·········....:	968	·········....:
969	······#·eval·with·NumExpr·backend	969	······#·eval·with·NumExpr·backend
970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')	970	······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')
971	······13.5·ms·+-·~~625~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	971	······14.4·ms·+-·1.17·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
972	······#·pure·Python·evaluation	972	······#·pure·Python·evaluation
973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4	973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4
974	······28.7·ms·+-·2.84·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	974	······15.1·ms·+-·968·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
975	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s	975	······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s
976	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that	976	····*·Similar·to·pandas.eval,·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e·has·a·new·DataFrame.eval·method·that
977	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,	977	······evaluates·an·expression·in·the·context·of·the·DataFrame.·For·example,
978	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])	978	······In·[97]:·df·=·pd.DataFrame(np.random.randn(10,·2),·columns=['a',·'b'])

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


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

1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>	1463	<span·class="gp">In·[66]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Timestamp</span><span·class="o">.</span><span·class="n">now</span><span·class="p">()</span>
1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2026-03-17·16:26:12.~~774211~~')</span>	1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2025-02-13·14:05:39.227688')</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('2027-03-17·16:26:12.~~775872~~')</span>	1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2026-02-13·14:05:39.229158')</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('2026-03-17·16:26:12.~~774211~~')	820	Out[66]:·Timestamp('2025-02-13·14:05:39.227688')

821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)	821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)
822	Out[67]:·Timestamp('2027-03-17·16:26:12.~~775872~~')	822	Out[67]:·Timestamp('2026-02-13·14:05:39.229158')
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)


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6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html	6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html
6278	-rw-r--r--···0·root·········(0)·root·········(0)···160305·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html	6278	-rw-r--r--···0·root·········(0)·root·········(0)···160305·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html
6279	-rw-r--r--···0·root·········(0)·root·········(0)····81366·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html	6279	-rw-r--r--···0·root·········(0)·root·········(0)····81366·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html
6280	-rw-r--r--···0·root·········(0)·root·········(0)···115355·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html	6280	-rw-r--r--···0·root·········(0)·root·········(0)···115386·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html
6281	-rw-r--r--···0·root·········(0)·root·········(0)···107868·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html	6281	-rw-r--r--···0·root·········(0)·root·········(0)···107868·2025-02-01·18:39:17.000000·./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)···395370·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html	6284	-rw-r--r--···0·root·········(0)·root·········(0)···395370·2025-02-01·18:39:17.000000·./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)··1145214·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html	6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145214·2025-02-01·18:39:17.000000·./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)···178642·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html	6288	-rw-r--r--···0·root·········(0)·root·········(0)···178642·2025-02-01·18:39:17.000000·./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)···147512·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html	6290	-rw-r--r--···0·root·········(0)·root·········(0)···147512·2025-02-01·18:39:17.000000·./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)···115580·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html	6292	-rw-r--r--···0·root·········(0)·root·········(0)···115580·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html
6293	-rw-r--r--···0·root·········(0)·root·········(0)····65537·2025-02-01·18:39:17.000000·./usr/share/doc/python-pandas-doc/html/user_guide/sparse.html	6293	-rw-r--r--···0·root·········(0)·root·········(0)····65537·2025-02-01·18:39:17.000000·./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">~~129~~·ms·+-·2~~6.5~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	599	<span·class="go">382·ms·+-·120·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·0.~~494~~·seconds</span>	606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·1.221·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.~~272~~····0.000····0.~~427~~····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>	610	<span·class="go">·····1000····0.616····0.001····0.982····0.001·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>
611	<span·class="go">···552423····0.~~155~~····0.000····0.~~155~~····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>	611	<span·class="go">···552423····0.367····0.000····0.367····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>
612	<span·class="go">·····3000····0.013····0.000····0.055····0.000·series.py:~~109~~5(__getite~~m__~~)</span>	612	<span·class="go">·····3000····0.046····0.000····0.064····0.000·indexing.py:2765(check_dict_or_set_indexers)</span>
613	<span·class="go">·····3000····0.011····0.000····0.029····0.000·~~seri~~es.py:12~~20(_g~~et_value)</span>	613	<span·class="go">·····1000····0.042····0.000····0.042····0.000·managers.py:2065(set_values)</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 820, 18 lines modified		Offset 820, 18 lines modified
820	a·new·ndarray·of·period·objects·each·time.</p>	820	a·new·ndarray·of·period·objects·each·time.</p>
821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>	821	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[18]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span>
822	<span·class="gh">Out[18]:·</span>	822	<span·class="gh">Out[18]:·</span>
823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	823	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	824	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>

825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	825	<span·class="gp">In·[19]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
826	<span·class="gh">Out[19]:·</span><span·class="go">281472~~986~~1~~1499~~2</span>	826	<span·class="gh">Out[19]:·</span><span·class="go">281472225191632</span>

827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>	827	<span·class="gp">In·[20]:·</span><span·class="nb">id</span><span·class="p">(</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">values</span><span·class="p">)</span>
828	<span·class="gh">Out[20]:·</span><span·class="go">281472~~986~~1~~1499~~2</span>	828	<span·class="gh">Out[20]:·</span><span·class="go">281472225191632</span>
829	</pre></div>	829	</pre></div>
830	</div>	830	</div>
831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>	831	<p>If·you·need·an·actual·NumPy·array,·use·<a·class="reference·internal"·href="../reference/api/pandas.Series.to_numpy.html#pandas.Series.to_numpy"·title="pandas.Series.to_numpy"><code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Series.to_numpy()</span></code></a>·or·<code·class="xref·py·py-meth·docutils·literal·notranslate"><span·class="pre">Index.to_numpy()</span></code>.</p>
832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>	832	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[21]:·</span><span·class="n">idx</span><span·class="o">.</span><span·class="n">to_numpy</span><span·class="p">()</span>
833	<span·class="gh">Out[21]:·</span>	833	<span·class="gh">Out[21]:·</span>
834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>	834	<span·class="go">array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),</span>
835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>	835	<span·class="go">·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)</span>


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

273	In·[19]:·id(idx.values)	273	In·[19]:·id(idx.values)
274	Out[19]:·281472~~986~~1~~1499~~2	274	Out[19]:·281472225191632

275	In·[20]:·id(idx.values)	275	In·[20]:·id(idx.values)
276	Out[20]:·281472~~986~~1~~1499~~2	276	Out[20]:·281472225191632
277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().	277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().
278	In·[21]:·idx.to_numpy()	278	In·[21]:·idx.to_numpy()
279	Out[21]:	279	Out[21]:
280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

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


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

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

4	Displaying·notes·found·in:·.note.gnu.build-id	4	Displaying·notes·found·in:·.note.gnu.build-id
5	··Owner················Data·size·» Description	5	··Owner················Data·size·» Description
6	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·ebc~~1093013b801~~a~~3c66dc7~~476ae~~239~~d~~834547c91~~	6	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·3bc8e2bfe663bca901424546fe4aaed11b4c2064


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	··0x00000000·63313039·33303133·62383031·61336336·c1093013b801a3c6
3	··0x00000010·~~3664~~6337·34~~373~~661·65323339·64383334·6dc~~7476a~~e23~~9d834~~	2	··0x00000000·63386532·62666536·36336263·61393031·c8e2bfe663bca901
		3	··0x00000010·34323435·34366665·34616165·64313162·424546fe4aaed11b
4	··0x00000020·3~~534~~3~~763~~·39312e64·65627567·00000000·~~547c91~~.debug....	4	··0x00000020·34633230·36342e64·65627567·00000000·4c2064.debug....
5	··0x00000030·~~0f2d6140~~····························.~~-a@~~	5	··0x00000030·1e877e56····························..~V


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:·arm64	5	Architecture:·arm64
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:·73835	7	Installed-Size:·73834
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:·0061544907373ce910b79ee281fc72bf0e17b3ba·013aa0b62b0a486cf4f0877c45056d0921dd293f·028e4b53f776212c4c246c96d4a517c980bcfbea·04e2639955b1d9dc8cf12a161fad798514b28d28·04e9bdafb731e5cd0f7adb6fa1f226ef31b3858e·05f6d8a6057a86a4c9bd540c645d8562720a41b9·0beaf3251b7049a13e834917d6490618fbb3f07e·0c712f3a101bfe766c0e86f2fdfd727f8988ed46·0c853cced725cba8c7b6965a6a05d93bfd429ab8·0fdf3400756c99a059f1659aa7fc9d3292ba2ae5·1047312e75992cd2b0af7ef32b0c37d0b44ad343·1409a6c1dc62bd0a141a8717b2f133c32786ee9b·151fafc8bab0cd6419b8d5ff0694363b1b2f0a29·20fbf42c33434309c3b76708f60916b7685a3760·22bdca478620082ce03803dc7c99f4f911dd9e12·25ffc6caffef916ba8cf7a7d7de5e7a82dc03729·266970956d3a27f252f81eb30439724334080d4b·2a30d2ad42a65f9d635283b4997d7afed8614877·2ef7fe5592ce11b9d801f624f54a12c220130d67·31941742445398d85070ff2e76f913988419c5ba·36938a93d36dc2de1e0560e8c317f61af112dcbb·370a104f2ead4bf61d3aa35d262860705394c46c·3902ae4b4d35855dc9481616b0c33dbc6905b754·3d2307826e61fbaf5cfbef6e8ae0b8f03c3afd60·3e3a9c70ed482752392415907e6efcd2e95780b4·4468~~3f3fdc~~3~~8f7c4~~fc23~~9a0e9~~f~~b5d~~d~~249c41~~c~~b40·4833661932d~~3~~abe59c1dc461aff5eb780bcef99f·497beb1989c~~[·...·truncated·by·diffoscope;·len:·2161,·SHA:·043c~~6d6691c0e3a~~eaa0f~~4f6d5~~864f9141f9~~beb~~b~~30990~~3dd6~~98cf44~~07~~9d1e71a0~~·...·]·f084ccae42660b200dbcf7e445a212d781728207·f193037e635e02f5dc3b12bcd587b6cf55874055·f9978286c4b552462906c49f1fd7033dac07929d·f9d861d036306c293e5d28b646dad714f4a09a16·facd59291a9c18902064e38c4b020ae6c367ec47·fc277d69026bf8755520a0ec02aef67aa9858a0d·fe5ec17255be8803fab087db87d8051670899ca3·fe8cf65632fc8a5caf9610b2507fe9303a5cd6a9	13	Build-Ids:·0061544907373ce910b79ee281fc72bf0e17b3ba·013aa0b62b0a486cf4f0877c45056d0921dd293f·028e4b53f776212c4c246c96d4a517c980bcfbea·04e2639955b1d9dc8cf12a161fad798514b28d28·04e9bdafb731e5cd0f7adb6fa1f226ef31b3858e·05f6d8a6057a86a4c9bd540c645d8562720a41b9·0beaf3251b7049a13e834917d6490618fbb3f07e·0c712f3a101bfe766c0e86f2fdfd727f8988ed46·0c853cced725cba8c7b6965a6a05d93bfd429ab8·0fdf3400756c99a059f1659aa7fc9d3292ba2ae5·1047312e75992cd2b0af7ef32b0c37d0b44ad343·1409a6c1dc62bd0a141a8717b2f133c32786ee9b·151fafc8bab0cd6419b8d5ff0694363b1b2f0a29·20fbf42c33434309c3b76708f60916b7685a3760·22bdca478620082ce03803dc7c99f4f911dd9e12·25ffc6caffef916ba8cf7a7d7de5e7a82dc03729·266970956d3a27f252f81eb30439724334080d4b·2a30d2ad42a65f9d635283b4997d7afed8614877·2ef7fe5592ce11b9d801f624f54a12c220130d67·31941742445398d85070ff2e76f913988419c5ba·36938a93d36dc2de1e0560e8c317f61af112dcbb·36aaed1b5c4fa44675dd699cb7f7b408176f3122·370a104f2ead4bf61d3aa35d262860705394c46c·3902ae4b4d35855dc9481616b0c33dbc6905b754·3bc8e2bfe663bca901424546fe4aaed11b4c2064·3d2307826e61fbaf5cfbef6e8ae0b8f03c3afd60·3e3a9c70ed482752392415907e6efcd2e95780b4·44683f3fdc3[·...·truncated·by·diffoscope;·len:·2161,·SHA:·6c55eb08688c4ea2fd37238146f8864a29e14bd6e6831625006f0e70888a934a·...·]·f084ccae42660b200dbcf7e445a212d781728207·f193037e635e02f5dc3b12bcd587b6cf55874055·f9978286c4b552462906c49f1fd7033dac07929d·f9d861d036306c293e5d28b646dad714f4a09a16·facd59291a9c18902064e38c4b020ae6c367ec47·fc277d69026bf8755520a0ec02aef67aa9858a0d·fe5ec17255be8803fab087db87d8051670899ca3·fe8cf65632fc8a5caf9610b2507fe9303a5cd6a9


Offset 15, 16 lines modified		Offset 15, 18 lines modified
15	usr/lib/debug/.build-id/22/bdca478620082ce03803dc7c99f4f911dd9e12.debug	15	usr/lib/debug/.build-id/22/bdca478620082ce03803dc7c99f4f911dd9e12.debug
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Offset 40, 15 lines modified		Offset 42, 14 lines modified
40	usr/lib/debug/.build-id/74/b7ac4702851bf55ee2b74f4130df9b8e68bbfd.debug	42	usr/lib/debug/.build-id/74/b7ac4702851bf55ee2b74f4130df9b8e68bbfd.debug
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Offset 73, 15 lines modified		Offset 74, 14 lines modified
73	usr/lib/debug/.build-id/df/06e908e9d4de1dc9f4fd700a13f1a0dd3a912d.debug	74	usr/lib/debug/.build-id/df/06e908e9d4de1dc9f4fd700a13f1a0dd3a912d.debug
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75	usr/lib/debug/.build-id/e1/c62e6d9559ba56087e92b145b6eb3115ca7841.debug	76	usr/lib/debug/.build-id/e1/c62e6d9559ba56087e92b145b6eb3115ca7841.debug
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78	usr/lib/debug/.build-id/e7/7cedc0d963a59387d85d855ec06dd26e956dcc.debug	79	usr/lib/debug/.build-id/e7/7cedc0d963a59387d85d855ec06dd26e956dcc.debug
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Offset 39, 18 lines modified		Offset 39, 21 lines modified
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40	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/2e/	40	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/2e/
41	-rw-r--r--···0·root·········(0)·root·········(0)···441392·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/2e/f7fe5592ce11b9d801f624f54a12c220130d67.debug	41	-rw-r--r--···0·root·········(0)·root·········(0)···441392·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/2e/f7fe5592ce11b9d801f624f54a12c220130d67.debug
42	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/31/	42	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/31/
43	-rw-r--r--···0·root·········(0)·root·········(0)···333320·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/31/941742445398d85070ff2e76f913988419c5ba.debug	43	-rw-r--r--···0·root·········(0)·root·········(0)···333320·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/31/941742445398d85070ff2e76f913988419c5ba.debug
44	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/36/	44	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/36/
45	-rw-r--r--···0·root·········(0)·root·········(0)··1075152·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/36/938a93d36dc2de1e0560e8c317f61af112dcbb.debug	45	-rw-r--r--···0·root·········(0)·root·········(0)··1075152·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/36/938a93d36dc2de1e0560e8c317f61af112dcbb.debug
		46	-rw-r--r--···0·root·········(0)·root·········(0)···686432·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/36/aaed1b5c4fa44675dd699cb7f7b408176f3122.debug
46	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/37/	47	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/37/
47	-rw-r--r--···0·root·········(0)·root·········(0)···340200·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/37/0a104f2ead4bf61d3aa35d262860705394c46c.debug	48	-rw-r--r--···0·root·········(0)·root·········(0)···340200·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/37/0a104f2ead4bf61d3aa35d262860705394c46c.debug
48	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/39/	49	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/39/
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		51	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/3b/
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50	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/3d/	53	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/3d/
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52	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/3e/	55	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/3e/
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54	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/44/	57	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/44/
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92	-rw-r--r--···0·root·········(0)·root·········(0)···566128·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/8e/68e5db0296f71baa88ce1f8b531d3fff0db963.debug	95	-rw-r--r--···0·root·········(0)·root·········(0)···566128·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/8e/68e5db0296f71baa88ce1f8b531d3fff0db963.debug
93	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/94/	96	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/94/
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97	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/96/	98	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/96/
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99	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/97/	100	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/97/
100	-rw-r--r--···0·root·········(0)·root·········(0)··1977616·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/97/ba8fcb2f1c4007f54fde3fb5055c0293868479.debug	101	-rw-r--r--···0·root·········(0)·root·········(0)··1977616·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/97/ba8fcb2f1c4007f54fde3fb5055c0293868479.debug
101	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/99/	102	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/99/
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103	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/9e/	104	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/9e/
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151	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/e6/	152	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/e6/
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153	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/e7/	154	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/e7/
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155	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/ea/	156	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/ea/
156	-rw-r--r--···0·root·········(0)·root·········(0)···111928·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/ea/4cd86e51ee0cb81ee2a4e6efb4ad1e1ce13f6b.debug	157	-rw-r--r--···0·root·········(0)·root·········(0)···111928·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/ea/4cd86e51ee0cb81ee2a4e6efb4ad1e1ce13f6b.debug
157	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/eb/
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161	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f1/	160	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f1/
162	-rw-r--r--···0·root·········(0)·root·········(0)··2153744·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f1/93037e635e02f5dc3b12bcd587b6cf55874055.debug	161	-rw-r--r--···0·root·········(0)·root·········(0)··2153744·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f1/93037e635e02f5dc3b12bcd587b6cf55874055.debug
163	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f9/	162	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f9/
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165	-rw-r--r--···0·root·········(0)·root·········(0)··1076496·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f9/d861d036306c293e5d28b646dad714f4a09a16.debug	164	-rw-r--r--···0·root·········(0)·root·········(0)··1076496·2025-02-01·18:39:17.000000·./usr/lib/debug/.build-id/f9/d861d036306c293e5d28b646dad714f4a09a16.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:···························AArch64	9	··Machine:···························AArch64
10	··Version:···························0x1	10	··Version:···························0x1
11	··Entry·point·address:···············0x0	11	··Entry·point·address:···············0x0
12	··Start·of·program·headers:··········64·(bytes·into·file)	12	··Start·of·program·headers:··········64·(bytes·into·file)
13	··Start·of·section·headers:··········684~~200~~·(bytes·into·file)	13	··Start·of·section·headers:··········684192·(bytes·into·file)
14	··Flags:·····························0x0	14	··Flags:·····························0x0
15	··Size·of·this·header:···············64·(bytes)	15	··Size·of·this·header:···············64·(bytes)
16	··Size·of·program·headers:···········56·(bytes)	16	··Size·of·program·headers:···········56·(bytes)
17	··Number·of·program·headers:·········9	17	··Number·of·program·headers:·········9
18	··Size·of·section·headers:···········64·(bytes)	18	··Size·of·section·headers:···········64·(bytes)
19	··Number·of·section·headers:·········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·0xa70a8:	1	There·are·35·section·headers,·starting·at·offset·0xa70a0:

2	Section·Headers:	2	Section·Headers:
3	··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al	3	··[Nr]·Name··············Type············Address··········Off····Size···ES·Flg·Lk·Inf·Al
4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0	4	··[·0]···················NULL············0000000000000000·000000·000000·00······0···0··0
5	··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8	5	··[·1]·.note.gnu.property·NOTE············0000000000000238·000238·000020·00···A··0···0··8
6	··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4	6	··[·2]·.note.gnu.build-id·NOTE············0000000000000258·000258·000024·00···A··0···0··4
7	··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8	7	··[·3]·.gnu.hash·········NOBITS··········0000000000000280·00027c·000028·00···A··4···0··8
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23	··[18]·.fini_array·······NOBITS··········000000000005f758·00f748·000008·08··WA··0···0··8	23	··[18]·.fini_array·······NOBITS··········000000000005f758·00f748·000008·08··WA··0···0··8
24	··[19]·.dynamic··········NOBITS··········000000000005f760·00f748·000200·10··WA··5···0··8	24	··[19]·.dynamic··········NOBITS··········000000000005f760·00f748·000200·10··WA··5···0··8
25	··[20]·.got··············NOBITS··········000000000005f960·00f748·0006a0·08··WA··0···0··8	25	··[20]·.got··············NOBITS··········000000000005f960·00f748·0006a0·08··WA··0···0··8
26	··[21]·.data·············NOBITS··········0000000000060000·00f748·0015a0·00··WA··0···0·16	26	··[21]·.data·············NOBITS··········0000000000060000·00f748·0015a0·00··WA··0···0·16
27	··[22]·.bss··············NOBITS··········00000000000615a0·00f748·0011a8·00··WA··0···0·16	27	··[22]·.bss··············NOBITS··········00000000000615a0·00f748·0011a8·00··WA··0···0·16
28	··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1	28	··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1
29	··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·0000bd·00···C··0···0··8	29	··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·0000bd·00···C··0···0··8
30	··[25]·.debug_info·······PROGBITS········0000000000000000·000360·040471·00···C··0···0··8	30	··[25]·.debug_info·······PROGBITS········0000000000000000·000360·04046e·00···C··0···0··8
31	··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0407d8·00045d·00···C··0···0··8	31	··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0407d0·00045d·00···C··0···0··8
32	··[27]·.debug_line·······PROGBITS········0000000000000000·040c38·01d14d·00···C··0···0··8	32	··[27]·.debug_line·······PROGBITS········0000000000000000·040c30·01d14d·00···C··0···0··8
33	··[28]·.debug_line_str···PROGBITS········0000000000000000·05dd88·0001ea·01·MSC··0···0··8	33	··[28]·.debug_line_str···PROGBITS········0000000000000000·05dd80·0001ea·01·MSC··0···0··8
34	··[29]·.debug_loclists···PROGBITS········0000000000000000·05df78·036010·00···C··0···0··8	34	··[29]·.debug_loclists···PROGBITS········0000000000000000·05df70·03600f·00···C··0···0··8
35	··[30]·.debug_rnglists···PROGBITS········0000000000000000·093f88·007e3d·00···C··0···0··8	35	··[30]·.debug_rnglists···PROGBITS········0000000000000000·093f80·007e3d·00···C··0···0··8
36	··[31]·.gnu_debugaltlink·PROGBITS········0000000000000000·09bdc5·000053·00······0···0··1	36	··[31]·.gnu_debugaltlink·PROGBITS········0000000000000000·09bdbd·000053·00······0···0··1
37	··[32]·.symtab···········SYMTAB··········0000000000000000·09be18·005a48·18·····33·756··8	37	··[32]·.symtab···········SYMTAB··········0000000000000000·09be10·005a48·18·····33·756··8
38	··[33]·.strtab···········STRTAB··········0000000000000000·0a1860·0056d6·00······0···0··1	38	··[33]·.strtab···········STRTAB··········0000000000000000·0a1858·0056d6·00······0···0··1
39	··[34]·.shstrtab·········STRTAB··········0000000000000000·0a6f36·00016e·00······0···0··1	39	··[34]·.shstrtab·········STRTAB··········0000000000000000·0a6f2e·00016e·00······0···0··1
40	Key·to·Flags:	40	Key·to·Flags:
41	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),	41	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),
42	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),	42	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),
43	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),	43	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),
44	··D·(mbind),·p·(processor·specific)	44	··D·(mbind),·p·(processor·specific)


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

2	··Compilation·Unit·@·offset·0:	2	··Compilation·Unit·@·offset·0:
3	···Length:········0x8~~3ffc~~·(32-bit)	3	···Length:········0x84000·(32-bit)
4	···Version:·······5	4	···Version:·······5
5	···Unit·Type:·····DW_UT_compile·(1)	5	···Unit·Type:·····DW_UT_compile·(1)
6	···Abbrev·Offset:·0	6	···Abbrev·Offset:·0
7	···Pointer·Size:··8	7	···Pointer·Size:··8
8	·<0><c>:·Abbrev·Number:·152·(DW_TAG_compile_unit)	8	·<0><c>:·Abbrev·Number:·152·(DW_TAG_compile_unit)
9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0xdd3db)·	9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0xdd3db)·
10	····<12>···DW_AT_language····:·(data1)·29» (C11)	10	····<12>···DW_AT_language····:·(data1)·29» (C11)
Offset 11095, 15 lines modified		Offset 11095, 15 lines modified
11095	····<6986>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))	11095	····<6986>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))
11096	····<6988>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·78·1c·4·0·0·0·0·0·» (DW_OP_addr:·41c78)	11096	····<6988>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·78·1c·4·0·0·0·0·0·» (DW_OP_addr:·41c78)
11097	·<8><6992>:·Abbrev·Number:·0	11097	·<8><6992>:·Abbrev·Number:·0
11098	·<7><6993>:·Abbrev·Number:·0	11098	·<7><6993>:·Abbrev·Number:·0
11099	·<6><6994>:·Abbrev·Number:·0	11099	·<6><6994>:·Abbrev·Number:·0
11100	·<5><6995>:·Abbrev·Number:·26·(DW_TAG_call_site)	11100	·<5><6995>:·Abbrev·Number:·26·(DW_TAG_call_site)
11101	····<6996>···DW_AT_call_return_pc:·(addr)·0x12f98	11101	····<6996>···DW_AT_call_return_pc:·(addr)·0x12f98
11102	····<699e>···DW_AT_call_origin·:·(ref_udata)·<0x649d0>	11102	····<699e>···DW_AT_call_origin·:·(ref_udata)·<0x649d4>
11103	·<6><69a1>:·Abbrev·Number:·20·(DW_TAG_call_site_parameter)	11103	·<6><69a1>:·Abbrev·Number:·20·(DW_TAG_call_site_parameter)
11104	····<69a2>···DW_AT_call_parameter:·(ref_udata)·<0x5f12>	11104	····<69a2>···DW_AT_call_parameter:·(ref_udata)·<0x5f12>
11105	····<69a5>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·88·17·4·0·0·0·0·0·» (DW_OP_addr:·41788)	11105	····<69a5>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·88·17·4·0·0·0·0·0·» (DW_OP_addr:·41788)
11106	·<6><69af>:·Abbrev·Number:·0	11106	·<6><69af>:·Abbrev·Number:·0
11107	·<5><69b0>:·Abbrev·Number:·0	11107	·<5><69b0>:·Abbrev·Number:·0
11108	·<4><69b1>:·Abbrev·Number:·0	11108	·<4><69b1>:·Abbrev·Number:·0
11109	·<3><69b2>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)	11109	·<3><69b2>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 12250, 15 lines modified		Offset 12250, 15 lines modified
12250	····<733e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))	12250	····<733e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·» (DW_OP_reg1·(x1))
12251	····<7340>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·78·1c·4·0·0·0·0·0·» (DW_OP_addr:·41c78)	12251	····<7340>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·78·1c·4·0·0·0·0·0·» (DW_OP_addr:·41c78)
12252	·<8><734a>:·Abbrev·Number:·0	12252	·<8><734a>:·Abbrev·Number:·0
12253	·<7><734b>:·Abbrev·Number:·0	12253	·<7><734b>:·Abbrev·Number:·0
12254	·<6><734c>:·Abbrev·Number:·0	12254	·<6><734c>:·Abbrev·Number:·0
12255	·<5><734d>:·Abbrev·Number:·26·(DW_TAG_call_site)	12255	·<5><734d>:·Abbrev·Number:·26·(DW_TAG_call_site)
12256	····<734e>···DW_AT_call_return_pc:·(addr)·0x13140	12256	····<734e>···DW_AT_call_return_pc:·(addr)·0x13140
12257	····<7356>···DW_AT_call_origin·:·(ref_udata)·<0x649d0>	12257	····<7356>···DW_AT_call_origin·:·(ref_udata)·<0x649d4>
12258	·<6><7359>:·Abbrev·Number:·20·(DW_TAG_call_site_parameter)	12258	·<6><7359>:·Abbrev·Number:·20·(DW_TAG_call_site_parameter)
12259	····<735a>···DW_AT_call_parameter:·(ref_udata)·<0x5f12>	12259	····<735a>···DW_AT_call_parameter:·(ref_udata)·<0x5f12>
12260	····<735d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·88·17·4·0·0·0·0·0·» (DW_OP_addr:·41788)	12260	····<735d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·88·17·4·0·0·0·0·0·» (DW_OP_addr:·41788)
12261	·<6><7367>:·Abbrev·Number:·0	12261	·<6><7367>:·Abbrev·Number:·0
12262	·<5><7368>:·Abbrev·Number:·0	12262	·<5><7368>:·Abbrev·Number:·0
12263	·<4><7369>:·Abbrev·Number:·0	12263	·<4><7369>:·Abbrev·Number:·0
12264	·<3><736a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)	12264	·<3><736a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 13295, 91 lines modified		Offset 13295, 91 lines modified
13295	·<5><7cfb>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)	13295	·<5><7cfb>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
13296	····<7cfc>···DW_AT_location····:·(exprloc)·1·byte·block:·50·» (DW_OP_reg0·(x0))	13296	····<7cfc>···DW_AT_location····:·(exprloc)·1·byte·block:·50·» (DW_OP_reg0·(x0))
13297	····<7cfe>···DW_AT_call_value··:·(exprloc)·2·byte·block:·86·0·» (DW_OP_breg22·(x22):·0)	13297	····<7cfe>···DW_AT_call_value··:·(exprloc)·2·byte·block:·86·0·» (DW_OP_breg22·(x22):·0)
13298	·<5><7d01>:·Abbrev·Number:·0	13298	·<5><7d01>:·Abbrev·Number:·0
13299	·<4><7d02>:·Abbrev·Number:·0	13299	·<4><7d02>:·Abbrev·Number:·0
13300	·<3><7d03>:·Abbrev·Number:·0	13300	·<3><7d03>:·Abbrev·Number:·0
13301	·<2><7d04>:·Abbrev·Number:·17·(DW_TAG_inlined_subroutine)	13301	·<2><7d04>:·Abbrev·Number:·17·(DW_TAG_inlined_subroutine)
13302	····<7d05>···DW_AT_abstract_origin:·(ref_udata)·<0x6053c>	13302	····<7d05>···DW_AT_abstract_origin:·(ref_udata)·<0x60540>
13303	····<7d08>···DW_AT_entry_pc····:·(addr)·0x228f8	13303	····<7d08>···DW_AT_entry_pc····:·(addr)·0x228f8
13304	····<7d10>···DW_AT_GNU_entry_view:·(data2)·0	13304	····<7d10>···DW_AT_GNU_entry_view:·(data2)·0
13305	····<7d12>···DW_AT_ranges······:·(sec_offset)·0x7738	13305	····<7d12>···DW_AT_ranges······:·(sec_offset)·0x7738
13306	····<7d16>···DW_AT_call_file···:·(data1)·1	13306	····<7d16>···DW_AT_call_file···:·(data1)·1
13307	····<7d17>···DW_AT_call_line···:·(data2)·48081	13307	····<7d17>···DW_AT_call_line···:·(data2)·48081
13308	····<7d19>···DW_AT_call_column·:·(data1)·17	13308	····<7d19>···DW_AT_call_column·:·(data1)·17
13309	····<7d1a>···DW_AT_sibling·····:·(ref_udata)·<0x8453>	13309	····<7d1a>···DW_AT_sibling·····:·(ref_udata)·<0x8453>
13310	·<3><7d1d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	13310	·<3><7d1d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
13311	····<7d1e>···DW_AT_abstract_origin:·(ref_udata)·<0x60572>	13311	····<7d1e>···DW_AT_abstract_origin:·(ref_udata)·<0x60576>
13312	····<7d21>···DW_AT_location····:·(sec_offset)·0x1050·(location·list)	13312	····<7d21>···DW_AT_location····:·(sec_offset)·0x1050·(location·list)
13313	····<7d25>···DW_AT_GNU_locviews:·(sec_offset)·0x1048	13313	····<7d25>···DW_AT_GNU_locviews:·(sec_offset)·0x1048
13314	·<3><7d29>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	13314	·<3><7d29>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
13315	····<7d2a>···DW_AT_abstract_origin:·(ref_udata)·<0x6057f>	13315	····<7d2a>···DW_AT_abstract_origin:·(ref_udata)·<0x60583>
13316	····<7d2d>···DW_AT_location····:·(sec_offset)·0x1080·(location·list)	13316	····<7d2d>···DW_AT_location····:·(sec_offset)·0x1080·(location·list)
13317	····<7d31>···DW_AT_GNU_locviews:·(sec_offset)·0x1078	13317	····<7d31>···DW_AT_GNU_locviews:·(sec_offset)·0x1078
13318	·<3><7d35>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	13318	·<3><7d35>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
13319	····<7d36>···DW_AT_abstract_origin:·(ref_udata)·<0x6054b>	13319	····<7d36>···DW_AT_abstract_origin:·(ref_udata)·<0x6054f>
13320	····<7d39>···DW_AT_location····:·(sec_offset)·0x10b1·(location·list)	13320	····<7d39>···DW_AT_location····:·(sec_offset)·0x10b1·(location·list)
13321	····<7d3d>···DW_AT_GNU_locviews:·(sec_offset)·0x10a9	13321	····<7d3d>···DW_AT_GNU_locviews:·(sec_offset)·0x10a9
13322	·<3><7d41>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	13322	·<3><7d41>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
13323	····<7d42>···DW_AT_abstract_origin:·(ref_udata)·<0x60558>	13323	····<7d42>···DW_AT_abstract_origin:·(ref_udata)·<0x6055c>
13324	····<7d45>···DW_AT_location····:·(sec_offset)·0x10dc·(location·list)	13324	····<7d45>···DW_AT_location····:·(sec_offset)·0x10dc·(location·list)
13325	····<7d49>···DW_AT_GNU_locviews:·(sec_offset)·0x10d6	13325	····<7d49>···DW_AT_GNU_locviews:·(sec_offset)·0x10d6
13326	·<3><7d4d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)	13326	·<3><7d4d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
13327	····<7d4e>···DW_AT_abstract_origin:·(ref_udata)·<0x60565>	13327	····<7d4e>···DW_AT_abstract_origin:·(ref_udata)·<0x60569>
13328	····<7d51>···DW_AT_location····:·(sec_offset)·0x1105·(location·list)	13328	····<7d51>···DW_AT_location····:·(sec_offset)·0x1105·(location·list)
13329	····<7d55>···DW_AT_GNU_locviews:·(sec_offset)·0x10ff	13329	····<7d55>···DW_AT_GNU_locviews:·(sec_offset)·0x10ff
13330	·<3><7d59>:·Abbrev·Number:·12·(DW_TAG_lexical_block)	13330	·<3><7d59>:·Abbrev·Number:·12·(DW_TAG_lexical_block)
13331	····<7d5a>···DW_AT_ranges······:·(sec_offset)·0x7738	13331	····<7d5a>···DW_AT_ranges······:·(sec_offset)·0x7738
13332	·<4><7d5e>:·Abbrev·Number:·5·(DW_TAG_variable)	13332	·<4><7d5e>:·Abbrev·Number:·5·(DW_TAG_variable)
13333	····<7d5f>···DW_AT_abstract_origin:·(ref_udata)·<0x6058c>	13333	····<7d5f>···DW_AT_abstract_origin:·(ref_udata)·<0x60590>
13334	····<7d62>···DW_AT_location····:·(sec_offset)·0x112c·(location·list)	13334	····<7d62>···DW_AT_location····:·(sec_offset)·0x112c·(location·list)
13335	····<7d66>···DW_AT_GNU_locviews:·(sec_offset)·0x1122	13335	····<7d66>···DW_AT_GNU_locviews:·(sec_offset)·0x1122
13336	·<4><7d6a>:·Abbrev·Number:·5·(DW_TAG_variable)	13336	·<4><7d6a>:·Abbrev·Number:·5·(DW_TAG_variable)
13337	····<7d6b>···DW_AT_abstract_origin:·(ref_udata)·<0x60597>	13337	····<7d6b>···DW_AT_abstract_origin:·(ref_udata)·<0x6059b>
13338	····<7d6e>···DW_AT_location····:·(sec_offset)·0x1164·(location·list)	13338	····<7d6e>···DW_AT_location····:·(sec_offset)·0x1164·(location·list)
13339	····<7d72>···DW_AT_GNU_locviews:·(sec_offset)·0x115c	13339	····<7d72>···DW_AT_GNU_locviews:·(sec_offset)·0x115c
13340	·<4><7d76>:·Abbrev·Number:·5·(DW_TAG_variable)	13340	·<4><7d76>:·Abbrev·Number:·5·(DW_TAG_variable)
13341	····<7d77>···DW_AT_abstract_origin:·(ref_udata)·<0x605a4>	13341	····<7d77>···DW_AT_abstract_origin:·(ref_udata)·<0x605a8>
13342	····<7d7a>···DW_AT_location····:·(sec_offset)·0x1191·(location·list)	13342	····<7d7a>···DW_AT_location····:·(sec_offset)·0x1191·(location·list)
13343	····<7d7e>···DW_AT_GNU_locviews:·(sec_offset)·0x1189	13343	····<7d7e>···DW_AT_GNU_locviews:·(sec_offset)·0x1189
13344	·<4><7d82>:·Abbrev·Number:·5·(DW_TAG_variable)	13344	·<4><7d82>:·Abbrev·Number:·5·(DW_TAG_variable)
13345	····<7d83>···DW_AT_abstract_origin:·(ref_udata)·<0x605af>	13345	····<7d83>···DW_AT_abstract_origin:·(ref_udata)·<0x605b3>
13346	····<7d86>···DW_AT_location····:·(sec_offset)·0x11d1·(location·list)	13346	····<7d86>···DW_AT_location····:·(sec_offset)·0x11d1·(location·list)
13347	····<7d8a>···DW_AT_GNU_locviews:·(sec_offset)·0x11b9	13347	····<7d8a>···DW_AT_GNU_locviews:·(sec_offset)·0x11b9
13348	·<4><7d8e>:·Abbrev·Number:·5·(DW_TAG_variable)	13348	·<4><7d8e>:·Abbrev·Number:·5·(DW_TAG_variable)
13349	····<7d8f>···DW_AT_abstract_origin:·(ref_udata)·<0x605bc>	13349	····<7d8f>···DW_AT_abstract_origin:·(ref_udata)·<0x605c0>
13350	····<7d92>···DW_AT_location····:·(sec_offset)·0x1235·(location·list)	13350	····<7d92>···DW_AT_location····:·(sec_offset)·0x1235·(location·list)
13351	····<7d96>···DW_AT_GNU_locviews:·(sec_offset)·0x122b	13351	····<7d96>···DW_AT_GNU_locviews:·(sec_offset)·0x122b
13352	·<4><7d9a>:·Abbrev·Number:·5·(DW_TAG_variable)	13352	·<4><7d9a>:·Abbrev·Number:·5·(DW_TAG_variable)
13353	····<7d9b>···DW_AT_abstract_origin:·(ref_udata)·<0x605c9>	13353	····<7d9b>···DW_AT_abstract_origin:·(ref_udata)·<0x605cd>
13354	····<7d9e>···DW_AT_location····:·(sec_offset)·0x129f·(location·list)	13354	····<7d9e>···DW_AT_location····:·(sec_offset)·0x129f·(location·list)
13355	····<7da2>···DW_AT_GNU_locviews:·(sec_offset)·0x1281	13355	····<7da2>···DW_AT_GNU_locviews:·(sec_offset)·0x1281
13356	·<4><7da6>:·Abbrev·Number:·5·(DW_TAG_variable)	13356	·<4><7da6>:·Abbrev·Number:·5·(DW_TAG_variable)
13357	····<7da7>···DW_AT_abstract_origin:·(ref_udata)·<0x605d6>	13357	····<7da7>···DW_AT_abstract_origin:·(ref_udata)·<0x605da>
13358	····<7daa>···DW_AT_location····:·(sec_offset)·0x132c·(location·list)	13358	····<7daa>···DW_AT_location····:·(sec_offset)·0x132c·(location·list)
13359	····<7dae>···DW_AT_GNU_locviews:·(sec_offset)·0x1314	13359	····<7dae>···DW_AT_GNU_locviews:·(sec_offset)·0x1314
13360	·<4><7db2>:·Abbrev·Number:·5·(DW_TAG_variable)	13360	·<4><7db2>:·Abbrev·Number:·5·(DW_TAG_variable)
13361	····<7db3>···DW_AT_abstract_origin:·(ref_udata)·<0x605e3>	13361	····<7db3>···DW_AT_abstract_origin:·(ref_udata)·<0x605e7>
13362	····<7db6>···DW_AT_location····:·(sec_offset)·0x139c·(location·list)	13362	····<7db6>···DW_AT_location····:·(sec_offset)·0x139c·(location·list)
13363	····<7dba>···DW_AT_GNU_locviews:·(sec_offset)·0x138c	13363	····<7dba>···DW_AT_GNU_locviews:·(sec_offset)·0x138c
13364	·<4><7dbe>:·Abbrev·Number:·5·(DW_TAG_variable)	13364	·<4><7dbe>:·Abbrev·Number:·5·(DW_TAG_variable)
13365	····<7dbf>···DW_AT_abstract_origin:·(ref_udata)·<0x605f0>	13365	····<7dbf>···DW_AT_abstract_origin:·(ref_udata)·<0x605f4>
13366	····<7dc2>···DW_AT_location····:·(sec_offset)·0x13ff·(location·list)	13366	····<7dc2>···DW_AT_location····:·(sec_offset)·0x13ff·(location·list)
13367	····<7dc6>···DW_AT_GNU_locviews:·(sec_offset)·0x13ef	13367	····<7dc6>···DW_AT_GNU_locviews:·(sec_offset)·0x13ef
13368	·<4><7dca>:·Abbrev·Number:·5·(DW_TAG_variable)	13368	·<4><7dca>:·Abbrev·Number:·5·(DW_TAG_variable)
13369	····<7dcb>···DW_AT_abstract_origin:·(ref_udata)·<0x60~~5fd~~>	13369	····<7dcb>···DW_AT_abstract_origin:·(ref_udata)·<0x60601>
13370	····<7dce>···DW_AT_location····:·(sec_offset)·0x1480·(location·list)	13370	····<7dce>···DW_AT_location····:·(sec_offset)·0x1480·(location·list)
13371	····<7dd2>···DW_AT_GNU_locviews:·(sec_offset)·0x1470	13371	····<7dd2>···DW_AT_GNU_locviews:·(sec_offset)·0x1470
13372	·<4><7dd6>:·Abbrev·Number:·47·(DW_TAG_label)	13372	·<4><7dd6>:·Abbrev·Number:·47·(DW_TAG_label)
13373	····<7dd7>···DW_AT_abstract_origin:·(ref_udata)·<0x6060a>	13373	····<7dd7>···DW_AT_abstract_origin:·(ref_udata)·<0x6060e>
13374	·<4><7dda>:·Abbrev·Number:·32·(DW_TAG_label)	13374	·<4><7dda>:·Abbrev·Number:·32·(DW_TAG_label)
13375	····<7ddb>···DW_AT_abstract_origin:·(ref_udata)·<0x60612>	13375	····<7ddb>···DW_AT_abstract_origin:·(ref_udata)·<0x60616>
13376	····<7dde>···DW_AT_low_pc······:·(addr)·0x229a8	13376	····<7dde>···DW_AT_low_pc······:·(addr)·0x229a8
13377	·<4><7de6>:·Abbrev·Number:·47·(DW_TAG_label)	13377	·<4><7de6>:·Abbrev·Number:·47·(DW_TAG_label)
Max diff block lines reached; 14690679/14698808 bytes (99.94%) of diff not shown.


Offset 63598, 21 lines modified		Offset 63598, 21 lines modified
63598	····00030adf·v000000000000001·v000000000000000·views·at·00030add·for:	63598	····00030adf·v000000000000001·v000000000000000·views·at·00030add·for:
63599	·············000000000002de1c·000000000002dea8·(DW_OP_lit1;·DW_OP_stack_value)	63599	·············000000000002de1c·000000000002dea8·(DW_OP_lit1;·DW_OP_stack_value)
63600	····00030aed·<End·of·list>	63600	····00030aed·<End·of·list>

63601	····00030aee·v000000000000001·v000000000000000·location·view·pair	63601	····00030aee·v000000000000001·v000000000000000·location·view·pair

63602	····00030af0·v000000000000001·v000000000000000·views·at·00030aee·for:	63602	····00030af0·v000000000000001·v000000000000000·views·at·00030aee·for:
63603	·············000000000002de1c·000000000002dea8·(DW_OP_implicit_pointer:·<0x2cac5>·0)	63603	·············000000000002de1c·000000000002dea8·(DW_OP_implicit_pointer:·<0x2cac7>·0)
63604	····00030b02·<End·of·list>	63604	····00030b02·<End·of·list>

63605	····00030b03·v000000000000001·v000000000000000·location·view·pair	63605	····00030b03·v000000000000001·v000000000000000·location·view·pair

63606	····00030b05·v000000000000001·v000000000000000·views·at·00030b03·for:	63606	····00030b05·v000000000000001·v000000000000000·views·at·00030b03·for:
63607	·············000000000002de1c·000000000002dea8·(DW_OP_implicit_pointer:·<0x2caed>·0)	63607	·············000000000002de1c·000000000002dea8·(DW_OP_implicit_pointer:·<0x2caef>·0)
63608	····00030b17·<End·of·list>	63608	····00030b17·<End·of·list>

63609	····00030b18·v000000000000001·v000000000000000·location·view·pair	63609	····00030b18·v000000000000001·v000000000000000·location·view·pair

63610	····00030b1a·v000000000000001·v000000000000000·views·at·00030b18·for:	63610	····00030b1a·v000000000000001·v000000000000000·views·at·00030b18·for:
63611	·············000000000002de2c·000000000002dea8·(DW_OP_reg25·(x25))	63611	·············000000000002de2c·000000000002dea8·(DW_OP_reg25·(x25))
63612	····00030b26·<End·of·list>	63612	····00030b26·<End·of·list>
Offset 63690, 17 lines modified		Offset 63690, 17 lines modified
63690	····00030bed·<End·of·list>	63690	····00030bed·<End·of·list>

63691	····00030bee·v000000000000003·v000000000000000·location·view·pair	63691	····00030bee·v000000000000003·v000000000000000·location·view·pair
63692	····00030bf0·v000000000000000·v000000000000001·location·view·pair	63692	····00030bf0·v000000000000000·v000000000000001·location·view·pair

63693	····00030bf2·000000000002dea8·(base·address)	63693	····00030bf2·000000000002dea8·(base·address)
63694	····00030bfb·v000000000000003·v000000000000000·views·at·00030bee·for:	63694	····00030bfb·v000000000000003·v000000000000000·views·at·00030bee·for:
63695	·············000000000002dea8·000000000002dee0·(DW_OP_implicit_pointer:·<0x2ca28>·0)	63695	·············000000000002dea8·000000000002dee0·(DW_OP_implicit_pointer:·<0x2ca2a>·0)
63696	····00030c05·v000000000000000·v000000000000001·views·at·00030bf0·for:	63696	····00030c05·v000000000000000·v000000000000001·views·at·00030bf0·for:
63697	·············000000000002e8c8·000000000002e8ec·(DW_OP_implicit_pointer:·<0x2ca28>·0)	63697	·············000000000002e8c8·000000000002e8ec·(DW_OP_implicit_pointer:·<0x2ca2a>·0)
63698	····00030c11·<End·of·list>	63698	····00030c11·<End·of·list>

63699	····00030c12·v000000000000000·v000000000000000·location·view·pair	63699	····00030c12·v000000000000000·v000000000000000·location·view·pair

63700	····00030c14·v000000000000000·v000000000000000·views·at·00030c12·for:	63700	····00030c14·v000000000000000·v000000000000000·views·at·00030c12·for:
63701	·············000000000002ded0·000000000002dee0·(DW_OP_reg20·(x20))	63701	·············000000000002ded0·000000000002dee0·(DW_OP_reg20·(x20))
63702	····00030c20·<End·of·list>	63702	····00030c20·<End·of·list>
Offset 79567, 37 lines modified		Offset 79567, 37 lines modified
79567	····0003cc8f·<End·of·list>	79567	····0003cc8f·<End·of·list>

79568	····0003cc90·v000000000000001·v000000000000000·location·view·pair	79568	····0003cc90·v000000000000001·v000000000000000·location·view·pair
79569	····0003cc92·v000000000000000·v000000000000000·location·view·pair	79569	····0003cc92·v000000000000000·v000000000000000·location·view·pair

79570	····0003cc94·0000000000027578·(base·address)	79570	····0003cc94·0000000000027578·(base·address)
79571	····0003cc9d·v000000000000001·v000000000000000·views·at·0003cc90·for:	79571	····0003cc9d·v000000000000001·v000000000000000·views·at·0003cc90·for:
79572	·············0000000000027578·00000000000275a0·(DW_OP_implicit_pointer:·<0x3c207>·0)	79572	·············0000000000027578·00000000000275a0·(DW_OP_implicit_pointer:·<0x3c20b>·0)
79573	····0003cca7·v000000000000000·v000000000000000·views·at·0003cc92·for:	79573	····0003cca7·v000000000000000·v000000000000000·views·at·0003cc92·for:
79574	·············00000000000284d0·0000000000028514·(DW_OP_implicit_pointer:·<0x3c207>·0)	79574	·············00000000000284d0·0000000000028514·(DW_OP_implicit_pointer:·<0x3c20b>·0)
79575	····0003ccb3·<End·of·list>	79575	····0003ccb3·<End·of·list>

79576	····0003ccb4·v000000000000001·v000000000000000·location·view·pair	79576	····0003ccb4·v000000000000001·v000000000000000·location·view·pair
79577	····0003ccb6·v000000000000000·v000000000000000·location·view·pair	79577	····0003ccb6·v000000000000000·v000000000000000·location·view·pair

79578	····0003ccb8·0000000000027578·(base·address)	79578	····0003ccb8·0000000000027578·(base·address)
79579	····0003ccc1·v000000000000001·v000000000000000·views·at·0003ccb4·for:	79579	····0003ccc1·v000000000000001·v000000000000000·views·at·0003ccb4·for:
79580	·············0000000000027578·00000000000275a0·(DW_OP_implicit_pointer:·<0x3c21b>·0)	79580	·············0000000000027578·00000000000275a0·(DW_OP_implicit_pointer:·<0x3c21f>·0)
79581	····0003cccb·v000000000000000·v000000000000000·views·at·0003ccb6·for:	79581	····0003cccb·v000000000000000·v000000000000000·views·at·0003ccb6·for:
79582	·············00000000000284d0·0000000000028514·(DW_OP_implicit_pointer:·<0x3c21b>·0)	79582	·············00000000000284d0·0000000000028514·(DW_OP_implicit_pointer:·<0x3c21f>·0)
79583	····0003ccd7·<End·of·list>	79583	····0003ccd7·<End·of·list>

79584	····0003ccd8·v000000000000001·v000000000000000·location·view·pair	79584	····0003ccd8·v000000000000001·v000000000000000·location·view·pair
79585	····0003ccda·v000000000000000·v000000000000000·location·view·pair	79585	····0003ccda·v000000000000000·v000000000000000·location·view·pair

79586	····0003ccdc·0000000000027578·(base·address)	79586	····0003ccdc·0000000000027578·(base·address)
79587	····0003cce5·v000000000000001·v000000000000000·views·at·0003ccd8·for:	79587	····0003cce5·v000000000000001·v000000000000000·views·at·0003ccd8·for:
79588	·············0000000000027578·00000000000275a0·(DW_OP_implicit_pointer:·<0x3c22f>·0)	79588	·············0000000000027578·00000000000275a0·(DW_OP_implicit_pointer:·<0x3c233>·0)
79589	····0003ccef·v000000000000000·v000000000000000·views·at·0003ccda·for:	79589	····0003ccef·v000000000000000·v000000000000000·views·at·0003ccda·for:
79590	·············00000000000284d0·0000000000028514·(DW_OP_implicit_pointer:·<0x3c22f>·0)	79590	·············00000000000284d0·0000000000028514·(DW_OP_implicit_pointer:·<0x3c233>·0)
79591	····0003ccfb·<End·of·list>	79591	····0003ccfb·<End·of·list>

79592	····0003ccfc·v000000000000005·v000000000000000·location·view·pair	79592	····0003ccfc·v000000000000005·v000000000000000·location·view·pair
79593	····0003ccfe·v000000000000000·v000000000000000·location·view·pair	79593	····0003ccfe·v000000000000000·v000000000000000·location·view·pair

79594	····0003cd00·00000000000284e0·(base·address)	79594	····0003cd00·00000000000284e0·(base·address)
79595	····0003cd09·v000000000000005·v000000000000000·views·at·0003ccfc·for:	79595	····0003cd09·v000000000000005·v000000000000000·views·at·0003ccfc·for:
Offset 80882, 37 lines modified		Offset 80882, 37 lines modified
80882	····0003dac8·<End·of·list>	80882	····0003dac8·<End·of·list>

80883	····0003dac9·v000000000000001·v000000000000000·location·view·pair	80883	····0003dac9·v000000000000001·v000000000000000·location·view·pair
80884	····0003dacb·v000000000000000·v000000000000000·location·view·pair	80884	····0003dacb·v000000000000000·v000000000000000·location·view·pair

80885	····0003dacd·0000000000026eb0·(base·address)	80885	····0003dacd·0000000000026eb0·(base·address)
80886	····0003dad6·v000000000000001·v000000000000000·views·at·0003dac9·for:	80886	····0003dad6·v000000000000001·v000000000000000·views·at·0003dac9·for:
80887	·············0000000000026eb0·0000000000026ee0·(DW_OP_implicit_pointer:·<0x3c18f>·0)	80887	·············0000000000026eb0·0000000000026ee0·(DW_OP_implicit_pointer:·<0x3c193>·0)
80888	····0003dae0·v000000000000000·v000000000000000·views·at·0003dacb·for:	80888	····0003dae0·v000000000000000·v000000000000000·views·at·0003dacb·for:
80889	·············000000000002780c·0000000000027840·(DW_OP_implicit_pointer:·<0x3c18f>·0)	80889	·············000000000002780c·0000000000027840·(DW_OP_implicit_pointer:·<0x3c193>·0)
80890	····0003daec·<End·of·list>	80890	····0003daec·<End·of·list>

80891	····0003daed·v000000000000001·v000000000000000·location·view·pair	80891	····0003daed·v000000000000001·v000000000000000·location·view·pair
80892	····0003daef·v000000000000000·v000000000000000·location·view·pair	80892	····0003daef·v000000000000000·v000000000000000·location·view·pair

80893	····0003daf1·0000000000026eb0·(base·address)	80893	····0003daf1·0000000000026eb0·(base·address)
80894	····0003dafa·v000000000000001·v000000000000000·views·at·0003daed·for:	80894	····0003dafa·v000000000000001·v000000000000000·views·at·0003daed·for:
80895	·············0000000000026eb0·0000000000026ee0·(DW_OP_implicit_pointer:·<0x3c1a3>·0)	80895	·············0000000000026eb0·0000000000026ee0·(DW_OP_implicit_pointer:·<0x3c1a7>·0)
80896	····0003db04·v000000000000000·v000000000000000·views·at·0003daef·for:	80896	····0003db04·v000000000000000·v000000000000000·views·at·0003daef·for:
80897	·············000000000002780c·0000000000027840·(DW_OP_implicit_pointer:·<0x3c1a3>·0)	80897	·············000000000002780c·0000000000027840·(DW_OP_implicit_pointer:·<0x3c1a7>·0)
80898	····0003db10·<End·of·list>	80898	····0003db10·<End·of·list>

80899	····0003db11·v000000000000001·v000000000000000·location·view·pair	80899	····0003db11·v000000000000001·v000000000000000·location·view·pair
80900	····0003db13·v000000000000000·v000000000000000·location·view·pair	80900	····0003db13·v000000000000000·v000000000000000·location·view·pair

80901	····0003db15·0000000000026eb0·(base·address)	80901	····0003db15·0000000000026eb0·(base·address)
80902	····0003db1e·v000000000000001·v000000000000000·views·at·0003db11·for:	80902	····0003db1e·v000000000000001·v000000000000000·views·at·0003db11·for:
80903	·············0000000000026eb0·0000000000026ee0·(DW_OP_implicit_pointer:·<0x3c1b7>·0)	80903	·············0000000000026eb0·0000000000026ee0·(DW_OP_implicit_pointer:·<0x3c1bb>·0)
80904	····0003db28·v000000000000000·v000000000000000·views·at·0003db13·for:	80904	····0003db28·v000000000000000·v000000000000000·views·at·0003db13·for:
80905	·············000000000002780c·0000000000027840·(DW_OP_implicit_pointer:·<0x3c1b7>·0)	80905	·············000000000002780c·0000000000027840·(DW_OP_implicit_pointer:·<0x3c1bb>·0)
80906	····0003db34·<End·of·list>	80906	····0003db34·<End·of·list>

80907	····0003db35·v000000000000005·v000000000000000·location·view·pair	80907	····0003db35·v000000000000005·v000000000000000·location·view·pair
80908	····0003db37·v000000000000000·v000000000000000·location·view·pair	80908	····0003db37·v000000000000000·v000000000000000·location·view·pair

80909	····0003db39·000000000002781c·(base·address)	80909	····0003db39·000000000002781c·(base·address)
80910	····0003db42·v000000000000005·v000000000000000·views·at·0003db35·for:	80910	····0003db42·v000000000000005·v000000000000000·views·at·0003db35·for:
Offset 95988, 32 lines modified		Offset 95988, 32 lines modified

95988	····00048db6·v000000000000004·v000000000000000·location·view·pair	95988	····00048db6·v000000000000004·v000000000000000·location·view·pair
95989	····00048db8·v000000000000000·v000000000000000·location·view·pair	95989	····00048db8·v000000000000000·v000000000000000·location·view·pair
95990	····00048dba·v000000000000005·v000000000000004·location·view·pair	95990	····00048dba·v000000000000005·v000000000000004·location·view·pair

95991	····00048dbc·000000000001c650·(base·address)	95991	····00048dbc·000000000001c650·(base·address)
95992	····00048dc5·v000000000000004·v000000000000000·views·at·00048db6·for:	95992	····00048dc5·v000000000000004·v000000000000000·views·at·00048db6·for:
95993	·············000000000001c650·000000000001c6b0·(DW_OP_implicit_pointer:·<0x4a229>·0)	95993	·············000000000001c650·000000000001c6b0·(DW_OP_implicit_pointer:·<0x4a22d>·0)
95994	····00048dcf·v000000000000000·v000000000000000·views·at·00048db8·for:	95994	····00048dcf·v000000000000000·v000000000000000·views·at·00048db8·for:
95995	·············000000000001ca5c·000000000001ca60·(DW_OP_implicit_pointer:·<0x4a229>·0)	95995	·············000000000001ca5c·000000000001ca60·(DW_OP_implicit_pointer:·<0x4a22d>·0)
95996	····00048ddb·v000000000000005·v000000000000004·views·at·00048dba·for:	95996	····00048ddb·v000000000000005·v000000000000004·views·at·00048dba·for:
Max diff block lines reached; 30829/38786 bytes (79.48%) of diff not shown.

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Offset 64188, 21 lines modified		Offset 64188, 21 lines modified
64188	····000311ba·v000000000000001·v000000000000000·views·at·000311b8·for:	64188	····000311ba·v000000000000001·v000000000000000·views·at·000311b8·for:
64189	·············000000000002e37c·000000000002e40c·(DW_OP_lit1;·DW_OP_stack_value)	64189	·············000000000002e37c·000000000002e40c·(DW_OP_lit1;·DW_OP_stack_value)
64190	····000311c8·<End·of·list>	64190	····000311c8·<End·of·list>

64191	····000311c9·v000000000000001·v000000000000000·location·view·pair	64191	····000311c9·v000000000000001·v000000000000000·location·view·pair

64192	····000311cb·v000000000000001·v000000000000000·views·at·000311c9·for:	64192	····000311cb·v000000000000001·v000000000000000·views·at·000311c9·for:
64193	·············000000000002e37c·000000000002e40c·(DW_OP_implicit_pointer:·<0x2cfaf>·0)	64193	·············000000000002e37c·000000000002e40c·(DW_OP_implicit_pointer:·<0x2cfb1>·0)
64194	····000311dd·<End·of·list>	64194	····000311dd·<End·of·list>

64195	····000311de·v000000000000001·v000000000000000·location·view·pair	64195	····000311de·v000000000000001·v000000000000000·location·view·pair

64196	····000311e0·v000000000000001·v000000000000000·views·at·000311de·for:	64196	····000311e0·v000000000000001·v000000000000000·views·at·000311de·for:
64197	·············000000000002e37c·000000000002e40c·(DW_OP_implicit_pointer:·<0x2cfd7>·0)	64197	·············000000000002e37c·000000000002e40c·(DW_OP_implicit_pointer:·<0x2cfd9>·0)
64198	····000311f2·<End·of·list>	64198	····000311f2·<End·of·list>

64199	····000311f3·v000000000000001·v000000000000000·location·view·pair	64199	····000311f3·v000000000000001·v000000000000000·location·view·pair

64200	····000311f5·v000000000000001·v000000000000000·views·at·000311f3·for:	64200	····000311f5·v000000000000001·v000000000000000·views·at·000311f3·for:
64201	·············000000000002e38c·000000000002e40c·(DW_OP_reg25·(x25))	64201	·············000000000002e38c·000000000002e40c·(DW_OP_reg25·(x25))
64202	····00031202·<End·of·list>	64202	····00031202·<End·of·list>
Offset 64274, 17 lines modified		Offset 64274, 17 lines modified
64274	····000312b7·<End·of·list>	64274	····000312b7·<End·of·list>

64275	····000312b8·v000000000000003·v000000000000000·location·view·pair	64275	····000312b8·v000000000000003·v000000000000000·location·view·pair
64276	····000312ba·v000000000000000·v000000000000001·location·view·pair	64276	····000312ba·v000000000000000·v000000000000001·location·view·pair

64277	····000312bc·000000000002e40c·(base·address)	64277	····000312bc·000000000002e40c·(base·address)
64278	····000312c5·v000000000000003·v000000000000000·views·at·000312b8·for:	64278	····000312c5·v000000000000003·v000000000000000·views·at·000312b8·for:
64279	·············000000000002e40c·000000000002e444·(DW_OP_implicit_pointer:·<0x2cf12>·0)	64279	·············000000000002e40c·000000000002e444·(DW_OP_implicit_pointer:·<0x2cf14>·0)
64280	····000312cf·v000000000000000·v000000000000001·views·at·000312ba·for:	64280	····000312cf·v000000000000000·v000000000000001·views·at·000312ba·for:
64281	·············000000000002ee3c·000000000002ee60·(DW_OP_implicit_pointer:·<0x2cf12>·0)	64281	·············000000000002ee3c·000000000002ee60·(DW_OP_implicit_pointer:·<0x2cf14>·0)
64282	····000312db·<End·of·list>	64282	····000312db·<End·of·list>

64283	····000312dc·v000000000000000·v000000000000000·location·view·pair	64283	····000312dc·v000000000000000·v000000000000000·location·view·pair

64284	····000312de·v000000000000000·v000000000000000·views·at·000312dc·for:	64284	····000312de·v000000000000000·v000000000000000·views·at·000312dc·for:
64285	·············000000000002e434·000000000002e444·(DW_OP_reg20·(x20))	64285	·············000000000002e434·000000000002e444·(DW_OP_reg20·(x20))
64286	····000312ea·<End·of·list>	64286	····000312ea·<End·of·list>
Offset 80491, 37 lines modified		Offset 80491, 37 lines modified
80491	····0003d82c·<End·of·list>	80491	····0003d82c·<End·of·list>

80492	····0003d82d·v000000000000001·v000000000000000·location·view·pair	80492	····0003d82d·v000000000000001·v000000000000000·location·view·pair
80493	····0003d82f·v000000000000000·v000000000000000·location·view·pair	80493	····0003d82f·v000000000000000·v000000000000000·location·view·pair

80494	····0003d831·00000000000279c0·(base·address)	80494	····0003d831·00000000000279c0·(base·address)
80495	····0003d83a·v000000000000001·v000000000000000·views·at·0003d82d·for:	80495	····0003d83a·v000000000000001·v000000000000000·views·at·0003d82d·for:
80496	·············00000000000279c0·00000000000279e4·(DW_OP_implicit_pointer:·<0x3c70d>·0)	80496	·············00000000000279c0·00000000000279e4·(DW_OP_implicit_pointer:·<0x3c711>·0)
80497	····0003d844·v000000000000000·v000000000000000·views·at·0003d82f·for:	80497	····0003d844·v000000000000000·v000000000000000·views·at·0003d82f·for:
80498	·············0000000000028988·00000000000289c4·(DW_OP_implicit_pointer:·<0x3c70d>·0)	80498	·············0000000000028988·00000000000289c4·(DW_OP_implicit_pointer:·<0x3c711>·0)
80499	····0003d850·<End·of·list>	80499	····0003d850·<End·of·list>

80500	····0003d851·v000000000000001·v000000000000000·location·view·pair	80500	····0003d851·v000000000000001·v000000000000000·location·view·pair
80501	····0003d853·v000000000000000·v000000000000000·location·view·pair	80501	····0003d853·v000000000000000·v000000000000000·location·view·pair

80502	····0003d855·00000000000279c0·(base·address)	80502	····0003d855·00000000000279c0·(base·address)
80503	····0003d85e·v000000000000001·v000000000000000·views·at·0003d851·for:	80503	····0003d85e·v000000000000001·v000000000000000·views·at·0003d851·for:
80504	·············00000000000279c0·00000000000279e4·(DW_OP_implicit_pointer:·<0x3c721>·0)	80504	·············00000000000279c0·00000000000279e4·(DW_OP_implicit_pointer:·<0x3c725>·0)
80505	····0003d868·v000000000000000·v000000000000000·views·at·0003d853·for:	80505	····0003d868·v000000000000000·v000000000000000·views·at·0003d853·for:
80506	·············0000000000028988·00000000000289c4·(DW_OP_implicit_pointer:·<0x3c721>·0)	80506	·············0000000000028988·00000000000289c4·(DW_OP_implicit_pointer:·<0x3c725>·0)
80507	····0003d874·<End·of·list>	80507	····0003d874·<End·of·list>

80508	····0003d875·v000000000000001·v000000000000000·location·view·pair	80508	····0003d875·v000000000000001·v000000000000000·location·view·pair
80509	····0003d877·v000000000000000·v000000000000000·location·view·pair	80509	····0003d877·v000000000000000·v000000000000000·location·view·pair

80510	····0003d879·00000000000279c0·(base·address)	80510	····0003d879·00000000000279c0·(base·address)
80511	····0003d882·v000000000000001·v000000000000000·views·at·0003d875·for:	80511	····0003d882·v000000000000001·v000000000000000·views·at·0003d875·for:
80512	·············00000000000279c0·00000000000279e4·(DW_OP_implicit_pointer:·<0x3c735>·0)	80512	·············00000000000279c0·00000000000279e4·(DW_OP_implicit_pointer:·<0x3c739>·0)
80513	····0003d88c·v000000000000000·v000000000000000·views·at·0003d877·for:	80513	····0003d88c·v000000000000000·v000000000000000·views·at·0003d877·for:
80514	·············0000000000028988·00000000000289c4·(DW_OP_implicit_pointer:·<0x3c735>·0)	80514	·············0000000000028988·00000000000289c4·(DW_OP_implicit_pointer:·<0x3c739>·0)
80515	····0003d898·<End·of·list>	80515	····0003d898·<End·of·list>

80516	····0003d899·v000000000000005·v000000000000000·location·view·pair	80516	····0003d899·v000000000000005·v000000000000000·location·view·pair
80517	····0003d89b·v000000000000000·v000000000000000·location·view·pair	80517	····0003d89b·v000000000000000·v000000000000000·location·view·pair

80518	····0003d89d·0000000000028998·(base·address)	80518	····0003d89d·0000000000028998·(base·address)
80519	····0003d8a6·v000000000000005·v000000000000000·views·at·0003d899·for:	80519	····0003d8a6·v000000000000005·v000000000000000·views·at·0003d899·for:
Offset 81795, 37 lines modified		Offset 81795, 37 lines modified
81795	····0003e63a·<End·of·list>	81795	····0003e63a·<End·of·list>

81796	····0003e63b·v000000000000001·v000000000000000·location·view·pair	81796	····0003e63b·v000000000000001·v000000000000000·location·view·pair
81797	····0003e63d·v000000000000000·v000000000000000·location·view·pair	81797	····0003e63d·v000000000000000·v000000000000000·location·view·pair

81798	····0003e63f·00000000000272d8·(base·address)	81798	····0003e63f·00000000000272d8·(base·address)
81799	····0003e648·v000000000000001·v000000000000000·views·at·0003e63b·for:	81799	····0003e648·v000000000000001·v000000000000000·views·at·0003e63b·for:
81800	·············00000000000272d8·0000000000027300·(DW_OP_implicit_pointer:·<0x3c695>·0)	81800	·············00000000000272d8·0000000000027300·(DW_OP_implicit_pointer:·<0x3c699>·0)
81801	····0003e652·v000000000000000·v000000000000000·views·at·0003e63d·for:	81801	····0003e652·v000000000000000·v000000000000000·views·at·0003e63d·for:
81802	·············0000000000027c4c·0000000000027c80·(DW_OP_implicit_pointer:·<0x3c695>·0)	81802	·············0000000000027c4c·0000000000027c80·(DW_OP_implicit_pointer:·<0x3c699>·0)
81803	····0003e65e·<End·of·list>	81803	····0003e65e·<End·of·list>

81804	····0003e65f·v000000000000001·v000000000000000·location·view·pair	81804	····0003e65f·v000000000000001·v000000000000000·location·view·pair
81805	····0003e661·v000000000000000·v000000000000000·location·view·pair	81805	····0003e661·v000000000000000·v000000000000000·location·view·pair

81806	····0003e663·00000000000272d8·(base·address)	81806	····0003e663·00000000000272d8·(base·address)
81807	····0003e66c·v000000000000001·v000000000000000·views·at·0003e65f·for:	81807	····0003e66c·v000000000000001·v000000000000000·views·at·0003e65f·for:
81808	·············00000000000272d8·0000000000027300·(DW_OP_implicit_pointer:·<0x3c6a9>·0)	81808	·············00000000000272d8·0000000000027300·(DW_OP_implicit_pointer:·<0x3c6ad>·0)
81809	····0003e676·v000000000000000·v000000000000000·views·at·0003e661·for:	81809	····0003e676·v000000000000000·v000000000000000·views·at·0003e661·for:
81810	·············0000000000027c4c·0000000000027c80·(DW_OP_implicit_pointer:·<0x3c6a9>·0)	81810	·············0000000000027c4c·0000000000027c80·(DW_OP_implicit_pointer:·<0x3c6ad>·0)
81811	····0003e682·<End·of·list>	81811	····0003e682·<End·of·list>

81812	····0003e683·v000000000000001·v000000000000000·location·view·pair	81812	····0003e683·v000000000000001·v000000000000000·location·view·pair
81813	····0003e685·v000000000000000·v000000000000000·location·view·pair	81813	····0003e685·v000000000000000·v000000000000000·location·view·pair

81814	····0003e687·00000000000272d8·(base·address)	81814	····0003e687·00000000000272d8·(base·address)
81815	····0003e690·v000000000000001·v000000000000000·views·at·0003e683·for:	81815	····0003e690·v000000000000001·v000000000000000·views·at·0003e683·for:
81816	·············00000000000272d8·0000000000027300·(DW_OP_implicit_pointer:·<0x3c6bd>·0)	81816	·············00000000000272d8·0000000000027300·(DW_OP_implicit_pointer:·<0x3c6c1>·0)
81817	····0003e69a·v000000000000000·v000000000000000·views·at·0003e685·for:	81817	····0003e69a·v000000000000000·v000000000000000·views·at·0003e685·for:
81818	·············0000000000027c4c·0000000000027c80·(DW_OP_implicit_pointer:·<0x3c6bd>·0)	81818	·············0000000000027c4c·0000000000027c80·(DW_OP_implicit_pointer:·<0x3c6c1>·0)
81819	····0003e6a6·<End·of·list>	81819	····0003e6a6·<End·of·list>

81820	····0003e6a7·v000000000000005·v000000000000000·location·view·pair	81820	····0003e6a7·v000000000000005·v000000000000000·location·view·pair
81821	····0003e6a9·v000000000000000·v000000000000000·location·view·pair	81821	····0003e6a9·v000000000000000·v000000000000000·location·view·pair

81822	····0003e6ab·0000000000027c5c·(base·address)	81822	····0003e6ab·0000000000027c5c·(base·address)
81823	····0003e6b4·v000000000000005·v000000000000000·views·at·0003e6a7·for:	81823	····0003e6b4·v000000000000005·v000000000000000·views·at·0003e6a7·for:
Offset 97150, 32 lines modified		Offset 97150, 32 lines modified

97150	····00049c94·v000000000000004·v000000000000000·location·view·pair	97150	····00049c94·v000000000000004·v000000000000000·location·view·pair
97151	····00049c96·v000000000000000·v000000000000000·location·view·pair	97151	····00049c96·v000000000000000·v000000000000000·location·view·pair
97152	····00049c98·v000000000000005·v000000000000004·location·view·pair	97152	····00049c98·v000000000000005·v000000000000004·location·view·pair

97153	····00049c9a·0000000000021b90·(base·address)	97153	····00049c9a·0000000000021b90·(base·address)
97154	····00049ca3·v000000000000004·v000000000000000·views·at·00049c94·for:	97154	····00049ca3·v000000000000004·v000000000000000·views·at·00049c94·for:
97155	·············0000000000021b90·0000000000021bf0·(DW_OP_implicit_pointer:·<0x4ab4e>·0)	97155	·············0000000000021b90·0000000000021bf0·(DW_OP_implicit_pointer:·<0x4ab52>·0)
97156	····00049cad·v000000000000000·v000000000000000·views·at·00049c96·for:	97156	····00049cad·v000000000000000·v000000000000000·views·at·00049c96·for:
97157	·············0000000000021f9c·0000000000021fa0·(DW_OP_implicit_pointer:·<0x4ab4e>·0)	97157	·············0000000000021f9c·0000000000021fa0·(DW_OP_implicit_pointer:·<0x4ab52>·0)
97158	····00049cb9·v000000000000005·v000000000000004·views·at·00049c98·for:	97158	····00049cb9·v000000000000005·v000000000000004·views·at·00049c98·for:
Max diff block lines reached; 30819/38776 bytes (79.48%) of diff not shown.

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