我目前正在尝试使用来自 python 的 pandas 将 csv 更改为数据框并修改它以使其具有如下格式:
Year Country Serie1 Serie2 ...
Afganistan Something Something Something
1970 Columbia Sth Sth Sth
Zimbabwue S S S
其中 year 是一个索引，第一批国家只有一个数据，第二批国家有第二个数据，依此类推。
我的数据来自:
https://github.com/antonio1695/Python/blob/master/CMU/GS.csv
我做的代码是:
todo2=pd.read_csv("GS.csv")
todo2 = todo2.rename(columns = {'1970 [YR1970]':'1970'})
todo2 = todo2.rename(columns = {'1980 [YR1980]':'1980'})
todo2 = todo2.rename(columns = {'1990 [YR1990]':'1990'})
todo2 = todo2.rename(columns = {'1995 [YR1995]':'1995'})
todo2 = todo2.rename(columns = {'2000 [YR2000]':'2000'})
todo2 = todo2.rename(columns = {'2005 [YR2005]':'2005'})
todo2 = todo2.rename(columns = {'2010 [YR2010]':'2010'})
todo2 = todo2.rename(columns = {'2015 [YR2015]':'2015'})
GS1970 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '1970') # Pivotear como
GS1980 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '1980') # lo queriamos.
GS1990 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '1990')
GS1995 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '1995')
GS2000 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '2000')
GS2005 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '2005')
GS2010 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '2010')
GS2015 = todo2.pivot(index = 'Country Name',columns = 'Series Name', values = '2015')
GS1970['Year']=1970
GS1980['Year']=1980
GS1990['Year']=1990
GS1995['Year']=1995
GS2000['Year']=2000
GS2005['Year']=2005
GS2010['Year']=2010
GS2015['Year']=2015
GS = GS1970.append(GS1980).append(GS1990).append(GS1995).append(GS2000).append(GS2005).append(GS2010).append(GS2015)
GS.index.names=['Country']
GS=GS.set_index('Year','Country').sort_index()
它几乎完美地工作，但它给了我一个像这样的数据框:
Year Serie1 Serie2 ...
Something Something Something
1970 Sth Sth Sth
S S S
如您所见，缺少国家/地区作为索引，我似乎无法添加它。非常感谢你的帮助。
我将添加链接中的一些数据:
Country,Country Code,Series,Series Code,1970 [YR1970],1980 [YR1980],1990 [YR1990],1995 [YR1995],2000 [YR2000],2005 [YR2005],2010 [YR2010],2015 [YR2015]
Afghanistan,AFG,Annual statutory teacher salaries in public institutions in USD. Upper Secondary. Starting salary,OECD.TSAL.3.E0,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Adult literacy rate, population 15+ years, female (%)",SE.ADT.LITR.FE.ZS,..,..,..,..,..,..,..,24.15337
Afghanistan,AFG,"Adult literacy rate, population 15+ years, both sexes (%)",SE.ADT.LITR.ZS,..,..,..,..,..,..,..,38.15612
Afghanistan,AFG,"Adult literacy rate, population 15+ years, gender parity index (GPI)",UIS.LR.AG15T99.GPI,..,..,..,..,..,..,..,0.46456
Afghanistan,AFG,"Adult literacy rate, population 15+ years, male (%)",SE.ADT.LITR.MA.ZS,..,..,..,..,..,..,..,51.99192
Afghanistan,AFG,Annual statutory teacher salaries in public institutions in USD. Pre-Primary. Starting salary,OECD.TSAL.0.E0,..,..,..,..,..,..,..,..
Afghanistan,AFG,Annual statutory teacher salaries in public institutions in USD. Primary. Starting salary,OECD.TSAL.1.E0,..,..,..,..,..,..,..,..
Afghanistan,AFG,Duration of compulsory education (years),SE.COM.DURS,..,..,..,..,6,..,9,..
Afghanistan,AFG,"Early school leavers from primary education, both sexes (number)",UIS.ESL.1.T,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Early school leavers from primary education, female (number)",UIS.ESL.1.F,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Early school leavers from primary education, male (number)",UIS.ESL.1.M,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Effective transition rate from primary to lower secondary general education, both sexes (%)",SE.SEC.PROG.ZS,..,83.90343,..,..,..,..,..,..
Afghanistan,AFG,"Effective transition rate from primary to lower secondary general education, female (%)",SE.SEC.PROG.FE.ZS,..,79.29369,..,..,..,..,..,..
Afghanistan,AFG,"Effective transition rate from primary to lower secondary general education, male (%)",SE.SEC.PROG.MA.ZS,..,84.8347,..,..,..,..,..,..
Afghanistan,AFG,"Enrolment in lower secondary education, private institutions, both sexes (number)",UIS.E.2.PR,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Enrolment in lower secondary education, private institutions, female (number)",UIS.E.2.PR.F,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Enrolment in lower secondary education, public institutions, female (number)",UIS.E.2.PU.F,..,..,..,..,..,..,..,..
Afghanistan,AFG,GDP per capita (current US$),NY.GDP.PCAP.CD,157.2584608,275.6498281,..,..,..,257.1757947,569.9407288,..
Afghanistan,AFG,Government expenditure in educational institutions as % of GDP (%),UIS.XGDP.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Afghanistan,AFG,Government expenditure in post-secondary non-tertiary institutions as % of GDP (%),UIS.XGDP.4.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Afghanistan,AFG,Government expenditure in pre-primary institutions as % of GDP (%),UIS.XGDP.0.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Afghanistan,AFG,Government expenditure in primary institutions as % of GDP (%),UIS.XGDP.1.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Afghanistan,AFG,Government expenditure in secondary institutions education as % of GDP (%),XGDP.23.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Gross enrolment ratio, post-secondary non-tertiary, both sexes (%)",UIS.GER.4,..,..,..,..,..,..,4.89862,..
Afghanistan,AFG,"Gross enrolment ratio, post-secondary non-tertiary, female (%)",UIS.GER.4.F,..,..,..,..,..,..,3.08739,..
Afghanistan,AFG,"Gross enrolment ratio, post-secondary non-tertiary, male (%)",UIS.GER.4.M,..,..,..,..,..,..,6.59065,..
Afghanistan,AFG,Labor force with tertiary education (% of total),SL.TLF.TERT.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Labor force with secondary education, male (% of male labor force)",SL.TLF.SECO.MA.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Labor force with secondary education, female (% of female labor force)",SL.TLF.SECO.FE.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,Labor force with secondary education (% of total),SL.TLF.SECO.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Labor force with primary education, female (% of female labor force)",SL.TLF.PRIM.FE.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,Labor force with primary education (% of total),SL.TLF.PRIM.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Labor force with primary education, male (% of male labor force)",SL.TLF.PRIM.MA.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,Internet users (per 100 people),IT.NET.USER.P2,..,..,0,..,..,1.224148084,4,..
Afghanistan,AFG,"Labor force with tertiary education, female (% of female labor force)",SL.TLF.TERT.FE.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Labor force with tertiary education, male (% of male labor force)",SL.TLF.TERT.MA.ZS,..,..,..,..,..,..,..,..
Afghanistan,AFG,"Labor force, female (% of total labor force)",SL.TLF.TOTL.FE.ZS,..,..,15.44573728,14.43635836,13.62850388,13.9706651,15.53812459,..
Afghanistan,AFG,"Labor force, total",SL.TLF.TOTL.IN,..,..,3083498,4246528,4823765,6112379,7049139,..
Afghanistan,AFG,"Lower secondary completion rate, both sexes (%)",SE.SEC.CMPT.LO.ZS,..,13.64288,..,..,..,17.04929,..,..
Afghanistan,AFG,"Lower secondary completion rate, female (%)",SE.SEC.CMPT.LO.FE.ZS,..,5.88732,..,..,..,9.49475,..,..
Afghanistan,AFG,"Lower secondary completion rate, male (%)",SE.SEC.CMPT.LO.MA.ZS,..,21.05249,..,..,..,24.13043,..,..
Albania,ALB,Annual statutory teacher salaries in public institutions in USD. Upper Secondary. Starting salary,OECD.TSAL.3.E0,..,..,..,..,..,..,..,..
Albania,ALB,"Adult literacy rate, population 15+ years, female (%)",SE.ADT.LITR.FE.ZS,..,..,..,..,..,..,..,96.88302
Albania,ALB,"Adult literacy rate, population 15+ years, both sexes (%)",SE.ADT.LITR.ZS,..,..,..,..,..,..,..,97.62414
Albania,ALB,"Adult literacy rate, population 15+ years, gender parity index (GPI)",UIS.LR.AG15T99.GPI,..,..,..,..,..,..,..,0.98478
Albania,ALB,"Adult literacy rate, population 15+ years, male (%)",SE.ADT.LITR.MA.ZS,..,..,..,..,..,..,..,98.38066
Albania,ALB,Annual statutory teacher salaries in public institutions in USD. Pre-Primary. Starting salary,OECD.TSAL.0.E0,..,..,..,..,..,..,..,..
Albania,ALB,Annual statutory teacher salaries in public institutions in USD. Primary. Starting salary,OECD.TSAL.1.E0,..,..,..,..,..,..,..,..
Albania,ALB,Duration of compulsory education (years),SE.COM.DURS,..,..,..,..,8,8,8,..
Albania,ALB,"Early school leavers from primary education, both sexes (number)",UIS.ESL.1.T,..,..,..,..,..,..,2005.99341,..
Albania,ALB,"Early school leavers from primary education, female (number)",UIS.ESL.1.F,..,..,..,..,..,..,916.50116,..
Albania,ALB,"Early school leavers from primary education, male (number)",UIS.ESL.1.M,..,..,..,..,..,..,1089.49231,..
Albania,ALB,"Effective transition rate from primary to lower secondary general education, both sexes (%)",SE.SEC.PROG.ZS,..,..,..,..,97.24541,..,99.18615,..
Albania,ALB,"Effective transition rate from primary to lower secondary general education, female (%)",SE.SEC.PROG.FE.ZS,..,..,..,..,97.59525,..,99.27686,..
Albania,ALB,"Effective transition rate from primary to lower secondary general education, male (%)",SE.SEC.PROG.MA.ZS,..,..,..,..,96.90948,..,99.10345,..
Albania,ALB,"Enrolment in lower secondary education, private institutions, both sexes (number)",UIS.E.2.PR,..,..,..,..,..,6464,9569,..
Albania,ALB,"Enrolment in lower secondary education, private institutions, female (number)",UIS.E.2.PR.F,..,..,..,..,..,3311,4499,..
Albania,ALB,"Enrolment in lower secondary education, public institutions, female (number)",UIS.E.2.PU.F,..,..,..,..,126583,118498,99726,..
Albania,ALB,GDP per capita (current US$),NY.GDP.PCAP.CD,..,..,639.4638993,760.5593758,1175.788981,2709.142931,4094.358832,..
Albania,ALB,Government expenditure in educational institutions as % of GDP (%),UIS.XGDP.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Albania,ALB,Government expenditure in post-secondary non-tertiary institutions as % of GDP (%),UIS.XGDP.4.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Albania,ALB,Government expenditure in pre-primary institutions as % of GDP (%),UIS.XGDP.0.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Albania,ALB,Government expenditure in primary institutions as % of GDP (%),UIS.XGDP.1.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Albania,ALB,Government expenditure in secondary institutions education as % of GDP (%),XGDP.23.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Albania,ALB,"Gross enrolment ratio, post-secondary non-tertiary, both sexes (%)",UIS.GER.4,..,..,..,..,..,..,..,..
Albania,ALB,"Gross enrolment ratio, post-secondary non-tertiary, female (%)",UIS.GER.4.F,..,..,..,..,..,..,..,..
Albania,ALB,"Gross enrolment ratio, post-secondary non-tertiary, male (%)",UIS.GER.4.M,..,..,..,..,..,..,..,..
Albania,ALB,Labor force with tertiary education (% of total),SL.TLF.TERT.ZS,..,..,..,..,..,..,..,..
Albania,ALB,"Labor force with secondary education, male (% of male labor force)",SL.TLF.SECO.MA.ZS,..,..,..,..,..,..,..,..
Albania,ALB,"Labor force with secondary education, female (% of female labor force)",SL.TLF.SECO.FE.ZS,..,..,..,..,..,..,..,..
Albania,ALB,Labor force with secondary education (% of total),SL.TLF.SECO.ZS,..,..,..,..,..,..,..,..
Albania,ALB,"Labor force with primary education, female (% of female labor force)",SL.TLF.PRIM.FE.ZS,..,..,..,..,..,..,..,..
Albania,ALB,Labor force with primary education (% of total),SL.TLF.PRIM.ZS,..,..,..,..,..,..,..,..
Albania,ALB,"Labor force with primary education, male (% of male labor force)",SL.TLF.PRIM.MA.ZS,..,..,..,..,..,..,..,..
Albania,ALB,Internet users (per 100 people),IT.NET.USER.P2,..,..,0,0.011168695,0.114097347,6.043890864,45,..
Albania,ALB,"Labor force with tertiary education, female (% of female labor force)",SL.TLF.TERT.FE.ZS,..,..,..,..,..,..,..,..
Albania,ALB,"Labor force with tertiary education, male (% of male labor force)",SL.TLF.TERT.MA.ZS,..,..,..,..,..,..,..,..
Albania,ALB,"Labor force, female (% of total labor force)",SL.TLF.TOTL.FE.ZS,..,..,40.56193622,42.93937258,41.15738229,41.41250834,40.91694803,..
Albania,ALB,"Labor force, total",SL.TLF.TOTL.IN,..,..,1420090,1376110,1339903,1300764,1263474,..
Albania,ALB,"Lower secondary completion rate, both sexes (%)",SE.SEC.CMPT.LO.ZS,..,..,..,..,82.06566,..,94.48979,..
Albania,ALB,"Lower secondary completion rate, female (%)",SE.SEC.CMPT.LO.FE.ZS,..,..,..,..,81.63975,..,96.4149,..
Albania,ALB,"Lower secondary completion rate, male (%)",SE.SEC.CMPT.LO.MA.ZS,..,..,..,..,82.48391,..,92.71123,..
Algeria,DZA,Annual statutory teacher salaries in public institutions in USD. Upper Secondary. Starting salary,OECD.TSAL.3.E0,..,..,..,..,..,..,..,..
Algeria,DZA,"Adult literacy rate, population 15+ years, female (%)",SE.ADT.LITR.FE.ZS,..,..,..,..,..,..,..,73.13369
Algeria,DZA,"Adult literacy rate, population 15+ years, both sexes (%)",SE.ADT.LITR.ZS,..,..,..,..,..,..,..,80.19891
Algeria,DZA,"Adult literacy rate, population 15+ years, gender parity index (GPI)",UIS.LR.AG15T99.GPI,..,..,..,..,..,..,..,0.83895
Algeria,DZA,"Adult literacy rate, population 15+ years, male (%)",SE.ADT.LITR.MA.ZS,..,..,..,..,..,..,..,87.17262
Algeria,DZA,Annual statutory teacher salaries in public institutions in USD. Pre-Primary. Starting salary,OECD.TSAL.0.E0,..,..,..,..,..,..,..,..
Algeria,DZA,Annual statutory teacher salaries in public institutions in USD. Primary. Starting salary,OECD.TSAL.1.E0,..,..,..,..,..,..,..,..
Algeria,DZA,Duration of compulsory education (years),SE.COM.DURS,..,..,..,..,10,10,10,..
Algeria,DZA,"Early school leavers from primary education, both sexes (number)",UIS.ESL.1.T,..,196992.3281,161233,..,61373.84375,40614.15234,32862.78906,..
Algeria,DZA,"Early school leavers from primary education, female (number)",UIS.ESL.1.F,..,97245.28906,88311.75,..,23733.01367,14010.44629,9263.79688,..
Algeria,DZA,"Early school leavers from primary education, male (number)",UIS.ESL.1.M,..,99747.04688,72921.25,..,37640.82813,26603.70703,23598.99219,..
Algeria,DZA,"Effective transition rate from primary to lower secondary general education, both sexes (%)",SE.SEC.PROG.ZS,..,61.98958,88.89488,87.03647,93.25744,92.31375,98.57422,..
Algeria,DZA,"Effective transition rate from primary to lower secondary general education, female (%)",SE.SEC.PROG.FE.ZS,..,62.18438,86.92801,85.00355,94.1204,93.12243,97.06229,..
Algeria,DZA,"Effective transition rate from primary to lower secondary general education, male (%)",SE.SEC.PROG.MA.ZS,..,61.85777,90.43619,88.79378,92.46102,91.5552,100,..
Algeria,DZA,"Enrolment in lower secondary education, private institutions, both sexes (number)",UIS.E.2.PR,..,..,..,..,..,..,2332,..
Algeria,DZA,"Enrolment in lower secondary education, private institutions, female (number)",UIS.E.2.PR.F,..,..,..,..,..,..,1721,..
Algeria,DZA,"Enrolment in lower secondary education, public institutions, female (number)",UIS.E.2.PU.F,..,..,..,..,962680,1159670,1548517,..
Algeria,DZA,GDP per capita (current US$),NY.GDP.PCAP.CD,334.2595552,2189.775719,2394.420608,1444.907936,1757.011974,3102.037384,4473.486446,..
Algeria,DZA,Government expenditure in educational institutions as % of GDP (%),UIS.XGDP.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Algeria,DZA,Government expenditure in post-secondary non-tertiary institutions as % of GDP (%),UIS.XGDP.4.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Algeria,DZA,Government expenditure in pre-primary institutions as % of GDP (%),UIS.XGDP.0.FSGOV.FDINSTADM.FFD,..,..,..,..,..,..,..,..
Algeria,DZA,Government expenditure in primary institutions as % of GDP (%),UIS.XGDP.1.FSGOV.FDINSTADM.FFD,..,..,..,..,1.54447,..,..,..
Algeria,DZA,Government expenditure in secondary institutions education as % of GDP (%),XGDP.23.FSGOV.FDINSTADM.FFD,..,..,..,..,1.67496,..,..,..
Algeria,DZA,"Gross enrolment ratio, post-secondary non-tertiary, both sexes (%)",UIS.GER.4,..,..,..,..,..,..,..,..
Algeria,DZA,"Gross enrolment ratio, post-secondary non-tertiary, female (%)",UIS.GER.4.F,..,..,..,..,..,..,..,..
Algeria,DZA,"Gross enrolment ratio, post-secondary non-tertiary, male (%)",UIS.GER.4.M,..,..,..,..,..,..,..,..
Algeria,DZA,Labor force with tertiary education (% of total),SL.TLF.TERT.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,"Labor force with secondary education, male (% of male labor force)",SL.TLF.SECO.MA.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,"Labor force with secondary education, female (% of female labor force)",SL.TLF.SECO.FE.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,Labor force with secondary education (% of total),SL.TLF.SECO.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,"Labor force with primary education, female (% of female labor force)",SL.TLF.PRIM.FE.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,Labor force with primary education (% of total),SL.TLF.PRIM.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,"Labor force with primary education, male (% of male labor force)",SL.TLF.PRIM.MA.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,Internet users (per 100 people),IT.NET.USER.P2,..,..,0,0.001768954,0.491705679,5.843942092,12.5,..
Algeria,DZA,"Labor force with tertiary education, female (% of female labor force)",SL.TLF.TERT.FE.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,"Labor force with tertiary education, male (% of male labor force)",SL.TLF.TERT.MA.ZS,..,..,..,..,..,..,..,..
Algeria,DZA,"Labor force, female (% of total labor force)",SL.TLF.TOTL.FE.ZS,..,..,11.63240408,12.79140636,13.48421486,14.93502388,16.8776628,..
Algeria,DZA,"Labor force, total",SL.TLF.TOTL.IN,..,..,6210711,7773938,8956873,10122642,11308343,..
Algeria,DZA,"Lower secondary completion rate, both sexes (%)",SE.SEC.CMPT.LO.ZS,..,30.99068,57.86388,57.14134,51.51907,72.37749,58.44122,..
Algeria,DZA,"Lower secondary completion rate, female (%)",SE.SEC.CMPT.LO.FE.ZS,..,23.78618,50.54142,55.18334,56.52461,77.84766,66.43117,..
Algeria,DZA,"Lower secondary completion rate, male (%)",SE.SEC.CMPT.LO.MA.ZS,..,37.86296,64.89034,59.02348,46.7084,67.13218,50.74376,..
American Samoa,ASM,Annual statutory teacher salaries in public institutions in USD. Upper Secondary. Starting salary,OECD.TSAL.3.E0,..,..,..,..,..,..,..,..
American Samoa,ASM,"Adult literacy rate, population 15+ years, female (%)",SE.ADT.LITR.FE.ZS,..,97.21991,..,..,..,..,..,..
American Samoa,ASM,"Adult literacy rate, population 15+ years, both sexes (%)",SE.ADT.LITR.ZS,..,97.34416,..,..,..,..,..,..
American Samoa,ASM,"Adult literacy rate, population 15+ years, gender parity index (GPI)",UIS.LR.AG15T99.GPI,..,0.99743,..,..,..,..,..,..
American Samoa,ASM,"Adult literacy rate, population 15+ years, male (%)",SE.ADT.LITR.MA.ZS,..,97.46996,..,..,..,..,..,..
American Samoa,ASM,Annual statutory teacher salaries in public institutions in USD. Pre-Primary. Starting salary,OECD.TSAL.0.E0,..,..,..,..,..,..,..,..
American Samoa,ASM,Annual statutory teacher salaries in public institutions in USD. Primary. Starting salary,OECD.TSAL.1.E0,..,..,..,..,..,..,..,..
American Samoa,ASM,Duration of compulsory education (years),SE.COM.DURS,..,..,..,..,..,..,..,..
American Samoa,ASM,"Early school leavers from primary education, both sexes (number)",UIS.ESL.1.T,..,..,..,..,..,..,..,..
American Samoa,ASM,"Early school leavers from primary education, female (number)",UIS.ESL.1.F,..,..,..,..,..,..,..,..
American Samoa,ASM,"Early school leavers from primary education, male (number)",UIS.ESL.1.M,..,..,..,..,..,..,..,..
American Samoa,ASM,"Effective transition rate from primary to lower secondary general education, both sexes (%)",SE.SEC.PROG.ZS,..,..,..,..,..,..,..,..
American Samoa,ASM,"Effective transition rate from primary to lower secondary general education, female (%)",SE.SEC.PROG.FE.ZS,..,..,..,..,..,..,..,..
American Samoa,ASM,"Effective transition rate from primary to lower secondary general education, male (%)",SE.SEC.PROG.MA.ZS,..,..,..,..,..,..,..,..
American Samoa,ASM,"Enrolment in lower secondary education, private institutions, both sexes (number)",UIS.E.2.PR,..,..,..,..,..,..,..,..
American Samoa,ASM,"Enrolment in lower secondary education, private institutions, female (number)",UIS.E.2.PR.F,..,..,..,..,..,..,..,..
American Samoa,ASM,"Enrolment in lower secondary education, public institutions, female (number)",UIS.E.2.PU.F,..,..,..,..,..,..,..,..
最佳答案
import pandas as pd
import re
todo2 = pd.read_csv("GS.csv")
todo2.columns = [re.sub(r'(\d+) \[YR\1\]', r'\1', col) for col in todo2.columns]
melted = pd.melt(todo2, id_vars=['Series Name', 'Country Name'], var_name='Year')
result = melted.set_index(['Series Name', 'Year', 'Country Name'])['value'].unstack('Series Name')
产生一个 DataFrame，result，具有 Year 和 Country Name 的 MultiIndex，以及 Series 的列索引姓名。
In [53]: result.iloc[:3,:2].head()
Out[53]:
Series Name Age dependency ratio (% of working-age population) \
Year Country Name
1970 Afghanistan 88.12683234
Albania 85.54006984
Algeria 101.510271
Series Name Average number of hours spent on unpaid domestic work (housework and child care), female
Year Country Name
1970 Afghanistan ..
Albania ..
Algeria ..
代替
todo2 = todo2.rename(columns = {'1970 [YR1970]':'1970'})
todo2 = todo2.rename(columns = {'1980 [YR1980]':'1980'})
todo2 = todo2.rename(columns = {'1990 [YR1990]':'1990'})
todo2 = todo2.rename(columns = {'1995 [YR1995]':'1995'})
todo2 = todo2.rename(columns = {'2000 [YR2000]':'2000'})
todo2 = todo2.rename(columns = {'2005 [YR2005]':'2005'})
todo2 = todo2.rename(columns = {'2010 [YR2010]':'2010'})
todo2 = todo2.rename(columns = {'2015 [YR2015]':'2015'})
你可以使用正则表达式替换:
todo2.columns = [re.sub(r'(\d+) \[YR\1\]', r'\1', col) for col in todo2.columns]
注意 todo2 有列
In [50]: todo2.columns
Out[50]:
Index(['Series Name', 'Country Name', '1970', '1975', '1980', '1985', '1990',
'1995', '2000', '2005', '2010', '2015'],
dtype='object')
我们希望将Series Name、Country Name 保留为列，并将年份标签放在新列中。这个操作可以通过pd.melt来完成:
melted = pd.melt(todo2, id_vars=['Series Name', 'Country Name'], var_name='Year')
id_vars=['Series Name', 'Country Name'] 指定要保留的列。所有剩余的列都被“熔化”。请注意，我们现在有一个 Year 列:
In [51]: melted.head()
Out[51]:
Series Name Country Name Year \
0 Age dependency ratio (% of working-age populat... Afghanistan 1970
1 Age dependency ratio (% of working-age populat... Albania 1970
2 Age dependency ratio (% of working-age populat... Algeria 1970
3 Age dependency ratio (% of working-age populat... American Samoa 1970
4 Age dependency ratio (% of working-age populat... Andorra 1970
value
0 88.12683234
1 85.54006984
2 101.510271
3 ..
4 ..
我们快完成了。现在使用 set_index将 ['Series Name', 'Year', 'Country Name'] 列移动到索引中，然后 unstack 系列名称 索引级别。
result = melted.set_index(['Series Name', 'Year', 'Country Name'])['value'].unstack('Series Name')
unstack 操作将索引级别移动到列级别。因此，您最终得到的列是 Series Name 中的值。
关于python - 双索引 python pandas，我们在Stack Overflow上找到一个类似的问题： https://stackoverflow.com/questions/38363994/