Graph Drwawing

ScaterGraph.py

from pylab import *


#possible changes in how the plot looks
#rcParams['xtick.major.size'] = 0
#rcParams['ytick.major.size'] = 0

#constants
x1 = -0.000000; x2 = 1.000000
y1 = -0.000000; y2 = 1.000000
dpi = 80
xsize = 800
ysize = 800
edgeOffset = 0.080000

figure(facecolor = 'w', figsize = (xsize/float(dpi), ysize/float(dpi)), dpi = dpi)
hold(True)
#add curves
plot([0.0, 1.0], [0.0, 1.0], marker = 'None', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (0.0, 0.0, 0.0), linewidth = 1, alpha = 1.000)
plot([0.0, 0.00423728813559322, 0.029661016949152543, 0.08050847457627118, 0.09322033898305085, 0.17796610169491525, 0.2033898305084746, 0.3093220338983051, 0.3389830508474576, 0.4830508474576271, 0.5042372881355932, 0.5847457627118644, 0.6271186440677966, 0.635593220338983, 0.8347457627118644, 0.847457627118644, 0.9152542372881356, 0.961864406779661, 1.0], [0.252361673414305, 0.29959514170040485, 0.41970310391363025, 0.573549257759784, 0.5978407557354926, 0.7273954116059379, 0.7584345479082322, 0.8502024291497976, 0.8663967611336032, 0.9325236167341431, 0.9392712550607287, 0.9595141700404858, 0.9676113360323887, 0.9689608636977058, 0.9946018893387314, 0.9959514170040485, 0.9986504723346828, 1.0, 1.0], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (1.0, 1.0, 0.0), linewidth = 9, alpha = 1.000)
plot([0.0, 0.1, 0.2, 0.30000000000000004, 0.4, 0.5, 0.6000000000000001, 0.8, 0.9, 1.0], [0.2888445492472338, 0.614175584980954, 0.7342826047524034, 0.8339923816433883, 0.8893161617993833, 0.9325412660983131, 0.9622437874115727, 0.9865136949029566, 0.997306366769454, 1.0], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (1.0, 1.0, 0.0), linewidth = 9, alpha = 1.000)
plot([0.0, 0.00425531914893617, 0.02969858156028369, 0.07198581560283687, 0.1228723404255319, 0.1651595744680851, 0.2457446808510638, 0.33882978723404256, 0.48723404255319147, 0.6817375886524822, 1.0], [0.1322873208779249, 0.26314166515508797, 0.38726646109196444, 0.5060493379285326, 0.6222202067839652, 0.6896245238527118, 0.778713948848177, 0.8637221113731179, 0.9311899147469618, 0.9743787411572647, 1.0], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (1.0, 1.0, 0.0), linewidth = 9, alpha = 1.000)
plot([0.0, 0.02127659574468085, 0.06382978723404255, 0.0851063829787234, 0.10638297872340426, 0.23404255319148937, 0.46808510638297873, 0.5106382978723404, 0.5957446808510638, 0.6808510638297872, 0.8085106382978723, 1.0], [0.3716216216216216, 0.4899328859060403, 0.6621621621621622, 0.7162162162162162, 0.7635135135135135, 0.8378378378378378, 0.972972972972973, 0.9797297297297297, 0.9864864864864865, 0.9932432432432432, 1.0, 1.0], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (1.0, 1.0, 0.0), linewidth = 9, alpha = 1.000)
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plot([0.0, 0.13559322033898305, 0.13559322033898305, 0.13983050847457626, 0.13983050847457626, 0.1440677966101695, 0.1483050847457627, 0.15677966101694915, 0.16101694915254236, 0.16101694915254236, 0.16101694915254236, 0.16101694915254236, 0.1652542372881356, 0.1694915254237288, 0.1864406779661017, 0.1906779661016949, 0.19491525423728814, 0.19491525423728814, 0.2033898305084746, 0.2033898305084746, 0.2076271186440678, 0.2076271186440678, 0.21610169491525424, 0.21610169491525424, 0.22033898305084745, 0.2245762711864407, 0.25, 0.2627118644067797, 0.2796610169491525, 0.2838983050847458, 0.288135593220339, 0.2966101694915254, 0.2966101694915254, 0.2966101694915254, 0.3008474576271186, 0.3050847457627119, 0.3050847457627119, 0.3050847457627119, 0.3093220338983051, 0.3305084745762712, 0.3389830508474576, 0.3389830508474576, 0.3389830508474576, 0.3559322033898305, 0.3559322033898305, 0.3559322033898305, 0.3601694915254237, 0.3644067796610169, 0.3644067796610169, 0.3644067796610169, 0.3728813559322034, 0.3728813559322034, 0.3771186440677966, 0.3813559322033898, 0.3855932203389831, 0.4322033898305085, 0.4406779661016949, 0.4406779661016949, 0.461864406779661, 0.461864406779661, 0.4661016949152542, 0.4745762711864407, 0.4788135593220339, 0.4830508474576271, 0.4830508474576271, 0.4830508474576271, 0.4957627118644068, 0.4957627118644068, 0.4957627118644068, 0.5, 0.5, 0.5, 0.5, 0.5127118644067796, 0.5169491525423728, 0.5211864406779662, 0.5211864406779662, 0.5508474576271186, 0.559322033898305, 0.559322033898305, 0.5635593220338984, 0.5677966101694916, 0.5889830508474576, 0.597457627118644, 0.6610169491525424, 0.6694915254237288, 0.673728813559322, 0.6779661016949152, 0.690677966101695, 0.6949152542372882, 0.6991525423728814, 0.7033898305084746, 0.7415254237288136, 0.7457627118644068, 0.7457627118644068, 0.7457627118644068, 0.75, 0.7796610169491526, 0.7838983050847458, 0.7838983050847458, 0.7838983050847458, 0.7838983050847458, 1.0], [0.0, 0.22807017543859648, 0.2321187584345479, 0.2321187584345479, 0.23616734143049933, 0.26720647773279355, 0.300944669365722, 0.3562753036437247, 0.3562753036437247, 0.39271255060728744, 0.4399460188933873, 0.44129554655870445, 0.48313090418353577, 0.50472334682861, 0.5357624831309041, 0.5681511470985156, 0.5870445344129555, 0.5910931174089069, 0.6045883940620783, 0.6059379217273954, 0.6261808367071525, 0.6518218623481782, 0.6572199730094467, 0.6585695006747638, 0.6680161943319838, 0.6707152496626181, 0.6761133603238867, 0.6855600539811066, 0.7327935222672065, 0.7341430499325237, 0.738191632928475, 0.7395411605937922, 0.7408906882591093, 0.7422402159244265, 0.7462887989203779, 0.7543859649122807, 0.757085020242915, 0.7584345479082322, 0.7719298245614035, 0.7908232118758435, 0.796221322537112, 0.7975708502024291, 0.7989203778677463, 0.8164642375168691, 0.8178137651821862, 0.8205128205128205, 0.8205128205128205, 0.8313090418353576, 0.8326585695006747, 0.8367071524966262, 0.844804318488529, 0.8461538461538461, 0.8461538461538461, 0.8488529014844804, 0.8502024291497976, 0.8623481781376519, 0.863697705802969, 0.8663967611336032, 0.8704453441295547, 0.8717948717948718, 0.8717948717948718, 0.8717948717948718, 0.8717948717948718, 0.8717948717948718, 0.873144399460189, 0.8744939271255061, 0.8785425101214575, 0.8798920377867746, 0.8825910931174089, 0.8825910931174089, 0.8839406207827261, 0.8866396761133604, 0.8879892037786775, 0.9001349527665317, 0.9001349527665317, 0.9001349527665317, 0.902834008097166, 0.9190283400809717, 0.921727395411606, 0.9244264507422402, 0.9284750337381916, 0.9298245614035088, 0.9325236167341431, 0.9325236167341431, 0.9352226720647774, 0.9365721997300944, 0.9365721997300944, 0.9379217273954116, 0.9392712550607287, 0.9392712550607287, 0.941970310391363, 0.9433198380566802, 0.951417004048583, 0.951417004048583, 0.9554655870445344, 0.9568151147098516, 0.9581646423751687, 0.9608636977058029, 0.9622132253711201, 0.9635627530364372, 0.9649122807017544, 0.9676113360323887, 1.0], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (0.25098039215686274, 0.0, 1.0), linewidth = 2, alpha = 1.000)
plot([0.4957627118644068], [0.8785425101214575], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (0.0, 0.0, 0.0), linewidth = 5, alpha = 1.000)
plot([0.0, 0.2076271186440678, 0.22033898305084745, 0.3644067796610169, 0.3728813559322034, 0.5635593220338984, 0.5677966101694916, 0.7838983050847458, 1.0], [0.0, 0.6518218623481782, 0.6680161943319838, 0.8367071524966262, 0.8461538461538461, 0.9284750337381916, 0.9298245614035088, 0.9676113360323887, 1.0], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (0.0, 0.0, 0.0), color = (0.25098039215686274, 0.0, 1.0), linewidth = 4, alpha = 1.000)
plot([-1.5169491525423728, 0.4830508474576271, 0.5042372881355932, 2.5042372881355934], [0.29252361673414307, 0.9325236167341431, 0.9392712550607287, 1.5792712550607289], marker = 'o', linestyle = '-', markersize = 7, markeredgecolor = (0.0, 0.0, 0.0), markerfacecolor = (1.0, 1.0, 1.0), color = (0.0, 0.0, 0.0), linewidth = 2, alpha = 1.000)

# add markers
text(0.289661, 0.791066, '0.5', horizontalalignment = 'left', color = (0.0, 0.0, 0.0), name = 'Lucida Grande', weight = 'normal', alpha = 1.000)
text(0.573559, 0.924669, '0.5', horizontalalignment = 'left', color = (0.0, 0.0, 0.0), name = 'Lucida Grande', weight = 'normal', alpha = 1.000)
text(0.505763, 0.858543, '0.5', horizontalalignment = 'left', color = (0.0, 0.0, 0.0), name = 'Lucida Grande', weight = 'normal', alpha = 1.000)
text(0.493051, 0.912524, '0.154 Naive Bayes', horizontalalignment = 'left', color = (0.0, 0.0, 0.0), name = 'Lucida Grande', weight = 'normal', alpha = 1.000)
text(0.514237, 0.919271, '0.112 Naive Bayes', horizontalalignment = 'left', color = (0.0, 0.0, 0.0), name = 'Lucida Grande', weight = 'normal', alpha = 1.000)
# enable grid
grid(False)

#set axis labels
xlabel('FP Rate (1-Specificity)', weight = 'bold')
ylabel('TP Rate (Sensitivity)', weight = 'bold')


axis([x1, x2, y1, y2])
gca().set_position([edgeOffset, edgeOffset, 1 - 2*edgeOffset, 1 - 2*edgeOffset])
#subplots_adjust(left = 0.08, bottom = 0.11, right = 0.98, top = 0.98)

# possible settings to change
#axes().set_frame_on(0) #hide the frame
#axis('off') #hide the axes and labels on them


show()