/usr/bin/diffoscope --timeout 7200 --html /srv/reproducible-results/rbuild-debian/r-b-build.Omi6LkY1/pandas_2.2.3+dfsg-9.diffoscope.html --text /srv/reproducible-results/rbuild-debian/r-b-build.Omi6LkY1/pandas_2.2.3+dfsg-9.diffoscope.txt --json /srv/reproducible-results/rbuild-debian/r-b-build.Omi6LkY1/pandas_2.2.3+dfsg-9.diffoscope.json --profile=- /srv/reproducible-results/rbuild-debian/r-b-build.Omi6LkY1/b1/pandas_2.2.3+dfsg-9_amd64.changes /srv/reproducible-results/rbuild-debian/r-b-build.Omi6LkY1/b2/pandas_2.2.3+dfsg-9

⊟

13.3 MB

/srv/reproducible-results/rbuild-debian/r-b-build.Omi6LkY1/b1/pandas_2.2.3+dfsg-9_amd64.changes vs.

/srv/reproducible-results/rbuild-debian/r-b-build.Omi6LkY1/b2/pandas_2.2.3+dfsg-9_amd64.changes ¶

⊟

733 B

Files ¶

⊟

334 KB

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

⊟

452 B

file list ¶

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

333 KB

data.tar.xz ¶

⊟

333 KB

data.tar ¶

⊟

12.5 KB

file list ¶

⊟

63.5 KB

⊟

63.4 KB

⊟

4.39 KB

⊟

1.47 KB

⊟

31.2 KB

⊟

10.8 KB

⊟

4.07 KB

⊟

1020 B

⊟

88.5 KB

⊟

88.4 KB

⊟

88.4 KB

⊟

3.75 KB

⊟

1.04 KB

⊟

2.96 KB

⊟

1010 B

⊟

42.2 KB

⊟

10.2 KB

⊟

9.76 KB

⊟

2.26 KB

⊟

67.3 KB

⊟

17.2 KB

⊟

2.93 KB

⊟

711 B

⊟

2.02 KB

python3-pandas-lib_2.2.3+dfsg-9_amd64.deb ¶

⊟

367 B

file list ¶

⊟

98.0 B

control.tar.xz ¶

⊟

70.0 B

control.tar ¶

⊟

48.0 B

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

1.49 KB

data.tar.xz ¶

⊟

1.47 KB

data.tar ¶

⊟

1.45 KB

./usr/lib/python3/dist-packages/pandas/_libs/tslibs/strptime.cpython-313-x86_64-linux-gnu.so ¶

File has been modified after NT_GNU_BUILD_ID has been applied.

⊟

430 B

readelf --wide --notes {} ¶

⊟

811 B

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

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

⊟

13.0 MB

python3-pandas-lib-dbgsym_2.2.3+dfsg-9_amd64.deb ¶

⊟

452 B

file list ¶

⊟

5.68 KB

control.tar.xz ¶

⊟

5.66 KB

control.tar ¶

⊟

3.83 KB

./control ¶

⊟

1.8 KB

./md5sums ¶

⊟

30.0 B

./md5sums ¶

Files differ

⊟

1.75 KB

line order ¶

⊟

13.0 MB

data.tar.xz ¶

⊟

13.0 MB

data.tar ¶

⊟

4.16 KB

file list ¶

⊟

13.0 MB

./usr/lib/debug/.build-id/48/613a3b5a7d0da54839b9c36b6d3efcd4973efb.debug vs.

./usr/lib/debug/.build-id/fd/d243e07129a82bc46967fb5688335a3f6403c4.debug ¶

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

⊟

885 B

readelf --wide --file-header {} ¶

⊟

3.21 KB

readelf --wide --sections {} ¶

⊟

430 B

readelf --wide --notes {} ¶

⊟

12.9 MB

readelf --wide --debug-dump=info {} ¶

⊟

1.44 KB

readelf --wide --debug-dump=abbrev {} ¶

⊟

44.4 KB

readelf --wide --debug-dump=loc {} ¶

⊟

2.19 KB

strings --all --bytes=8 {} ¶


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

1	·3c3226cc3a948e7a3b056c5b016a3ed2·10795404·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
2	·adf55bce9c8e0c2b9f7dd2eab38ec31b·35979232·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_amd64.deb
3	·~~fdf23~~1~~fea5cae22e7ebab2f7f247b~~9da·459~~316~~8·~~pyt~~hon·optional·python3-pandas-~~lib~~_2.2.3+dfsg-9_amd64.deb	1	·8404e1176934696dc3824aa9511629fa·10794888·doc·optional·python-pandas-doc_2.2.3+dfsg-9_all.deb
		2	·c47d04d04c9616ce4c934199659e230d·35978848·debug·optional·python3-pandas-lib-dbgsym_2.2.3+dfsg-9_amd64.deb
		3	·7d8805a7e4bff4f2bc3634d80d996814·4593680·python·optional·python3-pandas-lib_2.2.3+dfsg-9_amd64.deb
4	·26530e0108a14fb2ef2b9fa903eb9d9d·3096852·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb	4	·26530e0108a14fb2ef2b9fa903eb9d9d·3096852·python·optional·python3-pandas_2.2.3+dfsg-9_all.deb


Offset 1, 3 lines modified		Offset 1, 3 lines modified
1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary	1	-rw-r--r--···0········0········0········4·2025-03-29·13:01:52.000000·debian-binary
2	-rw-r--r--···0········0········0···147352·2025-03-29·13:01:52.000000·control.tar.xz	2	-rw-r--r--···0········0········0···147356·2025-03-29·13:01:52.000000·control.tar.xz
3	-rw-r--r--···0········0········0·10647860·2025-03-29·13:01:52.000000·data.tar.xz	3	-rw-r--r--···0········0········0·10647340·2025-03-29·13:01:52.000000·data.tar.xz


Offset 21596, 14 lines modified		Offset 21596, 15 lines modified
21596	········"011975":·2207,	21596	········"011975":·2207,
21597	········"012108":·2207,	21597	········"012108":·2207,
21598	········"012299":·2207,	21598	········"012299":·2207,
21599	········"0123456789123456":·[2164,·2165],	21599	········"0123456789123456":·[2164,·2165],
21600	········"012549":·2207,	21600	········"012549":·2207,
21601	········"012694":·2199,	21601	········"012694":·2199,
21602	········"012922":·2219,	21602	········"012922":·2219,
		21603	········"013":·2193,
21603	········"013086":·15,	21604	········"013086":·15,
21604	········"0133":·2202,	21605	········"0133":·2202,
21605	········"013448":·2207,	21606	········"013448":·2207,
21606	········"013605":·2207,	21607	········"013605":·2207,
21607	········"013684":·[182,·760],	21608	········"013684":·[182,·760],
21608	········"013692":·[102,·1158],	21609	········"013692":·[102,·1158],
21609	········"013747":·2199,	21610	········"013747":·2199,
Offset 21659, 15 lines modified		Offset 21660, 15 lines modified
21659	········"01t01":·2210,	21660	········"01t01":·2210,
21660	········"01t03":·2210,	21661	········"01t03":·2210,
21661	········"01t05":·[909,·2210,·2235],	21662	········"01t05":·[909,·2210,·2235],
21662	········"01t07":·1280,	21663	········"01t07":·1280,
21663	········"01t10":·1005,	21664	········"01t10":·1005,
21664	········"01t12":·953,	21665	········"01t12":·953,
21665	········"01t23":·[893,·2186,·2246],	21666	········"01t23":·[893,·2186,·2246],
21666	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·219~~3,·219~~5,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],	21667	········"02":·[13,·16,·17,·19,·26,·27,·29,·31,·79,·80,·82,·133,·182,·183,·202,·207,·208,·213,·218,·230,·261,·271,·276,·277,·278,·286,·287,·288,·289,·290,·291,·292,·293,·294,·295,·296,·299,·301,·304,·305,·306,·307,·310,·312,·313,·314,·318,·319,·320,·321,·322,·323,·324,·326,·327,·329,·330,·331,·332,·345,·362,·363,·423,·519,·534,·536,·542,·543,·544,·545,·546,·547,·548,·549,·557,·558,·562,·563,·564,·565,·566,·575,·591,·592,·593,·637,·639,·640,·641,·642,·643,·644,·645,·646,·647,·649,·650,·651,·652,·654,·656,·657,·658,·659,·665,·666,·667,·673,·674,·675,·677,·678,·679,·680,·684,·685,·686,·688,·708,·760,·761,·781,·782,·788,·793,·804,·893,·899,·902,·903,·904,·919,·939,·940,·943,·945,·948,·949,·953,·957,·970,·997,·1014,·1051,·1075,·1118,·1122,·1141,·1144,·1145,·1147,·1157,·1170,·1171,·1176,·1180,·1185,·1192,·1195,·1197,·1206,·1214,·1227,·1228,·1233,·1239,·1245,·1246,·1253,·1256,·1258,·1268,·1269,·1270,·1271,·1272,·1273,·1274,·1275,·1277,·1278,·1279,·1280,·1282,·1283,·1284,·1285,·1287,·1288,·1289,·1290,·1291,·1292,·1293,·1294,·1295,·1297,·1344,·1393,·1452,·1498,·1500,·1506,·1542,·1620,·1699,·1815,·1947,·2054,·2127,·2145,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2214,·2215,·2216,·2217,·2218,·2220,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2261,·2264,·2265,·2271,·2283,·2294,·2298,·2301,·2307],
21667	········"0200":·[957,·969,·970,·997,·1498,·2210],	21668	········"0200":·[957,·969,·970,·997,·1498,·2210],
21668	········"020161":·[102,·1158],	21669	········"020161":·[102,·1158],
21669	········"020208":·2195,	21670	········"020208":·2195,
21670	········"020376":·2207,	21671	········"020376":·2207,
21671	········"020399":·2195,	21672	········"020399":·2195,
21672	········"020485":·2207,	21673	········"020485":·2207,
21673	········"020544":·2186,	21674	········"020544":·2186,
Offset 21817, 15 lines modified		Offset 21818, 15 lines modified
21817	········"039575":·[15,·2184,·2185,·2186,·2191,·2195,·2197,·2199,·2202,·2210,·2214,·2215,·2218,·2225,·2226,·2241,·2260],	21818	········"039575":·[15,·2184,·2185,·2186,·2191,·2195,·2197,·2199,·2202,·2210,·2214,·2215,·2218,·2225,·2226,·2241,·2260],
21818	········"0396":·[2184,·2186],	21819	········"0396":·[2184,·2186],
21819	········"039624":·2207,	21820	········"039624":·2207,
21820	········"039926":·2210,	21821	········"039926":·2210,
21821	········"03c":·2208,	21822	········"03c":·2208,
21822	········"03t00":·[2199,·2210,·2235,·2261],	21823	········"03t00":·[2199,·2210,·2235,·2261],
21823	········"03t05":·[909,·2210],	21824	········"03t05":·[909,·2210],
21824	········"04":·[26,·27,·29,·31,·80,·84,·88,·114,·127,·148,·149,·157,·177,·178,·207,·213,·230,·292,·294,·306,·307,·317,·330,·332,·345,·402,·423,·528,·529,·592,·595,·600,·640,·644,·646,·658,·659,·671,·685,·688,·703,·725,·726,·732,·755,·756,·781,·788,·804,·985,·1075,·1145,·1269,·1270,·1280,·1289,·1344,·1393,·1452,·1498,·1500,·1741,·1776,·1815,·2184,·2185,·2186,·2188,·219~~3,·219~~5,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2223,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2250,·2261,·2264,·2271,·2283,·2298],	21825	········"04":·[26,·27,·29,·31,·80,·84,·88,·114,·127,·148,·149,·157,·177,·178,·207,·213,·230,·292,·294,·306,·307,·317,·330,·332,·345,·402,·423,·528,·529,·592,·595,·600,·640,·644,·646,·658,·659,·671,·685,·688,·703,·725,·726,·732,·755,·756,·781,·788,·804,·985,·1075,·1145,·1269,·1270,·1280,·1289,·1344,·1393,·1452,·1498,·1500,·1741,·1776,·1815,·2184,·2185,·2186,·2188,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2220,·2222,·2223,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2250,·2261,·2264,·2271,·2283,·2298],
21825	········"0400":·[2222,·2271],	21826	········"0400":·[2222,·2271],
21826	········"040039":·2216,	21827	········"040039":·2216,
21827	········"040247":·2207,	21828	········"040247":·2207,
21828	········"0405":·[182,·760],	21829	········"0405":·[182,·760],
21829	········"040775":·2207,	21830	········"040775":·2207,
21830	········"040863":·2186,	21831	········"040863":·2186,
21831	········"041":·[1447,·2200,·2232],	21832	········"041":·[1447,·2200,·2232],
Offset 21853, 15 lines modified		Offset 21854, 14 lines modified
21853	········"044125":·2207,	21854	········"044125":·2207,
21854	········"044184":·2199,	21855	········"044184":·2199,
21855	········"0442":·[2184,·2186],	21856	········"0442":·[2184,·2186],
21856	········"044236":·[16,·17,·18,·19,·2184,·2185,·2186,·2191,·2195,·2197,·2199,·2202,·2210,·2214,·2215,·2216,·2218,·2220,·2225,·2235,·2241,·2260],	21857	········"044236":·[16,·17,·18,·19,·2184,·2185,·2186,·2191,·2195,·2197,·2199,·2202,·2210,·2214,·2215,·2216,·2218,·2220,·2225,·2235,·2241,·2260],
21857	········"044522":·586,	21858	········"044522":·586,
21858	········"044546":·2207,	21859	········"044546":·2207,
21859	········"044933":·2207,	21860	········"044933":·2207,
21860	········"045":·2193,
21861	········"045691":·2191,	21861	········"045691":·2191,
21862	········"045759":·2207,	21862	········"045759":·2207,
21863	········"045976":·2214,	21863	········"045976":·2214,
21864	········"046":·2207,	21864	········"046":·2207,
21865	········"046044":·2199,	21865	········"046044":·2199,
21866	········"046582":·2207,	21866	········"046582":·2207,
21867	········"046611":·2210,	21867	········"046611":·2210,
Offset 21924, 14 lines modified		Offset 21924, 15 lines modified
21924	········"053667":·2207,	21924	········"053667":·2207,
21925	········"053768":·2199,	21925	········"053768":·2199,
21926	········"053785":·2219,	21926	········"053785":·2219,
21927	········"054325":·2191,	21927	········"054325":·2191,
21928	········"0549":·2202,	21928	········"0549":·2202,
21929	········"054932":·2207,	21929	········"054932":·2207,
21930	········"054972":·2207,	21930	········"054972":·2207,
		21931	········"055":·2193,
21931	········"055224":·2184,	21932	········"055224":·2184,
21932	········"055300":·2212,	21933	········"055300":·2212,
21933	········"055457":·2199,	21934	········"055457":·2199,
21934	········"055473":·2235,	21935	········"055473":·2235,
21935	········"055501":·2207,	21936	········"055501":·2207,
21936	········"055556":·[69,·109,·129,·171,·173,·182,·199,·204,·206,·215,·216,·217,·220,·221,·222,·244,·275,·760],	21937	········"055556":·[69,·109,·129,·171,·173,·182,·199,·204,·206,·215,·216,·217,·220,·221,·222,·244,·275,·760],
21937	········"055758":·2197,	21938	········"055758":·2197,
Offset 22145, 14 lines modified		Offset 22146, 15 lines modified
22145	········"086037":·2207,	22146	········"086037":·2207,
22146	········"086843":·2184,	22147	········"086843":·2184,
22147	········"087183":·2199,	22148	········"087183":·2199,
22148	········"087302":·2184,	22149	········"087302":·2184,
22149	········"0874":·[2184,·2186,·2191],	22150	········"0874":·[2184,·2186,·2191],
22150	········"087401":·[2184,·2185,·2186,·2191,·2197,·2199,·2202,·2204,·2210,·2214,·2215,·2216,·2218,·2225,·2226,·2231,·2241,·2264],	22151	········"087401":·[2184,·2185,·2186,·2191,·2197,·2199,·2202,·2204,·2210,·2214,·2215,·2216,·2218,·2225,·2226,·2231,·2241,·2264],
22151	········"0875":·2202,	22152	········"0875":·2202,
		22153	········"088":·2193,
22152	········"088060":·2210,	22154	········"088060":·2210,
22153	········"088224":·2199,	22155	········"088224":·2199,
22154	········"088259":·2186,	22156	········"088259":·2186,
22155	········"088417":·15,	22157	········"088417":·15,
22156	········"088563":·2199,	22158	········"088563":·2199,
22157	········"088787":·2215,	22159	········"088787":·2215,
22158	········"089069":·2222,	22160	········"089069":·2222,
Offset 22160, 15 lines modified		Offset 22162, 15 lines modified
22160	········"089227":·2207,	22162	········"089227":·2207,
22161	········"089329":·[2184,·2195,·2214],	22163	········"089329":·[2184,·2195,·2214],
22162	········"089354":·2235,	22164	········"089354":·2235,
22163	········"089589":·2207,	22165	········"089589":·2207,
22164	········"089641":·2207,	22166	········"089641":·2207,
22165	········"089759":·2186,	22167	········"089759":·2186,
22166	········"08t00":·2261,	22168	········"08t00":·2261,
22167	········"09":·[29,·80,·84,·88,·107,·127,·157,·213,·218,·276,·277,·278,·322,·330,·331,·345,·562,·592,·595,·600,·629,·637,·677,·685,·686,·703,·732,·788,·793,·902,·903,·904,·987,·1008,·1075,·1164,·1221,·1344,·1452,·1489,·1501,·1506,·1524,·1578,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1839,·1876,·1894,·1912,·1964,·2018,·2184,·2185,·2186,·2191,·219~~3,·219~~5,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2218,·2220,·2221,·2222,·2226,·2228,·2230,·2231,·2232,·2233,·2235,·2238,·2249,·2250,·2261,·2271],	22169	········"09":·[29,·80,·84,·88,·107,·127,·157,·213,·218,·276,·277,·278,·322,·330,·331,·345,·562,·592,·595,·600,·629,·637,·677,·685,·686,·703,·732,·788,·793,·902,·903,·904,·987,·1008,·1075,·1164,·1221,·1344,·1452,·1489,·1501,·1506,·1524,·1578,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1839,·1876,·1894,·1912,·1964,·2018,·2184,·2185,·2186,·2191,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2213,·2218,·2220,·2221,·2222,·2226,·2228,·2230,·2231,·2232,·2233,·2235,·2238,·2249,·2250,·2261,·2271],
22168	········"0900":·[956,·1013],	22170	········"0900":·[956,·1013],
22169	········"090118":·2219,	22171	········"090118":·2219,
22170	········"090255":·2197,	22172	········"090255":·2197,
22171	········"090310":·2207,	22173	········"090310":·2207,
22172	········"090711":·2207,	22174	········"090711":·2207,
22173	········"091":·[2186,·2227],	22175	········"091":·[2186,·2227],
22174	········"091000":·2207,	22176	········"091000":·2207,
Offset 22199, 15 lines modified		Offset 22201, 14 lines modified
22199	········"094676":·2207,	22201	········"094676":·2207,
22200	········"094709":·2229,	22202	········"094709":·2229,
22201	········"094899":·2199,	22203	········"094899":·2199,
22202	········"094948":·2199,	22204	········"094948":·2199,
22203	········"095019":·2207,	22205	········"095019":·2207,
22204	········"095025":·2210,	22206	········"095025":·2210,
22205	········"095031":·2197,	22207	········"095031":·2197,
22206	········"096":·2193,
22207	········"096061":·2205,	22208	········"096061":·2205,
22208	········"096271":·2186,	22209	········"096271":·2186,
22209	········"0963":·[182,·760],	22210	········"0963":·[182,·760],
22210	········"096364":·2235,	22211	········"096364":·2235,
22211	········"096576":·2207,	22212	········"096576":·2207,
22212	········"096701":·2214,	22213	········"096701":·2214,
22213	········"096705":·2207,	22214	········"096705":·2207,
Max diff block lines reached; 56131/64880 bytes (86.52%) 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">169·us·+-·20.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1852	<span·class="go">119·us·+-·2.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1853	<span·class="go">43.7·us·+-·~~4.17~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1853	<span·class="go">30.4·us·+-·63.8·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1854	</pre></div>	1854	</pre></div>
1855	</div>	1855	</div>
1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>	1856	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[144]:·</span><span·class="n">ser</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">(</span><span·class="n">arr</span><span·class="p">[:,</span>·<span·class="mi">0</span><span·class="p">])</span>

1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]	1857	<span·class="gp">In·[145]:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.iloc[indexer]
1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)	1858	<span·class="gp">···.....:·</span><span·class="o">%</span><span·class="k">timeit</span>·ser.take(indexer)
1859	<span·class="gp">···.....:·</span>	1859	<span·class="gp">···.....:·</span>
1860	<span·class="go">103·us·+-·~~18.4~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1860	<span·class="go">67.3·us·+-·5.53·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1861	<span·class="go">104·us·+-·12·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>	1861	<span·class="go">60.8·us·+-·2.1·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	169·us·+-·20.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1250	119·us·+-·2.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1251	43.7·us·+-·~~4.17~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1251	30.4·us·+-·63.8·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1252	In·[144]:·ser·=·pd.Series(arr[:,·0])	1252	In·[144]:·ser·=·pd.Series(arr[:,·0])

1253	In·[145]:·%timeit·ser.iloc[indexer]	1253	In·[145]:·%timeit·ser.iloc[indexer]
1254	···.....:·%timeit·ser.take(indexer)	1254	···.....:·%timeit·ser.take(indexer)
1255	···.....:	1255	···.....:
1256	103·us·+-·~~18.4~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1256	67.3·us·+-·5.53·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1257	104·us·+-·12·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)	1257	60.8·us·+-·2.1·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, 31 lines modified		Offset 110, 31 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	62.8·ms·+-·5.95·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	117	54.8·ms·+-·3.6·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using	118	Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation·using
119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:	119	the·_\x8p_\x8r_\x8u_\x8n_\x8·_\x8i_\x8p_\x8y_\x8t_\x8h_\x8o_\x8n_\x8·_\x8m_\x8a_\x8g_\x8i_\x8c_\x8·_\x8f_\x8u_\x8n_\x8c_\x8t_\x8i_\x8o_\x8n:
120	#·most·time·consuming·4·calls	120	#·most·time·consuming·4·calls
121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),	121	In·[6]:·%prun·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),
122	axis=1)··#·noqa·E999	122	axis=1)··#·noqa·E999
123	·········605946·function·calls·(605928·primitive·calls)·in·0.162·seconds	123	·········605946·function·calls·(605928·primitive·calls)·in·0.165·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····0.096····0.000····0.141····0.000·<ipython-input-4-c2a74e076cf0>:1	127	·····1000····0.088····0.000····0.142····0.000·<ipython-input-4-c2a74e076cf0>:1
128	(integrate_f)	128	(integrate_f)
129	···552423····0.045····0.000····0.045····0.000·<ipython-input-3-c138bdd570e3>:1	129	···552423····0.055····0.000····0.055····0.000·<ipython-input-3-c138bdd570e3>:1
130	(f)	130	(f)
131	·····3000····0.003····0.000····0.014····0.000·series.py:1095(__getitem__)	131	·····3000····0.004····0.000····0.014····0.000·series.py:1095(__getitem__)
132	·····3000····0.003····0.000····0.006····0.000·series.py:1220(_get_value)	132	·····3000····0.003····0.000····0.006····0.000·series.py:1220(_get_value)
133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence	133	By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence
134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.	134	we’ll·concentrate·our·efforts·cythonizing·these·two·functions.
135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8	135	\x8\x8\x8\x8·P\x8Pl\x8la\x8ai\x8in\x8n·C\x8Cy\x8yt\x8th\x8ho\x8on\x8n_\x8#\x8#·\x8\x8\x8\x8
136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:	136	First·we’re·going·to·need·to·import·the·Cython·magic·function·to·IPython:
137	In·[7]:·%load_ext·Cython	137	In·[7]:·%load_ext·Cython
138	Now,·let’s·simply·copy·our·functions·over·to·Cython:	138	Now,·let’s·simply·copy·our·functions·over·to·Cython:
Offset 146, 15 lines modified		Offset 146, 15 lines modified
146	···...:·····dx·=·(b·-·a)·/·N	146	···...:·····dx·=·(b·-·a)·/·N
147	···...:·····for·i·in·range(N):	147	···...:·····for·i·in·range(N):
148	···...:·········s·+=·f_plain(a·+·i·*·dx)	148	···...:·········s·+=·f_plain(a·+·i·*·dx)
149	···...:·····return·s·*·dx	149	···...:·····return·s·*·dx
150	···...:	150	···...:
151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),	151	In·[9]:·%timeit·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),
152	axis=1)	152	axis=1)
153	58.6·ms·+-·1~~.66~~·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)	153	52.9·ms·+-·603·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)
154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-	154	This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-
155	third.	155	third.
156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	156	\x8\x8\x8\x8·D\x8De\x8ec\x8cl\x8la\x8ar\x8ri\x8in\x8ng\x8g·C\x8C·t\x8ty\x8yp\x8pe\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and	157	We·can·annotate·the·function·variables·and·return·types·as·well·as·use·cdef·and
158	cpdef·to·improve·performance:	158	cpdef·to·improve·performance:
159	In·[10]:·%%cython	159	In·[10]:·%%cython
160	···....:·cdef·double·f_typed(double·x)·except?·-2:	160	···....:·cdef·double·f_typed(double·x)·except?·-2:
Offset 166, 15 lines modified		Offset 166, 15 lines modified
166	···....:·····dx·=·(b·-·a)·/·N	166	···....:·····dx·=·(b·-·a)·/·N
167	···....:·····for·i·in·range(N):	167	···....:·····for·i·in·range(N):
168	···....:·········s·+=·f_typed(a·+·i·*·dx)	168	···....:·········s·+=·f_typed(a·+·i·*·dx)
169	···....:·····return·s·*·dx	169	···....:·····return·s·*·dx
170	···....:	170	···....:
171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),	171	In·[11]:·%timeit·df.apply(lambda·x:·integrate_f_typed(x["a"],·x["b"],·x["N"]),
172	axis=1)	172	axis=1)
173	6.87·ms·+-·~~570~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	173	6.44·ms·+-·488·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance	174	Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance
175	improvement·compared·to·the·original·Python·implementation.	175	improvement·compared·to·the·original·Python·implementation.
176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8	176	\x8\x8\x8\x8·U\x8Us\x8si\x8in\x8ng\x8g·n\x8nd\x8da\x8ar\x8rr\x8ra\x8ay\x8y_\x8#\x8#·\x8\x8\x8\x8
177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling	177	When·re-profiling,·time·is·spent·creating·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·from·each·row,·and·calling
178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).	178	__getitem__·from·both·the·index·and·the·series·(three·times·for·each·row).
179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an	179	These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180	np.ndarray.	180	np.ndarray.
Offset 182, 15 lines modified		Offset 182, 15 lines modified
182	["N"]),·axis=1)	182	["N"]),·axis=1)
183	·········52523·function·calls·(52505·primitive·calls)·in·0.021·seconds	183	·········52523·function·calls·(52505·primitive·calls)·in·0.021·seconds

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

186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	186	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187	·····3000····0.004····0.000····0.014····0.000·series.py:1095(__getitem__)	187	·····3000····0.003····0.000····0.013····0.000·series.py:1095(__getitem__)
188	·····3000····0.002····0.000····0.006····0.000·series.py:1220(_get_value)	188	·····3000····0.002····0.000····0.006····0.000·series.py:1220(_get_value)
189	····16098····0.002····0.000····0.003····0.000·{built-in·method	189	····16098····0.002····0.000····0.003····0.000·{built-in·method
190	builtins.isinstance}	190	builtins.isinstance}
191	·····3000····0.002····0.000····0.002····0.000·base.py:3777(get_loc)	191	·····3000····0.002····0.000····0.002····0.000·base.py:3777(get_loc)
192	In·[13]:·%%cython	192	In·[13]:·%%cython
193	···....:·cimport·numpy·as·np	193	···....:·cimport·numpy·as·np
194	···....:·import·numpy·as·np	194	···....:·import·numpy·as·np
Offset 235, 15 lines modified		Offset 235, 15 lines modified
235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of	235	This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of
236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in	236	integrate_f_typed·applied·over·each·row.·Looping·over·an·ndarray·is·faster·in
237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.	237	Cython·than·looping·over·a·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s·object.
238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)	238	Since·apply_integrate_f·is·typed·to·accept·an·np.ndarray,·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)
239	calls·are·needed·to·utilize·this·function.	239	calls·are·needed·to·utilize·this·function.
240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df	240	In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241	["N"].to_numpy())	241	["N"].to_numpy())
242	950·us·+-·38.4·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	242	901·us·+-·14.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.	243	Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.
244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8	244	\x8\x8\x8\x8·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·\x8\x8\x8\x8
245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s	245	The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s
246	boundscheck·and·wraparound·checks·can·yield·more·performance.	246	boundscheck·and·wraparound·checks·can·yield·more·performance.
247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),	247	In·[15]:·%prun·-l·4·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),
248	df["N"].to_numpy())	248	df["N"].to_numpy())
249	·········78·function·calls·in·0.001·seconds	249	·········78·function·calls·in·0.001·seconds
Offset 251, 16 lines modified		Offset 251, 16 lines modified
251	···Ordered·by:·internal·time	251	···Ordered·by:·internal·time
252	···List·reduced·from·21·to·4·due·to·restriction·<4>	252	···List·reduced·from·21·to·4·due·to·restriction·<4>

253	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)	253	···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
254	········1····0.001····0.001····0.001····0.001·<string>:1(<module>)	254	········1····0.001····0.001····0.001····0.001·<string>:1(<module>)
255	········1····0.000····0.000····0.000····0.000·{method·'disable'·of	255	········1····0.000····0.000····0.000····0.000·{method·'disable'·of
256	'_lsprof.Profiler'·objects}	256	'_lsprof.Profiler'·objects}
257	········3····0.000····0.000····0.000····0.000·base.py:541(to_numpy)
258	········1····0.000····0.000····0.001····0.001·{built-in·method·builtins.exec}	257	········1····0.000····0.000····0.001····0.001·{built-in·method·builtins.exec}
		258	········3····0.000····0.000····0.000····0.000·frame.py:4062(__getitem__)
259	In·[16]:·%%cython	259	In·[16]:·%%cython
260	···....:·cimport·cython	260	···....:·cimport·cython
261	···....:·cimport·numpy·as·np	261	···....:·cimport·numpy·as·np
262	···....:·import·numpy·as·np	262	···....:·import·numpy·as·np
263	···....:·cdef·np.float64_t·f_typed(np.float64_t·x)·except?·-2:	263	···....:·cdef·np.float64_t·f_typed(np.float64_t·x)·except?·-2:
264	···....:·····return·x·*·(x·-·1)	264	···....:·····return·x·*·(x·-·1)
265	···....:·cpdef·np.float64_t·integrate_f_typed(np.float64_t·a,·np.float64_t·b,	265	···....:·cpdef·np.float64_t·integrate_f_typed(np.float64_t·a,·np.float64_t·b,
Offset 298, 15 lines modified		Offset 298, 15 lines modified
298	/usr/lib/x86_64-linux-gnu/python3-numpy/numpy/_core/include/numpy/	298	/usr/lib/x86_64-linux-gnu/python3-numpy/numpy/_core/include/numpy/
299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,	299	npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,
300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]	300	disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]
301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\	301	···17·\|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\
302	······\|··^~~~~~~	302	······\|··^~~~~~~
303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),	303	In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),
304	df["N"].to_numpy())	304	df["N"].to_numpy())
305	~~705~~·us·+-·~~78.~~9·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)	305	680·us·+-·3.59·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	306	However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause
307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and	307	a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and
308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.	308	wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.
309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8	309	\x8\x8\x8\x8\x8·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·\x8\x8\x8\x8\x8
310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-	310	An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-
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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·~~290~~·us,·sys:·~~313~~·us,·total:·~~603~~·us</span>	1093	<span·class="go">CPU·times:·user·351·us,·sys:·198·us,·total:·549·us</span>
1094	<span·class="go">Wall·time:·~~613~~·us</span>	1094	<span·class="go">Wall·time:·555·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·~~290~~·us,·sys:·~~313~~·us,·total:·~~603~~·us	651	CPU·times:·user·351·us,·sys:·198·us,·total:·549·us
652	Wall·time:·~~613~~·us	652	Wall·time:·555·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":·"2026-10-04T13:32:12.~~117301~~Z",	46	····················"iopub.execute_input":·"2025-09-01T08:13:47.542669Z",
47	····················"iopub.status.busy":·"2026-10-04T13:32:12.~~116959~~Z",	47	····················"iopub.status.busy":·"2025-09-01T08:13:47.542518Z",
48	····················"iopub.status.idle":·"2026-10-04T13:32:12.495~~354~~Z",	48	····················"iopub.status.idle":·"2025-09-01T08:13:48.105975Z",
49	····················"shell.execute_reply":·"2026-10-04T13:32:12.~~494615~~Z"	49	····················"shell.execute_reply":·"2025-09-01T08:13:48.105476Z"
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":·"2026-10-04T13:32:12.~~497790~~Z",	84	····················"iopub.execute_input":·"2025-09-01T08:13:48.108066Z",
85	····················"iopub.status.busy":·"2026-10-04T13:32:12.497~~512~~Z",	85	····················"iopub.status.busy":·"2025-09-01T08:13:48.107854Z",
86	····················"iopub.status.idle":·"2026-10-04T13:32:12.~~788806~~Z",	86	····················"iopub.status.idle":·"2025-09-01T08:13:48.365283Z",
87	····················"shell.execute_reply":·"2026-10-04T13:32:12.~~788122~~Z"	87	····················"shell.execute_reply":·"2025-09-01T08:13:48.364577Z"
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":·"2026-10-04T13:32:12.~~7911~~15Z",	102	····················"iopub.execute_input":·"2025-09-01T08:13:48.367519Z",
103	····················"iopub.status.busy":·"2026-10-04T13:32:12.~~79083~~4Z",	103	····················"iopub.status.busy":·"2025-09-01T08:13:48.367294Z",
104	····················"iopub.status.idle":·"2026-10-04T13:32:12.~~844411~~Z",	104	····················"iopub.status.idle":·"2025-09-01T08:13:48.427747Z",
105	····················"shell.execute_reply":·"2026-10-04T13:32:12.843780Z"	105	····················"shell.execute_reply":·"2025-09-01T08:13:48.427068Z"
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":·"2026-10-04T13:32:12.84~~699~~3Z",	130	····················"iopub.execute_input":·"2025-09-01T08:13:48.430034Z",
131	····················"iopub.status.busy":·"2026-10-04T13:32:12.~~846~~700Z",	131	····················"iopub.status.busy":·"2025-09-01T08:13:48.429787Z",
132	····················"iopub.status.idle":·"2026-10-04T13:32:12.~~855679~~Z",	132	····················"iopub.status.idle":·"2025-09-01T08:13:48.437051Z",
133	····················"shell.execute_reply":·"2026-10-04T13:32:12.~~855076~~Z"	133	····················"shell.execute_reply":·"2025-09-01T08:13:48.436564Z"
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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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":·"2026-10-04T13:32:12.~~890112~~Z",	200	····················"iopub.execute_input":·"2025-09-01T08:13:48.461046Z",
201	····················"iopub.status.busy":·"2026-10-04T13:32:12.~~889~~846Z",	201	····················"iopub.status.busy":·"2025-09-01T08:13:48.460832Z",
202	····················"iopub.status.idle":·"2026-10-04T13:32:12.900619Z",	202	····················"iopub.status.idle":·"2025-09-01T08:13:48.470067Z",
203	····················"shell.execute_reply":·"2026-10-04T13:32:12.~~90005~~7Z"	203	····················"shell.execute_reply":·"2025-09-01T08:13:48.469677Z"
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":·"2026-10-04T13:32:12.~~902483~~Z",	334	····················"iopub.execute_input":·"2025-09-01T08:13:48.471569Z",
335	····················"iopub.status.busy":·"2026-10-04T13:32:12.~~902249~~Z",	335	····················"iopub.status.busy":·"2025-09-01T08:13:48.471382Z",
336	····················"iopub.status.idle":·"2026-10-04T13:32:12.~~912~~261Z",	336	····················"iopub.status.idle":·"2025-09-01T08:13:48.480210Z",
337	····················"shell.execute_reply":·"2026-10-04T13:32:12.~~911702~~Z"	337	····················"shell.execute_reply":·"2025-09-01T08:13:48.479836Z"
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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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":·"2026-10-04T13:32:12.~~914450~~Z",	455	····················"iopub.execute_input":·"2025-09-01T08:13:48.481707Z",
456	····················"iopub.status.busy":·"2026-10-04T13:32:12.~~914169~~Z",	456	····················"iopub.status.busy":·"2025-09-01T08:13:48.481538Z",
457	····················"iopub.status.idle":·"2026-10-04T13:32:12.~~922457~~Z",	457	····················"iopub.status.idle":·"2025-09-01T08:13:48.486788Z",
458	····················"shell.execute_reply":·"2026-10-04T13:32:12.~~921938~~Z"	458	····················"shell.execute_reply":·"2025-09-01T08:13:48.486401Z"
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">4.81·ms·+-·179·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1620	<span·class="go">3.05·ms·+-·117·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1621	</pre></div>	1621	</pre></div>
1622	</div>	1622	</div>
1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>	1623	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·pure·Python·evaluation</span>
1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4	1624	<span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4
1625	<span·class="go">6.2·ms·+-·~~129~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>	1625	<span·class="go">2.79·ms·+-·79.5·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	······4.81·ms·+-·179·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	971	······3.05·ms·+-·117·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
972	······#·pure·Python·evaluation	972	······#·pure·Python·evaluation
973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4	973	······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4
974	······6.2·ms·+-·~~129~~·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)	974	······2.79·ms·+-·79.5·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('2026-10-04·01:32:51.9~~312~~26')</span>	1464	<span·class="gh">Out[66]:·</span><span·class="go">Timestamp('2025-09-01·22:14:20.980920')</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('2027-10-04·01:32:51.932466')</span>	1466	<span·class="gh">Out[67]:·</span><span·class="go">Timestamp('2026-09-01·22:14:20.982116')</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('2026-10-04·01:32:51.9~~312~~26')	820	Out[66]:·Timestamp('2025-09-01·22:14:20.980920')

821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)	821	In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)
822	Out[67]:·Timestamp('2027-10-04·01:32:51.932466')	822	Out[67]:·Timestamp('2026-09-01·22:14:20.982116')
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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6275	-rw-r--r--···0·root·········(0)·root·········(0)···217515·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/categorical.html	6275	-rw-r--r--···0·root·········(0)·root·········(0)···217515·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/categorical.html
6276	-rw-r--r--···0·root·········(0)·root·········(0)····18313·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/cookbook.html	6276	-rw-r--r--···0·root·········(0)·root·········(0)····18313·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/cookbook.html
6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html	6277	-rw-r--r--···0·root·········(0)·root·········(0)····66125·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/copy_on_write.html
6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html	6278	-rw-r--r--···0·root·········(0)·root·········(0)···160414·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/dsintro.html
6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html	6279	-rw-r--r--···0·root·········(0)·root·········(0)····81376·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/duplicates.html
6280	-rw-r--r--···0·root·········(0)·root·········(0)···115~~451~~·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html	6280	-rw-r--r--···0·root·········(0)·root·········(0)···115730·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/enhancingperf.html
6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html	6281	-rw-r--r--···0·root·········(0)·root·········(0)···107882·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/gotchas.html
6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html	6282	-rw-r--r--···0·root·········(0)·root·········(0)···300850·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/groupby.html
6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html	6283	-rw-r--r--···0·root·········(0)·root·········(0)····59715·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/index.html
6284	-rw-r--r--···0·root·········(0)·root·········(0)···395484·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html	6284	-rw-r--r--···0·root·········(0)·root·········(0)···395484·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/indexing.html
6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html	6285	-rw-r--r--···0·root·········(0)·root·········(0)····41778·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/integer_na.html
6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145870·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html	6286	-rw-r--r--···0·root·········(0)·root·········(0)··1145870·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/io.html
6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html	6287	-rw-r--r--···0·root·········(0)·root·········(0)···208885·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/merging.html
6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html	6288	-rw-r--r--···0·root·········(0)·root·········(0)···178690·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/missing_data.html
6289	-rw-r--r--···0·root·········(0)·root·········(0)···112153·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/options.html	6289	-rw-r--r--···0·root·········(0)·root·········(0)···112153·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/options.html
6290	-rw-r--r--···0·root·········(0)·root·········(0)···147524·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html	6290	-rw-r--r--···0·root·········(0)·root·········(0)···147524·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/pyarrow.html
6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html	6291	-rw-r--r--···0·root·········(0)·root·········(0)···162660·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/reshaping.html
6292	-rw-r--r--···0·root·········(0)·root·········(0)···115581·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html	6292	-rw-r--r--···0·root·········(0)·root·········(0)···115581·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/scale.html
6293	-rw-r--r--···0·root·········(0)·root·········(0)····65863·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/sparse.html	6293	-rw-r--r--···0·root·········(0)·root·········(0)····65863·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/user_guide/sparse.html


Offset 592, 30 lines modified		Offset 592, 30 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">62.8·ms·+-·5.95·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>	599	<span·class="go">54.8·ms·+-·3.6·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>
600	</pre></div>	600	</pre></div>
601	</div>	601	</div>
602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation	602	<p>Let’s·take·a·look·and·see·where·the·time·is·spent·during·this·operation
603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>	603	using·the·<a·class="reference·external"·href="https://ipython.readthedocs.io/en/stable/interactive/magics.html#magic-prun">prun·ipython·magic·function</a>:</p>
604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>	604	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="go">#·most·time·consuming·4·calls</span>
605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999	605	<span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x["a"],·x["b"],·x["N"]),·axis=1)··#·noqa·E999
606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.162·seconds</span>	606	<span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.165·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····0.096····0.000····0.141····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>	610	<span·class="go">·····1000····0.088····0.000····0.142····0.000·<ipython-input-4-c2a74e076cf0>:1(integrate_f)</span>
611	<span·class="go">···552423····0.045····0.000····0.045····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>	611	<span·class="go">···552423····0.055····0.000····0.055····0.000·<ipython-input-3-c138bdd570e3>:1(f)</span>
612	<span·class="go">·····3000····0.003····0.000····0.014····0.000·series.py:1095(__getitem__)</span>	612	<span·class="go">·····3000····0.004····0.000····0.014····0.000·series.py:1095(__getitem__)</span>
613	<span·class="go">·····3000····0.003····0.000····0.006····0.000·series.py:1220(_get_value)</span>	613	<span·class="go">·····3000····0.003····0.000····0.006····0.000·series.py:1220(_get_value)</span>
614	</pre></div>	614	</pre></div>
615	</div>	615	</div>
616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,	616	<p>By·far·the·majority·of·time·is·spend·inside·either·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f</span></code>·or·<code·class="docutils·literal·notranslate"><span·class="pre">f</span></code>,
617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>	617	hence·we’ll·concentrate·our·efforts·cythonizing·these·two·functions.</p>
618	</section>	618	</section>
619	<section·id="plain-cython">	619	<section·id="plain-cython">
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>
640	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1)	640	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[9]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_plain(x["a"],·x["b"],·x["N"]),·axis=1)


Offset 757, 37 lines modified		Offset 757, 37 lines modified
757	<span·class="gp">···...:·</span>	757	<span·class="gp">···...:·</span>

758	<span·class="gp">In·[2]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>	758	<span·class="gp">In·[2]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>
759	<span·class="gh">Out[2]:·</span>	759	<span·class="gh">Out[2]:·</span>
760	<span·class="go">A·····int64</span>	760	<span·class="go">A·····int64</span>
761	<span·class="go">B····object</span>	761	<span·class="go">B····object</span>
762	<span·class="go">C····object</span>	762	<span·class="go">C····object</span>
763	<span·class="go">~~Length:·3,·~~dtype:·object</span>	763	<span·class="go">dtype:·object</span>

764	<span·class="gp">In·[3]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span><span·class="o">.</span><span·class="n">dtypes</span>	764	<span·class="gp">In·[3]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span><span·class="o">.</span><span·class="n">dtypes</span>
765	<span·class="gh">Out[3]:·</span>	765	<span·class="gh">Out[3]:·</span>
766	<span·class="go">A·····int64</span>	766	<span·class="go">A·····int64</span>
767	<span·class="go">B·····int64</span>	767	<span·class="go">B·····int64</span>
768	<span·class="go">C····object</span>	768	<span·class="go">C····object</span>
769	<span·class="go">~~Length:·3,·~~dtype:·object</span>	769	<span·class="go">dtype:·object</span>
770	</pre></div>	770	</pre></div>
771	</div>	771	</div>
772	<p>Note·that·column·<code·class="docutils·literal·notranslate"><span·class="pre">'C'</span></code>·was·not·converted·-·only·scalar·numeric·types	772	<p>Note·that·column·<code·class="docutils·literal·notranslate"><span·class="pre">'C'</span></code>·was·not·converted·-·only·scalar·numeric·types
773	will·be·converted·to·a·new·type.··Other·types·of·conversion·should·be·accomplished	773	will·be·converted·to·a·new·type.··Other·types·of·conversion·should·be·accomplished
774	using·the·<a·class="reference·internal"·href="../reference/api/pandas.to_numeric.html#pandas.to_numeric"·title="pandas.to_numeric"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_numeric()</span></code></a>·function·(or·<a·class="reference·internal"·href="../reference/api/pandas.to_datetime.html#pandas.to_datetime"·title="pandas.to_datetime"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_datetime()</span></code></a>,·<a·class="reference·internal"·href="../reference/api/pandas.to_timedelta.html#pandas.to_timedelta"·title="pandas.to_timedelta"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_timedelta()</span></code></a>).</p>	774	using·the·<a·class="reference·internal"·href="../reference/api/pandas.to_numeric.html#pandas.to_numeric"·title="pandas.to_numeric"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_numeric()</span></code></a>·function·(or·<a·class="reference·internal"·href="../reference/api/pandas.to_datetime.html#pandas.to_datetime"·title="pandas.to_datetime"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_datetime()</span></code></a>,·<a·class="reference·internal"·href="../reference/api/pandas.to_timedelta.html#pandas.to_timedelta"·title="pandas.to_timedelta"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">to_timedelta()</span></code></a>).</p>
775	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span>	775	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[4]:·</span><span·class="n">df</span>·<span·class="o">=</span>·<span·class="n">df</span><span·class="o">.</span><span·class="n">infer_objects</span><span·class="p">()</span>

776	<span·class="gp">In·[5]:·</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">to_numeric</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">],</span>·<span·class="n">errors</span><span·class="o">=</span><span·class="s1">'coerce'</span><span·class="p">)</span>	776	<span·class="gp">In·[5]:·</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">]</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">to_numeric</span><span·class="p">(</span><span·class="n">df</span><span·class="p">[</span><span·class="s1">'C'</span><span·class="p">],</span>·<span·class="n">errors</span><span·class="o">=</span><span·class="s1">'coerce'</span><span·class="p">)</span>

777	<span·class="gp">In·[6]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>	777	<span·class="gp">In·[6]:·</span><span·class="n">df</span><span·class="o">.</span><span·class="n">dtypes</span>
778	<span·class="gh">Out[6]:·</span>	778	<span·class="gh">Out[6]:·</span>
779	<span·class="go">A····int64</span>	779	<span·class="go">A····int64</span>
780	<span·class="go">B····int64</span>	780	<span·class="go">B····int64</span>
781	<span·class="go">C····int64</span>	781	<span·class="go">C····int64</span>
782	<span·class="go">~~Length:·3,·~~dtype:·object</span>	782	<span·class="go">dtype:·object</span>
783	</pre></div>	783	</pre></div>
784	</div>	784	</div>
785	</section>	785	</section>
786	<section·id="improved-warnings-when-attempting-to-create-columns">	786	<section·id="improved-warnings-when-attempting-to-create-columns">
787	<span·id="whatsnew-0210-enhancements-attribute-access"></span><h3>Improved·warnings·when·attempting·to·create·columns<a·class="headerlink"·href="#improved-warnings-when-attempting-to-create-columns"·title="Link·to·this·heading">#</a></h3>	787	<span·id="whatsnew-0210-enhancements-attribute-access"></span><h3>Improved·warnings·when·attempting·to·create·columns<a·class="headerlink"·href="#improved-warnings-when-attempting-to-create-columns"·title="Link·to·this·heading">#</a></h3>
788	<p>New·users·are·often·puzzled·by·the·relationship·between·column·operations·and	788	<p>New·users·are·often·puzzled·by·the·relationship·between·column·operations·and
789	attribute·access·on·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>·instances·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/7175">GH·7175</a>).·One·specific	789	attribute·access·on·<code·class="docutils·literal·notranslate"><span·class="pre">DataFrame</span></code>·instances·(<a·class="extlink-issue·reference·external"·href="https://github.com/pandas-dev/pandas/issues/7175">GH·7175</a>).·One·specific
Offset 820, 32 lines modified		Offset 820, 26 lines modified


Offset 212, 35 lines modified		Offset 212, 35 lines modified
212	···...:	212	···...:

213	In·[2]:·df.dtypes	213	In·[2]:·df.dtypes
214	Out[2]:	214	Out[2]:
215	A·····int64	215	A·····int64
216	B····object	216	B····object
217	C····object	217	C····object
218	~~Length:·3,·~~dtype:·object	218	dtype:·object

219	In·[3]:·df.infer_objects().dtypes	219	In·[3]:·df.infer_objects().dtypes
220	Out[3]:	220	Out[3]:
221	A·····int64	221	A·····int64
222	B·····int64	222	B·····int64
223	C····object	223	C····object
224	~~Length:·3,·~~dtype:·object	224	dtype:·object
225	Note·that·column·'C'·was·not·converted·-·only·scalar·numeric·types·will·be	225	Note·that·column·'C'·was·not·converted·-·only·scalar·numeric·types·will·be
226	converted·to·a·new·type.·Other·types·of·conversion·should·be·accomplished·using	226	converted·to·a·new·type.·Other·types·of·conversion·should·be·accomplished·using
227	the·_\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8e_\x8r_\x8i_\x8c_\x8(_\x8)·function·(or·_\x8t_\x8o_\x8__\x8d_\x8a_\x8t_\x8e_\x8t_\x8i_\x8m_\x8e_\x8(_\x8),·_\x8t_\x8o_\x8__\x8t_\x8i_\x8m_\x8e_\x8d_\x8e_\x8l_\x8t_\x8a_\x8(_\x8)).	227	the·_\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8e_\x8r_\x8i_\x8c_\x8(_\x8)·function·(or·_\x8t_\x8o_\x8__\x8d_\x8a_\x8t_\x8e_\x8t_\x8i_\x8m_\x8e_\x8(_\x8),·_\x8t_\x8o_\x8__\x8t_\x8i_\x8m_\x8e_\x8d_\x8e_\x8l_\x8t_\x8a_\x8(_\x8)).
228	In·[4]:·df·=·df.infer_objects()	228	In·[4]:·df·=·df.infer_objects()

229	In·[5]:·df['C']·=·pd.to_numeric(df['C'],·errors='coerce')	229	In·[5]:·df['C']·=·pd.to_numeric(df['C'],·errors='coerce')

230	In·[6]:·df.dtypes	230	In·[6]:·df.dtypes
231	Out[6]:	231	Out[6]:
232	A····int64	232	A····int64
233	B····int64	233	B····int64
234	C····int64	234	C····int64
235	~~Length:·3,·~~dtype:·object	235	dtype:·object
236	\x8\x8\x8\x8·I\x8Im\x8mp\x8pr\x8ro\x8ov\x8ve\x8ed\x8d·w\x8wa\x8ar\x8rn\x8ni\x8in\x8ng\x8gs\x8s·w\x8wh\x8he\x8en\x8n·a\x8at\x8tt\x8te\x8em\x8mp\x8pt\x8ti\x8in\x8ng\x8g·t\x8to\x8o·c\x8cr\x8re\x8ea\x8at\x8te\x8e·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8	236	\x8\x8\x8\x8·I\x8Im\x8mp\x8pr\x8ro\x8ov\x8ve\x8ed\x8d·w\x8wa\x8ar\x8rn\x8ni\x8in\x8ng\x8gs\x8s·w\x8wh\x8he\x8en\x8n·a\x8at\x8tt\x8te\x8em\x8mp\x8pt\x8ti\x8in\x8ng\x8g·t\x8to\x8o·c\x8cr\x8re\x8ea\x8at\x8te\x8e·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s_\x8#\x8#·\x8\x8\x8\x8
237	New·users·are·often·puzzled·by·the·relationship·between·column·operations·and	237	New·users·are·often·puzzled·by·the·relationship·between·column·operations·and
238	attribute·access·on·DataFrame·instances·(_\x8G_\x8H_\x8·_\x87_\x81_\x87_\x85).·One·specific·instance·of	238	attribute·access·on·DataFrame·instances·(_\x8G_\x8H_\x8·_\x87_\x81_\x87_\x85).·One·specific·instance·of
239	this·confusion·is·attempting·to·create·a·new·column·by·setting·an·attribute·on	239	this·confusion·is·attempting·to·create·a·new·column·by·setting·an·attribute·on
240	the·DataFrame:	240	the·DataFrame:
241	In·[1]:·df·=·pd.DataFrame({'one':·[1.,·2.,·3.]})	241	In·[1]:·df·=·pd.DataFrame({'one':·[1.,·2.,·3.]})
242	In·[2]:·df.two·=·[4,·5,·6]	242	In·[2]:·df.two·=·[4,·5,·6]
Offset 264, 91 lines modified		Offset 264, 73 lines modified

264	In·[8]:·df	264	In·[8]:·df


Offset 745, 24 lines modified		Offset 745, 24 lines modified
745	<p><em>pandas·0.22</em></p>	745	<p><em>pandas·0.22</em></p>
746	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[8]:·</span><span·class="n">grouper</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Categorical</span><span·class="p">([</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"a"</span><span·class="p">],</span>·<span·class="n">categories</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"b"</span><span·class="p">])</span>	746	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[8]:·</span><span·class="n">grouper</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Categorical</span><span·class="p">([</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"a"</span><span·class="p">],</span>·<span·class="n">categories</span><span·class="o">=</span><span·class="p">[</span><span·class="s2">"a"</span><span·class="p">,</span>·<span·class="s2">"b"</span><span·class="p">])</span>

747	<span·class="gp">In·[9]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	747	<span·class="gp">In·[9]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>
748	<span·class="gh">Out[9]:·</span>	748	<span·class="gh">Out[9]:·</span>
749	<span·class="go">a····3</span>	749	<span·class="go">a····3</span>
750	<span·class="go">b····0</span>	750	<span·class="go">b····0</span>
751	<span·class="go">~~Length:·2,·~~dtype:·int64</span>	751	<span·class="go">dtype:·int64</span>
752	</pre></div>	752	</pre></div>
753	</div>	753	</div>
754	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·for·unobserved·groups,	754	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·for·unobserved·groups,
755	use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>	755	use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>
756	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[10]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	756	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[10]:·</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">2</span><span·class="p">])</span><span·class="o">.</span><span·class="n">groupby</span><span·class="p">(</span><span·class="n">grouper</span><span·class="p">,</span>·<span·class="n">observed</span><span·class="o">=</span><span·class="kc">False</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
757	<span·class="gh">Out[10]:·</span>	757	<span·class="gh">Out[10]:·</span>
758	<span·class="go">a····3.0</span>	758	<span·class="go">a····3.0</span>
759	<span·class="go">b····NaN</span>	759	<span·class="go">b····NaN</span>
760	<span·class="go">~~Length:·2,·~~dtype:·float64</span>	760	<span·class="go">dtype:·float64</span>
761	</pre></div>	761	</pre></div>
762	</div>	762	</div>
763	</section>	763	</section>
764	<section·id="resample">	764	<section·id="resample">
765	<h3>Resample<a·class="headerlink"·href="#resample"·title="Link·to·this·heading">#</a></h3>	765	<h3>Resample<a·class="headerlink"·href="#resample"·title="Link·to·this·heading">#</a></h3>
766	<p>The·sum·and·product·of·all-<em>NA</em>·bins·has·changed·from·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·to·<code·class="docutils·literal·notranslate"><span·class="pre">0</span></code>·for	766	<p>The·sum·and·product·of·all-<em>NA</em>·bins·has·changed·from·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>·to·<code·class="docutils·literal·notranslate"><span·class="pre">0</span></code>·for
767	sum·and·<code·class="docutils·literal·notranslate"><span·class="pre">1</span></code>·for·product.</p>	767	sum·and·<code·class="docutils·literal·notranslate"><span·class="pre">1</span></code>·for·product.</p>
Offset 787, 23 lines modified		Offset 787, 23 lines modified
787	<p><em>pandas·0.22.0</em></p>	787	<p><em>pandas·0.22.0</em></p>
788	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="n">s</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">],</span>·<span·class="n">index</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"2017"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">))</span>	788	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="n">s</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">Series</span><span·class="p">([</span><span·class="mi">1</span><span·class="p">,</span>·<span·class="mi">1</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">],</span>·<span·class="n">index</span><span·class="o">=</span><span·class="n">pd</span><span·class="o">.</span><span·class="n">date_range</span><span·class="p">(</span><span·class="s2">"2017"</span><span·class="p">,</span>·<span·class="n">periods</span><span·class="o">=</span><span·class="mi">4</span><span·class="p">))</span>

789	<span·class="gp">In·[12]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	789	<span·class="gp">In·[12]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>
790	<span·class="gh">Out[12]:·</span>	790	<span·class="gh">Out[12]:·</span>
791	<span·class="go">2017-01-01····2.0</span>	791	<span·class="go">2017-01-01····2.0</span>
792	<span·class="go">2017-01-03····0.0</span>	792	<span·class="go">2017-01-03····0.0</span>
793	<span·class="go">Freq:·2D,·~~Length:·2,·~~dtype:·float64</span>	793	<span·class="go">Freq:·2D,·dtype:·float64</span>
794	</pre></div>	794	</pre></div>
795	</div>	795	</div>
796	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>,·use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>	796	<p>To·restore·the·0.21·behavior·of·returning·<code·class="docutils·literal·notranslate"><span·class="pre">NaN</span></code>,·use·<code·class="docutils·literal·notranslate"><span·class="pre">min_count>=1</span></code>.</p>
797	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>	797	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">resample</span><span·class="p">(</span><span·class="s2">"2d"</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">(</span><span·class="n">min_count</span><span·class="o">=</span><span·class="mi">1</span><span·class="p">)</span>
798	<span·class="gh">Out[13]:·</span>	798	<span·class="gh">Out[13]:·</span>
799	<span·class="go">2017-01-01····2.0</span>	799	<span·class="go">2017-01-01····2.0</span>
800	<span·class="go">2017-01-03····NaN</span>	800	<span·class="go">2017-01-03····NaN</span>
801	<span·class="go">Freq:·2D,·~~Length:·2,·~~dtype:·float64</span>	801	<span·class="go">Freq:·2D,·dtype:·float64</span>
802	</pre></div>	802	</pre></div>
803	</div>	803	</div>
804	<p>In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as	804	<p>In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as
805	upsampling·introduces·missing·values·even·if·the·original·series·was	805	upsampling·introduces·missing·values·even·if·the·original·series·was
806	entirely·valid.</p>	806	entirely·valid.</p>
807	<p><em>pandas·0.21.x</em></p>	807	<p><em>pandas·0.21.x</em></p>
808	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">idx</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">DatetimeIndex</span><span·class="p">([</span><span·class="s1">'2017-01-01'</span><span·class="p">,</span>·<span·class="s1">'2017-01-02'</span><span·class="p">])</span>	808	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">idx</span>·<span·class="o">=</span>·<span·class="n">pd</span><span·class="o">.</span><span·class="n">DatetimeIndex</span><span·class="p">([</span><span·class="s1">'2017-01-01'</span><span·class="p">,</span>·<span·class="s1">'2017-01-02'</span><span·class="p">])</span>
Offset 856, 15 lines modified		Offset 856, 15 lines modified
856	<p><em>pandas·0.22.0</em></p>	856	<p><em>pandas·0.22.0</em></p>
857	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">s</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">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">])</span>	857	<div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="n">s</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">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">,</span>·<span·class="n">np</span><span·class="o">.</span><span·class="n">nan</span><span·class="p">])</span>

858	<span·class="gp">In·[15]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">rolling</span><span·class="p">(</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">min_periods</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>	858	<span·class="gp">In·[15]:·</span><span·class="n">s</span><span·class="o">.</span><span·class="n">rolling</span><span·class="p">(</span><span·class="mi">2</span><span·class="p">,</span>·<span·class="n">min_periods</span><span·class="o">=</span><span·class="mi">0</span><span·class="p">)</span><span·class="o">.</span><span·class="n">sum</span><span·class="p">()</span>
859	<span·class="gh">Out[15]:·</span>	859	<span·class="gh">Out[15]:·</span>
860	<span·class="go">0····0.0</span>	860	<span·class="go">0····0.0</span>
861	<span·class="go">1····0.0</span>	861	<span·class="go">1····0.0</span>
862	<span·class="go">~~Length:·2,·~~dtype:·float64</span>	862	<span·class="go">dtype:·float64</span>
863	</pre></div>	863	</pre></div>
864	</div>	864	</div>
865	<p>The·default·behavior·of·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods=None</span></code>,·implying·that·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods</span></code>	865	<p>The·default·behavior·of·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods=None</span></code>,·implying·that·<code·class="docutils·literal·notranslate"><span·class="pre">min_periods</span></code>
866	equals·the·window·size,·is·unchanged.</p>	866	equals·the·window·size,·is·unchanged.</p>
867	</section>	867	</section>
868	</section>	868	</section>
869	<section·id="compatibility">	869	<section·id="compatibility">


Offset 192, 22 lines modified		Offset 192, 22 lines modified
192	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82	192	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82
193	In·[8]:·grouper·=·pd.Categorical(["a",·"a"],·categories=["a",·"b"])	193	In·[8]:·grouper·=·pd.Categorical(["a",·"a"],·categories=["a",·"b"])

194	In·[9]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum()	194	In·[9]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum()
195	Out[9]:	195	Out[9]:
196	a····3	196	a····3
197	b····0	197	b····0
198	~~Length:·2,·~~dtype:·int64	198	dtype:·int64
199	To·restore·the·0.21·behavior·of·returning·NaN·for·unobserved·groups,·use	199	To·restore·the·0.21·behavior·of·returning·NaN·for·unobserved·groups,·use
200	min_count>=1.	200	min_count>=1.
201	In·[10]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum(min_count=1)	201	In·[10]:·pd.Series([1,·2]).groupby(grouper,·observed=False).sum(min_count=1)
202	Out[10]:	202	Out[10]:
203	a····3.0	203	a····3.0
204	b····NaN	204	b····NaN
205	~~Length:·2,·~~dtype:·float64	205	dtype:·float64
206	\x8\x8\x8\x8·R\x8Re\x8es\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8#\x8#·\x8\x8\x8\x8	206	\x8\x8\x8\x8·R\x8Re\x8es\x8sa\x8am\x8mp\x8pl\x8le\x8e_\x8#\x8#·\x8\x8\x8\x8
207	The·sum·and·product·of·all-N\x8NA\x8A·bins·has·changed·from·NaN·to·0·for·sum·and·1·for	207	The·sum·and·product·of·all-N\x8NA\x8A·bins·has·changed·from·NaN·to·0·for·sum·and·1·for
208	product.	208	product.
209	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x	209	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x
210	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],	210	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],
211	···....:···············index=pd.date_range('2017',·periods=4))	211	···....:···············index=pd.date_range('2017',·periods=4))
212	···....:·s	212	···....:·s
Offset 227, 21 lines modified		Offset 227, 21 lines modified
227	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],·index=pd.date_range("2017",	227	In·[11]:·s·=·pd.Series([1,·1,·np.nan,·np.nan],·index=pd.date_range("2017",
228	periods=4))	228	periods=4))

229	In·[12]:·s.resample("2d").sum()	229	In·[12]:·s.resample("2d").sum()
230	Out[12]:	230	Out[12]:
231	2017-01-01····2.0	231	2017-01-01····2.0
232	2017-01-03····0.0	232	2017-01-03····0.0
233	Freq:·2D,·~~Length:·2,·~~dtype:·float64	233	Freq:·2D,·dtype:·float64
234	To·restore·the·0.21·behavior·of·returning·NaN,·use·min_count>=1.	234	To·restore·the·0.21·behavior·of·returning·NaN,·use·min_count>=1.
235	In·[13]:·s.resample("2d").sum(min_count=1)	235	In·[13]:·s.resample("2d").sum(min_count=1)
236	Out[13]:	236	Out[13]:
237	2017-01-01····2.0	237	2017-01-01····2.0
238	2017-01-03····NaN	238	2017-01-03····NaN
239	Freq:·2D,·~~Length:·2,·~~dtype:·float64	239	Freq:·2D,·dtype:·float64
240	In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as	240	In·particular,·upsampling·and·taking·the·sum·or·product·is·affected,·as
241	upsampling·introduces·missing·values·even·if·the·original·series·was·entirely	241	upsampling·introduces·missing·values·even·if·the·original·series·was·entirely
242	valid.	242	valid.
243	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x	243	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x821\x81.\x8.x\x8x
244	In·[14]:·idx·=·pd.DatetimeIndex(['2017-01-01',·'2017-01-02'])	244	In·[14]:·idx·=·pd.DatetimeIndex(['2017-01-01',·'2017-01-02'])

245	In·[15]:·pd.Series([1,·2],·index=idx).resample('12H').sum()	245	In·[15]:·pd.Series([1,·2],·index=idx).resample('12H').sum()
Offset 281, 15 lines modified		Offset 281, 15 lines modified
281	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82.\x8.0\x80	281	p\x8pa\x8an\x8nd\x8da\x8as\x8s·0\x80.\x8.2\x822\x82.\x8.0\x80
282	In·[14]:·s·=·pd.Series([np.nan,·np.nan])	282	In·[14]:·s·=·pd.Series([np.nan,·np.nan])

283	In·[15]:·s.rolling(2,·min_periods=0).sum()	283	In·[15]:·s.rolling(2,·min_periods=0).sum()
284	Out[15]:	284	Out[15]:
285	0····0.0	285	0····0.0
286	1····0.0	286	1····0.0
287	~~Length:·2,·~~dtype:·float64	287	dtype:·float64
288	The·default·behavior·of·min_periods=None,·implying·that·min_periods·equals·the	288	The·default·behavior·of·min_periods=None,·implying·that·min_periods·equals·the
289	window·size,·is·unchanged.	289	window·size,·is·unchanged.
290	\x8\x8\x8\x8\x8·C\x8Co\x8om\x8mp\x8pa\x8at\x8ti\x8ib\x8bi\x8il\x8li\x8it\x8ty\x8y_\x8#\x8#·\x8\x8\x8\x8\x8	290	\x8\x8\x8\x8\x8·C\x8Co\x8om\x8mp\x8pa\x8at\x8ti\x8ib\x8bi\x8il\x8li\x8it\x8ty\x8y_\x8#\x8#·\x8\x8\x8\x8\x8
291	If·you·maintain·a·library·that·should·work·across·pandas·versions,·it·may·be	291	If·you·maintain·a·library·that·should·work·across·pandas·versions,·it·may·be
292	easiest·to·exclude·pandas·0.21·from·your·requirements.·Otherwise,·all·your·sum	292	easiest·to·exclude·pandas·0.21·from·your·requirements.·Otherwise,·all·your·sum
293	()·calls·would·need·to·check·if·the·Series·is·empty·before·summing.	293	()·calls·would·need·to·check·if·the·Series·is·empty·before·summing.
294	With·setuptools,·in·your·setup.py·use:	294	With·setuptools,·in·your·setup.py·use:


Offset 210, 46 lines modified		Offset 210, 42 lines modified
210	·····foo·bar········baz·qux	210	·····foo·bar········baz·qux
211	idx	211	idx
212	0······1···a·2018-01-01···a	212	0······1···a·2018-01-01···a
213	1······2···b·2018-01-02···b	213	1······2···b·2018-01-02···b
214	2······3···c·2018-01-03···c	214	2······3···c·2018-01-03···c
215	3······4···d·2018-01-04···c	215	3······4···d·2018-01-04···c

216	[4·rows·x·4·columns]

217	In·[3]:·df.dtypes	216	In·[3]:·df.dtypes
218	Out[3]:	217	Out[3]:
219	foo·············int64	218	foo·············int64
220	bar············object	219	bar············object
221	baz····datetime64[ns]	220	baz····datetime64[ns]
222	qux··········category	221	qux··········category
223	~~Length:·4,·~~dtype:·object	222	dtype:·object

224	In·[4]:·df.to_json('test.json',·orient='table')	223	In·[4]:·df.to_json('test.json',·orient='table')

225	In·[5]:·new_df·=·pd.read_json('test.json',·orient='table')	224	In·[5]:·new_df·=·pd.read_json('test.json',·orient='table')

226	In·[6]:·new_df	225	In·[6]:·new_df
227	Out[6]:	226	Out[6]:
228	·····foo·bar········baz·qux	227	·····foo·bar········baz·qux
229	idx	228	idx
230	0······1···a·2018-01-01···a	229	0······1···a·2018-01-01···a
231	1······2···b·2018-01-02···b	230	1······2···b·2018-01-02···b
232	2······3···c·2018-01-03···c	231	2······3···c·2018-01-03···c
233	3······4···d·2018-01-04···c	232	3······4···d·2018-01-04···c

234	[4·rows·x·4·columns]

235	In·[7]:·new_df.dtypes	233	In·[7]:·new_df.dtypes
236	Out[7]:	234	Out[7]:
237	foo·············int64	235	foo·············int64
238	bar············object	236	bar············object
239	baz····datetime64[ns]	237	baz····datetime64[ns]
240	qux··········category	238	qux··········category
241	~~Length:·4,·~~dtype:·object	239	dtype:·object
242	Please·note·that·the·string·index·is·not·supported·with·the·round·trip·format,	240	Please·note·that·the·string·index·is·not·supported·with·the·round·trip·format,
243	as·it·is·used·by·default·in·write_json·to·indicate·a·missing·index·name.	241	as·it·is·used·by·default·in·write_json·to·indicate·a·missing·index·name.
244	In·[8]:·df.index.name·=·'index'	242	In·[8]:·df.index.name·=·'index'

245	In·[9]:·df.to_json('test.json',·orient='table')	243	In·[9]:·df.to_json('test.json',·orient='table')

246	In·[10]:·new_df·=·pd.read_json('test.json',·orient='table')	244	In·[10]:·new_df·=·pd.read_json('test.json',·orient='table')
Offset 258, 47 lines modified		Offset 254, 41 lines modified
258	Out[11]:	254	Out[11]:
259	···foo·bar········baz·qux	255	···foo·bar········baz·qux
260	0····1···a·2018-01-01···a	256	0····1···a·2018-01-01···a
261	1····2···b·2018-01-02···b	257	1····2···b·2018-01-02···b
262	2····3···c·2018-01-03···c	258	2····3···c·2018-01-03···c
263	3····4···d·2018-01-04···c	259	3····4···d·2018-01-04···c

264	[4·rows·x·4·columns]

265	In·[12]:·new_df.dtypes	260	In·[12]:·new_df.dtypes
266	Out[12]:	261	Out[12]:
267	foo·············int64	262	foo·············int64
268	bar············object	263	bar············object
269	baz····datetime64[ns]	264	baz····datetime64[ns]
270	qux··········category	265	qux··········category
271	~~Length:·4,·~~dtype:·object	266	dtype:·object
272	\x8\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8d·.\x8.a\x8as\x8ss\x8si\x8ig\x8gn\x8n(\x8()\x8)·a\x8ac\x8cc\x8ce\x8ep\x8pt\x8ts\x8s·d\x8de\x8ep\x8pe\x8en\x8nd\x8de\x8en\x8nt\x8t·a\x8ar\x8rg\x8gu\x8um\x8me\x8en\x8nt\x8ts\x8s_\x8#\x8#·\x8\x8\x8\x8	267	\x8\x8\x8\x8·M\x8Me\x8et\x8th\x8ho\x8od\x8d·.\x8.a\x8as\x8ss\x8si\x8ig\x8gn\x8n(\x8()\x8)·a\x8ac\x8cc\x8ce\x8ep\x8pt\x8ts\x8s·d\x8de\x8ep\x8pe\x8en\x8nd\x8de\x8en\x8nt\x8t·a\x8ar\x8rg\x8gu\x8um\x8me\x8en\x8nt\x8ts\x8s_\x8#\x8#·\x8\x8\x8\x8
273	The·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n_\x8(_\x8)·now·accepts·dependent·keyword·arguments·for·python	268	The·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8a_\x8s_\x8s_\x8i_\x8g_\x8n_\x8(_\x8)·now·accepts·dependent·keyword·arguments·for·python
274	version·later·than·3.6·(see·also·_\x8P_\x8E_\x8P_\x8·_\x84_\x86_\x88).·Later·keyword·arguments·may·now	269	version·later·than·3.6·(see·also·_\x8P_\x8E_\x8P_\x8·_\x84_\x86_\x88).·Later·keyword·arguments·may·now
275	refer·to·earlier·ones·if·the·argument·is·a·callable.·See·the·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8h_\x8e_\x8r_\x8e	270	refer·to·earlier·ones·if·the·argument·is·a·callable.·See·the·_\x8d_\x8o_\x8c_\x8u_\x8m_\x8e_\x8n_\x8t_\x8a_\x8t_\x8i_\x8o_\x8n_\x8·_\x8h_\x8e_\x8r_\x8e
276	(_\x8G_\x8H_\x8·_\x81_\x84_\x82_\x80_\x87)	271	(_\x8G_\x8H_\x8·_\x81_\x84_\x82_\x80_\x87)
277	In·[13]:·df·=·pd.DataFrame({'A':·[1,·2,·3]})	272	In·[13]:·df·=·pd.DataFrame({'A':·[1,·2,·3]})

278	In·[14]:·df	273	In·[14]:·df
279	Out[14]:	274	Out[14]:
280	···A	275	···A
281	0··1	276	0··1
282	1··2	277	1··2
283	2··3	278	2··3

284	[3·rows·x·1·columns]

285	In·[15]:·df.assign(B=df.A,·C=lambda·x:·x['A']·+·x['B'])	279	In·[15]:·df.assign(B=df.A,·C=lambda·x:·x['A']·+·x['B'])
286	Out[15]:	280	Out[15]:
287	···A··B··C	281	···A··B··C
288	0··1··1··2	282	0··1··1··2
289	1··2··2··4	283	1··2··2··4
290	2··3··3··6	284	2··3··3··6

291	[3·rows·x·3·columns]
292	Warning	285	Warning
293	This·may·subtly·change·the·behavior·of·your·code·when·you’re·using·.assign()·to	286	This·may·subtly·change·the·behavior·of·your·code·when·you’re·using·.assign()·to
294	update·an·existing·column.·Previously,·callables·referring·to·other·variables	287	update·an·existing·column.·Previously,·callables·referring·to·other·variables
295	being·updated·would·get·the·“old”·values	288	being·updated·would·get·the·“old”·values
296	Previous·behavior:	289	Previous·behavior:
297	In·[2]:·df·=·pd.DataFrame({"A":·[1,·2,·3]})	290	In·[2]:·df·=·pd.DataFrame({"A":·[1,·2,·3]})

Offset 311, 16 lines modified		Offset 301, 14 lines modified
311	New·behavior:	301	New·behavior:
312	In·[16]:·df.assign(A=df.A·+·1,·C=lambda·df:·df.A·*·-1)	302	In·[16]:·df.assign(A=df.A·+·1,·C=lambda·df:·df.A·*·-1)
313	Out[16]:	303	Out[16]:
314	···A··C	304	···A··C
315	0··2·-2	305	0··2·-2
316	1··3·-3	306	1··3·-3
317	2··4·-4	307	2··4·-4

318	[3·rows·x·2·columns]
319	\x8\x8\x8\x8·M\x8Me\x8er\x8rg\x8gi\x8in\x8ng\x8g·o\x8on\x8n·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8	308	\x8\x8\x8\x8·M\x8Me\x8er\x8rg\x8gi\x8in\x8ng\x8g·o\x8on\x8n·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8
320	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8m_\x8e_\x8r_\x8g_\x8e_\x8(_\x8)·as·the·on,·left_on,·and·right_on·parameters	309	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8m_\x8e_\x8r_\x8g_\x8e_\x8(_\x8)·as·the·on,·left_on,·and·right_on·parameters
321	may·now·refer·to·either·column·names·or·index·level·names.·This·enables·merging	310	may·now·refer·to·either·column·names·or·index·level·names.·This·enables·merging
322	DataFrame·instances·on·a·combination·of·index·levels·and·columns·without	311	DataFrame·instances·on·a·combination·of·index·levels·and·columns·without
323	resetting·indexes.·See·the·_\x8M_\x8e_\x8r_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8s·documentation·section.	312	resetting·indexes.·See·the·_\x8M_\x8e_\x8r_\x8g_\x8e_\x8·_\x8o_\x8n_\x8·_\x8c_\x8o_\x8l_\x8u_\x8m_\x8n_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8l_\x8e_\x8v_\x8e_\x8l_\x8s·documentation·section.
324	(_\x8G_\x8H_\x8·_\x81_\x84_\x83_\x85_\x85)	313	(_\x8G_\x8H_\x8·_\x81_\x84_\x83_\x85_\x85)
325	In·[17]:·left_index·=·pd.Index(['K0',·'K0',·'K1',·'K2'],·name='key1')	314	In·[17]:·left_index·=·pd.Index(['K0',·'K0',·'K1',·'K2'],·name='key1')
Offset 342, 16 lines modified		Offset 330, 14 lines modified
342	In·[21]:·left.merge(right,·on=['key1',·'key2'])	330	In·[21]:·left.merge(right,·on=['key1',·'key2'])
343	Out[21]:	331	Out[21]:
344	·······A···B·key2···C···D	332	·······A···B·key2···C···D
345	key1	333	key1
346	K0····A0··B0···K0··C0··D0	334	K0····A0··B0···K0··C0··D0
347	K1····A2··B2···K0··C1··D1	335	K1····A2··B2···K0··C1··D1
348	K2····A3··B3···K1··C3··D3	336	K2····A3··B3···K1··C3··D3

349	[3·rows·x·5·columns]
350	\x8\x8\x8\x8·S\x8So\x8or\x8rt\x8ti\x8in\x8ng\x8g·b\x8by\x8y·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8	337	\x8\x8\x8\x8·S\x8So\x8or\x8rt\x8ti\x8in\x8ng\x8g·b\x8by\x8y·a\x8a·c\x8co\x8om\x8mb\x8bi\x8in\x8na\x8at\x8ti\x8io\x8on\x8n·o\x8of\x8f·c\x8co\x8ol\x8lu\x8um\x8mn\x8ns\x8s·a\x8an\x8nd\x8d·i\x8in\x8nd\x8de\x8ex\x8x·l\x8le\x8ev\x8ve\x8el\x8ls\x8s_\x8#\x8#·\x8\x8\x8\x8
351	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8s_\x8o_\x8r_\x8t_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8(_\x8)·as·the·by·parameter·may·now·refer·to	338	Strings·passed·to·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e_\x8._\x8s_\x8o_\x8r_\x8t_\x8__\x8v_\x8a_\x8l_\x8u_\x8e_\x8s_\x8(_\x8)·as·the·by·parameter·may·now·refer·to
352	either·column·names·or·index·level·names.·This·enables·sorting·DataFrame	339	either·column·names·or·index·level·names.·This·enables·sorting·DataFrame
353	instances·by·a·combination·of·index·levels·and·columns·without·resetting	340	instances·by·a·combination·of·index·levels·and·columns·without·resetting
354	indexes.·See·the·_\x8S_\x8o_\x8r_\x8t_\x8i_\x8n_\x8g_\x8·_\x8b_\x8y_\x8·_\x8I_\x8n_\x8d_\x8e_\x8x_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8V_\x8a_\x8l_\x8u_\x8e_\x8s·documentation·section.·(_\x8G_\x8H	341	indexes.·See·the·_\x8S_\x8o_\x8r_\x8t_\x8i_\x8n_\x8g_\x8·_\x8b_\x8y_\x8·_\x8I_\x8n_\x8d_\x8e_\x8x_\x8e_\x8s_\x8·_\x8a_\x8n_\x8d_\x8·_\x8V_\x8a_\x8l_\x8u_\x8e_\x8s·documentation·section.·(_\x8G_\x8H
355	_\x81_\x84_\x83_\x85_\x83)	342	_\x81_\x84_\x83_\x85_\x83)
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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">1~~4039~~8~~202577~~584</span>	826	<span·class="gh">Out[19]:·</span><span·class="go">139858848011568</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">1~~4039~~8~~202577~~584</span>	828	<span·class="gh">Out[20]:·</span><span·class="go">139858848011568</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]:·1~~4039~~8~~202577~~584	274	Out[19]:·139858848011568

275	In·[20]:·id(idx.values)	275	In·[20]:·id(idx.values)
276	Out[20]:·1~~4039~~8~~202577~~584	276	Out[20]:·139858848011568
277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().	277	If·you·need·an·actual·NumPy·array,·use·_\x8S_\x8e_\x8r_\x8i_\x8e_\x8s_\x8._\x8t_\x8o_\x8__\x8n_\x8u_\x8m_\x8p_\x8y_\x8(_\x8)·or·Index.to_numpy().
278	In·[21]:·idx.to_numpy()	278	In·[21]:·idx.to_numpy()
279	Out[21]:	279	Out[21]:
280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),	280	array([Period('2000-01-01',·'D'),·Period('2000-01-02',·'D'),
281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)	281	·······Period('2000-01-03',·'D'),·Period('2000-01-04',·'D')],·dtype=object)

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


Offset 1, 4 lines modified		Offset 1, 4 lines modified

1	Displaying·notes·found·in:·.note.gnu.build-id	1	Displaying·notes·found·in:·.note.gnu.build-id
2	··Owner················Data·size·» Description	2	··Owner················Data·size·» Description
3	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·4~~8613a~~3b5a7~~d0d~~a~~54839b~~9~~c36~~b6d3~~efcd4973efb~~	3	··GNU··················0x00000014» NT_GNU_BUILD_ID·(unique·build·ID·bitstring)» ····Build·ID:·fdd243e07129a82bc46967fb5688335a3f6403c4


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1	Hex·dump·of·section·'.gnu_debuglink':	1	Hex·dump·of·section·'.gnu_debuglink':
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4	··0x00000020·39373~~365~~·6~~662~~2e64·65627567·00000000·~~973efb~~.debug....	4	··0x00000020·36343033·63342e64·65627567·00000000·6403c4.debug....
5	··0x00000030·~~4c05b8cc~~····························L...	5	··0x00000030·c1de6d75····························..mu


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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:·37788	7	Installed-Size:·37788
8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)	8	Depends:·python3-pandas-lib·(=·2.2.3+dfsg-9)
9	Section:·debug	9	Section:·debug
10	Priority:·optional	10	Priority:·optional
11	Multi-Arch:·same	11	Multi-Arch:·same
12	Description:·debug·symbols·for·python3-pandas-lib	12	Description:·debug·symbols·for·python3-pandas-lib
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3	usr/lib/debug/.build-id/1f/d4f54628e0d5c836f97e8768996cbeffada333.debug	3	usr/lib/debug/.build-id/1f/d4f54628e0d5c836f97e8768996cbeffada333.debug
4	usr/lib/debug/.build-id/28/456c7a5d3557455733464a5b0c8748582cfa33.debug	4	usr/lib/debug/.build-id/28/456c7a5d3557455733464a5b0c8748582cfa33.debug
5	usr/lib/debug/.build-id/2d/dbde0f6767cb2cadca43ef0ac5982696d17e6b.debug	5	usr/lib/debug/.build-id/2d/dbde0f6767cb2cadca43ef0ac5982696d17e6b.debug
6	usr/lib/debug/.build-id/37/7ff7de337ad9a7f4b524326a9000f647922800.debug	6	usr/lib/debug/.build-id/37/7ff7de337ad9a7f4b524326a9000f647922800.debug
7	usr/lib/debug/.build-id/3c/e497e3c34c8768b292291500b1b9c05729a5c4.debug	7	usr/lib/debug/.build-id/3c/e497e3c34c8768b292291500b1b9c05729a5c4.debug
8	usr/lib/debug/.build-id/42/226e68b84c939c241494f1dd4ff671b392fc9c.debug	8	usr/lib/debug/.build-id/42/226e68b84c939c241494f1dd4ff671b392fc9c.debug
9	usr/lib/debug/.build-id/42/94922b1eec3ece344f1177f1624f88fa5e8c0c.debug	9	usr/lib/debug/.build-id/42/94922b1eec3ece344f1177f1624f88fa5e8c0c.debug
10	usr/lib/debug/.build-id/48/613a3b5a7d0da54839b9c36b6d3efcd4973efb.debug
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13	usr/lib/debug/.build-id/4f/56ff1cdeeaeae8679a94795a876c7e84890b46.debug	12	usr/lib/debug/.build-id/4f/56ff1cdeeaeae8679a94795a876c7e84890b46.debug
14	usr/lib/debug/.build-id/50/330da847dfddf392e15671d6e251de7e5cd84b.debug	13	usr/lib/debug/.build-id/50/330da847dfddf392e15671d6e251de7e5cd84b.debug
15	usr/lib/debug/.build-id/54/3b9a0fdf16038da95b2f20e706419f35719716.debug	14	usr/lib/debug/.build-id/54/3b9a0fdf16038da95b2f20e706419f35719716.debug
16	usr/lib/debug/.build-id/6b/17545ed9d5ddd9c937101e6082de6adde6c248.debug	15	usr/lib/debug/.build-id/6b/17545ed9d5ddd9c937101e6082de6adde6c248.debug
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39	usr/lib/debug/.build-id/c5/d6b7d2c0b69ef3f34dd5c5dfbea01465be247b.debug	38	usr/lib/debug/.build-id/c5/d6b7d2c0b69ef3f34dd5c5dfbea01465be247b.debug
40	usr/lib/debug/.build-id/ce/ed4f08700fe16271c37a5b797bae7cd6fafc73.debug	39	usr/lib/debug/.build-id/ce/ed4f08700fe16271c37a5b797bae7cd6fafc73.debug
41	usr/lib/debug/.build-id/eb/f1b7a79d2d3e3351447db93020f1d68db329c2.debug	40	usr/lib/debug/.build-id/eb/f1b7a79d2d3e3351447db93020f1d68db329c2.debug
42	usr/lib/debug/.build-id/ee/b9a2a162daedfe98cdc10e00d87bcdec0e4191.debug	41	usr/lib/debug/.build-id/ee/b9a2a162daedfe98cdc10e00d87bcdec0e4191.debug
43	usr/lib/debug/.build-id/f1/839a05dff5871c1c84b711b7c02153a6083f2b.debug	42	usr/lib/debug/.build-id/f1/839a05dff5871c1c84b711b7c02153a6083f2b.debug
44	usr/lib/debug/.build-id/fa/305430ce9c88536bdd502b0e013afe910aa2ef.debug	43	usr/lib/debug/.build-id/fa/305430ce9c88536bdd502b0e013afe910aa2ef.debug
		44	usr/lib/debug/.build-id/fd/d243e07129a82bc46967fb5688335a3f6403c4.debug
45	usr/lib/debug/.dwz/x86_64-linux-gnu/python3-pandas-lib.debug	45	usr/lib/debug/.dwz/x86_64-linux-gnu/python3-pandas-lib.debug


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16	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/37/	16	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/37/
17	-rw-r--r--···0·root·········(0)·root·········(0)··2190232·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/37/7ff7de337ad9a7f4b524326a9000f647922800.debug	17	-rw-r--r--···0·root·········(0)·root·········(0)··2190232·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/37/7ff7de337ad9a7f4b524326a9000f647922800.debug
18	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/3c/	18	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/3c/
19	-rw-r--r--···0·root·········(0)·root·········(0)···376968·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/3c/e497e3c34c8768b292291500b1b9c05729a5c4.debug	19	-rw-r--r--···0·root·········(0)·root·········(0)···376968·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/3c/e497e3c34c8768b292291500b1b9c05729a5c4.debug
20	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/42/	20	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/42/
21	-rw-r--r--···0·root·········(0)·root·········(0)····39384·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/42/226e68b84c939c241494f1dd4ff671b392fc9c.debug	21	-rw-r--r--···0·root·········(0)·root·········(0)····39384·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/42/226e68b84c939c241494f1dd4ff671b392fc9c.debug
22	-rw-r--r--···0·root·········(0)·root·········(0)···362640·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/42/94922b1eec3ece344f1177f1624f88fa5e8c0c.debug	22	-rw-r--r--···0·root·········(0)·root·········(0)···362640·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/42/94922b1eec3ece344f1177f1624f88fa5e8c0c.debug
23	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/48/
24	-rw-r--r--···0·root·········(0)·root·········(0)···721656·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/48/613a3b5a7d0da54839b9c36b6d3efcd4973efb.debug
25	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/49/	23	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/49/
26	-rw-r--r--···0·root·········(0)·root·········(0)··4064640·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/49/9e4f3d4d793cfcfa2d7bc40663095f8d797991.debug	24	-rw-r--r--···0·root·········(0)·root·········(0)··4064640·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/49/9e4f3d4d793cfcfa2d7bc40663095f8d797991.debug
27	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/	25	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/
28	-rw-r--r--···0·root·········(0)·root·········(0)···435744·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/4e6514b42da3b2679788be002339d47821e094.debug	26	-rw-r--r--···0·root·········(0)·root·········(0)···435744·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4b/4e6514b42da3b2679788be002339d47821e094.debug
29	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4f/	27	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4f/
30	-rw-r--r--···0·root·········(0)·root·········(0)···192832·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4f/56ff1cdeeaeae8679a94795a876c7e84890b46.debug	28	-rw-r--r--···0·root·········(0)·root·········(0)···192832·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/4f/56ff1cdeeaeae8679a94795a876c7e84890b46.debug
31	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/50/	29	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/50/
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82	-rw-r--r--···0·root·········(0)·root·········(0)···788816·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/f1b7a79d2d3e3351447db93020f1d68db329c2.debug	80	-rw-r--r--···0·root·········(0)·root·········(0)···788816·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/f1b7a79d2d3e3351447db93020f1d68db329c2.debug
83	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ee/	81	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ee/
84	-rw-r--r--···0·root·········(0)·root·········(0)···463520·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ee/b9a2a162daedfe98cdc10e00d87bcdec0e4191.debug	82	-rw-r--r--···0·root·········(0)·root·········(0)···463520·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ee/b9a2a162daedfe98cdc10e00d87bcdec0e4191.debug
85	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f1/	83	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f1/
86	-rw-r--r--···0·root·········(0)·root·········(0)···805584·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f1/839a05dff5871c1c84b711b7c02153a6083f2b.debug	84	-rw-r--r--···0·root·········(0)·root·········(0)···805584·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/f1/839a05dff5871c1c84b711b7c02153a6083f2b.debug
87	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fa/	85	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fa/
88	-rw-r--r--···0·root·········(0)·root·········(0)··1509560·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fa/305430ce9c88536bdd502b0e013afe910aa2ef.debug	86	-rw-r--r--···0·root·········(0)·root·········(0)··1509560·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fa/305430ce9c88536bdd502b0e013afe910aa2ef.debug
		87	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/
		88	-rw-r--r--···0·root·········(0)·root·········(0)···721648·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/d243e07129a82bc46967fb5688335a3f6403c4.debug
89	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/	89	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/
90	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/x86_64-linux-gnu/	90	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/x86_64-linux-gnu/
91	-rw-r--r--···0·root·········(0)·root·········(0)····60312·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/x86_64-linux-gnu/python3-pandas-lib.debug	91	-rw-r--r--···0·root·········(0)·root·········(0)····60312·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/x86_64-linux-gnu/python3-pandas-lib.debug
92	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/	92	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/
93	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/	93	drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/
94	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/python3-pandas-lib-dbgsym·->·python3-pandas-lib	94	lrwxrwxrwx···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/python3-pandas-lib-dbgsym·->·python3-pandas-lib


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:···························Advanced·Micro·Devices·X86-64	9	··Machine:···························Advanced·Micro·Devices·X86-64
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:··········719288·(bytes·into·file)	13	··Start·of·section·headers:··········719280·(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:·········37	19	··Number·of·section·headers:·········37
20	··Section·header·string·table·index:·36	20	··Section·header·string·table·index:·36


Offset 1, 8 lines modified		Offset 1, 8 lines modified
1	There·are·37·section·headers,·starting·at·offset·0xaf9b8:	1	There·are·37·section·headers,·starting·at·offset·0xaf9b0:

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.build-id·NOTE············0000000000000238·000238·000024·00···A··0···0··4	5	··[·1]·.note.gnu.build-id·NOTE············0000000000000238·000238·000024·00···A··0···0··4
6	··[·2]·.gnu.hash·········NOBITS··········0000000000000260·00025c·000028·00···A··3···0··8	6	··[·2]·.gnu.hash·········NOBITS··········0000000000000260·00025c·000028·00···A··3···0··8
7	··[·3]·.dynsym···········NOBITS··········0000000000000288·00025c·001398·18···A··4···1··8	7	··[·3]·.dynsym···········NOBITS··········0000000000000288·00025c·001398·18···A··4···1··8
Offset 24, 23 lines modified		Offset 24, 23 lines modified
24	··[19]·.data.rel.ro······NOBITS··········000000000005dca8·000c98·000ae8·00··WA··0···0··8	24	··[19]·.data.rel.ro······NOBITS··········000000000005dca8·000c98·000ae8·00··WA··0···0··8
25	··[20]·.dynamic··········NOBITS··········000000000005e790·000c98·0001e0·10··WA··4···0··8	25	··[20]·.dynamic··········NOBITS··········000000000005e790·000c98·0001e0·10··WA··4···0··8
26	··[21]·.got··············NOBITS··········000000000005e970·000c98·000690·08··WA··0···0··8	26	··[21]·.got··············NOBITS··········000000000005e970·000c98·000690·08··WA··0···0··8
27	··[22]·.data·············NOBITS··········000000000005f000·000c98·001688·00··WA··0···0·32	27	··[22]·.data·············NOBITS··········000000000005f000·000c98·001688·00··WA··0···0·32
28	··[23]·.bss··············NOBITS··········00000000000606a0·000c98·0011c8·00··WA··0···0·32	28	··[23]·.bss··············NOBITS··········00000000000606a0·000c98·0011c8·00··WA··0···0·32
29	··[24]·.comment··········PROGBITS········0000000000000000·00025c·00001e·01··MS··0···0··1	29	··[24]·.comment··········PROGBITS········0000000000000000·00025c·00001e·01··MS··0···0··1
30	··[25]·.debug_aranges····PROGBITS········0000000000000000·000280·00003c·00···C··0···0··8	30	··[25]·.debug_aranges····PROGBITS········0000000000000000·000280·00003c·00···C··0···0··8
31	··[26]·.debug_info·······PROGBITS········0000000000000000·0002c0·040c2f·00···C··0···0··8	31	··[26]·.debug_info·······PROGBITS········0000000000000000·0002c0·040c27·00···C··0···0··8
32	··[27]·.debug_abbrev·····PROGBITS········0000000000000000·040ef0·000576·00···C··0···0··8	32	··[27]·.debug_abbrev·····PROGBITS········0000000000000000·040ee8·00057a·00···C··0···0··8
33	··[28]·.debug_line·······PROGBITS········0000000000000000·041468·01ddbc·00···C··0···0··8	33	··[28]·.debug_line·······PROGBITS········0000000000000000·041468·01ddbc·00···C··0···0··8
34	··[29]·.debug_str········PROGBITS········0000000000000000·05f228·000686·01·MSC··0···0··8	34	··[29]·.debug_str········PROGBITS········0000000000000000·05f228·000686·01·MSC··0···0··8
35	··[30]·.debug_line_str···PROGBITS········0000000000000000·05f8b0·0001d4·01·MSC··0···0··8	35	··[30]·.debug_line_str···PROGBITS········0000000000000000·05f8b0·0001d4·01·MSC··0···0··8
36	··[31]·.debug_loclists···PROGBITS········0000000000000000·05fa88·03~~a001~~·00···C··0···0··8	36	··[31]·.debug_loclists···PROGBITS········0000000000000000·05fa88·039ffe·00···C··0···0··8
37	··[32]·.debug_rnglists···PROGBITS········0000000000000000·099a90·008cc4·00···C··0···0··8	37	··[32]·.debug_rnglists···PROGBITS········0000000000000000·099a88·008cc4·00···C··0···0··8
38	··[33]·.gnu_debugaltlink·PROGBITS········0000000000000000·0a2754·000052·00······0···0··1	38	··[33]·.gnu_debugaltlink·PROGBITS········0000000000000000·0a274c·000052·00······0···0··1
39	··[34]·.symtab···········SYMTAB··········0000000000000000·0a27a8·006360·18·····35·852··8	39	··[34]·.symtab···········SYMTAB··········0000000000000000·0a27a0·006360·18·····35·852··8
40	··[35]·.strtab···········STRTAB··········0000000000000000·0a8b08·006d32·00······0···0··1	40	··[35]·.strtab···········STRTAB··········0000000000000000·0a8b00·006d32·00······0···0··1
41	··[36]·.shstrtab·········STRTAB··········0000000000000000·0af83a·000177·00······0···0··1	41	··[36]·.shstrtab·········STRTAB··········0000000000000000·0af832·000177·00······0···0··1
42	Key·to·Flags:	42	Key·to·Flags:
43	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),	43	··W·(write),·A·(alloc),·X·(execute),·M·(merge),·S·(strings),·I·(info),
44	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),	44	··L·(link·order),·O·(extra·OS·processing·required),·G·(group),·T·(TLS),
45	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),	45	··C·(compressed),·x·(unknown),·o·(OS·specific),·E·(exclude),
46	··D·(mbind),·l·(large),·p·(processor·specific)	46	··D·(mbind),·l·(large),·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:········0x86110·(32-bit)	3	···Length:········0x86112·(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:·178·(DW_TAG_compile_unit)	8	·<0><c>:·Abbrev·Number:·178·(DW_TAG_compile_unit)
9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18231)·	9	····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18231)·
10	····<12>···DW_AT_language····:·(data1)·29» (C11)	10	····<12>···DW_AT_language····:·(data1)·29» (C11)
Offset 876, 15 lines modified		Offset 876, 15 lines modified
876	·<1><993>:·Abbrev·Number:·102·(DW_TAG_array_type)	876	·<1><993>:·Abbrev·Number:·102·(DW_TAG_array_type)
877	····<994>···DW_AT_type········:·(GNU_ref_alt)·<0x91>	877	····<994>···DW_AT_type········:·(GNU_ref_alt)·<0x91>
878	····<998>···DW_AT_sibling·····:·(ref_udata)·<0x99e>	878	····<998>···DW_AT_sibling·····:·(ref_udata)·<0x99e>
879	·<2><99a>:·Abbrev·Number:·107·(DW_TAG_subrange_type)	879	·<2><99a>:·Abbrev·Number:·107·(DW_TAG_subrange_type)
880	····<99b>···DW_AT_type········:·(ref_udata)·<0x2b>	880	····<99b>···DW_AT_type········:·(ref_udata)·<0x2b>
881	····<99c>···DW_AT_upper_bound·:·(data1)·13	881	····<99c>···DW_AT_upper_bound·:·(data1)·13
882	·<2><99d>:·Abbrev·Number:·0	882	·<2><99d>:·Abbrev·Number:·0
883	·<1><99e>:·Abbrev·Number:·38·(DW_TAG_variable)	883	·<1><99e>:·Abbrev·Number:·39·(DW_TAG_variable)
884	····<99f>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xfddf)·	884	····<99f>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xfddf)·
885	····<9a3>···DW_AT_decl_file···:·(data1)·1	885	····<9a3>···DW_AT_decl_file···:·(data1)·1
886	····<9a4>···DW_AT_decl_line···:·(data2)·1592	886	····<9a4>···DW_AT_decl_line···:·(data2)·1592
887	····<9a6>···DW_AT_decl_column·:·(data1)·20	887	····<9a6>···DW_AT_decl_column·:·(data1)·20
888	····<9a7>···DW_AT_type········:·(ref_udata)·<0x993>	888	····<9a7>···DW_AT_type········:·(ref_udata)·<0x993>
889	·<1><9a9>:·Abbrev·Number:·113·(DW_TAG_structure_type)	889	·<1><9a9>:·Abbrev·Number:·113·(DW_TAG_structure_type)
890	····<9aa>···DW_AT_byte_size···:·(data1)·104	890	····<9aa>···DW_AT_byte_size···:·(data1)·104
Offset 2586, 15 lines modified		Offset 2586, 15 lines modified
2586	·<2><1589>:·Abbrev·Number:·0	2586	·<2><1589>:·Abbrev·Number:·0
2587	·<1><158a>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2587	·<1><158a>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2588	····<158b>···DW_AT_byte_size···:·(implicit_const)·8	2588	····<158b>···DW_AT_byte_size···:·(implicit_const)·8
2589	····<158b>···DW_AT_type········:·(ref_udata)·<0xcde>	2589	····<158b>···DW_AT_type········:·(ref_udata)·<0xcde>
2590	·<1><158d>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2590	·<1><158d>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2591	····<158e>···DW_AT_byte_size···:·(implicit_const)·8	2591	····<158e>···DW_AT_byte_size···:·(implicit_const)·8
2592	····<158e>···DW_AT_type········:·(ref_udata)·<0x1579>	2592	····<158e>···DW_AT_type········:·(ref_udata)·<0x1579>
2593	·<1><1590>:·Abbrev·Number:·38·(DW_TAG_variable)	2593	·<1><1590>:·Abbrev·Number:·39·(DW_TAG_variable)
2594	····<1591>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x14baf)·	2594	····<1591>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x14baf)·
2595	····<1595>···DW_AT_decl_file···:·(data1)·1	2595	····<1595>···DW_AT_decl_file···:·(data1)·1
2596	····<1596>···DW_AT_decl_line···:·(data2)·2694	2596	····<1596>···DW_AT_decl_line···:·(data2)·2694
2597	····<1598>···DW_AT_decl_column·:·(data1)·80	2597	····<1598>···DW_AT_decl_column·:·(data1)·80
2598	····<1599>···DW_AT_type········:·(ref_udata)·<0x1063>	2598	····<1599>···DW_AT_type········:·(ref_udata)·<0x1063>
2599	·<1><159b>:·Abbrev·Number:·117·(DW_TAG_subroutine_type)	2599	·<1><159b>:·Abbrev·Number:·117·(DW_TAG_subroutine_type)
2600	····<159c>···DW_AT_prototyped··:·(flag_present)·1	2600	····<159c>···DW_AT_prototyped··:·(flag_present)·1
Offset 2612, 15 lines modified		Offset 2612, 15 lines modified
2612	····<15ad>···DW_AT_type········:·(ref_udata)·<0x1066>	2612	····<15ad>···DW_AT_type········:·(ref_udata)·<0x1066>
2613	·<1><15af>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2613	·<1><15af>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2614	····<15b0>···DW_AT_byte_size···:·(implicit_const)·8	2614	····<15b0>···DW_AT_byte_size···:·(implicit_const)·8
2615	····<15b0>···DW_AT_type········:·(ref_udata)·<0xd06>	2615	····<15b0>···DW_AT_type········:·(ref_udata)·<0xd06>
2616	·<1><15b2>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2616	·<1><15b2>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2617	····<15b3>···DW_AT_byte_size···:·(implicit_const)·8	2617	····<15b3>···DW_AT_byte_size···:·(implicit_const)·8
2618	····<15b3>···DW_AT_type········:·(ref_udata)·<0x159b>	2618	····<15b3>···DW_AT_type········:·(ref_udata)·<0x159b>
2619	·<1><15b5>:·Abbrev·Number:·38·(DW_TAG_variable)	2619	·<1><15b5>:·Abbrev·Number:·39·(DW_TAG_variable)
2620	····<15b6>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1b84f)·	2620	····<15b6>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1b84f)·
2621	····<15ba>···DW_AT_decl_file···:·(data1)·1	2621	····<15ba>···DW_AT_decl_file···:·(data1)·1
2622	····<15bb>···DW_AT_decl_line···:·(data2)·2708	2622	····<15bb>···DW_AT_decl_line···:·(data2)·2708
2623	····<15bd>···DW_AT_decl_column·:·(data1)·79	2623	····<15bd>···DW_AT_decl_column·:·(data1)·79
2624	····<15be>···DW_AT_type········:·(ref_udata)·<0x10e8>	2624	····<15be>···DW_AT_type········:·(ref_udata)·<0x10e8>
2625	·<1><15c0>:·Abbrev·Number:·85·(DW_TAG_subroutine_type)	2625	·<1><15c0>:·Abbrev·Number:·85·(DW_TAG_subroutine_type)
2626	····<15c1>···DW_AT_prototyped··:·(flag_present)·1	2626	····<15c1>···DW_AT_prototyped··:·(flag_present)·1
Offset 2633, 15 lines modified		Offset 2633, 15 lines modified
2633	·<2><15cf>:·Abbrev·Number:·0	2633	·<2><15cf>:·Abbrev·Number:·0
2634	·<1><15d0>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2634	·<1><15d0>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2635	····<15d1>···DW_AT_byte_size···:·(implicit_const)·8	2635	····<15d1>···DW_AT_byte_size···:·(implicit_const)·8
2636	····<15d1>···DW_AT_type········:·(ref_udata)·<0x10eb>	2636	····<15d1>···DW_AT_type········:·(ref_udata)·<0x10eb>
2637	·<1><15d3>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2637	·<1><15d3>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2638	····<15d4>···DW_AT_byte_size···:·(implicit_const)·8	2638	····<15d4>···DW_AT_byte_size···:·(implicit_const)·8
2639	····<15d4>···DW_AT_type········:·(ref_udata)·<0x15c0>	2639	····<15d4>···DW_AT_type········:·(ref_udata)·<0x15c0>
2640	·<1><15d6>:·Abbrev·Number:·38·(DW_TAG_variable)	2640	·<1><15d6>:·Abbrev·Number:·39·(DW_TAG_variable)
2641	····<15d7>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xeb72)·	2641	····<15d7>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xeb72)·
2642	····<15db>···DW_AT_decl_file···:·(data1)·1	2642	····<15db>···DW_AT_decl_file···:·(data1)·1
2643	····<15dc>···DW_AT_decl_line···:·(data2)·2723	2643	····<15dc>···DW_AT_decl_line···:·(data2)·2723
2644	····<15de>···DW_AT_decl_column·:·(data1)·80	2644	····<15de>···DW_AT_decl_column·:·(data1)·80
2645	····<15df>···DW_AT_type········:·(ref_udata)·<0x114d>	2645	····<15df>···DW_AT_type········:·(ref_udata)·<0x114d>
2646	·<1><15e1>:·Abbrev·Number:·117·(DW_TAG_subroutine_type)	2646	·<1><15e1>:·Abbrev·Number:·117·(DW_TAG_subroutine_type)
2647	····<15e2>···DW_AT_prototyped··:·(flag_present)·1	2647	····<15e2>···DW_AT_prototyped··:·(flag_present)·1
Offset 2661, 15 lines modified		Offset 2661, 15 lines modified
2661	····<15f6>···DW_AT_type········:·(ref_udata)·<0x1176>	2661	····<15f6>···DW_AT_type········:·(ref_udata)·<0x1176>
2662	·<1><15f8>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2662	·<1><15f8>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2663	····<15f9>···DW_AT_byte_size···:·(implicit_const)·8	2663	····<15f9>···DW_AT_byte_size···:·(implicit_const)·8
2664	····<15f9>···DW_AT_type········:·(ref_udata)·<0xeb8>	2664	····<15f9>···DW_AT_type········:·(ref_udata)·<0xeb8>
2665	·<1><15fb>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	2665	·<1><15fb>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
2666	····<15fc>···DW_AT_byte_size···:·(implicit_const)·8	2666	····<15fc>···DW_AT_byte_size···:·(implicit_const)·8
2667	····<15fc>···DW_AT_type········:·(ref_udata)·<0x15e1>	2667	····<15fc>···DW_AT_type········:·(ref_udata)·<0x15e1>
2668	·<1><15fe>:·Abbrev·Number:·38·(DW_TAG_variable)	2668	·<1><15fe>:·Abbrev·Number:·39·(DW_TAG_variable)
2669	····<15ff>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1607c)·	2669	····<15ff>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1607c)·
2670	····<1603>···DW_AT_decl_file···:·(data1)·1	2670	····<1603>···DW_AT_decl_file···:·(data1)·1
2671	····<1604>···DW_AT_decl_line···:·(data2)·2737	2671	····<1604>···DW_AT_decl_line···:·(data2)·2737
2672	····<1606>···DW_AT_decl_column·:·(data1)·81	2672	····<1606>···DW_AT_decl_column·:·(data1)·81
2673	····<1607>···DW_AT_type········:·(ref_udata)·<0x1257>	2673	····<1607>···DW_AT_type········:·(ref_udata)·<0x1257>
2674	·<1><1609>:·Abbrev·Number:·85·(DW_TAG_subroutine_type)	2674	·<1><1609>:·Abbrev·Number:·85·(DW_TAG_subroutine_type)
2675	····<160a>···DW_AT_prototyped··:·(flag_present)·1	2675	····<160a>···DW_AT_prototyped··:·(flag_present)·1
Offset 6176, 15 lines modified		Offset 6176, 15 lines modified
6176	·<1><3e27>:·Abbrev·Number:·52·(DW_TAG_variable)	6176	·<1><3e27>:·Abbrev·Number:·52·(DW_TAG_variable)
6177	····<3e28>···DW_AT_name········:·(strp)·(offset:·0x826):·__pyx_k_unconverted_data_remains_when_pa	6177	····<3e28>···DW_AT_name········:·(strp)·(offset:·0x826):·__pyx_k_unconverted_data_remains_when_pa
6178	····<3e2c>···DW_AT_decl_file···:·(data1)·1	6178	····<3e2c>···DW_AT_decl_file···:·(data1)·1
6179	····<3e2d>···DW_AT_decl_line···:·(data2)·4699	6179	····<3e2d>···DW_AT_decl_line···:·(data2)·4699
6180	····<3e2f>···DW_AT_decl_column·:·(data1)·19	6180	····<3e2f>···DW_AT_decl_column·:·(data1)·19
6181	····<3e30>···DW_AT_type········:·(GNU_ref_alt)·<0xb121>	6181	····<3e30>···DW_AT_type········:·(GNU_ref_alt)·<0xb121>
6182	····<3e34>···DW_AT_location····:·(exprloc)·9·byte·block:·3·c0·2c·5·0·0·0·0·0·» (DW_OP_addr:·52cc0)	6182	····<3e34>···DW_AT_location····:·(exprloc)·9·byte·block:·3·c0·2c·5·0·0·0·0·0·» (DW_OP_addr:·52cc0)
6183	·<1><3e3e>:·Abbrev·Number:·38·(DW_TAG_variable)	6183	·<1><3e3e>:·Abbrev·Number:·39·(DW_TAG_variable)
6184	····<3e3f>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1c812)·	6184	····<3e3f>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1c812)·
6185	····<3e43>···DW_AT_decl_file···:·(data1)·1	6185	····<3e43>···DW_AT_decl_file···:·(data1)·1
6186	····<3e44>···DW_AT_decl_line···:·(data2)·4756	6186	····<3e44>···DW_AT_decl_line···:·(data2)·4756
6187	····<3e46>···DW_AT_decl_column·:·(data1)·30	6187	····<3e46>···DW_AT_decl_column·:·(data1)·30
6188	····<3e47>···DW_AT_type········:·(ref_udata)·<0x17da>	6188	····<3e47>···DW_AT_type········:·(ref_udata)·<0x17da>
6189	·<1><3e49>:·Abbrev·Number:·180·(DW_TAG_structure_type)	6189	·<1><3e49>:·Abbrev·Number:·180·(DW_TAG_structure_type)
6190	····<3e4b>···DW_AT_byte_size···:·(data2)·3648	6190	····<3e4b>···DW_AT_byte_size···:·(data2)·3648
Offset 9394, 15 lines modified		Offset 9394, 15 lines modified
9394	·<1><5750>:·Abbrev·Number:·74·(DW_TAG_variable)	9394	·<1><5750>:·Abbrev·Number:·74·(DW_TAG_variable)
9395	····<5751>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x82da)·	9395	····<5751>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x82da)·
9396	····<5755>···DW_AT_decl_file···:·(data1)·1	9396	····<5755>···DW_AT_decl_file···:·(data1)·1
9397	····<5756>···DW_AT_decl_line···:·(data2)·5311	9397	····<5756>···DW_AT_decl_line···:·(data2)·5311
9398	····<5758>···DW_AT_decl_column·:·(data1)·21	9398	····<5758>···DW_AT_decl_column·:·(data1)·21
9399	····<5759>···DW_AT_type········:·(ref_udata)·<0x5745>	9399	····<5759>···DW_AT_type········:·(ref_udata)·<0x5745>
9400	····<575c>···DW_AT_location····:·(exprloc)·9·byte·block:·3·e0·7·6·0·0·0·0·0·» (DW_OP_addr:·607e0)	9400	····<575c>···DW_AT_location····:·(exprloc)·9·byte·block:·3·e0·7·6·0·0·0·0·0·» (DW_OP_addr:·607e0)
9401	·<1><5766>:·Abbrev·Number:·38·(DW_TAG_variable)	9401	·<1><5766>:·Abbrev·Number:·39·(DW_TAG_variable)
9402	····<5767>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x11cd7)·	9402	····<5767>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x11cd7)·
9403	····<576b>···DW_AT_decl_file···:·(data1)·1	9403	····<576b>···DW_AT_decl_file···:·(data1)·1
9404	····<576c>···DW_AT_decl_line···:·(data2)·5317	9404	····<576c>···DW_AT_decl_line···:·(data2)·5317
9405	····<576e>···DW_AT_decl_column·:·(data1)·22	9405	····<576e>···DW_AT_decl_column·:·(data1)·22
9406	····<576f>···DW_AT_type········:·(ref_udata)·<0x5772>	9406	····<576f>···DW_AT_type········:·(ref_udata)·<0x5772>
9407	·<1><5772>:·Abbrev·Number:·50·(DW_TAG_pointer_type)	9407	·<1><5772>:·Abbrev·Number:·50·(DW_TAG_pointer_type)
9408	····<5773>···DW_AT_byte_size···:·(implicit_const)·8	9408	····<5773>···DW_AT_byte_size···:·(implicit_const)·8
Offset 9873, 15 lines modified		Offset 9873, 15 lines modified
9873	····<5c6c>···DW_AT_type········:·(GNU_ref_alt)·<0xddae>	9873	····<5c6c>···DW_AT_type········:·(GNU_ref_alt)·<0xddae>
9874	·<2><5c70>:·Abbrev·Number:·20·(DW_TAG_formal_parameter)	9874	·<2><5c70>:·Abbrev·Number:·20·(DW_TAG_formal_parameter)
9875	····<5c71>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xcb01)·	9875	····<5c71>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0xcb01)·
Max diff block lines reached; 13556346/13563053 bytes (99.95%) of diff not shown.


Offset 228, 26 lines modified		Offset 228, 26 lines modified
228	····DW_AT·value:·0·····DW_FORM·value:·0	228	····DW_AT·value:·0·····DW_FORM·value:·0
229	···36······DW_TAG_call_site····[no·children]	229	···36······DW_TAG_call_site····[no·children]
230	····DW_AT_call_return_pc·DW_FORM_addr	230	····DW_AT_call_return_pc·DW_FORM_addr
231	····DW_AT_call_origin··DW_FORM_ref_udata	231	····DW_AT_call_origin··DW_FORM_ref_udata
232	····DW_AT·value:·0·····DW_FORM·value:·0	232	····DW_AT·value:·0·····DW_FORM·value:·0
233	···37······DW_TAG_lexical_block····[has·children]	233	···37······DW_TAG_lexical_block····[has·children]
234	····DW_AT·value:·0·····DW_FORM·value:·0	234	····DW_AT·value:·0·····DW_FORM·value:·0
		235	···38······DW_TAG_lexical_block····[has·children]
		236	····DW_AT_abstract_origin·DW_FORM_ref_udata
		237	····DW_AT_ranges·······DW_FORM_sec_offset
		238	····DW_AT_sibling······DW_FORM_ref_udata
		239	····DW_AT·value:·0·····DW_FORM·value:·0
235	···38······DW_TAG_variable····[no·children]	240	···39······DW_TAG_variable····[no·children]
236	····DW_AT_name·········DW_FORM_GNU_strp_alt	241	····DW_AT_name·········DW_FORM_GNU_strp_alt
237	····DW_AT_decl_file····DW_FORM_data1	242	····DW_AT_decl_file····DW_FORM_data1
238	····DW_AT_decl_line····DW_FORM_data2	243	····DW_AT_decl_line····DW_FORM_data2
239	····DW_AT_decl_column··DW_FORM_data1	244	····DW_AT_decl_column··DW_FORM_data1
240	····DW_AT_type·········DW_FORM_ref_udata	245	····DW_AT_type·········DW_FORM_ref_udata
241	····DW_AT·value:·0·····DW_FORM·value:·0	246	····DW_AT·value:·0·····DW_FORM·value:·0
242	···39······DW_TAG_lexical_block····[has·children]
243	····DW_AT_abstract_origin·DW_FORM_ref_udata
244	····DW_AT_ranges·······DW_FORM_sec_offset
245	····DW_AT_sibling······DW_FORM_ref_udata
246	····DW_AT·value:·0·····DW_FORM·value:·0
247	···40······DW_TAG_variable····[no·children]	247	···40······DW_TAG_variable····[no·children]
248	····DW_AT_abstract_origin·DW_FORM_ref_udata	248	····DW_AT_abstract_origin·DW_FORM_ref_udata
249	····DW_AT·value:·0·····DW_FORM·value:·0	249	····DW_AT·value:·0·····DW_FORM·value:·0
250	···41······DW_TAG_formal_parameter····[no·children]	250	···41······DW_TAG_formal_parameter····[no·children]
251	····DW_AT_name·········DW_FORM_string	251	····DW_AT_name·········DW_FORM_string
252	····DW_AT_decl_file····DW_FORM_data1	252	····DW_AT_decl_file····DW_FORM_data1
253	····DW_AT_decl_line····DW_FORM_data2	253	····DW_AT_decl_line····DW_FORM_data2


Offset 78314, 37 lines modified		Offset 78314, 37 lines modified
78314	····0003d06b·<End·of·list>	78314	····0003d06b·<End·of·list>

78315	····0003d06c·v000000000000000·v000000000000000·location·view·pair	78315	····0003d06c·v000000000000000·v000000000000000·location·view·pair
78316	····0003d06e·v000000000000000·v000000000000000·location·view·pair	78316	····0003d06e·v000000000000000·v000000000000000·location·view·pair

78317	····0003d070·0000000000034148·(base·address)	78317	····0003d070·0000000000034148·(base·address)
78318	····0003d079·v000000000000000·v000000000000000·views·at·0003d06c·for:	78318	····0003d079·v000000000000000·v000000000000000·views·at·0003d06c·for:
78319	·············0000000000034148·0000000000034192·(DW_OP_implicit_pointer:·<0x3c80f>·0)	78319	·············0000000000034148·0000000000034192·(DW_OP_implicit_pointer:·<0x3c811>·0)
78320	····0003d083·v000000000000000·v000000000000000·views·at·0003d06e·for:	78320	····0003d083·v000000000000000·v000000000000000·views·at·0003d06e·for:
78321	·············0000000000035475·00000000000354b5·(DW_OP_implicit_pointer:·<0x3c80f>·0)	78321	·············0000000000035475·00000000000354b5·(DW_OP_implicit_pointer:·<0x3c811>·0)
78322	····0003d08f·<End·of·list>	78322	····0003d08f·<End·of·list>

78323	····0003d090·v000000000000000·v000000000000000·location·view·pair	78323	····0003d090·v000000000000000·v000000000000000·location·view·pair
78324	····0003d092·v000000000000000·v000000000000000·location·view·pair	78324	····0003d092·v000000000000000·v000000000000000·location·view·pair

78325	····0003d094·0000000000034148·(base·address)	78325	····0003d094·0000000000034148·(base·address)
78326	····0003d09d·v000000000000000·v000000000000000·views·at·0003d090·for:	78326	····0003d09d·v000000000000000·v000000000000000·views·at·0003d090·for:
78327	·············0000000000034148·0000000000034192·(DW_OP_implicit_pointer:·<0x3c823>·0)	78327	·············0000000000034148·0000000000034192·(DW_OP_implicit_pointer:·<0x3c825>·0)
78328	····0003d0a7·v000000000000000·v000000000000000·views·at·0003d092·for:	78328	····0003d0a7·v000000000000000·v000000000000000·views·at·0003d092·for:
78329	·············0000000000035475·00000000000354b5·(DW_OP_implicit_pointer:·<0x3c823>·0)	78329	·············0000000000035475·00000000000354b5·(DW_OP_implicit_pointer:·<0x3c825>·0)
78330	····0003d0b3·<End·of·list>	78330	····0003d0b3·<End·of·list>

78331	····0003d0b4·v000000000000000·v000000000000000·location·view·pair	78331	····0003d0b4·v000000000000000·v000000000000000·location·view·pair
78332	····0003d0b6·v000000000000000·v000000000000000·location·view·pair	78332	····0003d0b6·v000000000000000·v000000000000000·location·view·pair

78333	····0003d0b8·0000000000034148·(base·address)	78333	····0003d0b8·0000000000034148·(base·address)
78334	····0003d0c1·v000000000000000·v000000000000000·views·at·0003d0b4·for:	78334	····0003d0c1·v000000000000000·v000000000000000·views·at·0003d0b4·for:
78335	·············0000000000034148·0000000000034192·(DW_OP_implicit_pointer:·<0x3c837>·0)	78335	·············0000000000034148·0000000000034192·(DW_OP_implicit_pointer:·<0x3c839>·0)
78336	····0003d0cb·v000000000000000·v000000000000000·views·at·0003d0b6·for:	78336	····0003d0cb·v000000000000000·v000000000000000·views·at·0003d0b6·for:
78337	·············0000000000035475·00000000000354b5·(DW_OP_implicit_pointer:·<0x3c837>·0)	78337	·············0000000000035475·00000000000354b5·(DW_OP_implicit_pointer:·<0x3c839>·0)
78338	····0003d0d7·<End·of·list>	78338	····0003d0d7·<End·of·list>

78339	····0003d0d8·v000000000000000·v000000000000005·location·view·pair	78339	····0003d0d8·v000000000000000·v000000000000005·location·view·pair
78340	····0003d0da·v000000000000005·v000000000000000·location·view·pair	78340	····0003d0da·v000000000000005·v000000000000000·location·view·pair
78341	····0003d0dc·v000000000000000·v000000000000000·location·view·pair	78341	····0003d0dc·v000000000000000·v000000000000000·location·view·pair

78342	····0003d0de·0000000000035475·(base·address)	78342	····0003d0de·0000000000035475·(base·address)
Offset 79390, 37 lines modified		Offset 79390, 37 lines modified
79390	····0003dc13·<End·of·list>	79390	····0003dc13·<End·of·list>

79391	····0003dc14·v000000000000000·v000000000000000·location·view·pair	79391	····0003dc14·v000000000000000·v000000000000000·location·view·pair
79392	····0003dc16·v000000000000000·v000000000000000·location·view·pair	79392	····0003dc16·v000000000000000·v000000000000000·location·view·pair

79393	····0003dc18·0000000000033849·(base·address)	79393	····0003dc18·0000000000033849·(base·address)
79394	····0003dc21·v000000000000000·v000000000000000·views·at·0003dc14·for:	79394	····0003dc21·v000000000000000·v000000000000000·views·at·0003dc14·for:
79395	·············0000000000033849·000000000003387a·(DW_OP_implicit_pointer:·<0x3c797>·0)	79395	·············0000000000033849·000000000003387a·(DW_OP_implicit_pointer:·<0x3c799>·0)
79396	····0003dc2b·v000000000000000·v000000000000000·views·at·0003dc16·for:	79396	····0003dc2b·v000000000000000·v000000000000000·views·at·0003dc16·for:
79397	·············0000000000034466·000000000003449c·(DW_OP_implicit_pointer:·<0x3c797>·0)	79397	·············0000000000034466·000000000003449c·(DW_OP_implicit_pointer:·<0x3c799>·0)
79398	····0003dc37·<End·of·list>	79398	····0003dc37·<End·of·list>

79399	····0003dc38·v000000000000000·v000000000000000·location·view·pair	79399	····0003dc38·v000000000000000·v000000000000000·location·view·pair
79400	····0003dc3a·v000000000000000·v000000000000000·location·view·pair	79400	····0003dc3a·v000000000000000·v000000000000000·location·view·pair

79401	····0003dc3c·0000000000033849·(base·address)	79401	····0003dc3c·0000000000033849·(base·address)
79402	····0003dc45·v000000000000000·v000000000000000·views·at·0003dc38·for:	79402	····0003dc45·v000000000000000·v000000000000000·views·at·0003dc38·for:
79403	·············0000000000033849·000000000003387a·(DW_OP_implicit_pointer:·<0x3c7ab>·0)	79403	·············0000000000033849·000000000003387a·(DW_OP_implicit_pointer:·<0x3c7ad>·0)
79404	····0003dc4f·v000000000000000·v000000000000000·views·at·0003dc3a·for:	79404	····0003dc4f·v000000000000000·v000000000000000·views·at·0003dc3a·for:
79405	·············0000000000034466·000000000003449c·(DW_OP_implicit_pointer:·<0x3c7ab>·0)	79405	·············0000000000034466·000000000003449c·(DW_OP_implicit_pointer:·<0x3c7ad>·0)
79406	····0003dc5b·<End·of·list>	79406	····0003dc5b·<End·of·list>

79407	····0003dc5c·v000000000000000·v000000000000000·location·view·pair	79407	····0003dc5c·v000000000000000·v000000000000000·location·view·pair
79408	····0003dc5e·v000000000000000·v000000000000000·location·view·pair	79408	····0003dc5e·v000000000000000·v000000000000000·location·view·pair

79409	····0003dc60·0000000000033849·(base·address)	79409	····0003dc60·0000000000033849·(base·address)
79410	····0003dc69·v000000000000000·v000000000000000·views·at·0003dc5c·for:	79410	····0003dc69·v000000000000000·v000000000000000·views·at·0003dc5c·for:
79411	·············0000000000033849·000000000003387a·(DW_OP_implicit_pointer:·<0x3c7bf>·0)	79411	·············0000000000033849·000000000003387a·(DW_OP_implicit_pointer:·<0x3c7c1>·0)
79412	····0003dc73·v000000000000000·v000000000000000·views·at·0003dc5e·for:	79412	····0003dc73·v000000000000000·v000000000000000·views·at·0003dc5e·for:
79413	·············0000000000034466·000000000003449c·(DW_OP_implicit_pointer:·<0x3c7bf>·0)	79413	·············0000000000034466·000000000003449c·(DW_OP_implicit_pointer:·<0x3c7c1>·0)
79414	····0003dc7f·<End·of·list>	79414	····0003dc7f·<End·of·list>

79415	····0003dc80·v000000000000000·v000000000000005·location·view·pair	79415	····0003dc80·v000000000000000·v000000000000005·location·view·pair
79416	····0003dc82·v000000000000005·v000000000000000·location·view·pair	79416	····0003dc82·v000000000000005·v000000000000000·location·view·pair
79417	····0003dc84·v000000000000000·v000000000000000·location·view·pair	79417	····0003dc84·v000000000000000·v000000000000000·location·view·pair

79418	····0003dc86·0000000000034466·(base·address)	79418	····0003dc86·0000000000034466·(base·address)
Offset 94973, 32 lines modified		Offset 94973, 32 lines modified

94973	····00049969·v000000000000004·v000000000000000·location·view·pair	94973	····00049969·v000000000000004·v000000000000000·location·view·pair
94974	····0004996b·v000000000000000·v000000000000000·location·view·pair	94974	····0004996b·v000000000000000·v000000000000000·location·view·pair
94975	····0004996d·v000000000000005·v000000000000004·location·view·pair	94975	····0004996d·v000000000000005·v000000000000004·location·view·pair

94976	····0004996f·00000000000240dc·(base·address)	94976	····0004996f·00000000000240dc·(base·address)
94977	····00049978·v000000000000004·v000000000000000·views·at·00049969·for:	94977	····00049978·v000000000000004·v000000000000000·views·at·00049969·for:
94978	·············00000000000240dc·0000000000024141·(DW_OP_implicit_pointer:·<0x4ab9c>·0)	94978	·············00000000000240dc·0000000000024141·(DW_OP_implicit_pointer:·<0x4ab9e>·0)
94979	····00049982·v000000000000000·v000000000000000·views·at·0004996b·for:	94979	····00049982·v000000000000000·v000000000000000·views·at·0004996b·for:
94980	·············0000000000024579·0000000000024583·(DW_OP_implicit_pointer:·<0x4ab9c>·0)	94980	·············0000000000024579·0000000000024583·(DW_OP_implicit_pointer:·<0x4ab9e>·0)
94981	····0004998e·v000000000000005·v000000000000004·views·at·0004996d·for:	94981	····0004998e·v000000000000005·v000000000000004·views·at·0004996d·for:
94982	·············00000000000252e5·00000000000252fe·(DW_OP_implicit_pointer:·<0x4ab9c>·0)	94982	·············00000000000252e5·00000000000252fe·(DW_OP_implicit_pointer:·<0x4ab9e>·0)
94983	····0004999a·<End·of·list>	94983	····0004999a·<End·of·list>

94984	····0004999b·v000000000000004·v000000000000000·location·view·pair	94984	····0004999b·v000000000000004·v000000000000000·location·view·pair
94985	····0004999d·v000000000000000·v000000000000000·location·view·pair	94985	····0004999d·v000000000000000·v000000000000000·location·view·pair
94986	····0004999f·v000000000000005·v000000000000004·location·view·pair	94986	····0004999f·v000000000000005·v000000000000004·location·view·pair

94987	····000499a1·00000000000240dc·(base·address)	94987	····000499a1·00000000000240dc·(base·address)
94988	····000499aa·v000000000000004·v000000000000000·views·at·0004999b·for:	94988	····000499aa·v000000000000004·v000000000000000·views·at·0004999b·for:
94989	·············00000000000240dc·0000000000024141·(DW_OP_implicit_pointer:·<0x4aba8>·0)	94989	·············00000000000240dc·0000000000024141·(DW_OP_implicit_pointer:·<0x4abaa>·0)
94990	····000499b4·v000000000000000·v000000000000000·views·at·0004999d·for:	94990	····000499b4·v000000000000000·v000000000000000·views·at·0004999d·for:
94991	·············0000000000024579·0000000000024583·(DW_OP_implicit_pointer:·<0x4aba8>·0)	94991	·············0000000000024579·0000000000024583·(DW_OP_implicit_pointer:·<0x4abaa>·0)
94992	····000499c0·v000000000000005·v000000000000004·views·at·0004999f·for:	94992	····000499c0·v000000000000005·v000000000000004·views·at·0004999f·for:
94993	·············00000000000252e5·00000000000252fe·(DW_OP_implicit_pointer:·<0x4aba8>·0)	94993	·············00000000000252e5·00000000000252fe·(DW_OP_implicit_pointer:·<0x4abaa>·0)
94994	····000499cc·<End·of·list>	94994	····000499cc·<End·of·list>

94995	····000499cd·v000000000000004·v000000000000000·location·view·pair	94995	····000499cd·v000000000000004·v000000000000000·location·view·pair
94996	····000499cf·v000000000000000·v000000000000000·location·view·pair	94996	····000499cf·v000000000000000·v000000000000000·location·view·pair
94997	····000499d1·v000000000000005·v000000000000004·location·view·pair	94997	····000499d1·v000000000000005·v000000000000004·location·view·pair

94998	····000499d3·00000000000240dc·(base·address)	94998	····000499d3·00000000000240dc·(base·address)
Offset 95124, 26 lines modified		Offset 95124, 26 lines modified
95124	·············00000000000252fe·00000000000252fe·(DW_OP_fbreg:·208;·DW_OP_stack_value)	95124	·············00000000000252fe·00000000000252fe·(DW_OP_fbreg:·208;·DW_OP_stack_value)
95125	····00049b90·<End·of·list>	95125	····00049b90·<End·of·list>

95126	····00049b91·v000000000000002·v000000000000000·location·view·pair	95126	····00049b91·v000000000000002·v000000000000000·location·view·pair
95127	····00049b93·v000000000000006·v00000000000000e·location·view·pair	95127	····00049b93·v000000000000006·v00000000000000e·location·view·pair

95128	····00049b95·v000000000000002·v000000000000000·views·at·00049b91·for:	95128	····00049b95·v000000000000002·v000000000000000·views·at·00049b91·for:
95129	·············0000000000024583·00000000000245e3·(DW_OP_implicit_pointer:·<0x4abb4>·0)	95129	·············0000000000024583·00000000000245e3·(DW_OP_implicit_pointer:·<0x4abb6>·0)
95130	····00049ba6·v000000000000006·v00000000000000e·views·at·00049b93·for:	95130	····00049ba6·v000000000000006·v00000000000000e·views·at·00049b93·for:
95131	·············00000000000252fe·00000000000252fe·(DW_OP_implicit_pointer:·<0x4abb4>·0)	95131	·············00000000000252fe·00000000000252fe·(DW_OP_implicit_pointer:·<0x4abb6>·0)
95132	····00049bb7·<End·of·list>	95132	····00049bb7·<End·of·list>

95133	····00049bb8·v000000000000002·v000000000000000·location·view·pair	95133	····00049bb8·v000000000000002·v000000000000000·location·view·pair
95134	····00049bba·v000000000000006·v00000000000000e·location·view·pair	95134	····00049bba·v000000000000006·v00000000000000e·location·view·pair

95135	····00049bbc·v000000000000002·v000000000000000·views·at·00049bb8·for:	95135	····00049bbc·v000000000000002·v000000000000000·views·at·00049bb8·for:
95136	·············0000000000024583·00000000000245e3·(DW_OP_implicit_pointer:·<0x4abc0>·0)	95136	·············0000000000024583·00000000000245e3·(DW_OP_implicit_pointer:·<0x4abc2>·0)
95137	····00049bcd·v000000000000006·v00000000000000e·views·at·00049bba·for:	95137	····00049bcd·v000000000000006·v00000000000000e·views·at·00049bba·for:
Max diff block lines reached; 36866/45401 bytes (81.20%) of diff not shown.

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