MNISTΒΆ

In [1]:
from conx import Network, Layer, Conv2DLayer, MaxPool2DLayer, FlattenLayer
conx, version 3.2.1
Using Theano backend.
In [2]:
net = Network("MNIST")
net.add(Layer("input", shape=784, vshape=(28, 28), colormap="hot", minmax=(0,1)))
net.add(Layer("hidden1", shape=512, vshape=(16,32), activation='relu', dropout=0.2))
net.add(Layer("hidden2", shape=512, vshape=(16,32), activation='relu', dropout=0.2))
net.add(Layer("output", shape=10, activation='softmax'))

net.connect('input', 'hidden1')
net.connect('hidden1', 'hidden2')
net.connect('hidden2', 'output')
In [3]:
net.compile(error='mean_squared_error', optimizer='sgd')
In [4]:
dataset = net.dataset
dataset.get('mnist')
#dataset.slice(0, 100)
dataset.inputs.reshape(0, 784)
dataset.shuffle()
dataset.summary()
Input Summary:
   count  : 70000 (70000 for training, 0 for testing)
   shape  : (784,)
   range  : (0.0, 1.0)
Target Summary:
   count  : 70000 (70000 for training, 0 for testing)
   shape  : (10,)
   range  : (0.0, 1.0)
In [5]:
widget = net.dashboard()
In [6]:
widget
In [7]:
net.config["show_targets"] = True
In [8]:
net.train(1, verbose=1)
net.test()
Training...
Epoch 1/1
70000/70000 [==============================] - 7s - loss: 0.0914 - acc: 0.1003
========================================================================
Epoch #    1 | train error 0.09142 | train accuracy 0.10030 | validate% 4.89154
Testing on training dataset...
# | inputs | targets | outputs | result
---------------------------------------
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2 | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.31,0.85,0.83,0.28,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.03,0.62, 0.96,1.00,1.00,0.67,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.51,1.00,0.87,0.36, 0.94,0.79,0.02,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.84,0.98,0.37,0.00,0.83,1.00, 0.05,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.49,1.00,0.40,0.00,0.10,0.91,0.97,0.05,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.74,0.71,0.04,0.00,0.21,1.00,0.67,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.03,0.02,0.00,0.07,0.80,0.98,0.25,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.02,0.26,0.64,1.00,0.93,0.08,0.01,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.49, 1.00,1.00,1.00,1.00,1.00,0.64,0.33,0.11,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.35,0.81,0.68, 0.44,0.60,0.81,0.92,1.00,0.85,0.36,0.11,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.11,0.49,0.82,0.99,0.91,0.33,0.01,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.50,0.94,1.00,0.47,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.07,0.75,0.99,0.62,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.06,0.61,1.00,0.30,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.15, 1.00,0.73,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.41,1.00,0.67, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.02, 0.29,0.16,0.00,0.00,0.00,0.00,0.00,0.00,0.02,0.65,0.98,0.98,0.08,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.06,0.89,0.78,0.15, 0.00,0.00,0.00,0.00,0.18,0.47,0.79,1.00,0.80,0.22,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.20,0.93,0.96,0.89,0.89,0.89, 0.89,0.89,0.96,1.00,0.94,0.51,0.05,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.12,0.37,0.62,0.62,0.74,0.64,0.62, 0.36,0.24,0.15,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00] | [0.00,0.00,0.00,1.00,0.00,0.00,0.00,0.00,0.00,0.00] | [0.08,0.06,0.10,0.09,0.09,0.14,0.11,0.06,0.16,0.11] | correct
3 | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.11,0.45, 0.67,0.89,1.00,0.67,0.34,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.11,0.67,1.00,0.89,0.55,0.34, 0.45,0.89,1.00,0.34,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.45,1.00,0.45,0.00,0.00,0.00,0.00,0.11, 0.67,1.00,0.22,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.22,1.00,0.45,0.00,0.00,0.00,0.00,0.00,0.00,0.34,1.00, 0.55,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.78,0.78,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.78,1.00,0.55,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 1.00,0.67,0.00,0.00,0.00,0.00,0.00,0.34,0.89,1.00,0.78,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.78,0.67, 0.00,0.00,0.00,0.00,0.00,0.78,1.00,1.00,0.45,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.45,1.00,0.22,0.00, 0.00,0.00,0.11,0.67,1.00,0.67,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.11,0.89,0.78,0.11,0.22,0.45, 0.78,1.00,0.78,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.45,1.00,1.00,1.00,1.00,1.00,1.00, 0.34,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.11,0.34,0.22,0.00,0.78,0.78,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.34,1.00,0.55,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.78,0.89,0.11,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.34,1.00,0.55,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.45,1.00,0.34,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.89, 0.89,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.34,1.00,0.55,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.45,1.00,0.22,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.67,1.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,1.00,0.67,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00] | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00] | [0.09,0.06,0.08,0.09,0.11,0.12,0.11,0.09,0.13,0.12] | correct
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5 | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.01,0.09,0.07,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.09,0.46,0.99,0.89,0.40,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.22, 0.80,0.99,0.94,0.72,0.46,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.07,0.49,0.96,0.99,0.96, 0.31,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.39,0.99,0.99,0.99,0.29,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.09,0.99,0.99,0.99,0.50,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.18,0.99,0.99,0.67,0.03,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.54,0.99,0.91,0.13,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.91, 0.99,0.72,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.99,0.99,0.72, 0.00,0.00,0.00,0.00,0.00,0.37,0.45,0.45,0.45,0.45,0.29,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.75,0.99,0.75,0.02,0.04, 0.58,0.99,0.99,0.99,0.99,1.00,0.99,0.99,0.99,0.99,1.00,0.62,0.09,0.02,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.54,0.99,0.99,0.33,0.76,0.99,0.99, 0.99,0.92,0.81,0.81,0.81,0.68,0.73,0.81,0.99,0.99,0.99,0.53,0.02,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.40,0.89,0.99,0.99,0.99,0.97,0.72,0.39,0.17, 0.00,0.00,0.00,0.00,0.00,0.00,0.27,0.40,0.99,0.99,0.42,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.26,0.99,0.99,0.99,0.90,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.04,0.40,0.99,0.91,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.10,0.87,0.99,0.99,0.90,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.03,0.83,0.99,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.13,0.90,0.99,1.00,0.62,0.07,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.14,0.67,0.96,0.49,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.46,0.97,0.99,0.99,0.89,0.47,0.18,0.00,0.00,0.13,0.18,0.18,0.64,0.86, 0.99,0.55,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.25,0.51,0.89,0.99,0.99,0.99,0.73,0.72,0.92,0.99,0.99,0.99,0.94,0.59,0.05, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.20,0.63,0.93,0.99,0.99,0.99,0.99,0.99,0.66,0.38,0.15,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.07,0.09,0.09,0.09,0.09,0.09,0.01,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00] | [0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00,0.00,0.00] | [0.10,0.07,0.09,0.07,0.12,0.14,0.12,0.05,0.14,0.11] | X
6 | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.14,0.57,1.00,1.00,0.82,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.01, 0.38,0.92,1.00,1.00,1.00,0.98,0.17,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.08,0.69,1.00,1.00, 1.00,1.00,1.00,1.00,0.71,0.04,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.08,0.96,1.00,1.00,1.00,0.89,0.51, 0.58,1.00,1.00,0.09,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.05,0.79,1.00,1.00,0.96,0.47,0.09,0.00,0.58,1.00, 1.00,0.09,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.37,1.00,1.00,0.97,0.31,0.00,0.00,0.22,0.97,1.00,0.90,0.06, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.47,1.00,1.00,0.35,0.00,0.00,0.00,0.52,1.00,1.00,0.49,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.44, 1.00,1.00,0.98,0.83,0.25,0.08,0.94,1.00,0.98,0.18,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.03,0.68,1.00, 1.00,1.00,0.94,0.83,1.00,1.00,0.69,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.02,0.42,0.76,1.00, 1.00,1.00,1.00,0.90,0.11,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.02,0.31,0.81,1.00, 1.00,0.90,0.11,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.82,1.00,1.00,1.00, 0.84,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.12,0.95,1.00,1.00,1.00,0.96,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.70,1.00,1.00,0.57,0.96,0.99,0.68,0.04,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.59,1.00,0.96,0.11,0.67,1.00,1.00,0.09,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.66,1.00,0.65,0.00,0.55,1.00,1.00,0.09,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.70,1.00,0.96,0.28,0.84,1.00,1.00,0.09,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.46,1.00, 1.00,1.00,1.00,1.00,0.92,0.07,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.04,0.90,1.00,1.00, 1.00,0.99,0.48,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.42,1.00,1.00,1.00,0.67, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00] | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00] | [0.07,0.05,0.08,0.11,0.10,0.15,0.13,0.07,0.11,0.13] | X
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9 | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.01,0.37, 0.86,0.99,0.99,0.58,0.52,0.07,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.42,0.99,0.99,0.99, 0.99,0.99,0.99,0.99,0.55,0.04,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.62,0.99,0.95,0.85,0.85,0.85, 0.91,0.99,0.99,0.73,0.05,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.80,0.38,0.00,0.00,0.00,0.14,0.78, 0.99,0.99,0.69,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.88,0.99, 0.95,0.24,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.16,0.99,0.99,0.69, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.59,0.99,0.99,0.64,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.18,0.99,0.99,0.93,0.20,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.37,0.63,0.94,0.99,0.99,0.64,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.50,0.95, 0.98,0.99,0.99,0.99,0.67,0.02,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.74,0.99,0.99,0.99, 0.99,1.00,0.99,0.63,0.05,0.02,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.12,0.42,0.42,0.62,0.89,0.99, 0.99,0.99,0.99,0.35,0.02,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.40,0.85,0.93, 0.99,0.99,0.56,0.03,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.27,0.93,0.99, 0.99,0.56,0.03,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.21,0.14,0.00,0.00,0.00,0.00,0.19,0.79,0.99,0.99, 0.14,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.10,0.89,0.56,0.00,0.00,0.00,0.00,0.00,0.71,0.99,0.99,0.14,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.33,0.99,0.56,0.00,0.00,0.00,0.00,0.31,0.94,0.99,0.99,0.14,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.33,0.99, 0.93,0.85,0.60,0.38,0.67,0.95,0.99,0.99,0.86,0.09,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.03,0.66,0.99,0.99, 0.99,0.99,0.99,0.99,0.99,0.87,0.15,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.02,0.25,0.51,0.99,0.99, 0.99,0.90,0.40,0.03,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00] | [0.00,0.00,0.00,1.00,0.00,0.00,0.00,0.00,0.00,0.00] | [0.08,0.05,0.08,0.09,0.08,0.16,0.10,0.06,0.14,0.15] | X
10 | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.48,0.96,1.00,0.97,0.29,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.08,0.81,0.99,1.00, 1.00,1.00,0.97,0.20,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.09,0.82,1.00,1.00,0.82,0.82,1.00, 1.00,0.33,0.00,0.00,0.19,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.05,0.81,1.00,0.81,0.18,0.02,0.02,0.76,1.00,0.33, 0.00,0.00,0.35,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.24,1.00,0.85,0.08,0.00,0.00,0.12,0.80,1.00,0.33,0.00,0.00, 0.35,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.57,1.00,0.79,0.04,0.24,0.69,0.95,1.00,1.00,0.33,0.00,0.00,0.22,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.05,0.86, 1.00,1.00,1.00,1.00,1.00,1.00,1.00,0.99,0.22,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.35,1.00,1.00, 1.00,1.00,1.00,1.00,1.00,0.41,0.00,0.00,0.00,0.35,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.01,0.08,0.42,0.42,0.34, 0.88,1.00,0.64,0.02,0.00,0.00,0.00,0.35,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.18,0.94,0.93, 0.11,0.00,0.00,0.00,0.00,0.29,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.87,1.00,0.42,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.39,0.98,0.92,0.10,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.13,0.98,0.99,0.31,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.01,0.78,1.00,0.65,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.47, 1.00,1.00,0.08,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.16,0.97,1.00,0.54, 0.01,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.20,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.02,0.65,1.00,0.94,0.06,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.35,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.18,1.00,0.98,0.24,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.32,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.63,1.00,0.67,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.84,0.93,0.08,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00] | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00] | [0.09,0.05,0.12,0.09,0.11,0.12,0.09,0.08,0.15,0.12] | correct
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100 | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.02,0.38,0.70,0.86,0.86,0.93,0.62,0.29,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.24,0.88, 1.00,0.97,0.89,0.89,0.89,0.98,0.96,0.80,0.19,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.27,0.89,1.00,0.74,0.22, 0.00,0.00,0.00,0.22,0.38,0.84,0.97,0.12,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.59,1.00,0.67,0.01,0.00,0.00,0.00, 0.00,0.00,0.00,0.07,0.87,0.71,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.70,1.00,0.70,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.42,0.38,0.02,0.06,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.36,1.00,0.94,0.10,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.02,0.59,0.76,0.89,0.26,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.02,0.68,1.00,0.97,0.60,0.18,0.00,0.00,0.00,0.00,0.12,0.52,1.00, 1.00,0.99,0.28,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.04,0.52,0.95,1.00,0.92,0.56,0.24,0.08,0.19,0.89,1.00,0.98,0.72,0.25, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.11,0.66,0.95,1.00,1.00,1.00,1.00,1.00,0.85,0.22,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.05,0.57,1.00,1.00,1.00,1.00,0.80,0.14,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.22, 0.83,1.00,0.93,0.56,0.93,1.00,0.95,0.12,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.26,0.95,1.00,0.61, 0.06,0.00,0.05,0.49,1.00,0.95,0.15,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.25,0.96,1.00,0.49,0.03,0.00,0.00, 0.00,0.02,0.75,1.00,0.44,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.08,0.94,1.00,0.76,0.06,0.00,0.00,0.00,0.00,0.00, 0.29,1.00,0.76,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.35,1.00,0.94,0.12,0.00,0.00,0.00,0.00,0.00,0.00,0.29,1.00, 0.98,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.47,1.00,0.45,0.00,0.00,0.00,0.00,0.00,0.00,0.01,0.68,1.00,0.92,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.47, 1.00,0.42,0.00,0.00,0.00,0.00,0.00,0.08,0.71,1.00,1.00,0.31,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.23,1.00,0.84, 0.25,0.00,0.00,0.00,0.30,0.84,1.00,1.00,0.50,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.05,0.66,1.00,0.99,0.89, 0.89,0.89,0.96,1.00,0.93,0.38,0.01,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.09,0.61,0.93,1.00,1.00,1.00, 0.88,0.55,0.15,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00, 0.00,0.00,0.00,0.00] | [0.00,0.00,0.00,0.00,0.00,0.00,0.00,0.00,1.00,0.00] | [0.08,0.06,0.10,0.07,0.08,0.20,0.11,0.06,0.16,0.08] | correct
101 | ... | ... | ... | correct
Total count: 700000
Total percentage correct: 0.4891542857142857
In [9]:
%%time
for pattern in net.dataset.inputs[:100]:
    net.propagate(pattern)
CPU times: user 1.43 s, sys: 140 ms, total: 1.57 s
Wall time: 1.46 s
In [10]:
from conx import Network, Layer, Conv2DLayer, MaxPool2DLayer, FlattenLayer
In [11]:
net = Network("MNIST-CNN")
net.add(Layer("input", (28,28,1), colormap="hot", minmax=(0,1)))
net.add(Conv2DLayer("Conv2D-1", 16, (5,5), activation="relu"))
net.add(MaxPool2DLayer("maxpool1", (2,2)))
net.add(Conv2DLayer("Conv2D-2", 132, (5,5), activation="relu"))
net.add(MaxPool2DLayer("maxpool2", (2,2)))
net.add(FlattenLayer("flatten", visible=True))
net.add(Layer("hidden", 1000, activation='relu', vshape=(8,125), image_maxdim=500))
net.add(Layer("output", 10, activation='softmax'))

net.connect()
In [12]:
net.compile(error="binary_crossentropy", optimizer="rmsprop")
In [13]:
ds = net.dataset
ds.get('mnist')
In [14]:
ds.slice(100)
In [15]:
net.train()
Training...
Epoch 1/1
100/100 [==============================] - 0s - loss: 0.3262 - acc: 0.9000
========================================================================
Epoch #    1 | train error 0.32620 | train accuracy 0.90000 | validate% 7.03000
In [16]:
net.dashboard()
In [17]:
net.config["svg_height"] = 2000
In [18]:
net
Out[18]:
MNIST-CNNLayer: output (output) shape = (10,) Keras class = Dense activation = softmaxoutputWeights from hidden to output output/kernel has shape (1000, 10) output/bias has shape (10,)Layer: hidden (hidden) shape = (1000,) Keras class = Dense activation = reluhiddenWeights from flatten to hidden hidden/kernel has shape (2112, 1000) hidden/bias has shape (1000,)Layer: flatten (hidden) Keras class = FlattenflattenWeights from maxpool2 to flattenLayer: maxpool2 (hidden) Keras class = MaxPooling2Dmaxpool21320Weights from Conv2D-2 to maxpool2Layer: Conv2D-2 (hidden) Keras class = Conv2D activation = reluConv2D-21320Weights from maxpool1 to Conv2D-2 Conv2D-2/kernel has shape (5, 5, 16, 132) Conv2D-2/bias has shape (132,)Layer: maxpool1 (hidden) Keras class = MaxPooling2Dmaxpool1160Weights from Conv2D-1 to maxpool1Layer: Conv2D-1 (hidden) Keras class = Conv2D activation = reluConv2D-1160Weights from input to Conv2D-1 Conv2D-1/kernel has shape (5, 5, 1, 16) Conv2D-1/bias has shape (16,)Layer: input (input) shape = (28, 28, 1) Keras class = Inputinput10
In [19]:
for pattern in net.dataset.inputs[:10]:
    net.propagate(pattern)
In [21]:
net.train(epochs=100, accuracy=.7)
Training...
Epoch #    2 | train error 0.30195 | train accuracy 0.91000 | validate% 0.00000
Epoch #    3 | train error 0.29779 | train accuracy 0.90000 | validate% 0.00000
Epoch #    4 | train error 0.22481 | train accuracy 0.90000 | validate% 0.15000
Epoch #    5 | train error 0.14948 | train accuracy 0.95200 | validate% 0.06000
Epoch #    6 | train error 0.32091 | train accuracy 0.90300 | validate% 0.00000
Epoch #    7 | train error 0.18543 | train accuracy 0.93000 | validate% 0.20000
Epoch #    8 | train error 0.10438 | train accuracy 0.96200 | validate% 0.35000
Epoch #    9 | train error 0.06161 | train accuracy 0.98600 | validate% 0.54000
Epoch #   10 | train error 0.04596 | train accuracy 0.98900 | validate% 0.47000
Epoch #   11 | train error 0.08075 | train accuracy 0.96700 | validate% 0.49000
Epoch #   12 | train error 0.12112 | train accuracy 0.95800 | validate% 0.51000
Epoch #   13 | train error 0.08936 | train accuracy 0.96900 | validate% 0.50000
Epoch #   14 | train error 0.04674 | train accuracy 0.98900 | validate% 0.69000
Epoch #   15 | train error 0.02372 | train accuracy 0.99600 | validate% 0.77000
========================================================================
Epoch #   15 | train error 0.02372 | train accuracy 0.99600 | validate% 0.77000