In [4]:
# Not currently including import random; don't think I plan to use it.
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
data = pd.read_csv('./world-development-indicators/Indicators.csv')
In [11]:
remittance_indicator = 'Personal remittances, received \(\%'
honduras = 'Honduras'
mask1 = data['IndicatorName'].str.contains(remittance_indicator)
mask2 = data['CountryName'].str.contains(honduras)
honduras_remittance_data = data[mask1 & mask2]
In [13]:
honduras_remittance_data
Out[13]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 804488 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1974 | 0.077332 |
| 887599 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1975 | 0.066726 |
| 973712 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1976 | 0.063056 |
| 1062835 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1977 | 0.062893 |
| 1153347 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1978 | 0.040358 |
| 1244348 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1979 | 0.042322 |
| 1338068 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1980 | 0.040321 |
| 1435141 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1981 | 0.043275 |
| 1533935 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1982 | 0.035158 |
| 1632970 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1983 | 0.040208 |
| 1732466 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1984 | 0.039672 |
| 1832819 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1985 | 0.039787 |
| 1934415 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1986 | 0.036986 |
| 2036970 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1987 | 0.544381 |
| 2139798 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1988 | 0.708148 |
| 2243536 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1989 | 0.894641 |
| 2359268 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1990 | 1.277674 |
| 2491262 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1991 | 1.776853 |
| 2628272 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1992 | 2.265509 |
| 2768082 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1993 | 1.294977 |
| 2909441 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1994 | 1.917161 |
| 3055423 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1995 | 2.318864 |
| 3205457 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1996 | 3.016282 |
| 3355789 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1997 | 3.311778 |
| 3508172 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1998 | 3.534213 |
| 3663647 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1999 | 5.118075 |
| 3833828 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2000 | 6.679773 |
| 4011985 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2001 | 8.068359 |
| 4188688 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2002 | 10.307278 |
| 4368547 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2003 | 10.630961 |
| 4550904 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2004 | 13.327457 |
| 4743053 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2005 | 18.664064 |
| 4940017 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2006 | 21.753597 |
| 5139053 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2007 | 21.291551 |
| 5339391 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2008 | 20.459771 |
| 5539175 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2009 | 16.982621 |
| 5746782 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2010 | 16.527874 |
| 5957704 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2011 | 15.869805 |
| 6165378 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2012 | 15.761415 |
| 6371502 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2013 | 16.747502 |
| 6579047 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2014 | 17.055224 |
| 6788057 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2015 | 17.474938 |
| 6995076 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2016 | 17.790802 |
| 7194607 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2017 | 18.683948 |
| 7377588 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2018 | 19.882236 |
| 7515000 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 21.523732 |
In [17]:
# get the years
years = honduras_remittance_data['Year'].values
# get the values
GDP_percentage = honduras_remittance_data['Value'].values
# create
plt.plot(years,GDP_percentage)
# Label the axes
plt.xlabel('Year')
plt.ylabel(honduras_remittance_data['IndicatorName'].iloc[0])
#label the figure
plt.title('Remittances to Honduras as percentage of GDP')
plt.axis([1974, 2019,0,25])
plt.show()
In [23]:
belize = 'Belize'
mask1 = data['IndicatorName'].str.contains(remittance_indicator)
mask2 = data['CountryName'].str.contains(belize)
belize_remittance_data = data[mask1 & mask2]
belize_remittance_data
Out[23]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 1706419 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1984 | 8.279615 |
| 1806597 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1985 | 9.899186 |
| 1907885 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1986 | 10.533663 |
| 2010091 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1987 | 6.884099 |
| 2113048 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1988 | 5.295330 |
| 2216456 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1989 | 5.946352 |
| 2326722 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1990 | 4.477216 |
| 2456704 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1991 | 3.507819 |
| 2592591 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1992 | 3.810982 |
| 2731932 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1993 | 2.947175 |
| 2872753 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1994 | 2.232538 |
| 3016931 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1995 | 2.240864 |
| 3167343 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1996 | 2.689497 |
| 3317862 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1997 | 3.469280 |
| 3469418 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1998 | 3.396264 |
| 3623435 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1999 | 3.332309 |
| 3787598 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2000 | 2.988808 |
| 3967833 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2001 | 3.270327 |
| 4143450 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2002 | 2.901050 |
| 4323141 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2003 | 3.269047 |
| 4504259 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2004 | 3.200659 |
| 4692967 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2005 | 4.055471 |
| 4890018 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2006 | 5.273061 |
| 5087913 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2007 | 5.750178 |
| 5288667 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2008 | 5.660192 |
| 5488408 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2009 | 5.965111 |
| 5692335 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2010 | 5.673437 |
| 5905011 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2011 | 5.156322 |
| 6112150 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2012 | 4.986910 |
| 6320210 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2013 | 4.710758 |
| 6525908 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2014 | 4.831274 |
| 6735964 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2015 | 4.916120 |
| 6943081 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2016 | 5.445947 |
| 7146365 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2017 | 4.912039 |
| 7333756 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2018 | 4.944033 |
| 7490173 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.291819 |
In [21]:
costa_rica = 'Costa Rica'
mask2 = data['CountryName'].str.contains(costa_rica)
costa_rica_remittance_data = data[mask1 & mask2]
costa_rica_remittance_data
Out[21]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 1049200 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1977 | 0.065095 |
| 1139759 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1978 | 0.082311 |
| 1230514 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1979 | 0.066906 |
| 1323742 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1980 | 0.084861 |
| 1420419 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1981 | 0.091470 |
| 1519021 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1982 | 0.214837 |
| 1618146 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1983 | 0.168427 |
| 1717670 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1984 | 0.174841 |
| 1817946 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1985 | 0.183711 |
| 1919357 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1986 | 0.174248 |
| 2021621 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1987 | 0.174279 |
| 2124446 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1988 | 0.197199 |
| 2228089 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1989 | 0.190439 |
| 2340664 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1990 | 0.210096 |
| 2471490 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1991 | 0.186916 |
| 2607661 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1992 | 0.166499 |
| 2746935 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1993 | 0.167762 |
| 2888104 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1994 | 0.163909 |
| 3032640 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1995 | 1.070919 |
| 3182858 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1996 | 1.125553 |
| 3333325 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1997 | 1.036482 |
| 3485487 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1998 | 0.940708 |
| 3639818 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1999 | 0.890998 |
| 3806372 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2000 | 0.909563 |
| 3986002 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2001 | 1.247024 |
| 4161803 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2002 | 1.518628 |
| 4341728 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2003 | 1.866012 |
| 4523480 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2004 | 1.724578 |
| 4713593 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2005 | 2.107183 |
| 4910893 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2006 | 2.270330 |
| 5109404 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2007 | 2.310502 |
| 5309797 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2008 | 1.975534 |
| 5509890 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2009 | 1.678836 |
| 5715243 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2010 | 1.423956 |
| 5927242 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2011 | 1.230919 |
| 6134567 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2012 | 1.210039 |
| 6341702 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2013 | 1.198911 |
| 6548410 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2014 | 1.174281 |
| 6758036 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2015 | 1.007720 |
| 6964929 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2016 | 0.954239 |
| 7166795 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2017 | 0.958189 |
| 7352382 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2018 | 0.881049 |
| 7500597 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.895811 |
In [22]:
el_salvador = 'El Salvador'
mask2 = data['CountryName'].str.contains(el_salvador)
el_salvador_remittance_data = data[mask1 & mask2]
el_salvador_remittance_data
Out[22]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 965525 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1976 | 0.455272 |
| 1054262 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1977 | 1.835711 |
| 1144755 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1978 | 2.168826 |
| 1235553 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1979 | 2.887136 |
| 1328883 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1980 | 1.372147 |
| 1425730 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1981 | 2.108693 |
| 1524355 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1982 | 3.300787 |
| 1623441 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1983 | 3.292315 |
| 1722961 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1984 | 4.345542 |
| 1823303 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1985 | 4.135388 |
| 1924816 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1986 | 4.170338 |
| 2027143 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1987 | 4.715458 |
| 2129979 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1988 | 5.029738 |
| 2233595 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1989 | 5.439348 |
| 2347294 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1990 | 7.603024 |
| 2478570 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1991 | 9.048057 |
| 2614940 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1992 | 11.943249 |
| 2754534 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1993 | 11.911909 |
| 2895785 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1994 | 12.653767 |
| 3040881 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1995 | 11.924526 |
| 3191130 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1996 | 11.306079 |
| 3341533 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1997 | 11.734696 |
| 3493780 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1998 | 12.237006 |
| 3648610 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1999 | 12.282664 |
| 3816306 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2000 | 14.969969 |
| 3995514 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2001 | 15.666963 |
| 4171710 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2002 | 15.418277 |
| 4351388 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2003 | 16.017195 |
| 4533386 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2004 | 18.674210 |
| 4724125 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2005 | 20.605523 |
| 4921373 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2006 | 21.767030 |
| 5120156 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2007 | 21.802870 |
| 5320542 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2008 | 20.874926 |
| 5520555 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2009 | 19.329698 |
| 5726602 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2010 | 18.819583 |
| 5938318 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2011 | 17.964648 |
| 6145897 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2012 | 18.301920 |
| 6352786 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2013 | 18.036851 |
| 6559798 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2014 | 18.414065 |
| 6769086 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2015 | 18.237806 |
| 6976185 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2016 | 18.856174 |
| 7177154 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2017 | 20.002056 |
| 7361678 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2018 | 20.631235 |
| 7506044 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 20.929710 |
In [24]:
guatemala = 'Guatemala'
mask2 = data['CountryName'].str.contains(guatemala)
guatemala_remittance_data = data[mask1 & mask2]
guatemala_remittance_data
Out[24]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 1060904 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1977 | 0.255451 |
| 1151432 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1978 | 0.355813 |
| 1242360 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1979 | 0.341900 |
| 1336025 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1980 | 0.332542 |
| 1433012 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1981 | 0.284635 |
| 1531691 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1982 | 0.122749 |
| 1630792 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1983 | 0.043094 |
| 1730273 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1984 | 0.035903 |
| 1830628 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1985 | 0.010286 |
| 1932146 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1986 | 0.009679 |
| 2034614 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1987 | 0.001412 |
| 2137480 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1988 | 0.582789 |
| 2241140 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1989 | 1.010615 |
| 2356457 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1990 | 1.551609 |
| 2488230 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1991 | 1.901958 |
| 2625171 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1992 | 2.208634 |
| 2765021 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1993 | 2.112291 |
| 2906423 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1994 | 2.191287 |
| 3052239 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1995 | 2.439373 |
| 3202323 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1996 | 2.394921 |
| 3352677 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1997 | 2.293420 |
| 3505111 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1998 | 2.353640 |
| 3660471 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1999 | 2.541705 |
| 3830053 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2000 | 3.090909 |
| 4008418 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2001 | 3.388549 |
| 4185017 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2002 | 7.701968 |
| 4364911 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2003 | 9.795673 |
| 4547188 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2004 | 10.963780 |
| 4738954 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2005 | 11.269551 |
| 4935831 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2006 | 12.239322 |
| 5134859 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2007 | 12.418101 |
| 5335243 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2008 | 11.308252 |
| 5535012 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2009 | 10.606340 |
| 5742177 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2010 | 10.219844 |
| 5953374 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2011 | 9.512264 |
| 6160793 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2012 | 9.853991 |
| 6367326 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2013 | 10.007686 |
| 6574601 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2014 | 9.941581 |
| 6783863 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2015 | 10.423370 |
| 6990789 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2016 | 11.146493 |
| 7190604 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2017 | 11.721277 |
| 7373880 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2018 | 12.907431 |
| 7512899 | Guatemala | GTM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 13.890672 |
In [25]:
nicaragua = 'Nicaragua'
mask2 = data['CountryName'].str.contains(nicaragua)
nicaragua_remittance_data = data[mask1 & mask2]
nicaragua_remittance_data
Out[25]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 1082348 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1977 | 0.174118 |
| 1172582 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1978 | 0.191398 |
| 1263768 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1979 | 0.294531 |
| 2658176 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1992 | 0.557787 |
| 2798108 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1993 | 1.423322 |
| 2939877 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1994 | 1.294269 |
| 3088022 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1995 | 1.811389 |
| 3238227 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1996 | 2.205020 |
| 3388952 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1997 | 3.416883 |
| 3541520 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1998 | 4.314746 |
| 3698496 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1999 | 6.178283 |
| 3874185 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2000 | 6.265506 |
| 4050478 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2001 | 6.306420 |
| 4228336 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2002 | 7.206827 |
| 4408436 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2003 | 8.244316 |
| 4592282 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2004 | 8.951668 |
| 4786477 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2005 | 9.740030 |
| 4983520 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2006 | 10.312832 |
| 5183555 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2007 | 9.963133 |
| 5383712 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2008 | 9.649349 |
| 5583562 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2009 | 9.282199 |
| 5794435 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2010 | 9.416988 |
| 6003349 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2011 | 9.346997 |
| 6211860 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2012 | 9.649672 |
| 6417083 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2013 | 9.845234 |
| 6626461 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2014 | 9.597261 |
| 6834437 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2015 | 9.387219 |
| 7041863 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2016 | 9.544598 |
| 7237698 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2017 | 10.116827 |
| 7416384 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2018 | 11.518789 |
| 7537210 | Nicaragua | NIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 13.208101 |
In [26]:
panama = 'Panama'
mask2 = data['CountryName'].str.contains(panama)
panama_remittance_data = data[mask1 & mask2]
panama_remittance_data
Out[26]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 1085524 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1977 | 3.787074 |
| 1175772 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1978 | 3.723157 |
| 1266984 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1979 | 3.663061 |
| 1361873 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1980 | 1.413064 |
| 1459419 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1981 | 1.181444 |
| 1558470 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1982 | 1.308545 |
| 1657685 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1983 | 1.318420 |
| 1757175 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1984 | 1.196755 |
| 1857941 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1985 | 1.513410 |
| 1959653 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1986 | 1.476941 |
| 2062559 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1987 | 1.529073 |
| 2165289 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1988 | 1.729692 |
| 2269414 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1989 | 1.725108 |
| 2391027 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1990 | 1.705013 |
| 2524691 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1991 | 1.527985 |
| 2662880 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1992 | 1.273262 |
| 2802797 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1993 | 1.237677 |
| 2944582 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1994 | 1.195905 |
| 3093073 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1995 | 1.169858 |
| 3243286 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1996 | 0.873310 |
| 3394083 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1997 | 0.602213 |
| 3546757 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1998 | 0.502787 |
| 3703852 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 1999 | 0.398178 |
| 3880456 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2000 | 0.133289 |
| 4056482 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2001 | 0.584706 |
| 4234431 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2002 | 0.651054 |
| 4414596 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2003 | 0.779905 |
| 4598521 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2004 | 0.725353 |
| 4793335 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2005 | 0.791480 |
| 4990397 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2006 | 1.656408 |
| 5190494 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2007 | 1.668390 |
| 5390661 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2008 | 1.502630 |
| 5590421 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2009 | 1.242780 |
| 5801812 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2010 | 1.392649 |
| 6010446 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2011 | 1.061517 |
| 6218907 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2012 | 1.016332 |
| 6424228 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2013 | 1.011842 |
| 6633777 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2014 | 1.515179 |
| 6841467 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2015 | 1.024556 |
| 7048825 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2016 | 0.867792 |
| 7244276 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2017 | 0.857224 |
| 7422303 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2018 | 0.825875 |
| 7540414 | Panama | PAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.869532 |
In [36]:
honduras_years = honduras_remittance_data['Year'].values
honduras_GDP_percentage = honduras_remittance_data['Value'].values
plt.plot(honduras_years, honduras_GDP_percentage, 'b', label='Honduras')
belize_years = belize_remittance_data['Year'].values
belize_GDP_percentage = belize_remittance_data['Value'].values
plt.plot(belize_years, belize_GDP_percentage, 'g', label='Belize')
costa_rica_years = costa_rica_remittance_data['Year'].values
costa_rica_GDP_percentage = costa_rica_remittance_data['Value'].values
plt.plot(costa_rica_years, costa_rica_GDP_percentage, 'r', label='Costa Rica')
el_salvador_years = el_salvador_remittance_data['Year'].values
el_salvador_GDP_percentage = el_salvador_remittance_data['Value'].values
plt.plot(el_salvador_years, el_salvador_GDP_percentage, 'y', label='El Salvador')
guatemala_years = guatemala_remittance_data['Year'].values
guatemala_GDP_percentage = guatemala_remittance_data['Value'].values
plt.plot(guatemala_years, guatemala_GDP_percentage, 'c', label='Guatemala')
nicaragua_years = nicaragua_remittance_data['Year'].values
nicaragua_GDP_percentage = nicaragua_remittance_data['Value'].values
plt.plot(nicaragua_years, nicaragua_GDP_percentage, 'm', label='Nicaragua')
panama_years = panama_remittance_data['Year'].values
panama_GDP_percentage = panama_remittance_data['Value'].values
plt.plot(panama_years, panama_GDP_percentage, 'k', label='Panama')
# Label the axes
plt.xlabel('Year')
plt.ylabel(honduras_remittance_data['IndicatorName'].iloc[0])
#label the figure
plt.title('Comparing Remittances across Central America')
plt.axis([1974, 2019,0,25])
plt.legend()
plt.show()
In [55]:
# Now create a new custom data frame that pulls remittance data for every country globally for the year 2019.
yearsFilter = [2019]
mask1 = data['IndicatorName'].str.contains(remittance_indicator)
mask2 = data['Year'].isin(yearsFilter)
global_2019_remittance_data = data[mask1 & mask2]
global_2019_remittance_data.head(50)
Out[55]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 7464939 | Arab World | ARB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.365777 |
| 7465292 | Caribbean small states | CSS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.503327 |
| 7465703 | Central Europe and the Baltics | CEB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.072137 |
| 7466154 | Early-demographic dividend | EAR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.993009 |
| 7466543 | East Asia & Pacific | EAS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.428703 |
| 7466935 | East Asia & Pacific (excluding high income) | EAP | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.563171 |
| 7467330 | East Asia & Pacific (IDA & IBRD countries) | TEA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.563171 |
| 7467750 | Euro area | EMU | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.636465 |
| 7468215 | Europe & Central Asia | ECS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.815108 |
| 7468681 | Europe & Central Asia (excluding high income) | ECA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.930643 |
| 7469153 | Europe & Central Asia (IDA & IBRD countries) | TEC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.950027 |
| 7469593 | European Union | EUU | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.757986 |
| 7469949 | Fragile and conflict affected situations | FCS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 4.392908 |
| 7470310 | Heavily indebted poor countries (HIPC) | HPC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.972690 |
| 7470676 | High income | HIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.279216 |
| 7471091 | IBRD only | IBD | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.259350 |
| 7471507 | IDA & IBRD total | IBT | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.563158 |
| 7471890 | IDA blend | IDB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 6.166490 |
| 7472282 | IDA only | IDX | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.713781 |
| 7472632 | IDA total | IDA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.922475 |
| 7473005 | Late-demographic dividend | LTE | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.574707 |
| 7473469 | Latin America & Caribbean | LCN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.912339 |
| 7473959 | Latin America & Caribbean (excluding high income) | LAC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.070787 |
| 7474448 | Latin America & the Caribbean (IDA & IBRD coun… | TLA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.912166 |
| 7474839 | Least developed countries: UN classification | LDC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 4.617563 |
| 7475238 | Low & middle income | LMY | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.568757 |
| 7475611 | Low income | LIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 4.173412 |
| 7476017 | Lower middle income | LMC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 4.965337 |
| 7476376 | Middle East & North Africa | MEA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.036189 |
| 7476703 | Middle East & North Africa (excluding high inc… | MNA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.180328 |
| 7477025 | Middle East & North Africa (IDA & IBRD countries) | TMN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.180328 |
| 7477424 | Middle income | MIC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.538598 |
| 7477807 | North America | NAC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.035457 |
| 7478200 | OECD members | OED | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.336156 |
| 7478604 | Other small states | OSS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.239503 |
| 7478938 | Pacific island small states | PSS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.707166 |
| 7479284 | Post-demographic dividend | PST | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.296370 |
| 7479664 | Pre-demographic dividend | PRE | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.998406 |
| 7480004 | Small states | SST | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.939449 |
| 7480437 | South Asia | SAS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.881680 |
| 7480896 | South Asia (IDA & IBRD) | TSA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.881680 |
| 7481280 | Sub-Saharan Africa | SSF | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.739795 |
| 7481623 | Sub-Saharan Africa (excluding high income) | SSA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.753583 |
| 7481970 | Sub-Saharan Africa (IDA & IBRD countries) | TSS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.739795 |
| 7482337 | Upper middle income | UMC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.658408 |
| 7482730 | World | WLD | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.755349 |
| 7483168 | Afghanistan | AFG | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 4.541890 |
| 7483644 | Albania | ALB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 9.640036 |
| 7484101 | Algeria | DZA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.054191 |
| 7484539 | Angola | AGO | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.001669 |
In [67]:
df = global_2019_remittance_data.iloc[46:]
df.head(50)
Out[67]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 7483168 | Afghanistan | AFG | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 4.541890 |
| 7483644 | Albania | ALB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 9.640036 |
| 7484101 | Algeria | DZA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.054191 |
| 7484539 | Angola | AGO | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.001669 |
| 7484818 | Antigua and Barbuda | ATG | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.429945 |
| 7485251 | Argentina | ARG | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.119012 |
| 7485748 | Armenia | ARM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 11.174469 |
| 7486349 | Australia | AUS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.124034 |
| 7486805 | Austria | AUT | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.690144 |
| 7487280 | Azerbaijan | AZE | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.653967 |
| 7488427 | Bangladesh | BGD | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 6.068489 |
| 7488803 | Barbados | BRB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.079424 |
| 7489264 | Belarus | BLR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.271068 |
| 7489734 | Belgium | BEL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.231879 |
| 7490173 | Belize | BLZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.291819 |
| 7490633 | Benin | BEN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.425240 |
| 7491419 | Bolivia | BOL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.256131 |
| 7491937 | Bosnia and Herzegovina | BIH | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 10.929324 |
| 7492378 | Botswana | BWA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.273150 |
| 7492850 | Brazil | BRA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.179128 |
| 7493893 | Bulgaria | BGR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.447972 |
| 7494353 | Burkina Faso | BFA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.024007 |
| 7494809 | Burundi | BDI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.604358 |
| 7495308 | Cabo Verde | CPV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 11.901416 |
| 7495790 | Cambodia | KHM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.814367 |
| 7496231 | Cameroon | CMR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.860553 |
| 7496677 | Canada | CAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.078293 |
| 7498078 | Chile | CHL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.023288 |
| 7498465 | China | CHN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.127550 |
| 7498970 | Colombia | COL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.090751 |
| 7499337 | Comoros | COM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 11.401375 |
| 7499728 | Congo, Dem. Rep. | COD | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.851903 |
| 7500597 | Costa Rica | CRI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.895811 |
| 7501097 | Cote d’Ivoire | CIV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.574946 |
| 7501603 | Croatia | HRV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 6.674735 |
| 7502422 | Cyprus | CYP | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.022359 |
| 7502924 | Czech Republic | CZE | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.565719 |
| 7503409 | Denmark | DNK | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.385450 |
| 7503855 | Djibouti | DJI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.776867 |
| 7504178 | Dominica | DMA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 8.250995 |
| 7504590 | Dominican Republic | DOM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 8.343143 |
| 7505118 | Ecuador | ECU | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 3.018257 |
| 7505526 | Egypt, Arab Rep. | EGY | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 8.836967 |
| 7506044 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 20.929710 |
| 7507049 | Estonia | EST | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 1.730242 |
| 7507427 | Eswatini | SWZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 2.694464 |
| 7507814 | Ethiopia | ETH | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.552551 |
| 7508142 | Fiji | FJI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 5.177237 |
| 7508591 | Finland | FIN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.335350 |
| 7509052 | France | FRA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.973510 |
In [73]:
x = df.sort_values(['Value'])
x.head(50)
Out[73]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 7484539 | Angola | AGO | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.001669 |
| 7553839 | Suriname | SUR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.007494 |
| 7540763 | Papua New Guinea | PNG | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.010046 |
| 7523146 | Kuwait | KWT | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.020567 |
| 7498078 | Chile | CHL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.023288 |
| 7561112 | United States | USA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.031977 |
| 7546566 | Saudi Arabia | SAU | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.042124 |
| 7527341 | Macao SAR, China | MAC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.042335 |
| 7539386 | Oman | OMN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.050676 |
| 7529021 | Maldives | MDV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.073619 |
| 7496677 | Canada | CAN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.078293 |
| 7520267 | Japan | JPN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.086069 |
| 7558459 | Turkey | TUR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.107368 |
| 7509579 | Gabon | GAB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.110806 |
| 7485251 | Argentina | ARG | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.119012 |
| 7515464 | Hong Kong SAR, China | HKG | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.123281 |
| 7486349 | Australia | AUS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.124034 |
| 7498465 | China | CHN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.127550 |
| 7560692 | United Kingdom | GBR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.146052 |
| 7518533 | Ireland | IRL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.150936 |
| 7538999 | Norway | NOR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.152697 |
| 7492850 | Brazil | BRA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.179128 |
| 7561593 | Uruguay | URY | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.182604 |
| 7513344 | Guinea | GIN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.209194 |
| 7536765 | New Zealand | NZL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.209493 |
| 7543148 | Portugal | PRT | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.229232 |
| 7551701 | Spain | ESP | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.229237 |
| 7518916 | Israel | ISR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.240952 |
| 7550960 | South Africa | ZAF | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.253267 |
| 7536238 | Netherlands | NLD | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.263571 |
| 7492378 | Botswana | BWA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.273150 |
| 7521150 | Kazakhstan | KAZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.280901 |
| 7543784 | Qatar | QAT | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.314308 |
| 7518108 | Iraq | IRQ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.317740 |
| 7511981 | Greece | GRC | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.322287 |
| 7508591 | Finland | FIN | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.335350 |
| 7554802 | Switzerland | CHE | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.358984 |
| 7503409 | Denmark | DNK | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.385450 |
| 7535184 | Namibia | NAM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.411958 |
| 7510972 | Germany | DEU | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.428385 |
| 7522470 | Korea, Rep. | KOR | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.448976 |
| 7528660 | Malaysia | MYS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.454797 |
| 7519408 | Italy | ITA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.522601 |
| 7564212 | Zambia | ZMB | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.550611 |
| 7507814 | Ethiopia | ETH | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.552551 |
| 7501097 | Cote d’Ivoire | CIV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.574946 |
| 7557670 | Trinidad and Tobago | TTO | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.575548 |
| 7554326 | Sweden | SWE | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.599147 |
| 7544840 | Russian Federation | RUS | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.613720 |
| 7516475 | Iceland | ISL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 0.634577 |
In [88]:
y = x.tail(10)
CountryCode = y['CountryCode'].values
remittances = y['Value'].values
# create
plt.bar(CountryCode, remittances)
plt.ylabel('Remittances as a Percentage of GDP')
plt.xlabel('Country Code')
plt.title('Top Ten Nations by Remittance as a % of GDP')
plt.show()
In [89]:
y
Out[89]:
| CountryName | CountryCode | IndicatorName | IndicatorCode | Year | Value | |
|---|---|---|---|---|---|---|
| 7522912 | Kosovo | XKX | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 15.758357 |
| 7532172 | Moldova | MDA | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 15.973822 |
| 7545733 | Samoa | WSM | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 17.254235 |
| 7506044 | El Salvador | SLV | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 20.929710 |
| 7515000 | Honduras | HND | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 21.523732 |
| 7525364 | Lesotho | LSO | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 24.187907 |
| 7535745 | Nepal | NPL | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 26.526104 |
| 7523611 | Kyrgyz Republic | KGZ | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 28.504435 |
| 7555404 | Tajikistan | TJK | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 28.606225 |
| 7514506 | Haiti | HTI | Personal remittances, received (% of GDP) | BX.TRF.PWKR.DT.GD.ZS | 2019 | 38.525031 |
In [95]:
z = x['Value']
z.mean()
Out[95]:
4.711469253819178
In [96]:
z.median()
Out[96]:
2.2407092822977948