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Add spatial clustering analysis outputs

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David Adams
2026-05-17 18:53:38 -07:00
parent 90e8b21423
commit 7e46dd8578
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output/master_data_center_state_cluster_statistics.csv Normal file
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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
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
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
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
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
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
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
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 336 328 2 0.125626171875 1.0158942894339584 9 255.0 303 93588353.0 0.9761904761904762
3 UNK 195 151 30 0.24130822839000002 12.390850200380667 0 0.0 0 0.0 0.7743589743589744
4 CA 142 127 4 0.14155407524500002 4.641993632857324 15 130.0 106 8116832.0 0.8943661971830986
5 OR 137 126 3 0.15159119373 1.3104317149083942 3 125.0 94 49688859.0 0.9197080291970803
6 TX 135 125 5 0.2235475454 3.7899701942326667 14 597.0 106 18794317.0 0.9259259259259259
7 WA 90 80 2 0.10681100099 2.4650413499302224 6 70.0 87 35429647.0 0.8888888888888888
8 OH 76 71 3 0.195660662515 3.0926976227582896 6 135.0 63 29428125.0 0.9342105263157895
9 AZ 63 60 2 0.63475314371 2.450711486528254 2 54.0 43 12160383.0 0.9523809523809523
10 NJ 60 58 1 0.23289925633499997 2.9765557402608334 7 98.4 51 7786008.0 0.9666666666666667
11 IA 58 56 2 0.116580435865 3.744300602778793 0 0.0 57 47844868.0 0.9655172413793104
12 IL 56 51 1 0.28968818256499995 4.118414309912857 6 128.0 43 10180731.0 0.9107142857142857
13 GA 46 43 2 0.31313775770999996 3.4516311528315216 6 241.0 36 23674372.0 0.9347826086956522
14 NY 45 39 3 0.4481123015 5.013610396434666 4 46.64 17 1002445.0 0.8666666666666667
15 NV 37 37 2 0.16297925837 0.619560415384054 0 0.0 33 5550314.0 1.0
16 NC 30 22 3 0.91491787938 9.473547326350333 4 56.0 25 17352842.0 0.7333333333333333
17 FL 29 16 2 2.6803412470600003 6.622315774355172 6 49.2 18 937874.0 0.5517241379310345
18 CO 25 20 1 0.35505862506 3.7757390036919998 4 74.0 20 2609333.0 0.8
19 TN 25 14 2 1.1987112884400002 6.7694355677204 0 0.0 16 46797986.0 0.56
20 NE 23 22 1 0.31162069432 10.022599330286521 0 0.0 20 38430929.0 0.9565217391304348
21 WY 18 17 1 0.09977473429 3.8643407164083334 0 0.0 14 10298225.0 0.9444444444444444
22 NM 17 15 1 0.31934345877 9.922718529727646 0 0.0 11 25156895.0 0.8823529411764706
23 MD 15 14 1 3.3855322013499998 5.008247426645334 1 120.0 9 1509783.0 0.9333333333333333
24 MO 15 10 1 0.27376624508999997 0.6547459957526666 0 0.0 9 1240851.0 0.6666666666666666
25 UT 14 12 2 0.37590482437 16.759638485760714 0 0.0 10 24797700.0 0.8571428571428571
26 WI 14 7 1 6.883483928445 17.822370297542143 2 13.0 8 268085.0 0.5
27 SC 13 11 1 0.23479149643 23.555669800846154 0 0.0 13 14148321.0 0.8461538461538461
28 MI 13 8 1 11.79868149744 16.805228735717694 0 0.0 8 244816.0 0.6153846153846154
29 PA 13 4 1 7.31040907155 16.269156685973847 2 11.0 8 875667.0 0.3076923076923077
30 MN 12 10 1 8.036638681865 31.0203114869225 3 6.0 9 491352.0 0.8333333333333334
31 AL 12 6 1 0.343492472305 14.816592717144166 0 0.0 12 26755640.0 0.5
32 MA 11 6 1 1.9223687543999999 7.7633455207527255 3 16.5 10 965730.0 0.5454545454545454
33 KS 8 6 1 0.5563885793500001 47.40712499381875 0 0.0 6 487626.0 0.75
34 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
36 OK 6 3 1 11.52855876867 22.215336227484997 0 0.0 2 423416.0 0.5
37 KY 5 0 0 20.14126582155 45.15466590526 1 3.0 4 574822.0 0.0
38 NH 4 0 0 14.784096508375 19.294528896705 0 0.0 3 45534.0 0.0
39 LA 3 0 0 117.58847385344 137.21955528439335 1 0.9 1 87000.0 0.0
40 WV 3 0 0 5.50568387543 26.446768014113335 0 0.0 0 0.0 0.0
41 DC 2 2 1 1.0685612 1.0685612 0 0.0 0 0.0 1.0
42 AR 2 0 0 84.37357008167 84.37357008167 0 0.0 2 36425.0 0.0
43 ID 2 0 0 171.98459586707 171.98459586707 0 0.0 2 22350.0 0.0
44 ME 2 0 0 37.89737969254 37.89737969254 0 0.0 1 55383.0 0.0
45 MS 1 0 0 63.53705136869 63.53705136869 0 0.0 1 1642431.0 0.0
46 MT 1 0 0 302.91059965435 302.91059965435 0 0.0 1 1510.0 0.0
47 ND 1 0 0 17.827198263139998 17.827198263139998 0 0.0 0 0.0 0.0
48 SD 1 0 0 1.40482081024 1.40482081024 0 0.0 1 55963.0 0.0