Part 3

v0.2

finished part 3

Part 2

Part 2 of the project, below is the trace for it being ran on the large dataset:

Trained and tested without point 0, classified as 2.0, actual was 2.0 and took 0.0022978782653808594s
Trained and tested without point 1, classified as 2.0, actual was 2.0 and took 0.0015075206756591797s
Trained and tested without point 2, classified as 1.0, actual was 2.0 and took 0.0015070438385009766s
Trained and tested without point 3, classified as 2.0, actual was 2.0 and took 0.0015065670013427734s
Trained and tested without point 4, classified as 2.0, actual was 2.0 and took 0.0015070438385009766s
Trained and tested without point 5, classified as 2.0, actual was 2.0 and took 0.002045154571533203s
Trained and tested without point 6, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 7, classified as 2.0, actual was 2.0 and took 0.0015044212341308594s
Trained and tested without point 8, classified as 1.0, actual was 1.0 and took 0.0015063285827636719s
Trained and tested without point 9, classified as 2.0, actual was 2.0 and took 0.0015075206756591797s
Trained and tested without point 10, classified as 2.0, actual was 2.0 and took 0.0010941028594970703s
Trained and tested without point 11, classified as 2.0, actual was 2.0 and took 0.0010027885437011719s
Trained and tested without point 12, classified as 2.0, actual was 2.0 and took 0.0015935897827148438s
Trained and tested without point 13, classified as 2.0, actual was 1.0 and took 0.0015056133270263672s
Trained and tested without point 14, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 15, classified as 1.0, actual was 1.0 and took 0.0005028247833251953s
Trained and tested without point 16, classified as 2.0, actual was 2.0 and took 0.001201629638671875s
Trained and tested without point 17, classified as 2.0, actual was 2.0 and took 0.0015053749084472656s
Trained and tested without point 18, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 19, classified as 2.0, actual was 2.0 and took 0.0017426013946533203s
Trained and tested without point 20, classified as 2.0, actual was 2.0 and took 0.0016984939575195312s
Trained and tested without point 21, classified as 1.0, actual was 1.0 and took 0.0015063285827636719s
Trained and tested without point 22, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 23, classified as 2.0, actual was 2.0 and took 0.001505136489868164s
Trained and tested without point 24, classified as 2.0, actual was 2.0 and took 0.001504659652709961s
Trained and tested without point 25, classified as 2.0, actual was 2.0 and took 0.0015070438385009766s
Trained and tested without point 26, classified as 2.0, actual was 2.0 and took 0.0020079612731933594s
Trained and tested without point 27, classified as 2.0, actual was 2.0 and took 0.0010027885437011719s
Trained and tested without point 28, classified as 2.0, actual was 2.0 and took 0.0015044212341308594s
Trained and tested without point 29, classified as 2.0, actual was 2.0 and took 0.0015053749084472656s
Trained and tested without point 30, classified as 1.0, actual was 1.0 and took 0.0024232864379882812s
Trained and tested without point 31, classified as 2.0, actual was 2.0 and took 0.0010023117065429688s
Trained and tested without point 32, classified as 2.0, actual was 1.0 and took 0.0010027885437011719s
Trained and tested without point 33, classified as 1.0, actual was 1.0 and took 0.0020112991333007812s
Trained and tested without point 34, classified as 1.0, actual was 1.0 and took 0.0010020732879638672s
Trained and tested without point 35, classified as 2.0, actual was 2.0 and took 0.002007722854614258s
Trained and tested without point 36, classified as 2.0, actual was 2.0 and took 0.001504659652709961s
Trained and tested without point 37, classified as 2.0, actual was 2.0 and took 0.0015058517456054688s
Trained and tested without point 38, classified as 2.0, actual was 2.0 and took 0.0010044574737548828s
Trained and tested without point 39, classified as 1.0, actual was 1.0 and took 0.0020072460174560547s
Trained and tested without point 40, classified as 2.0, actual was 2.0 and took 0.001481771469116211s
Trained and tested without point 41, classified as 2.0, actual was 2.0 and took 0.001506805419921875s
Trained and tested without point 42, classified as 2.0, actual was 2.0 and took 0.0015056133270263672s
Trained and tested without point 43, classified as 2.0, actual was 2.0 and took 0.0020096302032470703s
Trained and tested without point 44, classified as 2.0, actual was 2.0 and took 0.0015060901641845703s
Trained and tested without point 45, classified as 2.0, actual was 2.0 and took 0.001504659652709961s
Trained and tested without point 46, classified as 2.0, actual was 2.0 and took 0.0015058517456054688s
Trained and tested without point 47, classified as 2.0, actual was 2.0 and took 0.0015044212341308594s
Trained and tested without point 48, classified as 2.0, actual was 2.0 and took 0.001504659652709961s
Trained and tested without point 49, classified as 2.0, actual was 2.0 and took 0.001764059066772461s
Trained and tested without point 50, classified as 2.0, actual was 2.0 and took 0.0015053749084472656s
Trained and tested without point 51, classified as 2.0, actual was 2.0 and took 0.0021822452545166016s
Trained and tested without point 52, classified as 2.0, actual was 2.0 and took 0.0015060901641845703s
Trained and tested without point 53, classified as 2.0, actual was 2.0 and took 0.001505136489868164s
Trained and tested without point 54, classified as 2.0, actual was 2.0 and took 0.0015056133270263672s
Trained and tested without point 55, classified as 2.0, actual was 2.0 and took 0.0010025501251220703s
Trained and tested without point 56, classified as 2.0, actual was 2.0 and took 0.001027822494506836s
Trained and tested without point 57, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 58, classified as 2.0, actual was 2.0 and took 0.0010044574737548828s
Trained and tested without point 59, classified as 2.0, actual was 2.0 and took 0.002116680145263672s
Trained and tested without point 60, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 61, classified as 1.0, actual was 1.0 and took 0.002663135528564453s
Trained and tested without point 62, classified as 1.0, actual was 1.0 and took 0.0015056133270263672s
Trained and tested without point 63, classified as 1.0, actual was 1.0 and took 0.0011327266693115234s
Trained and tested without point 64, classified as 2.0, actual was 2.0 and took 0.0010027885437011719s
Trained and tested without point 65, classified as 1.0, actual was 1.0 and took 0.002010345458984375s
Trained and tested without point 66, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 67, classified as 2.0, actual was 2.0 and took 0.0015044212341308594s
Trained and tested without point 68, classified as 2.0, actual was 2.0 and took 0.00118255615234375s
Trained and tested without point 69, classified as 1.0, actual was 1.0 and took 0.0015070438385009766s
Trained and tested without point 70, classified as 2.0, actual was 2.0 and took 0.0015065670013427734s
Trained and tested without point 71, classified as 2.0, actual was 2.0 and took 0.002516031265258789s
Trained and tested without point 72, classified as 2.0, actual was 2.0 and took 0.0015003681182861328s
Trained and tested without point 73, classified as 2.0, actual was 2.0 and took 0.0020101070404052734s
Trained and tested without point 74, classified as 1.0, actual was 1.0 and took 0.0015058517456054688s
Trained and tested without point 75, classified as 2.0, actual was 2.0 and took 0.001505136489868164s
Trained and tested without point 76, classified as 1.0, actual was 1.0 and took 0.001004934310913086s
Trained and tested without point 77, classified as 2.0, actual was 2.0 and took 0.0015041828155517578s
Trained and tested without point 78, classified as 1.0, actual was 1.0 and took 0.002286195755004883s
Trained and tested without point 79, classified as 2.0, actual was 2.0 and took 0.0010027885437011719s
Trained and tested without point 80, classified as 2.0, actual was 2.0 and took 0.0010025501251220703s
Trained and tested without point 81, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 82, classified as 2.0, actual was 2.0 and took 0.0010733604431152344s
Trained and tested without point 83, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 84, classified as 2.0, actual was 2.0 and took 0.002006053924560547s
Trained and tested without point 85, classified as 2.0, actual was 2.0 and took 0.00156402587890625s
Trained and tested without point 86, classified as 1.0, actual was 1.0 and took 0.001505136489868164s
Trained and tested without point 87, classified as 2.0, actual was 2.0 and took 0.0015041828155517578s
Trained and tested without point 88, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 89, classified as 2.0, actual was 2.0 and took 0.0010552406311035156s
Trained and tested without point 90, classified as 2.0, actual was 2.0 and took 0.0015048980712890625s
Trained and tested without point 91, classified as 2.0, actual was 2.0 and took 0.0015041828155517578s
Trained and tested without point 92, classified as 2.0, actual was 2.0 and took 0.0023801326751708984s
Trained and tested without point 93, classified as 1.0, actual was 1.0 and took 0.0015056133270263672s
Trained and tested without point 94, classified as 2.0, actual was 2.0 and took 0.0014998912811279297s
Trained and tested without point 95, classified as 2.0, actual was 2....