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updated map and cluster analysis

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David Adams
2026-05-18 08:50:22 -07:00
parent aef9d99e18
commit dda6490023
9 changed files with 56139 additions and 55950 deletions
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output/master_data_center_state_cluster_statistics.csv
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@@ -1,48 +1,47 @@
state,points,clustered_points,clusters,median_nearest_neighbor_km,mean_nearest_neighbor_km,known_power_rows,total_power_mw_known,known_area_rows,total_area_sqft_known,clustered_share
VA,336,328,2,0.125626171875,1.0158942894339584,9,255.0,303,93588353.0,0.9761904761904762
UNK,195,151,30,0.24130822839000002,12.390850200380667,0,0.0,0,0.0,0.7743589743589744
CA,142,127,4,0.14155407524500002,4.641993632857324,15,130.0,106,8116832.0,0.8943661971830986
OR,137,126,3,0.15159119373,1.3104317149083942,3,125.0,94,49688859.0,0.9197080291970803
TX,135,125,5,0.2235475454,3.7899701942326667,14,597.0,106,18794317.0,0.9259259259259259
WA,90,80,2,0.10681100099,2.4650413499302224,6,70.0,87,35429647.0,0.8888888888888888
OH,76,71,3,0.195660662515,3.0926976227582896,6,135.0,63,29428125.0,0.9342105263157895
AZ,63,60,2,0.63475314371,2.450711486528254,2,54.0,43,12160383.0,0.9523809523809523
NJ,60,58,1,0.23289925633499997,2.9765557402608334,7,98.4,51,7786008.0,0.9666666666666667
IA,58,56,2,0.116580435865,3.744300602778793,0,0.0,57,47844868.0,0.9655172413793104
IL,56,51,1,0.28968818256499995,4.118414309912857,6,128.0,43,10180731.0,0.9107142857142857
GA,46,43,2,0.31313775770999996,3.4516311528315216,6,241.0,36,23674372.0,0.9347826086956522
NY,45,39,3,0.4481123015,5.013610396434666,4,46.64,17,1002445.0,0.8666666666666667
NV,37,37,2,0.16297925837,0.619560415384054,0,0.0,33,5550314.0,1.0
NC,30,22,3,0.91491787938,9.473547326350333,4,56.0,25,17352842.0,0.7333333333333333
VA,378,370,2,0.133276815095,0.9327067671122222,9,255.0,303,93588353.0,0.9788359788359788
TX,162,143,5,0.2235475454,6.1964760439045055,14,597.0,106,18794317.0,0.8827160493827161
CA,147,132,4,0.15121204004,4.512820110388708,15,130.0,106,8116832.0,0.8979591836734694
OR,145,131,3,0.15159119373,1.562544639764345,3,125.0,94,49688859.0,0.903448275862069
OH,103,96,3,0.16903547121,3.1021514005119415,6,135.0,63,29428125.0,0.9320388349514563
WA,93,83,2,0.10381312695,2.387473213154731,6,70.0,87,35429647.0,0.8924731182795699
AZ,69,66,2,0.43873375303,2.2569898055589857,2,54.0,43,12160383.0,0.9565217391304348
IA,65,63,2,0.11580852078,3.3536637093449233,0,0.0,57,47844868.0,0.9692307692307692
NJ,62,60,1,0.24708147378999998,2.918161375135323,7,98.4,51,7786008.0,0.967741935483871
IL,61,56,1,0.30237803874999997,4.160701438002295,6,128.0,43,10180731.0,0.9180327868852459
GA,50,47,2,0.31416686808500005,3.2091226136734003,6,241.0,36,23674372.0,0.94
NY,48,40,3,0.4481123015,7.8915155573368745,4,46.64,17,1002445.0,0.8333333333333334
NV,41,41,2,0.18476990696999998,0.6952970232151219,0,0.0,33,5550314.0,1.0
TN,32,19,2,1.1987112884400002,10.190176044265938,0,0.0,16,46797986.0,0.59375
NC,31,23,3,0.91491787938,9.173097105580966,4,56.0,25,17352842.0,0.7419354838709677
FL,29,16,2,2.6803412470600003,6.622315774355172,6,49.2,18,937874.0,0.5517241379310345
CO,25,20,1,0.35505862506,3.7757390036919998,4,74.0,20,2609333.0,0.8
TN,25,14,2,1.1987112884400002,6.7694355677204,0,0.0,16,46797986.0,0.56
NE,23,22,1,0.31162069432,10.022599330286521,0,0.0,20,38430929.0,0.9565217391304348
WY,18,17,1,0.09977473429,3.8643407164083334,0,0.0,14,10298225.0,0.9444444444444444
CO,27,22,1,0.43519916965,3.5889900514333335,4,74.0,20,2609333.0,0.8148148148148148
NE,26,25,1,0.32769160429,8.906800529746922,0,0.0,20,38430929.0,0.9615384615384616
WY,22,20,1,0.10753505635999999,14.407407951637271,0,0.0,14,10298225.0,0.9090909090909091
NM,17,15,1,0.31934345877,9.922718529727646,0,0.0,11,25156895.0,0.8823529411764706
MD,15,14,1,3.3855322013499998,5.008247426645334,1,120.0,9,1509783.0,0.9333333333333333
MO,15,10,1,0.27376624508999997,0.6547459957526666,0,0.0,9,1240851.0,0.6666666666666666
UT,14,12,2,0.37590482437,16.759638485760714,0,0.0,10,24797700.0,0.8571428571428571
WI,14,7,1,6.883483928445,17.822370297542143,2,13.0,8,268085.0,0.5
UT,17,14,2,0.30256015564,23.595220935459412,0,0.0,10,24797700.0,0.8235294117647058
MO,17,11,1,0.27376624508999997,4.680715659344118,0,0.0,9,1240851.0,0.6470588235294118
WI,17,8,1,6.1696829047,21.268179697612354,2,13.0,8,268085.0,0.47058823529411764
PA,17,5,1,5.894301701590001,18.504185239479412,2,11.0,8,875667.0,0.29411764705882354
MD,16,14,1,3.3855322013499998,5.185507497679375,1,120.0,9,1509783.0,0.875
MN,15,11,1,7.61783686261,25.040461700452667,3,6.0,9,491352.0,0.7333333333333333
SC,13,11,1,0.23479149643,23.555669800846154,0,0.0,13,14148321.0,0.8461538461538461
MI,13,8,1,11.79868149744,16.805228735717694,0,0.0,8,244816.0,0.6153846153846154
PA,13,4,1,7.31040907155,16.269156685973847,2,11.0,8,875667.0,0.3076923076923077
MN,12,10,1,8.036638681865,31.0203114869225,3,6.0,9,491352.0,0.8333333333333334
AL,12,6,1,0.343492472305,14.816592717144166,0,0.0,12,26755640.0,0.5
MA,11,6,1,1.9223687543999999,7.7633455207527255,3,16.5,10,965730.0,0.5454545454545454
MA,12,6,1,2.36500308138,7.948966985245832,3,16.5,10,965730.0,0.5
OK,11,7,1,2.47590806893,18.28521512806727,0,0.0,2,423416.0,0.6363636363636364
IN,10,1,1,7.63639683719,14.442391358249,2,55.0,3,264302.0,0.1
KS,8,6,1,0.5563885793500001,47.40712499381875,0,0.0,6,487626.0,0.75
IN,8,1,1,12.217672188530003,17.422596154298752,2,55.0,3,264302.0,0.125
CT,7,5,1,4.364088053360001,13.808708151232858,1,16.0,5,445253.0,0.7142857142857143
OK,6,3,1,11.52855876867,22.215336227484997,0,0.0,2,423416.0,0.5
KY,5,0,0,20.14126582155,45.15466590526,1,3.0,4,574822.0,0.0
MS,5,0,0,0.15812871872,12.809416381754,0,0.0,1,1642431.0,0.0
ID,4,0,0,86.148955130145,86.148955130145,0,0.0,2,22350.0,0.0
NH,4,0,0,14.784096508375,19.294528896705,0,0.0,3,45534.0,0.0
LA,3,0,0,117.58847385344,137.21955528439335,1,0.9,1,87000.0,0.0
MT,3,0,0,227.51648888594,252.64785914207664,0,0.0,1,1510.0,0.0
ND,3,0,0,17.827198263139998,65.20606093102333,0,0.0,0,0.0,0.0
WV,3,0,0,5.50568387543,26.446768014113335,0,0.0,0,0.0,0.0
DC,2,2,1,1.0685612,1.0685612,0,0.0,0,0.0,1.0
AR,2,0,0,84.37357008167,84.37357008167,0,0.0,2,36425.0,0.0
ID,2,0,0,171.98459586707,171.98459586707,0,0.0,2,22350.0,0.0
ME,2,0,0,37.89737969254,37.89737969254,0,0.0,1,55383.0,0.0
MS,1,0,0,63.53705136869,63.53705136869,0,0.0,1,1642431.0,0.0
MT,1,0,0,302.91059965435,302.91059965435,0,0.0,1,1510.0,0.0
ND,1,0,0,17.827198263139998,17.827198263139998,0,0.0,0,0.0,0.0
SD,1,0,0,1.40482081024,1.40482081024,0,0.0,1,55963.0,0.0
SD,2,0,0,1.40482081024,1.40482081024,0,0.0,1,55963.0,0.0
1 state points clustered_points clusters median_nearest_neighbor_km mean_nearest_neighbor_km known_power_rows total_power_mw_known known_area_rows total_area_sqft_known clustered_share
2 VA 336 378 328 370 2 0.125626171875 0.133276815095 1.0158942894339584 0.9327067671122222 9 255.0 303 93588353.0 0.9761904761904762 0.9788359788359788
3 UNK TX 195 162 151 143 30 5 0.24130822839000002 0.2235475454 12.390850200380667 6.1964760439045055 0 14 0.0 597.0 0 106 0.0 18794317.0 0.7743589743589744 0.8827160493827161
4 CA 142 147 127 132 4 0.14155407524500002 0.15121204004 4.641993632857324 4.512820110388708 15 130.0 106 8116832.0 0.8943661971830986 0.8979591836734694
5 OR 137 145 126 131 3 0.15159119373 1.3104317149083942 1.562544639764345 3 125.0 94 49688859.0 0.9197080291970803 0.903448275862069
6 TX OH 135 103 125 96 5 3 0.2235475454 0.16903547121 3.7899701942326667 3.1021514005119415 14 6 597.0 135.0 106 63 18794317.0 29428125.0 0.9259259259259259 0.9320388349514563
7 WA 90 93 80 83 2 0.10681100099 0.10381312695 2.4650413499302224 2.387473213154731 6 70.0 87 35429647.0 0.8888888888888888 0.8924731182795699
8 OH AZ 76 69 71 66 3 2 0.195660662515 0.43873375303 3.0926976227582896 2.2569898055589857 6 2 135.0 54.0 63 43 29428125.0 12160383.0 0.9342105263157895 0.9565217391304348
9 AZ IA 63 65 60 63 2 0.63475314371 0.11580852078 2.450711486528254 3.3536637093449233 2 0 54.0 0.0 43 57 12160383.0 47844868.0 0.9523809523809523 0.9692307692307692
10 NJ 60 62 58 60 1 0.23289925633499997 0.24708147378999998 2.9765557402608334 2.918161375135323 7 98.4 51 7786008.0 0.9666666666666667 0.967741935483871
11 IA IL 58 61 56 2 1 0.116580435865 0.30237803874999997 3.744300602778793 4.160701438002295 0 6 0.0 128.0 57 43 47844868.0 10180731.0 0.9655172413793104 0.9180327868852459
12 IL GA 56 50 51 47 1 2 0.28968818256499995 0.31416686808500005 4.118414309912857 3.2091226136734003 6 128.0 241.0 43 36 10180731.0 23674372.0 0.9107142857142857 0.94
13 GA NY 46 48 43 40 2 3 0.31313775770999996 0.4481123015 3.4516311528315216 7.8915155573368745 6 4 241.0 46.64 36 17 23674372.0 1002445.0 0.9347826086956522 0.8333333333333334
14 NY NV 45 41 39 41 3 2 0.4481123015 0.18476990696999998 5.013610396434666 0.6952970232151219 4 0 46.64 0.0 17 33 1002445.0 5550314.0 0.8666666666666667 1.0
15 NV TN 37 32 37 19 2 0.16297925837 1.1987112884400002 0.619560415384054 10.190176044265938 0 0.0 33 16 5550314.0 46797986.0 1.0 0.59375
16 NC 30 31 22 23 3 0.91491787938 9.473547326350333 9.173097105580966 4 56.0 25 17352842.0 0.7333333333333333 0.7419354838709677
17 FL 29 16 2 2.6803412470600003 6.622315774355172 6 49.2 18 937874.0 0.5517241379310345
18 CO 25 27 20 22 1 0.35505862506 0.43519916965 3.7757390036919998 3.5889900514333335 4 74.0 20 2609333.0 0.8 0.8148148148148148
19 TN NE 25 26 14 25 2 1 1.1987112884400002 0.32769160429 6.7694355677204 8.906800529746922 0 0.0 16 20 46797986.0 38430929.0 0.56 0.9615384615384616
20 NE WY 23 22 22 20 1 0.31162069432 0.10753505635999999 10.022599330286521 14.407407951637271 0 0.0 20 14 38430929.0 10298225.0 0.9565217391304348 0.9090909090909091
WY 18 17 1 0.09977473429 3.8643407164083334 0 0.0 14 10298225.0 0.9444444444444444
21 NM 17 15 1 0.31934345877 9.922718529727646 0 0.0 11 25156895.0 0.8823529411764706
22 MD UT 15 17 14 1 2 3.3855322013499998 0.30256015564 5.008247426645334 23.595220935459412 1 0 120.0 0.0 9 10 1509783.0 24797700.0 0.9333333333333333 0.8235294117647058
23 MO 15 17 10 11 1 0.27376624508999997 0.6547459957526666 4.680715659344118 0 0.0 9 1240851.0 0.6666666666666666 0.6470588235294118
24 UT WI 14 17 12 8 2 1 0.37590482437 6.1696829047 16.759638485760714 21.268179697612354 0 2 0.0 13.0 10 8 24797700.0 268085.0 0.8571428571428571 0.47058823529411764
25 WI PA 14 17 7 5 1 6.883483928445 5.894301701590001 17.822370297542143 18.504185239479412 2 13.0 11.0 8 268085.0 875667.0 0.5 0.29411764705882354
26 MD 16 14 1 3.3855322013499998 5.185507497679375 1 120.0 9 1509783.0 0.875
27 MN 15 11 1 7.61783686261 25.040461700452667 3 6.0 9 491352.0 0.7333333333333333
28 SC 13 11 1 0.23479149643 23.555669800846154 0 0.0 13 14148321.0 0.8461538461538461
29 MI 13 8 1 11.79868149744 16.805228735717694 0 0.0 8 244816.0 0.6153846153846154
PA 13 4 1 7.31040907155 16.269156685973847 2 11.0 8 875667.0 0.3076923076923077
MN 12 10 1 8.036638681865 31.0203114869225 3 6.0 9 491352.0 0.8333333333333334
30 AL 12 6 1 0.343492472305 14.816592717144166 0 0.0 12 26755640.0 0.5
31 MA 11 12 6 1 1.9223687543999999 2.36500308138 7.7633455207527255 7.948966985245832 3 16.5 10 965730.0 0.5454545454545454 0.5
32 OK 11 7 1 2.47590806893 18.28521512806727 0 0.0 2 423416.0 0.6363636363636364
33 IN 10 1 1 7.63639683719 14.442391358249 2 55.0 3 264302.0 0.1
34 KS 8 6 1 0.5563885793500001 47.40712499381875 0 0.0 6 487626.0 0.75
IN 8 1 1 12.217672188530003 17.422596154298752 2 55.0 3 264302.0 0.125
35 CT 7 5 1 4.364088053360001 13.808708151232858 1 16.0 5 445253.0 0.7142857142857143
OK 6 3 1 11.52855876867 22.215336227484997 0 0.0 2 423416.0 0.5
36 KY 5 0 0 20.14126582155 45.15466590526 1 3.0 4 574822.0 0.0
37 MS 5 0 0 0.15812871872 12.809416381754 0 0.0 1 1642431.0 0.0
38 ID 4 0 0 86.148955130145 86.148955130145 0 0.0 2 22350.0 0.0
39 NH 4 0 0 14.784096508375 19.294528896705 0 0.0 3 45534.0 0.0
40 LA 3 0 0 117.58847385344 137.21955528439335 1 0.9 1 87000.0 0.0
41 MT 3 0 0 227.51648888594 252.64785914207664 0 0.0 1 1510.0 0.0
42 ND 3 0 0 17.827198263139998 65.20606093102333 0 0.0 0 0.0 0.0
43 WV 3 0 0 5.50568387543 26.446768014113335 0 0.0 0 0.0 0.0
44 DC 2 2 1 1.0685612 1.0685612 0 0.0 0 0.0 1.0
45 AR 2 0 0 84.37357008167 84.37357008167 0 0.0 2 36425.0 0.0
ID 2 0 0 171.98459586707 171.98459586707 0 0.0 2 22350.0 0.0
46 ME 2 0 0 37.89737969254 37.89737969254 0 0.0 1 55383.0 0.0
47 MS SD 1 2 0 0 63.53705136869 1.40482081024 63.53705136869 1.40482081024 0 0.0 1 1642431.0 55963.0 0.0
MT 1 0 0 302.91059965435 302.91059965435 0 0.0 1 1510.0 0.0
ND 1 0 0 17.827198263139998 17.827198263139998 0 0.0 0 0.0 0.0
SD 1 0 0 1.40482081024 1.40482081024 0 0.0 1 55963.0 0.0