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6312 -rw-r--r--···0·root·········(0)·root·········(0)····83262·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.14.1.html6312 -rw-r--r--···0·root·········(0)·root·········(0)····83262·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.14.1.html
6313 -rw-r--r--···0·root·········(0)·root·········(0)···252303·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.0.html6313 -rw-r--r--···0·root·········(0)·root·········(0)···252303·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.0.html
6314 -rw-r--r--···0·root·········(0)·root·········(0)····68280·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.1.html6314 -rw-r--r--···0·root·········(0)·root·········(0)····68280·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.1.html
6315 -rw-r--r--···0·root·········(0)·root·········(0)····75115·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.2.html6315 -rw-r--r--···0·root·········(0)·root·········(0)····75115·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.15.2.html
6316 -rw-r--r--···0·root·········(0)·root·········(0)···145199·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.16.0.html6316 -rw-r--r--···0·root·········(0)·root·········(0)···145199·2025-03-29·13:01:52.000000·./usr/share/doc/python-pandas-doc/html/whatsnew/v0.16.0.html
40.8 KB
./usr/share/doc/python-pandas-doc/html/searchindex.js
40.7 KB
js-beautify {}
    
Offset 21797, 21 lines modifiedOffset 21797, 23 lines modified
21797 ········"036047":·2214,21797 ········"036047":·2214,
21798 ········"036104":·2207,21798 ········"036104":·2207,
21799 ········"036142":·[2220,·2231],21799 ········"036142":·[2220,·2231],
21800 ········"0362":·2202,21800 ········"0362":·2202,
21801 ········"0362196":·2202,21801 ········"0362196":·2202,
21802 ········"036235":·2205,21802 ········"036235":·2205,
21803 ········"036660":·2199,21803 ········"036660":·2199,
 21804 ········"036687":·2228,
21804 ········"036854":·2199,21805 ········"036854":·2199,
21805 ········"037181":·2191,21806 ········"037181":·2191,
21806 ········"037528":·2235,21807 ········"037528":·2235,
21807 ········"037651":·2207,21808 ········"037651":·2207,
21808 ········"037772":·2214,21809 ········"037772":·2214,
21809 ········"037882":·[2184,·2214],21810 ········"037882":·[2184,·2214],
21810 ········"038":·[1447,·2200,·2232],21811 ········"038":·[1447,·2200,·2232],
 21812 ········"038018":·2228,
21811 ········"038031":·2207,21813 ········"038031":·2207,
21812 ········"038402":·2197,21814 ········"038402":·2197,
21813 ········"038981":·2207,21815 ········"038981":·2207,
21814 ········"039061":·2207,21816 ········"039061":·2207,
21815 ········"039147":·2207,21817 ········"039147":·2207,
21816 ········"039266":·2215,21818 ········"039266":·2215,
21817 ········"039268":·[15,·2185,·2186,·2191,·2197,·2199,·2202,·2204,·2215,·2216,·2218,·2219,·2235,·2241,·2264],21819 ········"039268":·[15,·2185,·2186,·2191,·2197,·2199,·2202,·2204,·2215,·2216,·2218,·2219,·2235,·2241,·2264],
Offset 21970, 27 lines modifiedOffset 21972, 27 lines modified
21970 ········"05t00":·2261,21972 ········"05t00":·2261,
21971 ········"06":·[26,·27,·29,·30,·31,·207,·213,·218,·230,·273,·292,·294,·332,·363,·526,·534,·536,·637,·644,·646,·688,·781,·788,·793,·804,·900,·969,·993,·1075,·1344,·1441,·1442,·1449,·1450,·1452,·1489,·1497,·1500,·1506,·1524,·1598,·1677,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2222,·2226,·2230,·2231,·2232,·2235,·2246,·2249,·2261,·2264,·2271,·2298,·2302],21973 ········"06":·[26,·27,·29,·30,·31,·207,·213,·218,·230,·273,·292,·294,·332,·363,·526,·534,·536,·637,·644,·646,·688,·781,·788,·793,·804,·900,·969,·993,·1075,·1344,·1441,·1442,·1449,·1450,·1452,·1489,·1497,·1500,·1506,·1524,·1598,·1677,·2184,·2186,·2195,·2197,·2199,·2201,·2204,·2205,·2207,·2209,·2210,·2212,·2214,·2215,·2216,·2217,·2218,·2219,·2222,·2226,·2230,·2231,·2232,·2235,·2246,·2249,·2261,·2264,·2271,·2298,·2302],
21972 ········"060015":·2207,21974 ········"060015":·2207,
21973 ········"060074":·2185,21975 ········"060074":·2185,
21974 ········"060603":·2207,21976 ········"060603":·2207,
21975 ········"060654":·2207,21977 ········"060654":·2207,
21976 ········"060777":·2207,21978 ········"060777":·2207,
21977 ········"061":·2193, 
21978 ········"061019":·2199,21979 ········"061019":·2199,
21979 ········"061068":·2210,21980 ········"061068":·2210,
21980 ········"061233":·2207,21981 ········"061233":·2207,
21981 ········"061438":·2199,21982 ········"061438":·2199,
21982 ········"061645":·2193,21983 ········"061645":·2193,
21983 ········"061810":·2204,21984 ········"061810":·2204,
21984 ········"061876":·[182,·760],21985 ········"061876":·[182,·760],
21985 ········"061932":·2186,21986 ········"061932":·2186,
21986 ········"062191":·2230,21987 ········"062191":·2230,
21987 ········"062320":·2207,21988 ········"062320":·2207,
21988 ········"062433":·2199,21989 ········"062433":·2199,
21989 ········"062993":·2197,21990 ········"062993":·2197,
 21991 ········"063":·2193,
21990 ········"0630":·2246,21992 ········"0630":·2246,
21991 ········"063038":·2199,21993 ········"063038":·2199,
21992 ········"063123":·2210,21994 ········"063123":·2210,
21993 ········"0633":·2204,21995 ········"0633":·2204,
21994 ········"063327":·[2185,·2197],21996 ········"063327":·[2185,·2197],
21995 ········"063328":·2235,21997 ········"063328":·2235,
21996 ········"063367":·2216,21998 ········"063367":·2216,
Offset 22162, 15 lines modifiedOffset 22164, 15 lines modified
22162 ········"089227":·2207,22164 ········"089227":·2207,
22163 ········"089329":·[2184,·2195,·2214],22165 ········"089329":·[2184,·2195,·2214],
22164 ········"089354":·2235,22166 ········"089354":·2235,
22165 ········"089589":·2207,22167 ········"089589":·2207,
22166 ········"089641":·2207,22168 ········"089641":·2207,
22167 ········"089759":·2186,22169 ········"089759":·2186,
22168 ········"08t00":·2261,22170 ········"08t00":·2261,
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],22171 ········"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,·2193,·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],
22170 ········"0900":·[956,·1013],22172 ········"0900":·[956,·1013],
22171 ········"090118":·2219,22173 ········"090118":·2219,
22172 ········"090255":·2197,22174 ········"090255":·2197,
22173 ········"090310":·2207,22175 ········"090310":·2207,
22174 ········"090711":·2207,22176 ········"090711":·2207,
22175 ········"091":·[2186,·2227],22177 ········"091":·[2186,·2227],
22176 ········"091000":·2207,22178 ········"091000":·2207,
Offset 22252, 20 lines modifiedOffset 22254, 20 lines modified
22252 ········"0n":·[1489,·2298],22254 ········"0n":·[1489,·2298],
22253 ········"0px":·2207,22255 ········"0px":·2207,
22254 ········"0rc0":·13,22256 ········"0rc0":·13,
22255 ········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235],22257 ········"0th":·[26,·249,·882,·1202,·2185,·2197,·2199,·2235],
22256 ········"0x00":·2294,22258 ········"0x00":·2294,
22257 ········"0x40":·2294,22259 ········"0x40":·2294,
22258 ········"0x7efd0c0b0690":·3,22260 ········"0x7efd0c0b0690":·3,
22259 ········"0xffff3e1d4e50":·2230,22261 ········"0xffff0fd3a190":·2230,
22260 ········"0xffff4c8cb920":·2210,22262 ········"0xffff3eff77e0":·2210,
22261 ········"0xffff4e206d50":·2199,22263 ········"0xffff4492ed50":·2199,
22262 ········"0xffff57e24040":·2197,22264 ········"0xffff4e7bf100":·2197,
22263 ········"0xffff5ff81a90":·2195,22265 ········"0xffff51a15040":·2195,
22264 ········"0xffff7b1bbcb0":·2246,22266 ········"0xffff5acb6cf0":·2246,
22265 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22266 ········"10":·[2,·3,·5,·6,·9,·10,·15,·16,·17,·18,·19,·21,·22,·24,·25,·26,·27,·28,·29,·30,·31,·32,·68,·69,·74,·80,·83,·84,·85,·88,·91,·94,·97,·98,·102,·105,·109,·111,·113,·119,·120,·121,·129,·133,·137,·138,·139,·140,·142,·144,·160,·163,·171,·173,·187,·188,·189,·190,·192,·193,·199,·202,·203,·204,·206,·207,·212,·213,·215,·216,·217,·220,·221,·222,·223,·228,·230,·234,·244,·258,·265,·268,·275,·276,·278,·284,·286,·288,·289,·293,·295,·296,·298,·300,·302,·316,·317,·318,·322,·323,·324,·329,·330,·331,·345,·395,·423,·427,·440,·445,·509,·514,·516,·534,·536,·544,·546,·551,·554,·556,·560,·562,·568,·569,·570,·571,·572,·577,·583,·592,·594,·595,·596,·600,·620,·621,·627,·635,·639,·641,·645,·647,·648,·649,·650,·652,·670,·671,·673,·677,·678,·679,·681,·684,·685,·686,·695,·696,·708,·713,·714,·738,·741,·763,·764,·765,·766,·768,·781,·787,·788,·798,·804,·808,·836,·837,·838,·839,·840,·841,·842,·843,·844,·849,·852,·863,·868,·874,·889,·895,·902,·904,·912,·923,·940,·942,·943,·944,·948,·957,·959,·960,·970,·982,·984,·995,·997,·1001,·1003,·1004,·1005,·1011,·1016,·1020,·1021,·1069,·1071,·1072,·1075,·1109,·1154,·1158,·1162,·1163,·1173,·1174,·1175,·1180,·1185,·1189,·1195,·1200,·1205,·1219,·1220,·1230,·1239,·1246,·1250,·1256,·1261,·1264,·1267,·1284,·1288,·1291,·1292,·1294,·1297,·1298,·1299,·1306,·1308,·1319,·1324,·1343,·1344,·1345,·1350,·1367,·1387,·1391,·1403,·1411,·1416,·1418,·1420,·1421,·1440,·1447,·1451,·1452,·1458,·1462,·1467,·1473,·1478,·1479,·1482,·1485,·1488,·1490,·1491,·1498,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1894,·1912,·2018,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2224,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2234,·2235,·2238,·2240,·2241,·2246,·2249,·2254,·2257,·2260,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2290,·2294,·2298,·2302,·2307,·2308],22268 ········"10":·[2,·3,·5,·6,·9,·10,·15,·16,·17,·18,·19,·21,·22,·24,·25,·26,·27,·28,·29,·30,·31,·32,·68,·69,·74,·80,·83,·84,·85,·88,·91,·94,·97,·98,·102,·105,·109,·111,·113,·119,·120,·121,·129,·133,·137,·138,·139,·140,·142,·144,·160,·163,·171,·173,·187,·188,·189,·190,·192,·193,·199,·202,·203,·204,·206,·207,·212,·213,·215,·216,·217,·220,·221,·222,·223,·228,·230,·234,·244,·258,·265,·268,·275,·276,·278,·284,·286,·288,·289,·293,·295,·296,·298,·300,·302,·316,·317,·318,·322,·323,·324,·329,·330,·331,·345,·395,·423,·427,·440,·445,·509,·514,·516,·534,·536,·544,·546,·551,·554,·556,·560,·562,·568,·569,·570,·571,·572,·577,·583,·592,·594,·595,·596,·600,·620,·621,·627,·635,·639,·641,·645,·647,·648,·649,·650,·652,·670,·671,·673,·677,·678,·679,·681,·684,·685,·686,·695,·696,·708,·713,·714,·738,·741,·763,·764,·765,·766,·768,·781,·787,·788,·798,·804,·808,·836,·837,·838,·839,·840,·841,·842,·843,·844,·849,·852,·863,·868,·874,·889,·895,·902,·904,·912,·923,·940,·942,·943,·944,·948,·957,·959,·960,·970,·982,·984,·995,·997,·1001,·1003,·1004,·1005,·1011,·1016,·1020,·1021,·1069,·1071,·1072,·1075,·1109,·1154,·1158,·1162,·1163,·1173,·1174,·1175,·1180,·1185,·1189,·1195,·1200,·1205,·1219,·1220,·1230,·1239,·1246,·1250,·1256,·1261,·1264,·1267,·1284,·1288,·1291,·1292,·1294,·1297,·1298,·1299,·1306,·1308,·1319,·1324,·1343,·1344,·1345,·1350,·1367,·1387,·1391,·1403,·1411,·1416,·1418,·1420,·1421,·1440,·1447,·1451,·1452,·1458,·1462,·1467,·1473,·1478,·1479,·1482,·1485,·1488,·1490,·1491,·1498,·1598,·1657,·1677,·1699,·1720,·1741,·1758,·1894,·1912,·2018,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2196,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2216,·2217,·2218,·2219,·2220,·2221,·2222,·2223,·2224,·2225,·2226,·2227,·2228,·2229,·2230,·2231,·2232,·2234,·2235,·2238,·2240,·2241,·2246,·2249,·2254,·2257,·2260,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2290,·2294,·2298,·2302,·2307,·2308],
22267 ········"100":·[3,·15,·17,·22,·30,·68,·97,·98,·111,·118,·132,·135,·141,·142,·145,·159,·161,·175,·182,·192,·202,·207,·212,·213,·233,·273,·303,·345,·359,·360,·427,·577,·587,·588,·620,·621,·655,·709,·717,·760,·781,·787,·788,·900,·1345,·1391,·1398,·1447,·1457,·1472,·1473,·1488,·1490,·2184,·2185,·2186,·2188,·2190,·2191,·2193,·2194,·2195,·2197,·2199,·2200,·2201,·2202,·2204,·2207,·2208,·2209,·2210,·2211,·2212,·2218,·2220,·2222,·2223,·2225,·2226,·2230,·2231,·2232,·2235,·2241,·2242,·2246,·2249,·2302,·2307],22269 ········"100":·[3,·15,·17,·22,·30,·68,·97,·98,·111,·118,·132,·135,·141,·142,·145,·159,·161,·175,·182,·192,·202,·207,·212,·213,·233,·273,·303,·345,·359,·360,·427,·577,·587,·588,·620,·621,·655,·709,·717,·760,·781,·787,·788,·900,·1345,·1391,·1398,·1447,·1457,·1472,·1473,·1488,·1490,·2184,·2185,·2186,·2188,·2190,·2191,·2193,·2194,·2195,·2197,·2199,·2200,·2201,·2202,·2204,·2207,·2208,·2209,·2210,·2211,·2212,·2218,·2220,·2222,·2223,·2225,·2226,·2230,·2231,·2232,·2235,·2241,·2242,·2246,·2249,·2302,·2307],
22268 ········"1000":·[9,·10,·15,·24,·25,·28,·29,·32,·102,·141,·183,·191,·193,·194,·427,·717,·761,·767,·768,·769,·874,·1154,·1158,·1456,·1465,·1467,·1876,·1964,·2184,·2185,·2186,·2188,·2193,·2195,·2199,·2205,·2206,·2207,·2210,·2211,·2220,·2223,·2229,·2230,·2235,·2238,·2246,·2249,·2261,·2294],22270 ········"1000":·[9,·10,·15,·24,·25,·28,·29,·32,·102,·141,·183,·191,·193,·194,·427,·717,·761,·767,·768,·769,·874,·1154,·1158,·1456,·1465,·1467,·1876,·1964,·2184,·2185,·2186,·2188,·2193,·2195,·2199,·2205,·2206,·2207,·2210,·2211,·2220,·2223,·2229,·2230,·2235,·2238,·2246,·2249,·2261,·2294],
22269 ········"10000":·[192,·1485,·2185,·2201,·2206,·2210,·2220,·2228,·2266],22271 ········"10000":·[192,·1485,·2185,·2201,·2206,·2210,·2220,·2228,·2266],
22270 ········"100000":·[1354,·1372,·2199,·2201,·2210],22272 ········"100000":·[1354,·1372,·2199,·2201,·2210],
22271 ········"1000000":·[144,·2199,·2228],22273 ········"1000000":·[144,·2199,·2228],
Offset 23057, 15 lines modifiedOffset 23059, 15 lines modified
23057 ········"11974":·2230,23059 ········"11974":·2230,
23058 ········"11981":·2232,23060 ········"11981":·2232,
23059 ········"11986":·2230,23061 ········"11986":·2230,
23060 ········"11990":·2230,23062 ········"11990":·2230,
23061 ········"11995":·2230,23063 ········"11995":·2230,
23062 ········"11h":·2210,23064 ········"11h":·2210,
23063 ········"12":·[15,·17,·18,·19,·22,·24,·25,·26,·28,·29,·30,·31,·32,·69,·72,·73,·77,·78,·84,·88,·102,·107,·109,·111,·113,·129,·133,·134,·160,·162,·171,·173,·183,·187,·188,·189,·190,·193,·199,·202,·204,·206,·207,·208,·213,·215,·216,·217,·220,·221,·222,·244,·253,·259,·265,·275,·288,·292,·294,·296,·303,·308,·309,·313,·316,·318,·332,·333,·345,·362,·363,·420,·423,·509,·513,·514,·515,·516,·522,·524,·526,·530,·532,·535,·541,·557,·575,·586,·595,·600,·629,·635,·639,·644,·646,·652,·655,·660,·661,·666,·670,·673,·688,·689,·708,·738,·761,·763,·764,·765,·766,·768,·781,·782,·788,·799,·873,·886,·890,·893,·895,·923,·926,·940,·943,·948,·953,·976,·980,·987,·1017,·1075,·1154,·1158,·1162,·1164,·1169,·1189,·1192,·1195,·1205,·1219,·1221,·1226,·1250,·1253,·1256,·1267,·1274,·1276,·1290,·1292,·1336,·1344,·1392,·1431,·1433,·1452,·1482,·1487,·1497,·1498,·1560,·1578,·1598,·1620,·1637,·1657,·1677,·1699,·1720,·1758,·1793,·1815,·1839,·1876,·1894,·1912,·1930,·1964,·2018,·2127,·2145,·2184,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2257,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2294,·2298,·2302,·2307],23065 ········"12":·[15,·17,·18,·19,·22,·24,·25,·26,·28,·29,·30,·31,·32,·69,·72,·73,·77,·78,·84,·88,·102,·107,·109,·111,·113,·129,·133,·134,·160,·162,·171,·173,·183,·187,·188,·189,·190,·193,·199,·202,·204,·206,·207,·208,·213,·215,·216,·217,·220,·221,·222,·244,·253,·259,·265,·275,·288,·292,·294,·296,·303,·308,·309,·313,·316,·318,·332,·333,·345,·362,·363,·420,·423,·509,·513,·514,·515,·516,·522,·524,·526,·530,·532,·535,·541,·557,·575,·586,·595,·600,·629,·635,·639,·644,·646,·652,·655,·660,·661,·666,·670,·673,·688,·689,·708,·738,·761,·763,·764,·765,·766,·768,·781,·782,·788,·799,·873,·886,·890,·893,·895,·923,·926,·940,·943,·948,·953,·976,·980,·987,·1017,·1075,·1154,·1158,·1162,·1164,·1169,·1189,·1192,·1195,·1205,·1219,·1221,·1226,·1250,·1253,·1256,·1267,·1274,·1276,·1290,·1292,·1336,·1344,·1392,·1431,·1433,·1452,·1482,·1487,·1497,·1498,·1560,·1578,·1598,·1620,·1637,·1657,·1677,·1699,·1720,·1758,·1793,·1815,·1839,·1876,·1894,·1912,·1930,·1964,·2018,·2127,·2145,·2184,·2185,·2186,·2188,·2190,·2191,·2192,·2193,·2194,·2195,·2197,·2198,·2199,·2200,·2201,·2202,·2203,·2204,·2205,·2206,·2207,·2208,·2209,·2210,·2211,·2212,·2214,·2215,·2216,·2218,·2219,·2220,·2221,·2222,·2223,·2225,·2226,·2228,·2229,·2230,·2231,·2232,·2235,·2238,·2240,·2241,·2246,·2249,·2257,·2261,·2264,·2265,·2271,·2277,·2283,·2289,·2294,·2298,·2302,·2307],
23064 ········"120":·[15,·78,·162,·273,·359,·360,·587,·588,·900,·930,·2184,·2185,·2186,·2188,·2191,·2193,·2195,·2197,·2199,·2200,·2201,·2204,·2208,·2209,·2210,·2211,·2220,·2230,·2232],23066 ········"120":·[15,·78,·162,·273,·359,·360,·587,·588,·900,·930,·2184,·2185,·2186,·2188,·2191,·2195,·2197,·2199,·2200,·2201,·2204,·2208,·2209,·2210,·2211,·2220,·2230,·2232],
23065 ········"12000":·[2185,·2220],23067 ········"12000":·[2185,·2220],
23066 ········"12004":·2265,23068 ········"12004":·2265,
23067 ········"120055":·2228,23069 ········"120055":·2228,
23068 ········"12011":·[176,·179],23070 ········"12011":·[176,·179],
23069 ········"12014":·2230,23071 ········"12014":·2230,
23070 ········"12017":·2230,23072 ········"12017":·2230,
23071 ········"12019":·2230,23073 ········"12019":·2230,
Offset 24272, 15 lines modifiedOffset 24274, 15 lines modified
24272 ········"15370":·2235,24274 ········"15370":·2235,
24273 ········"15376":·2235,24275 ········"15376":·2235,
24274 ········"15379":·2235,24276 ········"15379":·2235,
24275 ········"1538":·2262,24277 ········"1538":·2262,
24276 ········"15388":·2238,24278 ········"15388":·2238,
24277 ········"15390":·2238,24279 ········"15390":·2238,
24278 ········"153931":·2184,24280 ········"153931":·2184,
24279 ········"154":·[2185,·2186,·2188,·2195,·2197,·2199,·2201,·2207,·2210,·2211,·2218],24281 ········"154":·[2185,·2186,·2188,·2195,·2197,·2199,·2201,·2207,·2210,·2211],
24280 ········"15400":·2236,24282 ········"15400":·2236,
24281 ········"154018":·2199,24283 ········"154018":·2199,
24282 ········"15403":·2235,24284 ········"15403":·2235,
24283 ········"15404":·2235,24285 ········"15404":·2235,
24284 ········"15414":·2235,24286 ········"15414":·2235,
24285 ········"15420":·2235,24287 ········"15420":·2235,
24286 ········"15421":·2235,24288 ········"15421":·2235,
Offset 24589, 15 lines modifiedOffset 24591, 15 lines modified
24589 ········"16468":·2241,24591 ········"16468":·2241,
24590 ········"16469":·2283,24592 ········"16469":·2283,
24591 ········"16471":·2238,24593 ········"16471":·2238,
24592 ········"16472":·2236,24594 ········"16472":·2236,
24593 ········"16488":·2249,24595 ········"16488":·2249,
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Offset 1847, 25 lines modifiedOffset 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">208·us·+-·509·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>1852 <span·class="go">195·us·+-·358·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1853 <span·class="go">85.9·us·+-·127·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>1853 <span·class="go">77.4·us·+-·87·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">165·us·+-·11.5·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>1860 <span·class="go">156·us·+-·2.35·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>
1861 <span·class="go">155·us·+-·3.79·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)</span>1861 <span·class="go">130·us·+-·5·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>,
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Offset 1245, 23 lines modifiedOffset 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 208·us·+-·509·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)1250 195·us·+-·358·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1251 85.9·us·+-·127·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)1251 77.4·us·+-·87·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 165·us·+-·11.5·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)1256 156·us·+-·2.35·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)
1257 155·us·+-·3.79·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10,000·loops·each)1257 130·us·+-·5·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,·and1260 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·with1264 _\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
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Offset 592, 29 lines modifiedOffset 592, 29 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[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·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[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·axis=1)
599 <span·class="go">74.1·ms·+-·8.16·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>599 <span·class="go">74.6·ms·+-·6.88·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·operation602 <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[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·axis=1)··#·noqa·E999605 <span·class="gp">In·[6]:·</span><span·class="o">%</span><span·class="k">prun</span>·-l·4·df.apply(lambda·x:·integrate_f(x[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·axis=1)··#·noqa·E999
606 <span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.220·seconds</span>606 <span·class="go">·········605946·function·calls·(605928·primitive·calls)·in·0.222·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·&lt;4&gt;</span>608 <span·class="go">···List·reduced·from·159·to·4·due·to·restriction·&lt;4&gt;</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····0.134····0.000····0.194····0.000·&lt;ipython-input-4-c2a74e076cf0&gt;:1(integrate_f)</span>610 <span·class="go">·····1000····0.134····0.000····0.197····0.000·&lt;ipython-input-4-c2a74e076cf0&gt;:1(integrate_f)</span>
611 <span·class="go">···552423····0.061····0.000····0.061····0.000·&lt;ipython-input-3-c138bdd570e3&gt;:1(f)</span>611 <span·class="go">···552423····0.063····0.000····0.063····0.000·&lt;ipython-input-3-c138bdd570e3&gt;:1(f)</span>
612 <span·class="go">·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)</span>612 <span·class="go">·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)</span>
613 <span·class="go">·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)</span>613 <span·class="go">·····3000····0.003····0.000····0.007····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>
Offset 634, 15 lines modifiedOffset 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·*·dx636 <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[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·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[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·axis=1)
641 <span·class="go">90.5·ms·+-·19.3·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>641 <span·class="go">74.7·ms·+-·21.1·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)</span>
642 </pre></div>642 </pre></div>
643 </div>643 </div>
644 <p>This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-third.</p>644 <p>This·has·improved·the·performance·compared·to·the·pure·Python·approach·by·one-third.</p>
645 </section>645 </section>
646 <section·id="declaring-c-types">646 <section·id="declaring-c-types">
647 <span·id="enhancingperf-type"></span><h3>Declaring·C·types<a·class="headerlink"·href="#declaring-c-types"·title="Link·to·this·heading">#</a></h3>647 <span·id="enhancingperf-type"></span><h3>Declaring·C·types<a·class="headerlink"·href="#declaring-c-types"·title="Link·to·this·heading">#</a></h3>
648 <p>We·can·annotate·the·function·variables·and·return·types·as·well·as·use·<code·class="docutils·literal·notranslate"><span·class="pre">cdef</span></code>648 <p>We·can·annotate·the·function·variables·and·return·types·as·well·as·use·<code·class="docutils·literal·notranslate"><span·class="pre">cdef</span></code>
Offset 658, 15 lines modifiedOffset 658, 15 lines modified
658 <span·class="gp">···....:·</span>····for·i·in·range(N):658 <span·class="gp">···....:·</span>····for·i·in·range(N):
659 <span·class="gp">···....:·</span>········s·+=·f_typed(a·+·i·*·dx)659 <span·class="gp">···....:·</span>········s·+=·f_typed(a·+·i·*·dx)
660 <span·class="gp">···....:·</span>····return·s·*·dx660 <span·class="gp">···....:·</span>····return·s·*·dx
661 <span·class="gp">···....:·</span>661 <span·class="gp">···....:·</span>
662 </pre></div>662 </pre></div>
663 </div>663 </div>
664 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_typed(x[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·axis=1)664 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[11]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df.apply(lambda·x:·integrate_f_typed(x[&quot;a&quot;],·x[&quot;b&quot;],·x[&quot;N&quot;]),·axis=1)
665 <span·class="go">11.4·ms·+-·2.96·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>665 <span·class="go">8.36·ms·+-·16.4·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
666 </pre></div>666 </pre></div>
667 </div>667 </div>
668 <p>Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance·improvement·compared·to668 <p>Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance·improvement·compared·to
669 the·original·Python·implementation.</p>669 the·original·Python·implementation.</p>
670 </section>670 </section>
671 <section·id="using-ndarray">671 <section·id="using-ndarray">
672 <span·id="enhancingperf-ndarray"></span><h3>Using·ndarray<a·class="headerlink"·href="#using-ndarray"·title="Link·to·this·heading">#</a></h3>672 <span·id="enhancingperf-ndarray"></span><h3>Using·ndarray<a·class="headerlink"·href="#using-ndarray"·title="Link·to·this·heading">#</a></h3>
Offset 678, 16 lines modifiedOffset 678, 16 lines modified
  
678 <span·class="go">···Ordered·by:·internal·time</span>678 <span·class="go">···Ordered·by:·internal·time</span>
679 <span·class="go">···List·reduced·from·157·to·4·due·to·restriction·&lt;4&gt;</span>679 <span·class="go">···List·reduced·from·157·to·4·due·to·restriction·&lt;4&gt;</span>
  
680 <span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>680 <span·class="go">···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)</span>
681 <span·class="go">·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)</span>681 <span·class="go">·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)</span>
682 <span·class="go">·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)</span>682 <span·class="go">·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)</span>
683 <span·class="go">·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc)</span> 
684 <span·class="go">····16098····0.002····0.000····0.003····0.000·{built-in·method·builtins.isinstance}</span>683 <span·class="go">····16098····0.002····0.000····0.003····0.000·{built-in·method·builtins.isinstance}</span>
 684 <span·class="go">·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc)</span>
685 </pre></div>685 </pre></div>
686 </div>686 </div>
687 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="o">%%</span><span·class="k">cython</span>687 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[13]:·</span><span·class="o">%%</span><span·class="k">cython</span>
688 <span·class="gp">···....:·</span>cimport·numpy·as·np688 <span·class="gp">···....:·</span>cimport·numpy·as·np
689 <span·class="gp">···....:·</span>import·numpy·as·np689 <span·class="gp">···....:·</span>import·numpy·as·np
690 <span·class="gp">···....:·</span>cdef·double·f_typed(double·x)·except?·-2:690 <span·class="gp">···....:·</span>cdef·double·f_typed(double·x)·except?·-2:
691 <span·class="gp">···....:·</span>····return·x·*·(x·-·1)691 <span·class="gp">···....:·</span>····return·x·*·(x·-·1)
Offset 722, 15 lines modifiedOffset 722, 15 lines modified
722 </div>722 </div>
723 <p>This·implementation·creates·an·array·of·zeros·and·inserts·the·result723 <p>This·implementation·creates·an·array·of·zeros·and·inserts·the·result
724 of·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f_typed</span></code>·applied·over·each·row.·Looping·over·an·<code·class="docutils·literal·notranslate"><span·class="pre">ndarray</span></code>·is·faster724 of·<code·class="docutils·literal·notranslate"><span·class="pre">integrate_f_typed</span></code>·applied·over·each·row.·Looping·over·an·<code·class="docutils·literal·notranslate"><span·class="pre">ndarray</span></code>·is·faster
725 in·Cython·than·looping·over·a·<a·class="reference·internal"·href="../reference/api/pandas.Series.html#pandas.Series"·title="pandas.Series"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Series</span></code></a>·object.</p>725 in·Cython·than·looping·over·a·<a·class="reference·internal"·href="../reference/api/pandas.Series.html#pandas.Series"·title="pandas.Series"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">Series</span></code></a>·object.</p>
726 <p>Since·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>·is·typed·to·accept·an·<code·class="docutils·literal·notranslate"><span·class="pre">np.ndarray</span></code>,·<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>726 <p>Since·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>·is·typed·to·accept·an·<code·class="docutils·literal·notranslate"><span·class="pre">np.ndarray</span></code>,·<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>
727 calls·are·needed·to·utilize·this·function.</p>727 calls·are·needed·to·utilize·this·function.</p>
728 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f(df[&quot;a&quot;].to_numpy(),·df[&quot;b&quot;].to_numpy(),·df[&quot;N&quot;].to_numpy())728 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[14]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f(df[&quot;a&quot;].to_numpy(),·df[&quot;b&quot;].to_numpy(),·df[&quot;N&quot;].to_numpy())
729 <span·class="go">1.14·ms·+-·196·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>729 <span·class="go">1.15·ms·+-·347·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
730 </pre></div>730 </pre></div>
731 </div>731 </div>
732 <p>Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.</p>732 <p>Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.</p>
733 </section>733 </section>
734 <section·id="disabling-compiler-directives">734 <section·id="disabling-compiler-directives">
735 <span·id="enhancingperf-boundswrap"></span><h3>Disabling·compiler·directives<a·class="headerlink"·href="#disabling-compiler-directives"·title="Link·to·this·heading">#</a></h3>735 <span·id="enhancingperf-boundswrap"></span><h3>Disabling·compiler·directives<a·class="headerlink"·href="#disabling-compiler-directives"·title="Link·to·this·heading">#</a></h3>
736 <p>The·majority·of·the·time·is·now·spent·in·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>.·Disabling·Cython’s·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code>736 <p>The·majority·of·the·time·is·now·spent·in·<code·class="docutils·literal·notranslate"><span·class="pre">apply_integrate_f</span></code>.·Disabling·Cython’s·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code>
Offset 782, 15 lines modifiedOffset 782, 15 lines modified
782 <span·class="go">·················from·/build/reproducible-path/pandas-2.2.3+dfsg/buildtmp/.cache/ipython/cython/_cython_magic_b00abb3164401a98fefff54d942b7c1d6995eb64.c:1251:</span>782 <span·class="go">·················from·/build/reproducible-path/pandas-2.2.3+dfsg/buildtmp/.cache/ipython/cython/_cython_magic_b00abb3164401a98fefff54d942b7c1d6995eb64.c:1251:</span>
783 <span·class="go">/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/npy_1_7_deprecated_api.h:17:2:·warning:·#warning·&quot;Using·deprecated·NumPy·API,·disable·it·with·&quot;·&quot;#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION&quot;·[-Wcpp]</span>783 <span·class="go">/usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/npy_1_7_deprecated_api.h:17:2:·warning:·#warning·&quot;Using·deprecated·NumPy·API,·disable·it·with·&quot;·&quot;#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION&quot;·[-Wcpp]</span>
784 <span·class="go">···17·|·#warning·&quot;Using·deprecated·NumPy·API,·disable·it·with·&quot;·\</span>784 <span·class="go">···17·|·#warning·&quot;Using·deprecated·NumPy·API,·disable·it·with·&quot;·\</span>
785 <span·class="go">······|··^~~~~~~</span>785 <span·class="go">······|··^~~~~~~</span>
786 </pre></div>786 </pre></div>
787 </div>787 </div>
788 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[17]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f_wrap(df[&quot;a&quot;].to_numpy(),·df[&quot;b&quot;].to_numpy(),·df[&quot;N&quot;].to_numpy())788 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[17]:·</span><span·class="o">%</span><span·class="k">timeit</span>·apply_integrate_f_wrap(df[&quot;a&quot;].to_numpy(),·df[&quot;b&quot;].to_numpy(),·df[&quot;N&quot;].to_numpy())
789 <span·class="go">813·us·+-·120·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>789 <span·class="go">813·us·+-·202·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)</span>
790 </pre></div>790 </pre></div>
791 </div>791 </div>
792 <p>However,·a·loop·indexer·<code·class="docutils·literal·notranslate"><span·class="pre">i</span></code>·accessing·an·invalid·location·in·an·array·would·cause·a·segfault·because·memory·access·isn’t·checked.792 <p>However,·a·loop·indexer·<code·class="docutils·literal·notranslate"><span·class="pre">i</span></code>·accessing·an·invalid·location·in·an·array·would·cause·a·segfault·because·memory·access·isn’t·checked.
793 For·more·about·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">wraparound</span></code>,·see·the·Cython·docs·on793 For·more·about·<code·class="docutils·literal·notranslate"><span·class="pre">boundscheck</span></code>·and·<code·class="docutils·literal·notranslate"><span·class="pre">wraparound</span></code>,·see·the·Cython·docs·on
794 <a·class="reference·external"·href="https://cython.readthedocs.io/en/latest/src/userguide/source_files_and_compilation.html#compiler-directives">compiler·directives</a>.</p>794 <a·class="reference·external"·href="https://cython.readthedocs.io/en/latest/src/userguide/source_files_and_compilation.html#compiler-directives">compiler·directives</a>.</p>
795 </section>795 </section>
796 </section>796 </section>
Offset 1148, 19 lines modifiedOffset 1148, 19 lines modified
1148 compared·to·standard·Python·syntax·for·large·<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>.·This·engine·requires·the1148 compared·to·standard·Python·syntax·for·large·<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>.·This·engine·requires·the
1149 optional·dependency·<code·class="docutils·literal·notranslate"><span·class="pre">numexpr</span></code>·to·be·installed.</p>1149 optional·dependency·<code·class="docutils·literal·notranslate"><span·class="pre">numexpr</span></code>·to·be·installed.</p>
1150 <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">'python'</span></code>·engine·is·generally·<em>not</em>·useful·except·for·testing1150 <p>The·<code·class="docutils·literal·notranslate"><span·class="pre">'python'</span></code>·engine·is·generally·<em>not</em>·useful·except·for·testing
1151 other·evaluation·engines·against·it.·You·will·achieve·<strong>no</strong>·performance1151 other·evaluation·engines·against·it.·You·will·achieve·<strong>no</strong>·performance
1152 benefits·using·<a·class="reference·internal"·href="../reference/api/pandas.eval.html#pandas.eval"·title="pandas.eval"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">eval()</span></code></a>·with·<code·class="docutils·literal·notranslate"><span·class="pre">engine='python'</span></code>·and·may1152 benefits·using·<a·class="reference·internal"·href="../reference/api/pandas.eval.html#pandas.eval"·title="pandas.eval"><code·class="xref·py·py-func·docutils·literal·notranslate"><span·class="pre">eval()</span></code></a>·with·<code·class="docutils·literal·notranslate"><span·class="pre">engine='python'</span></code>·and·may
1153 incur·a·performance·hit.</p>1153 incur·a·performance·hit.</p>
1154 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[40]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df41154 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[40]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4
1155 <span·class="go">8.77·ms·+-·628·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>1155 <span·class="go">8.24·ms·+-·174·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1156 </pre></div>1156 </pre></div>
1157 </div>1157 </div>
1158 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[41]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval(&quot;df1·+·df2·+·df3·+·df4&quot;,·engine=&quot;python&quot;)1158 <div·class="highlight-ipython·notranslate"><div·class="highlight"><pre><span></span><span·class="gp">In·[41]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval(&quot;df1·+·df2·+·df3·+·df4&quot;,·engine=&quot;python&quot;)
1159 <span·class="go">11.6·ms·+-·486·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>1159 <span·class="go">10.6·ms·+-·214·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1160 </pre></div>1160 </pre></div>
1161 </div>1161 </div>
1162 </section>1162 </section>
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Offset 110, 29 lines modifiedOffset 110, 29 lines modified
110 ···...:·····dx·=·(b·-·a)·/·N110 ···...:·····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·*·dx113 ···...:·····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 74.1·ms·+-·8.16·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)117 74.6·ms·+-·6.88·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·using118 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·calls120 #·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·E999122 axis=1)··#·noqa·E999
123 ·········605946·function·calls·(605928·primitive·calls)·in·0.220·seconds123 ·········605946·function·calls·(605928·primitive·calls)·in·0.222·seconds
  
124 ···Ordered·by:·internal·time124 ···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····0.134····0.000····0.194····0.000·<ipython-input-4-c2a74e076cf0>:1127 ·····1000····0.134····0.000····0.197····0.000·<ipython-input-4-c2a74e076cf0>:1
128 (integrate_f)128 (integrate_f)
129 ···552423····0.061····0.000····0.061····0.000·<ipython-input-3-c138bdd570e3>:1129 ···552423····0.063····0.000····0.063····0.000·<ipython-input-3-c138bdd570e3>:1
130 (f)130 (f)
131 ·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)131 ·····3000····0.004····0.000····0.017····0.000·series.py:1095(__getitem__)
132 ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)132 ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)
133 By·far·the·majority·of·time·is·spend·inside·either·integrate_f·or·f,·hence133 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:
Offset 146, 15 lines modifiedOffset 146, 15 lines modified
146 ···...:·····dx·=·(b·-·a)·/·N146 ···...:·····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·*·dx149 ···...:·····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 90.5·ms·+-·19.3·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·10·loops·each)153 74.7·ms·+-·21.1·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·and157 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]:·%%cython159 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 modifiedOffset 166, 15 lines modified
166 ···....:·····dx·=·(b·-·a)·/·N166 ···....:·····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·*·dx169 ···....:·····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 11.4·ms·+-·2.96·ms·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)173 8.36·ms·+-·16.4·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
174 Annotating·the·functions·with·C·types·yields·an·over·ten·times·performance174 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·calling177 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·an179 These·Python·function·calls·are·expensive·and·can·be·improved·by·passing·an
180 np.ndarray.180 np.ndarray.
Offset 184, 17 lines modifiedOffset 184, 17 lines modified
  
184 ···Ordered·by:·internal·time184 ···Ordered·by:·internal·time
185 ···List·reduced·from·157·to·4·due·to·restriction·<4>185 ···List·reduced·from·157·to·4·due·to·restriction·<4>
  
186 ···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)186 ···ncalls··tottime··percall··cumtime··percall·filename:lineno(function)
187 ·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)187 ·····3000····0.004····0.000····0.016····0.000·series.py:1095(__getitem__)
188 ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)188 ·····3000····0.003····0.000····0.007····0.000·series.py:1220(_get_value)
189 ·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc) 
190 ····16098····0.002····0.000····0.003····0.000·{built-in·method189 ····16098····0.002····0.000····0.003····0.000·{built-in·method
191 builtins.isinstance}190 builtins.isinstance}
 191 ·····3000····0.002····0.000····0.003····0.000·base.py:3777(get_loc)
192 In·[13]:·%%cython192 In·[13]:·%%cython
193 ···....:·cimport·numpy·as·np193 ···....:·cimport·numpy·as·np
194 ···....:·import·numpy·as·np194 ···....:·import·numpy·as·np
195 ···....:·cdef·double·f_typed(double·x)·except?·-2:195 ···....:·cdef·double·f_typed(double·x)·except?·-2:
196 ···....:·····return·x·*·(x·-·1)196 ···....:·····return·x·*·(x·-·1)
197 ···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):197 ···....:·cpdef·double·integrate_f_typed(double·a,·double·b,·int·N):
198 ···....:·····cdef·int·i198 ···....:·····cdef·int·i
Offset 235, 15 lines modifiedOffset 235, 15 lines modified
235 This·implementation·creates·an·array·of·zeros·and·inserts·the·result·of235 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·in236 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(),·df240 In·[14]:·%timeit·apply_integrate_f(df["a"].to_numpy(),·df["b"].to_numpy(),·df
241 ["N"].to_numpy())241 ["N"].to_numpy())
242 1.14·ms·+-·196·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)242 1.15·ms·+-·347·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
243 Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.243 Performance·has·improved·from·the·prior·implementation·by·almost·ten·times.
244 *\x8**\x8**\x8**\x8*·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8*244 *\x8**\x8**\x8**\x8*·D\x8Di\x8is\x8sa\x8ab\x8bl\x8li\x8in\x8ng\x8g·c\x8co\x8om\x8mp\x8pi\x8il\x8le\x8er\x8r·d\x8di\x8ir\x8re\x8ec\x8ct\x8ti\x8iv\x8ve\x8es\x8s_\x8#\x8#·*\x8**\x8**\x8**\x8*
245 The·majority·of·the·time·is·now·spent·in·apply_integrate_f.·Disabling·Cython’s245 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·seconds249 ·········78·function·calls·in·0.001·seconds
Offset 298, 15 lines modifiedOffset 298, 15 lines modified
298 /usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/298 /usr/lib/aarch64-linux-gnu/python3-numpy/numpy/_core/include/numpy/
299 npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,299 npy_1_7_deprecated_api.h:17:2:·warning:·#warning·"Using·deprecated·NumPy·API,
300 disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]300 disable·it·with·"·"#define·NPY_NO_DEPRECATED_API·NPY_1_7_API_VERSION"·[-Wcpp]
301 ···17·|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\301 ···17·|·#warning·"Using·deprecated·NumPy·API,·disable·it·with·"·\
302 ······|··^~~~~~~302 ······|··^~~~~~~
303 In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),303 In·[17]:·%timeit·apply_integrate_f_wrap(df["a"].to_numpy(),·df["b"].to_numpy(),
304 df["N"].to_numpy())304 df["N"].to_numpy())
305 813·us·+-·120·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)305 813·us·+-·202·ns·per·loop·(mean·+-·std.·dev.·of·7·runs,·1,000·loops·each)
306 However,·a·loop·indexer·i·accessing·an·invalid·location·in·an·array·would·cause306 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·and307 a·segfault·because·memory·access·isn’t·checked.·For·more·about·boundscheck·and
308 wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.308 wraparound,·see·the·Cython·docs·on·_\x8c_\x8o_\x8m_\x8p_\x8i_\x8l_\x8e_\x8r_\x8·_\x8d_\x8i_\x8r_\x8e_\x8c_\x8t_\x8i_\x8v_\x8e_\x8s.
309 *\x8**\x8**\x8**\x8**\x8*·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8*309 *\x8**\x8**\x8**\x8**\x8*·N\x8Nu\x8um\x8mb\x8ba\x8a·(\x8(J\x8JI\x8IT\x8T·c\x8co\x8om\x8mp\x8pi\x8il\x8la\x8at\x8ti\x8io\x8on\x8n)\x8)_\x8#\x8#·*\x8**\x8**\x8**\x8**\x8*
310 An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-310 An·alternative·to·statically·compiling·Cython·code·is·to·use·a·dynamic·just-in-
311 time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.311 time·(JIT)·compiler·with·_\x8N_\x8u_\x8m_\x8b_\x8a.
312 Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to312 Numba·allows·you·to·write·a·pure·Python·function·which·can·be·JIT·compiled·to
Offset 609, 17 lines modifiedOffset 609, 17 lines modified
609 The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance609 The·'numexpr'·engine·is·the·more·performant·engine·that·can·yield·performance
610 improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This610 improvements·compared·to·standard·Python·syntax·for·large·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.·This
611 engine·requires·the·optional·dependency·numexpr·to·be·installed.611 engine·requires·the·optional·dependency·numexpr·to·be·installed.
612 The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation612 The·'python'·engine·is·generally·n\x8no\x8ot\x8t·useful·except·for·testing·other·evaluation
613 engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with613 engines·against·it.·You·will·achieve·n\x8no\x8o·performance·benefits·using·_\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·with
614 engine='python'·and·may·incur·a·performance·hit.614 engine='python'·and·may·incur·a·performance·hit.
615 In·[40]:·%timeit·df1·+·df2·+·df3·+·df4615 In·[40]:·%timeit·df1·+·df2·+·df3·+·df4
616 8.77·ms·+-·628·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)616 8.24·ms·+-·174·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
617 In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")617 In·[41]:·%timeit·pd.eval("df1·+·df2·+·df3·+·df4",·engine="python")
618 11.6·ms·+-·486·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)618 10.6·ms·+-·214·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
619 *\x8**\x8**\x8**\x8*·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·*\x8**\x8**\x8**\x8*619 *\x8**\x8**\x8**\x8*·T\x8Th\x8he\x8e·_\x8D\x8D_\x8a\x8a_\x8t\x8t_\x8a\x8a_\x8F\x8F_\x8r\x8r_\x8a\x8a_\x8m\x8m_\x8e\x8e_\x8.\x8._\x8e\x8e_\x8v\x8v_\x8a\x8a_\x8l\x8l_\x8(\x8(_\x8)\x8)·m\x8me\x8et\x8th\x8ho\x8od\x8d_\x8#\x8#·*\x8**\x8**\x8**\x8*
620 In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an620 In·addition·to·the·top·level·_\x8p_\x8a_\x8n_\x8d_\x8a_\x8s_\x8._\x8e_\x8v_\x8a_\x8l_\x8(_\x8)·function·you·can·also·evaluate·an
621 expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.621 expression·in·the·“context”·of·a·_\x8D_\x8a_\x8t_\x8a_\x8F_\x8r_\x8a_\x8m_\x8e.
622 In·[42]:·df·=·pd.DataFrame(np.random.randn(5,·2),·columns=["a",·"b"])622 In·[42]:·df·=·pd.DataFrame(np.random.randn(5,·2),·columns=["a",·"b"])
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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">&quot;data/timeseries/&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">&quot;ts*.parquet&quot;</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">&quot;data/timeseries/&quot;</span><span·class="p">)</span><span·class="o">.</span><span·class="n">glob</span><span·class="p">(</span><span·class="s2">&quot;ts*.parquet&quot;</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">&quot;name&quot;</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">&quot;name&quot;</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·498·us,·sys:·246·us,·total:·744·us</span>1093 <span·class="go">CPU·times:·user·387·us,·sys:·165·us,·total:·552·us</span>
1094 <span·class="go">Wall·time:·755·us</span>1094 <span·class="go">Wall·time:·559·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·the1098 <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’t1100 <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>,·are1101 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
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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·498·us,·sys:·246·us,·total:·744·us651 CPU·times:·user·387·us,·sys:·165·us,·total:·552·us
652 Wall·time:·755·us652 Wall·time:·559·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·chunksize654 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·too656 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·to658 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.
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41 ········{41 ········{
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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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78 ········},78 ········},
79 ········{79 ········{
80 ············"cell_type":·"code",80 ············"cell_type":·"code",
81 ············"execution_count":·2,81 ············"execution_count":·2,
82 ············"metadata":·{82 ············"metadata":·{
83 ················"execution":·{83 ················"execution":·{
84 ····················"iopub.execute_input":·"2025-07-31T15:21:04.119901Z",84 ····················"iopub.execute_input":·"2026-09-02T22:38:54.696482Z",
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87 ····················"shell.execute_reply":·"2025-07-31T15:21:04.458986Z"87 ····················"shell.execute_reply":·"2026-09-02T22:38:54.986793Z"
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",
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100 ············"metadata":·{100 ············"metadata":·{
101 ················"execution":·{101 ················"execution":·{
102 ····················"iopub.execute_input":·"2025-07-31T15:21:04.463896Z",102 ····················"iopub.execute_input":·"2026-09-02T22:38:54.991191Z",
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104 ····················"iopub.status.idle":·"2025-07-31T15:21:04.516858Z", 
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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",
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134 ················}134 ················}
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136 ············"outputs":·[136 ············"outputs":·[
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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(&#39;df1·+·df2·+·df3·+·df4&#39;)1619 <span·class="gp">In·[95]:·</span><span·class="o">%</span><span·class="k">timeit</span>·pd.eval(&#39;df1·+·df2·+·df3·+·df4&#39;)
1620 <span·class="go">7.16·ms·+-·154·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>1620 <span·class="go">6.58·ms·+-·191·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·+·df41624 <span·class="gp">In·[96]:·</span><span·class="o">%</span><span·class="k">timeit</span>·df1·+·df2·+·df3·+·df4
1625 <span·class="go">4.67·ms·+-·206·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>1625 <span·class="go">3.89·ms·+-·81.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)</span>
1626 </pre></div>1626 </pre></div>
1627 </div>1627 </div>
1628 <p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>1628 <p>For·more·details,·see·the·<a·class="reference·internal"·href="../user_guide/enhancingperf.html#enhancingperf-eval"><span·class="std·std-ref">the·docs</span></a></p>
1629 </li>1629 </li>
1630 <li><p>Similar·to·<code·class="docutils·literal·notranslate"><span·class="pre">pandas.eval</span></code>,·<a·class="reference·internal"·href="../reference/api/pandas.DataFrame.html#pandas.DataFrame"·title="pandas.DataFrame"><code·class="xref·py·py-class·docutils·literal·notranslate"><span·class="pre">DataFrame</span></code></a>·has·a·new1630 <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·of1631 <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>
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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·backend969 ······#·eval·with·NumExpr·backend
970 ······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')970 ······In·[95]:·%timeit·pd.eval('df1·+·df2·+·df3·+·df4')
971 ······7.16·ms·+-·154·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)971 ······6.58·ms·+-·191·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
972 ······#·pure·Python·evaluation972 ······#·pure·Python·evaluation
973 ······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4973 ······In·[96]:·%timeit·df1·+·df2·+·df3·+·df4
974 ······4.67·ms·+-·206·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)974 ······3.89·ms·+-·81.3·us·per·loop·(mean·+-·std.·dev.·of·7·runs,·100·loops·each)
975 ······For·more·details,·see·the·_\x8t_\x8h_\x8e_\x8·_\x8d_\x8o_\x8c_\x8s975 ······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·that976 ····*·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]:
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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(&#39;2025-07-31·03:21:54.874741&#39;)</span>1464 <span·class="gh">Out[66]:·</span><span·class="go">Timestamp(&#39;2026-09-03·12:39:38.036687&#39;)</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(&#39;2026-07-31·03:21:54.876402&#39;)</span>1466 <span·class="gh">Out[67]:·</span><span·class="go">Timestamp(&#39;2027-09-03·12:39:38.038018&#39;)</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>
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814 freq=None)814 freq=None)
815 Note815 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·offsets818 In·[65]:·import·pandas.tseries.offsets·as·offsets
  
819 In·[66]:·pd.Timestamp.now()819 In·[66]:·pd.Timestamp.now()
820 Out[66]:·Timestamp('2025-07-31·03:21:54.874741')820 Out[66]:·Timestamp('2026-09-03·12:39:38.036687')
  
821 In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)821 In·[67]:·pd.Timestamp.now()·+·offsets.DateOffset(years=1)
822 Out[67]:·Timestamp('2026-07-31·03:21:54.876402')822 Out[67]:·Timestamp('2027-09-03·12:39:38.038018')
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·a825 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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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(&#39;2000-01-01&#39;,·&#39;D&#39;),·Period(&#39;2000-01-02&#39;,·&#39;D&#39;),</span>823 <span·class="go">array([Period(&#39;2000-01-01&#39;,·&#39;D&#39;),·Period(&#39;2000-01-02&#39;,·&#39;D&#39;),</span>
824 <span·class="go">·······Period(&#39;2000-01-03&#39;,·&#39;D&#39;),·Period(&#39;2000-01-04&#39;,·&#39;D&#39;)],·dtype=object)</span>824 <span·class="go">·······Period(&#39;2000-01-03&#39;,·&#39;D&#39;),·Period(&#39;2000-01-04&#39;,·&#39;D&#39;)],·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">281472354639888</span>826 <span·class="gh">Out[19]:·</span><span·class="go">281472199186768</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">281472354639888</span>828 <span·class="gh">Out[20]:·</span><span·class="go">281472199186768</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(&#39;2000-01-01&#39;,·&#39;D&#39;),·Period(&#39;2000-01-02&#39;,·&#39;D&#39;),</span>834 <span·class="go">array([Period(&#39;2000-01-01&#39;,·&#39;D&#39;),·Period(&#39;2000-01-02&#39;,·&#39;D&#39;),</span>
835 <span·class="go">·······Period(&#39;2000-01-03&#39;,·&#39;D&#39;),·Period(&#39;2000-01-04&#39;,·&#39;D&#39;)],·dtype=object)</span>835 <span·class="go">·······Period(&#39;2000-01-03&#39;,·&#39;D&#39;),·Period(&#39;2000-01-04&#39;,·&#39;D&#39;)],·dtype=object)</span>
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268 each·time.268 each·time.
269 In·[18]:·idx.values269 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]:·281472354639888274 Out[19]:·281472199186768
  
275 In·[20]:·id(idx.values)275 In·[20]:·id(idx.values)
276 Out[20]:·281472354639888276 Out[20]:·281472199186768
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()
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1 Hex·dump·of·section·'.gnu_debuglink':1 Hex·dump·of·section·'.gnu_debuglink':
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53 -rw-r--r--···0·root·········(0)·root·········(0)··1014072·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7f/7463b57af0f32886521199894a93eb3dca1db9.debug53 -rw-r--r--···0·root·········(0)·root·········(0)··1014072·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/7f/7463b57af0f32886521199894a93eb3dca1db9.debug
54 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/54 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/
55 -rw-r--r--···0·root·········(0)·root·········(0)··2117960·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/b1df0629eaa3b3bfbd70f066205b5044c9e850.debug55 -rw-r--r--···0·root·········(0)·root·········(0)··2117960·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/86/b1df0629eaa3b3bfbd70f066205b5044c9e850.debug
56 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/56 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/
57 -rw-r--r--···0·root·········(0)·root·········(0)··1460176·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/258055647582e7e48168c53927f2e601902553.debug57 -rw-r--r--···0·root·········(0)·root·········(0)··1460176·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/87/258055647582e7e48168c53927f2e601902553.debug
58 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/58 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/
59 -rw-r--r--···0·root·········(0)·root·········(0)···346752·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/591462b234e2ccc080cadc0aab42831de24113.debug59 -rw-r--r--···0·root·········(0)·root·········(0)···346752·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/8f/591462b234e2ccc080cadc0aab42831de24113.debug
 60 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/94/
 61 -rw-r--r--···0·root·········(0)·root·········(0)···689472·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/94/f67c780a586e5be923a3d6f2e32a70361ac9ea.debug
60 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/62 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/
61 -rw-r--r--···0·root·········(0)·root·········(0)···540064·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/3acdb86fea1f9e6079a45670de913b8e377e1a.debug63 -rw-r--r--···0·root·········(0)·root·········(0)···540064·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/97/3acdb86fea1f9e6079a45670de913b8e377e1a.debug
62 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/64 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/
63 -rw-r--r--···0·root·········(0)·root·········(0)···153360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/f9dad557e717aef02e9e2816aa59850815c11f.debug65 -rw-r--r--···0·root·········(0)·root·········(0)···153360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9b/f9dad557e717aef02e9e2816aa59850815c11f.debug
64 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/66 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/
65 -rw-r--r--···0·root·········(0)·root·········(0)····88632·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/dd5ef947577d1b1c5cb31ce11ca9690b18a7e1.debug67 -rw-r--r--···0·root·········(0)·root·········(0)····88632·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/9e/dd5ef947577d1b1c5cb31ce11ca9690b18a7e1.debug
66 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/a2/68 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/a2/
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77 -rw-r--r--···0·root·········(0)·root·········(0)····40888·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/cd/0e640a6513cca23b9c74689f05762d3f1a231d.debug79 -rw-r--r--···0·root·········(0)·root·········(0)····40888·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/cd/0e640a6513cca23b9c74689f05762d3f1a231d.debug
78 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/80 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/
79 -rw-r--r--···0·root·········(0)·root·········(0)··3839928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug81 -rw-r--r--···0·root·········(0)·root·········(0)··3839928·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/d4/a702d43db43deb3cdc1ee0755272caff5d501d.debug
80 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/82 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/
81 -rw-r--r--···0·root·········(0)·root·········(0)····95248·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug83 -rw-r--r--···0·root·········(0)·root·········(0)····95248·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/e1/7986f128630d127a4549b06c69bfd185270ef4.debug
82 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/84 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/
83 -rw-r--r--···0·root·········(0)·root·········(0)···443360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug85 -rw-r--r--···0·root·········(0)·root·········(0)···443360·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/eb/e65ec935cf3b1c79288d68bd3d55608a648679.debug
84 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/ 
85 -rw-r--r--···0·root·········(0)·root·········(0)···689440·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/ec/53de102309fb49a6010c692dce58480b2cef01.debug 
86 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/86 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/
87 -rw-r--r--···0·root·········(0)·root·········(0)···747256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug87 -rw-r--r--···0·root·········(0)·root·········(0)···747256·2025-03-29·13:01:52.000000·./usr/lib/debug/.build-id/fd/9d811354ba8671a3863d774a82844841a94bd9.debug
88 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/88 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/aarch64-linux-gnu/89 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/
90 -rw-r--r--···0·root·········(0)·root·········(0)····60360·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug90 -rw-r--r--···0·root·········(0)·root·········(0)····60360·2025-03-29·13:01:52.000000·./usr/lib/debug/.dwz/aarch64-linux-gnu/python3-pandas-lib.debug
91 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/91 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/doc/92 drwxr-xr-x···0·root·········(0)·root·········(0)········0·2025-03-29·13:01:52.000000·./usr/share/doc/
14.6 MB
./usr/lib/debug/.build-id/ec/53de102309fb49a6010c692dce58480b2cef01.debug vs.
./usr/lib/debug/.build-id/94/f67c780a586e5be923a3d6f2e32a70361ac9ea.debug
File has been modified after NT_GNU_BUILD_ID has been applied. Files 86% similar despite different names
863 B
readelf --wide --file-header {}
    
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3.47 KB
readelf --wide --sections {}
    
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1 There·are·36·section·headers,·starting·at·offset·0xa7c20:1 There·are·36·section·headers,·starting·at·offset·0xa7c40:
  
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Offset 23, 23 lines modifiedOffset 23, 23 lines modified
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28 ··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··128 ··[23]·.comment··········PROGBITS········0000000000000000·00027c·00001f·01··MS··0···0··1
29 ··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··829 ··[24]·.debug_aranges····PROGBITS········0000000000000000·0002a0·00010f·00···C··0···0··8
30 ··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d30·00···C··0···0··830 ··[25]·.debug_info·······PROGBITS········0000000000000000·0003b0·040d42·00···C··0···0··8
31 ··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0410e0·000531·00···C··0···0··831 ··[26]·.debug_abbrev·····PROGBITS········0000000000000000·0410f8·000531·00···C··0···0··8
32 ··[27]·.debug_line·······PROGBITS········0000000000000000·041618·01ca3e·00···C··0···0··832 ··[27]·.debug_line·······PROGBITS········0000000000000000·041630·01ca3e·00···C··0···0··8
33 ··[28]·.debug_str········PROGBITS········0000000000000000·05e058·000686·01·MSC··0···0··833 ··[28]·.debug_str········PROGBITS········0000000000000000·05e070·000686·01·MSC··0···0··8
34 ··[29]·.debug_line_str···PROGBITS········0000000000000000·05e6e0·0001d2·01·MSC··0···0··834 ··[29]·.debug_line_str···PROGBITS········0000000000000000·05e6f8·0001d2·01·MSC··0···0··8
35 ··[30]·.debug_loclists···PROGBITS········0000000000000000·05e8b8·0353e5·00···C··0···0··835 ··[30]·.debug_loclists···PROGBITS········0000000000000000·05e8d0·0353ea·00···C··0···0··8
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628 B
readelf --wide --notes {}
    
Offset 1, 8 lines modifiedOffset 1, 8 lines modified
  
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14.6 MB
readelf --wide --debug-dump=info {}
    
Offset 1, 11 lines modifiedOffset 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:········0x863e4·(32-bit)3 ···Length:········0x863e0·(32-bit)
4 ···Version:·······54 ···Version:·······5
5 ···Unit·Type:·····DW_UT_compile·(1)5 ···Unit·Type:·····DW_UT_compile·(1)
6 ···Abbrev·Offset:·06 ···Abbrev·Offset:·0
7 ···Pointer·Size:··87 ···Pointer·Size:··8
8 ·<0><c>:·Abbrev·Number:·173·(DW_TAG_compile_unit)8 ·<0><c>:·Abbrev·Number:·173·(DW_TAG_compile_unit)
9 ····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18242)·9 ····<e>···DW_AT_producer····:·(GNU_strp_alt)·(offset:·0x18242)·
10 ····<12>···DW_AT_language····:·(data1)·29»   (C11)10 ····<12>···DW_AT_language····:·(data1)·29»   (C11)
Offset 11066, 15 lines modifiedOffset 11066, 15 lines modified
11066 ····<66be>···DW_AT_location····:·(exprloc)·1·byte·block:·51·»    (DW_OP_reg1·(x1))11066 ····<66be>···DW_AT_location····:·(exprloc)·1·byte·block:·51·»    (DW_OP_reg1·(x1))
11067 ····<66c0>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·»  (DW_OP_addr:·44a00)11067 ····<66c0>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·»  (DW_OP_addr:·44a00)
11068 ·<8><66ca>:·Abbrev·Number:·011068 ·<8><66ca>:·Abbrev·Number:·0
11069 ·<7><66cb>:·Abbrev·Number:·011069 ·<7><66cb>:·Abbrev·Number:·0
11070 ·<6><66cc>:·Abbrev·Number:·011070 ·<6><66cc>:·Abbrev·Number:·0
11071 ·<5><66cd>:·Abbrev·Number:·24·(DW_TAG_call_site)11071 ·<5><66cd>:·Abbrev·Number:·24·(DW_TAG_call_site)
11072 ····<66ce>···DW_AT_call_return_pc:·(addr)·0x13b9c11072 ····<66ce>···DW_AT_call_return_pc:·(addr)·0x13b9c
11073 ····<66d6>···DW_AT_call_origin·:·(ref_udata)·<0x67084>11073 ····<66d6>···DW_AT_call_origin·:·(ref_udata)·<0x67080>
11074 ·<6><66d9>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)11074 ·<6><66d9>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)
11075 ····<66da>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>11075 ····<66da>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>
11076 ····<66dd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)11076 ····<66dd>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)
11077 ·<6><66e7>:·Abbrev·Number:·011077 ·<6><66e7>:·Abbrev·Number:·0
11078 ·<5><66e8>:·Abbrev·Number:·011078 ·<5><66e8>:·Abbrev·Number:·0
11079 ·<4><66e9>:·Abbrev·Number:·011079 ·<4><66e9>:·Abbrev·Number:·0
11080 ·<3><66ea>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)11080 ·<3><66ea>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 11256, 29 lines modifiedOffset 11256, 29 lines modified
11256 ····<684c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·11256 ····<684c>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·
11257 ····<6850>···DW_AT_decl_file···:·(data1)·111257 ····<6850>···DW_AT_decl_file···:·(data1)·1
11258 ····<6851>···DW_AT_decl_line···:·(data2)·4964511258 ····<6851>···DW_AT_decl_line···:·(data2)·49645
11259 ····<6853>···DW_AT_decl_column·:·(data1)·1311259 ····<6853>···DW_AT_decl_column·:·(data1)·13
11260 ····<6854>···DW_AT_type········:·(ref_udata)·<0x91f>11260 ····<6854>···DW_AT_type········:·(ref_udata)·<0x91f>
11261 ·<4><6856>:·Abbrev·Number:·011261 ·<4><6856>:·Abbrev·Number:·0
11262 ·<3><6857>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)11262 ·<3><6857>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)
11263 ····<6858>···DW_AT_abstract_origin:·(ref_udata)·<0x65007>11263 ····<6858>···DW_AT_abstract_origin:·(ref_udata)·<0x65003>
11264 ····<685b>···DW_AT_entry_pc····:·(addr)·0x13ad011264 ····<685b>···DW_AT_entry_pc····:·(addr)·0x13ad0
11265 ····<6863>···DW_AT_GNU_entry_view:·(data2)·211265 ····<6863>···DW_AT_GNU_entry_view:·(data2)·2
11266 ····<6865>···DW_AT_ranges······:·(sec_offset)·0x174011266 ····<6865>···DW_AT_ranges······:·(sec_offset)·0x1740
11267 ····<6869>···DW_AT_call_file···:·(data1)·111267 ····<6869>···DW_AT_call_file···:·(data1)·1
11268 ····<686a>···DW_AT_call_line···:·(data2)·4964511268 ····<686a>···DW_AT_call_line···:·(data2)·49645
11269 ····<686c>···DW_AT_call_column·:·(data1)·1311269 ····<686c>···DW_AT_call_column·:·(data1)·13
11270 ·<4><686d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)11270 ·<4><686d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
11271 ····<686e>···DW_AT_abstract_origin:·(ref_udata)·<0x65016>11271 ····<686e>···DW_AT_abstract_origin:·(ref_udata)·<0x65012>
11272 ····<6871>···DW_AT_location····:·(sec_offset)·0x431·(location·list)11272 ····<6871>···DW_AT_location····:·(sec_offset)·0x431·(location·list)
11273 ····<6875>···DW_AT_GNU_locviews:·(sec_offset)·0x42d11273 ····<6875>···DW_AT_GNU_locviews:·(sec_offset)·0x42d
11274 ·<4><6879>:·Abbrev·Number:·10·(DW_TAG_lexical_block)11274 ·<4><6879>:·Abbrev·Number:·10·(DW_TAG_lexical_block)
11275 ····<687a>···DW_AT_ranges······:·(sec_offset)·0x174011275 ····<687a>···DW_AT_ranges······:·(sec_offset)·0x1740
11276 ·<5><687e>:·Abbrev·Number:·5·(DW_TAG_variable)11276 ·<5><687e>:·Abbrev·Number:·5·(DW_TAG_variable)
11277 ····<687f>···DW_AT_abstract_origin:·(ref_udata)·<0x65021>11277 ····<687f>···DW_AT_abstract_origin:·(ref_udata)·<0x6501d>
11278 ····<6882>···DW_AT_location····:·(sec_offset)·0x44c·(location·list)11278 ····<6882>···DW_AT_location····:·(sec_offset)·0x44c·(location·list)
11279 ····<6886>···DW_AT_GNU_locviews:·(sec_offset)·0x44811279 ····<6886>···DW_AT_GNU_locviews:·(sec_offset)·0x448
11280 ·<5><688a>:·Abbrev·Number:·011280 ·<5><688a>:·Abbrev·Number:·0
11281 ·<4><688b>:·Abbrev·Number:·011281 ·<4><688b>:·Abbrev·Number:·0
11282 ·<3><688c>:·Abbrev·Number:·011282 ·<3><688c>:·Abbrev·Number:·0
11283 ·<2><688d>:·Abbrev·Number:·30·(DW_TAG_lexical_block)11283 ·<2><688d>:·Abbrev·Number:·30·(DW_TAG_lexical_block)
11284 ····<688e>···DW_AT_ranges······:·(sec_offset)·0x175211284 ····<688e>···DW_AT_ranges······:·(sec_offset)·0x1752
Offset 11508, 25 lines modifiedOffset 11508, 25 lines modified
11508 ····<6a6e>···DW_AT_GNU_locviews:·(sec_offset)·0x51711508 ····<6a6e>···DW_AT_GNU_locviews:·(sec_offset)·0x517
11509 ·<3><6a72>:·Abbrev·Number:·9·(DW_TAG_variable)11509 ·<3><6a72>:·Abbrev·Number:·9·(DW_TAG_variable)
11510 ····<6a73>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf592>11510 ····<6a73>···DW_AT_abstract_origin:·(GNU_ref_alt)·<0xf592>
11511 ····<6a77>···DW_AT_location····:·(sec_offset)·0x52b·(location·list)11511 ····<6a77>···DW_AT_location····:·(sec_offset)·0x52b·(location·list)
11512 ····<6a7b>···DW_AT_GNU_locviews:·(sec_offset)·0x52911512 ····<6a7b>···DW_AT_GNU_locviews:·(sec_offset)·0x529
11513 ·<3><6a7f>:·Abbrev·Number:·011513 ·<3><6a7f>:·Abbrev·Number:·0
11514 ·<2><6a80>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine)11514 ·<2><6a80>:·Abbrev·Number:·25·(DW_TAG_inlined_subroutine)
11515 ····<6a81>···DW_AT_abstract_origin:·(ref_udata)·<0x65042>11515 ····<6a81>···DW_AT_abstract_origin:·(ref_udata)·<0x6503e>
11516 ····<6a84>···DW_AT_entry_pc····:·(addr)·0x13a4411516 ····<6a84>···DW_AT_entry_pc····:·(addr)·0x13a44
11517 ····<6a8c>···DW_AT_GNU_entry_view:·(data2)·211517 ····<6a8c>···DW_AT_GNU_entry_view:·(data2)·2
11518 ····<6a8e>···DW_AT_low_pc······:·(addr)·0x13a4411518 ····<6a8e>···DW_AT_low_pc······:·(addr)·0x13a44
11519 ····<6a96>···DW_AT_high_pc·····:·(udata)·411519 ····<6a96>···DW_AT_high_pc·····:·(udata)·4
11520 ····<6a97>···DW_AT_call_file···:·(data1)·111520 ····<6a97>···DW_AT_call_file···:·(data1)·1
11521 ····<6a98>···DW_AT_call_line···:·(data2)·4964411521 ····<6a98>···DW_AT_call_line···:·(data2)·49644
11522 ····<6a9a>···DW_AT_call_column·:·(data1)·1311522 ····<6a9a>···DW_AT_call_column·:·(data1)·13
11523 ····<6a9b>···DW_AT_sibling·····:·(ref_udata)·<0x6aab>11523 ····<6a9b>···DW_AT_sibling·····:·(ref_udata)·<0x6aab>
11524 ·<3><6a9e>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)11524 ·<3><6a9e>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
11525 ····<6a9f>···DW_AT_abstract_origin:·(ref_udata)·<0x65051>11525 ····<6a9f>···DW_AT_abstract_origin:·(ref_udata)·<0x6504d>
11526 ····<6aa2>···DW_AT_location····:·(sec_offset)·0x53c·(location·list)11526 ····<6aa2>···DW_AT_location····:·(sec_offset)·0x53c·(location·list)
11527 ····<6aa6>···DW_AT_GNU_locviews:·(sec_offset)·0x53a11527 ····<6aa6>···DW_AT_GNU_locviews:·(sec_offset)·0x53a
11528 ·<3><6aaa>:·Abbrev·Number:·011528 ·<3><6aaa>:·Abbrev·Number:·0
11529 ·<2><6aab>:·Abbrev·Number:·8·(DW_TAG_call_site)11529 ·<2><6aab>:·Abbrev·Number:·8·(DW_TAG_call_site)
11530 ····<6aac>···DW_AT_call_return_pc:·(addr)·0x13ac811530 ····<6aac>···DW_AT_call_return_pc:·(addr)·0x13ac8
11531 ····<6ab4>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf491>11531 ····<6ab4>···DW_AT_call_origin·:·(GNU_ref_alt)·<0xf491>
11532 ·<3><6ab8>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)11532 ·<3><6ab8>:·Abbrev·Number:·2·(DW_TAG_call_site_parameter)
Offset 12249, 15 lines modifiedOffset 12249, 15 lines modified
12249 ····<705e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·»    (DW_OP_reg1·(x1))12249 ····<705e>···DW_AT_location····:·(exprloc)·1·byte·block:·51·»    (DW_OP_reg1·(x1))
12250 ····<7060>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·»  (DW_OP_addr:·44a00)12250 ····<7060>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·0·4a·4·0·0·0·0·0·»  (DW_OP_addr:·44a00)
12251 ·<8><706a>:·Abbrev·Number:·012251 ·<8><706a>:·Abbrev·Number:·0
12252 ·<7><706b>:·Abbrev·Number:·012252 ·<7><706b>:·Abbrev·Number:·0
12253 ·<6><706c>:·Abbrev·Number:·012253 ·<6><706c>:·Abbrev·Number:·0
12254 ·<5><706d>:·Abbrev·Number:·24·(DW_TAG_call_site)12254 ·<5><706d>:·Abbrev·Number:·24·(DW_TAG_call_site)
12255 ····<706e>···DW_AT_call_return_pc:·(addr)·0x13d5412255 ····<706e>···DW_AT_call_return_pc:·(addr)·0x13d54
12256 ····<7076>···DW_AT_call_origin·:·(ref_udata)·<0x67084>12256 ····<7076>···DW_AT_call_origin·:·(ref_udata)·<0x67080>
12257 ·<6><7079>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)12257 ·<6><7079>:·Abbrev·Number:·17·(DW_TAG_call_site_parameter)
12258 ····<707a>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>12258 ····<707a>···DW_AT_call_parameter:·(ref_udata)·<0x5c5e>
12259 ····<707d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)12259 ····<707d>···DW_AT_call_value··:·(exprloc)·9·byte·block:·3·40·41·4·0·0·0·0·0·» (DW_OP_addr:·44140)
12260 ·<6><7087>:·Abbrev·Number:·012260 ·<6><7087>:·Abbrev·Number:·0
12261 ·<5><7088>:·Abbrev·Number:·012261 ·<5><7088>:·Abbrev·Number:·0
12262 ·<4><7089>:·Abbrev·Number:·012262 ·<4><7089>:·Abbrev·Number:·0
12263 ·<3><708a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)12263 ·<3><708a>:·Abbrev·Number:·7·(DW_TAG_inlined_subroutine)
Offset 12439, 29 lines modifiedOffset 12439, 29 lines modified
12439 ····<71ec>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·12439 ····<71ec>···DW_AT_name········:·(GNU_strp_alt)·(offset:·0x1435a)·
12440 ····<71f0>···DW_AT_decl_file···:·(data1)·112440 ····<71f0>···DW_AT_decl_file···:·(data1)·1
12441 ····<71f1>···DW_AT_decl_line···:·(data2)·4889212441 ····<71f1>···DW_AT_decl_line···:·(data2)·48892
12442 ····<71f3>···DW_AT_decl_column·:·(data1)·1312442 ····<71f3>···DW_AT_decl_column·:·(data1)·13
12443 ····<71f4>···DW_AT_type········:·(ref_udata)·<0x91f>12443 ····<71f4>···DW_AT_type········:·(ref_udata)·<0x91f>
12444 ·<4><71f6>:·Abbrev·Number:·012444 ·<4><71f6>:·Abbrev·Number:·0
12445 ·<3><71f7>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)12445 ·<3><71f7>:·Abbrev·Number:·49·(DW_TAG_inlined_subroutine)
12446 ····<71f8>···DW_AT_abstract_origin:·(ref_udata)·<0x65007>12446 ····<71f8>···DW_AT_abstract_origin:·(ref_udata)·<0x65003>
12447 ····<71fb>···DW_AT_entry_pc····:·(addr)·0x13c8812447 ····<71fb>···DW_AT_entry_pc····:·(addr)·0x13c88
12448 ····<7203>···DW_AT_GNU_entry_view:·(data2)·212448 ····<7203>···DW_AT_GNU_entry_view:·(data2)·2
12449 ····<7205>···DW_AT_ranges······:·(sec_offset)·0x17eb12449 ····<7205>···DW_AT_ranges······:·(sec_offset)·0x17eb
12450 ····<7209>···DW_AT_call_file···:·(data1)·112450 ····<7209>···DW_AT_call_file···:·(data1)·1
12451 ····<720a>···DW_AT_call_line···:·(data2)·4889212451 ····<720a>···DW_AT_call_line···:·(data2)·48892
12452 ····<720c>···DW_AT_call_column·:·(data1)·1312452 ····<720c>···DW_AT_call_column·:·(data1)·13
12453 ·<4><720d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)12453 ·<4><720d>:·Abbrev·Number:·4·(DW_TAG_formal_parameter)
12454 ····<720e>···DW_AT_abstract_origin:·(ref_udata)·<0x65016>12454 ····<720e>···DW_AT_abstract_origin:·(ref_udata)·<0x65012>
12455 ····<7211>···DW_AT_location····:·(sec_offset)·0x6df·(location·list)12455 ····<7211>···DW_AT_location····:·(sec_offset)·0x6df·(location·list)
12456 ····<7215>···DW_AT_GNU_locviews:·(sec_offset)·0x6db12456 ····<7215>···DW_AT_GNU_locviews:·(sec_offset)·0x6db
12457 ·<4><7219>:·Abbrev·Number:·10·(DW_TAG_lexical_block)12457 ·<4><7219>:·Abbrev·Number:·10·(DW_TAG_lexical_block)
12458 ····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb12458 ····<721a>···DW_AT_ranges······:·(sec_offset)·0x17eb
12459 ·<5><721e>:·Abbrev·Number:·5·(DW_TAG_variable)12459 ·<5><721e>:·Abbrev·Number:·5·(DW_TAG_variable)
12460 ····<721f>···DW_AT_abstract_origin:·(ref_udata)·<0x65021>12460 ····<721f>···DW_AT_abstract_origin:·(ref_udata)·<0x6501d>
12461 ····<7222>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list)12461 ····<7222>···DW_AT_location····:·(sec_offset)·0x6fa·(location·list)
12462 ····<7226>···DW_AT_GNU_locviews:·(sec_offset)·0x6f612462 ····<7226>···DW_AT_GNU_locviews:·(sec_offset)·0x6f6
12463 ·<5><722a>:·Abbrev·Number:·012463 ·<5><722a>:·Abbrev·Number:·0
12464 ·<4><722b>:·Abbrev·Number:·012464 ·<4><722b>:·Abbrev·Number:·0
12465 ·<3><722c>:·Abbrev·Number:·012465 ·<3><722c>:·Abbrev·Number:·0
Max diff block lines reached; 15269089/15275978 bytes (99.95%) of diff not shown.
45.8 KB
readelf --wide --debug-dump=loc {}
    
Offset 62443, 21 lines modifiedOffset 62443, 21 lines modified
62443 ····0002fc27·v000000000000001·v000000000000000·views·at·0002fc25·for:62443 ····0002fc27·v000000000000001·v000000000000000·views·at·0002fc25·for:
62444 ·············00000000000311dc·000000000003126c·(DW_OP_lit1;·DW_OP_stack_value)62444 ·············00000000000311dc·000000000003126c·(DW_OP_lit1;·DW_OP_stack_value)
62445 ····0002fc35·<End·of·list>62445 ····0002fc35·<End·of·list>
  
62446 ····0002fc36·v000000000000001·v000000000000000·location·view·pair62446 ····0002fc36·v000000000000001·v000000000000000·location·view·pair
  
62447 ····0002fc38·v000000000000001·v000000000000000·views·at·0002fc36·for:62447 ····0002fc38·v000000000000001·v000000000000000·views·at·0002fc36·for:
62448 ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2db9c>·0)62448 ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2db9a>·0)
62449 ····0002fc4a·<End·of·list>62449 ····0002fc4a·<End·of·list>
  
62450 ····0002fc4b·v000000000000001·v000000000000000·location·view·pair62450 ····0002fc4b·v000000000000001·v000000000000000·location·view·pair
  
62451 ····0002fc4d·v000000000000001·v000000000000000·views·at·0002fc4b·for:62451 ····0002fc4d·v000000000000001·v000000000000000·views·at·0002fc4b·for:
62452 ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbc4>·0)62452 ·············00000000000311dc·000000000003126c·(DW_OP_implicit_pointer:·<0x2dbc2>·0)
62453 ····0002fc5f·<End·of·list>62453 ····0002fc5f·<End·of·list>
  
62454 ····0002fc60·v000000000000001·v000000000000000·location·view·pair62454 ····0002fc60·v000000000000001·v000000000000000·location·view·pair
  
62455 ····0002fc62·v000000000000001·v000000000000000·views·at·0002fc60·for:62455 ····0002fc62·v000000000000001·v000000000000000·views·at·0002fc60·for:
62456 ·············00000000000311ec·000000000003126c·(DW_OP_reg25·(x25))62456 ·············00000000000311ec·000000000003126c·(DW_OP_reg25·(x25))
62457 ····0002fc6f·<End·of·list>62457 ····0002fc6f·<End·of·list>
Offset 62529, 17 lines modifiedOffset 62529, 17 lines modified
62529 ····0002fd24·<End·of·list>62529 ····0002fd24·<End·of·list>
  
62530 ····0002fd25·v000000000000003·v000000000000000·location·view·pair62530 ····0002fd25·v000000000000003·v000000000000000·location·view·pair
62531 ····0002fd27·v000000000000000·v000000000000001·location·view·pair62531 ····0002fd27·v000000000000000·v000000000000001·location·view·pair
  
62532 ····0002fd29·000000000003126c·(base·address)62532 ····0002fd29·000000000003126c·(base·address)
62533 ····0002fd32·v000000000000003·v000000000000000·views·at·0002fd25·for:62533 ····0002fd32·v000000000000003·v000000000000000·views·at·0002fd25·for:
62534 ·············000000000003126c·00000000000312a4·(DW_OP_implicit_pointer:·<0x2daff>·0)62534 ·············000000000003126c·00000000000312a4·(DW_OP_implicit_pointer:·<0x2dafd>·0)
62535 ····0002fd3c·v000000000000000·v000000000000001·views·at·0002fd27·for:62535 ····0002fd3c·v000000000000000·v000000000000001·views·at·0002fd27·for:
62536 ·············0000000000031a90·0000000000031ab4·(DW_OP_implicit_pointer:·<0x2daff>·0)62536 ·············0000000000031a90·0000000000031ab4·(DW_OP_implicit_pointer:·<0x2dafd>·0)
62537 ····0002fd48·<End·of·list>62537 ····0002fd48·<End·of·list>
  
62538 ····0002fd49·v000000000000000·v000000000000000·location·view·pair62538 ····0002fd49·v000000000000000·v000000000000000·location·view·pair
  
62539 ····0002fd4b·v000000000000000·v000000000000000·views·at·0002fd49·for:62539 ····0002fd4b·v000000000000000·v000000000000000·views·at·0002fd49·for:
62540 ·············0000000000031294·00000000000312a4·(DW_OP_reg19·(x19))62540 ·············0000000000031294·00000000000312a4·(DW_OP_reg19·(x19))
62541 ····0002fd57·<End·of·list>62541 ····0002fd57·<End·of·list>
Offset 77626, 37 lines modifiedOffset 77626, 37 lines modified
77626 ····0003b4d2·<End·of·list>77626 ····0003b4d2·<End·of·list>
  
77627 ····0003b4d3·v000000000000001·v000000000000000·location·view·pair77627 ····0003b4d3·v000000000000001·v000000000000000·location·view·pair
77628 ····0003b4d5·v000000000000000·v000000000000000·location·view·pair77628 ····0003b4d5·v000000000000000·v000000000000000·location·view·pair
  
77629 ····0003b4d7·000000000002be58·(base·address)77629 ····0003b4d7·000000000002be58·(base·address)
77630 ····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for:77630 ····0003b4e0·v000000000000001·v000000000000000·views·at·0003b4d3·for:
77631 ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c40b>·0)77631 ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c407>·0)
77632 ····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for:77632 ····0003b4ea·v000000000000000·v000000000000000·views·at·0003b4d5·for:
77633 ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c40b>·0)77633 ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c407>·0)
77634 ····0003b4f6·<End·of·list>77634 ····0003b4f6·<End·of·list>
  
77635 ····0003b4f7·v000000000000001·v000000000000000·location·view·pair77635 ····0003b4f7·v000000000000001·v000000000000000·location·view·pair
77636 ····0003b4f9·v000000000000000·v000000000000000·location·view·pair77636 ····0003b4f9·v000000000000000·v000000000000000·location·view·pair
  
77637 ····0003b4fb·000000000002be58·(base·address)77637 ····0003b4fb·000000000002be58·(base·address)
77638 ····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for:77638 ····0003b504·v000000000000001·v000000000000000·views·at·0003b4f7·for:
77639 ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c41f>·0)77639 ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c41b>·0)
77640 ····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for:77640 ····0003b50e·v000000000000000·v000000000000000·views·at·0003b4f9·for:
77641 ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c41f>·0)77641 ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c41b>·0)
77642 ····0003b51a·<End·of·list>77642 ····0003b51a·<End·of·list>
  
77643 ····0003b51b·v000000000000001·v000000000000000·location·view·pair77643 ····0003b51b·v000000000000001·v000000000000000·location·view·pair
77644 ····0003b51d·v000000000000000·v000000000000000·location·view·pair77644 ····0003b51d·v000000000000000·v000000000000000·location·view·pair
  
77645 ····0003b51f·000000000002be58·(base·address)77645 ····0003b51f·000000000002be58·(base·address)
77646 ····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for:77646 ····0003b528·v000000000000001·v000000000000000·views·at·0003b51b·for:
77647 ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c433>·0)77647 ·············000000000002be58·000000000002be80·(DW_OP_implicit_pointer:·<0x3c42f>·0)
77648 ····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for:77648 ····0003b532·v000000000000000·v000000000000000·views·at·0003b51d·for:
77649 ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c433>·0)77649 ·············000000000002ce08·000000000002ce4c·(DW_OP_implicit_pointer:·<0x3c42f>·0)
77650 ····0003b53e·<End·of·list>77650 ····0003b53e·<End·of·list>
  
77651 ····0003b53f·v000000000000005·v000000000000000·location·view·pair77651 ····0003b53f·v000000000000005·v000000000000000·location·view·pair
77652 ····0003b541·v000000000000000·v000000000000000·location·view·pair77652 ····0003b541·v000000000000000·v000000000000000·location·view·pair
  
77653 ····0003b543·000000000002ce18·(base·address)77653 ····0003b543·000000000002ce18·(base·address)
77654 ····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for:77654 ····0003b54c·v000000000000005·v000000000000000·views·at·0003b53f·for:
Offset 78640, 37 lines modifiedOffset 78640, 37 lines modified
78640 ····0003bfa5·<End·of·list>78640 ····0003bfa5·<End·of·list>
  
78641 ····0003bfa6·v000000000000001·v000000000000000·location·view·pair78641 ····0003bfa6·v000000000000001·v000000000000000·location·view·pair
78642 ····0003bfa8·v000000000000000·v000000000000000·location·view·pair78642 ····0003bfa8·v000000000000000·v000000000000000·location·view·pair
  
78643 ····0003bfaa·000000000002b790·(base·address)78643 ····0003bfaa·000000000002b790·(base·address)
78644 ····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for:78644 ····0003bfb3·v000000000000001·v000000000000000·views·at·0003bfa6·for:
78645 ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c393>·0)78645 ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c38f>·0)
78646 ····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for:78646 ····0003bfbd·v000000000000000·v000000000000000·views·at·0003bfa8·for:
78647 ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c393>·0)78647 ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c38f>·0)
78648 ····0003bfc9·<End·of·list>78648 ····0003bfc9·<End·of·list>
  
78649 ····0003bfca·v000000000000001·v000000000000000·location·view·pair78649 ····0003bfca·v000000000000001·v000000000000000·location·view·pair
78650 ····0003bfcc·v000000000000000·v000000000000000·location·view·pair78650 ····0003bfcc·v000000000000000·v000000000000000·location·view·pair
  
78651 ····0003bfce·000000000002b790·(base·address)78651 ····0003bfce·000000000002b790·(base·address)
78652 ····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for:78652 ····0003bfd7·v000000000000001·v000000000000000·views·at·0003bfca·for:
78653 ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a7>·0)78653 ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3a3>·0)
78654 ····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for:78654 ····0003bfe1·v000000000000000·v000000000000000·views·at·0003bfcc·for:
78655 ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a7>·0)78655 ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3a3>·0)
78656 ····0003bfed·<End·of·list>78656 ····0003bfed·<End·of·list>
  
78657 ····0003bfee·v000000000000001·v000000000000000·location·view·pair78657 ····0003bfee·v000000000000001·v000000000000000·location·view·pair
78658 ····0003bff0·v000000000000000·v000000000000000·location·view·pair78658 ····0003bff0·v000000000000000·v000000000000000·location·view·pair
  
78659 ····0003bff2·000000000002b790·(base·address)78659 ····0003bff2·000000000002b790·(base·address)
78660 ····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for:78660 ····0003bffb·v000000000000001·v000000000000000·views·at·0003bfee·for:
78661 ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3bb>·0)78661 ·············000000000002b790·000000000002b7c0·(DW_OP_implicit_pointer:·<0x3c3b7>·0)
78662 ····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for:78662 ····0003c005·v000000000000000·v000000000000000·views·at·0003bff0·for:
78663 ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3bb>·0)78663 ·············000000000002c0ec·000000000002c120·(DW_OP_implicit_pointer:·<0x3c3b7>·0)
78664 ····0003c011·<End·of·list>78664 ····0003c011·<End·of·list>
  
78665 ····0003c012·v000000000000005·v000000000000000·location·view·pair78665 ····0003c012·v000000000000005·v000000000000000·location·view·pair
78666 ····0003c014·v000000000000000·v000000000000000·location·view·pair78666 ····0003c014·v000000000000000·v000000000000000·location·view·pair
  
78667 ····0003c016·000000000002c0fc·(base·address)78667 ····0003c016·000000000002c0fc·(base·address)
78668 ····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for:78668 ····0003c01f·v000000000000005·v000000000000000·views·at·0003c012·for:
Offset 94039, 32 lines modifiedOffset 94039, 32 lines modified
  
94039 ····00047644·v000000000000004·v000000000000000·location·view·pair94039 ····00047644·v000000000000004·v000000000000000·location·view·pair
94040 ····00047646·v000000000000000·v000000000000000·location·view·pair94040 ····00047646·v000000000000000·v000000000000000·location·view·pair
94041 ····00047648·v000000000000005·v000000000000004·location·view·pair94041 ····00047648·v000000000000005·v000000000000004·location·view·pair
  
94042 ····0004764a·000000000001d5f4·(base·address)94042 ····0004764a·000000000001d5f4·(base·address)
94043 ····00047653·v000000000000004·v000000000000000·views·at·00047644·for:94043 ····00047653·v000000000000004·v000000000000000·views·at·00047644·for:
94044 ·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a757>·0)94044 ·············000000000001d5f4·000000000001d650·(DW_OP_implicit_pointer:·<0x4a753>·0)
94045 ····0004765d·v000000000000000·v000000000000000·views·at·00047646·for:94045 ····0004765d·v000000000000000·v000000000000000·views·at·00047646·for:
94046 ·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a757>·0)94046 ·············000000000001d9cc·000000000001d9d0·(DW_OP_implicit_pointer:·<0x4a753>·0)
94047 ····00047669·v000000000000005·v000000000000004·views·at·00047648·for:94047 ····00047669·v000000000000005·v000000000000004·views·at·00047648·for:
Max diff block lines reached; 38839/46796 bytes (83.00%) of diff not shown.
2.37 KB
strings --all --bytes=8 {}
    
Offset 1, 66 lines modifiedOffset 1, 64 lines modified
1 GCC:·(Debian·14.2.0-19)·14.2.01 GCC:·(Debian·14.2.0-19)·14.2.0
 2 `>PY^j/2
 3 $m6E3xP:
 4 3i6\G;9B
 5 h|#_{g!·I
 6 hzDW1~fNo
 7 &u^U»   {gM
 8 V+vZ*U%J+
 9 _r+QSN\Sv
 10 g·\:@X~6
 11 -MAvfQxc
 12 M1WI"Ww9WI
 13 e\6!be/s+\(
 14 ~+MMSE2-
 15 Qlg<_)CB~
 16 mUm/^mPy
 17 y=_7^=Yp.P
 18 K0eQ&Yd»
 19 :#Tce+mF
 20 {jqYt!=Y
 21 /O=ATi&^
 22 bD#]E#u=
 23 S»      gf?dWNQN
2 `lKtex^} 
3 D%2C2X3· 
4 QSN\Sv-a 
5 fUj4Y2DGt 
6 f@t5Jl6m 
7 ;wXOvCNw 
8 Mf^Ibk@vH 
9 GN#r+n[l 
10 J;&*K6SE 
11 5-<H'<M' 
12 '/EJ@+'uRR 
13 uy)JE)JE 
14 b,zR2~'qvB 
15 CUY9VTY& 
16 D:iD(fx&r; 
17 j»      `s$w*` 
18 %CQ>DZ"1VE1KJ 
19 H)(8Pzk1»       z! 
20 HKN"w|,0 
21 )AqFA3WrA 
22 jhoGv-ea 
23 OAbl[awC 
24 S)gf?dWMUN 
25 cQ>J*Tbt24 cQ>J*Tbt
 25 (&FDF)1rU
 26 7skv<q5h
26 }~gY7$m7^+ 
27 2Vi3=Rfzd6 
28 1Kq3]>[t( 
29 L/m8V*j)»        
30 ?F:^.)}IW 
31 {gfwvwvv27 sgvwvwvv
 28 l;%kE}E!)M
32 *bIRQTT-·29 *bIRQTTm
33 \u/@_o&6| 
34 \Ui7"Wm.R 
35 ·VB'~[z9 
36 8=Al[GVt" 
37 .nVna:·iRRU 
38 vvwvwfvw 
39 ·3)sz`+O 
40 P.lDWZ(h 
41 [x{F8>=kJ 
42 .R$\}Rh% 
43 Gz>/JK>- 
44 #E3YBw%jws»     [ 
45 ZWtmWu60'# 
46 jY//3j·2 
47 bCm5Gq*!C 
48 ,E·!fPUr 
49 57U9$:[c 
50 gPoQ"s/9 
51 n4V_(0ww4R]\ 
52 U"+T"+T"a] 
53 TTL-RT4TTTTTT|GE 
54 |tcz(7Y6 
55 wnhW]fe=fp 
56 FsP<Z/(z 
57 "(@LR'%' 
58 )9PWt!_`g 
59 aLJy;~SYU/vi30 X=:';{IY
 31 }Aa4J+nq
 32 6w0i"!MPf
 33 /4]t=]@|
 34 kbGY"tEiN
 35 )@»     qv$L`Vp
 36 /Nr6e:NZ
 37 1scm`hOU
 38 t0O1PD|6
 39 hR"»    &16L
 40 r{I2aB2)Y6
 41 35(,7_cb
 42 U{r_t»  iJ
 43 (TBYDYcV
 44 \0ur)&FF
 45 7!['$9F!
 46 ^;eLGhZS
 47 VVVv%q@EerBdVQAQAqF
 48 /}`.+RD0
 49 -Tfp$Y3~
 50 n';yNVVVv
 51 u·k+8rVk8
 52 m!Y&5^1M
 53 G/(2q)_M
 54 @&z}><=9
 55 \j!J}$No9@
 56 |f=[ii]~
 57 niI:._o·
60 o`D<BFD·58 o`D<BFD·
61 i^cV6b^859 i^cV6b^8
62 938v,?|k60 938v,?|k
63 9=E.p0T^61 9=E.p0T^
64 fzgelP$vj62 fzgelP$vj
65 8hr>EyEp63 8hr>EyEp
66 *tu»    FX?Ik)64 *tu»    FX?Ik)
Offset 91, 49 lines modifiedOffset 89, 57 lines modified
91 o,·@zsn389 o,·@zsn3
92 0;E5;E5;E5;E90 0;E5;E5;E5;E
93 4e&5e&5e&5e&A91 4e&5e&5e&5e&A
94 4»      3AL3AL3AL3AL3AL3AL3AL3AL3AL3AL3A92 4»      3AL3AL3AL3AL3AL3AL3AL3AL3AL3AL3A
95 \uFS]FS]93 \uFS]FS]
96 #n*n"tqS94 #n*n"tqS
97 N8VcbtCf*<^95 N8VcbtCf*<^
98 "m>Q·A>Q 
Max diff block lines reached; 723/2377 bytes (30.42%) of diff not shown.