data

toy_datasets/concertriccir2.csv

@@ -0,0 +1,501 @@
+X,Y,class
+7.00E-01,-2.47E-01,0.00E+00
+-3.95E+00,2.74E+00,1.00E+00
+1.50E-01,-2.16E+00,1.00E+00
+-1.67E+00,-9.42E-01,1.00E+00
+2.56E+00,-1.85E+00,1.00E+00
+-1.72E+00,3.46E+00,1.00E+00
+1.90E-01,1.70E+00,1.00E+00
+-3.34E-01,1.03E+00,0.00E+00
+3.10E+00,-2.68E+00,1.00E+00
+-1.24E+00,-1.23E+00,1.00E+00
+-3.79E-01,7.50E-01,0.00E+00
+2.92E+00,-2.08E+00,1.00E+00
+-2.67E-03,-1.98E+00,1.00E+00
+7.49E-01,1.95E-01,0.00E+00
+1.60E+00,-1.56E+00,1.00E+00
+4.96E-01,-1.86E+00,1.00E+00
+2.07E+00,-2.91E+00,1.00E+00
+-1.03E+00,-1.23E+00,1.00E+00
+-1.06E+00,2.39E+00,1.00E+00
+-1.56E+00,1.62E+00,1.00E+00
+-1.45E+00,1.12E+00,1.00E+00
+8.59E-02,2.99E-01,0.00E+00
+1.72E-01,1.60E+00,1.00E+00
+3.52E-01,-4.20E-01,0.00E+00
+4.25E-01,-4.98E-01,0.00E+00
+8.78E-01,1.35E+00,1.00E+00
+1.89E-02,-9.82E-01,0.00E+00
+-9.15E-01,1.27E+00,0.00E+00
+1.20E+00,-1.22E+00,1.00E+00
+2.47E+00,-1.08E+00,1.00E+00
+5.18E-01,-1.48E+00,0.00E+00
+1.60E+00,2.15E+00,1.00E+00
+-4.33E-01,1.17E+00,0.00E+00
+9.35E-01,2.53E+00,1.00E+00
+1.64E+00,5.23E-01,1.00E+00
+1.19E+00,1.32E+00,1.00E+00
+-1.32E+00,-7.54E-01,0.00E+00
+-2.18E+00,-6.33E-01,1.00E+00
+7.25E-01,-4.22E-01,0.00E+00
+7.28E-01,-3.94E+00,1.00E+00
+-2.64E-01,-8.04E-02,0.00E+00
+-4.62E-01,-1.90E+00,1.00E+00
+-1.94E+00,4.46E-01,1.00E+00
+-1.56E-01,1.21E-02,0.00E+00
+-2.76E-01,1.14E+00,0.00E+00
+-6.35E-01,-9.51E-01,0.00E+00
+6.52E-01,-1.66E+00,1.00E+00
+1.22E+00,-3.25E+00,1.00E+00
+3.25E-01,1.08E+00,0.00E+00
+-2.48E+00,1.01E+00,1.00E+00
+-1.93E-01,-1.68E-01,0.00E+00
+2.64E-01,5.80E-01,0.00E+00
+-7.88E-01,1.33E+00,0.00E+00
+-7.31E-01,-1.41E+00,1.00E+00
+-2.71E-01,-1.26E+00,0.00E+00
+-5.47E-02,-2.29E+00,1.00E+00
+-1.58E+00,2.77E+00,1.00E+00
+8.75E-01,-6.27E-01,0.00E+00
+4.46E-01,-2.86E+00,1.00E+00
+1.39E+00,3.02E-01,0.00E+00
+-2.02E+00,2.50E+00,1.00E+00
+1.96E+00,-9.35E-01,1.00E+00
+-1.62E+00,-4.94E-01,1.00E+00
+-1.22E+00,9.54E-01,0.00E+00
+8.27E-01,4.59E-01,0.00E+00
+5.90E-01,1.11E+00,0.00E+00
+1.23E+00,1.06E+00,1.00E+00
+-3.14E-01,-2.84E-01,0.00E+00
+-2.63E+00,1.75E+00,1.00E+00
+1.05E+00,-1.35E+00,1.00E+00
+2.30E+00,-8.65E-01,1.00E+00
+-5.67E-01,1.17E+00,0.00E+00
+-1.70E+00,1.22E+00,1.00E+00
+-2.64E-01,-1.44E-01,0.00E+00
+3.58E+00,-3.52E-01,1.00E+00
+-9.92E-01,-7.60E-01,0.00E+00
+2.59E+00,7.98E-01,1.00E+00
+-1.41E+00,-1.51E-01,0.00E+00
+-3.76E-01,4.61E-02,0.00E+00
+1.58E+00,-8.29E-01,1.00E+00
+-1.58E+00,3.32E-01,1.00E+00
+2.26E-01,1.24E+00,0.00E+00
+-3.54E+00,-2.99E+00,1.00E+00
+2.80E-01,1.68E-01,0.00E+00
+8.82E-01,-6.15E-01,0.00E+00
+-4.56E-01,-5.43E-01,0.00E+00
+-8.77E-01,9.87E-01,0.00E+00
+2.90E+00,8.28E-01,1.00E+00
+6.07E-01,-8.58E-01,0.00E+00
+-1.88E+00,-2.49E+00,1.00E+00
+-1.11E+00,-6.19E-01,0.00E+00
+-1.74E-01,-1.32E+00,0.00E+00
+-1.17E+00,-1.25E+00,1.00E+00
+-7.72E-01,-2.81E-01,0.00E+00
+1.59E+00,5.78E-01,1.00E+00
+-1.75E+00,1.24E+00,1.00E+00
+-9.48E-01,5.34E-01,0.00E+00
+-3.37E-01,1.63E+00,1.00E+00
+6.24E-01,-1.42E-01,0.00E+00
+-9.78E-01,-5.61E-01,0.00E+00
+-7.95E-01,2.76E+00,1.00E+00
+-1.64E-01,-2.48E-01,0.00E+00
+-2.38E-01,-2.46E-01,0.00E+00
+-9.72E-01,-1.20E+00,0.00E+00
+9.26E-01,-7.24E-02,0.00E+00
+-9.49E-01,-1.79E-02,0.00E+00
+-9.98E-01,1.69E+00,1.00E+00
+5.99E-01,1.09E-01,0.00E+00
+4.00E-01,-1.17E+00,0.00E+00
+-1.55E+00,2.40E-01,0.00E+00
+6.20E-01,1.59E+00,1.00E+00
+1.35E-01,1.30E+00,0.00E+00
+1.80E+00,2.78E+00,1.00E+00
+4.29E+00,1.17E+00,1.00E+00
+-5.82E-01,1.81E+00,1.00E+00
+-9.91E-01,-2.88E-01,0.00E+00
+-3.59E-01,1.98E+00,1.00E+00
+1.18E+00,2.18E+00,1.00E+00
+1.21E+00,5.00E-02,0.00E+00
+-2.56E-01,-8.54E-01,0.00E+00
+8.74E-01,-2.60E-01,0.00E+00
+-2.88E+00,-2.75E+00,1.00E+00
+7.36E-01,-1.62E+00,1.00E+00
+3.29E-01,9.65E-01,0.00E+00
+7.12E-01,1.83E+00,1.00E+00
+6.18E-02,-3.20E-01,0.00E+00
+1.27E+00,-9.67E-01,1.00E+00
+3.09E+00,-1.97E+00,1.00E+00
+5.97E-02,8.24E-01,0.00E+00
+1.99E+00,1.83E-01,1.00E+00
+1.88E+00,-4.06E-01,1.00E+00
+2.70E-01,2.97E+00,1.00E+00
+-2.95E-01,8.30E-01,0.00E+00
+3.43E-01,2.85E-01,0.00E+00
+-2.37E+00,1.17E+00,1.00E+00
+-1.35E+00,8.29E-01,0.00E+00
+2.69E+00,1.57E+00,1.00E+00
+4.03E-01,3.71E-01,0.00E+00
+-7.47E-01,-1.52E+00,1.00E+00
+2.20E+00,1.55E-01,1.00E+00
+-2.04E+00,-7.13E-01,1.00E+00
+2.34E-02,2.51E-01,0.00E+00
+-5.00E-02,2.98E+00,1.00E+00
+-6.72E-01,6.75E-01,0.00E+00
+7.19E-02,-9.01E-01,0.00E+00
+1.13E+00,6.59E-02,0.00E+00
+4.51E-01,-3.53E-01,0.00E+00
+1.28E+00,7.11E-01,0.00E+00
+2.05E+00,-8.74E-01,1.00E+00
+1.10E-01,8.75E-01,0.00E+00
+8.52E-01,5.94E-01,0.00E+00
+-4.88E-01,-3.26E-01,0.00E+00
+8.79E-01,-8.48E-01,0.00E+00
+-3.48E-02,-1.10E+00,0.00E+00
+1.70E-01,8.73E-01,0.00E+00
+-1.07E+00,1.77E+00,1.00E+00
+2.29E+00,7.11E-01,1.00E+00
+9.62E-01,-4.52E-01,0.00E+00
+3.02E+00,-1.11E+00,1.00E+00
+1.15E+00,1.48E+00,1.00E+00
+3.09E-02,-6.63E-01,0.00E+00
+2.46E-02,-1.59E+00,0.00E+00
+-2.04E+00,1.74E+00,1.00E+00
+-6.32E-01,1.73E+00,1.00E+00
+4.04E-01,1.25E+00,0.00E+00
+6.91E-01,-1.07E-01,0.00E+00
+1.47E+00,3.09E+00,1.00E+00
+3.97E-01,-1.03E-01,0.00E+00
+7.96E-01,3.40E-01,0.00E+00
+1.21E+00,-5.84E-01,0.00E+00
+3.91E-01,-1.04E+00,0.00E+00
+-2.75E+00,4.99E-01,1.00E+00
+-2.44E-01,-1.24E+00,0.00E+00
+-1.20E-01,-4.21E-01,0.00E+00
+-7.05E-01,-4.40E-01,0.00E+00
+1.43E+00,1.30E+00,1.00E+00
+-1.58E+00,1.14E-01,0.00E+00
+9.32E-01,-2.30E+00,1.00E+00
+-1.56E-01,-8.73E-01,0.00E+00
+6.96E-01,-9.63E-01,0.00E+00
+1.12E+00,-5.30E-01,0.00E+00
+2.35E+00,1.05E+00,1.00E+00
+-3.95E-01,2.30E+00,1.00E+00
+-2.65E+00,1.30E+00,1.00E+00
+1.59E+00,4.32E-01,1.00E+00
+5.71E-01,8.39E-01,0.00E+00
+1.70E+00,2.62E-01,1.00E+00
+-1.70E-01,-1.74E+00,1.00E+00
+-5.31E-01,-9.03E-01,0.00E+00
+-4.39E-01,-3.44E+00,1.00E+00
+1.07E+00,1.25E+00,1.00E+00
+-1.74E+00,7.79E-01,1.00E+00
+-6.25E-01,4.58E-01,0.00E+00
+-4.86E-01,6.17E-02,0.00E+00
+-1.80E+00,4.43E-01,1.00E+00
+2.21E-01,-2.69E-01,0.00E+00
+-1.92E-01,-1.13E+00,0.00E+00
+-2.33E+00,-1.26E+00,1.00E+00
+2.30E+00,4.78E-01,1.00E+00
+1.12E+00,-8.82E-01,0.00E+00
+3.00E+00,1.29E+00,0.00E+00
+3.23E+00,5.57E+00,0.00E+00
+2.85E+00,1.85E+00,1.00E+00
+2.26E+00,3.68E+00,1.00E+00
+2.33E+00,2.76E+00,1.00E+00
+3.83E+00,2.61E+00,1.00E+00
+2.35E+00,1.69E+00,0.00E+00
+3.19E+00,2.77E+00,1.00E+00
+2.45E+00,2.18E+00,1.00E+00
+2.69E+00,4.71E+00,0.00E+00
+3.46E+00,5.27E+00,0.00E+00
+4.56E+00,5.41E+00,0.00E+00
+2.24E+00,3.85E+00,1.00E+00
+3.16E+00,4.47E+00,0.00E+00
+9.50E-01,4.01E+00,0.00E+00
+2.44E+00,3.79E+00,1.00E+00
+2.14E+00,2.34E+00,1.00E+00
+4.42E+00,3.45E+00,0.00E+00
+2.83E+00,2.85E+00,1.00E+00
+2.35E+00,4.37E+00,0.00E+00
+4.10E+00,3.62E+00,1.00E+00
+2.85E+00,1.49E+00,0.00E+00
+2.65E+00,2.52E+00,1.00E+00
+2.02E+00,2.64E+00,1.00E+00
+3.52E+00,3.09E+00,1.00E+00
+4.07E+00,2.38E+00,1.00E+00
+1.32E+00,3.39E+00,0.00E+00
+3.34E+00,2.91E+00,1.00E+00
+1.83E+00,3.72E+00,1.00E+00
+4.42E+00,2.97E+00,0.00E+00
+3.17E+00,3.63E+00,1.00E+00
+4.27E+00,5.68E+00,0.00E+00
+2.72E-01,9.19E-01,0.00E+00
+4.03E+00,4.14E+00,0.00E+00
+1.25E+00,5.17E+00,0.00E+00
+3.35E+00,4.08E+00,1.00E+00
+4.39E+00,1.65E+00,0.00E+00
+3.30E+00,2.64E+00,1.00E+00
+5.51E+00,3.72E+00,0.00E+00
+3.76E+00,2.77E+00,1.00E+00
+2.77E+00,2.93E+00,1.00E+00
+3.55E+00,9.37E-01,0.00E+00
+2.76E+00,3.99E+00,1.00E+00
+2.49E+00,3.55E+00,1.00E+00
+3.54E+00,4.37E+00,0.00E+00
+2.79E+00,1.92E+00,1.00E+00
+2.86E+00,2.79E+00,1.00E+00
+3.99E+00,5.19E+00,0.00E+00
+2.14E+00,4.46E+00,0.00E+00
+4.18E+00,3.87E+00,0.00E+00
+4.35E+00,1.90E+00,0.00E+00
+2.66E+00,4.51E+00,0.00E+00
+4.37E+00,3.50E+00,0.00E+00
+1.95E+00,3.83E+00,1.00E+00
+3.72E+00,3.40E+00,1.00E+00
+4.27E+00,1.88E+00,0.00E+00
+3.61E+00,2.79E+00,1.00E+00
+5.14E+00,2.07E+00,0.00E+00
+3.37E+00,2.57E+00,1.00E+00
+2.82E+00,4.27E+00,1.00E+00
+1.49E+00,3.67E+00,0.00E+00
+3.55E+00,5.16E+00,0.00E+00
+1.49E+00,4.07E+00,0.00E+00
+3.30E+00,3.25E+00,1.00E+00
+3.63E+00,2.63E+00,1.00E+00
+5.53E+00,1.20E+00,0.00E+00
+5.07E+00,3.24E+00,0.00E+00
+3.02E+00,2.15E+00,1.00E+00
+-4.21E-01,5.37E+00,0.00E+00
+2.21E+00,4.10E+00,1.00E+00
+3.35E+00,3.32E+00,1.00E+00
+3.65E+00,3.17E+00,1.00E+00
+3.54E+00,2.88E+00,1.00E+00
+1.60E+00,2.57E+00,0.00E+00
+3.49E+00,3.73E+00,1.00E+00
+1.93E+00,3.45E+00,1.00E+00
+3.04E+00,4.78E+00,0.00E+00
+2.58E+00,3.05E+00,1.00E+00
+2.48E+00,2.10E+00,1.00E+00
+3.93E+00,4.08E+00,0.00E+00
+4.05E+00,2.49E+00,1.00E+00
+3.12E+00,4.13E+00,1.00E+00
+2.73E+00,2.75E+00,1.00E+00
+2.45E+00,4.50E+00,0.00E+00
+2.71E+00,3.89E+00,1.00E+00
+2.73E+00,4.80E+00,0.00E+00
+3.51E+00,3.96E+00,1.00E+00
+2.58E+00,1.78E+00,1.00E+00
+3.53E+00,2.26E+00,1.00E+00
+2.01E+00,3.68E+00,1.00E+00
+1.12E+00,2.45E+00,0.00E+00
+3.84E+00,2.57E+00,1.00E+00
+3.43E+00,1.39E+00,0.00E+00
+4.70E+00,3.67E+00,0.00E+00
+3.45E+00,4.51E+00,0.00E+00
+4.98E+00,3.62E+00,0.00E+00
+1.99E+00,3.88E+00,1.00E+00
+4.47E+00,3.23E+00,0.00E+00
+-6.98E-02,4.11E-01,0.00E+00
+6.71E+00,4.01E+00,0.00E+00
+1.64E+00,2.98E+00,1.00E+00
+5.52E+00,3.07E+00,0.00E+00
+3.76E+00,2.27E+00,1.00E+00
+4.47E+00,5.09E+00,0.00E+00
+6.20E-01,3.43E+00,0.00E+00
+2.18E+00,3.46E+00,1.00E+00
+2.39E+00,2.62E+00,1.00E+00
+3.15E+00,4.38E+00,1.00E+00
+5.68E+00,1.29E+00,0.00E+00
+3.83E+00,2.12E+00,1.00E+00
+3.13E+00,1.13E+00,0.00E+00
+1.55E+00,2.18E+00,0.00E+00
+5.14E+00,2.05E+00,0.00E+00
+2.92E+00,2.87E+00,1.00E+00
+1.93E+00,1.94E+00,0.00E+00
+2.68E+00,3.23E+00,1.00E+00
+4.91E+00,3.13E+00,0.00E+00
+4.36E+00,2.28E+00,0.00E+00
+3.56E+00,1.56E+00,0.00E+00
+2.97E+00,2.05E+00,1.00E+00
+4.04E+00,1.95E+00,0.00E+00
+2.46E+00,3.40E+00,1.00E+00
+4.77E+00,2.34E+00,0.00E+00
+2.16E+00,1.96E+00,1.00E+00
+3.65E+00,2.60E-01,0.00E+00
+2.54E+00,2.22E+00,1.00E+00
+2.78E+00,2.26E+00,1.00E+00
+2.50E+00,4.57E+00,0.00E+00
+1.53E+00,4.06E+00,0.00E+00
+3.96E+00,2.23E+00,1.00E+00
+2.78E+00,1.15E+00,0.00E+00
+4.21E+00,3.26E+00,1.00E+00
+3.98E+00,3.06E+00,1.00E+00
+1.24E+00,4.51E+00,0.00E+00
+2.72E+00,4.98E+00,0.00E+00
+4.63E+00,2.65E+00,0.00E+00
+5.62E+00,2.04E+00,0.00E+00
+3.81E+00,4.21E+00,0.00E+00
+1.66E+00,3.21E+00,1.00E+00
+1.96E+00,4.23E+00,0.00E+00
+2.43E+00,4.70E+00,0.00E+00
+3.28E+00,3.93E+00,1.00E+00
+2.14E+00,2.75E+00,1.00E+00
+2.08E+00,5.07E+00,0.00E+00
+4.10E+00,2.16E+00,1.00E+00
+4.60E+00,1.59E+00,0.00E+00
+3.06E+00,2.22E+00,1.00E+00
+4.24E+00,4.13E+00,0.00E+00
+9.95E-01,7.85E+00,0.00E+00
+3.95E+00,2.85E+00,1.00E+00
+2.95E+00,1.02E+00,0.00E+00
+3.97E+00,2.24E+00,1.00E+00
+8.10E-01,3.44E+00,0.00E+00
+2.51E+00,4.01E+00,1.00E+00
+2.49E+00,2.41E+00,1.00E+00
+5.68E+00,6.77E-01,0.00E+00
+6.10E+00,2.70E+00,0.00E+00
+3.22E+00,4.36E+00,1.00E+00
+2.31E+00,5.39E+00,0.00E+00
+2.32E+00,4.15E+00,1.00E+00
+3.21E+00,1.57E+00,0.00E+00
+2.67E+00,3.04E+00,1.00E+00
+3.28E+00,3.84E+00,1.00E+00
+3.81E+00,5.19E+00,0.00E+00
+3.76E+00,2.46E+00,1.00E+00
+2.11E+00,1.94E+00,1.00E+00
+2.66E+00,4.99E+00,0.00E+00
+3.15E+00,3.76E+00,1.00E+00
+2.74E+00,3.72E+00,1.00E+00
+1.75E+00,3.97E+00,0.00E+00
+3.55E+00,2.15E+00,1.00E+00
+3.57E+00,4.27E+00,1.00E+00
+3.91E+00,1.83E+00,0.00E+00
+3.69E+00,3.29E+00,1.00E+00
+3.35E+00,1.99E+00,1.00E+00
+2.48E+00,3.11E+00,1.00E+00
+4.70E+00,2.19E+00,0.00E+00
+1.40E+00,3.09E+00,0.00E+00
+4.41E-02,8.23E-01,0.00E+00
+5.33E+00,4.36E+00,0.00E+00
+2.90E+00,2.64E+00,1.00E+00
+2.77E+00,1.91E+00,1.00E+00
+2.87E+00,3.77E+00,1.00E+00
+3.45E+00,1.72E+00,1.00E+00
+2.61E+00,2.53E+00,1.00E+00
+2.58E+00,2.72E+00,1.00E+00
+2.27E+00,2.62E+00,1.00E+00
+5.16E+00,2.93E+00,0.00E+00
+1.64E+00,2.92E+00,1.00E+00
+3.76E-01,1.98E+00,0.00E+00
+3.02E+00,1.63E+00,1.00E+00
+3.03E+00,2.43E+00,1.00E+00
+3.76E+00,2.47E+00,1.00E+00
+3.05E+00,3.71E+00,1.00E+00
+2.79E+00,2.79E+00,1.00E+00
+3.99E+00,4.28E+00,0.00E+00
+3.39E+00,2.69E+00,1.00E+00
+3.20E+00,4.07E+00,1.00E+00
+2.69E+00,3.47E+00,1.00E+00
+2.23E+00,2.27E+00,1.00E+00
+3.39E+00,5.23E-01,0.00E+00
+2.62E+00,1.79E-02,0.00E+00
+3.76E+00,4.17E+00,1.00E+00
+4.79E+00,3.73E+00,0.00E+00
+3.17E+00,-8.18E-02,0.00E+00
+4.05E+00,2.83E+00,1.00E+00
+4.48E+00,4.37E+00,0.00E+00
+6.09E-01,1.28E+00,0.00E+00
+2.53E+00,4.79E+00,0.00E+00
+1.63E+00,3.29E+00,1.00E+00
+2.87E+00,3.01E+00,1.00E+00
+1.44E+00,3.38E+00,0.00E+00
+2.76E+00,5.29E+00,0.00E+00
+3.80E+00,2.94E+00,1.00E+00
+3.16E+00,5.16E+00,0.00E+00
+2.67E+00,3.65E+00,1.00E+00
+1.37E+00,8.44E-01,0.00E+00
+1.63E+00,3.10E+00,1.00E+00
+4.04E+00,3.04E+00,1.00E+00
+2.41E+00,3.43E+00,1.00E+00
+2.62E+00,4.01E+00,1.00E+00
+1.58E+00,4.65E+00,0.00E+00
+3.85E+00,2.07E+00,1.00E+00
+2.31E+00,3.11E+00,1.00E+00
+2.65E+00,5.52E+00,0.00E+00
+3.23E+00,3.50E+00,1.00E+00
+3.63E+00,1.63E+00,0.00E+00
+3.79E+00,3.13E+00,1.00E+00
+3.07E+00,3.26E+00,1.00E+00
+1.51E+00,6.00E+00,0.00E+00
+3.97E+00,2.54E+00,1.00E+00
+1.86E+00,2.35E+00,1.00E+00
+3.81E+00,1.01E+00,0.00E+00
+3.63E+00,5.10E+00,0.00E+00
+2.86E+00,2.24E+00,1.00E+00
+4.99E+00,2.25E+00,0.00E+00
+2.78E+00,4.35E+00,1.00E+00
+2.96E+00,5.58E+00,0.00E+00
+4.39E+00,4.86E+00,0.00E+00
+3.60E+00,2.91E+00,1.00E+00
+1.07E+00,1.99E+00,0.00E+00
+2.83E+00,2.02E+00,1.00E+00
+4.99E+00,2.01E+00,0.00E+00
+3.62E+00,4.58E+00,0.00E+00
+4.03E+00,2.87E+00,1.00E+00
+5.25E+00,3.69E+00,0.00E+00
+3.24E+00,3.15E+00,1.00E+00
+3.60E+00,2.17E+00,1.00E+00
+3.10E+00,3.76E+00,1.00E+00
+2.60E+00,1.36E+00,0.00E+00
+3.46E+00,2.82E+00,1.00E+00
+7.06E-01,4.13E+00,0.00E+00
+4.72E+00,3.16E+00,0.00E+00
+4.99E+00,3.41E+00,0.00E+00
+2.42E+00,3.58E+00,1.00E+00
+3.63E+00,-4.08E-01,0.00E+00
+4.40E+00,2.94E+00,1.00E+00
+4.79E+00,4.77E-01,0.00E+00
+2.04E+00,2.46E+00,1.00E+00
+3.34E+00,2.10E+00,1.00E+00
+3.64E+00,1.60E+00,0.00E+00
+4.06E+00,1.81E-01,0.00E+00
+2.59E+00,3.47E+00,1.00E+00
+3.55E+00,4.35E+00,0.00E+00
+4.02E+00,4.89E+00,0.00E+00
+3.02E+00,3.22E+00,1.00E+00
+2.77E+00,2.88E+00,1.00E+00
+2.37E+00,1.78E+00,1.00E+00
+2.06E+00,3.83E+00,1.00E+00
+4.78E+00,2.24E+00,0.00E+00
+9.78E-01,1.91E+00,0.00E+00
+3.02E+00,2.47E+00,1.00E+00
+3.78E+00,4.73E+00,0.00E+00
+3.38E+00,4.35E-01,0.00E+00
+2.54E+00,2.08E+00,1.00E+00
+4.60E+00,2.26E+00,0.00E+00
+1.65E+00,4.40E+00,0.00E+00
+1.23E+00,2.38E+00,0.00E+00
+2.15E+00,2.51E+00,1.00E+00
+5.05E-01,6.21E-01,0.00E+00
+3.05E+00,2.72E+00,1.00E+00
+4.24E+00,1.19E+00,0.00E+00
+2.71E+00,4.41E+00,0.00E+00
+5.03E+00,3.91E+00,0.00E+00
+2.08E+00,4.53E+00,0.00E+00
+4.06E+00,3.92E+00,1.00E+00
+7.24E-01,4.51E+00,0.00E+00
+4.28E+00,3.75E+00,0.00E+00
+1.08E+00,4.24E+00,0.00E+00
+1.63E+00,5.40E+00,0.00E+00
+2.05E+00,4.37E+00,0.00E+00
+1.29E+00,3.10E+00,0.00E+00
+3.74E+00,3.51E+00,1.00E+00
+4.38E+00,3.37E+00,0.00E+00
+1.98E+00,1.92E+00,0.00E+00
+2.18E+00,2.98E+00,1.00E+00
+1.78E+00,2.87E+00,1.00E+00
+8.94E-01,3.07E+00,0.00E+00
+8.49E-01,3.88E+00,0.00E+00
+5.22E+00,1.40E+00,0.00E+00

toy_datasets/linearsep.csv

@@ -0,0 +1,101 @@
+X,Y,class
+-1.77E-01,9.30E-01,1.00E+00
+1.98E+00,1.77E+00,0.00E+00
+1.80E+00,1.70E+00,0.00E+00
+-7.71E-01,2.36E+00,1.00E+00
+-3.08E-01,1.59E+00,1.00E+00
+6.15E-01,2.43E+00,1.00E+00
+1.09E+00,2.22E+00,0.00E+00
+-8.35E-01,2.36E+00,1.00E+00
+2.48E+00,1.33E+00,0.00E+00
+1.20E+00,1.83E+00,1.00E+00
+2.19E+00,8.23E-01,0.00E+00
+1.68E+00,1.04E+00,0.00E+00
+1.15E+00,2.07E+00,0.00E+00
+1.36E+00,5.68E-01,0.00E+00
+1.39E+00,1.83E+00,0.00E+00
+1.87E+00,1.19E+00,0.00E+00
+3.12E-01,2.25E+00,1.00E+00
+-8.18E-02,1.70E+00,1.00E+00
+9.05E-01,2.61E+00,1.00E+00
+-4.36E-01,2.02E+00,1.00E+00
+8.14E-01,2.14E+00,1.00E+00
+3.11E+00,2.27E+00,0.00E+00
+-2.56E-01,1.71E+00,1.00E+00
+1.89E+00,2.72E+00,0.00E+00
+2.30E+00,3.89E+00,0.00E+00
+-1.14E-01,8.56E-01,1.00E+00
+1.70E+00,3.48E+00,0.00E+00
+1.84E+00,9.27E-01,0.00E+00
+1.60E+00,1.30E+00,0.00E+00
+1.14E+00,2.83E+00,1.00E+00
+5.70E-01,1.82E+00,1.00E+00
+2.51E-01,1.32E+00,1.00E+00
+-3.98E-01,1.98E+00,1.00E+00
+1.63E+00,8.82E-01,0.00E+00
+3.11E+00,1.74E+00,0.00E+00
+-5.67E-03,1.12E+00,1.00E+00
+1.37E+00,2.14E+00,0.00E+00
+2.70E+00,3.55E+00,0.00E+00
+2.00E+00,1.10E+00,0.00E+00
+2.44E+00,1.44E+00,0.00E+00
+-3.10E-01,9.13E-01,1.00E+00
+8.53E-02,1.72E+00,1.00E+00
+2.06E+00,1.60E+00,0.00E+00
+1.61E+00,2.07E+00,0.00E+00
+1.40E+00,6.93E-01,1.00E+00
+1.68E+00,1.05E+00,0.00E+00
+6.03E-01,2.19E+00,1.00E+00
+-8.01E-01,1.90E+00,1.00E+00
+2.29E+00,2.00E+00,0.00E+00
+-1.08E+00,2.78E+00,1.00E+00
+6.73E-01,1.08E+00,1.00E+00
+2.97E+00,2.12E+00,0.00E+00
+6.80E-01,2.10E+00,1.00E+00
+-4.48E-01,3.18E+00,1.00E+00
+-5.00E-01,2.02E+00,1.00E+00
+1.85E+00,3.67E+00,0.00E+00
+1.72E+00,1.78E+00,0.00E+00
+2.25E+00,3.12E+00,0.00E+00
+3.14E-01,1.35E+00,1.00E+00
+-2.84E-01,1.86E+00,1.00E+00
+2.13E+00,2.58E+00,0.00E+00
+1.58E+00,2.02E+00,0.00E+00
+-1.08E+00,1.40E+00,1.00E+00
+1.20E+00,2.40E+00,0.00E+00
+1.38E+00,1.15E+00,0.00E+00
+-1.66E+00,1.46E+00,1.00E+00
+1.24E+00,1.46E+00,0.00E+00
+1.88E+00,1.72E+00,0.00E+00
+2.91E+00,2.94E+00,0.00E+00
+-4.81E-01,1.79E+00,1.00E+00
+2.44E+00,1.35E+00,0.00E+00
+2.57E+00,9.93E-01,0.00E+00
+2.45E+00,2.49E+00,0.00E+00
+4.60E-01,6.84E-01,1.00E+00
+-3.91E-01,2.13E+00,1.00E+00
+-1.27E+00,1.16E+00,1.00E+00
+1.42E+00,2.57E+00,0.00E+00
+-5.68E-01,9.90E-01,1.00E+00
+-1.80E+00,1.23E+00,1.00E+00
+1.80E-01,1.26E+00,1.00E+00
+2.85E+00,1.85E+00,0.00E+00
+1.85E+00,1.15E+00,0.00E+00
+2.23E+00,3.15E+00,0.00E+00
+-5.50E-01,1.08E+00,1.00E+00
+-7.91E-01,1.65E+00,1.00E+00
+-1.32E-01,1.94E+00,1.00E+00
+7.03E-01,1.36E+00,0.00E+00
+2.77E-01,2.67E+00,1.00E+00
+6.10E-01,2.17E+00,1.00E+00
+-5.30E-01,2.02E+00,1.00E+00
+1.84E+00,2.11E+00,0.00E+00
+2.84E-01,2.64E+00,1.00E+00
+1.90E+00,2.26E+00,0.00E+00
+2.07E+00,2.61E+00,0.00E+00
+-1.72E+00,1.28E+00,1.00E+00
+2.63E+00,1.27E+00,0.00E+00
+-4.03E-02,1.78E+00,1.00E+00
+-7.87E-01,1.40E+00,1.00E+00
+2.70E+00,1.59E+00,0.00E+00
+1.29E+00,2.75E+00,1.00E+00

toy_datasets/outlier.csv

@@ -0,0 +1,601 @@
+X,Y,class
+-17.89699968,7.662423364,0
+-26.34316127,-3.055257103,0
+-19.05977104,-8.531837891,0
+-16.38389839,-2.352666988,0
+-12.92654098,9.074994068,0
+-22.3292329,-13.5041211,0
+-22.94706023,-8.938505918,0
+-27.21057128,13.78744035,0
+-22.93463289,-3.877214061,0
+-16.87167568,-5.22941598,0
+-25.36195513,10.05857818,0
+-13.82646731,7.037792566,0
+-25.08553911,-8.801652564,0
+-24.55943487,17.73492751,0
+-13.06763009,9.136323638,0
+-13.12096495,-2.850256307,0
+-18.93845338,15.26930987,0
+-19.94989615,-11.43460283,0
+-15.716953,-9.704609309,0
+-12.4336491,-4.486031991,0
+-22.64705977,-16.0394794,0
+-24.31204786,-4.995672963,0
+-11.5435892,1.303350333,0
+-13.81705862,7.997879452,0
+-23.95473638,-12.45920185,0
+-15.92823299,-12.8642684,0
+-18.15393879,1.435093385,0
+-26.98917693,-19.4663251,0
+-13.47914769,-4.747044566,0
+-13.81179106,-5.771048155,0
+-20.74620917,12.83646498,0
+-15.28616165,-0.639084118,0
+-26.09799517,-7.296057937,0
+-21.67614664,11.12130927,0
+-19.59014094,12.3127372,0
+-15.36711322,-6.25418393,0
+-29.91736288,17.76901805,0
+-26.51996236,-16.14483855,0
+-27.39725141,-13.37299416,0
+-14.46296347,11.84169552,0
+-22.55347884,0.523070674,0
+-18.38010787,10.21382132,0
+-14.03370938,-1.234942095,0
+-17.48046102,3.869379826,0
+-26.04473727,18.49551618,0
+-27.88774888,14.11613718,0
+-17.17743629,14.87267322,0
+-21.57379404,-2.348877314,0
+-28.38502728,16.45434066,0
+-26.95051881,16.28570067,0
+-24.52284849,-0.358178171,0
+-13.58206343,-5.726144614,0
+-25.72619989,-14.19631779,0
+-18.13719997,-3.891586093,0
+-27.18925006,0.748386782,0
+-20.71362246,13.01352422,0
+-29.07643208,-14.03529434,0
+-17.45388862,-11.82889274,0
+-23.42731964,-13.986384,0
+-20.08487496,10.64968446,0
+-28.73759416,16.77933073,0
+-29.41883891,1.15988626,0
+-29.43334903,2.121421809,0
+-24.89749056,3.458216286,0
+-23.16448463,-10.18659319,0
+-28.4532272,15.26853719,0
+-24.83701357,14.33328437,0
+-11.88138374,-7.708697611,0
+-25.20703354,-1.180193881,0
+-25.73300382,17.20276565,0
+-25.05834095,6.487831949,0
+-19.42258006,-12.85592225,0
+-16.22575257,10.94153927,0
+-18.95370871,2.350394946,0
+-20.44268781,6.339728517,0
+-28.30860576,-15.57031332,0
+-25.15139517,-10.05015335,0
+-12.80200782,-6.019169785,0
+-13.14707729,-5.795552581,0
+-11.19009665,0.79789386,0
+-27.5174979,17.30911417,0
+-16.00886569,-5.620705806,0
+-20.44765562,-1.087928125,0
+-24.56989203,0.922383106,0
+-17.39369289,10.56265995,0
+-21.28073162,-16.49803056,0
+-29.15309217,7.701186301,0
+-17.95514268,-3.121432182,0
+-26.9764547,-3.781368454,0
+-28.40081139,0.154649315,0
+-21.83345195,18.20881065,0
+-20.74474318,6.510936517,0
+-22.20829824,15.88640131,0
+-29.61441548,9.785120217,0
+-28.08196046,-3.789548364,0
+-26.94325322,8.956718347,0
+-20.56322663,16.99466441,0
+-15.87940807,12.78141885,0
+-20.31212191,-13.23400957,0
+-22.70586804,7.180517692,0
+-20.95264773,-17.21736496,0
+-29.16413704,16.23881698,0
+-24.1923423,-3.723487527,0
+-20.8519227,-11.44423623,0
+-17.16822789,-5.637519511,0
+-10.70782169,-2.362574248,0
+-18.55028645,-11.83109592,0
+-25.80818462,-11.84178471,0
+-22.07770922,-0.448478526,0
+-11.81873518,-7.561107028,0
+-29.67707932,12.15871191,0
+-22.99002973,-18.53514689,0
+-19.93559427,-1.447901856,0
+-18.96118833,-12.90010095,0
+-18.89044601,-3.568576405,0
+-25.40822915,3.881649943,0
+-28.5127886,18.98256222,0
+-12.96951488,-2.190443587,0
+-16.09103768,0.676788932,0
+-24.0472551,-18.81612399,0
+-26.4636877,-6.318532747,0
+-11.62985901,-2.704322504,0
+-28.03447461,-9.014986275,0
+-18.35021924,7.14359736,0
+-20.31555356,8.098712802,0
+-20.97173339,10.26148889,0
+-10.66289786,-1.268320294,0
+-20.2684402,14.84924442,0
+-28.66251974,3.273261719,0
+-27.17849607,3.656563633,0
+-29.3179628,-10.51172224,0
+-15.49286497,4.060845259,0
+-16.2056536,-10.80698294,0
+-27.61369871,14.42595231,0
+-20.8479618,9.161909934,0
+-20.7595996,16.38474914,0
+-24.61212431,-11.57827489,0
+-23.62274933,7.823369512,0
+-26.6333087,6.546746983,0
+-20.37062674,0.53073899,0
+-18.19115681,-7.599040197,0
+-21.57779371,-8.818989157,0
+-14.51657384,8.851786811,0
+-21.23566826,-5.601186461,0
+-19.89660596,14.05666871,0
+-21.26845896,2.685014859,0
+-21.68036118,1.173585373,0
+-28.20165036,15.97861495,0
+-25.1614933,4.432804449,0
+-23.14777273,16.41587125,0
+-29.10973139,-16.94706858,0
+-29.91890597,-15.18514505,0
+-26.76696287,0.062403201,0
+-10.22188838,-0.999543478,0
+-13.90936201,10.36275341,0
+-23.68943871,17.25769052,0
+-23.67514929,10.96152806,0
+-14.96618693,6.839075368,0
+-20.50503595,-13.19031565,0
+-16.50290236,-13.02291888,0
+-23.79082083,7.99314531,0
+-29.11943167,3.103273853,0
+-20.14639268,11.35438803,0
+-27.55842378,-1.54870152,0
+-11.55115804,-7.200291424,0
+-21.63121957,10.63684742,0
+-29.1003888,18.28587403,0
+-18.68381015,16.30286223,0
+-13.04088927,-0.751941005,0
+-27.64942077,-17.05447673,0
+-22.01785793,-17.33773082,0
+-14.97681894,-9.975829124,0
+-22.21148574,12.83798908,0
+-23.47763984,3.235708703,0
+-27.23359591,-16.86153575,0
+-25.71608741,-3.295693988,0
+-18.20110613,6.53220704,0
+-17.71578008,-13.97387854,0
+-20.98240202,-7.387508967,0
+-22.23958998,-1.99301132,0
+-27.96798826,-8.588134202,0
+-20.74672255,-4.955817253,0
+-21.50919299,15.0868875,0
+-21.50460411,-4.759834847,0
+-29.96927094,-1.311229899,0
+-29.79646949,-1.444304241,0
+-11.97795502,-3.345673292,0
+-20.80032058,2.68438112,0
+-13.2929298,9.507711791,0
+-29.88541628,-8.197272189,0
+-28.57166513,-1.982675551,0
+-15.60538551,11.21688808,0
+-16.12978415,-4.192236563,0
+-25.16026446,19.35277494,0
+-27.46006882,-9.474838094,0
+-16.54596187,-8.130998144,0
+-18.65098142,-4.656082889,0
+-14.92552837,-11.23783904,0
+-29.18948294,9.384009289,0
+-27.89856471,18.12754402,0
+-20.74411234,-16.87944567,0
+-27.67468863,-1.926393346,0
+-21.44505573,9.440974324,0
+-15.28685472,8.75516164,0
+-21.80864116,4.036110025,0
+-26.39064038,-4.196469082,0
+-21.20861285,-4.708726858,0
+-26.13185976,-15.33637376,0
+-25.56945232,-1.217663567,0
+-12.72549503,7.05218311,0
+-15.90781031,10.22922344,0
+-17.29155949,-7.200132627,0
+-15.37286258,-9.587449875,0
+-21.03821497,6.057027679,0
+-24.52337208,-7.283650638,0
+-18.49885372,3.948053804,0
+-28.35929511,12.96326578,0
+-14.16826104,-1.890729116,0
+-13.81649608,-6.292310983,0
+-12.11953203,-4.49406313,0
+-21.55318863,5.558179949,0
+-28.71530703,10.38369608,0
+-29.28483173,-10.61779437,0
+-15.50697941,9.775127405,0
+-26.11507562,5.191144647,0
+-22.8147503,5.934072655,0
+-24.0668312,18.54252421,0
+-17.64995219,-1.477838508,0
+-21.66124211,2.863187663,0
+-19.37687236,-5.166333567,0
+-12.19715609,-3.549981903,0
+-26.41801717,11.6197598,0
+-22.04126599,16.37426372,0
+-23.80318842,-3.387075204,0
+-13.0982723,-7.144716031,0
+-29.05168618,9.573349895,0
+-25.59250827,-1.334901535,0
+-26.02486333,-0.997194171,0
+-20.02989833,-11.14335008,0
+-28.36749641,7.380734556,0
+-12.84963868,1.266857323,0
+-26.22682281,-1.400022316,0
+-28.82526078,11.9008142,0
+-22.44115578,-13.6541196,0
+-19.78392204,12.43919821,0
+-23.9470664,-8.059977332,0
+-25.08660619,-10.47513329,0
+-21.89696026,-1.356655711,0
+-26.31717042,-8.080847355,0
+-28.63878812,15.78165586,0
+-12.63838912,-8.786279328,0
+-17.59287725,-8.513964536,0
+-28.93939451,4.00986694,0
+-18.5168328,-7.268116076,0
+-22.71214297,13.1171305,0
+-22.78020953,11.67146257,0
+-26.72086199,-2.993695218,0
+-27.3976919,-1.727123049,0
+-25.05779139,0.168130254,0
+-27.42652111,-2.113120454,0
+-25.55848192,8.996911502,0
+-29.90500161,3.42481052,0
+-24.56535237,5.288490276,0
+-24.16738921,2.790691247,0
+-10.47005992,1.163426871,0
+-28.96450825,6.080960838,0
+-24.34450778,10.26815204,0
+-17.86930425,7.307719444,0
+-18.71694875,-6.240050261,0
+-22.70544396,-15.78842072,0
+-20.18201683,16.08699984,0
+-25.74445079,-6.448882224,0
+-18.22911799,7.568726852,0
+-19.08994625,-0.440708965,0
+-25.47609831,18.62599229,0
+-21.1870357,-0.513333751,0
+23.3584138,18.85120255,1
+19.87009248,-0.384654313,1
+23.91965635,-5.334502323,1
+11.28786847,-1.059607408,1
+20.17698881,3.639930431,1
+19.80855613,4.46344934,1
+26.88444025,0.429848133,1
+26.96334457,-5.171697979,1
+25.07852382,-2.511256989,1
+23.1462138,12.14231566,1
+20.97683683,-15.3151155,1
+16.84757722,-7.612306918,1
+23.34660278,-11.36311475,1
+17.74741366,7.341523439,1
+24.08921253,-12.500221,1
+22.61589386,-7.654934061,1
+26.70583481,-3.222459878,1
+29.95719452,4.250353428,1
+19.19046875,16.11414634,1
+23.31705633,-18.59983208,1
+17.20276385,-3.234877073,1
+23.5245305,3.034732748,1
+28.10364182,-17.25240795,1
+19.69805721,-0.308810519,1
+19.41700417,5.529839916,1
+13.29483798,3.05906725,1
+29.6530044,5.124525583,1
+23.45930674,-13.17071399,1
+15.41883939,9.556574202,1
+29.43417687,-9.537602594,1
+25.29657986,-18.09023147,1
+20.08430336,13.46617475,1
+22.9380701,-12.04614356,1
+28.71395668,1.796028103,1
+15.46913883,-0.645761196,1
+25.26639495,4.987646695,1
+13.33865239,-6.71140036,1
+10.46388572,-0.370607644,1
+26.12252967,19.24869032,1
+22.01623287,17.25139733,1
+28.91902649,10.33215025,1
+27.98211585,14.6991654,1
+12.30235096,8.06288248,1
+12.95372256,2.861495077,1
+17.38054383,9.796346865,1
+20.85786006,-5.163452284,1
+15.50419728,-8.492353045,1
+16.8496626,-14.24786759,1
+16.51292147,-3.931989657,1
+28.51139493,-8.950585632,1
+19.51723622,2.072557391,1
+28.49461869,16.32184772,1
+21.76984109,-8.760435667,1
+26.13604119,-8.497749175,1
+19.56144441,-3.084539638,1
+26.62277138,-12.27694052,1
+25.81229789,8.332501325,1
+11.57079044,-5.200048398,1
+24.26118974,-7.59270054,1
+16.42613397,9.328213396,1
+17.76771036,1.110979849,1
+29.16958862,8.939418004,1
+14.00384571,8.806363981,1
+22.14977969,-7.972815275,1
+29.4444783,5.204439893,1
+16.17681426,-6.127661257,1
+17.20494856,8.331309099,1
+16.08059838,3.412527551,1
+21.58835047,-11.31814591,1
+23.73375971,-13.69265428,1
+15.24231788,-12.02574558,1
+13.24674597,-3.031811896,1
+25.02348922,0.34778722,1
+16.6253824,-10.28781632,1
+18.73818028,-14.28469933,1
+29.91716781,12.61487724,1
+25.08216428,-1.532023488,1
+27.67815119,-8.246082763,1
+19.64512083,12.81311171,1
+23.72627583,-15.77792774,1
+22.94928302,2.282344762,1
+16.74055741,14.21450886,1
+22.68576694,1.396695865,1
+14.13780025,1.9991762,1
+23.37641109,-11.90518061,1
+17.79858045,-3.141444488,1
+21.62269484,-13.09116381,1
+27.29460118,4.480138031,1
+25.02617267,-2.709095775,1
+10.82092529,-2.884167709,1
+12.51561873,-1.261622172,1
+19.69822518,13.03093526,1
+23.08301274,-5.26433778,1
+13.38553867,6.414102681,1
+23.73208258,-1.159233157,1
+15.27280391,-11.41662184,1
+12.00043309,-5.009251876,1
+22.76013035,8.458135459,1
+20.99294219,13.95614813,1
+22.82883388,-15.24260374,1
+23.53556915,1.246979236,1
+27.55773003,-5.682905219,1
+20.98004825,-7.887688381,1
+22.56369949,2.256169349,1
+24.20686064,3.759699219,1
+15.53855744,-3.280604964,1
+22.85723625,2.031207648,1
+16.40423117,1.565701078,1
+24.36471882,-5.187367269,1
+27.76883179,-8.894006909,1
+29.09371523,-7.489333827,1
+27.48937273,-9.705678507,1
+13.59070815,-9.061394929,1
+26.99617284,12.46424977,1
+14.61394855,4.056604442,1
+18.90651357,-5.36478622,1
+15.50187869,-6.42386116,1
+28.76739091,8.54431238,1
+27.61458005,-10.77948707,1
+13.23740961,-2.52108788,1
+22.45130705,-13.90882116,1
+27.95245034,-15.97373213,1
+19.7178727,-6.532292131,1
+22.88495664,12.07385944,1
+20.43341699,6.878308388,1
+20.47938956,5.573602903,1
+20.69258834,-0.448592538,1
+24.31101065,18.40932869,1
+24.78911077,9.889261161,1
+27.6002251,-3.236624309,1
+22.80555673,5.826585661,1
+24.10332177,11.81251168,1
+12.78835891,1.655634749,1
+22.32865311,-5.60418014,1
+24.19171315,16.01277609,1
+28.29915365,10.87139154,1
+28.38474251,14.76834452,1
+12.20130924,-0.55129172,1
+16.5203154,-7.280752028,1
+20.12801963,16.13229446,1
+26.701384,1.097691324,1
+23.44393921,-15.73744945,1
+19.93771446,-14.56677271,1
+11.56771784,0.077054348,1
+24.92173092,-10.37701012,1
+19.78770008,-5.617462281,1
+22.06716747,13.51960933,1
+26.90053514,9.439508528,1
+16.58332072,2.997398976,1
+15.17277742,-8.261223371,1
+18.36507445,-12.16772446,1
+17.62209716,9.90230353,1
+20.14196591,-7.116145821,1
+19.90740442,7.587890568,1
+26.48500464,-16.26132385,1
+13.58233977,-1.235225688,1
+12.40676727,8.713351505,1
+29.2642687,5.414198463,1
+26.44045123,2.189128855,1
+12.95138484,5.995264676,1
+28.96158385,-0.945817308,1
+15.66074541,9.224224705,1
+11.84548646,0.658200522,1
+16.89539338,-1.436764543,1
+21.76744054,-3.765256266,1
+29.16738827,2.672672387,1
+25.898167,-17.09132237,1
+23.2682307,-17.30693328,1
+26.14273238,-18.26037088,1
+16.86188347,13.53220347,1
+12.22441109,-7.389162296,1
+19.2392683,-5.487111553,1
+19.14384325,4.7140369,1
+16.00196281,-2.548344855,1
+22.36947205,-2.836871008,1
+18.27858531,1.99457033,1
+27.61512484,1.876745284,1
+23.14413485,-10.16385907,1
+22.85647538,11.11366023,1
+13.90442666,6.329950624,1
+28.31177555,18.15580691,1
+27.37206547,10.46321374,1
+26.12280514,-0.913523483,1
+16.40223164,-8.66826575,1
+20.07904201,-5.122405308,1
+19.78272956,-15.57672282,1
+24.42565742,-13.15238863,1
+19.41952444,15.67499391,1
+22.53033693,1.751790416,1
+29.85827526,-16.50222883,1
+20.43998226,-15.62781894,1
+24.58800903,4.41283884,1
+23.38370632,11.05093104,1
+27.4518154,13.25564763,1
+15.68211964,-13.88577545,1
+28.84682193,-10.36907358,1
+10.49960461,3.477561251,1
+23.50448781,-7.820704217,1
+17.60181117,11.84936741,1
+22.94213063,15.53904424,1
+21.80198821,13.40144624,1
+15.05234226,10.6766094,1
+20.11748782,-16.47991797,1
+14.37634153,-11.92874646,1
+29.26644876,3.37253566,1
+20.56042404,0.339529546,1
+20.80778621,6.526238502,1
+28.13977188,2.211425758,1
+14.87029868,10.91044583,1
+15.31944686,-7.203025221,1
+24.02157186,-1.725985924,1
+25.0379312,1.462853694,1
+24.48382288,-7.550518559,1
+27.40689592,13.98290297,1
+20.32043664,-15.89210748,1
+17.25563969,-5.069542055,1
+18.50475856,2.087203202,1
+16.40288799,9.087016049,1
+19.43971136,-2.866645651,1
+19.82960029,-1.721380145,1
+20.48968851,-3.028396177,1
+19.35852517,6.111753138,1
+27.86357228,11.22970117,1
+22.94739247,-14.28394425,1
+23.18184086,8.318889424,1
+19.8930629,-6.603708956,1
+19.84039387,-6.695622829,1
+29.30907039,-19.11343645,1
+22.15163937,10.7551356,1
+19.32081884,1.74184182,1
+24.14250815,-7.034046801,1
+26.8248377,-18.47845933,1
+18.12982926,4.389533483,1
+24.4489259,-1.266701657,1
+28.36410894,-14.37870928,1
+28.97866142,-6.102920821,1
+21.62161667,10.50165425,1
+25.86991795,8.710407573,1
+26.98733572,-0.252396612,1
+17.47284776,-8.048914625,1
+13.35962221,9.500463812,1
+11.84726735,5.917279017,1
+21.10653311,6.85633937,1
+20.53723971,13.39819559,1
+12.10112991,4.596402071,1
+22.74368741,-4.662048542,1
+27.27261099,-19.32119878,1
+22.01698223,15.66307899,1
+23.11359122,9.816064757,1
+17.77879582,-4.078872428,1
+14.80574752,-11.11038669,1
+25.35316279,2.009812717,1
+29.95665198,8.143228311,1
+28.4096825,-0.625887707,1
+17.68975065,12.59725366,1
+27.44707757,0.450179811,1
+26.19028463,-7.707212284,1
+14.54377687,-10.8461246,1
+17.02550536,6.319359664,1
+25.51383954,19.26821331,1
+28.27949849,-3.111049745,1
+22.29935155,1.989971252,1
+22.33431967,12.63446461,1
+11.39104797,2.340781987,1
+16.15075306,-11.5319194,1
+12.29097626,-0.418386878,1
+28.85958685,6.250342847,1
+28.17668028,-5.232856286,1
+19.26222415,6.416690868,1
+21.04470006,7.381140485,1
+11.71619961,6.998313408,1
+20.4286536,-8.453170135,1
+13.98450571,-2.669851277,1
+26.24412617,8.670113649,1
+21.4902206,-13.01197534,1
+25.84633791,4.763566996,1
+0.55528163,30.18418317,1
+2.456216673,31.10322686,1
+2.761286211,30.99557818,1
+2.773324837,32.79313631,1
+3.580306793,33.85533433,1
+3.378404654,31.46727633,1
+3.535739023,33.82416371,1
+3.428958444,30.93798709,1
+4.403984282,33.00834898,1
+3.512139864,33.79824921,1
+0.669602537,34.86978349,1
+1.58424556,34.60797831,1
+1.735645222,30.20049834,1
+2.689472299,34.56536428,1
+0.277001684,34.33801521,1
+2.09429738,32.01901692,1
+4.434827269,32.65690769,1
+3.708642372,32.35594907,1
+4.100675269,34.41024412,1
+0.380509095,34.75882725,1
+3.028848126,32.7792614,1
+1.639286789,33.29246342,1
+2.479747324,34.16350257,1
+4.748986871,30.38731251,1
+3.069477542,-26.67444817,0
+3.701871575,-25.85475994,0
+4.692512101,-29.35718787,0
+2.276285476,-27.26959385,0
+1.542632149,-27.08826932,0
+0.198499506,-25.11292778,0
+1.382055497,-26.29475697,0
+1.659498463,-25.16918849,0
+2.499563767,-28.50463229,0
+2.149219223,-25.67817831,0
+3.916109712,-25.05421654,0
+2.769070231,-28.38295021,0
+3.615055459,-29.58517523,0
+4.569888108,-29.42154402,0
+2.606622863,-25.7529795,0
+2.011663695,-27.54398005,0
+2.610560879,-29.99963093,0
+2.536393782,-25.65444953,0
+2.015658555,-28.85913337,0
+4.782461719,-29.00258951,0
+3.990671004,-27.66453252,0
+1.968936736,-27.66653806,0
+0.397395075,-28.86485592,0
+2.77826635,-29.55515979,0

toy_datasets/twoSpirals.csv

@@ -0,0 +1,1001 @@
+X,Y,class
+10.519,-0.717,-1
+0.9987,-9.9681,-1
+3.5763,8.3756,-1
+1.9236,-10.645,-1
+8.1583,-5.9066,-1
+3.8488,8.8337,-1
+10.502,2.2164,-1
+9.8565,-3.915,-1
+-5.2871,1.1325,-1
+3.6538,8.0492,-1
+3.567,-1.0682,-1
+9.5652,1.2818,-1
+3.8799,0.8133,-1
+10.281,0.6225,-1
+-4.5252,-1.4913,-1
+6.587,6.5763,-1
+4.9733,7.0246,-1
+9.4541,-4.2398,-1
+9.1422,-3.3652,-1
+9.3232,-4.364,-1
+3.6675,8.5476,-1
+-3.9556,7.4135,-1
+8.1699,5.4691,-1
+3.2407,-10.069,-1
+-0.2962,-10.641,-1
+10.18,0.2544,-1
+7.2061,6.7485,-1
+8.4257,6.1808,-1
+-3.4945,-2.7066,-1
+-2.3441,-3.1942,-1
+10.359,2.9133,-1
+9.7931,1.8007,-1
+10.929,-0.8731,-1
+3.0159,-2.7254,-1
+3.2069,-2.463,-1
+9.9964,1.2111,-1
+1.4395,8.408,-1
+3.8052,8.9835,-1
+2.0133,-3.3863,-1
+1.9959,8.2922,-1
+-0.4517,-4.3875,-1
+-5.3325,-8.8198,-1
+9.5403,-3.9114,-1
+5.0759,7.9097,-1
+-0.7612,-4.6156,-1
+8.4063,-5.5699,-1
+-2.5234,-10.652,-1
+3.073,-10.312,-1
+1.4206,-9.8487,-1
+-3.4424,-2.1369,-1
+-5.3215,4.6686,-1
+2.9733,-9.4813,-1
+4.6787,7.4426,-1
+-5.4103,-9.3751,-1
+-5.4512,4.1403,-1
+-2.0484,8.3167,-1
+8.197,-5.2725,-1
+8.038,5.6548,-1
+8.836,3.4207,-1
+2.2199,-2.5169,-1
+1.7082,-4.1356,-1
+-5.4356,-1.1271,-1
+0.1476,-9.9748,-1
+10.58,-2.7436,-1
+9.5041,1.038,-1
+4.1463,-2.2799,-1
+7.6703,6.1388,-1
+-4.6382,5.3602,-1
+-6.2721,2.5486,-1
+7.728,-7.3031,-1
+1.4537,-10.542,-1
+3.2752,-1.5469,-1
+8.9655,4.6919,-1
+-3.5127,-2.6861,-1
+-3.9197,-9.9094,-1
+8.189,5.3059,-1
+7.7355,5.8131,-1
+9.7722,-4.9133,-1
+4.3915,-8.6336,-1
+1.3684,-10.686,-1
+10.487,0.1371,-1
+3.6042,2.6106,-1
+-5.4272,0.9922,-1
+4.1621,-2.3681,-1
+7.0895,6.0434,-1
+0.7296,-10.837,-1
+9.7995,3.8256,-1
+9.5348,-0.2472,-1
+-2.6934,-3.922,-1
+8.7472,-6.0414,-1
+-5.1868,4.325,-1
+2.3957,-9.6109,-1
+5.6968,-8.8291,-1
+6.7702,7.5076,-1
+-3.645,-9.8377,-1
+8.5214,6.6441,-1
+-6.0445,0.0385,-1
+-5.2325,-1.4723,-1
+3.3973,1.56,-1
+-1.9347,7.4099,-1
+3.7207,-9.6405,-1
+-5.5997,3.8688,-1
+9.6655,-1.2851,-1
+-3.7835,-2.0791,-1
+-5.1577,4.564,-1
+-0.7094,7.734,-1
+10.807,-1.4903,-1
+9.5052,4.1972,-1
+7.4408,6.9237,-1
+3.1968,-2.8572,-1
+7.2509,-7.765,-1
+3.8529,-0.0029,-1
+10.056,-3.0902,-1
+1.4924,-9.9357,-1
+-0.6681,8.2878,-1
+10.88,0.7952,-1
+9.4062,-2.6681,-1
+5.9781,-8.4612,-1
+10.082,0.4495,-1
+10.301,-2.7714,-1
+6.6113,-8.1667,-1
+-0.1841,9.016,-1
+3.3645,-0.7017,-1
+-0.1842,-3.6312,-1
+8.5289,4.7138,-1
+3.8194,-9.6844,-1
+7.387,5.1027,-1
+0.5463,-10.477,-1
+1.3303,-4.3848,-1
+2.0039,-9.2794,-1
+3.2075,-9.64,-1
+1.088,-9.4142,-1
+2.2749,-2.5267,-1
+-2.902,7.3594,-1
+-5.5066,0.3246,-1
+4.2723,-9.2452,-1
+-1.8577,-4.461,-1
+1.7986,-10.072,-1
+-5.4149,-1.0048,-1
+3.7439,-9.0629,-1
+-5.0072,-0.1305,-1
+10.56,-2.6873,-1
+-5.2257,-0.0707,-1
+2.6683,-2.0371,-1
+3.2335,8.968,-1
+-4.479,5.7639,-1
+10.251,3.1361,-1
+-5.484,2.5569,-1
+7.7444,-6.187,-1
+-5.4577,0.2421,-1
+1.6376,2.1599,-1
+1.4151,2.9771,-1
+-0.6752,-10.395,-1
+4.3254,-1.2576,-1
+7.9931,5.3531,-1
+-5.4745,-0.7058,-1
+-3.6338,-2.7067,-1
+10.18,-3.1317,-1
+10.488,-2.2325,-1
+6.4935,-8.3424,-1
+8.0096,5.5301,-1
+6.3967,-8.0665,-1
+9.8451,3.1518,-1
+7.5981,6.9034,-1
+0.1114,7.8199,-1
+9.6624,3.4378,-1
+6.7217,7.0439,-1
+8.913,3.6531,-1
+2.8475,-9.1081,-1
+10.083,-3.7135,-1
+3.7457,-1.0257,-1
+0.378,-9.8071,-1
+-5.3763,2.312,-1
+8.1665,5.1048,-1
+10.379,1.9351,-1
+4.9639,-9.2924,-1
+9.0574,5.3796,-1
+3.6829,0.3838,-1
+3.6052,-9.9174,-1
+-2.7535,-9.5506,-1
+4.069,-8.6553,-1
+0.3552,9.1231,-1
+6.6442,6.7467,-1
+10.682,-1.4525,-1
+9.1506,-3.4911,-1
+6.4941,-7.8883,-1
+1.2413,-10.685,-1
+-5.1758,0.6574,-1
+6.7223,-8.8681,-1
+7.9165,-6.8162,-1
+-4.6247,-9.5199,-1
+-0.4797,-3.7202,-1
+9.7183,-4.2505,-1
+9.4438,-2.3556,-1
+-4.928,-2.6612,-1
+-2.2393,7.2688,-1
+0.1109,8.4195,-1
+9.9203,2.6669,-1
+-5.2577,-1.0818,-1
+-3.7538,-1.7092,-1
+-0.345,-10.66,-1
+-2.5725,7.9146,-1
+2.4102,-3.2018,-1
+-4.8267,-1.2777,-1
+6.8106,7.1545,-1
+1.1209,7.8816,-1
+1.0169,-9.5435,-1
+-5.2081,2.6149,-1
+-5.9954,1.7544,-1
+3.8023,0.9906,-1
+4.1387,9.016,-1
+9.8492,-3.3937,-1
+9.9746,-4.3632,-1
+4.5454,7.4572,-1
+1.5043,-4.0513,-1
+9.4879,-0.0478,-1
+10.327,0.7619,-1
+-3.0556,-3.3202,-1
+-4.7532,-0.2807,-1
+9.7053,-1.8632,-1
+-3.8714,7.1516,-1
+-5.3863,4.157,-1
+0.983,8.0238,-1
+3.1768,-9.0927,-1
+-4.6973,5.1075,-1
+7.8394,-6.3447,-1
+7.9651,5.4177,-1
+6.4141,-7.6999,-1
+6.3477,-8.5553,-1
+-1.7285,-10.889,-1
+0.1659,-4.3059,-1
+2.4348,-9.6063,-1
+3.051,-9.0431,-1
+-4.5185,5.1622,-1
+-6.0295,0.6784,-1
+5.0995,7.6312,-1
+-5.2677,-1.6033,-1
+0.2101,-10.585,-1
+-4.4474,5.9589,-1
+0.1514,-3.3474,-1
+3.592,8.6371,-1
+8.5026,5.0498,-1
+4.0195,-0.8739,-1
+9.0343,4.0854,-1
+9.1979,2.6969,-1
+-5.3995,4.308,-1
+2.1137,9.3125,-1
+6.3538,7.8023,-1
+10.56,0.8573,-1
+3.4975,-10.145,-1
+0.688,-10.805,-1
+6.3913,6.985,-1
+-5.0014,2.5995,-1
+-3.137,-3.1813,-1
+10.642,1.185,-1
+2.3934,-10.395,-1
+0.9118,-9.85,-1
+-3.2694,-3.0366,-1
+9.8069,2.2531,-1
+4.0869,-9.175,-1
+4.8678,-7.9047,-1
+6.0058,-8.4208,-1
+2.5835,-10.426,-1
+1.3703,8.3643,-1
+4.1673,-8.8086,-1
+10.651,0.9986,-1
+-5.3081,-0.7815,-1
+-0.4898,8.527,-1
+10.123,-4.9059,-1
+4.3363,1.0849,-1
+-5.0378,3.9396,-1
+10.343,0.2692,-1
+-0.0712,-3.6819,-1
+-0.4139,7.9072,-1
+6.1801,7.2636,-1
+-3.8884,6.0224,-1
+1.059,-10.145,-1
+9.5222,-4.4013,-1
+-0.8534,-4.4051,-1
+-5.3446,-9.238,-1
+-2.5456,-10.899,-1
+7.2079,-7.8963,-1
+10.013,0.5297,-1
+-3.0275,-10.457,-1
+-0.1466,-4.0334,-1
+2.4689,-10.071,-1
+7.9718,-7.7325,-1
+9.863,-2.9115,-1
+9.086,-4.2815,-1
+9.6176,1.9944,-1
+-1.1481,-4.2482,-1
+8.7116,4.6141,-1
+-2.9034,8.1846,-1
+9.6717,-1.8884,-1
+-2.1454,7.0697,-1
+-3.5818,7.0336,-1
+-5.2421,0.5825,-1
+-1.2421,8.0826,-1
+3.9732,8.8294,-1
+5.0337,8.5304,-1
+-5.9023,3.6451,-1
+1.8037,-10.113,-1
+3.1593,-0.901,-1
+3.3017,8.98,-1
+1.0774,-10.795,-1
+-0.3963,-10.359,-1
+-4.0985,-3.2673,-1
+10.171,2.453,-1
+3.4158,8.1533,-1
+-2.9711,-9.9749,-1
+6.9857,-6.9158,-1
+-2.8685,-10.515,-1
+-4.8722,0.9842,-1
+3.6268,-3.2706,-1
+-5.8831,1.5175,-1
+7.4254,-7.9867,-1
+-3.3831,-10.127,-1
+-4.8469,1.2344,-1
+2.1232,-10.055,-1
+-2.0996,-9.7127,-1
+-4.6538,-1.6017,-1
+10.897,0.8029,-1
+2.5835,-10.118,-1
+-3.4429,5.2535,-1
+-4.6068,-2.1151,-1
+8.7905,-5.7373,-1
+10.024,2.7954,-1
+4.6259,8.8347,-1
+3.6235,7.5603,-1
+-0.8382,-4.0468,-1
+1.4123,2.8883,-1
+0.5532,-10.011,-1
+-2.9714,-3.4925,-1
+3.9102,-8.8275,-1
+4.7276,8.3712,-1
+-4.112,6.5675,-1
+-1.2554,-4.5567,-1
+9.7989,-1.6031,-1
+-0.9048,-9.6782,-1
+-2.7878,7.978,-1
+-5.7381,-0.4608,-1
+8.8844,3.4152,-1
+8.2494,4.6338,-1
+-0.1757,8.3848,-1
+2.2818,-3.7217,-1
+2.5511,8.8578,-1
+9.6765,-0.751,-1
+-0.643,-3.7599,-1
+10.021,-2.0982,-1
+4.5719,-8.9371,-1
+3.7884,-9.1701,-1
+9.2749,2.6975,-1
+6.1679,-7.7388,-1
+8.9346,-5.0379,-1
+9.3472,-4.2737,-1
+-0.8614,-9.7236,-1
+-4.0214,-2.1619,-1
+0.3862,-10.83,-1
+-0.4955,-9.6313,-1
+8.2016,-5.3738,-1
+-0.7699,8.9214,-1
+9.5736,-3.5693,-1
+-4.7845,-1.5389,-1
+-1.1676,-10.379,-1
+-6.2142,1.5168,-1
+9.9983,2.1227,-1
+3.1992,0.2871,-1
+7.1319,-7.0733,-1
+-4.4267,5.8403,-1
+-1.9806,8.4647,-1
+-2.4173,-2.6099,-1
+3.1689,8.5839,-1
+2.9801,-10.357,-1
+0.9506,-10.631,-1
+3.0065,8.3629,-1
+-5.5836,3.4278,-1
+9.6978,-3.6695,-1
+10.413,-2.2961,-1
+7.5043,-6.8293,-1
+0.2521,8.641,-1
+3.2586,0.6446,-1
+-2.6352,-9.7803,-1
+4.6582,7.4663,-1
+1.9452,-10.83,-1
+3.181,-10.385,-1
+3.4071,-9.3103,-1
+-0.9468,7.7634,-1
+-0.0184,8.9886,-1
+9.5697,1.0627,-1
+9.4418,-2.1016,-1
+-4.3911,5.2462,-1
+-0.0871,-4.1441,-1
+3.3196,1.5637,-1
+-2.466,-4.0424,-1
+-3.306,6.2903,-1
+4.0408,0.3942,-1
+8.7589,-6.0174,-1
+3.4165,9.1549,-1
+1.1151,8.8077,-1
+1.3974,-4.1678,-1
+4.3622,-8.8899,-1
+-0.431,-10.228,-1
+4.6693,-8.8104,-1
+-0.0407,-3.8709,-1
+-4.0275,-2.1622,-1
+5.8689,-8.7891,-1
+-0.118,8.8112,-1
+0.4359,-10.373,-1
+9.682,-0.0584,-1
+-4.9819,2.8577,-1
+5.2081,-8.2979,-1
+8.8936,5.492,-1
+-5.7668,-0.5074,-1
+2.3955,-10.033,-1
+-5.7293,0.6957,-1
+9.3659,2.1141,-1
+-5.605,2.5369,-1
+0.3313,-10.461,-1
+9.8241,-0.4606,-1
+-2.8937,-3.2917,-1
+-5.9651,0.6841,-1
+6.0857,-7.9382,-1
+1.9233,-9.5738,-1
+8.3746,4.4211,-1
+0.6107,-10.148,-1
+-2.902,-10.394,-1
+-4.9373,6.1677,-1
+6.2478,6.3475,-1
+0.5725,8.2149,-1
+-2.7952,-10.11,-1
+-2.2005,-10.393,-1
+8.563,-5.906,-1
+-2.8063,7.4629,-1
+-2.7749,7.6852,-1
+7.2024,-7.4805,-1
+6.8639,-7.8712,-1
+-1.4333,7.4612,-1
+-3.3896,6.8201,-1
+1.3449,7.9741,-1
+8.2794,4.9063,-1
+9.9687,-4.4446,-1
+3.9356,-8.8389,-1
+5.2757,8.1388,-1
+-4.6509,-2.0329,-1
+-4.1913,-9.7953,-1
+-4.9368,2.8881,-1
+5.2291,7.6095,-1
+3.4744,-0.4614,-1
+-1.0342,-3.4425,-1
+1.8593,-4.0312,-1
+6.8741,-7.5435,-1
+-4.2448,-1.5974,-1
+-2.6335,6.9412,-1
+-3.8786,5.4732,-1
+0.4212,-3.8726,-1
+-2.0197,-9.8159,-1
+-5.9327,-0.4631,-1
+3.0767,8.0683,-1
+3.375,-1.8669,-1
+9.8512,-1.8342,-1
+0.4234,-3.8249,-1
+3.022,8.4124,-1
+4.3739,-8.6902,-1
+0.6741,-3.8692,-1
+6.4136,-8.2487,-1
+0.6141,8.9171,-1
+10.536,-0.1521,-1
+9.6763,2.0121,-1
+3.4154,1.698,-1
+9.4024,2.339,-1
+1.8146,8.1098,-1
+3.686,-0.158,-1
+10.162,-1.204,-1
+7.083,-7.2177,-1
+-4.7637,-2.2978,-1
+-1.2331,-10.828,-1
+-2.8707,6.4571,-1
+-5.4611,4.781,-1
+9.8585,-4.2686,-1
+-1.3593,-9.8524,-1
+3.9977,-9.3672,-1
+4.7028,7.5681,-1
+1.1284,8.8718,-1
+-4.1027,-9.2814,-1
+-5.4039,4.5924,-1
+-4.8617,5.9151,-1
+3.5182,8.8513,-1
+3.4569,8.1833,-1
+5.1524,7.943,-1
+-4.5787,-1.0479,-1
+5.9465,6.8199,-1
+1.2443,-9.5984,-1
+-5.1587,-2.0965,-1
+2.0394,3.0175,-1
+-5.2139,0.9669,-1
+8.0348,5.0834,-1
+8.1825,5.5004,-1
+8.2163,-6.8237,-1
+9.9284,-0.758,-1
+9.9961,-2.3079,-1
+-8.8452,1.0661,1
+-6.4827,8.2979,1
+0.9576,12.01,1
+7.1613,11.018,1
+5.6105,11.668,1
+-3.1958,-6.4839,1
+-3.3473,-6.6301,1
+-1.8582,4.0841,1
+6.0268,-3.4965,1
+1.6251,11.398,1
+-7.6104,4.2904,1
+6.761,-3.9182,1
+-1.8465,-6.6665,1
+2.8291,-6.6922,1
+-5.3838,-6.1035,1
+4.9394,5.3101,1
+-2.2195,-6.6441,1
+2.1774,11.704,1
+-0.047,4.6927,1
+1.8729,-6.9975,1
+-2.1618,3.3073,1
+-2.9215,10.39,1
+-4.3767,10.556,1
+-2.8288,10.486,1
+-8.3747,3.0646,1
+4.0614,11.808,1
+-8.5796,-0.4019,1
+-0.5025,12.049,1
+-2.7276,3.5386,1
+-1.6316,0.641,1
+7.3913,1.4381,1
+-8.7238,-1.9639,1
+-5.781,8.7003,1
+-1.1628,11.812,1
+-0.074,4.9774,1
+-1.4056,10.741,1
+2.7648,11.718,1
+-7.0378,-4.6403,1
+-2.3372,3.7381,1
+0.5308,11.222,1
+5.1368,4.505,1
+-5.2746,9.9956,1
+5.854,-5.0075,1
+-8.4166,2.37,1
+-0.1904,10.911,1
+3.5939,5.0352,1
+-1.2738,11.575,1
+-1.9847,11.061,1
+-6.5833,8.2167,1
+-8.2379,3.728,1
+3.273,11.992,1
+0.4796,-6.3563,1
+-2.1343,-6.3817,1
+7.3995,1.8514,1
+-4.6451,10.012,1
+-0.9643,10.861,1
+-7.4568,6.2525,1
+2.7085,5.1935,1
+0.463,5.9595,1
+0.3822,5.6723,1
+5.9412,2.2543,1
+-1.6774,-7.5426,1
+5.4168,-4.5005,1
+-8.2495,2.4547,1
+-7.2806,7.0132,1
+4.9828,-5.0542,1
+-3.9532,10.239,1
+7.3706,-0.5547,1
+-7.977,0.5999,1
+-1.2714,10.921,1
+5.1959,3.0984,1
+-5.332,-5.5571,1
+-7.3928,6.3004,1
+7.0909,-0.062,1
+-4.794,10.479,1
+-7.7701,-2.1492,1
+5.2246,11.216,1
+-0.5271,11.33,1
+-5.8348,8.5774,1
+-0.1273,11.514,1
+5.5406,-5.5018,1
+-7.6657,6.1625,1
+-3.517,-6.6748,1
+-7.4101,7.7875,1
+-7.356,-2.8484,1
+-0.2554,-6.4774,1
+-2.3724,3.7545,1
+-5.5681,-6.1707,1
+-5.6999,-5.3938,1
+-6.0265,-4.7668,1
+-5.4567,-4.6336,1
+-0.1236,-6.9807,1
+-9.4165,3.1066,1
+-7.4414,6.4422,1
+-9.252,3.3439,1
+-5.118,-6.4983,1
+0.464,5.0806,1
+-4.5137,10.36,1
+0.9575,-6.5161,1
+2.5601,-6.3946,1
+5.7122,-4.3644,1
+0.7987,-6.7799,1
+-5.9924,-5.5991,1
+7.075,-2.5776,1
+-4.2786,-7.0583,1
+-2.2328,0.8869,1
+3.5573,5.46,1
+2.1249,5.6683,1
+-5.8201,-4.6795,1
+2.6123,11.073,1
+3.7436,-6.9639,1
+2.745,11.676,1
+6.2514,-4.6958,1
+7.5193,0.0972,1
+1.0797,5.1233,1
+-9.0923,-0.2869,1
+-7.298,-3.6866,1
+-7.9955,-0.9781,1
+-4.5899,10.203,1
+-2.601,0.3668,1
+5.5748,11.709,1
+-0.5205,5.4835,1
+1.2609,12.079,1
+7.4855,-0.4681,1
+-4.2864,10.772,1
+-7.93,0.1244,1
+7.2681,-3.3867,1
+-8.5551,1.7053,1
+0.4632,11.515,1
+2.4486,-6.7342,1
+-1.4822,10.732,1
+1.5428,11.491,1
+2.0532,11.56,1
+-0.0331,11.894,1
+7.3998,1.0567,1
+-2.445,-0.8451,1
+0.9026,5.3529,1
+-7.2714,6.8728,1
+6.3309,-4.7255,1
+6.6404,1.5306,1
+2.1921,5.9964,1
+2.8657,-6.8012,1
+5.0293,-6.233,1
+-9.1866,0.262,1
+-1.5534,-0.8958,1
+-0.5052,5.8485,1
+-7.0677,-3.8395,1
+5.1406,11.323,1
+-6.7017,7.8815,1
+3.5642,-6.3992,1
+2.5691,11.846,1
+3.5099,11.39,1
+4.1638,-5.0144,1
+6.6441,-1.0795,1
+-2.6525,-7.366,1
+-6.4996,7.8855,1
+0.4752,4.7511,1
+-4.725,9.1966,1
+6.7029,-2.0687,1
+2.7454,5.9996,1
+3.861,11.994,1
+-3.6774,10.2,1
+2.0841,5.9825,1
+-7.3349,6.8585,1
+7.7226,-0.7783,1
+1.6391,5.5051,1
+6.5851,-0.2514,1
+-4.1179,10.034,1
+6.5169,2.3595,1
+0.2676,10.943,1
+-6.93,8.0827,1
+-1.0264,11.951,1
+-2.9642,1.6028,1
+7.0923,0.549,1
+-0.125,-7.446,1
+0.3713,-6.9425,1
+6.5714,0.5044,1
+-0.2305,11.78,1
+0.0844,4.7481,1
+-8.1249,3.8012,1
+7.2485,-0.0673,1
+2.0321,5.3016,1
+-8.1017,-0.819,1
+5.0265,11.453,1
+-7.1498,7.9326,1
+1.1419,5.7581,1
+5.6432,3.0069,1
+4.806,-5.4195,1
+-0.8647,4.586,1
+-6.7454,7.9198,1
+-5.6443,-4.5977,1
+4.9752,4.0761,1
+-8.5309,-1.6681,1
+7.278,1.1352,1
+4.7922,5.156,1
+-8.0839,-1.1739,1
+6.3798,-4.2161,1
+-4.0143,-5.8989,1
+7.1967,2.4927,1
+0.1394,5.4346,1
+6.0995,-3.5594,1
+6.0187,2.1688,1
+-1.8285,10.915,1
+-7.5001,5.1902,1
+3.2711,-6.6716,1
+-7.9894,3.4683,1
+2.3029,-7.3063,1
+-7.1149,-4.1116,1
+3.2905,5.1251,1
+-9.2706,2.7157,1
+-3.0174,-6.7503,1
+-1.5534,-7.0366,1
+-5.3385,9.5551,1
+1.239,6.0426,1
+-7.6343,4.2702,1
+-2.4651,3.3091,1
+-8.5343,-2.0243,1
+2.8669,-6.1726,1
+2.6698,-6.7736,1
+-8.2068,5.9746,1
+-7.7054,4.8227,1
+-4.429,9.5135,1
+-8.201,-2.0387,1
+-2.8988,-6.3702,1
+5.657,2.5468,1
+4.5951,4.6479,1
+-0.4283,12.108,1
+-0.4124,-7.8678,1
+-0.4783,-6.6799,1
+-5.7591,-5.8492,1
+-7.3501,-3.6917,1
+-1.2411,-7.2578,1
+-4.3968,9.07,1
+-1.1877,-7.8307,1
+6.5972,1.4825,1
+-8.4568,2.9424,1
+2.2199,12.19,1
+7.307,2.0034,1
+-4.4124,10.134,1
+0.9862,-6.6766,1
+-5.1524,-6.1298,1
+1.6337,12.041,1
+-0.0839,-7.7863,1
+-8.287,1.1223,1
+0.8497,-7.0926,1
+6.2372,3.8512,1
+-0.6685,11.11,1
+-0.2878,12.419,1
+-5.2829,-5.0764,1
+7.4401,1.144,1
+2.2694,11.374,1
+6.1187,2.789,1
+-8.4308,3.5417,1
+-3.9176,-7.108,1
+-2.5067,10.359,1
+-2.6761,1.2331,1
+-2.8143,-7.4399,1
+-1.2347,-6.4285,1
+-2.6385,2.8042,1
+2.6378,12.133,1
+4.5295,11.219,1
+7.6757,-0.7005,1
+1.728,-6.2334,1
+-7.9599,2.5167,1
+5.1807,-4.9359,1
+2.8569,11.086,1
+5.9873,3.3538,1
+-7.9375,5.7901,1
+1.4863,5.8136,1
+5.5279,-4.0838,1
+-5.0543,9.2566,1
+3.2164,5.093,1
+5.101,-4.3346,1
+-6.336,8.3566,1
+5.8171,-3.5459,1
+-9.1311,1.5464,1
+-7.1137,7.2226,1
+-8.0349,5.4612,1
+-9.0724,3.5466,1
+3.3652,-6.4908,1
+-6.4884,7.4226,1
+-5.7669,9.0424,1
+-9.1178,3.6796,1
+6.2866,3.4949,1
+6.2851,-3.6916,1
+4.8025,-4.0544,1
+6.1821,11.323,1
+-5.6007,9.6947,1
+-8.6772,5.6223,1
+-3.1607,11.108,1
+2.3159,-6.4188,1
+-2.8521,10.958,1
+-5.3951,8.22,1
+-8.3928,2.2383,1
+-1.9693,1.9776,1
+6.9929,11.045,1
+-6.2813,9.3466,1
+4.5401,-5.1694,1
+-3.1224,3.1423,1
+-2.8286,-7.3502,1
+-8.2689,-2.1072,1
+-6.3909,-4.7831,1
+6.3571,-1.7492,1
+-3.5334,9.6277,1
+-6.2904,7.5313,1
+-8.2158,5.3746,1
+-2.7765,10.272,1
+3.9028,-5.3132,1
+-5.2264,-6.1091,1
+5.6751,11.086,1
+4.1913,12.037,1
+3.883,4.3991,1
+6.036,11.125,1
+-9.0352,0.2831,1
+-1.0763,4.9158,1
+-2.308,-6.4935,1
+5.4425,-4.1833,1
+-1.7778,-6.734,1
+7.1897,-1.9922,1
+7.2965,0.0546,1
+4.2363,11.873,1
+-2.8619,10.738,1
+-0.529,12.221,1
+2.1479,12.477,1
+3.5454,10.835,1
+-2.2278,4.0387,1
+1.9297,12.097,1
+-0.4901,12.109,1
+-0.9451,-1.2603,1
+7.5608,0.2745,1
+2.0028,11.873,1
+-3.4892,-7.2238,1
+-2.9641,-7.1965,1
+-1.4735,4.1236,1
+-5.709,-6.1107,1
+1.9001,-7.3315,1
+2.9844,-6.4,1
+-1.4797,-0.1608,1
+-5.7021,9.3597,1
+5.0555,11.324,1
+2.821,-6.4302,1
+-0.7891,-6.7226,1
+-0.5768,12.241,1
+0.232,5.9444,1
+3.5894,10.758,1
+-6.6256,-3.9972,1
+4.5679,-5.6797,1
+-4.3189,-6.4693,1
+-7.8233,6.321,1
+6.5919,3.4626,1
+-7.6006,-3.0672,1
+-8.1925,0.7872,1
+3.9774,4.6297,1
+4.5827,11.858,1
+7.0411,0.9441,1
+-0.8475,12.077,1
+6.7639,0.6546,1
+-3.5053,-7.0539,1
+1.4376,12.297,1
+-7.5393,-1.6907,1
+-2.3958,1.6451,1
+7.2517,-2.381,1
+7.2683,-1.4728,1
+7.6088,0.9045,1
+-8.2805,3.685,1
+-6.8615,-2.8608,1
+7.2071,2.0306,1
+6.4594,10.737,1
+-2.7643,1.3641,1
+-8.5497,2.1284,1
+0.2265,6.0914,1
+1.0986,-7.49,1
+4.4082,-4.5298,1
+-0.2542,5.8703,1
+6.8626,-2.997,1
+0.2853,11.048,1
+-8.3907,3.9747,1
+-4.7887,-5.2465,1
+-2.9514,-6.3822,1
+-6.6624,-3.2425,1
+4.0097,-5.6808,1
+5.408,3.2386,1
+2.1342,6.1576,1
+-8.6684,-0.8404,1
+2.8108,-6.8284,1
+-0.8382,4.3393,1
+4.3628,-5.1639,1
+-8.5426,-1.245,1
+-4.505,-5.2694,1
+-5.9436,9.2072,1
+-2.7596,9.9213,1
+1.25,11.566,1
+-8.3588,-2.2266,1
+-3.0245,1.5231,1
+4.5755,11.487,1
+0.3738,11.04,1
+4.5774,4.6821,1
+-8.6612,2.9094,1
+-1.5359,4.1078,1
+-0.5307,11.367,1
+-7.667,-1.8156,1
+6.0811,-5.1215,1
+0.6034,6.167,1
+-1.6822,3.1196,1
+4.3657,10.827,1
+0.4533,4.6279,1
+-8.8544,2.4905,1
+2.679,-6.7914,1
+-7.4041,-3.0274,1
+-2.1461,10.415,1
+-5.2198,9.3745,1
+-7.9017,6.1235,1
+-8.1127,-1.6868,1
+1.0086,-6.6213,1
+-0.6417,11.171,1
+-6.9357,7.3389,1
+-1.7579,5.0028,1
+-1.8286,2.9731,1
+-1.1219,11.593,1
+-7.574,-0.8676,1
+-8.9964,2.326,1
+-8.8613,-1.8443,1
+6.7523,-1.4329,1
+-7.8493,4.388,1
+-0.1182,11.247,1
+1.3086,-7.0502,1
+5.068,-4.0642,1
+4.1971,5.2524,1
+-9.239,3.9631,1
+-5.9318,-4.8715,1
+-3.2842,10.041,1
+-5.9394,-5.4442,1
+5.6753,2.6416,1
+-4.7537,8.8824,1
+1.4782,11.375,1
+-7.3529,-3.1361,1
+-8.5772,-0.7296,1
+-7.9152,0.1384,1
+-8.0916,3.0441,1
+2.5782,5.1833,1
+6.9613,-1.2561,1
+-8.3934,5.4537,1
+2.4891,-7.1488,1
+-7.6571,-2.2894,1
+6.934,2.2834,1
+-5.959,8.5046,1
+-8.624,0.9766,1
+7.3957,0.2915,1
+-0.4403,4.6701,1
+5.2283,11.652,1
+-8.2624,2.1261,1
+-6.8322,5.8584,1
+-8.1402,0.9058,1
+5.4807,11.044,1
+7.7975,-0.4396,1
+6.8024,-2.3379,1
+-7.6569,-4.0585,1
+3.5661,12.1,1
+6.6094,-0.5083,1
+-7.3862,-4.5177,1
+-7.9251,-0.9086,1
+-4.0205,-6.2097,1
+-4.4415,-5.5224,1
+5.7606,-3.4497,1
+6.5423,3.0194,1
+6.5208,0.6185,1
+-3.8233,-5.7848,1
+-9.0556,2.7538,1
+-1.8463,2.1959,1
+4.0569,10.947,1
+-2.5445,-6.2092,1
+-1.7248,-7.0842,1
+-6.3833,8.3349,1
+6.4971,-1.0443,1
+-6.7842,7.7222,1
+6.4852,-3.1561,1
+-2.1988,3.5299,1
+-8.3372,0.6337,1
+1.921,-7.1537,1
+-3.6042,9.8149,1
+-2.2865,2.9395,1
+0.3111,11.204,1
+-0.7943,4.9582,1
+-2.3552,10.883,1
+-8.6564,5.6718,1
+-8.4759,0.2439,1
+-6.2261,-4.3354,1
+6.611,-0.8052,1
+-7.7152,5.5722,1
+-6.4965,-2.7794,1
+-0.0117,11.727,1
+2.9274,5.4828,1
+-0.7665,10.944,1
+5.4575,10.854,1
+3.0548,-6.3286,1
+6.6583,2.7518,1
+-4.1388,-6.6074,1
+-1.0998,-6.9606,1
+5.3105,4.6691,1
+2.4022,12.054,1

toy_datasets/ushape.csv

@@ -0,0 +1,101 @@
+X,Y,class
+3.16E-02,9.87E-01,0.00E+00
+2.12E+00,-4.62E-02,1.00E+00
+8.82E-01,-7.58E-02,0.00E+00
+-5.51E-02,-3.73E-02,1.00E+00
+8.30E-01,-5.39E-01,1.00E+00
+2.11E+00,6.62E-01,1.00E+00
+5.70E-01,3.37E-01,0.00E+00
+9.52E-01,-7.53E-01,1.00E+00
+-2.92E-02,3.93E-01,1.00E+00
+1.72E+00,3.61E-01,1.00E+00
+-2.79E-01,6.14E-01,1.00E+00
+2.00E+00,-3.09E-01,1.00E+00
+1.50E+00,-7.46E-01,1.00E+00
+1.23E+00,1.20E+00,0.00E+00
+4.67E-01,5.47E-01,0.00E+00
+-3.67E-01,1.12E+00,0.00E+00
+3.01E-01,1.23E+00,0.00E+00
+3.04E-01,8.24E-01,0.00E+00
+-2.37E-01,7.79E-01,0.00E+00
+1.16E+00,5.53E-01,0.00E+00
+-5.97E-01,6.57E-01,0.00E+00
+4.64E-01,-1.95E-01,1.00E+00
+6.85E-01,7.53E-01,0.00E+00
+7.05E-01,-4.59E-01,1.00E+00
+-6.58E-01,-1.29E-01,0.00E+00
+-7.47E-01,-3.83E-01,0.00E+00
+6.06E-01,3.13E-01,0.00E+00
+2.18E+00,-2.29E-02,1.00E+00
+1.92E+00,1.72E-01,1.00E+00
+1.48E+00,-1.05E-01,1.00E+00
+4.74E-01,-1.46E-01,1.00E+00
+1.06E+00,-1.04E+00,1.00E+00
+1.87E+00,-1.11E-02,1.00E+00
+4.19E-01,-3.25E-01,1.00E+00
+6.87E-02,5.66E-01,1.00E+00
+-1.73E-01,1.00E+00,0.00E+00
+1.24E-01,1.00E+00,0.00E+00
+1.81E-01,2.47E-01,1.00E+00
+-2.55E-01,1.93E-01,1.00E+00
+1.03E+00,-6.26E-01,1.00E+00
+1.52E+00,-4.52E-02,0.00E+00
+6.42E-01,-3.94E-01,1.00E+00
+-8.76E-01,4.66E-02,0.00E+00
+-1.07E+00,1.37E-01,0.00E+00
+1.03E+00,3.78E-01,0.00E+00
+9.31E-01,1.39E+00,0.00E+00
+6.77E-01,1.57E+00,0.00E+00
+-3.69E-01,7.29E-01,0.00E+00
+-1.02E+00,1.62E-01,0.00E+00
+7.75E-01,1.54E-01,0.00E+00
+1.40E+00,-7.06E-03,1.00E+00
+-3.81E-01,-2.35E-01,1.00E+00
+7.22E-01,4.47E-01,0.00E+00
+-5.13E-01,6.79E-01,0.00E+00
+3.21E-01,2.87E-01,0.00E+00
+1.95E-01,1.61E-01,1.00E+00
+5.28E-01,9.83E-01,0.00E+00
+-2.22E-01,2.52E-01,0.00E+00
+2.23E-01,1.32E+00,0.00E+00
+-1.07E-01,5.62E-01,1.00E+00
+6.37E-01,7.54E-01,0.00E+00
+-3.72E-01,9.93E-01,0.00E+00
+2.07E-01,-9.77E-02,1.00E+00
+1.27E-01,-3.80E-01,1.00E+00
+7.14E-01,-8.00E-01,1.00E+00
+1.09E+00,-3.68E-01,1.00E+00
+-1.48E-01,9.62E-01,0.00E+00
+1.59E+00,-6.30E-01,1.00E+00
+7.44E-01,5.77E-01,0.00E+00
+2.18E+00,-7.00E-01,1.00E+00
+2.46E-01,8.50E-01,0.00E+00
+-9.50E-01,9.04E-01,0.00E+00
+-8.82E-01,7.25E-02,0.00E+00
+2.02E+00,1.23E-01,1.00E+00
+2.15E+00,4.63E-01,1.00E+00
+3.55E-01,-6.78E-01,1.00E+00
+3.47E-01,1.12E+00,0.00E+00
+1.74E+00,4.59E-01,1.00E+00
+6.39E-01,-4.47E-01,1.00E+00
+1.29E+00,-4.91E-01,1.00E+00
+-1.38E-01,1.25E+00,0.00E+00
+-5.62E-01,1.05E+00,0.00E+00
+1.29E+00,-2.07E-01,1.00E+00
+-8.75E-01,5.05E-01,0.00E+00
+-9.29E-01,-4.56E-01,0.00E+00
+2.49E-02,1.07E-01,1.00E+00
+1.97E-01,-6.80E-02,1.00E+00
+7.33E-01,2.82E-01,0.00E+00
+1.68E+00,-2.02E-01,1.00E+00
+5.08E-01,-1.17E-01,1.00E+00
+1.67E+00,-4.25E-01,1.00E+00
+-8.22E-01,6.31E-01,0.00E+00
+3.02E-01,7.86E-01,0.00E+00
+1.38E+00,-8.09E-01,1.00E+00
+1.17E+00,5.98E-01,0.00E+00
+1.70E+00,5.88E-01,1.00E+00
+2.19E-01,-6.53E-01,1.00E+00
+9.53E-01,-4.20E-01,1.00E+00
+-1.32E+00,4.23E-01,0.00E+00
+-1.30E+00,1.84E-01,0.00E+00