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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
11 changed files with 4988 additions and 0 deletions
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master_data_center_spatial_cluster_points.csv Normal file
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master_data_center_spatial_cluster_summary.csv Normal file
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cluster_id,point_count,centroid_latitude,centroid_longitude,radius_km_p50,radius_km_p90,radius_km_max,states,cities,sources,operators,total_power_mw_known,known_power_rows,total_area_sqft_known,known_area_rows
14,358,38.9505524577943,-77.44883654953755,7.973704386613527,23.85508840149954,86.27638953436342,VA (308); UNK (34); MD (14); DC (2),Unknown (191); Ashburn (57); Sterling (39); Manassas (19); Leesburg (12); Reston (5); Dulles (5); Baltimore (5),merged (301); osm (38); curated (19),Amazon Web Services (127); Unknown (57); Digital Realty (27); Equinix (18); Quality Technology Services (11); NTT (9); Google (9); Amazon AWS (9),254.0,8,69073011.0,299
13,100,37.408052348983325,-121.97539262079569,4.230806570180393,25.6916778716018,62.89418134489451,CA (95); UNK (5),Santa Clara (40); Unknown (28); San Jose (17); Sunnyvale (4); San Francisco (4); Fremont (2); Palo Alto (1); Milpitas (1),merged (81); osm (13); curated (6),Equinix (14); Unknown (13); Digital Realty (13); CoreSite (11); Lumen Technologies (3); Prime (3); Stack Infrastructure (3); Csquare (3),84.0,10,5604109.0,74
1,80,40.08020224867321,-82.93471270486346,16.835984582020714,22.99956126400997,26.263463963176484,OH (57); UNK (23),Unknown (65); New Albany (7); Columbus (3); Johnstown (2); Delaware (1); Lewis Center (1); Dublin (1),merged (44); osm (30); curated (6),Amazon Web Services (39); Unknown (11); Google (9); Meta (5); Quality Technology Services (4); Vantage (3); Cologix (3); Amazon Web Services us-east-2 datacenter (1),125.0,3,25642637.0,48
0,78,40.69256169997303,-74.25409481235971,22.569104602450317,41.90189464841273,54.653835668278894,NJ (58); NY (17); UNK (3),Unknown (35); Secaucus (7); New York (7); Orangeburg (5); Piscataway Township (3); Clifton (3); North Bergen (2); Weehawken (2),merged (54); curated (12); osm (12),Unknown (28); Digital Realty (10); Equinix (7); Barclays (2); Centersquare (2); Evocative (2); CyrusOne (2); CoreSite (2),121.4,9,8176969.0,55
11,73,45.85101136466562,-119.49007859238161,13.045232815923878,21.63616587069014,30.345095339220286,OR (68); UNK (5),Boardman (34); Umatilla (19); Hermiston (15); Unknown (5),merged (48); osm (23); curated (2),Amazon Web Services (66); Rowan Green Data LLC (4); Amazon AWS (2); amazon web services (1),0.0,0,7772390.0,48
7,66,32.93922011973243,-96.8319479869688,16.981192592282255,34.89378622975761,40.24048597899668,TX (62); UNK (4),Dallas (23); Unknown (20); Richardson (9); Plano (6); Allen (4); Garland (2); Irving (1); Fort Worth (1),merged (37); curated (17); osm (12),Unknown (17); Digital Realty (7); Meta (3); Flexential (3); TierPoint (3); Equinix (2); Quality Technology Services (2); CyrusOne (2),271.0,10,8949412.0,43
22,60,33.4079454552775,-111.86740136049954,15.669584857545548,25.356600873749915,37.48280364366827,AZ (54); UNK (6),Unknown (23); Phoenix (13); Chandler (11); Mesa (9); Tempe (2); Gilbert (1); Scottsdale (1),merged (49); osm (7); curated (4),Unknown (34); CyrusOne (4); Iron Mountain (3); Lumen Technologies (2); Digital Realty (2); EdgeConneX (2); Quality Technology Services (2); Flexential (1),19.0,1,10788638.0,37
36,57,47.2893450775335,-119.95239130820072,10.645006993251728,23.016052414013583,24.44852462698836,WA (54); UNK (3),Unknown (53); East Wenatchee (4),merged (54); osm (3),Unknown (33); Microsoft (12); Sabey Data Centers (5); Yahoo (2); NTT (2); Intuit (1); CyrusOne (1); Actapio (1),0.0,0,31931676.0,54
21,57,41.91859245625804,-87.89905436273325,20.854399906833976,31.19760266107957,39.20781354469512,IL (51); UNK (5); IN (1),Chicago (16); Elk Grove Village (12); Unknown (10); Itasca (4); Aurora (3); Northlake (3); West Chicago (2); Wood Dale (2),merged (36); osm (12); curated (9),Unknown (8); Digital Realty (6); NTT (4); CyrusOne (3); Equinix (3); Centersquare (3); EdgeConneX (2); Element Critical (2),128.0,6,8545610.0,39
15,45,45.53914975065372,-122.89721526346545,3.6894552669691487,16.742582702847795,26.566249399235318,OR (45),Hillsboro (34); Portland (5); Beaverton (2); Forest Grove (2); Unknown (1); Wilsonville (1),merged (27); osm (14); curated (4),"Stack Infrastructure (7); Flexential (7); Quality Technology Services (7); Unknown (3); Digital Realty (3); NTT (2); Digital Fortress, Inc (2); Oregon Health & Science University (1)",125.0,3,3954555.0,28
25,45,41.1977002767334,-95.97233585299013,14.634424151618726,17.046652999675604,19.27550488464374,NE (22); IA (20); UNK (3),Unknown (37); Omaha (7); Council Bluffs (1),merged (37); osm (5); curated (3),Google (24); Meta (7); Unknown (5); First National of Nebraska (1); Fidelity (1); Verizon Wireless (1); Travelers Insurance (1); CyrusOne (1),0.0,0,43999052.0,39
2,43,41.55913472271466,-93.68874578245834,11.519831501320482,19.650092384649973,22.840164869667376,IA (36); UNK (7),Unknown (32); West Des Moines (6); Altoona (2); Des Moines (1); Pleasant Hill (1); Cumming (1),merged (32); osm (7); curated (4),Microsoft (23); Unknown (9); Meta (7); Apple (1); Lumen (1); Facebook (1); Microsoft Azure (1),0.0,0,41863928.0,35
35,41,33.845593219995685,-84.39930589725657,24.10053941362749,38.03258460048947,45.613774692024194,GA (37); UNK (4),Unknown (16); Atlanta (8); Alpharetta (6); Lithia Springs (4); Douglasville (3); Norcross (1); Acworth (1); Austell (1),merged (29); curated (6); osm (6),Unknown (11); Quality Technology Services (9); Flexential (5); Digital Realty (3); Google (2); datasite (1); Ascent (1); Switch (1),240.0,5,11358369.0,28
34,37,29.455040825394725,-98.67987572348397,3.834307300059248,17.721631881985587,33.2402455946031,TX (32); UNK (5),Unknown (27); San Antonio (10),merged (29); osm (7); curated (1),Unknown (12); Microsoft (8); CyrusOne (4); Vantage Data Centers (2); Frost Bank (1); National Security Agency (1); Lowe's (1); CHRISTUS Health (1),96.0,1,5055572.0,30
5,28,37.477987394788826,-77.27090686974127,2.7705908991905472,14.26153091651092,24.925621133054282,VA (20); UNK (8),Unknown (13); Sandston (13); Richmond (2),osm (21); merged (5); curated (2),Quality Technology Services (11); Unknown (7); Meta (4); PowerHouse (2); Flexential (1); EdgeConnex (1); Bank of America (1); Digital Fortress (1),1.0,1,11654278.0,7
29,26,47.61173896339952,-122.30302381089207,12.986936183022873,25.592671673096746,28.163107450966837,WA (26),Seattle (10); Tukwila (8); Lynnwood (4); Unknown (3); Redmond (1),merged (21); curated (5),Sabey (6); Unknown (5); Centersquare (3); Digital Realty (2); Comcast (1); H5 Data Centers (1); Equinix (1); Unity Cable System (1),30.0,5,1298682.0,23
24,24,36.09848641936785,-115.1460182767778,7.765261263342856,13.17847872986068,17.121503866023655,NV (22); UNK (2),Unknown (14); Las Vegas (6); Henderson (2); Enterprise (1); North Las Vegas (1),merged (19); osm (3); curated (2),Switch (9); Unknown (5); Flexential (2); Google (2); Fiberhub (2); Lumen Technologies (1); DataBank (1); EdgeConnex (1),0.0,0,3058114.0,19
16,22,39.65542824454442,-104.87850366494521,11.25253266961997,17.72039293995144,39.0381989795077,CO (20); UNK (2),Centennial (7); Englewood (4); Denver (3); Aurora (2); Unknown (2); Thorton (1); Broomfield (1); Greenwood Village (1),merged (17); curated (3); osm (2),"Unknown (9); Flexential (4); Google (1); US Signal (1); DataBank (1); JPMorgan Chase (1); Handy Networks, LLC (1); Enzu (1)",34.0,3,2106229.0,15
32,20,41.12778129060167,-104.88889551299455,1.1139028662598278,6.529331019097679,7.285244314843583,WY (17); UNK (3),Unknown (16); Cheyenne (4),merged (13); curated (4); osm (3),"Unknown (10); Microsoft (4); University Corporation for Atmospheric Research (2); MineOne (1); Cogent Communications (1); Mountain West Technology Networks (1); Meta, Inc. (1)",0.0,0,10298225.0,14
39,18,30.248336277183128,-97.69273069395001,4.740827226837585,13.814480707277305,26.721929841337584,TX (16); UNK (2),Unknown (11); Austin (6); Pflugerville (1),merged (15); osm (3),Unknown (14); Lumen Technologies (1); Data Foundry (1); Alpheus (1); Switch (1),0.0,0,1702464.0,15
43,17,39.548241927339596,-119.52089823038118,2.9651428451438395,5.392941105583499,5.511258683299995,NV (15); UNK (2),Unknown (16); McCarran (1),merged (15); osm (2),Unknown (16); Switch (1),0.0,0,2492200.0,14
50,17,43.068117993310935,-78.95311006139806,4.411408951625321,18.000490338350204,21.104598551440773,NY (17),Niagara Falls (12); Getzville (1); Unknown (1); Amherst (1); Lockport (1); Buffalo (1),osm (11); merged (4); curated (2),Unknown (13); Blockfusion (1); US Bitcoin (1); H5 Data Centers (1); iTel Networks Inc. (1),21.0,1,119941.0,4
26,17,39.12498341358716,-94.69391645399247,19.744141304503227,25.27644588515631,25.696360053303664,MO (10); KS (6); UNK (1),Unknown (7); Kansas City (5); Olathe (3); Lenexa (2),merged (14); osm (3),"Unknown (13); Lumen (1); TierPoint (1); Meta (1); Patmos Hosting, Inc. (1)",0.0,0,1630418.0,11
9,16,34.02531384016957,-118.30100536502576,7.0501666387634465,19.5766593940051,19.805295695426505,CA (16),Los Angeles (9); El Segundo (3); Unknown (2); Burbank (1); Torrance (1),merged (11); osm (3); curated (2),Unknown (3); Digital Realty (2); Centurylink (2); United States Postal Service (1); Hivelocity (1); CoreSpace (1); Colocation America (1); LeaseWeb (1),24.0,2,1133177.0,11
4,15,34.956782098505165,-106.68820141211395,16.36961963907809,16.853985294485238,18.612305761815904,NM (15),Los Lunas (7); Albuquerque (5); Unknown (3),merged (14); osm (1),Meta (7); Unknown (4); Sandia National Laboratories (1); UNM (1); Oso Grande (1); bigbyte.cc (1),0.0,0,25093331.0,9
31,14,36.070571183850646,-86.78277236858342,13.877424128476576,17.80340862168865,23.56464460745624,TN (10); UNK (4),Unknown (8); Franklin (3); Nashville (2); Brentwood (1),merged (7); osm (4); curated (3),Unknown (7); Flexential (3); BNYM (1); Lumen (1); Megaport (1); Compass Datacenters (1),0.0,0,765193.0,7
37,13,44.29380745397643,-120.88063480249834,0.9998241001145451,1.3846224665625428,1.56342880932423,OR (13),Unknown (13),merged (11); curated (2),Meta (8); Apple (4); Unknown (1),0.0,0,35291272.0,13
51,12,32.54278902193147,-96.79716288602299,0.5104275649083224,0.8301436998573514,0.8688539766314121,UNK (7); TX (5),Unknown (11); Red Oak (1),osm (7); merged (5),Unknown (11); Google (1),0.0,0,1059741.0,5
40,11,33.05648812788298,-80.04764903328766,0.9767458752444339,1.4007413760158505,9.772378331666541,SC (11),Unknown (10); Ladson (1),merged (10); curated (1),Google (10); DartPoints (1),0.0,0,10448229.0,11
23,11,25.773071565463354,-80.2694599802917,7.7252109342753,14.800714234634095,20.877205278864995,FL (11),Miami (8); Unknown (2); Sweetwater (1),merged (7); curated (4),Unknown (4); Zenlayer (1); Enzu (1); Edgeuno (1); Voxility (1); Atlantic Metro Communications (1); RadiusDC (1); Metrobloks (1),26.2,3,410851.0,5
17,11,44.939406261344054,-93.35586656112582,16.798373534871825,26.510708350903666,29.623794536703983,MN (10); UNK (1),Chaska (2); Minneapolis (2); Brooklyn Park (1); Shakopee (1); Hopkins (1); Bloomington (1); Saint Paul (1); Lino Lakes (1),merged (4); osm (4); curated (3),Unknown (3); Flexential (1); Cologix (1); Centersquare (1); Stream Data Centers (1); Lumen (1); Verizon (1); H5 (1),6.0,3,415873.0,7
30,10,35.20746966073888,-80.83289570354098,9.949518656294053,16.24297518497126,24.076825741820425,NC (10),Charlotte (8); Unknown (2),merged (6); curated (4),Unknown (3); Flexential (2); TierPoint (1); MOD Mission Critical (1); 5C Data Centers (1); Charlotte Colocation Center (1); Digital Realty (1),56.0,4,1229756.0,10
10,10,39.242646092491086,-84.45014072117125,16.607756555108814,19.411403775202153,25.505347123726313,OH (10),Unknown (4); Cincinnati (4); West Chester (1); West Chester Township (1),merged (6); curated (4),CyrusOne (3); Unknown (2); Flexential (1); CBTS LLC (1); Lumen (1); H5 Data Centers (1); T5 Data Centers (1),6.0,1,2081449.0,7
46,10,29.938678129668812,-95.55533690936811,24.333568302466844,28.005372476108835,33.0130843277154,TX (10),Unknown (5); Houston (3); The Woodlands (2),merged (7); curated (3),Unknown (4); DXC Technology (2); Skybox (1); Stream Data Centers (1); DataBank (1); Megaport (1),30.0,2,1209387.0,8
12,9,38.628640747746644,-121.43466437506146,5.651392632086266,14.248693409532397,14.257742778155672,CA (9),Sacramento (6); Rancho Cordova (2); McClellan Park (1),merged (6); curated (3),NTT (3); Quality Technology Services (1); EdgeConneX (1); EdgeConnex (1); Quest Technology Management (1); NTT Global Data Centers (1); Lumen (1),15.0,2,776107.0,8
33,8,40.66206849143843,-111.9766129503879,9.39464567194559,12.563292046261811,12.5744606547849,UT (8),Salt Lake City (3); Unknown (2); West Jordan (2); West Valley City (1),merged (6); curated (2),Flexential (4); Unknown (2); Megaport (2),0.0,0,464141.0,6
20,8,35.86636181146734,-78.8035583063186,14.095390007876777,19.69404756105544,20.230547889139768,NC (8),Durham (3); Raleigh (2); Cary (1); Unknown (1); Morrisville (1),merged (6); curated (2),Unknown (4); Duke Libraries (1); Flexential (1); Lumen (1); TierPoint (1),0.0,0,132275.0,4
48,8,42.88434508658877,-87.96082836731394,19.036914556758205,25.19677990179764,27.898467297327397,WI (7); UNK (1),Unknown (3); Milwaukee (2); Franklin (1); Waukesha (1); Mount Pleasant (1),merged (5); curated (2); osm (1),Unknown (5); WE Energies (1); 1547 Critical Systems Realty (1); Microsoft Azure (1),12.0,1,242491.0,4
19,8,42.38617340872857,-83.1597476793625,13.626563996612896,29.244772950236673,30.331839272985288,MI (8),Detroit (3); Unknown (3); Southgate (1); Royal Oak (1),merged (5); curated (2); osm (1),Verizon Wireless (1); EdgeConneX (1); US Signal (1); Comcast (1); Dennis Sampier (1); iTel Networks Inc. (1); Liberty Center One (1); Quicken Loans (1),0.0,0,112059.0,5
41,7,33.75948634927618,-117.87415166377228,7.905593805170266,10.701247440937625,13.18120405139297,CA (7),Tustin (2); Anaheim (2); Unknown (1); Irvine (1); Santa Ana (1),curated (4); merged (2); osm (1),Unknown (2); Lumen (2); Cogent Communications (1); Centersquare (1); TPx Communications (1),7.0,1,175890.0,6
27,7,36.150301186246,-95.93737417081921,4.803177750463909,11.517743975592886,12.719899870319985,UNK (4); OK (3),Unknown (5); Tulsa (2),osm (5); merged (2),Unknown (7),0.0,0,423416.0,2
52,6,40.26834981796503,-112.01697796247515,0.3076524768828879,0.4097201347899629,0.47214804072348576,UT (4); UNK (2),Unknown (6),merged (3); osm (2); curated (1),Meta (3); Unknown (3),0.0,0,24333559.0,4
8,6,42.36647328789545,-71.07030113470137,1.4206538871615924,2.4226337222355028,3.239517330370416,MA (6),Somerville (3); Boston (2); Cambridge (1),curated (4); merged (2),Unknown (1); Colospace (1); Evocative (1); DataBank (1); Lumen (1); Verizon (1),6.0,1,681041.0,5
3,6,33.6188367666041,-83.7058148714412,2.3826347147580647,4.340869040004122,4.340869040004122,GA (6),Social Circle (3); Unknown (3),merged (4); curated (2),"Meta (4); Meta, Inc. (2)",0.0,0,11769048.0,5
44,6,33.42236512399551,-112.38077998608519,2.139607425829828,4.364874977829481,5.988888093290058,AZ (6),Goodyear (6),merged (5); curated (1),Microsoft (3); Unknown (2); Microsoft Azure (1),0.0,0,1371532.0,5
6,6,34.80950713216678,-86.64633842646829,4.373244044711345,8.361999591872971,8.473660116371308,AL (6),Unknown (5); Huntsville (1),merged (6),Meta (4); Alabama Supercomputer Authority (1); Unknown (1),0.0,0,15957658.0,6
28,6,41.459674611777395,-81.71049614855717,7.286546435242644,10.33523896117307,12.73633349884201,OH (4); UNK (2),Unknown (4); Cleveland (2),merged (3); osm (2); curated (1),Unknown (3); T5 Data Centers (2); Lumen (1),3.0,1,1137195.0,3
42,5,35.31590520466847,-81.82409089933745,0.18170522839137934,0.25897683256163007,0.26033393570749397,NC (4); UNK (1),Unknown (5),merged (4); osm (1),Meta (5),0.0,0,5654641.0,4
49,5,36.62527075412491,-87.26016357179815,0.30588773329791924,0.3487409836609749,0.36811219960314284,TN (4); UNK (1),Unknown (4); Clarksville (1),merged (4); osm (1),Google (4); Google LLC (1),0.0,0,27106734.0,4
18,5,42.68818430358183,-73.76599865522454,4.45173467404206,6.636757996625842,6.8006916098328904,NY (5),Albany (4); Latham (1),merged (4); curated (1),Unknown (2); Lumen Technologies (1); Crown Castle (1); Lumen (1),0.0,0,71224.0,4
45,5,28.003896733153063,-82.42684365652548,9.8669018732784,10.99192154773684,11.70999282418703,FL (5),Tampa (5),merged (4); curated (1),Flexential (2); Cyxtera (1); Centersquare (1); Lumen (1),18.0,2,181183.0,4
38,5,40.08977898395808,-75.3615435051576,6.180982686046215,18.256251890305606,22.381723248463654,PA (4); UNK (1),Unknown (2); Philadelphia (1); Collegeville (1); King of Prussia (1),merged (3); osm (2),Unknown (2); TierPoint (1); Flexential (1); Lumen Technologies (1),0.0,0,292976.0,3
47,5,41.12301941321524,-73.39860775243498,10.485478442587432,20.51227898558774,24.778569389472402,CT (5),Stamford (2); Trumbull (1); Unknown (1); Norwalk (1),merged (3); curated (2),CyrusOne (2); Digital Realty (1); Unknown (1); Crown Castle (1),16.0,1,391286.0,4
1 cluster_id point_count centroid_latitude centroid_longitude radius_km_p50 radius_km_p90 radius_km_max states cities sources operators total_power_mw_known known_power_rows total_area_sqft_known known_area_rows
2 14 358 38.9505524577943 -77.44883654953755 7.973704386613527 23.85508840149954 86.27638953436342 VA (308); UNK (34); MD (14); DC (2) Unknown (191); Ashburn (57); Sterling (39); Manassas (19); Leesburg (12); Reston (5); Dulles (5); Baltimore (5) merged (301); osm (38); curated (19) Amazon Web Services (127); Unknown (57); Digital Realty (27); Equinix (18); Quality Technology Services (11); NTT (9); Google (9); Amazon AWS (9) 254.0 8 69073011.0 299
3 13 100 37.408052348983325 -121.97539262079569 4.230806570180393 25.6916778716018 62.89418134489451 CA (95); UNK (5) Santa Clara (40); Unknown (28); San Jose (17); Sunnyvale (4); San Francisco (4); Fremont (2); Palo Alto (1); Milpitas (1) merged (81); osm (13); curated (6) Equinix (14); Unknown (13); Digital Realty (13); CoreSite (11); Lumen Technologies (3); Prime (3); Stack Infrastructure (3); Csquare (3) 84.0 10 5604109.0 74
4 1 80 40.08020224867321 -82.93471270486346 16.835984582020714 22.99956126400997 26.263463963176484 OH (57); UNK (23) Unknown (65); New Albany (7); Columbus (3); Johnstown (2); Delaware (1); Lewis Center (1); Dublin (1) merged (44); osm (30); curated (6) Amazon Web Services (39); Unknown (11); Google (9); Meta (5); Quality Technology Services (4); Vantage (3); Cologix (3); Amazon Web Services us-east-2 datacenter (1) 125.0 3 25642637.0 48
5 0 78 40.69256169997303 -74.25409481235971 22.569104602450317 41.90189464841273 54.653835668278894 NJ (58); NY (17); UNK (3) Unknown (35); Secaucus (7); New York (7); Orangeburg (5); Piscataway Township (3); Clifton (3); North Bergen (2); Weehawken (2) merged (54); curated (12); osm (12) Unknown (28); Digital Realty (10); Equinix (7); Barclays (2); Centersquare (2); Evocative (2); CyrusOne (2); CoreSite (2) 121.4 9 8176969.0 55
6 11 73 45.85101136466562 -119.49007859238161 13.045232815923878 21.63616587069014 30.345095339220286 OR (68); UNK (5) Boardman (34); Umatilla (19); Hermiston (15); Unknown (5) merged (48); osm (23); curated (2) Amazon Web Services (66); Rowan Green Data LLC (4); Amazon AWS (2); amazon web services (1) 0.0 0 7772390.0 48
7 7 66 32.93922011973243 -96.8319479869688 16.981192592282255 34.89378622975761 40.24048597899668 TX (62); UNK (4) Dallas (23); Unknown (20); Richardson (9); Plano (6); Allen (4); Garland (2); Irving (1); Fort Worth (1) merged (37); curated (17); osm (12) Unknown (17); Digital Realty (7); Meta (3); Flexential (3); TierPoint (3); Equinix (2); Quality Technology Services (2); CyrusOne (2) 271.0 10 8949412.0 43
8 22 60 33.4079454552775 -111.86740136049954 15.669584857545548 25.356600873749915 37.48280364366827 AZ (54); UNK (6) Unknown (23); Phoenix (13); Chandler (11); Mesa (9); Tempe (2); Gilbert (1); Scottsdale (1) merged (49); osm (7); curated (4) Unknown (34); CyrusOne (4); Iron Mountain (3); Lumen Technologies (2); Digital Realty (2); EdgeConneX (2); Quality Technology Services (2); Flexential (1) 19.0 1 10788638.0 37
9 36 57 47.2893450775335 -119.95239130820072 10.645006993251728 23.016052414013583 24.44852462698836 WA (54); UNK (3) Unknown (53); East Wenatchee (4) merged (54); osm (3) Unknown (33); Microsoft (12); Sabey Data Centers (5); Yahoo (2); NTT (2); Intuit (1); CyrusOne (1); Actapio (1) 0.0 0 31931676.0 54
10 21 57 41.91859245625804 -87.89905436273325 20.854399906833976 31.19760266107957 39.20781354469512 IL (51); UNK (5); IN (1) Chicago (16); Elk Grove Village (12); Unknown (10); Itasca (4); Aurora (3); Northlake (3); West Chicago (2); Wood Dale (2) merged (36); osm (12); curated (9) Unknown (8); Digital Realty (6); NTT (4); CyrusOne (3); Equinix (3); Centersquare (3); EdgeConneX (2); Element Critical (2) 128.0 6 8545610.0 39
11 15 45 45.53914975065372 -122.89721526346545 3.6894552669691487 16.742582702847795 26.566249399235318 OR (45) Hillsboro (34); Portland (5); Beaverton (2); Forest Grove (2); Unknown (1); Wilsonville (1) merged (27); osm (14); curated (4) Stack Infrastructure (7); Flexential (7); Quality Technology Services (7); Unknown (3); Digital Realty (3); NTT (2); Digital Fortress, Inc (2); Oregon Health & Science University (1) 125.0 3 3954555.0 28
12 25 45 41.1977002767334 -95.97233585299013 14.634424151618726 17.046652999675604 19.27550488464374 NE (22); IA (20); UNK (3) Unknown (37); Omaha (7); Council Bluffs (1) merged (37); osm (5); curated (3) Google (24); Meta (7); Unknown (5); First National of Nebraska (1); Fidelity (1); Verizon Wireless (1); Travelers Insurance (1); CyrusOne (1) 0.0 0 43999052.0 39
13 2 43 41.55913472271466 -93.68874578245834 11.519831501320482 19.650092384649973 22.840164869667376 IA (36); UNK (7) Unknown (32); West Des Moines (6); Altoona (2); Des Moines (1); Pleasant Hill (1); Cumming (1) merged (32); osm (7); curated (4) Microsoft (23); Unknown (9); Meta (7); Apple (1); Lumen (1); Facebook (1); Microsoft Azure (1) 0.0 0 41863928.0 35
14 35 41 33.845593219995685 -84.39930589725657 24.10053941362749 38.03258460048947 45.613774692024194 GA (37); UNK (4) Unknown (16); Atlanta (8); Alpharetta (6); Lithia Springs (4); Douglasville (3); Norcross (1); Acworth (1); Austell (1) merged (29); curated (6); osm (6) Unknown (11); Quality Technology Services (9); Flexential (5); Digital Realty (3); Google (2); datasite (1); Ascent (1); Switch (1) 240.0 5 11358369.0 28
15 34 37 29.455040825394725 -98.67987572348397 3.834307300059248 17.721631881985587 33.2402455946031 TX (32); UNK (5) Unknown (27); San Antonio (10) merged (29); osm (7); curated (1) Unknown (12); Microsoft (8); CyrusOne (4); Vantage Data Centers (2); Frost Bank (1); National Security Agency (1); Lowe's (1); CHRISTUS Health (1) 96.0 1 5055572.0 30
16 5 28 37.477987394788826 -77.27090686974127 2.7705908991905472 14.26153091651092 24.925621133054282 VA (20); UNK (8) Unknown (13); Sandston (13); Richmond (2) osm (21); merged (5); curated (2) Quality Technology Services (11); Unknown (7); Meta (4); PowerHouse (2); Flexential (1); EdgeConnex (1); Bank of America (1); Digital Fortress (1) 1.0 1 11654278.0 7
17 29 26 47.61173896339952 -122.30302381089207 12.986936183022873 25.592671673096746 28.163107450966837 WA (26) Seattle (10); Tukwila (8); Lynnwood (4); Unknown (3); Redmond (1) merged (21); curated (5) Sabey (6); Unknown (5); Centersquare (3); Digital Realty (2); Comcast (1); H5 Data Centers (1); Equinix (1); Unity Cable System (1) 30.0 5 1298682.0 23
18 24 24 36.09848641936785 -115.1460182767778 7.765261263342856 13.17847872986068 17.121503866023655 NV (22); UNK (2) Unknown (14); Las Vegas (6); Henderson (2); Enterprise (1); North Las Vegas (1) merged (19); osm (3); curated (2) Switch (9); Unknown (5); Flexential (2); Google (2); Fiberhub (2); Lumen Technologies (1); DataBank (1); EdgeConnex (1) 0.0 0 3058114.0 19
19 16 22 39.65542824454442 -104.87850366494521 11.25253266961997 17.72039293995144 39.0381989795077 CO (20); UNK (2) Centennial (7); Englewood (4); Denver (3); Aurora (2); Unknown (2); Thorton (1); Broomfield (1); Greenwood Village (1) merged (17); curated (3); osm (2) Unknown (9); Flexential (4); Google (1); US Signal (1); DataBank (1); JPMorgan Chase (1); Handy Networks, LLC (1); Enzu (1) 34.0 3 2106229.0 15
20 32 20 41.12778129060167 -104.88889551299455 1.1139028662598278 6.529331019097679 7.285244314843583 WY (17); UNK (3) Unknown (16); Cheyenne (4) merged (13); curated (4); osm (3) Unknown (10); Microsoft (4); University Corporation for Atmospheric Research (2); MineOne (1); Cogent Communications (1); Mountain West Technology Networks (1); Meta, Inc. (1) 0.0 0 10298225.0 14
21 39 18 30.248336277183128 -97.69273069395001 4.740827226837585 13.814480707277305 26.721929841337584 TX (16); UNK (2) Unknown (11); Austin (6); Pflugerville (1) merged (15); osm (3) Unknown (14); Lumen Technologies (1); Data Foundry (1); Alpheus (1); Switch (1) 0.0 0 1702464.0 15
22 43 17 39.548241927339596 -119.52089823038118 2.9651428451438395 5.392941105583499 5.511258683299995 NV (15); UNK (2) Unknown (16); McCarran (1) merged (15); osm (2) Unknown (16); Switch (1) 0.0 0 2492200.0 14
23 50 17 43.068117993310935 -78.95311006139806 4.411408951625321 18.000490338350204 21.104598551440773 NY (17) Niagara Falls (12); Getzville (1); Unknown (1); Amherst (1); Lockport (1); Buffalo (1) osm (11); merged (4); curated (2) Unknown (13); Blockfusion (1); US Bitcoin (1); H5 Data Centers (1); iTel Networks Inc. (1) 21.0 1 119941.0 4
24 26 17 39.12498341358716 -94.69391645399247 19.744141304503227 25.27644588515631 25.696360053303664 MO (10); KS (6); UNK (1) Unknown (7); Kansas City (5); Olathe (3); Lenexa (2) merged (14); osm (3) Unknown (13); Lumen (1); TierPoint (1); Meta (1); Patmos Hosting, Inc. (1) 0.0 0 1630418.0 11
25 9 16 34.02531384016957 -118.30100536502576 7.0501666387634465 19.5766593940051 19.805295695426505 CA (16) Los Angeles (9); El Segundo (3); Unknown (2); Burbank (1); Torrance (1) merged (11); osm (3); curated (2) Unknown (3); Digital Realty (2); Centurylink (2); United States Postal Service (1); Hivelocity (1); CoreSpace (1); Colocation America (1); LeaseWeb (1) 24.0 2 1133177.0 11
26 4 15 34.956782098505165 -106.68820141211395 16.36961963907809 16.853985294485238 18.612305761815904 NM (15) Los Lunas (7); Albuquerque (5); Unknown (3) merged (14); osm (1) Meta (7); Unknown (4); Sandia National Laboratories (1); UNM (1); Oso Grande (1); bigbyte.cc (1) 0.0 0 25093331.0 9
27 31 14 36.070571183850646 -86.78277236858342 13.877424128476576 17.80340862168865 23.56464460745624 TN (10); UNK (4) Unknown (8); Franklin (3); Nashville (2); Brentwood (1) merged (7); osm (4); curated (3) Unknown (7); Flexential (3); BNYM (1); Lumen (1); Megaport (1); Compass Datacenters (1) 0.0 0 765193.0 7
28 37 13 44.29380745397643 -120.88063480249834 0.9998241001145451 1.3846224665625428 1.56342880932423 OR (13) Unknown (13) merged (11); curated (2) Meta (8); Apple (4); Unknown (1) 0.0 0 35291272.0 13
29 51 12 32.54278902193147 -96.79716288602299 0.5104275649083224 0.8301436998573514 0.8688539766314121 UNK (7); TX (5) Unknown (11); Red Oak (1) osm (7); merged (5) Unknown (11); Google (1) 0.0 0 1059741.0 5
30 40 11 33.05648812788298 -80.04764903328766 0.9767458752444339 1.4007413760158505 9.772378331666541 SC (11) Unknown (10); Ladson (1) merged (10); curated (1) Google (10); DartPoints (1) 0.0 0 10448229.0 11
31 23 11 25.773071565463354 -80.2694599802917 7.7252109342753 14.800714234634095 20.877205278864995 FL (11) Miami (8); Unknown (2); Sweetwater (1) merged (7); curated (4) Unknown (4); Zenlayer (1); Enzu (1); Edgeuno (1); Voxility (1); Atlantic Metro Communications (1); RadiusDC (1); Metrobloks (1) 26.2 3 410851.0 5
32 17 11 44.939406261344054 -93.35586656112582 16.798373534871825 26.510708350903666 29.623794536703983 MN (10); UNK (1) Chaska (2); Minneapolis (2); Brooklyn Park (1); Shakopee (1); Hopkins (1); Bloomington (1); Saint Paul (1); Lino Lakes (1) merged (4); osm (4); curated (3) Unknown (3); Flexential (1); Cologix (1); Centersquare (1); Stream Data Centers (1); Lumen (1); Verizon (1); H5 (1) 6.0 3 415873.0 7
33 30 10 35.20746966073888 -80.83289570354098 9.949518656294053 16.24297518497126 24.076825741820425 NC (10) Charlotte (8); Unknown (2) merged (6); curated (4) Unknown (3); Flexential (2); TierPoint (1); MOD Mission Critical (1); 5C Data Centers (1); Charlotte Colocation Center (1); Digital Realty (1) 56.0 4 1229756.0 10
34 10 10 39.242646092491086 -84.45014072117125 16.607756555108814 19.411403775202153 25.505347123726313 OH (10) Unknown (4); Cincinnati (4); West Chester (1); West Chester Township (1) merged (6); curated (4) CyrusOne (3); Unknown (2); Flexential (1); CBTS LLC (1); Lumen (1); H5 Data Centers (1); T5 Data Centers (1) 6.0 1 2081449.0 7
35 46 10 29.938678129668812 -95.55533690936811 24.333568302466844 28.005372476108835 33.0130843277154 TX (10) Unknown (5); Houston (3); The Woodlands (2) merged (7); curated (3) Unknown (4); DXC Technology (2); Skybox (1); Stream Data Centers (1); DataBank (1); Megaport (1) 30.0 2 1209387.0 8
36 12 9 38.628640747746644 -121.43466437506146 5.651392632086266 14.248693409532397 14.257742778155672 CA (9) Sacramento (6); Rancho Cordova (2); McClellan Park (1) merged (6); curated (3) NTT (3); Quality Technology Services (1); EdgeConneX (1); EdgeConnex (1); Quest Technology Management (1); NTT Global Data Centers (1); Lumen (1) 15.0 2 776107.0 8
37 33 8 40.66206849143843 -111.9766129503879 9.39464567194559 12.563292046261811 12.5744606547849 UT (8) Salt Lake City (3); Unknown (2); West Jordan (2); West Valley City (1) merged (6); curated (2) Flexential (4); Unknown (2); Megaport (2) 0.0 0 464141.0 6
38 20 8 35.86636181146734 -78.8035583063186 14.095390007876777 19.69404756105544 20.230547889139768 NC (8) Durham (3); Raleigh (2); Cary (1); Unknown (1); Morrisville (1) merged (6); curated (2) Unknown (4); Duke Libraries (1); Flexential (1); Lumen (1); TierPoint (1) 0.0 0 132275.0 4
39 48 8 42.88434508658877 -87.96082836731394 19.036914556758205 25.19677990179764 27.898467297327397 WI (7); UNK (1) Unknown (3); Milwaukee (2); Franklin (1); Waukesha (1); Mount Pleasant (1) merged (5); curated (2); osm (1) Unknown (5); WE Energies (1); 1547 Critical Systems Realty (1); Microsoft Azure (1) 12.0 1 242491.0 4
40 19 8 42.38617340872857 -83.1597476793625 13.626563996612896 29.244772950236673 30.331839272985288 MI (8) Detroit (3); Unknown (3); Southgate (1); Royal Oak (1) merged (5); curated (2); osm (1) Verizon Wireless (1); EdgeConneX (1); US Signal (1); Comcast (1); Dennis Sampier (1); iTel Networks Inc. (1); Liberty Center One (1); Quicken Loans (1) 0.0 0 112059.0 5
41 41 7 33.75948634927618 -117.87415166377228 7.905593805170266 10.701247440937625 13.18120405139297 CA (7) Tustin (2); Anaheim (2); Unknown (1); Irvine (1); Santa Ana (1) curated (4); merged (2); osm (1) Unknown (2); Lumen (2); Cogent Communications (1); Centersquare (1); TPx Communications (1) 7.0 1 175890.0 6
42 27 7 36.150301186246 -95.93737417081921 4.803177750463909 11.517743975592886 12.719899870319985 UNK (4); OK (3) Unknown (5); Tulsa (2) osm (5); merged (2) Unknown (7) 0.0 0 423416.0 2
43 52 6 40.26834981796503 -112.01697796247515 0.3076524768828879 0.4097201347899629 0.47214804072348576 UT (4); UNK (2) Unknown (6) merged (3); osm (2); curated (1) Meta (3); Unknown (3) 0.0 0 24333559.0 4
44 8 6 42.36647328789545 -71.07030113470137 1.4206538871615924 2.4226337222355028 3.239517330370416 MA (6) Somerville (3); Boston (2); Cambridge (1) curated (4); merged (2) Unknown (1); Colospace (1); Evocative (1); DataBank (1); Lumen (1); Verizon (1) 6.0 1 681041.0 5
45 3 6 33.6188367666041 -83.7058148714412 2.3826347147580647 4.340869040004122 4.340869040004122 GA (6) Social Circle (3); Unknown (3) merged (4); curated (2) Meta (4); Meta, Inc. (2) 0.0 0 11769048.0 5
46 44 6 33.42236512399551 -112.38077998608519 2.139607425829828 4.364874977829481 5.988888093290058 AZ (6) Goodyear (6) merged (5); curated (1) Microsoft (3); Unknown (2); Microsoft Azure (1) 0.0 0 1371532.0 5
47 6 6 34.80950713216678 -86.64633842646829 4.373244044711345 8.361999591872971 8.473660116371308 AL (6) Unknown (5); Huntsville (1) merged (6) Meta (4); Alabama Supercomputer Authority (1); Unknown (1) 0.0 0 15957658.0 6
48 28 6 41.459674611777395 -81.71049614855717 7.286546435242644 10.33523896117307 12.73633349884201 OH (4); UNK (2) Unknown (4); Cleveland (2) merged (3); osm (2); curated (1) Unknown (3); T5 Data Centers (2); Lumen (1) 3.0 1 1137195.0 3
49 42 5 35.31590520466847 -81.82409089933745 0.18170522839137934 0.25897683256163007 0.26033393570749397 NC (4); UNK (1) Unknown (5) merged (4); osm (1) Meta (5) 0.0 0 5654641.0 4
50 49 5 36.62527075412491 -87.26016357179815 0.30588773329791924 0.3487409836609749 0.36811219960314284 TN (4); UNK (1) Unknown (4); Clarksville (1) merged (4); osm (1) Google (4); Google LLC (1) 0.0 0 27106734.0 4
51 18 5 42.68818430358183 -73.76599865522454 4.45173467404206 6.636757996625842 6.8006916098328904 NY (5) Albany (4); Latham (1) merged (4); curated (1) Unknown (2); Lumen Technologies (1); Crown Castle (1); Lumen (1) 0.0 0 71224.0 4
52 45 5 28.003896733153063 -82.42684365652548 9.8669018732784 10.99192154773684 11.70999282418703 FL (5) Tampa (5) merged (4); curated (1) Flexential (2); Cyxtera (1); Centersquare (1); Lumen (1) 18.0 2 181183.0 4
53 38 5 40.08977898395808 -75.3615435051576 6.180982686046215 18.256251890305606 22.381723248463654 PA (4); UNK (1) Unknown (2); Philadelphia (1); Collegeville (1); King of Prussia (1) merged (3); osm (2) Unknown (2); TierPoint (1); Flexential (1); Lumen Technologies (1) 0.0 0 292976.0 3
54 47 5 41.12301941321524 -73.39860775243498 10.485478442587432 20.51227898558774 24.778569389472402 CT (5) Stamford (2); Trumbull (1); Unknown (1); Norwalk (1) merged (3); curated (2) CyrusOne (2); Digital Realty (1); Unknown (1); Crown Castle (1) 16.0 1 391286.0 4

13
output/master_data_center_cluster_concentration_stats.csv Normal file
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@@ -0,0 +1,13 @@
metric,value
total_points,1831.0
clustered_points,1583.0
noise_points,248.0
clustered_share,0.8645548880393228
cluster_count,53.0
largest_cluster_points,358.0
largest_cluster_share_of_all_points,0.1955215729109776
largest_cluster_share_of_clustered_points,0.22615287428932407
top_5_clusters_share_of_clustered_points,0.43524952621604546
cluster_size_gini,0.583511126473498
cluster_size_hhi,0.07420320692576564
cluster_size_normalized_entropy,0.8243630036737689
1 metric value
2 total_points 1831.0
3 clustered_points 1583.0
4 noise_points 248.0
5 clustered_share 0.8645548880393228
6 cluster_count 53.0
7 largest_cluster_points 358.0
8 largest_cluster_share_of_all_points 0.1955215729109776
9 largest_cluster_share_of_clustered_points 0.22615287428932407
10 top_5_clusters_share_of_clustered_points 0.43524952621604546
11 cluster_size_gini 0.583511126473498
12 cluster_size_hhi 0.07420320692576564
13 cluster_size_normalized_entropy 0.8243630036737689

7
output/master_data_center_clustered_vs_noise_numeric_summary.csv Normal file
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@@ -0,0 +1,7 @@
variable,is_clustered,n,mean,median,p25,p75,p90
nearest_neighbor_km,False,248,38.05044831397371,14.277161902985,0.724496617375,50.161245116767496,111.74546674403209
nearest_neighbor_km,True,1583,1.2537091577584083,0.16014716319,0.10123262300000001,0.445318984805,3.357346195981996
area_sqft,False,133,547218.8270676691,55270.0,22578.0,203410.0,657791.7999999999
area_sqft,True,1158,420975.1243523316,132314.0,61114.5,224405.5,455781.0999999999
power_mw,False,18,29.224444444444444,4.0,1.0,38.75,73.10000000000005
power_mw,True,90,19.717777777777776,10.5,4.0,21.75,50.0
1 variable is_clustered n mean median p25 p75 p90
2 nearest_neighbor_km False 248 38.05044831397371 14.277161902985 0.724496617375 50.161245116767496 111.74546674403209
3 nearest_neighbor_km True 1583 1.2537091577584083 0.16014716319 0.10123262300000001 0.445318984805 3.357346195981996
4 area_sqft False 133 547218.8270676691 55270.0 22578.0 203410.0 657791.7999999999
5 area_sqft True 1158 420975.1243523316 132314.0 61114.5 224405.5 455781.0999999999
6 power_mw False 18 29.224444444444444 4.0 1.0 38.75 73.10000000000005
7 power_mw True 90 19.717777777777776 10.5 4.0 21.75 50.0

4
output/master_data_center_clustered_vs_noise_permutation_tests.csv Normal file
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@@ -0,0 +1,4 @@
variable,observed_mean_diff,p_two_sided,reps,n
nearest_neighbor_km,-36.7967391562153,0.0001999600079984003,5000,1831
area_sqft,-126243.70271533751,0.4877024595080984,5000,1291
power_mw,-9.506666666666668,0.23255348930213957,5000,108
1 variable observed_mean_diff p_two_sided reps n
2 nearest_neighbor_km -36.7967391562153 0.0001999600079984003 5000 1831
3 area_sqft -126243.70271533751 0.4877024595080984 5000 1291
4 power_mw -9.506666666666668 0.23255348930213957 5000 108

2
output/master_data_center_source_cluster_chi_square.csv Normal file
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@@ -0,0 +1,2 @@
test,chi2,dof,p_value,cramers_v,permutation_p_value,permutation_reps
source_by_clustered,48.07187689867485,2,,0.16203221439832957,0.0001999600079984003,5000
1 test chi2 dof p_value cramers_v permutation_p_value permutation_reps
2 source_by_clustered 48.07187689867485 2 0.16203221439832957 0.0001999600079984003 5000

4
output/master_data_center_source_cluster_enrichment.csv Normal file
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@@ -0,0 +1,4 @@
source,noise_or_isolated,clustered,total,clustered_share
merged,126,1146,1272,0.9009433962264151
osm,71,272,343,0.793002915451895
curated,51,165,216,0.7638888888888888
1 source noise_or_isolated clustered total clustered_share
2 merged 126 1146 1272 0.9009433962264151
3 osm 71 272 343 0.793002915451895
4 curated 51 165 216 0.7638888888888888

1832
output/master_data_center_spatial_cluster_points.csv Normal file
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File diff suppressed because it is too large Load Diff

54
output/master_data_center_spatial_cluster_summary.csv Normal file
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@@ -0,0 +1,54 @@
cluster_id,point_count,centroid_latitude,centroid_longitude,radius_km_p50,radius_km_p90,radius_km_max,states,cities,sources,operators,total_power_mw_known,known_power_rows,total_area_sqft_known,known_area_rows
14,358,38.9505524577943,-77.44883654953755,7.973704386613527,23.85508840149954,86.27638953436342,VA (308); UNK (34); MD (14); DC (2),Unknown (191); Ashburn (57); Sterling (39); Manassas (19); Leesburg (12); Reston (5); Dulles (5); Baltimore (5),merged (301); osm (38); curated (19),Amazon Web Services (127); Unknown (57); Digital Realty (27); Equinix (18); Quality Technology Services (11); NTT (9); Google (9); Amazon AWS (9),254.0,8,69073011.0,299
13,100,37.408052348983325,-121.97539262079569,4.230806570180393,25.6916778716018,62.89418134489451,CA (95); UNK (5),Santa Clara (40); Unknown (28); San Jose (17); Sunnyvale (4); San Francisco (4); Fremont (2); Palo Alto (1); Milpitas (1),merged (81); osm (13); curated (6),Equinix (14); Unknown (13); Digital Realty (13); CoreSite (11); Lumen Technologies (3); Prime (3); Stack Infrastructure (3); Csquare (3),84.0,10,5604109.0,74
1,80,40.08020224867321,-82.93471270486346,16.835984582020714,22.99956126400997,26.263463963176484,OH (57); UNK (23),Unknown (65); New Albany (7); Columbus (3); Johnstown (2); Delaware (1); Lewis Center (1); Dublin (1),merged (44); osm (30); curated (6),Amazon Web Services (39); Unknown (11); Google (9); Meta (5); Quality Technology Services (4); Vantage (3); Cologix (3); Amazon Web Services us-east-2 datacenter (1),125.0,3,25642637.0,48
0,78,40.69256169997303,-74.25409481235971,22.569104602450317,41.90189464841273,54.653835668278894,NJ (58); NY (17); UNK (3),Unknown (35); Secaucus (7); New York (7); Orangeburg (5); Piscataway Township (3); Clifton (3); North Bergen (2); Weehawken (2),merged (54); curated (12); osm (12),Unknown (28); Digital Realty (10); Equinix (7); Barclays (2); Centersquare (2); Evocative (2); CyrusOne (2); CoreSite (2),121.4,9,8176969.0,55
11,73,45.85101136466562,-119.49007859238161,13.045232815923878,21.63616587069014,30.345095339220286,OR (68); UNK (5),Boardman (34); Umatilla (19); Hermiston (15); Unknown (5),merged (48); osm (23); curated (2),Amazon Web Services (66); Rowan Green Data LLC (4); Amazon AWS (2); amazon web services (1),0.0,0,7772390.0,48
7,66,32.93922011973243,-96.8319479869688,16.981192592282255,34.89378622975761,40.24048597899668,TX (62); UNK (4),Dallas (23); Unknown (20); Richardson (9); Plano (6); Allen (4); Garland (2); Irving (1); Fort Worth (1),merged (37); curated (17); osm (12),Unknown (17); Digital Realty (7); Meta (3); Flexential (3); TierPoint (3); Equinix (2); Quality Technology Services (2); CyrusOne (2),271.0,10,8949412.0,43
22,60,33.4079454552775,-111.86740136049954,15.669584857545548,25.356600873749915,37.48280364366827,AZ (54); UNK (6),Unknown (23); Phoenix (13); Chandler (11); Mesa (9); Tempe (2); Gilbert (1); Scottsdale (1),merged (49); osm (7); curated (4),Unknown (34); CyrusOne (4); Iron Mountain (3); Lumen Technologies (2); Digital Realty (2); EdgeConneX (2); Quality Technology Services (2); Flexential (1),19.0,1,10788638.0,37
36,57,47.2893450775335,-119.95239130820072,10.645006993251728,23.016052414013583,24.44852462698836,WA (54); UNK (3),Unknown (53); East Wenatchee (4),merged (54); osm (3),Unknown (33); Microsoft (12); Sabey Data Centers (5); Yahoo (2); NTT (2); Intuit (1); CyrusOne (1); Actapio (1),0.0,0,31931676.0,54
21,57,41.91859245625804,-87.89905436273325,20.854399906833976,31.19760266107957,39.20781354469512,IL (51); UNK (5); IN (1),Chicago (16); Elk Grove Village (12); Unknown (10); Itasca (4); Aurora (3); Northlake (3); West Chicago (2); Wood Dale (2),merged (36); osm (12); curated (9),Unknown (8); Digital Realty (6); NTT (4); CyrusOne (3); Equinix (3); Centersquare (3); EdgeConneX (2); Element Critical (2),128.0,6,8545610.0,39
15,45,45.53914975065372,-122.89721526346545,3.6894552669691487,16.742582702847795,26.566249399235318,OR (45),Hillsboro (34); Portland (5); Beaverton (2); Forest Grove (2); Unknown (1); Wilsonville (1),merged (27); osm (14); curated (4),"Stack Infrastructure (7); Flexential (7); Quality Technology Services (7); Unknown (3); Digital Realty (3); NTT (2); Digital Fortress, Inc (2); Oregon Health & Science University (1)",125.0,3,3954555.0,28
25,45,41.1977002767334,-95.97233585299013,14.634424151618726,17.046652999675604,19.27550488464374,NE (22); IA (20); UNK (3),Unknown (37); Omaha (7); Council Bluffs (1),merged (37); osm (5); curated (3),Google (24); Meta (7); Unknown (5); First National of Nebraska (1); Fidelity (1); Verizon Wireless (1); Travelers Insurance (1); CyrusOne (1),0.0,0,43999052.0,39
2,43,41.55913472271466,-93.68874578245834,11.519831501320482,19.650092384649973,22.840164869667376,IA (36); UNK (7),Unknown (32); West Des Moines (6); Altoona (2); Des Moines (1); Pleasant Hill (1); Cumming (1),merged (32); osm (7); curated (4),Microsoft (23); Unknown (9); Meta (7); Apple (1); Lumen (1); Facebook (1); Microsoft Azure (1),0.0,0,41863928.0,35
35,41,33.845593219995685,-84.39930589725657,24.10053941362749,38.03258460048947,45.613774692024194,GA (37); UNK (4),Unknown (16); Atlanta (8); Alpharetta (6); Lithia Springs (4); Douglasville (3); Norcross (1); Acworth (1); Austell (1),merged (29); curated (6); osm (6),Unknown (11); Quality Technology Services (9); Flexential (5); Digital Realty (3); Google (2); datasite (1); Ascent (1); Switch (1),240.0,5,11358369.0,28
34,37,29.455040825394725,-98.67987572348397,3.834307300059248,17.721631881985587,33.2402455946031,TX (32); UNK (5),Unknown (27); San Antonio (10),merged (29); osm (7); curated (1),Unknown (12); Microsoft (8); CyrusOne (4); Vantage Data Centers (2); Frost Bank (1); National Security Agency (1); Lowe's (1); CHRISTUS Health (1),96.0,1,5055572.0,30
5,28,37.477987394788826,-77.27090686974127,2.7705908991905472,14.26153091651092,24.925621133054282,VA (20); UNK (8),Unknown (13); Sandston (13); Richmond (2),osm (21); merged (5); curated (2),Quality Technology Services (11); Unknown (7); Meta (4); PowerHouse (2); Flexential (1); EdgeConnex (1); Bank of America (1); Digital Fortress (1),1.0,1,11654278.0,7
29,26,47.61173896339952,-122.30302381089207,12.986936183022873,25.592671673096746,28.163107450966837,WA (26),Seattle (10); Tukwila (8); Lynnwood (4); Unknown (3); Redmond (1),merged (21); curated (5),Sabey (6); Unknown (5); Centersquare (3); Digital Realty (2); Comcast (1); H5 Data Centers (1); Equinix (1); Unity Cable System (1),30.0,5,1298682.0,23
24,24,36.09848641936785,-115.1460182767778,7.765261263342856,13.17847872986068,17.121503866023655,NV (22); UNK (2),Unknown (14); Las Vegas (6); Henderson (2); Enterprise (1); North Las Vegas (1),merged (19); osm (3); curated (2),Switch (9); Unknown (5); Flexential (2); Google (2); Fiberhub (2); Lumen Technologies (1); DataBank (1); EdgeConnex (1),0.0,0,3058114.0,19
16,22,39.65542824454442,-104.87850366494521,11.25253266961997,17.72039293995144,39.0381989795077,CO (20); UNK (2),Centennial (7); Englewood (4); Denver (3); Aurora (2); Unknown (2); Thorton (1); Broomfield (1); Greenwood Village (1),merged (17); curated (3); osm (2),"Unknown (9); Flexential (4); Google (1); US Signal (1); DataBank (1); JPMorgan Chase (1); Handy Networks, LLC (1); Enzu (1)",34.0,3,2106229.0,15
32,20,41.12778129060167,-104.88889551299455,1.1139028662598278,6.529331019097679,7.285244314843583,WY (17); UNK (3),Unknown (16); Cheyenne (4),merged (13); curated (4); osm (3),"Unknown (10); Microsoft (4); University Corporation for Atmospheric Research (2); MineOne (1); Cogent Communications (1); Mountain West Technology Networks (1); Meta, Inc. (1)",0.0,0,10298225.0,14
39,18,30.248336277183128,-97.69273069395001,4.740827226837585,13.814480707277305,26.721929841337584,TX (16); UNK (2),Unknown (11); Austin (6); Pflugerville (1),merged (15); osm (3),Unknown (14); Lumen Technologies (1); Data Foundry (1); Alpheus (1); Switch (1),0.0,0,1702464.0,15
43,17,39.548241927339596,-119.52089823038118,2.9651428451438395,5.392941105583499,5.511258683299995,NV (15); UNK (2),Unknown (16); McCarran (1),merged (15); osm (2),Unknown (16); Switch (1),0.0,0,2492200.0,14
50,17,43.068117993310935,-78.95311006139806,4.411408951625321,18.000490338350204,21.104598551440773,NY (17),Niagara Falls (12); Getzville (1); Unknown (1); Amherst (1); Lockport (1); Buffalo (1),osm (11); merged (4); curated (2),Unknown (13); Blockfusion (1); US Bitcoin (1); H5 Data Centers (1); iTel Networks Inc. (1),21.0,1,119941.0,4
26,17,39.12498341358716,-94.69391645399247,19.744141304503227,25.27644588515631,25.696360053303664,MO (10); KS (6); UNK (1),Unknown (7); Kansas City (5); Olathe (3); Lenexa (2),merged (14); osm (3),"Unknown (13); Lumen (1); TierPoint (1); Meta (1); Patmos Hosting, Inc. (1)",0.0,0,1630418.0,11
9,16,34.02531384016957,-118.30100536502576,7.0501666387634465,19.5766593940051,19.805295695426505,CA (16),Los Angeles (9); El Segundo (3); Unknown (2); Burbank (1); Torrance (1),merged (11); osm (3); curated (2),Unknown (3); Digital Realty (2); Centurylink (2); United States Postal Service (1); Hivelocity (1); CoreSpace (1); Colocation America (1); LeaseWeb (1),24.0,2,1133177.0,11
4,15,34.956782098505165,-106.68820141211395,16.36961963907809,16.853985294485238,18.612305761815904,NM (15),Los Lunas (7); Albuquerque (5); Unknown (3),merged (14); osm (1),Meta (7); Unknown (4); Sandia National Laboratories (1); UNM (1); Oso Grande (1); bigbyte.cc (1),0.0,0,25093331.0,9
31,14,36.070571183850646,-86.78277236858342,13.877424128476576,17.80340862168865,23.56464460745624,TN (10); UNK (4),Unknown (8); Franklin (3); Nashville (2); Brentwood (1),merged (7); osm (4); curated (3),Unknown (7); Flexential (3); BNYM (1); Lumen (1); Megaport (1); Compass Datacenters (1),0.0,0,765193.0,7
37,13,44.29380745397643,-120.88063480249834,0.9998241001145451,1.3846224665625428,1.56342880932423,OR (13),Unknown (13),merged (11); curated (2),Meta (8); Apple (4); Unknown (1),0.0,0,35291272.0,13
51,12,32.54278902193147,-96.79716288602299,0.5104275649083224,0.8301436998573514,0.8688539766314121,UNK (7); TX (5),Unknown (11); Red Oak (1),osm (7); merged (5),Unknown (11); Google (1),0.0,0,1059741.0,5
40,11,33.05648812788298,-80.04764903328766,0.9767458752444339,1.4007413760158505,9.772378331666541,SC (11),Unknown (10); Ladson (1),merged (10); curated (1),Google (10); DartPoints (1),0.0,0,10448229.0,11
23,11,25.773071565463354,-80.2694599802917,7.7252109342753,14.800714234634095,20.877205278864995,FL (11),Miami (8); Unknown (2); Sweetwater (1),merged (7); curated (4),Unknown (4); Zenlayer (1); Enzu (1); Edgeuno (1); Voxility (1); Atlantic Metro Communications (1); RadiusDC (1); Metrobloks (1),26.2,3,410851.0,5
17,11,44.939406261344054,-93.35586656112582,16.798373534871825,26.510708350903666,29.623794536703983,MN (10); UNK (1),Chaska (2); Minneapolis (2); Brooklyn Park (1); Shakopee (1); Hopkins (1); Bloomington (1); Saint Paul (1); Lino Lakes (1),merged (4); osm (4); curated (3),Unknown (3); Flexential (1); Cologix (1); Centersquare (1); Stream Data Centers (1); Lumen (1); Verizon (1); H5 (1),6.0,3,415873.0,7
30,10,35.20746966073888,-80.83289570354098,9.949518656294053,16.24297518497126,24.076825741820425,NC (10),Charlotte (8); Unknown (2),merged (6); curated (4),Unknown (3); Flexential (2); TierPoint (1); MOD Mission Critical (1); 5C Data Centers (1); Charlotte Colocation Center (1); Digital Realty (1),56.0,4,1229756.0,10
10,10,39.242646092491086,-84.45014072117125,16.607756555108814,19.411403775202153,25.505347123726313,OH (10),Unknown (4); Cincinnati (4); West Chester (1); West Chester Township (1),merged (6); curated (4),CyrusOne (3); Unknown (2); Flexential (1); CBTS LLC (1); Lumen (1); H5 Data Centers (1); T5 Data Centers (1),6.0,1,2081449.0,7
46,10,29.938678129668812,-95.55533690936811,24.333568302466844,28.005372476108835,33.0130843277154,TX (10),Unknown (5); Houston (3); The Woodlands (2),merged (7); curated (3),Unknown (4); DXC Technology (2); Skybox (1); Stream Data Centers (1); DataBank (1); Megaport (1),30.0,2,1209387.0,8
12,9,38.628640747746644,-121.43466437506146,5.651392632086266,14.248693409532397,14.257742778155672,CA (9),Sacramento (6); Rancho Cordova (2); McClellan Park (1),merged (6); curated (3),NTT (3); Quality Technology Services (1); EdgeConneX (1); EdgeConnex (1); Quest Technology Management (1); NTT Global Data Centers (1); Lumen (1),15.0,2,776107.0,8
33,8,40.66206849143843,-111.9766129503879,9.39464567194559,12.563292046261811,12.5744606547849,UT (8),Salt Lake City (3); Unknown (2); West Jordan (2); West Valley City (1),merged (6); curated (2),Flexential (4); Unknown (2); Megaport (2),0.0,0,464141.0,6
20,8,35.86636181146734,-78.8035583063186,14.095390007876777,19.69404756105544,20.230547889139768,NC (8),Durham (3); Raleigh (2); Cary (1); Unknown (1); Morrisville (1),merged (6); curated (2),Unknown (4); Duke Libraries (1); Flexential (1); Lumen (1); TierPoint (1),0.0,0,132275.0,4
48,8,42.88434508658877,-87.96082836731394,19.036914556758205,25.19677990179764,27.898467297327397,WI (7); UNK (1),Unknown (3); Milwaukee (2); Franklin (1); Waukesha (1); Mount Pleasant (1),merged (5); curated (2); osm (1),Unknown (5); WE Energies (1); 1547 Critical Systems Realty (1); Microsoft Azure (1),12.0,1,242491.0,4
19,8,42.38617340872857,-83.1597476793625,13.626563996612896,29.244772950236673,30.331839272985288,MI (8),Detroit (3); Unknown (3); Southgate (1); Royal Oak (1),merged (5); curated (2); osm (1),Verizon Wireless (1); EdgeConneX (1); US Signal (1); Comcast (1); Dennis Sampier (1); iTel Networks Inc. (1); Liberty Center One (1); Quicken Loans (1),0.0,0,112059.0,5
41,7,33.75948634927618,-117.87415166377228,7.905593805170266,10.701247440937625,13.18120405139297,CA (7),Tustin (2); Anaheim (2); Unknown (1); Irvine (1); Santa Ana (1),curated (4); merged (2); osm (1),Unknown (2); Lumen (2); Cogent Communications (1); Centersquare (1); TPx Communications (1),7.0,1,175890.0,6
27,7,36.150301186246,-95.93737417081921,4.803177750463909,11.517743975592886,12.719899870319985,UNK (4); OK (3),Unknown (5); Tulsa (2),osm (5); merged (2),Unknown (7),0.0,0,423416.0,2
52,6,40.26834981796503,-112.01697796247515,0.3076524768828879,0.4097201347899629,0.47214804072348576,UT (4); UNK (2),Unknown (6),merged (3); osm (2); curated (1),Meta (3); Unknown (3),0.0,0,24333559.0,4
8,6,42.36647328789545,-71.07030113470137,1.4206538871615924,2.4226337222355028,3.239517330370416,MA (6),Somerville (3); Boston (2); Cambridge (1),curated (4); merged (2),Unknown (1); Colospace (1); Evocative (1); DataBank (1); Lumen (1); Verizon (1),6.0,1,681041.0,5
3,6,33.6188367666041,-83.7058148714412,2.3826347147580647,4.340869040004122,4.340869040004122,GA (6),Social Circle (3); Unknown (3),merged (4); curated (2),"Meta (4); Meta, Inc. (2)",0.0,0,11769048.0,5
44,6,33.42236512399551,-112.38077998608519,2.139607425829828,4.364874977829481,5.988888093290058,AZ (6),Goodyear (6),merged (5); curated (1),Microsoft (3); Unknown (2); Microsoft Azure (1),0.0,0,1371532.0,5
6,6,34.80950713216678,-86.64633842646829,4.373244044711345,8.361999591872971,8.473660116371308,AL (6),Unknown (5); Huntsville (1),merged (6),Meta (4); Alabama Supercomputer Authority (1); Unknown (1),0.0,0,15957658.0,6
28,6,41.459674611777395,-81.71049614855717,7.286546435242644,10.33523896117307,12.73633349884201,OH (4); UNK (2),Unknown (4); Cleveland (2),merged (3); osm (2); curated (1),Unknown (3); T5 Data Centers (2); Lumen (1),3.0,1,1137195.0,3
42,5,35.31590520466847,-81.82409089933745,0.18170522839137934,0.25897683256163007,0.26033393570749397,NC (4); UNK (1),Unknown (5),merged (4); osm (1),Meta (5),0.0,0,5654641.0,4
49,5,36.62527075412491,-87.26016357179815,0.30588773329791924,0.3487409836609749,0.36811219960314284,TN (4); UNK (1),Unknown (4); Clarksville (1),merged (4); osm (1),Google (4); Google LLC (1),0.0,0,27106734.0,4
18,5,42.68818430358183,-73.76599865522454,4.45173467404206,6.636757996625842,6.8006916098328904,NY (5),Albany (4); Latham (1),merged (4); curated (1),Unknown (2); Lumen Technologies (1); Crown Castle (1); Lumen (1),0.0,0,71224.0,4
45,5,28.003896733153063,-82.42684365652548,9.8669018732784,10.99192154773684,11.70999282418703,FL (5),Tampa (5),merged (4); curated (1),Flexential (2); Cyxtera (1); Centersquare (1); Lumen (1),18.0,2,181183.0,4
38,5,40.08977898395808,-75.3615435051576,6.180982686046215,18.256251890305606,22.381723248463654,PA (4); UNK (1),Unknown (2); Philadelphia (1); Collegeville (1); King of Prussia (1),merged (3); osm (2),Unknown (2); TierPoint (1); Flexential (1); Lumen Technologies (1),0.0,0,292976.0,3
47,5,41.12301941321524,-73.39860775243498,10.485478442587432,20.51227898558774,24.778569389472402,CT (5),Stamford (2); Trumbull (1); Unknown (1); Norwalk (1),merged (3); curated (2),CyrusOne (2); Digital Realty (1); Unknown (1); Crown Castle (1),16.0,1,391286.0,4
1 cluster_id point_count centroid_latitude centroid_longitude radius_km_p50 radius_km_p90 radius_km_max states cities sources operators total_power_mw_known known_power_rows total_area_sqft_known known_area_rows
2 14 358 38.9505524577943 -77.44883654953755 7.973704386613527 23.85508840149954 86.27638953436342 VA (308); UNK (34); MD (14); DC (2) Unknown (191); Ashburn (57); Sterling (39); Manassas (19); Leesburg (12); Reston (5); Dulles (5); Baltimore (5) merged (301); osm (38); curated (19) Amazon Web Services (127); Unknown (57); Digital Realty (27); Equinix (18); Quality Technology Services (11); NTT (9); Google (9); Amazon AWS (9) 254.0 8 69073011.0 299
3 13 100 37.408052348983325 -121.97539262079569 4.230806570180393 25.6916778716018 62.89418134489451 CA (95); UNK (5) Santa Clara (40); Unknown (28); San Jose (17); Sunnyvale (4); San Francisco (4); Fremont (2); Palo Alto (1); Milpitas (1) merged (81); osm (13); curated (6) Equinix (14); Unknown (13); Digital Realty (13); CoreSite (11); Lumen Technologies (3); Prime (3); Stack Infrastructure (3); Csquare (3) 84.0 10 5604109.0 74
4 1 80 40.08020224867321 -82.93471270486346 16.835984582020714 22.99956126400997 26.263463963176484 OH (57); UNK (23) Unknown (65); New Albany (7); Columbus (3); Johnstown (2); Delaware (1); Lewis Center (1); Dublin (1) merged (44); osm (30); curated (6) Amazon Web Services (39); Unknown (11); Google (9); Meta (5); Quality Technology Services (4); Vantage (3); Cologix (3); Amazon Web Services us-east-2 datacenter (1) 125.0 3 25642637.0 48
5 0 78 40.69256169997303 -74.25409481235971 22.569104602450317 41.90189464841273 54.653835668278894 NJ (58); NY (17); UNK (3) Unknown (35); Secaucus (7); New York (7); Orangeburg (5); Piscataway Township (3); Clifton (3); North Bergen (2); Weehawken (2) merged (54); curated (12); osm (12) Unknown (28); Digital Realty (10); Equinix (7); Barclays (2); Centersquare (2); Evocative (2); CyrusOne (2); CoreSite (2) 121.4 9 8176969.0 55
6 11 73 45.85101136466562 -119.49007859238161 13.045232815923878 21.63616587069014 30.345095339220286 OR (68); UNK (5) Boardman (34); Umatilla (19); Hermiston (15); Unknown (5) merged (48); osm (23); curated (2) Amazon Web Services (66); Rowan Green Data LLC (4); Amazon AWS (2); amazon web services (1) 0.0 0 7772390.0 48
7 7 66 32.93922011973243 -96.8319479869688 16.981192592282255 34.89378622975761 40.24048597899668 TX (62); UNK (4) Dallas (23); Unknown (20); Richardson (9); Plano (6); Allen (4); Garland (2); Irving (1); Fort Worth (1) merged (37); curated (17); osm (12) Unknown (17); Digital Realty (7); Meta (3); Flexential (3); TierPoint (3); Equinix (2); Quality Technology Services (2); CyrusOne (2) 271.0 10 8949412.0 43
8 22 60 33.4079454552775 -111.86740136049954 15.669584857545548 25.356600873749915 37.48280364366827 AZ (54); UNK (6) Unknown (23); Phoenix (13); Chandler (11); Mesa (9); Tempe (2); Gilbert (1); Scottsdale (1) merged (49); osm (7); curated (4) Unknown (34); CyrusOne (4); Iron Mountain (3); Lumen Technologies (2); Digital Realty (2); EdgeConneX (2); Quality Technology Services (2); Flexential (1) 19.0 1 10788638.0 37
9 36 57 47.2893450775335 -119.95239130820072 10.645006993251728 23.016052414013583 24.44852462698836 WA (54); UNK (3) Unknown (53); East Wenatchee (4) merged (54); osm (3) Unknown (33); Microsoft (12); Sabey Data Centers (5); Yahoo (2); NTT (2); Intuit (1); CyrusOne (1); Actapio (1) 0.0 0 31931676.0 54
10 21 57 41.91859245625804 -87.89905436273325 20.854399906833976 31.19760266107957 39.20781354469512 IL (51); UNK (5); IN (1) Chicago (16); Elk Grove Village (12); Unknown (10); Itasca (4); Aurora (3); Northlake (3); West Chicago (2); Wood Dale (2) merged (36); osm (12); curated (9) Unknown (8); Digital Realty (6); NTT (4); CyrusOne (3); Equinix (3); Centersquare (3); EdgeConneX (2); Element Critical (2) 128.0 6 8545610.0 39
11 15 45 45.53914975065372 -122.89721526346545 3.6894552669691487 16.742582702847795 26.566249399235318 OR (45) Hillsboro (34); Portland (5); Beaverton (2); Forest Grove (2); Unknown (1); Wilsonville (1) merged (27); osm (14); curated (4) Stack Infrastructure (7); Flexential (7); Quality Technology Services (7); Unknown (3); Digital Realty (3); NTT (2); Digital Fortress, Inc (2); Oregon Health & Science University (1) 125.0 3 3954555.0 28
12 25 45 41.1977002767334 -95.97233585299013 14.634424151618726 17.046652999675604 19.27550488464374 NE (22); IA (20); UNK (3) Unknown (37); Omaha (7); Council Bluffs (1) merged (37); osm (5); curated (3) Google (24); Meta (7); Unknown (5); First National of Nebraska (1); Fidelity (1); Verizon Wireless (1); Travelers Insurance (1); CyrusOne (1) 0.0 0 43999052.0 39
13 2 43 41.55913472271466 -93.68874578245834 11.519831501320482 19.650092384649973 22.840164869667376 IA (36); UNK (7) Unknown (32); West Des Moines (6); Altoona (2); Des Moines (1); Pleasant Hill (1); Cumming (1) merged (32); osm (7); curated (4) Microsoft (23); Unknown (9); Meta (7); Apple (1); Lumen (1); Facebook (1); Microsoft Azure (1) 0.0 0 41863928.0 35
14 35 41 33.845593219995685 -84.39930589725657 24.10053941362749 38.03258460048947 45.613774692024194 GA (37); UNK (4) Unknown (16); Atlanta (8); Alpharetta (6); Lithia Springs (4); Douglasville (3); Norcross (1); Acworth (1); Austell (1) merged (29); curated (6); osm (6) Unknown (11); Quality Technology Services (9); Flexential (5); Digital Realty (3); Google (2); datasite (1); Ascent (1); Switch (1) 240.0 5 11358369.0 28
15 34 37 29.455040825394725 -98.67987572348397 3.834307300059248 17.721631881985587 33.2402455946031 TX (32); UNK (5) Unknown (27); San Antonio (10) merged (29); osm (7); curated (1) Unknown (12); Microsoft (8); CyrusOne (4); Vantage Data Centers (2); Frost Bank (1); National Security Agency (1); Lowe's (1); CHRISTUS Health (1) 96.0 1 5055572.0 30
16 5 28 37.477987394788826 -77.27090686974127 2.7705908991905472 14.26153091651092 24.925621133054282 VA (20); UNK (8) Unknown (13); Sandston (13); Richmond (2) osm (21); merged (5); curated (2) Quality Technology Services (11); Unknown (7); Meta (4); PowerHouse (2); Flexential (1); EdgeConnex (1); Bank of America (1); Digital Fortress (1) 1.0 1 11654278.0 7
17 29 26 47.61173896339952 -122.30302381089207 12.986936183022873 25.592671673096746 28.163107450966837 WA (26) Seattle (10); Tukwila (8); Lynnwood (4); Unknown (3); Redmond (1) merged (21); curated (5) Sabey (6); Unknown (5); Centersquare (3); Digital Realty (2); Comcast (1); H5 Data Centers (1); Equinix (1); Unity Cable System (1) 30.0 5 1298682.0 23
18 24 24 36.09848641936785 -115.1460182767778 7.765261263342856 13.17847872986068 17.121503866023655 NV (22); UNK (2) Unknown (14); Las Vegas (6); Henderson (2); Enterprise (1); North Las Vegas (1) merged (19); osm (3); curated (2) Switch (9); Unknown (5); Flexential (2); Google (2); Fiberhub (2); Lumen Technologies (1); DataBank (1); EdgeConnex (1) 0.0 0 3058114.0 19
19 16 22 39.65542824454442 -104.87850366494521 11.25253266961997 17.72039293995144 39.0381989795077 CO (20); UNK (2) Centennial (7); Englewood (4); Denver (3); Aurora (2); Unknown (2); Thorton (1); Broomfield (1); Greenwood Village (1) merged (17); curated (3); osm (2) Unknown (9); Flexential (4); Google (1); US Signal (1); DataBank (1); JPMorgan Chase (1); Handy Networks, LLC (1); Enzu (1) 34.0 3 2106229.0 15
20 32 20 41.12778129060167 -104.88889551299455 1.1139028662598278 6.529331019097679 7.285244314843583 WY (17); UNK (3) Unknown (16); Cheyenne (4) merged (13); curated (4); osm (3) Unknown (10); Microsoft (4); University Corporation for Atmospheric Research (2); MineOne (1); Cogent Communications (1); Mountain West Technology Networks (1); Meta, Inc. (1) 0.0 0 10298225.0 14
21 39 18 30.248336277183128 -97.69273069395001 4.740827226837585 13.814480707277305 26.721929841337584 TX (16); UNK (2) Unknown (11); Austin (6); Pflugerville (1) merged (15); osm (3) Unknown (14); Lumen Technologies (1); Data Foundry (1); Alpheus (1); Switch (1) 0.0 0 1702464.0 15
22 43 17 39.548241927339596 -119.52089823038118 2.9651428451438395 5.392941105583499 5.511258683299995 NV (15); UNK (2) Unknown (16); McCarran (1) merged (15); osm (2) Unknown (16); Switch (1) 0.0 0 2492200.0 14
23 50 17 43.068117993310935 -78.95311006139806 4.411408951625321 18.000490338350204 21.104598551440773 NY (17) Niagara Falls (12); Getzville (1); Unknown (1); Amherst (1); Lockport (1); Buffalo (1) osm (11); merged (4); curated (2) Unknown (13); Blockfusion (1); US Bitcoin (1); H5 Data Centers (1); iTel Networks Inc. (1) 21.0 1 119941.0 4
24 26 17 39.12498341358716 -94.69391645399247 19.744141304503227 25.27644588515631 25.696360053303664 MO (10); KS (6); UNK (1) Unknown (7); Kansas City (5); Olathe (3); Lenexa (2) merged (14); osm (3) Unknown (13); Lumen (1); TierPoint (1); Meta (1); Patmos Hosting, Inc. (1) 0.0 0 1630418.0 11
25 9 16 34.02531384016957 -118.30100536502576 7.0501666387634465 19.5766593940051 19.805295695426505 CA (16) Los Angeles (9); El Segundo (3); Unknown (2); Burbank (1); Torrance (1) merged (11); osm (3); curated (2) Unknown (3); Digital Realty (2); Centurylink (2); United States Postal Service (1); Hivelocity (1); CoreSpace (1); Colocation America (1); LeaseWeb (1) 24.0 2 1133177.0 11
26 4 15 34.956782098505165 -106.68820141211395 16.36961963907809 16.853985294485238 18.612305761815904 NM (15) Los Lunas (7); Albuquerque (5); Unknown (3) merged (14); osm (1) Meta (7); Unknown (4); Sandia National Laboratories (1); UNM (1); Oso Grande (1); bigbyte.cc (1) 0.0 0 25093331.0 9
27 31 14 36.070571183850646 -86.78277236858342 13.877424128476576 17.80340862168865 23.56464460745624 TN (10); UNK (4) Unknown (8); Franklin (3); Nashville (2); Brentwood (1) merged (7); osm (4); curated (3) Unknown (7); Flexential (3); BNYM (1); Lumen (1); Megaport (1); Compass Datacenters (1) 0.0 0 765193.0 7
28 37 13 44.29380745397643 -120.88063480249834 0.9998241001145451 1.3846224665625428 1.56342880932423 OR (13) Unknown (13) merged (11); curated (2) Meta (8); Apple (4); Unknown (1) 0.0 0 35291272.0 13
29 51 12 32.54278902193147 -96.79716288602299 0.5104275649083224 0.8301436998573514 0.8688539766314121 UNK (7); TX (5) Unknown (11); Red Oak (1) osm (7); merged (5) Unknown (11); Google (1) 0.0 0 1059741.0 5
30 40 11 33.05648812788298 -80.04764903328766 0.9767458752444339 1.4007413760158505 9.772378331666541 SC (11) Unknown (10); Ladson (1) merged (10); curated (1) Google (10); DartPoints (1) 0.0 0 10448229.0 11
31 23 11 25.773071565463354 -80.2694599802917 7.7252109342753 14.800714234634095 20.877205278864995 FL (11) Miami (8); Unknown (2); Sweetwater (1) merged (7); curated (4) Unknown (4); Zenlayer (1); Enzu (1); Edgeuno (1); Voxility (1); Atlantic Metro Communications (1); RadiusDC (1); Metrobloks (1) 26.2 3 410851.0 5
32 17 11 44.939406261344054 -93.35586656112582 16.798373534871825 26.510708350903666 29.623794536703983 MN (10); UNK (1) Chaska (2); Minneapolis (2); Brooklyn Park (1); Shakopee (1); Hopkins (1); Bloomington (1); Saint Paul (1); Lino Lakes (1) merged (4); osm (4); curated (3) Unknown (3); Flexential (1); Cologix (1); Centersquare (1); Stream Data Centers (1); Lumen (1); Verizon (1); H5 (1) 6.0 3 415873.0 7
33 30 10 35.20746966073888 -80.83289570354098 9.949518656294053 16.24297518497126 24.076825741820425 NC (10) Charlotte (8); Unknown (2) merged (6); curated (4) Unknown (3); Flexential (2); TierPoint (1); MOD Mission Critical (1); 5C Data Centers (1); Charlotte Colocation Center (1); Digital Realty (1) 56.0 4 1229756.0 10
34 10 10 39.242646092491086 -84.45014072117125 16.607756555108814 19.411403775202153 25.505347123726313 OH (10) Unknown (4); Cincinnati (4); West Chester (1); West Chester Township (1) merged (6); curated (4) CyrusOne (3); Unknown (2); Flexential (1); CBTS LLC (1); Lumen (1); H5 Data Centers (1); T5 Data Centers (1) 6.0 1 2081449.0 7
35 46 10 29.938678129668812 -95.55533690936811 24.333568302466844 28.005372476108835 33.0130843277154 TX (10) Unknown (5); Houston (3); The Woodlands (2) merged (7); curated (3) Unknown (4); DXC Technology (2); Skybox (1); Stream Data Centers (1); DataBank (1); Megaport (1) 30.0 2 1209387.0 8
36 12 9 38.628640747746644 -121.43466437506146 5.651392632086266 14.248693409532397 14.257742778155672 CA (9) Sacramento (6); Rancho Cordova (2); McClellan Park (1) merged (6); curated (3) NTT (3); Quality Technology Services (1); EdgeConneX (1); EdgeConnex (1); Quest Technology Management (1); NTT Global Data Centers (1); Lumen (1) 15.0 2 776107.0 8
37 33 8 40.66206849143843 -111.9766129503879 9.39464567194559 12.563292046261811 12.5744606547849 UT (8) Salt Lake City (3); Unknown (2); West Jordan (2); West Valley City (1) merged (6); curated (2) Flexential (4); Unknown (2); Megaport (2) 0.0 0 464141.0 6
38 20 8 35.86636181146734 -78.8035583063186 14.095390007876777 19.69404756105544 20.230547889139768 NC (8) Durham (3); Raleigh (2); Cary (1); Unknown (1); Morrisville (1) merged (6); curated (2) Unknown (4); Duke Libraries (1); Flexential (1); Lumen (1); TierPoint (1) 0.0 0 132275.0 4
39 48 8 42.88434508658877 -87.96082836731394 19.036914556758205 25.19677990179764 27.898467297327397 WI (7); UNK (1) Unknown (3); Milwaukee (2); Franklin (1); Waukesha (1); Mount Pleasant (1) merged (5); curated (2); osm (1) Unknown (5); WE Energies (1); 1547 Critical Systems Realty (1); Microsoft Azure (1) 12.0 1 242491.0 4
40 19 8 42.38617340872857 -83.1597476793625 13.626563996612896 29.244772950236673 30.331839272985288 MI (8) Detroit (3); Unknown (3); Southgate (1); Royal Oak (1) merged (5); curated (2); osm (1) Verizon Wireless (1); EdgeConneX (1); US Signal (1); Comcast (1); Dennis Sampier (1); iTel Networks Inc. (1); Liberty Center One (1); Quicken Loans (1) 0.0 0 112059.0 5
41 41 7 33.75948634927618 -117.87415166377228 7.905593805170266 10.701247440937625 13.18120405139297 CA (7) Tustin (2); Anaheim (2); Unknown (1); Irvine (1); Santa Ana (1) curated (4); merged (2); osm (1) Unknown (2); Lumen (2); Cogent Communications (1); Centersquare (1); TPx Communications (1) 7.0 1 175890.0 6
42 27 7 36.150301186246 -95.93737417081921 4.803177750463909 11.517743975592886 12.719899870319985 UNK (4); OK (3) Unknown (5); Tulsa (2) osm (5); merged (2) Unknown (7) 0.0 0 423416.0 2
43 52 6 40.26834981796503 -112.01697796247515 0.3076524768828879 0.4097201347899629 0.47214804072348576 UT (4); UNK (2) Unknown (6) merged (3); osm (2); curated (1) Meta (3); Unknown (3) 0.0 0 24333559.0 4
44 8 6 42.36647328789545 -71.07030113470137 1.4206538871615924 2.4226337222355028 3.239517330370416 MA (6) Somerville (3); Boston (2); Cambridge (1) curated (4); merged (2) Unknown (1); Colospace (1); Evocative (1); DataBank (1); Lumen (1); Verizon (1) 6.0 1 681041.0 5
45 3 6 33.6188367666041 -83.7058148714412 2.3826347147580647 4.340869040004122 4.340869040004122 GA (6) Social Circle (3); Unknown (3) merged (4); curated (2) Meta (4); Meta, Inc. (2) 0.0 0 11769048.0 5
46 44 6 33.42236512399551 -112.38077998608519 2.139607425829828 4.364874977829481 5.988888093290058 AZ (6) Goodyear (6) merged (5); curated (1) Microsoft (3); Unknown (2); Microsoft Azure (1) 0.0 0 1371532.0 5
47 6 6 34.80950713216678 -86.64633842646829 4.373244044711345 8.361999591872971 8.473660116371308 AL (6) Unknown (5); Huntsville (1) merged (6) Meta (4); Alabama Supercomputer Authority (1); Unknown (1) 0.0 0 15957658.0 6
48 28 6 41.459674611777395 -81.71049614855717 7.286546435242644 10.33523896117307 12.73633349884201 OH (4); UNK (2) Unknown (4); Cleveland (2) merged (3); osm (2); curated (1) Unknown (3); T5 Data Centers (2); Lumen (1) 3.0 1 1137195.0 3
49 42 5 35.31590520466847 -81.82409089933745 0.18170522839137934 0.25897683256163007 0.26033393570749397 NC (4); UNK (1) Unknown (5) merged (4); osm (1) Meta (5) 0.0 0 5654641.0 4
50 49 5 36.62527075412491 -87.26016357179815 0.30588773329791924 0.3487409836609749 0.36811219960314284 TN (4); UNK (1) Unknown (4); Clarksville (1) merged (4); osm (1) Google (4); Google LLC (1) 0.0 0 27106734.0 4
51 18 5 42.68818430358183 -73.76599865522454 4.45173467404206 6.636757996625842 6.8006916098328904 NY (5) Albany (4); Latham (1) merged (4); curated (1) Unknown (2); Lumen Technologies (1); Crown Castle (1); Lumen (1) 0.0 0 71224.0 4
52 45 5 28.003896733153063 -82.42684365652548 9.8669018732784 10.99192154773684 11.70999282418703 FL (5) Tampa (5) merged (4); curated (1) Flexential (2); Cyxtera (1); Centersquare (1); Lumen (1) 18.0 2 181183.0 4
53 38 5 40.08977898395808 -75.3615435051576 6.180982686046215 18.256251890305606 22.381723248463654 PA (4); UNK (1) Unknown (2); Philadelphia (1); Collegeville (1); King of Prussia (1) merged (3); osm (2) Unknown (2); TierPoint (1); Flexential (1); Lumen Technologies (1) 0.0 0 292976.0 3
54 47 5 41.12301941321524 -73.39860775243498 10.485478442587432 20.51227898558774 24.778569389472402 CT (5) Stamford (2); Trumbull (1); Unknown (1); Norwalk (1) merged (3); curated (2) CyrusOne (2); Digital Realty (1); Unknown (1); Crown Castle (1) 16.0 1 391286.0 4

48
output/master_data_center_state_cluster_statistics.csv Normal file
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@@ -0,0 +1,48 @@
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

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