#pragma once

#include <vector>

namespace NeuralNetwork {
	namespace ProblemSets {
		typedef std::pair<std::vector<float>, std::vector<float>> TrainingPattern;

		std::vector<TrainingPattern> TwoSpirals() {
			return {
				{{6.5,0},{1}},
				{{-6.5,0},{-1}},
				{{6.3138,1.2559},{1}},
				{{-6.3138,-1.2559},{-1}},
				{{5.88973,2.43961},{1}},
				{{-5.88973,-2.43961},{-1}},
				{{5.24865,3.50704},{1}},
				{{-5.24865,-3.50704},{-1}},
				{{4.41941,4.41943},{1}},
				{{-4.41941,-4.41943},{-1}},
				{{3.43758,5.14473},{1}},
				{{-3.43758,-5.14473},{-1}},
				{{2.34392,5.65877},{1}},
				{{-2.34392,-5.65877},{-1}},
				{{1.18272,5.94601},{1}},
				{{-1.18272,-5.94601},{-1}},
				{{-0.00002,6},{1}},
				{{0.00002,-6},{-1}},
				{{-1.15837,5.82341},{1}},
				{{1.15837,-5.82341},{-1}},
				{{-2.24829,5.42778},{1}},
				{{2.24829,-5.42778},{-1}},
				{{-3.22928,4.8329},{1}},
				{{3.22928,-4.8329},{-1}},
				{{-4.06589,4.06584},{1}},
				{{4.06589,-4.06584},{-1}},
				{{-4.729,3.15978},{1}},
				{{4.729,-3.15978},{-1}},
				{{-5.19684,2.15256},{1}},
				{{5.19684,-2.15256},{-1}},
				{{-5.45563,1.08515},{1}},
				{{5.45563,-1.08515},{-1}},
				{{-5.5,-0.00004},{1}},
				{{5.5,0.00004},{-1}},
				{{-5.33301,-1.06085},{1}},
				{{5.33301,1.06085},{-1}},
				{{-4.96584,-2.05696},{1}},
				{{4.96584,2.05696},{-1}},
				{{-4.41716,-2.95151},{1}},
				{{4.41716,2.95151},{-1}},
				{{-3.71228,-3.71234},{1}},
				{{3.71228,3.71234},{-1}},
				{{-2.88198,-4.31328},{1}},
				{{2.88198,4.31328},{-1}},
				{{-1.9612,-4.7349},{1}},
				{{1.9612,4.7349},{-1}},
				{{-0.98759,-4.96524},{1}},
				{{0.98759,4.96524},{-1}},
				{{0.00006,-5},{1}},
				{{-0.00006,5},{-1}},
				{{0.96331,-4.84262},{1}},
				{{-0.96331,4.84262},{-1}},
				{{1.86564,-4.50389},{1}},
				{{-1.86564,4.50389},{-1}},
				{{2.67373,-4.00141},{1}},
				{{-2.67373,4.00141},{-1}},
				{{3.3588,-3.35871},{1}},
				{{-3.3588,3.35871},{-1}},
				{{3.89755,-2.60418},{1}},
				{{-3.89755,2.60418},{-1}},
				{{4.27297,-1.76985},{1}},
				{{-4.27297,1.76985},{-1}},
				{{4.47485,-0.89004},{1}},
				{{-4.47485,0.89004},{-1}},
				{{4.5,0.00007},{1}},
				{{-4.5,-0.00007},{-1}},
				{{4.35222,0.86578},{1}},
				{{-4.35222,-0.86578},{-1}},
				{{4.04195,1.6743},{1}},
				{{-4.04195,-1.6743},{-1}},
				{{3.58567,2.39595},{1}},
				{{-3.58567,-2.39595},{-1}},
				{{3.00515,3.00525},{1}},
				{{-3.00515,-3.00525},{-1}},
				{{2.32639,3.48182},{1}},
				{{-2.32639,-3.48182},{-1}},
				{{1.5785,3.81103},{1}},
				{{-1.5785,-3.81103},{-1}},
				{{0.79248,3.98445},{1}},
				{{-0.79248,-3.98445},{-1}},
				{{-0.00007,4},{1}},
				{{0.00007,-4},{-1}},
				{{-0.76824,3.86183},{1}},
				{{0.76824,-3.86183},{-1}},
				{{-1.48297,3.58},{1}},
				{{1.48297,-3.58},{-1}},
				{{-2.11817,3.16994},{1}},
				{{2.11817,-3.16994},{-1}},
				{{-2.6517,2.6516},{1}},
				{{2.6517,-2.6516},{-1}},
				{{-3.06609,2.0486},{1}},
				{{3.06609,-2.0486},{-1}},
				{{-3.34909,1.38716},{1}},
				{{3.34909,-1.38716},{-1}},
				{{-3.49406,0.69493},{1}},
				{{3.49406,-0.69493},{-1}},
				{{-3.5,-0.00008},{1}},
				{{3.5,0.00008},{-1}},
				{{-3.37143,-0.6707},{1}},
				{{3.37143,0.6707},{-1}},
				{{-3.11806,-1.29163},{1}},
				{{3.11806,1.29163},{-1}},
				{{-2.7542,-1.84039},{1}},
				{{2.7542,1.84039},{-1}},
				{{-2.29804,-2.29815},{1}},
				{{2.29804,2.29815},{-1}},
				{{-1.77082,-2.65035},{1}},
				{{1.77082,2.65035},{-1}},
				{{-1.19581,-2.88715},{1}},
				{{1.19581,2.88715},{-1}},
				{{-0.59739,-3.00367},{1}},
				{{0.59739,3.00367},{-1}},
				{{0.00008,-3},{1}},
				{{-0.00008,3},{-1}},
				{{0.57315,-2.88104},{1}},
				{{-0.57315,2.88104},{-1}},
				{{1.10029,-2.65612},{1}},
				{{-1.10029,2.65612},{-1}},
				{{1.5626,-2.33847},{1}},
				{{-1.5626,2.33847},{-1}},
				{{1.9446,-1.94449},{1}},
				{{-1.9446,1.94449},{-1}},
				{{2.23462,-1.49303},{1}},
				{{-2.23462,1.49303},{-1}},
				{{2.42521,-1.00447},{1}},
				{{-2.42521,1.00447},{-1}},
				{{2.51328,-0.49985},{1}},
				{{-2.51328,0.49985},{-1}},
				{{2.5,0.00007},{1}},
				{{-2.5,-0.00007},{-1}},
				{{2.39065,0.4756},{1}},
				{{-2.39065,-0.4756},{-1}},
				{{2.19419,0.90894},{1}},
				{{-2.19419,-0.90894},{-1}},
				{{1.92273,1.28482},{1}},
				{{-1.92273,-1.28482},{-1}},
				{{1.59094,1.59104},{1}},
				{{-1.59094,-1.59104},{-1}},
				{{1.21525,1.81888},{1}},
				{{-1.21525,-1.81888},{-1}},
				{{0.81314,1.96327},{1}},
				{{-0.81314,-1.96327},{-1}},
				{{0.40231,2.02288},{1}},
				{{-0.40231,-2.02288},{-1}},
				{{-0.00007,2},{1}},
				{{0.00007,-2},{-1}},
				{{-0.37805,1.90026},{1}},
				{{0.37805,-1.90026},{-1}},
				{{-0.71759,1.73225},{1}},
				{{0.71759,-1.73225},{-1}},
				{{-1.00702,1.507},{1}},
				{{1.00702,-1.507},{-1}},
				{{-1.23748,1.23739},{1}},
				{{1.23748,-1.23739},{-1}},
				{{-1.40314,0.93748},{1}},
				{{1.40314,-0.93748},{-1}},
				{{-1.50133,0.62181},{1}},
				{{1.50133,-0.62181},{-1}},
				{{-1.53249,0.30477},{1}},
				{{1.53249,-0.30477},{-1}},
				{{-1.5,-0.00006},{1}},
				{{1.5,0.00006},{-1}},
				{{-1.40987,-0.28049},{1}},
				{{1.40987,0.28049},{-1}},
				{{-1.27031,-0.52624},{1}},
				{{1.27031,0.52624},{-1}},
				{{-1.09128,-0.72923},{1}},
				{{1.09128,0.72923},{-1}},
				{{-0.88385,-0.88392},{1}},
				{{0.88385,0.88392},{-1}},
				{{-0.6597,-0.9874},{1}},
				{{0.6597,0.9874},{-1}},
				{{-0.43048,-1.03938},{1}},
				{{0.43048,1.03938},{-1}},
				{{-0.20724,-1.04209},{1}},
				{{0.20724,1.04209},{-1}},
				{{0.00004,-1},{1}},
				{{-0.00004,1},{-1}},
				{{0.18293,-0.91948},{1}},
				{{-0.18293,0.91948},{-1}},
				{{0.33488,-0.80838},{1}},
				{{-0.33488,0.80838},{-1}},
				{{0.45143,-0.67555},{1}},
				{{-0.45143,0.67555},{-1}},
				{{0.53035,-0.53031},{1}},
				{{-0.53035,0.53031},{-1}},
				{{0.57165,-0.38193},{1}},
				{{-0.57165,0.38193},{-1}},
				{{0.57744,-0.23915},{1}},
				{{-0.57744,0.23915},{-1}},
				{{0.5517,-0.10971},{1}},
				{{-0.5517,0.10971},{-1}},
				{{0.5,0.00002},{1}},
				{{-0.5,-0.00002},{-1}}
			};
		}
	}
}