Point classification using DNN
swatinair123 opened this issue · comments
Hii,
I am trying to train the points(using Line eqn and sine eqn) as in the .csv file attached.I am trying to classify using the code as below
Labels=[]
data=pd.read_csv('Line_SineDataNew.csv')
dataArray=data.values
np.random.shuffle(dataArray)
print(dataArray)
data_Label=dataArray[:, [2]]
print(data_Label)
for i in range (0,20000):
#print(dataArray[i])
#print (data_Label[i])
if (data_Label[i]==0):
Labels.append([1,0])
else:
Labels.append([0,1])
x = tf.placeholder(tf.float32, [None,2])
W = tf.Variable(tf.zeros([2, 2]))
b = tf.Variable(tf.zeros([2]))
y = tf.nn.relu(tf.matmul(x, W) + b)
#y = tf.nn.softmax(tf.matmul(x, W) + b)
y_ = tf.placeholder(tf.float32, [None, 2])
#cross_entropy = -tf.reduce_sum(y_ * tf.log(y))
cross_entropy = tf.reduce_mean(-tf.reduce_sum(y_ * tf.log(y), reduction_indices=[1]))
is_correct=tf.equal(tf.arg_max(y,1),tf.arg_max(y_,1))
accuracy=(tf.cast(is_correct,tf.float32))
train_step = tf.train.GradientDescentOptimizer(0.00030).minimize(cross_entropy)
init = tf.initialize_all_variables()
sess = tf.Session()
sess.run(init)
for i in range(20000):
#batch_X=dataArray[:,[0,1]]
#batch_Ylabel=Labels
batch_xs=dataArray[:,[0,1]]
#print(batch_xs)
batch_ys=Labels
#batch_xs=batch_X.next_batch(10)
batch_xs, batch_y
# s = mnist.train.next_batch(100)
sess.run(train_step, feed_dict= {x: batch_xs, y_: batch_ys})
a, iscorrect =sess.run([accuracy,is_correct],feed_dict= {x: batch_xs, y_: batch_ys})
b=np.mean(a)
print("accuracy=", b)
print("done with training")
But the accuracy is not increasing. I get only 50%.Can you advise me what could be issue
The below is the data
X | Y | label |
---|---|---|
6 | 8 | 0 |
6 | -0.27942 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
22 | 16 | 0 |
22 | -0.00885 | 1 |
5 | 7.5 | 0 |
5 | -0.95892 | 1 |
44 | 27 | 0 |
44 | 0.017702 | 1 |
52 | 31 | 0 |
52 | 0.986628 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
73 | 41.5 | 0 |
73 | -0.67677 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
64 | 37 | 0 |
64 | 0.920026 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
29 | 19.5 | 0 |
29 | -0.66363 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
85 | 47.5 | 0 |
85 | -0.17608 | 1 |
29 | 19.5 | 0 |
29 | -0.66363 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
26 | 18 | 0 |
26 | 0.762558 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
1 | 5.5 | 0 |
1 | 0.841471 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
93 | 51.5 | 0 |
93 | -0.94828 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
35 | 22.5 | 0 |
35 | -0.42818 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
28 | 19 | 0 |
28 | 0.270906 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
46 | 28 | 0 |
46 | 0.901788 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
46 | 28 | 0 |
46 | 0.901788 | 1 |
44 | 27 | 0 |
44 | 0.017702 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
35 | 22.5 | 0 |
35 | -0.42818 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
85 | 47.5 | 0 |
85 | -0.17608 | 1 |
28 | 19 | 0 |
28 | 0.270906 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
73 | 41.5 | 0 |
73 | -0.67677 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
44 | 27 | 0 |
44 | 0.017702 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
56 | 33 | 0 |
56 | -0.52155 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
49 | 29.5 | 0 |
49 | -0.95375 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
20 | 15 | 0 |
20 | 0.912945 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
93 | 51.5 | 0 |
93 | -0.94828 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
46 | 28 | 0 |
46 | 0.901788 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
26 | 18 | 0 |
26 | 0.762558 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
27 | 18.5 | 0 |
27 | 0.956376 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
20 | 15 | 0 |
20 | 0.912945 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
22 | 16 | 0 |
22 | -0.00885 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
49 | 29.5 | 0 |
49 | -0.95375 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
73 | 41.5 | 0 |
73 | -0.67677 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
26 | 18 | 0 |
26 | 0.762558 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
29 | 19.5 | 0 |
29 | -0.66363 | 1 |
35 | 22.5 | 0 |
35 | -0.42818 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
44 | 27 | 0 |
44 | 0.017702 | 1 |
26 | 18 | 0 |
26 | 0.762558 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
49 | 29.5 | 0 |
49 | -0.95375 | 1 |
93 | 51.5 | 0 |
93 | -0.94828 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
50 | 30 | 0 |
50 | -0.26237 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
49 | 29.5 | 0 |
49 | -0.95375 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
5 | 7.5 | 0 |
5 | -0.95892 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
44 | 27 | 0 |
44 | 0.017702 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
64 | 37 | 0 |
64 | 0.920026 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
28 | 19 | 0 |
28 | 0.270906 | 1 |
52 | 31 | 0 |
52 | 0.986628 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
50 | 30 | 0 |
50 | -0.26237 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
73 | 41.5 | 0 |
73 | -0.67677 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
20 | 15 | 0 |
20 | 0.912945 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
5 | 7.5 | 0 |
5 | -0.95892 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
52 | 31 | 0 |
52 | 0.986628 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
27 | 18.5 | 0 |
27 | 0.956376 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
56 | 33 | 0 |
56 | -0.52155 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
52 | 31 | 0 |
52 | 0.986628 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
20 | 15 | 0 |
20 | 0.912945 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
28 | 19 | 0 |
28 | 0.270906 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
73 | 41.5 | 0 |
73 | -0.67677 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
27 | 18.5 | 0 |
27 | 0.956376 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
64 | 37 | 0 |
64 | 0.920026 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
35 | 22.5 | 0 |
35 | -0.42818 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
73 | 41.5 | 0 |
73 | -0.67677 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
26 | 18 | 0 |
26 | 0.762558 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
50 | 30 | 0 |
50 | -0.26237 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
44 | 27 | 0 |
44 | 0.017702 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
20 | 15 | 0 |
20 | 0.912945 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
5 | 7.5 | 0 |
5 | -0.95892 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
56 | 33 | 0 |
56 | -0.52155 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
56 | 33 | 0 |
56 | -0.52155 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
56 | 33 | 0 |
56 | -0.52155 | 1 |
28 | 19 | 0 |
28 | 0.270906 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
73 | 41.5 | 0 |
73 | -0.67677 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
50 | 30 | 0 |
50 | -0.26237 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
1 | 5.5 | 0 |
1 | 0.841471 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
28 | 19 | 0 |
28 | 0.270906 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
93 | 51.5 | 0 |
93 | -0.94828 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
42 | 26 | 0 |
42 | -0.91652 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
35 | 22.5 | 0 |
35 | -0.42818 | 1 |
93 | 51.5 | 0 |
93 | -0.94828 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
1 | 5.5 | 0 |
1 | 0.841471 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
27 | 18.5 | 0 |
27 | 0.956376 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
49 | 29.5 | 0 |
49 | -0.95375 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
85 | 47.5 | 0 |
85 | -0.17608 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
46 | 28 | 0 |
46 | 0.901788 | 1 |
50 | 30 | 0 |
50 | -0.26237 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
23 | 16.5 | 0 |
23 | -0.84622 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
93 | 51.5 | 0 |
93 | -0.94828 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
56 | 33 | 0 |
56 | -0.52155 | 1 |
22 | 16 | 0 |
22 | -0.00885 | 1 |
50 | 30 | 0 |
50 | -0.26237 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
83 | 46.5 | 0 |
83 | 0.968364 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
61 | 35.5 | 0 |
61 | -0.96612 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
64 | 37 | 0 |
64 | 0.920026 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
1 | 5.5 | 0 |
1 | 0.841471 | 1 |
35 | 22.5 | 0 |
35 | -0.42818 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
87 | 48.5 | 0 |
87 | -0.82182 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
46 | 28 | 0 |
46 | 0.901788 | 1 |
30 | 20 | 0 |
30 | -0.98803 | 1 |
89 | 49.5 | 0 |
89 | 0.860069 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
46 | 28 | 0 |
46 | 0.901788 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
20 | 15 | 0 |
20 | 0.912945 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
22 | 16 | 0 |
22 | -0.00885 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
84 | 47 | 0 |
84 | 0.73319 | 1 |
50 | 30 | 0 |
50 | -0.26237 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
29 | 19.5 | 0 |
29 | -0.66363 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
94 | 52 | 0 |
94 | -0.24525 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
62 | 36 | 0 |
62 | -0.73918 | 1 |
58 | 34 | 0 |
58 | 0.992873 | 1 |
45 | 27.5 | 0 |
45 | 0.850904 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
81 | 45.5 | 0 |
81 | -0.62989 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
64 | 37 | 0 |
64 | 0.920026 | 1 |
7 | 8.5 | 0 |
7 | 0.656987 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
38 | 24 | 0 |
38 | 0.296369 | 1 |
28 | 19 | 0 |
28 | 0.270906 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
32 | 21 | 0 |
32 | 0.551427 | 1 |
13 | 11.5 | 0 |
13 | 0.420167 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
29 | 19.5 | 0 |
29 | -0.66363 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
47 | 28.5 | 0 |
47 | 0.123573 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
3 | 6.5 | 0 |
3 | 0.14112 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
68 | 39 | 0 |
68 | -0.89793 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
93 | 51.5 | 0 |
93 | -0.94828 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
31 | 20.5 | 0 |
31 | -0.40404 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
92 | 51 | 0 |
92 | -0.77947 | 1 |
27 | 18.5 | 0 |
27 | 0.956376 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
44 | 27 | 0 |
44 | 0.017702 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
33 | 21.5 | 0 |
33 | 0.999912 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
22 | 16 | 0 |
22 | -0.00885 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
67 | 38.5 | 0 |
67 | -0.85552 | 1 |
22 | 16 | 0 |
22 | -0.00885 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
46 | 28 | 0 |
46 | 0.901788 | 1 |
60 | 35 | 0 |
60 | -0.30481 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
21 | 15.5 | 0 |
21 | 0.836656 | 1 |
2 | 6 | 0 |
2 | 0.909297 | 1 |
85 | 47.5 | 0 |
85 | -0.17608 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
72 | 41 | 0 |
72 | 0.253823 | 1 |
99 | 54.5 | 0 |
99 | -0.99921 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
37 | 23.5 | 0 |
37 | -0.64354 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
20 | 15 | 0 |
20 | 0.912945 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
17 | 13.5 | 0 |
17 | -0.9614 | 1 |
26 | 18 | 0 |
26 | 0.762558 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
9 | 9.5 | 0 |
9 | 0.412118 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
52 | 31 | 0 |
52 | 0.986628 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
11 | 10.5 | 0 |
11 | -0.99999 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
5 | 7.5 | 0 |
5 | -0.95892 | 1 |
97 | 53.5 | 0 |
97 | 0.379608 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
54 | 32 | 0 |
54 | -0.55879 | 1 |
71 | 40.5 | 0 |
71 | 0.951055 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
49 | 29.5 | 0 |
49 | -0.95375 | 1 |
19 | 14.5 | 0 |
19 | 0.149877 | 1 |
14 | 12 | 0 |
14 | 0.990607 | 1 |
51 | 30.5 | 0 |
51 | 0.670229 | 1 |
96 | 53 | 0 |
96 | 0.983588 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
86 | 48 | 0 |
86 | -0.92346 | 1 |
55 | 32.5 | 0 |
55 | -0.99976 | 1 |
15 | 12.5 | 0 |
15 | 0.650288 | 1 |
65 | 37.5 | 0 |
65 | 0.826829 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
24 | 17 | 0 |
24 | -0.90558 | 1 |
25 | 17.5 | 0 |
25 | -0.13235 | 1 |
64 | 37 | 0 |
64 | 0.920026 | 1 |
57 | 33.5 | 0 |
57 | 0.436165 | 1 |
12 | 11 | 0 |
12 | -0.53657 | 1 |
8 | 9 | 0 |
8 | 0.989358 | 1 |
75 | 42.5 | 0 |
75 | -0.38778 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
40 | 25 | 0 |
40 | 0.745113 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
63 | 36.5 | 0 |
63 | 0.167356 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
29 | 19.5 | 0 |
29 | -0.66363 | 1 |
88 | 49 | 0 |
88 | 0.035398 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
36 | 23 | 0 |
36 | -0.99178 | 1 |
0 | 5 | 0 |
0 | 0 | 1 |
6 | 8 | 0 |
6 | -0.27942 | 1 |
90 | 50 | 0 |
90 | 0.893997 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
78 | 44 | 0 |
78 | 0.513978 | 1 |
66 | 38 | 0 |
66 | -0.02655 | 1 |
70 | 40 | 0 |
70 | 0.773891 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
39 | 24.5 | 0 |
39 | 0.963795 | 1 |
18 | 14 | 0 |
18 | -0.75099 | 1 |
77 | 43.5 | 0 |
77 | 0.99952 | 1 |
91 | 50.5 | 0 |
91 | 0.105988 | 1 |
53 | 31.5 | 0 |
53 | 0.395925 | 1 |
41 | 25.5 | 0 |
41 | -0.15862 | 1 |
49 | 29.5 | 0 |
49 | -0.95375 | 1 |
4 | 7 | 0 |
4 | -0.7568 | 1 |
100 | 55 | 0 |
100 | -0.50637 | 1 |
48 | 29 | 0 |
48 | -0.76825 | 1 |
76 | 43 | 0 |
76 | 0.566108 | 1 |
69 | 39.5 | 0 |
69 | -0.11478 | 1 |
29 | 19.5 | 0 |
29 | -0.66363 | 1 |
95 | 52.5 | 0 |
95 | 0.683262 | 1 |
43 | 26.5 | 0 |
43 | -0.83177 | 1 |
80 | 45 | 0 |
80 | -0.99389 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
10 | 10 | 0 |
10 | -0.54402 | 1 |
59 | 34.5 | 0 |
59 | 0.636738 | 1 |
34 | 22 | 0 |
34 | 0.529083 | 1 |
74 | 42 | 0 |
74 | -0.98515 | 1 |
82 | 46 | 0 |
82 | 0.313229 | 1 |
27 | 18.5 | 0 |
27 | 0.956376 | 1 |
16 | 13 | 0 |
16 | -0.2879 | 1 |
79 | 44.5 | 0 |
79 | -0.44411 | 1 |
98 | 54 | 0 |
98 | -0.57338 | 1 |
sorry this does not seem to be an issue related to this tutorial