In [1]:
%load_ext sql

In [22]:
%sql sqlite:///smaller.db


Out[22]:
u'Connected: None@smaller.db'

In [24]:
%sql select fuel_type, count(distinct(orispl_code)) from data group by fuel_type


Done.
Out[24]:
fuel_type count(distinct(orispl_code))
1
Coal 48
Diesel Oil, Pipeline Natural Gas 1
Natural Gas 19
Natural Gas, Pipeline Natural Gas 7
Other Gas 2
Other Gas, Pipeline Natural Gas 2
Pipeline Natural Gas 218
Residual Oil 1
Wood 1

In [17]:
%sql select count(distinct orispl_code) as num_plants, fuel_type, SUM(heat_input), SUM(CO2_MASS) from data group by fuel_type


Done.
Out[17]:
num_plants fuel_type SUM(heat_input) SUM(CO2_MASS)
44 Coal 1828294021.68 190078286.186
14 Natural Gas 113287674.599 6733549.711
1 Natural Gas, Pipeline Natural Gas 182723.201 10859.063
1 Other Gas 27517565.063 1624003.463
195 Pipeline Natural Gas 1373820199.42 81557792.797
1 Wood 5528270.88 576296.4

In [29]:
%%sql 
sqlite:///2001.db
select state, fuel_actual, count(distinct(orispl_code)) as num_plants, SUM(heat_input), SUM(CO2_MASS)
FROM data group by state, fuel_actual


Done.
Out[29]:
state fuel_actual num_plants SUM(heat_input) SUM(CO2_MASS)
AZ Coal 6 447464342.556 45858558.383
AZ Diesel Oil, Pipeline Natural Gas 1 3922781.89 232947.762
AZ NG 12 77275933.065 4631412.907
CA NG 42 771451551.61 46070834.191
CA Other Gas 1 30245435.627 1797462.142
CO Coal 12 409369046.922 41873476.105
CO NG 8 49669889.087 2952962.662
ID NG 3 13522917.891 805005.979
MT Coal 3 197210476.525 20263992.416
NM Coal 3 320935742.843 32895022.899
NM NG 6 49013536.3 2911834.0
NV Coal 3 184688247.325 18866468.125
NV NG 6 61847530.038 4107718.62
NV Other Gas, Pipeline Natural Gas 1 6518932.825 386449.925
NV Residual Oil 1 2142100.0 155069.973
OR Coal 1 48100995.674 4935161.171
OR NG 3 52602588.025 3126122.525
TX NG 1 22770856.0 1353244.375
UT Coal 5 348415381.843 35747410.075
UT NG 2 11713745.706 696160.167
WA Coal 1 99112592.555 10168951.935
WA NG 3 13337514.407 794225.276
WY Coal 6 488540398.097 50099021.399
WY NG 2 2833919.075 1090721.575

In [19]:
%sql select state, SUM(heat_input), SUM(CO2_MASS) from data group by state


Done.
Out[19]:
state SUM(heat_input) SUM(CO2_MASS)
AZ 597460133.453 50593183.391
CA 603241740.893 36036418.042
CO 425303069.115 39859836.596
ID 22913633.317 1361724.075
MT 162469182.803 16854220.287
NM 284275742.417 25788747.703
NV 216752274.71 13978845.264
OR 122923450.501 8175661.118
TX 21233025.586 1228637.087
UT 316881851.178 29915177.364
WA 129412925.837 10105159.388
WY 445763425.031 46683177.305

In [31]:
%%sql 
sqlite:///smaller.db
select substr(op_date, -4) as year, state, fuel_actual, count(distinct(orispl_code)) as num_plants, SUM(heat_input), SUM(CO2_MASS)
FROM (select *,  
    CASE WHEN (fuel_type is 'Natural Gas' or fuel_type is 'Pipeline Natural Gas' or fuel_type is 'Natural Gas, Pipeline Natural Gas') 
    THEN ('NG') ELSE (fuel_type) END as fuel_actual
    FROM data)
group by substr(op_date, -4), state, fuel_actual


Done.
Out[31]:
year state fuel_actual num_plants SUM(heat_input) SUM(CO2_MASS)
2001 AZ Coal 6 447464342.556 45858558.383
2001 AZ Diesel Oil, Pipeline Natural Gas 1 3922781.89 232947.762
2001 AZ NG 12 77275933.065 4631412.907
2001 CA NG 42 771451551.61 46070834.191
2001 CA Other Gas 1 30245435.627 1797462.142
2001 CO Coal 12 409369046.922 41873476.105
2001 CO NG 8 49669889.087 2952962.662
2001 ID NG 3 13522917.891 805005.979
2001 MT Coal 3 197210476.525 20263992.416
2001 NM Coal 3 320935742.843 32895022.899
2001 NM NG 6 49013536.3 2911834.0
2001 NV Coal 3 184688247.325 18866468.125
2001 NV NG 6 61847530.038 4107718.62
2001 NV Other Gas, Pipeline Natural Gas 1 6518932.825 386449.925
2001 NV Residual Oil 1 2142100.0 155069.973
2001 OR Coal 1 48100995.674 4935161.171
2001 OR NG 3 52602588.025 3126122.525
2001 TX NG 1 22770856.0 1353244.375
2001 UT Coal 5 348415381.843 35747410.075
2001 UT NG 2 11713745.706 696160.167
2001 WA Coal 1 99112592.555 10168951.935
2001 WA NG 3 13337514.407 794225.276
2001 WY Coal 6 488540398.097 50099021.399
2001 WY NG 2 2833919.075 1090721.575
2002 AZ Coal 6 435598524.785 44666766.22
2002 AZ Diesel Oil, Pipeline Natural Gas 1 688823.165 40839.617
2002 AZ NG 15 114135505.511 6780982.66
2002 CA 1 80080.12 4757.053
2002 CA NG 55 500076141.914 29841627.633
2002 CA Other Gas 1 24656060.495 1465274.527
2002 CO Coal 12 400204149.144 40992534.072
2002 CO NG 11 59064621.23 3510981.816
2002 ID NG 3 8778970.827 526141.559
2002 MT Coal 3 175789356.964 18061126.366
2002 NM Coal 3 304091112.286 31177037.747
2002 NM NG 8 36860386.025 2191110.05
2002 NV Coal 3 195267099.5 20013859.025
2002 NV NG 7 56634695.141 3374455.005
2002 NV Other Gas, Pipeline Natural Gas 1 5792844.2 343373.65
2002 NV Residual Oil 1 882097.825 51877.57
2002 OR Coal 1 40170316.321 4121474.353
2002 OR NG 5 58566429.463 3480560.387
2002 TX NG 1 17920776.4 1065017.0
2002 UT Coal 5 360831599.558 37020960.453
2002 UT NG 3 12204382.579 724731.633
2002 WA Coal 1 101470658.801 10410886.155
2002 WA NG 5 14005655.201 836060.861
2002 WY Coal 6 469570666.024 48055126.766
2002 WY NG 2 2825008.726 209272.246
2003 AZ Coal 6 429041904.798 43994838.275
2003 AZ Diesel Oil, Pipeline Natural Gas 1 0.0 0.0
2003 AZ NG 18 167884986.124 9980819.04
2003 CA 1 92166.111 5476.733
2003 CA NG 66 511401670.098 30527735.685
2003 CA Other Gas 1 13344746.449 793063.188
2003 CO Coal 12 409315624.889 41936072.894
2003 CO NG 13 59882974.147 3561685.131
2003 ID NG 3 8798879.037 525425.753
2003 MT Coal 3 190747566.927 19597803.229
2003 MT NG 1 12232.122 7450.194
2003 NM Coal 3 296293825.142 30388977.053
2003 NM NG 9 38309741.7 2275139.927
2003 NV Coal 3 181783059.225 18694759.4
2003 NV NG 10 66841202.367 4216722.659
2003 NV Other Gas, Pipeline Natural Gas 1 5157602.744 307265.717
2003 NV Residual Oil 1 1094781.747 65060.338
2003 OR Coal 1 48197610.427 4945073.2
2003 OR NG 5 71699925.955 4261061.219
2003 TX NG 1 17978772.9 1068447.575
2003 UT Coal 5 372680960.638 38235790.255
2003 UT NG 3 16499969.744 980318.467
2003 WA Coal 1 127702186.322 13102236.08
2003 WA NG 6 26772336.902 1593706.226
2003 WY Coal 7 470608759.571 48265369.172
2003 WY NG 2 1588649.644 94415.018
2004 AZ Coal 6 440381425.904 45165097.492
2004 AZ Diesel Oil, Pipeline Natural Gas 1 186341.2 10984.8
2004 AZ NG 18 202800258.115 12053256.586
2004 CA 1 75569.257 4491.18
2004 CA NG 66 596485646.404 35573751.327
2004 CA Other Gas 1 5664291.517 336617.983
2004 CO Coal 12 403836696.205 41395779.122
2004 CO NG 14 69008128.282 4102743.938
2004 ID NG 3 10134267.806 603657.688
2004 MT Coal 3 191832822.581 19710296.899
2004 MT NG 1 72053.7 45026.203
2004 NM Coal 3 293941462.542 30153496.985
2004 NM NG 9 37964480.857 2256532.626
2004 NV Coal 3 198727739.15 20318794.15
2004 NV NG 11 99591300.69 6058993.359
2004 NV Residual Oil 1 2028250.238 120845.45
2004 OR Coal 1 39192643.117 4021165.14
2004 OR NG 6 79568974.188 4728444.802
2004 TX NG 1 19394952.95 1152619.225
2004 UT Coal 5 375586517.852 38509061.856
2004 UT NG 4 10692598.773 635434.952
2004 WA Coal 1 118421425.991 12150042.709
2004 WA NG 7 40878991.214 2430873.679
2004 WY Coal 7 488951678.086 50159384.629
2004 WY NG 2 155442.462 9236.482
2005 AZ Coal 6 445058718.689 45655108.722
2005 AZ NG 19 212040999.951 12601461.684
2005 CA 1 106059.584 6303.16
2005 CA NG 75 520530482.051 31062900.869
2005 CA Other Gas 1 7364225.954 437643.441
2005 CO Coal 12 401725243.469 41185081.843
2005 CO NG 14 83147079.906 4942295.817
2005 ID NG 4 9661652.444 574923.675
2005 MT Coal 3 203743817.99 20928354.14
2005 MT NG 1 63123.214 37671.889
2005 NM Coal 3 304009219.879 31170317.753
2005 NM NG 10 42683463.691 2536919.749
2005 NV Coal 3 199089785.125 20412088.525
2005 NV NG 11 115773105.781 6873721.48
2005 NV Residual Oil 1 1516327.71 91253.771
2005 OR Coal 1 38902989.013 3991449.077
2005 OR NG 6 88170138.56 5239862.462
2005 TX NG 1 20936166.45 1244201.9
2005 UT Coal 5 369804346.258 37941915.483
2005 UT NG 5 10258506.932 609646.605
2005 WA Coal 1 122003016.061 12517501.661
2005 WA NG 7 42188359.304 2508120.6
2005 WY Coal 7 487695242.069 50029742.676
2005 WY NG 2 425500.974 25285.879
2006 AZ Coal 6 454342259.38 46600183.806
2006 AZ NG 19 249255108.769 14812994.787
2006 CA 1 113254.213 6730.747
2006 CA NG 81 626363058.297 37351411.769
2006 CA Other Gas 1 7122182.021 423262.193
2006 CO Coal 12 405699823.654 41604089.933
2006 CO NG 14 84529065.372 5030403.787
2006 ID NG 4 8247669.645 492044.633
2006 MT Coal 4 203120838.223 20867720.829
2006 MT NG 1 49562.936 30824.638
2006 NM Coal 3 302225632.385 31008949.238
2006 NM NG 11 56607244.883 3365337.086
2006 NV Coal 3 88001713.325 9006291.075
2006 NV NG 11 140487224.219 8346779.839
2006 NV Residual Oil 1 771745.304 45884.543
2006 OR Coal 1 26680338.009 2737399.387
2006 OR NG 6 72932762.595 4334310.582
2006 TX NG 1 18314762.775 1088421.35
2006 UT Coal 5 379794516.793 38966949.117
2006 UT NG 6 25972469.394 1543225.083
2006 WA Coal 1 74504411.211 7644160.147
2006 WA NG 8 39599105.959 2355289.914
2006 WY Coal 7 482709480.986 49517852.659
2006 WY NG 2 558477.188 33189.083
2007 AZ Coal 6 483999791.056 49650753.929
2007 AZ NG 19 280719377.609 16682709.595
2007 CA 1 95844.698 5695.918
2007 CA NG 89 713481266.375 42515554.046
2007 CA Other Gas 1 6067472.226 360580.811
2007 CO Coal 12 398205048.033 40755756.375
2007 CO NG 15 108874714.812 6491845.211
2007 ID NG 4 11486276.397 685224.783
2007 MT Coal 4 217640327.629 22355905.554
2007 MT NG 1 102209.26 62645.561
2007 NM Coal 3 278200192.578 28539977.873
2007 NM NG 11 62856313.67 3737734.97
2007 NV Coal 3 82157728.356 8412456.932
2007 NV NG 11 144333286.274 8569512.887
2007 NV Residual Oil 1 1101522.219 65459.652
2007 OR Coal 1 46838077.298 4805585.011
2007 OR NG 7 99540328.866 5915571.209
2007 TX NG 1 21945924.86 1304204.977
2007 UT Coal 5 379794411.344 38968053.627
2007 UT NG 7 53993179.921 3208518.873
2007 WA Coal 1 100095369.019 10269789.946
2007 WA NG 8 42005469.307 2496664.808
2007 WY Coal 7 486679296.656 49920594.07
2007 WY NG 2 770356.658 45781.413
2008 AZ Coal 6 480018213.272 49493669.344
2008 AZ NG 20 282420699.81 16783497.916
2008 CA 1 55748.167 3312.543
2008 CA NG 90 758458292.572 44006554.457
2008 CA Other Gas 1 5643117.935 335362.612
2008 CO Coal 12 385559733.527 39953043.197
2008 CO NG 15 93035328.611 5531820.091
2008 ID NG 4 11966903.623 720898.918
2008 MT Coal 4 209623961.425 21764739.132
2008 MT NG 1 39028.025 2510.916
2008 NM Coal 3 280377639.943 28823337.778
2008 NM NG 13 69192015.865 4114071.439
2008 NV Coal 4 83902322.251 8701130.714
2008 NV NG 12 159966842.691 9497345.065
2008 NV Residual Oil 1 67580.759 4015.72
2008 OR Coal 1 40583362.888 4229237.489
2008 OR NG 7 118416954.984 7037352.792
2008 TX NG 2 20839132.27 1220861.643
2008 UT Coal 5 377906115.568 38775070.262
2008 UT NG 6 52566878.837 3123796.901
2008 WA Coal 1 102161050.729 10481793.578
2008 WA NG 9 57610866.73 3424722.226
2008 WY Coal 8 488680644.96 50694167.313
2008 WY NG 2 427545.219 25408.254
2009 AZ Coal 6 439426011.953 45262814.994
2009 AZ NG 20 254359586.579 15115281.279
2009 CA 1 26709.942 1587.517
2009 CA NG 96 690188363.322 41117641.883
2009 CA Other Gas 1 6102162.172 362643.349
2009 CO Coal 13 348541530.422 36296928.515
2009 CO NG 16 106693141.142 6341172.696
2009 ID NG 4 11343624.257 674132.116
2009 MT Coal 4 174480312.708 18290692.426
2009 MT NG 1 17810.938 1182.772
2009 NM Coal 3 305017109.506 31629659.216
2009 NM NG 13 74048023.888 4402294.38
2009 NV Coal 4 80409222.741 8383574.104
2009 NV NG 12 173094881.99 10287059.403
2009 NV Residual Oil 1 0.0 0.0
2009 OR Coal 1 31463895.964 3299932.521
2009 OR NG 6 108954178.789 6474995.568
2009 TX NG 2 20855625.404 1226287.426
2009 UT Coal 5 350763820.938 35988370.353
2009 UT NG 6 44367010.417 2636391.029
2009 WA Coal 1 91401342.889 9377766.704
2009 WA NG 10 74680111.7 4439656.682
2009 WY Coal 8 454440851.291 47660735.067
2009 WY NG 2 306757.443 18230.593
2010 AZ Coal 6 461829594.138 47671946.067
2010 AZ NG 21 219501372.984 13041295.998
2010 CA 1 34292.602 2037.708
2010 CA NG 99 620154171.206 36954813.661
2010 CA Other Gas 1 2186538.793 129940.769
2010 CO Coal 13 382240998.949 39720663.657
2010 CO NG 16 90479889.157 5378715.903
2010 ID NG 4 11662220.106 693068.541
2010 MT Coal 4 203106514.694 21316793.153
2010 MT NG 3 661632.152 39572.424
2010 NM Coal 3 271757494.609 28177853.879
2010 NM NG 13 75371633.725 4480960.749
2010 NV Coal 4 76239388.897 7909497.743
2010 NV NG 12 156033667.77 9272880.303
2010 NV Residual Oil 1 0.0 0.0
2010 OR Coal 1 41164519.208 4317329.275
2010 OR NG 6 110322530.065 6556321.694
2010 TX NG 2 23213996.783 1365103.203
2010 UT Coal 5 335223607.839 34393920.966
2010 UT NG 6 43616537.791 2591859.128
2010 WA Coal 1 103725526.031 10643341.415
2010 WA NG 10 65914770.274 3917647.325
2010 WY Coal 9 470855663.168 49373051.281
2010 WY NG 2 158401.629 9413.379
2011 AZ Coal 6 465369316.525 48115278.046
2011 AZ NG 21 177793618.629 10562735.08
2011 CA 1 24634.566 1463.802
2011 CA NG 98 491815905.594 29343042.18
2011 CA Other Gas, Pipeline Natural Gas 1 2649561.784 157460.852
2011 CO Coal 12 367945788.134 38268785.956
2011 CO NG 16 81921259.79 4870470.018
2011 ID NG 4 7470314.872 443952.966
2011 MT Coal 4 168392008.708 17675308.191
2011 MT NG 3 4804248.408 285903.745
2011 NM Coal 3 284338427.779 29493476.661
2011 NM NG 13 74009548.155 4400802.914
2011 NV Coal 3 60392280.559 6321961.752
2011 NV NG 12 144721128.669 8600622.943
2011 NV Residual Oil 1 0.0 0.0
2011 OR Coal 1 32539553.59 3412749.706
2011 OR NG 6 60314954.79 3584438.23
2011 TX NG 2 28246923.13 1627848.597
2011 UT Coal 5 325432464.065 33389345.998
2011 UT NG 6 36026292.307 2140775.862
2011 WA Coal 1 59932995.096 6149128.697
2011 WA NG 10 28757879.359 1709733.973
2011 WY Coal 10 459074166.338 48142240.696
2011 WY NG 2 168578.392 10017.792
2012 AZ Coal 6 438327716.423 44956398.744
2012 AZ NG 21 225377182.084 13388938.159
2012 CA NG 103 718639606.707 42812462.665
2012 CA Other Gas 1 25719863.888 1504384.073
2012 CO Coal 12 367986226.925 38335644.87
2012 CO NG 17 82305294.628 4891726.692
2012 ID NG 5 13280243.49 789231.5
2012 MT Coal 4 158245028.051 16606739.855
2012 MT NG 3 5213130.488 309773.983
2012 NM Coal 3 267987857.446 27780792.452
2012 NM NG 13 76701654.383 4556973.461
2012 NV Coal 3 44858335.248 4701206.698
2012 NV NG 11 168666448.966 10023840.004
2012 NV Residual Oil 1 0.0 0.0
2012 OR Coal 1 26175067.445 2745242.592
2012 OR NG 6 82672666.58 4913126.693
2012 TX NG 2 29809317.623 1733278.615
2012 UT Coal 5 302913898.831 31078969.853
2012 UT NG 6 48434285.326 2878089.147
2012 WA Coal 1 43735155.998 4542415.372
2012 WA NG 11 34172485.24 2031084.454
2012 WY Coal 10 476765181.347 49998736.128
2012 WY NG 2 306080.473 18190.647
2013 AZ Coal 6 467946702.343 48368622.86
2013 AZ NG 21 218957991.149 13008632.414
2013 CA NG 110 711479496.382 42307204.424
2013 CA Other Gas 1 27289406.605 1603974.352
2013 CO Coal 12 365338266.348 38056337.939
2013 CO NG 17 87861088.998 5221854.4
2013 ID NG 5 23925844.154 1421935.076
2013 MT Coal 4 164723354.589 17288463.3
2013 MT NG 4 6613569.97 393647.273
2013 NM Coal 3 261725336.381 27158585.364
2013 NM NG 13 76546722.265 4548406.628
2013 NV Coal 3 58415584.173 6124149.282
2013 NV NG 11 162619493.387 9664368.489
2013 NV Residual Oil 1 0.0 0.0
2013 OR Coal 1 37849578.295 3969664.164
2013 OR NG 6 101492907.916 6031570.026
2013 TX NG 2 33263580.116 1943119.025
2013 UT Coal 5 338624823.373 34742892.074
2013 UT NG 6 50281697.039 2987915.012
2013 WA Coal 1 78699977.007 8254269.352
2013 WA NG 11 78175835.216 4646001.793
2013 WY Coal 10 505659771.26 53030139.054
2013 WY NG 2 371518.905 22080.105
2014 AZ Coal 6 467915312.601 48256810.819
2014 AZ NG 21 202944406.404 12057382.754
2014 CA NG 108 715004968.149 42517017.947
2014 CA Other Gas 1 28249090.481 1663001.548
2014 CA Wood 1 3348513.394 348194.929
2014 CO Coal 11 352404216.227 36701159.531
2014 CO NG 17 96890269.967 5758575.981
2014 ID NG 5 17246492.68 1024935.351
2014 MT Coal 4 175012067.145 18369362.967
2014 MT NG 4 5617472.128 335948.447
2014 NM Coal 3 216425766.273 22505102.821
2014 NM NG 13 77464164.722 4602939.691
2014 NV Coal 3 70638313.272 7407457.513
2014 NV NG 11 149995773.244 8914061.859
2014 NV Residual Oil 1 0.0 0.0
2014 OR Coal 1 32041007.058 3360460.44
2014 OR NG 6 90135520.158 5356632.879
2014 TX NG 2 27669880.478 1606120.518
2014 UT Coal 5 329203149.13 33776244.938
2014 UT NG 6 60325598.061 3584877.66
2014 WA Coal 1 77647432.737 8143658.027
2014 WA NG 11 75748250.332 4502180.107
2014 WY Coal 10 467169351.198 48993264.958
2014 WY NG 2 151225.719 8987.37
2015 AZ Coal 6 407078206.197 41979430.973
2015 AZ NG 21 249365084.059 14814777.506
2015 CA NG 106 703532688.613 41836023.956
2015 CA Other Gas 1 27976103.195 1645392.655
2015 CA Wood 1 4832148.081 503461.758
2015 CO Coal 11 349753803.154 36434927.008
2015 CO NG 18 94589396.081 5621471.724
2015 ID NG 5 27027009.959 1606177.498
2015 MT Coal 4 177850615.207 18661716.76
2015 MT NG 4 6099081.529 362540.936
2015 NM Coal 3 215762074.914 22392710.434
2015 NM NG 13 80439681.923 4779300.392
2015 NV Coal 3 30063313.203 3151028.259
2015 NV NG 12 192735219.032 11454146.769
2015 OR Coal 1 24134580.786 2531234.055
2015 OR NG 6 109313155.622 6496319.689
2015 TX NG 2 27026513.582 1577898.956
2015 UT Coal 6 315641071.022 32384759.52
2015 UT NG 6 57118508.558 3394267.052
2015 WA Coal 1 60415411.925 6336360.826
2015 WA NG 10 91037374.115 5410363.645
2015 WY Coal 10 473817726.07 49690057.863
2015 WY NG 3 1027269.81 61046.488
2016 AZ Coal 6 347623835.147 35745813.953
2016 AZ NG 22 249836298.306 14847369.438
2016 CA NG 108 570195904.95 33836118.179
2016 CA Other Gas 1 27517565.063 1624003.463
2016 CA Wood 1 5528270.88 576296.4
2016 CO Coal 11 325802503.609 33946540.614
2016 CO NG 18 99500565.506 5913295.982
2016 ID NG 5 22913633.317 1361724.075
2016 MT Coal 3 158169474.901 16598575.224
2016 MT NG 3 4299707.902 255645.063
2016 NM Coal 3 199116436.051 20727173.046
2016 NM NG 14 85159306.366 5061574.657
2016 NV Coal 3 24189257.853 2534770.784
2016 NV NG 12 192563016.857 11444074.48
2016 OR Coal 1 19224271.607 2016241.522
2016 OR NG 7 103699178.894 6159419.596
2016 TX NG 2 21233025.586 1228637.087
2016 UT Coal 6 256737376.604 26341249.394
2016 UT NG 6 60144474.574 3573927.97
2016 WA Coal 1 53116406.488 5570847.302
2016 WA NG 10 76296519.349 4534312.086
2016 WY Coal 10 444314459.422 46597074.347
2016 WY NG 3 1448965.609 86102.958

In [ ]: