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.gitattributes

@@ -33,3 +33,5 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+app.db filter=lfs diff=lfs merge=lfs -text
+sustainability_merged_data.csv filter=lfs diff=lfs merge=lfs -text

LICENSE

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+                                 Apache License
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+
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+Node_20,2024-01-08,890.1234567890123,Night,Grid,123.45678901234567
+Node_20,2024-01-09,901.2345678901234,Morning,Solar,234.56789012345678
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+Node_20,2024-01-26,890.1234567890123,Afternoon,Grid,123.45678901234567
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+Node_20,2024-01-30,345.6789012345678,Afternoon,Grid,567.890123456789

environment.csv

@@ -0,0 +1,196 @@
+Region_ID,Region_Name,Disaster_Risk_Level,Temperature_C,Humidity_Percent,Past_Disruptions
+Region_1,Afghanistan,Medium,15.230456789123456,45.678912345678912,12
+Region_2,Albania,Low,18.450123456789012,60.123456789012345,8
+Region_3,Algeria,High,28.560987654321098,35.890123456789012,20
+Region_4,Andorra,Low,10.340567890123456,70.234567890123456,5
+Region_5,Angola,Medium,25.670123456789012,50.456789012345678,15
+Region_6,Antigua and Barbuda,High,30.120987654321098,75.345678901234567,10
+Region_7,Argentina,Low,12.780123456789012,40.567890123456789,18
+Region_8,Armenia,Medium,20.450987654321098,55.678901234567890,7
+Region_9,Australia,High,22.340123456789012,65.789012345678901,22
+Region_10,Austria,Low,8.901234567890123,50.123456789012345,9
+Region_11,Azerbaijan,Medium,17.560987654321098,48.901234567890123,14
+Region_12,Bahamas,High,29.780123456789012,80.456789012345678,11
+Region_13,Bahrain,Low,33.450987654321098,60.789012345678901,6
+Region_14,Bangladesh,Medium,28.901234567890123,85.678901234567890,19
+Region_15,Barbados,High,31.230987654321098,75.890123456789012,13
+Region_16,Belarus,Low,5.670123456789012,40.345678901234567,16
+Region_17,Belgium,Medium,10.780987654321098,55.123456789012345,8
+Region_18,Belize,High,27.450123456789012,70.567890123456789,12
+Region_19,Benin,Low,26.780987654321098,60.456789012345678,17
+Region_20,Bhutan,Medium,15.340123456789012,50.789012345678901,10
+Region_21,Bolivia,High,18.901234567890123,45.678901234567890,14
+Region_22,Bosnia and Herzegovina,Low,12.560987654321098,55.890123456789012,9
+Region_23,Botswana,Medium,24.780123456789012,40.123456789012345,18
+Region_24,Brazil,High,27.340987654321098,75.456789012345678,20
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+Region_26,Bulgaria,Medium,14.780987654321098,50.345678901234567,12
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+Region_28,Burundi,Low,20.120987654321098,60.456789012345678,11
+Region_29,Cambodia,Medium,29.340123456789012,70.890123456789012,16
+Region_30,Cameroon,High,26.780987654321098,65.123456789012345,19
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+Region_32,Cape Verde,Medium,24.901234567890123,55.345678901234567,13
+Region_33,Central African Republic,High,28.560987654321098,50.789012345678901,17
+Region_34,Chad,Low,30.120123456789012,45.678901234567890,10
+Region_35,Chile,Medium,15.780987654321098,40.890123456789012,14
+Region_36,China,High,20.340123456789012,55.123456789012345,18
+Region_37,Colombia,Low,25.560987654321098,70.456789012345678,12
+Region_38,Comoros,Medium,27.901234567890123,75.789012345678901,9
+Region_39,Congo (Democratic Republic),High,26.450123456789012,65.345678901234567,16
+Region_40,Congo (Republic),Low,28.780987654321098,60.123456789012345,11
+Region_41,Costa Rica,Medium,22.340123456789012,55.678901234567890,15
+Region_42,Croatia,High,14.560987654321098,50.890123456789012,7
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+Region_45,Czech Republic,High,10.450123456789012,45.678901234567890,18
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+Region_47,Djibouti,Medium,32.340987654321098,55.789012345678901,14
+Region_48,Dominica,High,28.560123456789012,70.456789012345678,12
+Region_49,Dominican Republic,Low,30.120987654321098,65.890123456789012,17
+Region_50,Ecuador,Medium,18.780123456789012,55.345678901234567,11
+Region_51,Egypt,High,28.450987654321098,40.678901234567890,19
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+Region_53,Equatorial Guinea,Medium,27.560123456789012,65.789012345678901,15
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+Region_56,Eswatini,Medium,22.120987654321098,50.345678901234567,14
+Region_57,Ethiopia,High,20.450123456789012,55.678901234567890,16
+Region_58,Fiji,Low,28.901234567890123,75.123456789012345,9
+Region_59,Finland,Medium,5.560987654321098,40.789012345678901,13
+Region_60,France,High,12.340123456789012,55.456789012345678,18
+Region_61,Gabon,Low,26.780987654321098,65.890123456789012,11
+Region_62,Gambia,Medium,30.120123456789012,60.345678901234567,15
+Region_63,Georgia,High,18.450987654321098,50.678901234567890,12
+Region_64,Germany,Low,10.780123456789012,45.123456789012345,9
+Region_65,Ghana,Medium,27.560987654321098,55.789012345678901,14
+Region_66,Greece,High,22.340123456789012,60.456789012345678,17
+Region_67,Grenada,Low,29.901234567890123,75.890123456789012,10
+Region_68,Guatemala,Medium,24.120987654321098,65.345678901234567,13
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+Region_70,Guinea-Bissau,Low,30.780987654321098,60.123456789012345,11
+Region_71,Guyana,Medium,26.340123456789012,50.456789012345678,15
+Region_72,Haiti,High,28.560987654321098,65.789012345678901,12
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+Region_74,Hungary,Medium,12.450123456789012,50.678901234567890,14
+Region_75,Iceland,High,5.780987654321098,40.890123456789012,18
+Region_76,India,Low,28.120123456789012,55.456789012345678,10
+Region_77,Indonesia,Medium,30.340987654321098,75.789012345678901,15
+Region_78,Iran,High,22.560123456789012,50.123456789012345,12
+Region_79,Iraq,Low,28.901234567890123,45.678901234567890,17
+Region_80,Ireland,Medium,10.450987654321098,55.345678901234567,9
+Region_81,Israel,High,20.780123456789012,60.890123456789012,14
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+Region_83,Jamaica,Medium,29.560123456789012,75.678901234567890,16
+Region_84,Japan,High,22.340987654321098,65.789012345678901,12
+Region_85,Jordan,Low,28.901234567890123,55.123456789012345,10
+Region_86,Kazakhstan,Medium,15.450123456789012,40.678901234567890,15
+Region_87,Kenya,High,24.780987654321098,55.890123456789012,18
+Region_88,Kiribati,Low,28.120123456789012,70.345678901234567,9
+Region_89,Korea (North),Medium,12.560987654321098,50.456789012345678,14
+Region_90,Korea (South),High,20.340123456789012,65.789012345678901,12
+Region_91,Kosovo,Low,18.901234567890123,55.123456789012345,11
+Region_92,Kuwait,Medium,33.450987654321098,60.678901234567890,16
+Region_93,Kyrgyzstan,High,15.780123456789012,45.890123456789012,10
+Region_94,Laos,Low,26.120987654321098,55.345678901234567,15
+Region_95,Latvia,Medium,8.560123456789012,40.678901234567890,9
+Region_96,Lebanon,High,22.340987654321098,60.789012345678901,14
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+Region_98,Liberia,Medium,27.450123456789012,65.678901234567890,17
+Region_99,Libya,High,30.780987654321098,55.345678901234567,10
+Region_100,Liechtenstein,Low,10.120123456789012,45.890123456789012,13
+Region_101,Lithuania,Medium,12.560987654321098,50.678901234567890,15
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+Region_113,Micronesia,Medium,28.560987654321098,75.456789012345678,15
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+Region_119,Mozambique,Medium,26.120987654321098,60.456789012345678,14
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+Region_138,Philippines,High,28.560987654321098,75.789012345678901,17
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+Region_194,Zambia,Medium,24.560987654321098,60.789012345678901,15
+Region_195,Zimbabwe,High,22.120123456789012,50.456789012345678,12

environment_automl_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ea21c08c130a36273e6eaf87079faaaabae178480f9461303f7da459d7993ba7
+size 4075653

environment_merged_data.csv

@@ -0,0 +1,141 @@
+Region_ID,Region,Disaster_Risk_Level,Temperature_C,Humidity_Percent,Past_Disruptions,Node_ID,Type,Latitude,Longitude,Population_Served,Connectivity_Status,Existing_Infrastructure
+Region_3,Algeria,High,28.560987654321096,35.890123456789006,20,Node_272,School,26.458309394054357,2.4729093594201004,5353,Unconnected,Yes
+Region_5,Angola,Medium,25.670123456789007,50.45678901234568,15,Node_153,School,-15.768369675970078,18.527810417217296,18253,Connected,Yes
+Region_5,Angola,Medium,25.670123456789007,50.45678901234568,15,Node_170,School,-20.258492329697404,-22.673525843263263,18983,Connected,Yes
+Region_7,Argentina,Low,12.780123456789012,40.56789012345679,18,Node_150,School,-41.8312535940036,-68.62517795709955,18267,Connected,Yes
+Region_7,Argentina,Low,12.780123456789012,40.56789012345679,18,Node_161,School,-45.34505122153871,-61.65917609695924,7724,Connected,Yes
+Region_7,Argentina,Low,12.780123456789012,40.56789012345679,18,Node_215,Health Center,-45.80796844349493,-62.00394249213494,16320,Connected,Yes
+Region_7,Argentina,Low,12.780123456789012,40.56789012345679,18,Node_231,School,-47.528563301990665,-65.23899416800509,5866,Unconnected,Yes
+Region_7,Argentina,Low,12.780123456789012,40.56789012345679,18,Node_256,Government Office,-27.38443517338043,-67.84516225363072,9840,Connected,Yes
+Region_7,Argentina,Low,12.780123456789012,40.56789012345679,18,Node_270,School,-61.28480961108896,45.9140444009264,19099,Connected,Yes
+Region_9,Australia,High,22.34012345678901,65.7890123456789,22,Node_46,Health Center,-35.56916861268556,154.00558497913107,15472,Unconnected,Yes
+Region_9,Australia,High,22.34012345678901,65.7890123456789,22,Node_165,School,-42.83943823369546,136.2490372091193,16514,Unconnected,No
+Region_9,Australia,High,22.34012345678901,65.7890123456789,22,Node_166,School,-27.31682416874095,133.46636093231484,7721,Connected,Yes
+Region_9,Australia,High,22.34012345678901,65.7890123456789,22,Node_226,School,-51.39104423756883,150.20013883686312,7309,Connected,No
+Region_9,Australia,High,22.34012345678901,65.7890123456789,22,Node_258,School,-43.65414831533983,117.59028264930488,4763,Connected,Yes
+Region_9,Australia,High,22.34012345678901,65.7890123456789,22,Node_278,School,-40.34636862919178,122.40202192022316,9329,Connected,Yes
+Region_10,Austria,Low,8.901234567890123,50.123456789012344,9,Node_90,School,47.63459567819331,13.143899061583,9371,Connected,Yes
+Region_21,Bolivia,High,18.901234567890125,45.67890123456789,14,Node_115,School,-18.670175256391488,-61.717315856523456,17399,Unconnected,Yes
+Region_24,Brazil,High,27.340987654321097,75.45678901234567,20,Node_200,School,-1.6376779654981135,-70.15129633730736,1678,Connected,No
+Region_24,Brazil,High,27.340987654321097,75.45678901234567,20,Node_244,Government Office,-23.283543993865564,-38.38243536594979,10970,Unconnected,Yes
+Region_24,Brazil,High,27.340987654321097,75.45678901234567,20,Node_268,School,-12.435548372787052,-46.90759230355076,9083,Connected,Yes
+Region_24,Brazil,High,27.340987654321097,75.45678901234567,20,Node_288,School,-11.393195235640476,-62.63706534880413,1944,Connected,Yes
+Region_24,Brazil,High,27.340987654321097,75.45678901234567,20,Node_290,School,-19.71639711987073,-34.373585289548714,17410,Unconnected,Yes
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_34,Government Office,77.90136032400798,-131.02613757716884,17113,Connected,Yes
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_41,School,54.34938897361624,-114.01916764675116,16696,Connected,Yes
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_133,School,60.54208893606631,-125.87744688226026,4514,Connected,No
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_158,Government Office,59.27167604397803,-113.6956896875958,8591,Connected,Yes
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_163,School,63.01842322888788,-135.40201421854346,5826,Unconnected,Yes
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_206,School,60.1015218753449,-130.4410614295831,1284,Connected,Yes
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_234,Health Center,60.52380532629792,-101.1273044141386,15119,Connected,Yes
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_243,Health Center,65.4095106834832,-78.10139036253065,18998,Connected,No
+Region_31,Canada,Low,5.450123456789012,40.56789012345679,8,Node_263,School,58.66429849314429,-44.3155769694564,9261,Unconnected,Yes
+Region_33,Central African Republic,High,28.560987654321096,50.7890123456789,17,Node_300,Health Center,5.230587247833824,15.780893445280071,16420,Unconnected,Yes
+Region_35,Chile,Medium,15.780987654321098,40.890123456789006,14,Node_56,School,-48.43310385779449,-72.18533465390234,18780,Connected,No
+Region_35,Chile,Medium,15.780987654321098,40.890123456789006,14,Node_179,School,-72.20089382349616,-30.59671559486412,10076,Connected,Yes
+Region_35,Chile,Medium,15.780987654321098,40.890123456789006,14,Node_208,School,-53.83980707279615,-83.65391013591466,14705,Unconnected,Yes
+Region_35,Chile,Medium,15.780987654321098,40.890123456789006,14,Node_246,Health Center,-20.49033902329286,-67.83139175962012,16062,Connected,Yes
+Region_35,Chile,Medium,15.780987654321098,40.890123456789006,14,Node_250,School,-68.24861062851662,-19.88483700954725,9088,Connected,No
+Region_36,China,High,20.34012345678901,55.123456789012344,18,Node_5,School,38.264492603635375,99.09352843917505,2523,Unconnected,No
+Region_36,China,High,20.34012345678901,55.123456789012344,18,Node_156,School,42.57328774046815,97.7856187205934,16798,Unconnected,Yes
+Region_36,China,High,20.34012345678901,55.123456789012344,18,Node_189,Health Center,31.391950583972715,120.7463462762724,7156,Connected,Yes
+Region_36,China,High,20.34012345678901,55.123456789012344,18,Node_254,School,41.92949813579765,120.2987570884988,18504,Connected,No
+Region_36,China,High,20.34012345678901,55.123456789012344,18,Node_296,School,43.02883803069082,101.68278534109078,1845,Connected,No
+Region_43,Cuba,Low,29.12012345678901,75.45678901234567,13,Node_162,Government Office,19.12487630479258,-76.30273534881292,10575,Connected,Yes
+Region_46,Denmark,Low,8.901234567890123,50.123456789012344,9,Node_174,Health Center,54.789627713296994,10.780309659331865,4260,Connected,Yes
+Region_49,Dominican Republic,Low,30.120987654321095,65.89012345678901,17,Node_181,Health Center,16.74506925663185,-71.60601213569117,1116,Connected,Yes
+Region_60,France,High,12.340123456789012,55.45678901234568,18,Node_55,Health Center,45.159485982213454,3.810192142254635,16295,Unconnected,No
+Region_73,Honduras,Low,25.901234567890125,60.34567890123457,9,Node_187,Health Center,16.922292875099302,-82.7220419806183,6118,Connected,Yes
+Region_75,Iceland,High,5.780987654321098,40.890123456789006,18,Node_4,School,66.46861385331204,-18.50623492214672,2472,Connected,Yes
+Region_76,India,Low,28.12012345678901,55.45678901234568,10,Node_131,School,9.095104348078609,69.76066563945446,1293,Connected,Yes
+Region_76,India,Low,28.12012345678901,55.45678901234568,10,Node_176,School,21.71576575030704,82.00937848063614,16615,Connected,Yes
+Region_76,India,Low,28.12012345678901,55.45678901234568,10,Node_185,Health Center,20.921208660930983,61.58815066761227,10972,Connected,Yes
+Region_76,India,Low,28.12012345678901,55.45678901234568,10,Node_203,School,3.8960286242525513,71.96470585981419,14319,Connected,Yes
+Region_76,India,Low,28.12012345678901,55.45678901234568,10,Node_238,Health Center,12.821641479237227,60.97985961941794,14644,Connected,Yes
+Region_77,Indonesia,Medium,30.340987654321097,75.7890123456789,15,Node_291,Health Center,1.3338405587469708,122.6452083009882,2273,Connected,No
+Region_78,Iran,High,22.560123456789007,50.123456789012344,12,Node_120,School,32.2558171142185,53.26280285361807,313,Unconnected,Yes
+Region_80,Ireland,Medium,10.450987654321098,55.34567890123457,9,Node_35,Government Office,53.95210819645638,-14.648232941130914,1525,Connected,Yes
+Region_80,Ireland,Medium,10.450987654321098,55.34567890123457,9,Node_194,Health Center,54.323035740129455,-14.450367837380128,18465,Connected,Yes
+Region_82,Italy,Low,18.120987654321095,50.45678901234568,11,Node_229,School,40.32518340654116,10.873362103071829,15867,Unconnected,Yes
+Region_84,Japan,High,22.340987654321097,65.7890123456789,12,Node_78,Health Center,40.966873650181896,140.48332883548653,2511,Connected,No
+Region_86,Kazakhstan,Medium,15.450123456789012,40.67890123456789,15,Node_97,School,50.18818582904419,59.44356510857051,385,Connected,Yes
+Region_86,Kazakhstan,Medium,15.450123456789012,40.67890123456789,15,Node_205,School,52.128057702799,55.31539456893424,18528,Unconnected,Yes
+Region_86,Kazakhstan,Medium,15.450123456789012,40.67890123456789,15,Node_230,School,62.073017520673545,78.5726378711991,4671,Connected,Yes
+Region_103,Madagascar,Low,24.901234567890125,60.123456789012344,14,Node_220,Government Office,-10.385978839521812,48.07265404013111,19348,Connected,Yes
+Region_107,Mali,Medium,32.3409876543211,50.45678901234568,15,Node_100,Health Center,15.823968070291071,0.2801513642822613,17617,Unconnected,No
+Region_112,Mexico,Low,22.12012345678901,50.890123456789006,11,Node_58,Health Center,20.36476208167994,-108.57113978669008,7585,Connected,Yes
+Region_116,Mongolia,Medium,10.450123456789012,40.67890123456789,16,Node_281,Health Center,47.120050267192966,108.47293257906416,12519,Unconnected,No
+Region_118,Morocco,Low,22.560123456789007,55.890123456789006,9,Node_108,Government Office,34.68118468757969,-6.037822645870392,16510,Connected,Yes
+Region_120,Myanmar,High,28.34012345678901,65.7890123456789,18,Node_38,School,13.572875711479597,95.77261580035082,10516,Unconnected,Yes
+Region_120,Myanmar,High,28.34012345678901,65.7890123456789,18,Node_60,School,20.95930402548359,98.20553071564854,16479,Connected,Yes
+Region_120,Myanmar,High,28.34012345678901,65.7890123456789,18,Node_199,School,25.00364737035973,98.62545280670412,19243,Connected,Yes
+Region_121,Namibia,Low,24.901234567890125,50.123456789012344,10,Node_121,Health Center,-22.98245170515904,18.591951365627693,8000,Connected,Yes
+Region_121,Namibia,Low,24.901234567890125,50.123456789012344,10,Node_201,School,-21.64554736014287,21.005986899715936,13290,Connected,Yes
+Region_123,Nepal,High,18.780123456789006,55.34567890123457,12,Node_21,Health Center,29.463823179196535,82.04164994059073,14169,Connected,Yes
+Region_125,New Zealand,Medium,14.560987654321098,60.45678901234568,14,Node_33,Health Center,-37.9783625134495,169.25358589079548,14664,Connected,Yes
+Region_130,Norway,Low,5.560123456789012,40.890123456789006,10,Node_8,School,78.73012680588968,8.917209166422083,10618,Unconnected,Yes
+Region_130,Norway,Low,5.560123456789012,40.890123456789006,10,Node_18,School,80.08107941117211,-1.9900868651535573,7327,Connected,No
+Region_130,Norway,Low,5.560123456789012,40.890123456789006,10,Node_125,School,67.1675615651996,3.148166895696903,17575,Connected,Yes
+Region_132,Pakistan,High,28.34012345678901,50.7890123456789,18,Node_81,School,32.04971430069875,71.3822547963446,3707,Connected,Yes
+Region_137,Peru,Medium,18.12012345678901,50.45678901234568,14,Node_30,Health Center,-14.595860089478094,-72.53804127696715,16952,Connected,No
+Region_138,Philippines,High,28.560987654321096,75.7890123456789,17,Node_13,School,13.735478046923802,115.23496470311328,18912,Unconnected,No
+Region_138,Philippines,High,28.560987654321096,75.7890123456789,17,Node_59,School,11.52666426484508,130.3924036989309,5034,Unconnected,No
+Region_140,Portugal,Medium,18.901234567890125,55.67890123456789,15,Node_159,Health Center,36.197571852387725,-8.785025767831797,7672,Connected,Yes
+Region_140,Portugal,Medium,18.901234567890125,55.67890123456789,15,Node_269,Government Office,49.24631608934431,-21.555268454963112,16803,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_1,Government Office,82.79997310686326,80.37418226297893,9218,Unconnected,No
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_3,School,58.4479846877519,165.41787174020214,573,Connected,No
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_10,Health Center,83.25545023596217,110.66448755210403,3207,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_15,Health Center,75.9298216951264,85.44717658889317,5767,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_25,Health Center,42.12996552319396,134.35214891650344,5138,Unconnected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_44,Health Center,47.91447305459991,136.01704201686863,1094,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_67,Health Center,76.09116662674631,-171.968029793321,14157,Unconnected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_103,School,75.54156776760342,156.00215852304927,7172,Unconnected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_136,Health Center,65.46915438091713,153.2036071632391,1054,Connected,No
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_144,School,89.70849686568957,15.174410058687243,3763,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_145,School,89.10081957491218,164.33727678802927,10015,Unconnected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_147,Health Center,82.37293749989342,167.2407598267926,9167,Connected,No
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_160,School,89.19618230134037,114.6308052376998,6695,Unconnected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_171,School,72.88045153859716,76.44849951245669,3005,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_180,School,63.0093295482254,158.6386955780673,5829,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_183,School,76.45487525594322,99.76882263560714,9766,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_186,School,79.75094148128366,40.13124235841872,17576,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_210,Government Office,78.02698167175006,22.35817066930329,6595,Connected,No
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_228,Government Office,62.96207734350807,136.69193715630308,7589,Unconnected,No
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_233,Health Center,68.16318460556602,24.63432013704121,14873,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_239,School,61.59205688984531,167.5798459764324,12141,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_245,School,43.070132753961104,145.638925462592,2571,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_248,Government Office,58.9998900857124,177.7248593062135,9397,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_249,Health Center,66.35730947470896,154.9434839114108,13778,Unconnected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_265,School,55.76046968697898,130.17851884519695,1557,Connected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_279,School,68.80042375211701,122.868314989836,15152,Unconnected,Yes
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_280,Health Center,82.91383091882736,35.54884405767214,16287,Unconnected,No
+Region_143,Russia,Medium,5.560123456789012,40.45678901234568,14,Node_286,Government Office,75.07336310169893,90.2750047688246,8936,Connected,Yes
+Region_151,Saudi Arabia,Low,32.12012345678901,55.34567890123457,10,Node_251,School,22.655886073167537,44.940787837129335,7381,Connected,Yes
+Region_151,Saudi Arabia,Low,32.12012345678901,55.34567890123457,10,Node_277,School,21.62872208933609,55.518560856120814,4077,Unconnected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_49,School,-34.38984100190195,12.622343952619303,16308,Connected,No
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_113,School,-24.34752759082663,28.690991940396003,1493,Connected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_149,School,-32.8449365611151,56.7566974418304,5340,Connected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_172,Health Center,-46.3372922079296,82.70497902125703,812,Connected,No
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_182,School,25.07699265789357,-37.89285639296787,15560,Unconnected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_197,School,-48.919680626633685,12.857261830953805,17083,Connected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_202,Health Center,-60.87170020687084,26.01238935132088,6849,Unconnected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_207,School,-52.50388064867988,33.267582557818855,11808,Connected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_217,Government Office,-55.17351407891855,19.76943979872712,12311,Connected,Yes
+Region_161,South Africa,Medium,22.780987654321095,55.67890123456789,14,Node_282,School,-73.75559705979386,25.7556435462198,2178,Unconnected,Yes
+Region_165,Sudan,High,32.34012345678901,55.45678901234568,12,Node_92,School,17.77883847232839,37.63365910922786,15148,Connected,Yes
+Region_170,Taiwan,Medium,26.340987654321097,65.7890123456789,15,Node_83,School,23.490552508423026,121.60503441587936,2358,Connected,Yes
+Region_179,Turkey,Medium,18.34012345678901,50.7890123456789,14,Node_276,Health Center,42.4109821030961,28.76270182410792,15700,Connected,No
+Region_183,Ukraine,High,12.450123456789012,50.67890123456789,12,Node_89,School,49.1390730375025,33.948883726432285,8631,Unconnected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_14,School,28.71561218158521,-79.30162427616526,13933,Connected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_16,Health Center,53.98127063640962,-174.74419302249174,7102,Connected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_31,Health Center,32.75713573499803,-74.7389026423518,374,Connected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_32,Government Office,33.24505330201585,-177.267446031494,10943,Connected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_73,School,41.1983428291835,-104.82970794708342,6934,Unconnected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_104,School,47.43267262369238,-122.28183013578024,16378,Unconnected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_112,School,40.20322706727271,-101.50118497204816,19288,Connected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_117,School,39.25461792026189,-78.98885932226598,8055,Connected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_232,School,34.80057194370286,-92.05115477080072,6458,Connected,Yes
+Region_186,United States,High,18.34012345678901,50.7890123456789,18,Node_253,School,46.856963323437895,-95.91172632251627,14047,Unconnected,Yes
+Region_187,Uruguay,Low,22.901234567890125,55.123456789012344,10,Node_216,School,-33.66334780865539,-56.68160972503337,1547,Connected,Yes
+Region_187,Uruguay,Low,22.901234567890125,55.123456789012344,10,Node_252,School,-30.50991847217748,-56.275142691300815,4949,Connected,Yes
+Region_191,Venezuela,Medium,28.450123456789008,65.12345678901234,14,Node_154,School,6.936198747486657,-67.30956136103441,1329,Connected,Yes

infrastructure_impact_model.pkl

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+oid sha256:07a827cc7cc0d6fc45a98fb90861ba0f3bf030bdddcca430ee8fa1e62aeda329
+size 13111284

label_encoder.pkl

@@ -0,0 +1,3 @@
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+oid sha256:f1e8ed7b539f73aa1b5cb169aa43e95899136c6d0280cd396c63fd2500f2002e
+size 552

maintenance.csv

@@ -0,0 +1,801 @@
+Log_ID,Node_ID,Issue_Type,Resolution_Time_Hours,Technician_ID
+Log_1,Node_124,Software,16.981123434387513,Tech_1
+Log_2,Node_148,Hardware,43.696210419425455,Tech_2
+Log_3,Node_20,Connectivity,7.1505650856301335,Tech_3
+Log_4,Node_273,Hardware,50.82705682047193,Tech_4
+Log_5,Node_119,Hardware,73.72826827608918,Tech_5
+Log_6,Node_52,Software,25.45811373436654,Tech_6
+Log_7,Node_57,Hardware,93.35045231755035,Tech_7
+Log_8,Node_79,Connectivity,16.623984466304222,Tech_8
+Log_9,Node_224,Connectivity,81.10123786461902,Tech_9
+Log_10,Node_160,Software,19.15078806802448,Tech_10
+Log_11,Node_140,Hardware,88.54353927283267,Tech_11
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maintenance_model.pkl

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nodes.csv

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+Node_ID,Type,Region,Latitude,Longitude,Population_Served,Connectivity_Status,Existing_Infrastructure
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+Node_104,School,United States,47.43267262369238,-122.28183013578024,16378,Unconnected,Yes
+Node_105,Health Center,Atlantic Ocean,31.62583558297669,-22.555525597318905,4486,Unconnected,Yes
+Node_106,Health Center,Indian Ocean,-11.656310252147009,46.544111301465534,5544,Unconnected,Yes
+Node_107,School,Pacific Ocean,-19.243805553935687,160.32732888447435,7864,Connected,Yes
+Node_108,Government Office,Morocco,34.68118468757969,-6.037822645870392,16510,Connected,Yes
+Node_109,Health Center,Pacific Ocean,-34.91709919138074,-134.40983244301435,3192,Connected,Yes
+Node_110,School,Pacific Ocean,50.345515304720436,-145.82447847948728,1077,Connected,Yes
+Node_111,School,Atlantic Ocean,3.171346639475118,-29.73404621371361,17651,Connected,No
+Node_112,School,United States,40.20322706727271,-101.50118497204816,19288,Connected,Yes
+Node_113,School,South Africa,-24.34752759082663,28.690991940396003,1493,Connected,Yes
+Node_114,School,South Atlantic Ocean,-54.58329871649511,2.200551098681501,582,Unconnected,Yes
+Node_115,School,Bolivia,-18.670175256391488,-61.717315856523456,17399,Unconnected,Yes
+Node_116,Government Office,Antarctica,-86.37379544377701,83.05013713529672,15107,Connected,Yes
+Node_117,School,United States,39.25461792026189,-78.98885932226598,8055,Connected,Yes
+Node_118,Health Center,Pacific Ocean,-6.9113476328194565,-105.35834756557853,16516,Connected,No
+Node_119,School,Antarctica,-81.1325248313502,145.16863609157753,7127,Unconnected,Yes
+Node_120,School,Iran,32.2558171142185,53.26280285361807,313,Unconnected,Yes
+Node_121,Health Center,Namibia,-22.982451705159036,18.591951365627693,8000,Connected,Yes
+Node_122,Health Center,Pacific Ocean,-31.932146355058094,-131.37274055396546,1037,Connected,Yes
+Node_123,School,Pacific Ocean,-70.45051148154049,177.43794416351892,5150,Connected,Yes
+Node_124,School,Antarctica,-76.74784668377085,42.350350826034855,19560,Connected,Yes
+Node_125,School,Norway,67.1675615651996,3.148166895696903,17575,Connected,Yes
+Node_126,School,Democratic Republic of the Congo,-9.290096278361986,23.857418236691416,8960,Unconnected,Yes
+Node_127,Government Office,Pacific Ocean,15.545651048574598,150.09728318542017,2671,Connected,Yes
+Node_128,School,Indian Ocean,-18.710718625956858,58.834952739260586,7117,Unconnected,Yes
+Node_129,School,Atlantic Ocean,28.270821397349096,-2.181569237418074,18650,Connected,No
+Node_130,School,Antarctica,-79.18236319793104,-16.60971875961141,17331,Connected,Yes
+Node_131,School,India,9.095104348078607,69.76066563945446,1293,Connected,Yes
+Node_132,Health Center,Pacific Ocean,15.878929702398807,172.35166740472482,7451,Connected,No
+Node_133,School,Canada,60.54208893606631,-125.87744688226026,4514,Connected,No
+Node_134,School,Atlantic Ocean,37.28216593734223,-62.629051804200714,6013,Unconnected,No
+Node_135,School,Greenland,83.93138397387173,-109.5014593564704,15790,Unconnected,Yes
+Node_136,Health Center,Russia,65.46915438091713,153.2036071632391,1054,Connected,No
+Node_137,Health Center,South Atlantic Ocean,-58.47448531193138,-59.69101149341982,4454,Connected,Yes
+Node_138,Government Office,Democratic Republic of the Congo,-6.718761068232624,21.571765300690316,7941,Unconnected,Yes
+Node_139,School,Democratic Republic of the Congo,-9.939340353530099,21.74640004500671,13676,Unconnected,Yes
+Node_140,Government Office,Pacific Ocean,33.77974694729053,-155.80386169260288,12745,Connected,Yes
+Node_141,Government Office,Antarctica,-71.3050326953706,85.53342344265991,11785,Connected,No
+Node_142,School,Indian Ocean,-37.75732826228493,90.48392345403158,19848,Unconnected,Yes
+Node_143,School,Pacific Ocean,-52.86025827713931,178.1436784179437,1953,Connected,Yes
+Node_144,School,Russia,89.70849686568957,15.174410058687243,3763,Connected,Yes
+Node_145,School,Russia,89.10081957491218,164.33727678802927,10015,Unconnected,Yes
+Node_146,Health Center,Pacific Ocean,9.445411114914634,-114.73451678825356,2073,Unconnected,No
+Node_147,Health Center,Russia,82.37293749989342,167.2407598267926,9167,Connected,No
+Node_148,Health Center,Pacific Ocean,-65.87570977798126,-178.34463773059431,11419,Connected,Yes
+Node_149,School,South Africa,-32.8449365611151,56.7566974418304,5340,Connected,Yes
+Node_150,School,Argentina,-41.8312535940036,-68.62517795709955,18267,Connected,Yes
+Node_151,Health Center,Indian Ocean,-57.41197652418311,131.13224276700362,15143,Unconnected,No
+Node_152,School,Pacific Ocean,30.648231449326772,160.62710208401654,13767,Connected,Yes
+Node_153,School,Angola,-15.768369675970078,18.527810417217296,18253,Connected,Yes
+Node_154,School,Venezuela,6.936198747486657,-67.30956136103441,1329,Connected,Yes
+Node_155,Health Center,South Atlantic Ocean,-61.67532733433049,34.13844427713951,16239,Unconnected,Yes
+Node_156,School,China,42.573287740468146,97.78561872059339,16798,Unconnected,Yes
+Node_157,School,Pacific Ocean,4.827651211612761,135.44694332959455,5410,Connected,Yes
+Node_158,Government Office,Canada,59.27167604397803,-113.69568968759579,8591,Connected,Yes
+Node_159,Health Center,Portugal,36.197571852387725,-8.785025767831797,7672,Connected,Yes
+Node_160,School,Russia,89.19618230134037,114.6308052376998,6695,Unconnected,Yes
+Node_161,School,Argentina,-45.34505122153871,-61.65917609695924,7724,Connected,Yes
+Node_162,Government Office,Cuba,19.12487630479258,-76.30273534881292,10575,Connected,Yes
+Node_163,School,Canada,63.01842322888788,-135.40201421854346,5826,Unconnected,Yes
+Node_164,School,Antarctica,-86.76891453596178,-71.24452899525974,14482,Unconnected,Yes
+Node_165,School,Australia,-42.83943823369546,136.2490372091193,16514,Unconnected,No
+Node_166,School,Australia,-27.31682416874095,133.46636093231484,7721,Connected,Yes
+Node_167,School,Pacific Ocean,-12.36645357196808,-124.99769933684092,2442,Connected,Yes
+Node_168,School,Pacific Ocean,-1.2329070798431303,-133.92001614256986,3079,Connected,Yes
+Node_169,School,Indian Ocean,-43.73788359267243,95.593028085664,18896,Connected,Yes
+Node_170,School,Angola,-20.258492329697404,-22.673525843263263,18983,Connected,Yes
+Node_171,School,Russia,72.88045153859716,76.44849951245669,3005,Connected,Yes
+Node_172,Health Center,South Africa,-46.3372922079296,82.70497902125703,812,Connected,No
+Node_173,School,Democratic Republic of the Congo,-10.831772536556045,29.524245697279184,5124,Connected,Yes
+Node_174,Health Center,Denmark,54.789627713296994,10.780309659331863,4260,Connected,Yes
+Node_175,Health Center,Antarctica,-71.60991308493834,40.20129831297214,19944,Connected,Yes
+Node_176,School,India,21.715765750307042,82.00937848063614,16615,Connected,Yes
+Node_177,School,Pacific Ocean,82.67173942381388,-175.03405922563041,14288,Unconnected,No
+Node_178,School,Pacific Ocean,-66.61701500536083,-134.9489911507235,12438,Unconnected,No
+Node_179,School,Chile,-72.20089382349616,-30.596715594864122,10076,Connected,Yes
+Node_180,School,Russia,63.009329548225395,158.6386955780673,5829,Connected,Yes
+Node_181,Health Center,Dominican Republic,16.74506925663185,-71.60601213569117,1116,Connected,Yes
+Node_182,School,South Africa,25.07699265789357,-37.89285639296787,15560,Unconnected,Yes
+Node_183,School,Russia,76.45487525594322,99.76882263560714,9766,Connected,Yes
+Node_184,School,Greenland,87.20961964513177,-64.3267125035111,5378,Connected,No
+Node_185,Health Center,India,20.921208660930986,61.58815066761227,10972,Connected,Yes
+Node_186,School,Russia,79.75094148128366,40.13124235841872,17576,Connected,Yes
+Node_187,Health Center,Honduras,16.922292875099302,-82.7220419806183,6118,Connected,Yes
+Node_188,Health Center,Pacific Ocean,81.57449093209664,-148.05839123643827,19291,Connected,No
+Node_189,Health Center,China,31.391950583972715,120.74634627627239,7156,Connected,Yes
+Node_190,School,Antarctica,-83.3273886664775,-144.84455635293637,15939,Connected,Yes
+Node_191,Government Office,Antarctica,-88.75700722576617,12.854123398170032,6765,Connected,Yes
+Node_192,School,Greenland,79.4978724896371,-67.57333344452375,17638,Connected,Yes
+Node_193,School,Antarctica,-78.15973453306174,64.86987189688517,19945,Connected,No
+Node_194,Health Center,Ireland,54.323035740129455,-14.450367837380128,18465,Connected,Yes
+Node_195,School,Antarctica,-78.01576183337286,-48.48389691629035,9534,Connected,Yes
+Node_196,School,Atlantic Ocean,32.88556685440419,-39.87855558436769,2023,Unconnected,No
+Node_197,School,South Africa,-48.919680626633685,12.857261830953803,17083,Connected,Yes
+Node_198,Health Center,Indian Ocean,-17.371968327186224,71.25132534219253,3737,Connected,Yes
+Node_199,School,Myanmar,25.00364737035973,98.62545280670412,19243,Connected,Yes
+Node_200,School,Brazil,-1.6376779654981135,-70.15129633730736,1678,Connected,No
+Node_201,School,Namibia,-21.64554736014287,21.005986899715936,13290,Connected,Yes
+Node_202,Health Center,South Africa,-60.87170020687084,26.012389351320877,6849,Unconnected,Yes
+Node_203,School,India,3.8960286242525513,71.96470585981419,14319,Connected,Yes
+Node_204,School,Antarctica,-84.72622635798626,12.79391547864708,14276,Connected,Yes
+Node_205,School,Kazakhstan,52.128057702799,55.31539456893424,18528,Unconnected,Yes
+Node_206,School,Canada,60.1015218753449,-130.4410614295831,1284,Connected,Yes
+Node_207,School,South Africa,-52.503880648679875,33.267582557818855,11808,Connected,Yes
+Node_208,School,Chile,-53.83980707279615,-83.65391013591466,14705,Unconnected,Yes
+Node_209,Health Center,Indian Ocean,-27.66169691531382,73.27174432298744,8817,Connected,Yes
+Node_210,Government Office,Russia,78.02698167175006,22.35817066930329,6595,Connected,No
+Node_211,School,Atlantic Ocean,12.976616362420273,-22.62780437650835,6237,Unconnected,Yes
+Node_212,School,Antarctica,-80.03471977867927,93.72193013289888,3551,Connected,Yes
+Node_213,School,Greenland,71.48261638133991,-74.2500603793441,16817,Unconnected,Yes
+Node_214,School,Pacific Ocean,-3.6227128046854773,152.17595905634153,14511,Connected,Yes
+Node_215,Health Center,Argentina,-45.80796844349493,-62.00394249213494,16320,Connected,Yes
+Node_216,School,Uruguay,-33.66334780865539,-56.68160972503337,1547,Connected,Yes
+Node_217,Government Office,South Africa,-55.17351407891855,19.76943979872712,12311,Connected,Yes
+Node_218,Health Center,Greenland,73.4301608104596,-63.077230761712215,8494,Connected,No
+Node_219,Health Center,Antarctica,-84.41910978993657,-148.19267708611102,12879,Connected,Yes
+Node_220,Government Office,Madagascar,-10.385978839521812,48.07265404013111,19348,Connected,Yes
+Node_221,Health Center,Pacific Ocean,-64.7509684148493,-126.35922729438533,13686,Connected,No
+Node_222,Government Office,Antarctica,-70.05060507109938,40.72433656593108,17511,Connected,No
+Node_223,Health Center,Pacific Ocean,1.1188345588360278,-155.54834307137952,4264,Connected,Yes
+Node_224,Health Center,Pacific Ocean,-38.79671036572147,-101.2899074987608,10830,Unconnected,Yes
+Node_225,Health Center,Indian Ocean,-0.15719825432742596,82.71688350850809,10828,Connected,Yes
+Node_226,School,Australia,-51.39104423756883,150.20013883686312,7309,Connected,No
+Node_227,Health Center,Antarctica,-71.76688236531375,170.32746347700896,19785,Connected,No
+Node_228,Government Office,Russia,62.96207734350807,136.69193715630308,7589,Unconnected,No
+Node_229,School,Italy,40.32518340654116,10.873362103071827,15867,Unconnected,Yes
+Node_230,School,Kazakhstan,62.073017520673545,78.5726378711991,4671,Connected,Yes
+Node_231,School,Argentina,-47.528563301990665,-65.23899416800509,5866,Unconnected,Yes
+Node_232,School,United States,34.80057194370286,-92.05115477080071,6458,Connected,Yes
+Node_233,Health Center,Russia,68.16318460556602,24.634320137041215,14873,Connected,Yes
+Node_234,Health Center,Canada,60.52380532629792,-101.1273044141386,15119,Connected,Yes
+Node_235,Government Office,Pacific Ocean,-76.16926287337357,-163.06096687542117,17127,Connected,Yes
+Node_236,School,Pacific Ocean,-73.12358847225691,123.10775177386273,8948,Unconnected,Yes
+Node_237,School,Pacific Ocean,76.41947315289357,-174.25096704717444,15792,Connected,Yes
+Node_238,Health Center,India,12.821641479237229,60.97985961941794,14644,Connected,Yes
+Node_239,School,Russia,61.59205688984531,167.5798459764324,12141,Connected,Yes
+Node_240,Health Center,Pacific Ocean,-28.93656328192752,-118.68207325719612,2577,Unconnected,Yes
+Node_241,School,Pacific Ocean,-24.43816443033289,-166.85897682734398,14971,Connected,Yes
+Node_242,School,Antarctica,-85.53511801415237,-51.161321536170874,16171,Unconnected,Yes
+Node_243,Health Center,Canada,65.4095106834832,-78.10139036253065,18998,Connected,No
+Node_244,Government Office,Brazil,-23.283543993865564,-38.38243536594979,10970,Unconnected,Yes
+Node_245,School,Russia,43.070132753961104,145.638925462592,2571,Connected,Yes
+Node_246,Health Center,Chile,-20.49033902329286,-67.83139175962012,16062,Connected,Yes
+Node_247,School,Antarctica,-89.71324624638223,92.5331668945559,10599,Connected,Yes
+Node_248,Government Office,Russia,58.999890085712394,177.7248593062135,9397,Connected,Yes
+Node_249,Health Center,Russia,66.35730947470896,154.9434839114108,13778,Unconnected,Yes
+Node_250,School,Chile,-68.24861062851662,-19.884837009547255,9088,Connected,No
+Node_251,School,Saudi Arabia,22.655886073167537,44.940787837129335,7381,Connected,Yes
+Node_252,School,Uruguay,-30.509918472177482,-56.275142691300815,4949,Connected,Yes
+Node_253,School,United States,46.856963323437895,-95.91172632251629,14047,Unconnected,Yes
+Node_254,School,China,41.929498135797644,120.2987570884988,18504,Connected,No
+Node_255,School,Pacific Ocean,9.586143019297552,-102.63258672815428,15489,Unconnected,Yes
+Node_256,Government Office,Argentina,-27.38443517338043,-67.84516225363072,9840,Connected,Yes
+Node_257,School,Pacific Ocean,-68.0940487904686,-132.1858335309313,13148,Unconnected,Yes
+Node_258,School,Australia,-43.654148315339825,117.59028264930487,4763,Connected,Yes
+Node_259,School,Greenland,73.3882152385182,-80.75979663179534,10312,Connected,Yes
+Node_260,Health Center,Pacific Ocean,-5.598297785216133,-164.0004672844068,3354,Connected,Yes
+Node_261,School,Pacific Ocean,-31.19164531162032,-131.15323424224513,4740,Connected,No
+Node_262,Government Office,Indian Ocean,-32.11730664940634,91.80209531286971,10586,Unconnected,Yes
+Node_263,School,Canada,58.66429849314429,-44.3155769694564,9261,Unconnected,Yes
+Node_264,Health Center,Indian Ocean,-32.5265084139425,66.896279850078,6421,Connected,Yes
+Node_265,School,Russia,55.76046968697898,130.17851884519695,1557,Connected,Yes
+Node_266,School,Pacific Ocean,41.052882386658894,-133.5456752775056,19363,Unconnected,Yes
+Node_267,Health Center,Indian Ocean,-63.83985896482966,94.87033754180857,14942,Connected,No
+Node_268,School,Brazil,-12.435548372787053,-46.90759230355076,9083,Connected,Yes
+Node_269,Government Office,Portugal,49.246316089344305,-21.555268454963112,16803,Connected,Yes
+Node_270,School,Argentina,-61.28480961108896,45.9140444009264,19099,Connected,Yes
+Node_271,Health Center,Indian Ocean,-58.046024551168614,84.67586809390957,15126,Connected,No
+Node_272,School,Algeria,26.458309394054353,2.4729093594201004,5353,Unconnected,Yes
+Node_273,School,Greenland,86.60348677239512,-14.242063457587534,8558,Connected,No
+Node_274,Health Center,Indian Ocean,-19.70300444163179,86.63593821347871,17626,Connected,Yes
+Node_275,School,Greenland,82.25697321863018,-77.09482350282619,13668,Connected,Yes
+Node_276,Health Center,Turkey,42.4109821030961,28.76270182410792,15700,Connected,No
+Node_277,School,Saudi Arabia,21.628722089336094,55.518560856120814,4077,Unconnected,Yes
+Node_278,School,Australia,-40.34636862919178,122.40202192022315,9329,Connected,Yes
+Node_279,School,Russia,68.80042375211701,122.868314989836,15152,Unconnected,Yes
+Node_280,Health Center,Russia,82.91383091882736,35.54884405767214,16287,Unconnected,No
+Node_281,Health Center,Mongolia,47.120050267192966,108.47293257906415,12519,Unconnected,No
+Node_282,School,South Africa,-73.75559705979386,25.7556435462198,2178,Unconnected,Yes
+Node_283,School,Indian Ocean,-3.3638576077007087,82.30977136492487,17899,Unconnected,Yes
+Node_284,School,Atlantic Ocean,22.015195159217427,-22.039685238021264,19117,Connected,Yes
+Node_285,School,Atlantic Ocean,-7.74533073802624,0.6818793451676584,15842,Unconnected,No
+Node_286,Government Office,Russia,75.07336310169893,90.2750047688246,8936,Connected,Yes
+Node_287,Health Center,Pacific Ocean,-43.85922672729572,165.90293851362276,5785,Unconnected,Yes
+Node_288,School,Brazil,-11.393195235640476,-62.63706534880413,1944,Connected,Yes
+Node_289,School,Pacific Ocean,-10.087498868438587,-160.51493037922182,17106,Connected,Yes
+Node_290,School,Brazil,-19.716397119870734,-34.373585289548714,17410,Unconnected,Yes
+Node_291,Health Center,Indonesia,1.3338405587469708,122.6452083009882,2273,Connected,No
+Node_292,School,Antarctica,-74.28360758095599,-63.1562561089947,16098,Connected,Yes
+Node_293,School,Antarctica,-78.43779280352578,-34.739941296151216,596,Connected,Yes
+Node_294,Government Office,Pacific Ocean,0.25499421694286184,-85.88244649017491,17791,Unconnected,No
+Node_295,School,South Atlantic Ocean,-57.32676312777097,-6.046765145850486,9960,Connected,Yes
+Node_296,School,China,43.02883803069082,101.68278534109078,1845,Connected,No
+Node_297,School,Pacific Ocean,17.75815773892066,-121.21260988294007,18178,Connected,Yes
+Node_298,Government Office,Pacific Ocean,-20.039183097846333,-112.77744121512097,5989,Connected,Yes
+Node_299,Health Center,Atlantic Ocean,34.75244945934881,-17.28989132576035,1767,Connected,Yes
+Node_300,Health Center,Central African Republic,5.2305872478338244,15.780893445280071,16420,Unconnected,Yes

onehot_encoder.pkl

@@ -0,0 +1,3 @@
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+oid sha256:4b4800629e7047cd523283451c7c7f60bba43b7916a714c0431ceb14360aa093
+size 2656

peak_usage_regression_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a696a8c0c3c30796864ff48c3c518700172b92fbd7fa7f0dc577ab3d2c2a081
+size 522249

peak_usage_regression_model2.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:df43f1ae1500af9c59c67fa35354d84fa41bd06c8f4ccc5dd932fd72cf027b69
+size 704409

procurement.csv

@@ -0,0 +1,301 @@
+Deployment_ID,Node_ID,Cost_USD,Time_Taken_Days,Equipment_Used,Vendor_Details,Quantity
+Deploy_1,Node_1,134843.6961968384,37,Cable,Cisco,1419
+Deploy_2,Node_2,33457.00430984853,39,Switch,Huawei,352
+Deploy_3,Node_3,146436.94106894213,29,Antenna,Cisco,1541
+Deploy_4,Node_4,143474.4877845289,24,Cable,Nokia,1510
+Deploy_5,Node_5,28759.028364526468,11,Cable,Cisco,302
+Deploy_6,Node_6,142511.3866932307,45,Antenna,Huawei,1500
+Deploy_7,Node_7,47495.24695046593,70,Cable,Nokia,499
+Deploy_8,Node_8,64243.43227864141,50,Switch,Nokia,676
+Deploy_9,Node_9,93041.24333082588,55,Antenna,Huawei,979
+Deploy_10,Node_10,8578.920531537125,53,Cable,Ericsson,90
+Deploy_11,Node_11,120881.16227407723,25,Antenna,Nokia,1272
+Deploy_12,Node_12,133253.09375619865,39,Antenna,Ericsson,1402
+Deploy_13,Node_13,108639.9847780331,63,Router,Ericsson,1143
+Deploy_14,Node_14,148387.9146121237,64,Antenna,Cisco,1561
+Deploy_15,Node_15,40641.25991848247,32,Antenna,Huawei,427
+Deploy_16,Node_16,94535.98827763162,14,Antenna,Nokia,995
+Deploy_17,Node_17,22439.080472400587,3,Switch,Cisco,236
+Deploy_18,Node_18,113939.91198010862,53,Cable,Ericsson,1199
+Deploy_19,Node_19,21606.511079791308,9,Antenna,Nokia,227
+Deploy_20,Node_20,142883.97852560724,69,Antenna,Cisco,1504
+Deploy_21,Node_21,132472.19156224828,21,Switch,Nokia,1394
+Deploy_22,Node_22,51510.176093649796,87,Antenna,Cisco,542
+Deploy_23,Node_23,43054.86920627055,72,Cable,Cisco,453
+Deploy_24,Node_24,71143.1576114538,47,Cable,Huawei,748
+Deploy_25,Node_25,83625.953454284,16,Cable,Cisco,880
+Deploy_26,Node_26,7746.564706884128,73,Switch,Ericsson,81
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+Deploy_28,Node_28,57623.822141707446,29,Cable,Ericsson,606
+Deploy_29,Node_29,130930.86631821911,24,Antenna,Huawei,1378
+Deploy_30,Node_30,100917.52846886936,27,Switch,Cisco,1062
+Deploy_31,Node_31,63607.132479834494,46,Router,Nokia,669
+Deploy_32,Node_32,12847.083990442981,30,Antenna,Cisco,135
+Deploy_33,Node_33,23972.37640069154,41,Router,Huawei,252
+Deploy_34,Node_34,34457.51838193504,35,Router,Cisco,362
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+Deploy_36,Node_36,107844.79367054737,32,Antenna,Nokia,1135
+Deploy_37,Node_37,28174.270697756878,63,Router,Nokia,296
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+Deploy_39,Node_39,17282.33632985111,7,Switch,Nokia,181
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+Deploy_41,Node_41,104516.38041588753,9,Cable,Huawei,1100
+Deploy_42,Node_42,148965.48467056398,52,Cable,Cisco,1568
+Deploy_43,Node_43,88763.08642713536,65,Router,Ericsson,934
+Deploy_44,Node_44,14373.650977836358,73,Antenna,Huawei,151
+Deploy_45,Node_45,39244.27221353656,13,Cable,Cisco,413
+Deploy_46,Node_46,70834.5198846125,52,Switch,Huawei,745
+Deploy_47,Node_47,56716.2282632683,17,Switch,Ericsson,597
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+Deploy_50,Node_50,92993.09960443317,75,Switch,Ericsson,978
+Deploy_51,Node_51,53127.72692814437,57,Antenna,Nokia,559
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+Deploy_54,Node_54,83003.48322230105,43,Switch,Nokia,873
+Deploy_55,Node_55,117694.42848325137,80,Antenna,Huawei,1238
+Deploy_56,Node_56,75303.45593478887,61,Switch,Ericsson,792
+Deploy_57,Node_57,52351.66315978426,13,Router,Cisco,551
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+Deploy_59,Node_59,30836.4403889304,7,Antenna,Cisco,324
+Deploy_60,Node_60,84743.41837068035,43,Antenna,Cisco,892
+Deploy_61,Node_61,147004.30555113306,22,Antenna,Cisco,1547
+Deploy_62,Node_62,38508.34474236373,86,Antenna,Ericsson,405
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+Deploy_67,Node_67,140544.68141732647,22,Antenna,Ericsson,1479
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+Deploy_70,Node_70,54047.95726149517,77,Switch,Nokia,568
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+Deploy_74,Node_74,126570.76615653725,60,Router,Nokia,1332
+Deploy_75,Node_75,75890.74882258798,46,Cable,Nokia,798
+Deploy_76,Node_76,94078.33388095198,21,Router,Huawei,990
+Deploy_77,Node_77,55685.19176535115,61,Switch,Nokia,586
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+Deploy_79,Node_79,56698.29455578389,1,Router,Huawei,596
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+Deploy_81,Node_81,105106.96057755103,50,Switch,Nokia,1106
+Deploy_82,Node_82,93613.70888786766,42,Switch,Huawei,985
+Deploy_83,Node_83,11637.039889181244,70,Switch,Ericsson,122
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+Deploy_85,Node_85,49659.53896524728,80,Switch,Nokia,522
+Deploy_86,Node_86,72723.18383763189,82,Cable,Nokia,765
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+Deploy_89,Node_89,97449.44213393197,26,Cable,Nokia,1025
+Deploy_90,Node_90,135954.74986628658,16,Router,Cisco,1431
+Deploy_91,Node_91,58077.80938727549,10,Antenna,Ericsson,611
+Deploy_92,Node_92,42632.22051382346,41,Switch,Cisco,448
+Deploy_93,Node_93,109616.087053197,30,Antenna,Cisco,1153
+Deploy_94,Node_94,74717.91873267603,39,Router,Ericsson,786
+Deploy_95,Node_95,64468.03946870172,5,Router,Cisco,678
+Deploy_96,Node_96,44639.950735177335,54,Router,Huawei,469
+Deploy_97,Node_97,80663.35373870668,7,Router,Nokia,849
+Deploy_98,Node_98,25250.76352751371,43,Antenna,Huawei,265
+Deploy_99,Node_99,91033.75372508391,39,Antenna,Huawei,958
+Deploy_100,Node_100,46532.6728956334,26,Cable,Ericsson,489
+Deploy_101,Node_101,46863.075194167,52,Antenna,Huawei,493
+Deploy_102,Node_102,6404.842800422446,67,Switch,Nokia,67
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+Deploy_105,Node_105,99875.26658948373,65,Cable,Nokia,1051
+Deploy_106,Node_106,50805.58472911991,69,Antenna,Nokia,534
+Deploy_107,Node_107,141114.058355258,48,Switch,Huawei,1485
+Deploy_108,Node_108,26272.421380682677,25,Antenna,Nokia,276
+Deploy_109,Node_109,21180.299086390027,45,Switch,Cisco,222
+Deploy_110,Node_110,64340.3185678239,53,Cable,Nokia,677
+Deploy_111,Node_111,138352.94803055603,13,Router,Ericsson,1456
+Deploy_112,Node_112,41115.78776030487,29,Cable,Huawei,432
+Deploy_113,Node_113,121734.77470008122,51,Router,Nokia,1281
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+Deploy_115,Node_115,32364.65852589606,28,Antenna,Huawei,340
+Deploy_116,Node_116,121312.55776629498,85,Switch,Cisco,1276
+Deploy_117,Node_117,60670.277402665524,56,Switch,Nokia,638
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+Deploy_119,Node_119,10651.420577548224,76,Antenna,Nokia,112
+Deploy_120,Node_120,31952.178129345146,68,Switch,Cisco,336
+Deploy_121,Node_121,139684.08590884815,40,Antenna,Ericsson,1470
+Deploy_122,Node_122,138305.48773494796,17,Cable,Ericsson,1455
+Deploy_123,Node_123,143862.68725907715,79,Cable,Cisco,1514
+Deploy_124,Node_124,104871.91981148918,32,Router,Nokia,1103
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+Deploy_127,Node_127,19793.158817959073,7,Antenna,Nokia,208
+Deploy_128,Node_128,34336.42626059216,63,Cable,Cisco,361
+Deploy_129,Node_129,22970.966261226782,54,Antenna,Nokia,241
+Deploy_130,Node_130,99062.96797026394,22,Router,Ericsson,1042
+Deploy_131,Node_131,67249.54898009804,25,Antenna,Ericsson,707
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+Deploy_133,Node_133,127833.48461463612,83,Router,Nokia,1345
+Deploy_134,Node_134,70056.08215005885,33,Router,Cisco,737
+Deploy_135,Node_135,85707.13031583863,56,Cable,Ericsson,902
+Deploy_136,Node_136,138769.33091762394,86,Switch,Cisco,1460
+Deploy_137,Node_137,47862.13406874885,23,Antenna,Nokia,503
+Deploy_138,Node_138,75019.21085582102,28,Cable,Nokia,789
+Deploy_139,Node_139,37550.20758649247,75,Router,Nokia,395
+Deploy_140,Node_140,52892.01453937573,87,Cable,Huawei,556
+Deploy_141,Node_141,34800.11133842224,70,Router,Cisco,366
+Deploy_142,Node_142,45256.467469332674,50,Router,Cisco,476
+Deploy_143,Node_143,143943.6501388691,29,Router,Cisco,1515
+Deploy_144,Node_144,56298.5001920309,2,Router,Nokia,592
+Deploy_145,Node_145,134798.51733849355,25,Cable,Nokia,1418
+Deploy_146,Node_146,59336.78980530706,79,Cable,Nokia,624
+Deploy_147,Node_147,135091.65871994023,80,Switch,Nokia,1422
+Deploy_148,Node_148,19600.914592616173,59,Antenna,Ericsson,206
+Deploy_149,Node_149,138149.69327281194,15,Antenna,Nokia,1454
+Deploy_150,Node_150,98260.98083822461,41,Switch,Cisco,1034
+Deploy_151,Node_151,84891.42018417867,47,Cable,Cisco,893
+Deploy_152,Node_152,54955.29533347297,26,Cable,Nokia,578
+Deploy_153,Node_153,65206.36067121612,51,Antenna,Nokia,686
+Deploy_154,Node_154,65544.715129951,27,Router,Cisco,689
+Deploy_155,Node_155,18732.86979012568,19,Router,Ericsson,197
+Deploy_156,Node_156,147599.5548765764,87,Switch,Nokia,1553
+Deploy_157,Node_157,78121.7683725828,47,Switch,Cisco,822
+Deploy_158,Node_158,67857.87323848828,40,Router,Nokia,714
+Deploy_159,Node_159,53200.58398151781,40,Cable,Huawei,560
+Deploy_160,Node_160,93923.17662760855,15,Router,Cisco,988
+Deploy_161,Node_161,135867.38955848303,81,Antenna,Nokia,1430
+Deploy_162,Node_162,24802.871577739133,81,Switch,Huawei,261
+Deploy_163,Node_163,67805.8586533907,9,Switch,Nokia,713
+Deploy_164,Node_164,67814.86268745674,83,Switch,Ericsson,713
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+Deploy_166,Node_166,49147.947220817085,54,Cable,Nokia,517
+Deploy_167,Node_167,125903.82649017993,65,Router,Huawei,1325
+Deploy_168,Node_168,32367.746171186333,84,Switch,Nokia,340
+Deploy_169,Node_169,138963.18694504452,33,Switch,Ericsson,1462
+Deploy_170,Node_170,148145.25605748332,40,Switch,Huawei,1559
+Deploy_171,Node_171,111175.55676422975,54,Switch,Nokia,1170
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+Deploy_173,Node_173,96628.82755216812,20,Switch,Nokia,1017
+Deploy_174,Node_174,39799.46358973599,28,Antenna,Ericsson,418
+Deploy_175,Node_175,76206.19043124422,4,Switch,Nokia,802
+Deploy_176,Node_176,43362.01966488668,55,Cable,Cisco,456
+Deploy_177,Node_177,11565.173433280015,66,Cable,Nokia,121
+Deploy_178,Node_178,89298.45173803857,31,Switch,Ericsson,939
+Deploy_179,Node_179,102361.24556509491,54,Switch,Huawei,1077
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+Deploy_181,Node_181,5166.753228457236,65,Switch,Ericsson,54
+Deploy_182,Node_182,16747.59817135248,3,Switch,Ericsson,176
+Deploy_183,Node_183,22712.077913101755,50,Antenna,Huawei,239
+Deploy_184,Node_184,5811.0515402154415,50,Cable,Cisco,61
+Deploy_185,Node_185,117875.54484281038,9,Switch,Huawei,1240
+Deploy_186,Node_186,64935.47587260438,44,Switch,Huawei,683
+Deploy_187,Node_187,20090.752465244623,9,Antenna,Cisco,211
+Deploy_188,Node_188,89305.10785503023,45,Antenna,Huawei,940
+Deploy_189,Node_189,144997.95100862894,6,Router,Huawei,1526
+Deploy_190,Node_190,58876.22237520242,32,Antenna,Nokia,619
+Deploy_191,Node_191,75346.70487384514,27,Router,Nokia,793
+Deploy_192,Node_192,41903.02651115612,31,Antenna,Ericsson,441
+Deploy_193,Node_193,108042.82658464009,19,Switch,Ericsson,1137
+Deploy_194,Node_194,148891.89605693638,5,Cable,Nokia,1567
+Deploy_195,Node_195,36937.92502561629,5,Antenna,Ericsson,388
+Deploy_196,Node_196,95461.94294922364,41,Router,Cisco,1004
+Deploy_197,Node_197,46175.83491260898,62,Switch,Huawei,486
+Deploy_198,Node_198,63606.78797569972,48,Switch,Huawei,669
+Deploy_199,Node_199,97372.06340949108,83,Antenna,Huawei,1024
+Deploy_200,Node_200,23688.706164851756,55,Antenna,Ericsson,249
+Deploy_201,Node_201,56651.00459823074,26,Antenna,Ericsson,596
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+Deploy_203,Node_203,46633.35851671371,7,Router,Cisco,490
+Deploy_204,Node_204,98677.2136485138,66,Router,Ericsson,1038
+Deploy_205,Node_205,70392.9899132151,34,Switch,Huawei,740
+Deploy_206,Node_206,85430.54961828177,14,Cable,Ericsson,899
+Deploy_207,Node_207,44864.17020184334,80,Switch,Nokia,472
+Deploy_208,Node_208,131904.00733325793,85,Router,Cisco,1388
+Deploy_209,Node_209,147113.05574160162,37,Antenna,Nokia,1548
+Deploy_210,Node_210,88795.85102170274,42,Antenna,Nokia,934
+Deploy_211,Node_211,12824.725221937195,3,Router,Huawei,135
+Deploy_212,Node_212,80295.33500801421,53,Router,Ericsson,845
+Deploy_213,Node_213,66588.57321181416,86,Router,Ericsson,700
+Deploy_214,Node_214,99899.66303834817,73,Router,Ericsson,1051
+Deploy_215,Node_215,105088.80619650292,72,Router,Nokia,1106
+Deploy_216,Node_216,15152.304922508769,15,Cable,Cisco,159
+Deploy_217,Node_217,71664.65472742531,32,Switch,Ericsson,754
+Deploy_218,Node_218,124038.19832419592,79,Antenna,Huawei,1305
+Deploy_219,Node_219,66302.50149821902,86,Antenna,Cisco,697
+Deploy_220,Node_220,84503.5987060764,81,Cable,Huawei,889
+Deploy_221,Node_221,119269.56786849584,30,Router,Cisco,1255
+Deploy_222,Node_222,48069.301822033645,30,Antenna,Nokia,506
+Deploy_223,Node_223,136310.36410388383,69,Router,Huawei,1434
+Deploy_224,Node_224,101385.29985687089,79,Cable,Ericsson,1067
+Deploy_225,Node_225,69212.75870727604,38,Router,Nokia,728
+Deploy_226,Node_226,80831.06937984869,27,Router,Cisco,850
+Deploy_227,Node_227,13967.503539289795,66,Router,Huawei,147
+Deploy_228,Node_228,28988.25921276908,5,Antenna,Nokia,305
+Deploy_229,Node_229,69093.48640452327,16,Cable,Nokia,727
+Deploy_230,Node_230,56159.13132371261,82,Switch,Ericsson,591
+Deploy_231,Node_231,61512.89171423126,21,Router,Cisco,647
+Deploy_232,Node_232,27524.644599259074,10,Cable,Huawei,289
+Deploy_233,Node_233,79282.94087122996,72,Antenna,Huawei,834
+Deploy_234,Node_234,114708.6731820104,63,Antenna,Nokia,1207
+Deploy_235,Node_235,100193.98023121365,60,Antenna,Nokia,1054
+Deploy_236,Node_236,103351.30075676633,13,Router,Huawei,1087
+Deploy_237,Node_237,69170.34528965838,59,Router,Nokia,728
+Deploy_238,Node_238,45472.44731594895,53,Router,Ericsson,478
+Deploy_239,Node_239,18722.004136733605,69,Router,Huawei,197
+Deploy_240,Node_240,88789.40605394234,55,Cable,Nokia,934
+Deploy_241,Node_241,91997.69432004691,75,Cable,Cisco,968
+Deploy_242,Node_242,109845.52873884965,37,Switch,Huawei,1156
+Deploy_243,Node_243,117358.00661847288,82,Antenna,Nokia,1235
+Deploy_244,Node_244,91887.11639951884,51,Cable,Huawei,967
+Deploy_245,Node_245,36715.34897343643,27,Router,Huawei,386
+Deploy_246,Node_246,18128.983302557965,30,Cable,Cisco,190
+Deploy_247,Node_247,27694.947637750498,6,Cable,Ericsson,291
+Deploy_248,Node_248,138981.5833247944,37,Antenna,Huawei,1462
+Deploy_249,Node_249,29368.196268443186,53,Router,Huawei,309
+Deploy_250,Node_250,105688.66704723758,49,Switch,Ericsson,1112
+Deploy_251,Node_251,135408.40883404002,43,Switch,Cisco,1425
+Deploy_252,Node_252,49198.561693000345,14,Router,Nokia,517
+Deploy_253,Node_253,49510.06123426193,14,Cable,Huawei,521
+Deploy_254,Node_254,42620.82094677909,52,Antenna,Huawei,448
+Deploy_255,Node_255,110039.79028356618,7,Antenna,Cisco,1158
+Deploy_256,Node_256,128568.37085385212,72,Antenna,Cisco,1353
+Deploy_257,Node_257,28150.77358563913,18,Router,Huawei,296
+Deploy_258,Node_258,46563.57194760307,10,Antenna,Cisco,490
+Deploy_259,Node_259,118210.01462221453,40,Antenna,Huawei,1244
+Deploy_260,Node_260,63879.541777986626,64,Router,Ericsson,672
+Deploy_261,Node_261,38528.83350245109,57,Cable,Cisco,405
+Deploy_262,Node_262,116266.1067024748,18,Cable,Nokia,1223
+Deploy_263,Node_263,28022.566297684774,81,Antenna,Huawei,294
+Deploy_264,Node_264,101207.58366974852,54,Cable,Ericsson,1065
+Deploy_265,Node_265,95905.2059266871,21,Cable,Huawei,1009
+Deploy_266,Node_266,54604.831111804866,38,Cable,Huawei,574
+Deploy_267,Node_267,95603.80208928107,34,Switch,Ericsson,1006
+Deploy_268,Node_268,116800.69232524464,25,Cable,Ericsson,1229
+Deploy_269,Node_269,100565.62383509603,44,Antenna,Huawei,1058
+Deploy_270,Node_270,140905.42408353562,20,Cable,Cisco,1483
+Deploy_271,Node_271,111382.85728617714,78,Switch,Ericsson,1172
+Deploy_272,Node_272,120840.75279462176,72,Cable,Nokia,1272
+Deploy_273,Node_273,122486.33449477144,16,Router,Ericsson,1289
+Deploy_274,Node_274,124895.61106629582,9,Switch,Huawei,1314
+Deploy_275,Node_275,15392.405020664673,39,Router,Cisco,162
+Deploy_276,Node_276,45067.35840034978,10,Router,Ericsson,474
+Deploy_277,Node_277,133266.24552175158,8,Cable,Cisco,1402
+Deploy_278,Node_278,40900.192286682846,31,Antenna,Ericsson,430
+Deploy_279,Node_279,145864.54848921014,71,Antenna,Ericsson,1535
+Deploy_280,Node_280,129863.98358804882,82,Router,Huawei,1366
+Deploy_281,Node_281,88690.99707304212,31,Cable,Cisco,933
+Deploy_282,Node_282,13810.50623233892,15,Antenna,Nokia,145
+Deploy_283,Node_283,81065.5961045465,50,Switch,Huawei,853
+Deploy_284,Node_284,59662.25687549316,5,Router,Cisco,627
+Deploy_285,Node_285,71286.42894060699,69,Antenna,Nokia,750
+Deploy_286,Node_286,120716.20801510448,72,Cable,Ericsson,1270
+Deploy_287,Node_287,24855.607063602347,43,Switch,Ericsson,261
+Deploy_288,Node_288,84344.90869580812,52,Router,Nokia,887
+Deploy_289,Node_289,47531.44966546585,26,Switch,Cisco,500
+Deploy_290,Node_290,93800.34270493497,5,Antenna,Nokia,987
+Deploy_291,Node_291,61162.94326757893,83,Cable,Ericsson,643
+Deploy_292,Node_292,49625.84468891966,17,Antenna,Huawei,522
+Deploy_293,Node_293,21076.215273991947,3,Cable,Nokia,221
+Deploy_294,Node_294,137066.5717412428,89,Router,Nokia,1442
+Deploy_295,Node_295,58412.11807254703,43,Router,Huawei,614
+Deploy_296,Node_296,76037.38059265638,30,Cable,Huawei,800
+Deploy_297,Node_297,5045.558604751838,51,Cable,Cisco,53
+Deploy_298,Node_298,140889.94092086016,21,Cable,Nokia,1483
+Deploy_299,Node_299,105270.74756592566,29,Antenna,Ericsson,1108
+Deploy_300,Node_300,108649.11696929559,73,Cable,Nokia,1143

procurement_merged_data.csv

@@ -0,0 +1,301 @@
+Deployment_ID,Node_ID,Cost_USD,Time_Taken_Days,Equipment_Used,Vendor_Details,Quantity,Type,Region,Latitude,Longitude,Population_Served,Connectivity_Status,Existing_Infrastructure
+Deploy_1,Node_1,134843.6961968384,37,Cable,Cisco,1419,Government Office,Russia,82.79997310686326,80.37418226297893,9218,Unconnected,No
+Deploy_2,Node_2,33457.00430984853,39,Switch,Huawei,352,Health Center,French Polynesia,-25.48424958545918,-157.74848182227538,1403,Connected,Yes
+Deploy_3,Node_3,146436.9410689421,29,Antenna,Cisco,1541,School,Russia,58.4479846877519,165.41787174020214,573,Connected,No
+Deploy_4,Node_4,143474.4877845289,24,Cable,Nokia,1510,School,Iceland,66.46861385331204,-18.50623492214672,2472,Connected,Yes
+Deploy_5,Node_5,28759.028364526468,11,Cable,Cisco,302,School,China,38.264492603635375,99.09352843917505,2523,Unconnected,No
+Deploy_6,Node_6,142511.3866932307,45,Antenna,Huawei,1500,Health Center,South Atlantic Ocean,-43.697063435980745,-12.675467669413166,11704,Connected,No
+Deploy_7,Node_7,47495.24695046593,70,Cable,Nokia,499,School,French Guiana,5.352001107793242,-53.81027016063706,3637,Connected,Yes
+Deploy_8,Node_8,64243.43227864141,50,Switch,Nokia,676,School,Norway,78.73012680588968,8.917209166422083,10618,Unconnected,Yes
+Deploy_9,Node_9,93041.24333082588,55,Antenna,Huawei,979,School,South Atlantic Ocean,-43.492342831069685,-29.178955428981283,13261,Unconnected,Yes
+Deploy_10,Node_10,8578.920531537125,53,Cable,Ericsson,90,Health Center,Russia,83.25545023596217,110.66448755210403,3207,Connected,Yes
+Deploy_11,Node_11,120881.16227407724,25,Antenna,Nokia,1272,Government Office,Pacific Ocean,29.347082078110063,165.64486271865604,2399,Unconnected,No
+Deploy_12,Node_12,133253.09375619865,39,Antenna,Ericsson,1402,Health Center,Antarctica,-67.44400430545093,90.978058959608,4291,Connected,No
+Deploy_13,Node_13,108639.9847780331,63,Router,Ericsson,1143,School,Philippines,13.735478046923802,115.23496470311328,18912,Unconnected,No
+Deploy_14,Node_14,148387.9146121237,64,Antenna,Cisco,1561,School,United States,28.71561218158521,-79.30162427616526,13933,Connected,Yes
+Deploy_15,Node_15,40641.25991848247,32,Antenna,Huawei,427,Health Center,Russia,75.9298216951264,85.44717658889317,5767,Connected,Yes
+Deploy_16,Node_16,94535.98827763162,14,Antenna,Nokia,995,Health Center,United States,53.98127063640962,-174.74419302249174,7102,Connected,Yes
+Deploy_17,Node_17,22439.080472400587,3,Switch,Cisco,236,School,Pacific Ocean,-36.29800470039824,-161.28468053834752,8711,Connected,Yes
+Deploy_18,Node_18,113939.91198010862,53,Cable,Ericsson,1199,School,Norway,80.08107941117211,-1.9900868651535573,7327,Connected,No
+Deploy_19,Node_19,21606.511079791308,9,Antenna,Nokia,227,Health Center,Indian Ocean,-33.30179268551746,81.81633110628297,4777,Connected,Yes
+Deploy_20,Node_20,142883.97852560724,69,Antenna,Cisco,1504,School,South Atlantic Ocean,-56.44627595204656,3.653382984386468,372,Connected,Yes
+Deploy_21,Node_21,132472.19156224828,21,Switch,Nokia,1394,Health Center,Nepal,29.463823179196535,82.04164994059073,14169,Connected,Yes
+Deploy_22,Node_22,51510.1760936498,87,Antenna,Cisco,542,School,Democratic Republic of the Congo,-9.401139964029468,25.70423899300636,17342,Unconnected,Yes
+Deploy_23,Node_23,43054.86920627055,72,Cable,Cisco,453,School,Pacific Ocean,-31.981692351757246,-119.04813796741058,5919,Connected,Yes
+Deploy_24,Node_24,71143.1576114538,47,Cable,Huawei,748,Health Center,Atlantic Ocean,28.56206193057244,-37.14903879629094,14714,Connected,Yes
+Deploy_25,Node_25,83625.953454284,16,Cable,Cisco,880,Health Center,Russia,42.12996552319396,134.35214891650344,5138,Unconnected,Yes
+Deploy_26,Node_26,7746.564706884128,73,Switch,Ericsson,81,Health Center,Indian Ocean,-19.934428116561875,86.27211589843336,18379,Unconnected,No
+Deploy_27,Node_27,25279.63077060853,25,Antenna,Huawei,266,Health Center,South Atlantic Ocean,-32.70759673728293,-34.898781814565496,3089,Connected,Yes
+Deploy_28,Node_28,57623.822141707446,29,Cable,Ericsson,606,School,South Atlantic Ocean,-69.09277668767005,-36.542922377290125,11306,Connected,Yes
+Deploy_29,Node_29,130930.86631821912,24,Antenna,Huawei,1378,School,Indian Ocean,-13.105581291156511,87.44136434779375,2566,Connected,Yes
+Deploy_30,Node_30,100917.52846886936,27,Switch,Cisco,1062,Health Center,Peru,-14.595860089478094,-72.53804127696715,16952,Connected,No
+Deploy_31,Node_31,63607.132479834494,46,Router,Nokia,669,Health Center,United States,32.75713573499803,-74.7389026423518,374,Connected,Yes
+Deploy_32,Node_32,12847.08399044298,30,Antenna,Cisco,135,Government Office,United States,33.24505330201585,-177.267446031494,10943,Connected,Yes
+Deploy_33,Node_33,23972.37640069154,41,Router,Huawei,252,Health Center,New Zealand,-37.9783625134495,169.25358589079548,14664,Connected,Yes
+Deploy_34,Node_34,34457.51838193504,35,Router,Cisco,362,Government Office,Canada,77.90136032400798,-131.02613757716884,17113,Connected,Yes
+Deploy_35,Node_35,28497.330250392173,74,Cable,Ericsson,299,Government Office,Ireland,53.95210819645638,-14.648232941130914,1525,Connected,Yes
+Deploy_36,Node_36,107844.79367054735,32,Antenna,Nokia,1135,School,Antarctica,-71.25946604450195,111.39615690856004,5932,Connected,Yes
+Deploy_37,Node_37,28174.27069775688,63,Router,Nokia,296,School,Pacific Ocean,-18.63456346314615,-140.86118940836238,3458,Connected,No
+Deploy_38,Node_38,123925.14455290124,34,Switch,Huawei,1304,School,Myanmar,13.572875711479597,95.77261580035082,10516,Unconnected,Yes
+Deploy_39,Node_39,17282.33632985111,7,Switch,Nokia,181,School,South Atlantic Ocean,-28.427800455450985,-40.11544161848517,11180,Unconnected,No
+Deploy_40,Node_40,49471.43943368079,44,Antenna,Ericsson,520,School,Antarctica,-86.17497735782159,144.2210700811632,1243,Connected,Yes
+Deploy_41,Node_41,104516.38041588751,9,Cable,Huawei,1100,School,Canada,54.34938897361624,-114.01916764675116,16696,Connected,Yes
+Deploy_42,Node_42,148965.48467056398,52,Cable,Cisco,1568,School,Pacific Ocean,-51.2870096090986,-127.5180863016275,14237,Connected,Yes
+Deploy_43,Node_43,88763.08642713536,65,Router,Ericsson,934,Health Center,Atlantic Ocean,-11.11696902165518,-7.160361060139053,17817,Connected,Yes
+Deploy_44,Node_44,14373.650977836358,73,Antenna,Huawei,151,Health Center,Russia,47.91447305459991,136.01704201686863,1094,Connected,Yes
+Deploy_45,Node_45,39244.27221353656,13,Cable,Cisco,413,School,Pacific Ocean,-47.72551359402648,165.61048759650777,903,Connected,Yes
+Deploy_46,Node_46,70834.5198846125,52,Switch,Huawei,745,Health Center,Australia,-35.56916861268556,154.00558497913107,15472,Unconnected,Yes
+Deploy_47,Node_47,56716.2282632683,17,Switch,Ericsson,597,School,Greenland,82.1733673424431,-70.91839843860608,7366,Unconnected,Yes
+Deploy_48,Node_48,98713.48618249725,13,Switch,Huawei,1039,School,Antarctica,-73.07680589286497,-51.4689545786664,10911,Connected,Yes
+Deploy_49,Node_49,77249.13497137075,74,Cable,Cisco,813,School,South Africa,-34.38984100190195,12.622343952619303,16308,Connected,No
+Deploy_50,Node_50,92993.09960443316,75,Switch,Ericsson,978,School,Atlantic Ocean,13.06353384499252,-12.407162056834466,3135,Connected,Yes
+Deploy_51,Node_51,53127.72692814437,57,Antenna,Nokia,559,Health Center,Greenland,77.69676721734211,-61.87462744439159,4580,Connected,Yes
+Deploy_52,Node_52,122546.65442900658,18,Router,Cisco,1289,Health Center,Pacific Ocean,13.57399348059836,-105.74641234137964,11917,Connected,Yes
+Deploy_53,Node_53,94835.057787587,16,Cable,Huawei,998,Health Center,Antarctica,-73.85172529983565,177.05462828999396,9829,Connected,No
+Deploy_54,Node_54,83003.48322230105,43,Switch,Nokia,873,School,Pacific Ocean,43.24206908599075,-146.6751828673125,16636,Connected,Yes
+Deploy_55,Node_55,117694.42848325137,80,Antenna,Huawei,1238,Health Center,France,45.159485982213454,3.810192142254635,16295,Unconnected,No
+Deploy_56,Node_56,75303.45593478887,61,Switch,Ericsson,792,School,Chile,-48.43310385779449,-72.18533465390234,18780,Connected,No
+Deploy_57,Node_57,52351.66315978426,13,Router,Cisco,551,School,Antarctica,-89.09378638711172,109.26467273337757,12022,Connected,Yes
+Deploy_58,Node_58,74773.04859921601,57,Cable,Cisco,787,Health Center,Mexico,20.36476208167994,-108.57113978669008,7585,Connected,Yes
+Deploy_59,Node_59,30836.4403889304,7,Antenna,Cisco,324,School,Philippines,11.52666426484508,130.3924036989309,5034,Unconnected,No
+Deploy_60,Node_60,84743.41837068035,43,Antenna,Cisco,892,School,Myanmar,20.95930402548359,98.20553071564854,16479,Connected,Yes
+Deploy_61,Node_61,147004.30555113306,22,Antenna,Cisco,1547,School,Antarctica,-78.08400202371811,-49.18326941276945,249,Unconnected,Yes
+Deploy_62,Node_62,38508.34474236373,86,Antenna,Ericsson,405,School,Indian Ocean,-17.545657449494797,75.72125935993671,5106,Connected,Yes
+Deploy_63,Node_63,30380.21241387502,34,Antenna,Huawei,319,School,Atlantic Ocean,8.930221418320315,-13.154278231153796,15488,Connected,Yes
+Deploy_64,Node_64,114505.3256154417,51,Antenna,Nokia,1205,School,Antarctica,-74.653258216328,33.56714411201784,8322,Connected,Yes
+Deploy_65,Node_65,58770.88381435216,50,Antenna,Cisco,618,School,Indian Ocean,4.540017430789277,77.58215480031038,5004,Unconnected,No
+Deploy_66,Node_66,115093.66383231468,48,Cable,Ericsson,1211,School,Atlantic Ocean,-5.619753422319448,-6.918600453962682,19799,Connected,Yes
+Deploy_67,Node_67,140544.68141732647,22,Antenna,Ericsson,1479,Health Center,Russia,76.09116662674631,-171.968029793321,14157,Unconnected,Yes
+Deploy_68,Node_68,10150.513974152196,4,Switch,Ericsson,106,Health Center,Pacific Ocean,-41.73959438378954,-129.0638783191277,17940,Connected,Yes
+Deploy_69,Node_69,138675.71506269823,37,Cable,Huawei,1459,School,Arctic Ocean,87.54526977355525,-127.45780998807156,19525,Connected,Yes
+Deploy_70,Node_70,54047.95726149517,77,Switch,Nokia,568,Health Center,Pacific Ocean,0.3028851995330086,-163.62076640853672,18999,Connected,No
+Deploy_71,Node_71,99146.6896245225,67,Switch,Nokia,1043,School,Antarctica,-87.05898844457309,-69.43564472409908,2065,Connected,Yes
+Deploy_72,Node_72,56106.80228917262,4,Antenna,Nokia,590,School,Indian Ocean,10.31447422595778,91.61600376201947,18636,Unconnected,Yes
+Deploy_73,Node_73,11479.70392277446,89,Antenna,Huawei,120,School,United States,41.1983428291835,-104.82970794708342,6934,Unconnected,Yes
+Deploy_74,Node_74,126570.76615653724,60,Router,Nokia,1332,School,Pacific Ocean,-8.81717565057481,148.73343114435374,526,Connected,Yes
+Deploy_75,Node_75,75890.74882258798,46,Cable,Nokia,798,Health Center,Indian Ocean,-29.40541215477644,95.34997395235098,6736,Connected,No
+Deploy_76,Node_76,94078.33388095198,21,Router,Huawei,990,School,Caribbean,18.069729244133725,-62.076332418331816,16509,Connected,Yes
+Deploy_77,Node_77,55685.19176535115,61,Switch,Nokia,586,School,Pacific Ocean,-65.86997394440247,167.2028741199711,11187,Unconnected,Yes
+Deploy_78,Node_78,142759.8356764586,55,Switch,Huawei,1502,Health Center,Japan,40.966873650181896,140.48332883548653,2511,Connected,No
+Deploy_79,Node_79,56698.29455578389,1,Router,Huawei,596,Government Office,Pacific Ocean,9.95551696913016,-131.51242754701585,4445,Connected,No
+Deploy_80,Node_80,113642.25047166034,35,Antenna,Cisco,1196,School,South Atlantic Ocean,-58.394940366575824,46.66813165846435,5065,Unconnected,Yes
+Deploy_81,Node_81,105106.96057755104,50,Switch,Nokia,1106,School,Pakistan,32.04971430069875,71.3822547963446,3707,Connected,Yes
+Deploy_82,Node_82,93613.70888786766,42,Switch,Huawei,985,Health Center,Indian Ocean,-49.46118857430042,103.93333810660948,6075,Connected,Yes
+Deploy_83,Node_83,11637.039889181244,70,Switch,Ericsson,122,School,Taiwan,23.490552508423026,121.60503441587936,2358,Connected,Yes
+Deploy_84,Node_84,138079.2961546989,62,Cable,Huawei,1453,School,Antarctica,-74.89350619500534,100.72328451597195,5778,Connected,Yes
+Deploy_85,Node_85,49659.53896524728,80,Switch,Nokia,522,School,Pacific Ocean,-1.6592230874113625,-86.51702940781263,2040,Unconnected,Yes
+Deploy_86,Node_86,72723.18383763189,82,Cable,Nokia,765,School,Pacific Ocean,13.565060964220264,-154.8182116096019,16047,Unconnected,Yes
+Deploy_87,Node_87,15729.429362993627,52,Antenna,Cisco,165,Government Office,Pacific Ocean,-61.60078834584182,-105.29187416631176,14058,Connected,No
+Deploy_88,Node_88,83341.25341419774,59,Cable,Nokia,877,School,Atlantic Ocean,2.2296711230080177,10.91709110058693,15168,Connected,No
+Deploy_89,Node_89,97449.44213393197,26,Cable,Nokia,1025,School,Ukraine,49.1390730375025,33.948883726432285,8631,Unconnected,Yes
+Deploy_90,Node_90,135954.74986628658,16,Router,Cisco,1431,School,Austria,47.63459567819331,13.143899061583,9371,Connected,Yes
+Deploy_91,Node_91,58077.80938727549,10,Antenna,Ericsson,611,School,Pacific Ocean,2.899866945744975,-171.36604698901772,12507,Connected,Yes
+Deploy_92,Node_92,42632.22051382346,41,Switch,Cisco,448,School,Sudan,17.77883847232839,37.63365910922786,15148,Connected,Yes
+Deploy_93,Node_93,109616.087053197,30,Antenna,Cisco,1153,School,Pacific Ocean,30.01411142539241,151.9740923011891,11022,Unconnected,Yes
+Deploy_94,Node_94,74717.91873267603,39,Router,Ericsson,786,School,Pacific Ocean,-45.35912575242565,-161.87896357457296,15592,Connected,No
+Deploy_95,Node_95,64468.03946870172,5,Router,Cisco,678,Health Center,Atlantic Ocean,9.94679041298103,-46.68386611218728,18313,Unconnected,Yes
+Deploy_96,Node_96,44639.950735177335,54,Router,Huawei,469,School,Indian Ocean,-64.75689779702782,94.09705995595084,11503,Unconnected,Yes
+Deploy_97,Node_97,80663.35373870668,7,Router,Nokia,849,School,Kazakhstan,50.18818582904419,59.44356510857051,385,Connected,Yes
+Deploy_98,Node_98,25250.76352751371,43,Antenna,Huawei,265,School,Indian Ocean,-11.150002573200725,55.34217574090755,11701,Unconnected,Yes
+Deploy_99,Node_99,91033.75372508392,39,Antenna,Huawei,958,Government Office,South Atlantic Ocean,-60.133439007807766,0.9180440178710968,17113,Connected,Yes
+Deploy_100,Node_100,46532.6728956334,26,Cable,Ericsson,489,Health Center,Mali,15.823968070291071,0.2801513642822613,17617,Unconnected,No
+Deploy_101,Node_101,46863.075194167,52,Antenna,Huawei,493,Government Office,Pacific Ocean,-19.126094384806592,-159.86926411545127,17157,Connected,Yes
+Deploy_102,Node_102,6404.842800422446,67,Switch,Nokia,67,Health Center,Greenland,72.1752685983466,-24.83320849855096,18972,Unconnected,Yes
+Deploy_103,Node_103,56257.85692883449,61,Switch,Nokia,592,School,Russia,75.54156776760342,156.00215852304927,7172,Unconnected,Yes
+Deploy_104,Node_104,127707.07581738358,66,Antenna,Nokia,1344,School,United States,47.43267262369238,-122.28183013578024,16378,Unconnected,Yes
+Deploy_105,Node_105,99875.26658948373,65,Cable,Nokia,1051,Health Center,Atlantic Ocean,31.62583558297669,-22.555525597318905,4486,Unconnected,Yes
+Deploy_106,Node_106,50805.58472911991,69,Antenna,Nokia,534,Health Center,Indian Ocean,-11.656310252147009,46.544111301465534,5544,Unconnected,Yes
+Deploy_107,Node_107,141114.058355258,48,Switch,Huawei,1485,School,Pacific Ocean,-19.243805553935687,160.32732888447435,7864,Connected,Yes
+Deploy_108,Node_108,26272.42138068268,25,Antenna,Nokia,276,Government Office,Morocco,34.68118468757969,-6.037822645870392,16510,Connected,Yes
+Deploy_109,Node_109,21180.299086390027,45,Switch,Cisco,222,Health Center,Pacific Ocean,-34.91709919138074,-134.40983244301435,3192,Connected,Yes
+Deploy_110,Node_110,64340.3185678239,53,Cable,Nokia,677,School,Pacific Ocean,50.34551530472044,-145.82447847948728,1077,Connected,Yes
+Deploy_111,Node_111,138352.94803055603,13,Router,Ericsson,1456,School,Atlantic Ocean,3.171346639475118,-29.73404621371361,17651,Connected,No
+Deploy_112,Node_112,41115.78776030487,29,Cable,Huawei,432,School,United States,40.20322706727271,-101.50118497204816,19288,Connected,Yes
+Deploy_113,Node_113,121734.77470008122,51,Router,Nokia,1281,School,South Africa,-24.34752759082663,28.690991940396003,1493,Connected,Yes
+Deploy_114,Node_114,25960.432352219803,52,Cable,Nokia,273,School,South Atlantic Ocean,-54.58329871649511,2.200551098681501,582,Unconnected,Yes
+Deploy_115,Node_115,32364.65852589606,28,Antenna,Huawei,340,School,Bolivia,-18.670175256391488,-61.717315856523456,17399,Unconnected,Yes
+Deploy_116,Node_116,121312.55776629498,85,Switch,Cisco,1276,Government Office,Antarctica,-86.37379544377701,83.05013713529672,15107,Connected,Yes
+Deploy_117,Node_117,60670.27740266552,56,Switch,Nokia,638,School,United States,39.25461792026189,-78.98885932226598,8055,Connected,Yes
+Deploy_118,Node_118,19826.039316222334,75,Antenna,Huawei,208,Health Center,Pacific Ocean,-6.9113476328194565,-105.35834756557853,16516,Connected,No
+Deploy_119,Node_119,10651.420577548224,76,Antenna,Nokia,112,School,Antarctica,-81.1325248313502,145.16863609157753,7127,Unconnected,Yes
+Deploy_120,Node_120,31952.178129345142,68,Switch,Cisco,336,School,Iran,32.2558171142185,53.26280285361807,313,Unconnected,Yes
+Deploy_121,Node_121,139684.08590884815,40,Antenna,Ericsson,1470,Health Center,Namibia,-22.98245170515904,18.591951365627693,8000,Connected,Yes
+Deploy_122,Node_122,138305.48773494796,17,Cable,Ericsson,1455,Health Center,Pacific Ocean,-31.93214635505809,-131.37274055396546,1037,Connected,Yes
+Deploy_123,Node_123,143862.68725907715,79,Cable,Cisco,1514,School,Pacific Ocean,-70.45051148154049,177.43794416351892,5150,Connected,Yes
+Deploy_124,Node_124,104871.91981148918,32,Router,Nokia,1103,School,Antarctica,-76.74784668377085,42.350350826034855,19560,Connected,Yes
+Deploy_125,Node_125,116514.48237160234,26,Switch,Huawei,1226,School,Norway,67.1675615651996,3.148166895696903,17575,Connected,Yes
+Deploy_126,Node_126,148411.15412325002,18,Cable,Ericsson,1562,School,Democratic Republic of the Congo,-9.290096278361986,23.857418236691416,8960,Unconnected,Yes
+Deploy_127,Node_127,19793.158817959076,7,Antenna,Nokia,208,Government Office,Pacific Ocean,15.545651048574598,150.09728318542017,2671,Connected,Yes
+Deploy_128,Node_128,34336.42626059216,63,Cable,Cisco,361,School,Indian Ocean,-18.710718625956854,58.834952739260586,7117,Unconnected,Yes
+Deploy_129,Node_129,22970.966261226786,54,Antenna,Nokia,241,School,Atlantic Ocean,28.270821397349096,-2.181569237418074,18650,Connected,No
+Deploy_130,Node_130,99062.96797026394,22,Router,Ericsson,1042,School,Antarctica,-79.18236319793104,-16.60971875961141,17331,Connected,Yes
+Deploy_131,Node_131,67249.54898009804,25,Antenna,Ericsson,707,School,India,9.095104348078609,69.76066563945446,1293,Connected,Yes
+Deploy_132,Node_132,13697.664539881576,75,Antenna,Nokia,144,Health Center,Pacific Ocean,15.878929702398809,172.35166740472482,7451,Connected,No
+Deploy_133,Node_133,127833.48461463612,83,Router,Nokia,1345,School,Canada,60.54208893606631,-125.87744688226026,4514,Connected,No
+Deploy_134,Node_134,70056.08215005885,33,Router,Cisco,737,School,Atlantic Ocean,37.28216593734223,-62.62905180420072,6013,Unconnected,No
+Deploy_135,Node_135,85707.13031583863,56,Cable,Ericsson,902,School,Greenland,83.93138397387173,-109.5014593564704,15790,Unconnected,Yes
+Deploy_136,Node_136,138769.33091762394,86,Switch,Cisco,1460,Health Center,Russia,65.46915438091713,153.2036071632391,1054,Connected,No
+Deploy_137,Node_137,47862.13406874885,23,Antenna,Nokia,503,Health Center,South Atlantic Ocean,-58.47448531193138,-59.69101149341982,4454,Connected,Yes
+Deploy_138,Node_138,75019.21085582102,28,Cable,Nokia,789,Government Office,Democratic Republic of the Congo,-6.718761068232624,21.57176530069032,7941,Unconnected,Yes
+Deploy_139,Node_139,37550.20758649247,75,Router,Nokia,395,School,Democratic Republic of the Congo,-9.9393403535301,21.74640004500671,13676,Unconnected,Yes
+Deploy_140,Node_140,52892.01453937573,87,Cable,Huawei,556,Government Office,Pacific Ocean,33.77974694729053,-155.80386169260288,12745,Connected,Yes
+Deploy_141,Node_141,34800.11133842224,70,Router,Cisco,366,Government Office,Antarctica,-71.3050326953706,85.53342344265991,11785,Connected,No
+Deploy_142,Node_142,45256.467469332674,50,Router,Cisco,476,School,Indian Ocean,-37.75732826228493,90.48392345403158,19848,Unconnected,Yes
+Deploy_143,Node_143,143943.6501388691,29,Router,Cisco,1515,School,Pacific Ocean,-52.86025827713931,178.1436784179437,1953,Connected,Yes
+Deploy_144,Node_144,56298.5001920309,2,Router,Nokia,592,School,Russia,89.70849686568957,15.174410058687243,3763,Connected,Yes
+Deploy_145,Node_145,134798.51733849355,25,Cable,Nokia,1418,School,Russia,89.10081957491218,164.33727678802927,10015,Unconnected,Yes
+Deploy_146,Node_146,59336.78980530706,79,Cable,Nokia,624,Health Center,Pacific Ocean,9.445411114914634,-114.73451678825356,2073,Unconnected,No
+Deploy_147,Node_147,135091.65871994023,80,Switch,Nokia,1422,Health Center,Russia,82.37293749989342,167.2407598267926,9167,Connected,No
+Deploy_148,Node_148,19600.914592616173,59,Antenna,Ericsson,206,Health Center,Pacific Ocean,-65.87570977798126,-178.34463773059431,11419,Connected,Yes
+Deploy_149,Node_149,138149.69327281194,15,Antenna,Nokia,1454,School,South Africa,-32.8449365611151,56.7566974418304,5340,Connected,Yes
+Deploy_150,Node_150,98260.9808382246,41,Switch,Cisco,1034,School,Argentina,-41.8312535940036,-68.62517795709955,18267,Connected,Yes
+Deploy_151,Node_151,84891.42018417867,47,Cable,Cisco,893,Health Center,Indian Ocean,-57.41197652418311,131.13224276700362,15143,Unconnected,No
+Deploy_152,Node_152,54955.29533347297,26,Cable,Nokia,578,School,Pacific Ocean,30.64823144932677,160.62710208401654,13767,Connected,Yes
+Deploy_153,Node_153,65206.36067121612,51,Antenna,Nokia,686,School,Angola,-15.768369675970078,18.527810417217296,18253,Connected,Yes
+Deploy_154,Node_154,65544.715129951,27,Router,Cisco,689,School,Venezuela,6.936198747486657,-67.30956136103441,1329,Connected,Yes
+Deploy_155,Node_155,18732.86979012568,19,Router,Ericsson,197,Health Center,South Atlantic Ocean,-61.67532733433049,34.13844427713951,16239,Unconnected,Yes
+Deploy_156,Node_156,147599.5548765764,87,Switch,Nokia,1553,School,China,42.57328774046815,97.7856187205934,16798,Unconnected,Yes
+Deploy_157,Node_157,78121.7683725828,47,Switch,Cisco,822,School,Pacific Ocean,4.827651211612761,135.44694332959455,5410,Connected,Yes
+Deploy_158,Node_158,67857.87323848828,40,Router,Nokia,714,Government Office,Canada,59.27167604397803,-113.6956896875958,8591,Connected,Yes
+Deploy_159,Node_159,53200.58398151781,40,Cable,Huawei,560,Health Center,Portugal,36.197571852387725,-8.785025767831797,7672,Connected,Yes
+Deploy_160,Node_160,93923.17662760855,15,Router,Cisco,988,School,Russia,89.19618230134037,114.6308052376998,6695,Unconnected,Yes
+Deploy_161,Node_161,135867.38955848303,81,Antenna,Nokia,1430,School,Argentina,-45.34505122153871,-61.65917609695924,7724,Connected,Yes
+Deploy_162,Node_162,24802.871577739133,81,Switch,Huawei,261,Government Office,Cuba,19.12487630479258,-76.30273534881292,10575,Connected,Yes
+Deploy_163,Node_163,67805.8586533907,9,Switch,Nokia,713,School,Canada,63.01842322888788,-135.40201421854346,5826,Unconnected,Yes
+Deploy_164,Node_164,67814.86268745674,83,Switch,Ericsson,713,School,Antarctica,-86.76891453596178,-71.24452899525974,14482,Unconnected,Yes
+Deploy_165,Node_165,81249.01194000695,80,Switch,Huawei,855,School,Australia,-42.83943823369546,136.2490372091193,16514,Unconnected,No
+Deploy_166,Node_166,49147.947220817085,54,Cable,Nokia,517,School,Australia,-27.31682416874095,133.46636093231484,7721,Connected,Yes
+Deploy_167,Node_167,125903.82649017993,65,Router,Huawei,1325,School,Pacific Ocean,-12.36645357196808,-124.99769933684092,2442,Connected,Yes
+Deploy_168,Node_168,32367.746171186333,84,Switch,Nokia,340,School,Pacific Ocean,-1.2329070798431303,-133.92001614256986,3079,Connected,Yes
+Deploy_169,Node_169,138963.18694504452,33,Switch,Ericsson,1462,School,Indian Ocean,-43.73788359267243,95.593028085664,18896,Connected,Yes
+Deploy_170,Node_170,148145.25605748332,40,Switch,Huawei,1559,School,Angola,-20.258492329697404,-22.673525843263263,18983,Connected,Yes
+Deploy_171,Node_171,111175.55676422975,54,Switch,Nokia,1170,School,Russia,72.88045153859716,76.44849951245669,3005,Connected,Yes
+Deploy_172,Node_172,141939.24643394857,27,Switch,Huawei,1494,Health Center,South Africa,-46.3372922079296,82.70497902125703,812,Connected,No
+Deploy_173,Node_173,96628.82755216812,20,Switch,Nokia,1017,School,Democratic Republic of the Congo,-10.831772536556045,29.524245697279184,5124,Connected,Yes
+Deploy_174,Node_174,39799.46358973599,28,Antenna,Ericsson,418,Health Center,Denmark,54.789627713296994,10.780309659331865,4260,Connected,Yes
+Deploy_175,Node_175,76206.19043124422,4,Switch,Nokia,802,Health Center,Antarctica,-71.60991308493834,40.20129831297214,19944,Connected,Yes
+Deploy_176,Node_176,43362.01966488668,55,Cable,Cisco,456,School,India,21.71576575030704,82.00937848063614,16615,Connected,Yes
+Deploy_177,Node_177,11565.173433280015,66,Cable,Nokia,121,School,Pacific Ocean,82.67173942381388,-175.0340592256304,14288,Unconnected,No
+Deploy_178,Node_178,89298.45173803857,31,Switch,Ericsson,939,School,Pacific Ocean,-66.61701500536083,-134.9489911507235,12438,Unconnected,No
+Deploy_179,Node_179,102361.24556509493,54,Switch,Huawei,1077,School,Chile,-72.20089382349616,-30.59671559486412,10076,Connected,Yes
+Deploy_180,Node_180,22029.76181688709,33,Cable,Nokia,231,School,Russia,63.0093295482254,158.6386955780673,5829,Connected,Yes
+Deploy_181,Node_181,5166.753228457236,65,Switch,Ericsson,54,Health Center,Dominican Republic,16.74506925663185,-71.60601213569117,1116,Connected,Yes
+Deploy_182,Node_182,16747.59817135248,3,Switch,Ericsson,176,School,South Africa,25.07699265789357,-37.89285639296787,15560,Unconnected,Yes
+Deploy_183,Node_183,22712.077913101755,50,Antenna,Huawei,239,School,Russia,76.45487525594322,99.76882263560714,9766,Connected,Yes
+Deploy_184,Node_184,5811.0515402154415,50,Cable,Cisco,61,School,Greenland,87.20961964513177,-64.3267125035111,5378,Connected,No
+Deploy_185,Node_185,117875.54484281038,9,Switch,Huawei,1240,Health Center,India,20.921208660930983,61.58815066761227,10972,Connected,Yes
+Deploy_186,Node_186,64935.47587260438,44,Switch,Huawei,683,School,Russia,79.75094148128366,40.13124235841872,17576,Connected,Yes
+Deploy_187,Node_187,20090.752465244623,9,Antenna,Cisco,211,Health Center,Honduras,16.922292875099302,-82.7220419806183,6118,Connected,Yes
+Deploy_188,Node_188,89305.10785503023,45,Antenna,Huawei,940,Health Center,Pacific Ocean,81.57449093209664,-148.05839123643827,19291,Connected,No
+Deploy_189,Node_189,144997.95100862894,6,Router,Huawei,1526,Health Center,China,31.391950583972715,120.7463462762724,7156,Connected,Yes
+Deploy_190,Node_190,58876.22237520242,32,Antenna,Nokia,619,School,Antarctica,-83.3273886664775,-144.84455635293637,15939,Connected,Yes
+Deploy_191,Node_191,75346.70487384514,27,Router,Nokia,793,Government Office,Antarctica,-88.75700722576617,12.854123398170032,6765,Connected,Yes
+Deploy_192,Node_192,41903.02651115612,31,Antenna,Ericsson,441,School,Greenland,79.4978724896371,-67.57333344452375,17638,Connected,Yes
+Deploy_193,Node_193,108042.82658464008,19,Switch,Ericsson,1137,School,Antarctica,-78.15973453306174,64.86987189688517,19945,Connected,No
+Deploy_194,Node_194,148891.89605693638,5,Cable,Nokia,1567,Health Center,Ireland,54.323035740129455,-14.450367837380128,18465,Connected,Yes
+Deploy_195,Node_195,36937.92502561629,5,Antenna,Ericsson,388,School,Antarctica,-78.01576183337286,-48.48389691629035,9534,Connected,Yes
+Deploy_196,Node_196,95461.94294922364,41,Router,Cisco,1004,School,Atlantic Ocean,32.88556685440419,-39.87855558436769,2023,Unconnected,No
+Deploy_197,Node_197,46175.83491260898,62,Switch,Huawei,486,School,South Africa,-48.919680626633685,12.857261830953805,17083,Connected,Yes
+Deploy_198,Node_198,63606.78797569972,48,Switch,Huawei,669,Health Center,Indian Ocean,-17.371968327186224,71.25132534219253,3737,Connected,Yes
+Deploy_199,Node_199,97372.06340949108,83,Antenna,Huawei,1024,School,Myanmar,25.00364737035973,98.62545280670412,19243,Connected,Yes
+Deploy_200,Node_200,23688.70616485176,55,Antenna,Ericsson,249,School,Brazil,-1.6376779654981135,-70.15129633730736,1678,Connected,No
+Deploy_201,Node_201,56651.00459823074,26,Antenna,Ericsson,596,School,Namibia,-21.64554736014287,21.005986899715936,13290,Connected,Yes
+Deploy_202,Node_202,143334.20295111285,37,Antenna,Cisco,1508,Health Center,South Africa,-60.87170020687084,26.01238935132088,6849,Unconnected,Yes
+Deploy_203,Node_203,46633.35851671371,7,Router,Cisco,490,School,India,3.8960286242525513,71.96470585981419,14319,Connected,Yes
+Deploy_204,Node_204,98677.2136485138,66,Router,Ericsson,1038,School,Antarctica,-84.72622635798626,12.79391547864708,14276,Connected,Yes
+Deploy_205,Node_205,70392.9899132151,34,Switch,Huawei,740,School,Kazakhstan,52.128057702799,55.31539456893424,18528,Unconnected,Yes
+Deploy_206,Node_206,85430.54961828177,14,Cable,Ericsson,899,School,Canada,60.1015218753449,-130.4410614295831,1284,Connected,Yes
+Deploy_207,Node_207,44864.17020184334,80,Switch,Nokia,472,School,South Africa,-52.50388064867988,33.267582557818855,11808,Connected,Yes
+Deploy_208,Node_208,131904.00733325793,85,Router,Cisco,1388,School,Chile,-53.83980707279615,-83.65391013591466,14705,Unconnected,Yes
+Deploy_209,Node_209,147113.05574160162,37,Antenna,Nokia,1548,Health Center,Indian Ocean,-27.66169691531382,73.27174432298744,8817,Connected,Yes
+Deploy_210,Node_210,88795.85102170274,42,Antenna,Nokia,934,Government Office,Russia,78.02698167175006,22.35817066930329,6595,Connected,No
+Deploy_211,Node_211,12824.725221937197,3,Router,Huawei,135,School,Atlantic Ocean,12.976616362420271,-22.62780437650835,6237,Unconnected,Yes
+Deploy_212,Node_212,80295.33500801421,53,Router,Ericsson,845,School,Antarctica,-80.03471977867927,93.72193013289888,3551,Connected,Yes
+Deploy_213,Node_213,66588.57321181416,86,Router,Ericsson,700,School,Greenland,71.48261638133991,-74.2500603793441,16817,Unconnected,Yes
+Deploy_214,Node_214,99899.66303834815,73,Router,Ericsson,1051,School,Pacific Ocean,-3.622712804685477,152.17595905634153,14511,Connected,Yes
+Deploy_215,Node_215,105088.80619650292,72,Router,Nokia,1106,Health Center,Argentina,-45.80796844349493,-62.00394249213494,16320,Connected,Yes
+Deploy_216,Node_216,15152.304922508769,15,Cable,Cisco,159,School,Uruguay,-33.66334780865539,-56.68160972503337,1547,Connected,Yes
+Deploy_217,Node_217,71664.65472742531,32,Switch,Ericsson,754,Government Office,South Africa,-55.17351407891855,19.76943979872712,12311,Connected,Yes
+Deploy_218,Node_218,124038.19832419592,79,Antenna,Huawei,1305,Health Center,Greenland,73.4301608104596,-63.077230761712215,8494,Connected,No
+Deploy_219,Node_219,66302.50149821902,86,Antenna,Cisco,697,Health Center,Antarctica,-84.41910978993657,-148.19267708611102,12879,Connected,Yes
+Deploy_220,Node_220,84503.5987060764,81,Cable,Huawei,889,Government Office,Madagascar,-10.385978839521812,48.07265404013111,19348,Connected,Yes
+Deploy_221,Node_221,119269.56786849584,30,Router,Cisco,1255,Health Center,Pacific Ocean,-64.7509684148493,-126.35922729438532,13686,Connected,No
+Deploy_222,Node_222,48069.301822033645,30,Antenna,Nokia,506,Government Office,Antarctica,-70.05060507109938,40.72433656593108,17511,Connected,No
+Deploy_223,Node_223,136310.36410388385,69,Router,Huawei,1434,Health Center,Pacific Ocean,1.1188345588360278,-155.54834307137952,4264,Connected,Yes
+Deploy_224,Node_224,101385.29985687089,79,Cable,Ericsson,1067,Health Center,Pacific Ocean,-38.79671036572147,-101.2899074987608,10830,Unconnected,Yes
+Deploy_225,Node_225,69212.75870727604,38,Router,Nokia,728,Health Center,Indian Ocean,-0.1571982543274259,82.71688350850809,10828,Connected,Yes
+Deploy_226,Node_226,80831.06937984869,27,Router,Cisco,850,School,Australia,-51.39104423756883,150.20013883686312,7309,Connected,No
+Deploy_227,Node_227,13967.503539289795,66,Router,Huawei,147,Health Center,Antarctica,-71.76688236531375,170.32746347700896,19785,Connected,No
+Deploy_228,Node_228,28988.25921276908,5,Antenna,Nokia,305,Government Office,Russia,62.96207734350807,136.69193715630308,7589,Unconnected,No
+Deploy_229,Node_229,69093.48640452327,16,Cable,Nokia,727,School,Italy,40.32518340654116,10.873362103071829,15867,Unconnected,Yes
+Deploy_230,Node_230,56159.13132371261,82,Switch,Ericsson,591,School,Kazakhstan,62.073017520673545,78.5726378711991,4671,Connected,Yes
+Deploy_231,Node_231,61512.89171423126,21,Router,Cisco,647,School,Argentina,-47.528563301990665,-65.23899416800509,5866,Unconnected,Yes
+Deploy_232,Node_232,27524.644599259074,10,Cable,Huawei,289,School,United States,34.80057194370286,-92.05115477080072,6458,Connected,Yes
+Deploy_233,Node_233,79282.94087122996,72,Antenna,Huawei,834,Health Center,Russia,68.16318460556602,24.63432013704121,14873,Connected,Yes
+Deploy_234,Node_234,114708.6731820104,63,Antenna,Nokia,1207,Health Center,Canada,60.52380532629792,-101.1273044141386,15119,Connected,Yes
+Deploy_235,Node_235,100193.98023121365,60,Antenna,Nokia,1054,Government Office,Pacific Ocean,-76.16926287337357,-163.06096687542117,17127,Connected,Yes
+Deploy_236,Node_236,103351.30075676632,13,Router,Huawei,1087,School,Pacific Ocean,-73.12358847225691,123.10775177386272,8948,Unconnected,Yes
+Deploy_237,Node_237,69170.34528965838,59,Router,Nokia,728,School,Pacific Ocean,76.41947315289357,-174.25096704717444,15792,Connected,Yes
+Deploy_238,Node_238,45472.44731594895,53,Router,Ericsson,478,Health Center,India,12.821641479237227,60.97985961941794,14644,Connected,Yes
+Deploy_239,Node_239,18722.004136733605,69,Router,Huawei,197,School,Russia,61.59205688984531,167.5798459764324,12141,Connected,Yes
+Deploy_240,Node_240,88789.40605394234,55,Cable,Nokia,934,Health Center,Pacific Ocean,-28.93656328192752,-118.68207325719612,2577,Unconnected,Yes
+Deploy_241,Node_241,91997.69432004692,75,Cable,Cisco,968,School,Pacific Ocean,-24.43816443033289,-166.85897682734398,14971,Connected,Yes
+Deploy_242,Node_242,109845.52873884964,37,Switch,Huawei,1156,School,Antarctica,-85.53511801415237,-51.16132153617088,16171,Unconnected,Yes
+Deploy_243,Node_243,117358.00661847288,82,Antenna,Nokia,1235,Health Center,Canada,65.4095106834832,-78.10139036253065,18998,Connected,No
+Deploy_244,Node_244,91887.11639951884,51,Cable,Huawei,967,Government Office,Brazil,-23.283543993865564,-38.38243536594979,10970,Unconnected,Yes
+Deploy_245,Node_245,36715.34897343643,27,Router,Huawei,386,School,Russia,43.070132753961104,145.638925462592,2571,Connected,Yes
+Deploy_246,Node_246,18128.983302557965,30,Cable,Cisco,190,Health Center,Chile,-20.49033902329286,-67.83139175962012,16062,Connected,Yes
+Deploy_247,Node_247,27694.947637750494,6,Cable,Ericsson,291,School,Antarctica,-89.71324624638223,92.5331668945559,10599,Connected,Yes
+Deploy_248,Node_248,138981.5833247944,37,Antenna,Huawei,1462,Government Office,Russia,58.9998900857124,177.7248593062135,9397,Connected,Yes
+Deploy_249,Node_249,29368.196268443186,53,Router,Huawei,309,Health Center,Russia,66.35730947470896,154.9434839114108,13778,Unconnected,Yes
+Deploy_250,Node_250,105688.66704723758,49,Switch,Ericsson,1112,School,Chile,-68.24861062851662,-19.88483700954725,9088,Connected,No
+Deploy_251,Node_251,135408.40883404002,43,Switch,Cisco,1425,School,Saudi Arabia,22.655886073167537,44.940787837129335,7381,Connected,Yes
+Deploy_252,Node_252,49198.561693000345,14,Router,Nokia,517,School,Uruguay,-30.50991847217748,-56.275142691300815,4949,Connected,Yes
+Deploy_253,Node_253,49510.06123426193,14,Cable,Huawei,521,School,United States,46.856963323437895,-95.91172632251627,14047,Unconnected,Yes
+Deploy_254,Node_254,42620.82094677909,52,Antenna,Huawei,448,School,China,41.92949813579765,120.2987570884988,18504,Connected,No
+Deploy_255,Node_255,110039.79028356618,7,Antenna,Cisco,1158,School,Pacific Ocean,9.586143019297552,-102.63258672815428,15489,Unconnected,Yes
+Deploy_256,Node_256,128568.37085385212,72,Antenna,Cisco,1353,Government Office,Argentina,-27.38443517338043,-67.84516225363072,9840,Connected,Yes
+Deploy_257,Node_257,28150.77358563913,18,Router,Huawei,296,School,Pacific Ocean,-68.0940487904686,-132.1858335309313,13148,Unconnected,Yes
+Deploy_258,Node_258,46563.57194760307,10,Antenna,Cisco,490,School,Australia,-43.65414831533983,117.59028264930488,4763,Connected,Yes
+Deploy_259,Node_259,118210.01462221453,40,Antenna,Huawei,1244,School,Greenland,73.3882152385182,-80.75979663179534,10312,Connected,Yes
+Deploy_260,Node_260,63879.54177798663,64,Router,Ericsson,672,Health Center,Pacific Ocean,-5.598297785216133,-164.0004672844068,3354,Connected,Yes
+Deploy_261,Node_261,38528.83350245109,57,Cable,Cisco,405,School,Pacific Ocean,-31.19164531162032,-131.15323424224513,4740,Connected,No
+Deploy_262,Node_262,116266.1067024748,18,Cable,Nokia,1223,Government Office,Indian Ocean,-32.11730664940634,91.80209531286972,10586,Unconnected,Yes
+Deploy_263,Node_263,28022.56629768477,81,Antenna,Huawei,294,School,Canada,58.66429849314429,-44.3155769694564,9261,Unconnected,Yes
+Deploy_264,Node_264,101207.58366974852,54,Cable,Ericsson,1065,Health Center,Indian Ocean,-32.5265084139425,66.896279850078,6421,Connected,Yes
+Deploy_265,Node_265,95905.2059266871,21,Cable,Huawei,1009,School,Russia,55.76046968697898,130.17851884519695,1557,Connected,Yes
+Deploy_266,Node_266,54604.83111180487,38,Cable,Huawei,574,School,Pacific Ocean,41.052882386658894,-133.5456752775056,19363,Unconnected,Yes
+Deploy_267,Node_267,95603.80208928107,34,Switch,Ericsson,1006,Health Center,Indian Ocean,-63.83985896482966,94.87033754180857,14942,Connected,No
+Deploy_268,Node_268,116800.69232524464,25,Cable,Ericsson,1229,School,Brazil,-12.435548372787052,-46.90759230355076,9083,Connected,Yes
+Deploy_269,Node_269,100565.62383509603,44,Antenna,Huawei,1058,Government Office,Portugal,49.24631608934431,-21.555268454963112,16803,Connected,Yes
+Deploy_270,Node_270,140905.42408353562,20,Cable,Cisco,1483,School,Argentina,-61.28480961108896,45.9140444009264,19099,Connected,Yes
+Deploy_271,Node_271,111382.85728617714,78,Switch,Ericsson,1172,Health Center,Indian Ocean,-58.04602455116861,84.67586809390957,15126,Connected,No
+Deploy_272,Node_272,120840.75279462176,72,Cable,Nokia,1272,School,Algeria,26.458309394054357,2.4729093594201004,5353,Unconnected,Yes
+Deploy_273,Node_273,122486.33449477144,16,Router,Ericsson,1289,School,Greenland,86.60348677239512,-14.242063457587534,8558,Connected,No
+Deploy_274,Node_274,124895.61106629582,9,Switch,Huawei,1314,Health Center,Indian Ocean,-19.70300444163179,86.63593821347871,17626,Connected,Yes
+Deploy_275,Node_275,15392.405020664672,39,Router,Cisco,162,School,Greenland,82.25697321863018,-77.09482350282619,13668,Connected,Yes
+Deploy_276,Node_276,45067.35840034978,10,Router,Ericsson,474,Health Center,Turkey,42.4109821030961,28.76270182410792,15700,Connected,No
+Deploy_277,Node_277,133266.24552175158,8,Cable,Cisco,1402,School,Saudi Arabia,21.62872208933609,55.518560856120814,4077,Unconnected,Yes
+Deploy_278,Node_278,40900.192286682846,31,Antenna,Ericsson,430,School,Australia,-40.34636862919178,122.40202192022316,9329,Connected,Yes
+Deploy_279,Node_279,145864.54848921014,71,Antenna,Ericsson,1535,School,Russia,68.80042375211701,122.868314989836,15152,Unconnected,Yes
+Deploy_280,Node_280,129863.98358804882,82,Router,Huawei,1366,Health Center,Russia,82.91383091882736,35.54884405767214,16287,Unconnected,No
+Deploy_281,Node_281,88690.99707304212,31,Cable,Cisco,933,Health Center,Mongolia,47.120050267192966,108.47293257906416,12519,Unconnected,No
+Deploy_282,Node_282,13810.50623233892,15,Antenna,Nokia,145,School,South Africa,-73.75559705979386,25.7556435462198,2178,Unconnected,Yes
+Deploy_283,Node_283,81065.5961045465,50,Switch,Huawei,853,School,Indian Ocean,-3.3638576077007087,82.30977136492487,17899,Unconnected,Yes
+Deploy_284,Node_284,59662.25687549316,5,Router,Cisco,627,School,Atlantic Ocean,22.015195159217427,-22.039685238021264,19117,Connected,Yes
+Deploy_285,Node_285,71286.42894060699,69,Antenna,Nokia,750,School,Atlantic Ocean,-7.74533073802624,0.6818793451676584,15842,Unconnected,No
+Deploy_286,Node_286,120716.20801510448,72,Cable,Ericsson,1270,Government Office,Russia,75.07336310169893,90.2750047688246,8936,Connected,Yes
+Deploy_287,Node_287,24855.607063602347,43,Switch,Ericsson,261,Health Center,Pacific Ocean,-43.85922672729572,165.90293851362276,5785,Unconnected,Yes
+Deploy_288,Node_288,84344.90869580812,52,Router,Nokia,887,School,Brazil,-11.393195235640476,-62.63706534880413,1944,Connected,Yes
+Deploy_289,Node_289,47531.44966546585,26,Switch,Cisco,500,School,Pacific Ocean,-10.087498868438589,-160.51493037922182,17106,Connected,Yes
+Deploy_290,Node_290,93800.34270493496,5,Antenna,Nokia,987,School,Brazil,-19.71639711987073,-34.373585289548714,17410,Unconnected,Yes
+Deploy_291,Node_291,61162.94326757893,83,Cable,Ericsson,643,Health Center,Indonesia,1.3338405587469708,122.6452083009882,2273,Connected,No
+Deploy_292,Node_292,49625.84468891966,17,Antenna,Huawei,522,School,Antarctica,-74.28360758095599,-63.1562561089947,16098,Connected,Yes
+Deploy_293,Node_293,21076.215273991947,3,Cable,Nokia,221,School,Antarctica,-78.43779280352578,-34.739941296151216,596,Connected,Yes
+Deploy_294,Node_294,137066.5717412428,89,Router,Nokia,1442,Government Office,Pacific Ocean,0.2549942169428618,-85.88244649017491,17791,Unconnected,No
+Deploy_295,Node_295,58412.11807254703,43,Router,Huawei,614,School,South Atlantic Ocean,-57.32676312777097,-6.046765145850486,9960,Connected,Yes
+Deploy_296,Node_296,76037.38059265638,30,Cable,Huawei,800,School,China,43.02883803069082,101.68278534109078,1845,Connected,No
+Deploy_297,Node_297,5045.558604751838,51,Cable,Cisco,53,School,Pacific Ocean,17.75815773892066,-121.21260988294009,18178,Connected,Yes
+Deploy_298,Node_298,140889.94092086016,21,Cable,Nokia,1483,Government Office,Pacific Ocean,-20.039183097846333,-112.77744121512096,5989,Connected,Yes
+Deploy_299,Node_299,105270.74756592566,29,Antenna,Ericsson,1108,Health Center,Atlantic Ocean,34.75244945934881,-17.28989132576035,1767,Connected,Yes
+Deploy_300,Node_300,108649.1169692956,73,Cable,Nokia,1143,Health Center,Central African Republic,5.230587247833824,15.780893445280071,16420,Unconnected,Yes

quantity_prediction_model2.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8f901d120461baba560f652e7976d30f1eeb5b86746d37ca652a00f3a213d74c
+size 8336838

regional_insights.csv

@@ -0,0 +1,60 @@
+Region,Connectivity_Rate,Population_Served,Infrastructure_Rate,Node_Count,Connected_Node_Count
+algeria,1.0,5353,1.0,1,1.0
+angola,0.0,37236,1.0,2,
+antarctica,0.13333333333333333,329627,0.8,30,4.0
+arctic ocean,0.0,19525,1.0,1,
+argentina,0.16666666666666666,77116,1.0,6,1.0
+atlantic ocean,0.375,196220,0.625,16,6.0
+australia,0.3333333333333333,61108,0.6666666666666666,6,2.0
+austria,0.0,9371,1.0,1,
+bolivia,1.0,17399,1.0,1,1.0
+brazil,0.4,41085,0.8,5,2.0
+canada,0.2222222222222222,97402,0.7777777777777778,9,2.0
+caribbean,0.0,16509,1.0,1,
+central african republic,1.0,16420,1.0,1,1.0
+chile,0.2,68711,0.6,5,1.0
+china,0.4,46826,0.4,5,2.0
+cuba,0.0,10575,1.0,1,
+democratic republic of the congo,0.8,53043,1.0,5,4.0
+denmark,0.0,4260,1.0,1,
+dominican republic,0.0,1116,1.0,1,
+france,1.0,16295,0.0,1,1.0
+french guiana,0.0,3637,1.0,1,
+french polynesia,0.0,1403,1.0,1,
+greenland,0.36363636363636365,127573,0.7272727272727273,11,4.0
+honduras,0.0,6118,1.0,1,
+iceland,0.0,2472,1.0,1,
+india,0.0,57843,1.0,5,
+indian ocean,0.4583333333333333,263013,0.75,24,11.0
+indonesia,0.0,2273,0.0,1,
+iran,1.0,313,1.0,1,1.0
+ireland,0.0,19990,1.0,2,
+italy,1.0,15867,1.0,1,1.0
+japan,0.0,2511,0.0,1,
+kazakhstan,0.3333333333333333,23584,1.0,3,1.0
+madagascar,0.0,19348,1.0,1,
+mali,1.0,17617,0.0,1,1.0
+mexico,0.0,7585,1.0,1,
+mongolia,1.0,12519,0.0,1,1.0
+morocco,0.0,16510,1.0,1,
+myanmar,0.3333333333333333,46238,1.0,3,1.0
+namibia,0.0,21290,1.0,2,
+nepal,0.0,14169,1.0,1,
+new zealand,0.0,14664,1.0,1,
+norway,0.3333333333333333,35520,0.6666666666666666,3,1.0
+pacific ocean,0.27586206896551724,573212,0.7413793103448276,58,16.0
+pakistan,0.0,3707,1.0,1,
+peru,0.0,16952,0.0,1,
+philippines,1.0,23946,0.0,2,2.0
+portugal,0.0,24475,1.0,2,
+russia,0.35714285714285715,222072,0.75,28,10.0
+saudi arabia,0.5,11458,1.0,2,1.0
+south africa,0.3,89742,0.8,10,3.0
+south atlantic ocean,0.4166666666666667,104325,0.8333333333333334,12,5.0
+sudan,0.0,15148,1.0,1,
+taiwan,0.0,2358,1.0,1,
+turkey,0.0,15700,0.0,1,
+ukraine,1.0,8631,1.0,1,1.0
+united states,0.3,103512,1.0,10,3.0
+uruguay,0.0,6496,1.0,2,
+venezuela,0.0,1329,1.0,1,

requirements.txt

@@ -0,0 +1,16 @@
+streamlit
+flaml
+xgboost
+scikit-learn==1.2.2
+lightgbm
+catboost
+pandas
+joblib
+openai
+plotly
+folium
+streamlit-folium
+Pillow
+numpy
+ray[tune]
+fsspec

sustainability_merged_data.csv

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee02a06aa44d8cb7f7dd4fa6055c41578ca4b51360293fce68c27d7c318e3088
+size 14034205

time_prediction_model.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93981860886a3d67ad270fedab929afd78d9c7f4ebf79f9a43af8ba8a99bb1d1
+size 8861822

time_prediction_model2.pkl

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc676b5fea8a530007362af32057ca0d2c5c6cfcf8ec2af09a9d5cf9501b796d
+size 10182283