RhysU / states

Munge some data on the 50 US States

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In discussions of California politics or its economy, frequently someone tosses out a statement about California being effectively a seriously-sized country in its own right. Undoubtedly true stuff. Shows up repeatedly in articles like https://www.weforum.org/agenda/2016/07/american-state-bigger-economy-than-india/.

Those statements always feel, to me, like implicit comparisons to other US states. So, simple slice-and-dice of very basic facts about the states using 2017 numbers so one can make explicit comparisons:

$ ipython --no-banner

In [1]: %run data.py

In [2]: # Biggest states by square miles

In [3]: area.sort_values(by='Area').tail(5)
Out[3]:
              Area
State
New Mexico  121590
Montana     147040
California  163695
Texas       268596
Alaska      665384

In [4]: # Biggest states by population

In [5]: population.sort_values(by='Population').tail(5)
Out[5]:
              Population
State
Pennsylvania    12805537
New York        19849399
Florida         20984400
Texas           28304596
California      39536653

In [6]: # What's California look like vs the Tri State?

In [7]: analyze(['CA'], ['CT', 'NY', 'NJ'])
Out[7]:
                           State      GDP Population    Area GDP per capita GDP per area
0                     California  2746873   39536653  163695      0.0694766      16.7804
0  ConnecticutNew JerseyNew York  2399686   32443227   68821      0.0739657      34.8685

In [8]: # Throwing in Pennsylvania to bring up the population?

In [9]: analyze(['CA'], ['CT', 'NY', 'NJ'], ['CT', 'NY', 'NJ', 'PA'])
Out[9]:
                                       State      GDP Population    Area GDP per capita GDP per area
0                                 California  2746873   39536653  163695      0.0694766      16.7804
0              ConnecticutNew JerseyNew York  2399686   32443227   68821      0.0739657      34.8685
0  ConnecticutNew JerseyNew YorkPennsylvania  3151757   45248764  114875       0.069654      27.4364

Pennsylvania could be replaced with Massachusetts/Rhode Island. Or you could include states heading down towards Washington. Or you could start drawing random samples of states constrained to be +/- X million people then see if California somehow looks like an outlier. Etc.

Anyhow, to conclude, California's a big economy. But it's not (at least superficially) outsized relative to other parts of the United States that contain similar populations.

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Munge some data on the 50 US States

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