In [1]:
%matplotlib inline
from __future__ import print_function
from keras.models import Model, Sequential
from keras.engine.training import slice_X
from keras.layers import Lambda, Flatten, Permute, Reshape, Input
from keras.layers import merge, Merge, Activation, TimeDistributed, Dense, RepeatVector, recurrent
import numpy as np
from six.moves import range
import keras.backend as K
from sklearn.metrics import accuracy_score
import matplotlib.pyplot as plt
import pylab as pl
import matplotlib.cm as cm
from scipy.special import expit
Using Theano backend.
In [2]:
class CharacterTable(object):
'''
Given a set of characters:
+ Encode them to a one hot integer representation
+ Decode the one hot integer representation to their character output
+ Decode a vector of probabilities to their character output
'''
def __init__(self, chars, maxlen):
self.chars = sorted(set(chars))
self.char_indices = dict((c, i) for i, c in enumerate(self.chars))
self.indices_char = dict((i, c) for i, c in enumerate(self.chars))
self.maxlen = maxlen
def encode(self, C, maxlen=None):
maxlen = maxlen if maxlen else self.maxlen
X = np.zeros((maxlen, len(self.chars)))
for i, c in enumerate(C):
X[i, self.char_indices[c]] = 1
return X
def decode(self, X, calc_argmax=True):
if calc_argmax:
X = X.argmax(axis=-1)
return ''.join(self.indices_char[x] for x in X)
In [3]:
class colors:
ok = '\033[92m'
fail = '\033[91m'
close = '\033[0m'
In [666]:
# Parameters for the model and dataset
TRAINING_SIZE = 5000
DIGITS = 2
OPS = 2
INVERT = True
# Try replacing GRU, or SimpleRNN
RNN = recurrent.LSTM
HIDDEN_SIZE = 32
BATCH_SIZE = 128
LAYERS = 1
MAXLEN = OPS * DIGITS + OPS - 2
In [667]:
chars = '0123456789+ '
ctable = CharacterTable(chars, MAXLEN)
In [954]:
def generate_data(training_size, num_digits, num_ops):
questions = []
expected = []
seen = set()
print('Generating data... ')
while len(questions) < training_size:
# f = lambda: int(''.join(np.random.choice(list('0123456789')) for i in range(np.random.randint(1, num_digits + 1))))
f = lambda: int(''.join(np.random.choice(list('0123456789')) for i in range(num_digits)))
ops = []
for i in range(num_ops):
ops.append(f())
# Skip any addition questions we've already seen
# Also skip any such that X+Y == Y+X (hence the sorting)
# ops.sort()
key = tuple(ops)
if key in seen:
continue
seen.add(key)
# Pad the data with spaces such that it is always MAXLEN
ops_str = []
for op in ops:
if (op<10):
ops_str.append(' ' + str(op))
else:
ops_str.append(str(op))
q = ''.join([str(op) for op in ops_str])
query = q + ' ' * (MAXLEN - len(q))
ans = str(sum(ops))
# Answers can be of maximum size DIGITS + 1
if INVERT:
query = query[::-1]
ans = ans[::-1]
ans += ' ' * (num_digits + 1 - len(ans))
questions.append(query)
expected.append(ans)
# print(len(questions))
print('Total addition questions:', len(questions))
return questions, expected
In [964]:
def create_train_valid(questions, expected, num_digits, num_ops, percentage):
print('Vectorization...')
X = np.zeros((len(questions), MAXLEN, len(chars)), dtype=np.bool)
y = np.zeros((len(questions), num_digits + 1, len(chars)), dtype=np.bool)
for i, sentence in enumerate(questions):
X[i] = ctable.encode(sentence, maxlen=MAXLEN)
for i, sentence in enumerate(expected):
y[i] = ctable.encode(sentence, maxlen=num_digits + 1)
# Shuffle (X, y) in unison as the later parts of X will almost all be larger digits
indices = np.arange(len(y))
np.random.shuffle(indices)
X = X[indices]
y = y[indices]
# Explicitly set apart 10% for validation data that we never train over
split_at = len(X) - len(X)*percentage
(X_train, X_val) = (slice_X(X, 0, split_at), slice_X(X, split_at))
(y_train, y_val) = (y[:split_at], y[split_at:])
print(X_train.shape)
print(y_train.shape)
return X_train, y_train, X_val, y_val
In [1049]:
def create_separate_train_valid(questions, expected, num_digits, num_ops):
print('Vectorization...')
X_train = []
X_val = []
y_train = []
y_val = []
for i, (sentence, answer) in enumerate(zip(questions, expected)):
X = ctable.encode(sentence, maxlen=MAXLEN)
y = ctable.encode(answer, maxlen=num_digits + 1)
if int(sentence[0:2])<=int(sentence[2:]):
X_train.append(X[np.newaxis, :, :])
y_train.append(y[np.newaxis, :, :])
else:
X_val.append(X[np.newaxis, :, :])
y_val.append(y[np.newaxis, :, :])
X_train = np.vstack(X_train)
y_train = np.vstack(y_train)
X_val = np.vstack(X_val)
y_val = np.vstack(y_val)
print(X_train.shape)
print(y_train.shape)
return X_train, y_train, X_val, y_val
In [670]:
def build_model(hidden_size, num_layers, num_digits, num_ops):
# Most simple seq2seq model using encoder-decoder framework
print('Build model...')
model = Sequential()
# "Encode" the input sequence using an RNN, producing an output of HIDDEN_SIZE
# note: in a situation where your input sequences have a variable length,
# use input_shape=(None, nb_feature).
encoder = RNN(hidden_size, input_shape=(MAXLEN, len(chars)))
model.add(encoder)
# For the decoder's input, we repeat the encoded input for each time step
model.add(RepeatVector(num_digits + 1))
# The decoder RNN could be multiple layers stacked or a single layer
for _ in range(num_layers):
decoder = RNN(hidden_size, return_sequences=True)
model.add(decoder)
# For each of step of the output sequence, decide which character should be chosen
mapper = TimeDistributed(Dense(len(chars)))
model.add(mapper)
model.add(Activation('softmax'))
model.compile(loss='categorical_crossentropy',
optimizer='adam',
metrics=['accuracy'])
inputs = [K.learning_phase()] + model.inputs
encoder_f = K.function(inputs, [encoder.output])
decoder_f = K.function(inputs, [decoder.output])
mapper_f = K.function(inputs, [mapper.output])
return model, encoder_f, decoder_f, mapper_f, encoder, decoder, mapper
In [671]:
import theano.tensor as T
def get_last_Y(X):
return X[:, -1, :]
def get_Y(X, xmaxlen):
return X[:, :xmaxlen, :] # get first xmaxlen elem from time dim
def get_R(X):
Y, alpha = X[0], X[1]
ans = K.T.batched_dot(Y, alpha)
return ans
def get_R_shape(input_shape):
shape = list(input_shape)
outshape = (shape[0][0],shape[0][1])
return tuple(outshape)
def stack_R(X):
r_1, r_2, r_3 = X[0], X[1], X[2]
ans = K.concatenate([r_1, r_2, r_3], axis=1)
return ans
def get_stack_R_shape(input_shape):
shape = list(input_shape)
outshape = (shape[0][0],3,shape[0][2])
return tuple(outshape)
def stack_decoder_input(X):
Y, r = X[0], X[1]
ans = K.concatenate([Y, r], axis=2)
return ans
def stack_decoder_input_shape(input_shape):
shape = list(input_shape)
outshape = (shape[0][0], shape[0][1], shape[0][2]+shape[1][2])
return tuple(outshape)
def build_att_seq2seq_model(hidden_size, num_layers, num_digits, num_ops, chars):
main_input = Input(shape=(MAXLEN,len(chars)), name='main_input')
encoder = RNN(hidden_size,
input_shape=(MAXLEN, len(chars)),
return_sequences=True)(main_input)
# encoder = RNN((num_digits+1)*hidden_size,
# input_shape=(MAXLEN, len(chars)),
# return_sequences=True)(main_input)
# Y = Lambda(get_Y, arguments={"xmaxlen": MAXLEN}, name="Y", output_shape=(MAXLEN, hidden_size))(encoder)
# last_Y = Lambda(get_last_Y, name="last_Y", output_shape=((num_digits+1)*hidden_size,))(encoder)
# Y = Reshape((num_digits+1, hidden_size))(last_Y)
last_Y = Lambda(get_last_Y, name="last_Y", output_shape=(hidden_size,))(encoder)
Y = RepeatVector(num_digits+1)(last_Y)
WY1 = TimeDistributed(Dense(len(chars)), name="WY1")(main_input)
# WY2 = TimeDistributed(Dense(len(chars)), name="WY2")(main_input)
# WY3 = TimeDistributed(Dense(len(chars)), name="WY3")(main_input)
# WY1 = TimeDistributed(Dense(hidden_size), name="WY1")(Y)
# WY2 = TimeDistributed(Dense(hidden_size), name="WY2")(Y)
# WY3 = TimeDistributed(Dense(hidden_size), name="WY3")(Y)
M1 = Activation('tanh', name="M1")(WY1)
M2 = Activation('tanh', name="M2")(WY1)
M3 = Activation('tanh', name="M3")(WY1)
# M1 = Activation('tanh', name="M1")(WY1)
# M2 = Activation('tanh', name="M2")(WY2)
# M3 = Activation('tanh', name="M3")(WY3)
alpha_1 = TimeDistributed(Dense(1, activation='linear'), name="alpha_1")(M1)
alpha_2 = TimeDistributed(Dense(1, activation='linear'), name="alpha_2")(M2)
alpha_3 = TimeDistributed(Dense(1, activation='linear'), name="alpha_3")(M3)
flat_alpha1 = Flatten(name="flat_alpha1")(alpha_1)
flat_alpha2 = Flatten(name="flat_alpha2")(alpha_2)
flat_alpha3 = Flatten(name="flat_alpha3")(alpha_3)
alpha1 = Dense(MAXLEN, activation='softmax', name="alpha1")(flat_alpha1)
alpha2 = Dense(MAXLEN, activation='softmax', name="alpha2")(flat_alpha2)
alpha3 = Dense(MAXLEN, activation='softmax', name="alpha3")(flat_alpha3)
Y_trans = Permute((2, 1), name="y_trans")(Y) # of shape (None,300,20)
Input_trans = Permute((2, 1), name="input_trans")(main_input)
r_1 = merge([Input_trans, alpha1], output_shape=get_R_shape, name="r_1", mode=get_R)
r_2 = merge([Input_trans, alpha2], output_shape=get_R_shape, name="r_2", mode=get_R)
r_3 = merge([Input_trans, alpha3], output_shape=get_R_shape, name="r_3", mode=get_R)
r1 = Reshape((1,len(chars)))(r_1)
r2 = Reshape((1,len(chars)))(r_2)
r3 = Reshape((1,len(chars)))(r_3)
r = merge([r1, r2, r3], mode=stack_R, output_shape=get_stack_R_shape)
decoder_input = merge([Y, r], mode=stack_decoder_input, output_shape=stack_decoder_input_shape)
decoded_result = RNN(hidden_size, input_shape=(num_digits+1, hidden_size), return_sequences=True)(decoder_input)
mapping = TimeDistributed(Dense(len(chars)))(decoded_result)
out = Activation('softmax')(mapping)
output = out
model = Model(input=[main_input], output=output)
# model = Model(input=[main_input], output=r)
model.compile(loss='categorical_crossentropy',
optimizer='adam',
metrics=['accuracy'])
inputs = [K.learning_phase()] + model.inputs
a1 = model.get_layer('alpha1')
a2 = model.get_layer('alpha2')
a3 = model.get_layer('alpha3')
alpha1_f = K.function(inputs, [a1.output])
alpha2_f = K.function(inputs, [a2.output])
alpha3_f = K.function(inputs, [a3.output])
return model, alpha1_f, alpha2_f, alpha3_f, a1, a2, a3
In [672]:
from keras.layers import Reshape
def build_seq_model(hidden_size, num_layers, num_digits, num_ops):
# Most simple seq2seq model using encoder-decoder framework
print('Build model...')
model = Sequential()
# "Encode" the input sequence using an RNN, producing an output of HIDDEN_SIZE
# note: in a situation where your input sequences have a variable length,
# use input_shape=(None, nb_feature).
encoder = RNN(hidden_size*(num_digits+1), input_shape=(MAXLEN, len(chars)))
model.add(encoder)
# For the decoder's input, we repeat the encoded input for each time step
model.add(Reshape((num_digits+1, hidden_size)))
# The decoder RNN could be multiple layers stacked or a single layer
for _ in range(num_layers):
decoder = RNN(hidden_size, return_sequences=True)
model.add(decoder)
# For each of step of the output sequence, decide which character should be chosen
mapper = TimeDistributed(Dense(len(chars)))
model.add(mapper)
model.add(Activation('softmax'))
model.compile(loss='categorical_crossentropy',
optimizer='adam',
metrics=['accuracy'])
inputs = [K.learning_phase()] + model.inputs
encoder_f = K.function(inputs, [encoder.output])
decoder_f = K.function(inputs, [decoder.output])
mapper_f = K.function(inputs, [mapper.output])
return model, encoder_f, decoder_f, mapper_f, encoder, decoder, mapper
In [673]:
from keras.layers import Input, merge, TimeDistributedDense
from keras.models import Model
def feedback_model(hidden_size, num_layers, num_digits, num_ops):
## Alternative model architecture
encoder_input = Input(shape=(MAXLEN, len(chars)), name = 'encoder_input')
decoder_input = Input(shape=(num_digits + 1, len(chars)), name = 'decoder_input')
x = RNN(hidden_size)(encoder_input)
context_input = RepeatVector(num_digits + 1)(x)
x = merge([context_input, decoder_input], mode='concat')
x = RNN(hidden_size, return_sequences=True)(x)
# loss = TimeDistributed(Dense(len(chars), activation='softmax'))(x)
loss = TimeDistributedDense(len(chars), activation='softmax')(x)
model_alt = Model(input=[encoder_input, decoder_input], output=[loss])
model_alt.compile(loss='categorical_crossentropy',
optimizer='adam',
metrics=['accuracy'])
return model_alt
In [674]:
def learning(model, X_train, y_train, iterations, X_val, y_val):
y_true = []
for idx in range(y_val.shape[0]):
y_true.append(ctable.decode(y_val[idx]))
# val_acc_array = []
# # Train the model each generation and show predictions against the validation dataset
# for iteration in range(1, iterations):
# print()
# print('-' * 50)
# print('Iteration', iteration)
# training_obj = model.fit(X_train, y_train, batch_size=BATCH_SIZE, nb_epoch=1,
# validation_data=(X_val, y_val))
# ###
# # Select 10 samples from the validation set at random so we can visualize errors
# # for i in range(10):
# # ind = np.random.randint(0, len(X_val))
# # rowX, rowy = X_val[np.array([ind])], y_val[np.array([ind])]
# # preds = model.predict_classes(rowX, verbose=0)
# # q = ctable.decode(rowX[0])
# # correct = ctable.decode(rowy[0])
# # guess = ctable.decode(preds[0], calc_argmax=False)
# # print('Q', q[::-1] if INVERT else q)
# # print('T', correct)
# # print(colors.ok + '☑' + colors.close if correct == guess else colors.fail + '☒' + colors.close, guess)
# # print('---')
# # preds = model.predict_classes(X_val, verbose=0)
# # y_preds = []
# # for idx in range(preds.shape[0]):
# # y_preds.append(ctable.decode(preds[idx], calc_argmax=False))
# # acc = accuracy_score(y_true, y_preds)
# acc = training_obj.history['val_acc']
# val_acc_array.append(acc)
# print('Current validation accuracy = ' + str(acc))
# return val_acc_array
training_obj = model.fit(X_train, y_train, batch_size=BATCH_SIZE, nb_epoch=iterations,
validation_data=(X_val, y_val))
In [1050]:
DIGITS = 2
OPS = 2
TRAINING_SIZE = 10000
questions, expected = generate_data(TRAINING_SIZE, DIGITS, OPS)
# X_train, y_train, X_val, y_val = create_train_valid(questions, expected, DIGITS, OPS, 0.5)
X_train, y_train, X_val, y_val = create_separate_train_valid(questions, expected, DIGITS, OPS)
# model, encoder_f_, decoder_f_, mapper_f_, encoder, decoder, mapper = build_model(HIDDEN_SIZE, LAYERS, DIGITS, OPS)
# model, encoder_f_, decoder_f_, mapper_f_, encoder, decoder, mapper = build_att_seq2seq_model(HIDDEN_SIZE, LAYERS, DIGITS, OPS, chars)
# val_acc_2_2 = learning(model, X_train, y_train, 50, X_val, y_val)
# y_train_pre = np.zeros(y_train.shape)
# for idx in range(len(y_train_pre)):
# y_train_pre[idx][1:] = y_train[idx][:-1]
# y_val_pre = np.zeros(y_val.shape)
# for idx in range(len(y_val_pre)):
# y_val_pre[idx][1:] = y_val[idx][:-1]
# fb_model = feedback_model(HIDDEN_SIZE, LAYERS, DIGITS, OPS)
# fb_val_acc_2_2 = learning(fb_model, [X_train, y_train_pre], y_train, 50, [X_val, y_val_pre], y_val)
Generating data...
Total addition questions: 10000
Vectorization...
(5059, 4, 12)
(5059, 3, 12)
In [1051]:
model, alpha1_f, alpha2_f, alpha3_f, aplha1, alpha2, alpha3 = build_att_seq2seq_model(32, LAYERS, DIGITS, OPS, chars)
# val_acc_2_2 = learning(model, X_train, y_train, 100, X_val, y_val)
learning(model, X_train, y_train, 100, X_val, y_val)
Train on 5059 samples, validate on 4941 samples
Epoch 1/100
5059/5059 [==============================] - 1s - loss: 2.3807 - acc: 0.2346 - val_loss: 2.2122 - val_acc: 0.2790
Epoch 2/100
5059/5059 [==============================] - 1s - loss: 2.1056 - acc: 0.2963 - val_loss: 2.0260 - val_acc: 0.3134
Epoch 3/100
5059/5059 [==============================] - 1s - loss: 1.9331 - acc: 0.3318 - val_loss: 1.8540 - val_acc: 0.3407
Epoch 4/100
5059/5059 [==============================] - 1s - loss: 1.7527 - acc: 0.3614 - val_loss: 1.7109 - val_acc: 0.3542
Epoch 5/100
5059/5059 [==============================] - 1s - loss: 1.6455 - acc: 0.3913 - val_loss: 1.6480 - val_acc: 0.3736
Epoch 6/100
5059/5059 [==============================] - 1s - loss: 1.6052 - acc: 0.4050 - val_loss: 1.6242 - val_acc: 0.3829
Epoch 7/100
5059/5059 [==============================] - 1s - loss: 1.5788 - acc: 0.4173 - val_loss: 1.6013 - val_acc: 0.3911
Epoch 8/100
5059/5059 [==============================] - 1s - loss: 1.5565 - acc: 0.4235 - val_loss: 1.5812 - val_acc: 0.4086
Epoch 9/100
5059/5059 [==============================] - 1s - loss: 1.5354 - acc: 0.4331 - val_loss: 1.5659 - val_acc: 0.4069
Epoch 10/100
5059/5059 [==============================] - 1s - loss: 1.5125 - acc: 0.4419 - val_loss: 1.5533 - val_acc: 0.4047
Epoch 11/100
5059/5059 [==============================] - 1s - loss: 1.4841 - acc: 0.4521 - val_loss: 1.5221 - val_acc: 0.4380
Epoch 12/100
5059/5059 [==============================] - 1s - loss: 1.4501 - acc: 0.4703 - val_loss: 1.5059 - val_acc: 0.4316
Epoch 13/100
5059/5059 [==============================] - 1s - loss: 1.4156 - acc: 0.4842 - val_loss: 1.4896 - val_acc: 0.4565
Epoch 14/100
5059/5059 [==============================] - 1s - loss: 1.3780 - acc: 0.5062 - val_loss: 1.4529 - val_acc: 0.4513
Epoch 15/100
5059/5059 [==============================] - 1s - loss: 1.3400 - acc: 0.5184 - val_loss: 1.4226 - val_acc: 0.4632
Epoch 16/100
5059/5059 [==============================] - 1s - loss: 1.3035 - acc: 0.5323 - val_loss: 1.4053 - val_acc: 0.4737
Epoch 17/100
5059/5059 [==============================] - 1s - loss: 1.2701 - acc: 0.5502 - val_loss: 1.3760 - val_acc: 0.4927
Epoch 18/100
5059/5059 [==============================] - 1s - loss: 1.2359 - acc: 0.5618 - val_loss: 1.3691 - val_acc: 0.4907
Epoch 19/100
5059/5059 [==============================] - 1s - loss: 1.2042 - acc: 0.5751 - val_loss: 1.3716 - val_acc: 0.4880
Epoch 20/100
5059/5059 [==============================] - 1s - loss: 1.1699 - acc: 0.5851 - val_loss: 1.3565 - val_acc: 0.4930
Epoch 21/100
5059/5059 [==============================] - 1s - loss: 1.1366 - acc: 0.5997 - val_loss: 1.3362 - val_acc: 0.5075
Epoch 22/100
5059/5059 [==============================] - 1s - loss: 1.1009 - acc: 0.6116 - val_loss: 1.3514 - val_acc: 0.5017
Epoch 23/100
5059/5059 [==============================] - 1s - loss: 1.0676 - acc: 0.6222 - val_loss: 1.3478 - val_acc: 0.5110
Epoch 24/100
5059/5059 [==============================] - 1s - loss: 1.0348 - acc: 0.6329 - val_loss: 1.3502 - val_acc: 0.5141
Epoch 25/100
5059/5059 [==============================] - 1s - loss: 1.0011 - acc: 0.6453 - val_loss: 1.3674 - val_acc: 0.5176
Epoch 26/100
5059/5059 [==============================] - 1s - loss: 0.9676 - acc: 0.6581 - val_loss: 1.3901 - val_acc: 0.5144
Epoch 27/100
5059/5059 [==============================] - 1s - loss: 0.9345 - acc: 0.6681 - val_loss: 1.3861 - val_acc: 0.5135
Epoch 28/100
5059/5059 [==============================] - 1s - loss: 0.9030 - acc: 0.6822 - val_loss: 1.4056 - val_acc: 0.5160
Epoch 29/100
5059/5059 [==============================] - 1s - loss: 0.8692 - acc: 0.6952 - val_loss: 1.4219 - val_acc: 0.5133
Epoch 30/100
5059/5059 [==============================] - 1s - loss: 0.8388 - acc: 0.7121 - val_loss: 1.4420 - val_acc: 0.5149
Epoch 31/100
5059/5059 [==============================] - 1s - loss: 0.8065 - acc: 0.7256 - val_loss: 1.4703 - val_acc: 0.5134
Epoch 32/100
5059/5059 [==============================] - 1s - loss: 0.7779 - acc: 0.7372 - val_loss: 1.5029 - val_acc: 0.5088
Epoch 33/100
5059/5059 [==============================] - 1s - loss: 0.7492 - acc: 0.7542 - val_loss: 1.5380 - val_acc: 0.5056
Epoch 34/100
5059/5059 [==============================] - 1s - loss: 0.7188 - acc: 0.7668 - val_loss: 1.5755 - val_acc: 0.4994
Epoch 35/100
5059/5059 [==============================] - 1s - loss: 0.6915 - acc: 0.7838 - val_loss: 1.5837 - val_acc: 0.4993
Epoch 36/100
5059/5059 [==============================] - 1s - loss: 0.6637 - acc: 0.8014 - val_loss: 1.5992 - val_acc: 0.5011
Epoch 37/100
5059/5059 [==============================] - 1s - loss: 0.6373 - acc: 0.8127 - val_loss: 1.6289 - val_acc: 0.4990
Epoch 38/100
5059/5059 [==============================] - 1s - loss: 0.6120 - acc: 0.8259 - val_loss: 1.6378 - val_acc: 0.4997
Epoch 39/100
5059/5059 [==============================] - 1s - loss: 0.5867 - acc: 0.8394 - val_loss: 1.6719 - val_acc: 0.4974
Epoch 40/100
5059/5059 [==============================] - 1s - loss: 0.5630 - acc: 0.8519 - val_loss: 1.6779 - val_acc: 0.4991
Epoch 41/100
5059/5059 [==============================] - 1s - loss: 0.5408 - acc: 0.8641 - val_loss: 1.7079 - val_acc: 0.4995
Epoch 42/100
5059/5059 [==============================] - 1s - loss: 0.5190 - acc: 0.8764 - val_loss: 1.7342 - val_acc: 0.4985
Epoch 43/100
5059/5059 [==============================] - 1s - loss: 0.4984 - acc: 0.8877 - val_loss: 1.7356 - val_acc: 0.5032
Epoch 44/100
5059/5059 [==============================] - 1s - loss: 0.4800 - acc: 0.8966 - val_loss: 1.7738 - val_acc: 0.4985
Epoch 45/100
5059/5059 [==============================] - 1s - loss: 0.4631 - acc: 0.9034 - val_loss: 1.7431 - val_acc: 0.5098
Epoch 46/100
5059/5059 [==============================] - 1s - loss: 0.4457 - acc: 0.9103 - val_loss: 1.7511 - val_acc: 0.5079
Epoch 47/100
5059/5059 [==============================] - 1s - loss: 0.4253 - acc: 0.9197 - val_loss: 1.7853 - val_acc: 0.5044
Epoch 48/100
5059/5059 [==============================] - 1s - loss: 0.4092 - acc: 0.9275 - val_loss: 1.7826 - val_acc: 0.5098
Epoch 49/100
5059/5059 [==============================] - 1s - loss: 0.3932 - acc: 0.9317 - val_loss: 1.7771 - val_acc: 0.5151
Epoch 50/100
5059/5059 [==============================] - 1s - loss: 0.3777 - acc: 0.9393 - val_loss: 1.7891 - val_acc: 0.5172
Epoch 51/100
5059/5059 [==============================] - 1s - loss: 0.3631 - acc: 0.9454 - val_loss: 1.7947 - val_acc: 0.5161
Epoch 52/100
5059/5059 [==============================] - 1s - loss: 0.3491 - acc: 0.9503 - val_loss: 1.8021 - val_acc: 0.5193
Epoch 53/100
5059/5059 [==============================] - 1s - loss: 0.3359 - acc: 0.9563 - val_loss: 1.7927 - val_acc: 0.5249
Epoch 54/100
5059/5059 [==============================] - 1s - loss: 0.3232 - acc: 0.9590 - val_loss: 1.8187 - val_acc: 0.5286
Epoch 55/100
5059/5059 [==============================] - 1s - loss: 0.3113 - acc: 0.9619 - val_loss: 1.8009 - val_acc: 0.5255
Epoch 56/100
4992/5059 [============================>.] - ETA: 0s - loss: 0.2986 - acc: 0.9663
---------------------------------------------------------------------------
KeyboardInterrupt Traceback (most recent call last)
<ipython-input-1051-4ea20299eafb> in <module>()
1 model, alpha1_f, alpha2_f, alpha3_f, aplha1, alpha2, alpha3 = build_att_seq2seq_model(32, LAYERS, DIGITS, OPS, chars)
2 # val_acc_2_2 = learning(model, X_train, y_train, 100, X_val, y_val)
----> 3 learning(model, X_train, y_train, 100, X_val, y_val)
<ipython-input-674-2022629b5f7a> in learning(model, X_train, y_train, iterations, X_val, y_val)
38 # return val_acc_array
39 training_obj = model.fit(X_train, y_train, batch_size=BATCH_SIZE, nb_epoch=iterations,
---> 40 validation_data=(X_val, y_val))
/usr/local/lib/python2.7/site-packages/keras/engine/training.pyc in fit(self, x, y, batch_size, nb_epoch, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight)
1104 verbose=verbose, callbacks=callbacks,
1105 val_f=val_f, val_ins=val_ins, shuffle=shuffle,
-> 1106 callback_metrics=callback_metrics)
1107
1108 def evaluate(self, x, y, batch_size=32, verbose=1, sample_weight=None):
/usr/local/lib/python2.7/site-packages/keras/engine/training.pyc in _fit_loop(self, f, ins, out_labels, batch_size, nb_epoch, verbose, callbacks, val_f, val_ins, shuffle, callback_metrics)
836 val_outs = self._test_loop(val_f, val_ins,
837 batch_size=batch_size,
--> 838 verbose=0)
839 if type(val_outs) != list:
840 val_outs = [val_outs]
/usr/local/lib/python2.7/site-packages/keras/engine/training.pyc in _test_loop(self, f, ins, batch_size, verbose)
921 ins_batch = slice_X(ins, batch_ids)
922
--> 923 batch_outs = f(ins_batch)
924 if type(batch_outs) == list:
925 if batch_index == 0:
/usr/local/lib/python2.7/site-packages/keras/backend/theano_backend.pyc in __call__(self, inputs)
715 def __call__(self, inputs):
716 assert type(inputs) in {list, tuple}
--> 717 return self.function(*inputs)
718
719
/usr/local/lib/python2.7/site-packages/theano/compile/function_module.pyc in __call__(self, *args, **kwargs)
857 t0_fn = time.time()
858 try:
--> 859 outputs = self.fn()
860 except Exception:
861 if hasattr(self.fn, 'position_of_error'):
/usr/local/lib/python2.7/site-packages/theano/scan_module/scan_op.pyc in rval(p, i, o, n, allow_gc)
949 def rval(p=p, i=node_input_storage, o=node_output_storage, n=node,
950 allow_gc=allow_gc):
--> 951 r = p(n, [x[0] for x in i], o)
952 for o in node.outputs:
953 compute_map[o][0] = True
/usr/local/lib/python2.7/site-packages/theano/scan_module/scan_op.pyc in <lambda>(node, args, outs)
938 args,
939 outs,
--> 940 self, node)
941 except (ImportError, theano.gof.cmodule.MissingGXX):
942 p = self.execute
theano/scan_module/scan_perform.pyx in theano.scan_module.scan_perform.perform (/Users/yiqun/.theano/compiledir_Darwin-16.0.0-x86_64-i386-64bit-i386-2.7.12-64/scan_perform/mod.cpp:6489)()
/usr/local/lib/python2.7/site-packages/theano/tensor/type.pyc in value_zeros(self, shape)
627 return ()
628
--> 629 def value_zeros(self, shape):
630 """
631 Create an numpy ndarray full of 0 values.
KeyboardInterrupt:
In [ ]:
basic_model, encoder_f, decoder_f, mapper_f, encoder, decoder, mapper = build_model(32, LAYERS, DIGITS, OPS)
learning(basic_model, X_train, y_train, 300, X_val, y_val)
Build model...
Train on 5059 samples, validate on 4941 samples
Epoch 1/300
5059/5059 [==============================] - 0s - loss: 2.4260 - acc: 0.2081 - val_loss: 2.3094 - val_acc: 0.2406
Epoch 2/300
5059/5059 [==============================] - 0s - loss: 2.1470 - acc: 0.2646 - val_loss: 2.0385 - val_acc: 0.2954
Epoch 3/300
5059/5059 [==============================] - 1s - loss: 1.9585 - acc: 0.3075 - val_loss: 1.8957 - val_acc: 0.3145
Epoch 4/300
5059/5059 [==============================] - 0s - loss: 1.8050 - acc: 0.3403 - val_loss: 1.7604 - val_acc: 0.3361
Epoch 5/300
5059/5059 [==============================] - 0s - loss: 1.7112 - acc: 0.3556 - val_loss: 1.7171 - val_acc: 0.3491
Epoch 6/300
5059/5059 [==============================] - 1s - loss: 1.6719 - acc: 0.3698 - val_loss: 1.7034 - val_acc: 0.3391
Epoch 7/300
5059/5059 [==============================] - 1s - loss: 1.6506 - acc: 0.3739 - val_loss: 1.6925 - val_acc: 0.3420
Epoch 8/300
5059/5059 [==============================] - 0s - loss: 1.6323 - acc: 0.3812 - val_loss: 1.6819 - val_acc: 0.3538
Epoch 9/300
5059/5059 [==============================] - 0s - loss: 1.6177 - acc: 0.3932 - val_loss: 1.6826 - val_acc: 0.3538
Epoch 10/300
5059/5059 [==============================] - 1s - loss: 1.6033 - acc: 0.3985 - val_loss: 1.6874 - val_acc: 0.3478
Epoch 11/300
5059/5059 [==============================] - 1s - loss: 1.5887 - acc: 0.4034 - val_loss: 1.6758 - val_acc: 0.3547
Epoch 12/300
5059/5059 [==============================] - 1s - loss: 1.5745 - acc: 0.4102 - val_loss: 1.6598 - val_acc: 0.3607
Epoch 13/300
5059/5059 [==============================] - 1s - loss: 1.5624 - acc: 0.4138 - val_loss: 1.6537 - val_acc: 0.3586
Epoch 14/300
5059/5059 [==============================] - 1s - loss: 1.5371 - acc: 0.4268 - val_loss: 1.6325 - val_acc: 0.3697
Epoch 15/300
5059/5059 [==============================] - 1s - loss: 1.5149 - acc: 0.4378 - val_loss: 1.6230 - val_acc: 0.3770
Epoch 16/300
5059/5059 [==============================] - 1s - loss: 1.4947 - acc: 0.4410 - val_loss: 1.6003 - val_acc: 0.3892
Epoch 17/300
5059/5059 [==============================] - 1s - loss: 1.4588 - acc: 0.4634 - val_loss: 1.5837 - val_acc: 0.3950
Epoch 18/300
5059/5059 [==============================] - 1s - loss: 1.4237 - acc: 0.4715 - val_loss: 1.5758 - val_acc: 0.4052
Epoch 19/300
5059/5059 [==============================] - 1s - loss: 1.3878 - acc: 0.4884 - val_loss: 1.5545 - val_acc: 0.4111
Epoch 20/300
5059/5059 [==============================] - 1s - loss: 1.3476 - acc: 0.5061 - val_loss: 1.5703 - val_acc: 0.4163
Epoch 21/300
5059/5059 [==============================] - 1s - loss: 1.3098 - acc: 0.5224 - val_loss: 1.5314 - val_acc: 0.4287
Epoch 22/300
5059/5059 [==============================] - 1s - loss: 1.2706 - acc: 0.5454 - val_loss: 1.5081 - val_acc: 0.4432
Epoch 23/300
5059/5059 [==============================] - 1s - loss: 1.2376 - acc: 0.5554 - val_loss: 1.5195 - val_acc: 0.4477
Epoch 24/300
5059/5059 [==============================] - 1s - loss: 1.1998 - acc: 0.5781 - val_loss: 1.5186 - val_acc: 0.4509
Epoch 25/300
5059/5059 [==============================] - 1s - loss: 1.1661 - acc: 0.5942 - val_loss: 1.5196 - val_acc: 0.4565
Epoch 26/300
5059/5059 [==============================] - 1s - loss: 1.1348 - acc: 0.6076 - val_loss: 1.4945 - val_acc: 0.4674
Epoch 27/300
5059/5059 [==============================] - 0s - loss: 1.1044 - acc: 0.6215 - val_loss: 1.4686 - val_acc: 0.4824
Epoch 28/300
5059/5059 [==============================] - 0s - loss: 1.0739 - acc: 0.6385 - val_loss: 1.5322 - val_acc: 0.4724
Epoch 29/300
5059/5059 [==============================] - 0s - loss: 1.0443 - acc: 0.6465 - val_loss: 1.5108 - val_acc: 0.4826
Epoch 30/300
5059/5059 [==============================] - 1s - loss: 1.0140 - acc: 0.6606 - val_loss: 1.5096 - val_acc: 0.4876
Epoch 31/300
5059/5059 [==============================] - 1s - loss: 0.9855 - acc: 0.6762 - val_loss: 1.4955 - val_acc: 0.4950
Epoch 32/300
5059/5059 [==============================] - 1s - loss: 0.9590 - acc: 0.6860 - val_loss: 1.5946 - val_acc: 0.4750
Epoch 33/300
5059/5059 [==============================] - 1s - loss: 0.9342 - acc: 0.6945 - val_loss: 1.5209 - val_acc: 0.5032
Epoch 34/300
5059/5059 [==============================] - 0s - loss: 0.9062 - acc: 0.7091 - val_loss: 1.5445 - val_acc: 0.5013
Epoch 35/300
5059/5059 [==============================] - 1s - loss: 0.8809 - acc: 0.7160 - val_loss: 1.5351 - val_acc: 0.5089
Epoch 36/300
5059/5059 [==============================] - 1s - loss: 0.8566 - acc: 0.7262 - val_loss: 1.5403 - val_acc: 0.5140
Epoch 37/300
5059/5059 [==============================] - 1s - loss: 0.8295 - acc: 0.7403 - val_loss: 1.5626 - val_acc: 0.5132
Epoch 38/300
5059/5059 [==============================] - 1s - loss: 0.8045 - acc: 0.7538 - val_loss: 1.5366 - val_acc: 0.5319
Epoch 39/300
5059/5059 [==============================] - 1s - loss: 0.7804 - acc: 0.7629 - val_loss: 1.5656 - val_acc: 0.5266
Epoch 40/300
5059/5059 [==============================] - 1s - loss: 0.7558 - acc: 0.7736 - val_loss: 1.5622 - val_acc: 0.5353
Epoch 41/300
5059/5059 [==============================] - 1s - loss: 0.7315 - acc: 0.7871 - val_loss: 1.5851 - val_acc: 0.5377
Epoch 42/300
5059/5059 [==============================] - 1s - loss: 0.7075 - acc: 0.7971 - val_loss: 1.5892 - val_acc: 0.5428
Epoch 43/300
5059/5059 [==============================] - 0s - loss: 0.6862 - acc: 0.8047 - val_loss: 1.5815 - val_acc: 0.5529
Epoch 44/300
5059/5059 [==============================] - 0s - loss: 0.6622 - acc: 0.8165 - val_loss: 1.6105 - val_acc: 0.5522
Epoch 45/300
5059/5059 [==============================] - 0s - loss: 0.6408 - acc: 0.8237 - val_loss: 1.6338 - val_acc: 0.5504
Epoch 46/300
5059/5059 [==============================] - 1s - loss: 0.6185 - acc: 0.8328 - val_loss: 1.6524 - val_acc: 0.5493
Epoch 47/300
5059/5059 [==============================] - 0s - loss: 0.5977 - acc: 0.8423 - val_loss: 1.6647 - val_acc: 0.5539
Epoch 48/300
5059/5059 [==============================] - 0s - loss: 0.5775 - acc: 0.8485 - val_loss: 1.6780 - val_acc: 0.5558
Epoch 49/300
5059/5059 [==============================] - 0s - loss: 0.5584 - acc: 0.8583 - val_loss: 1.6935 - val_acc: 0.5566
Epoch 50/300
5059/5059 [==============================] - 0s - loss: 0.5423 - acc: 0.8639 - val_loss: 1.7093 - val_acc: 0.5518
Epoch 51/300
5059/5059 [==============================] - 0s - loss: 0.5254 - acc: 0.8703 - val_loss: 1.7131 - val_acc: 0.5574
Epoch 52/300
5059/5059 [==============================] - 0s - loss: 0.5061 - acc: 0.8792 - val_loss: 1.7058 - val_acc: 0.5612
Epoch 53/300
5059/5059 [==============================] - 0s - loss: 0.4906 - acc: 0.8849 - val_loss: 1.7215 - val_acc: 0.5657
Epoch 54/300
5059/5059 [==============================] - 0s - loss: 0.4743 - acc: 0.8933 - val_loss: 1.7350 - val_acc: 0.5650
Epoch 55/300
5059/5059 [==============================] - 0s - loss: 0.4585 - acc: 0.9002 - val_loss: 1.7504 - val_acc: 0.5662
Epoch 56/300
5059/5059 [==============================] - 0s - loss: 0.4454 - acc: 0.9051 - val_loss: 1.7616 - val_acc: 0.5688
Epoch 57/300
5059/5059 [==============================] - 0s - loss: 0.4313 - acc: 0.9091 - val_loss: 1.7245 - val_acc: 0.5763
Epoch 58/300
5059/5059 [==============================] - 0s - loss: 0.4157 - acc: 0.9168 - val_loss: 1.7630 - val_acc: 0.5728
Epoch 59/300
5059/5059 [==============================] - 0s - loss: 0.4030 - acc: 0.9223 - val_loss: 1.7254 - val_acc: 0.5822
Epoch 60/300
5059/5059 [==============================] - 0s - loss: 0.3897 - acc: 0.9279 - val_loss: 1.7505 - val_acc: 0.5818
Epoch 61/300
5059/5059 [==============================] - 0s - loss: 0.3763 - acc: 0.9329 - val_loss: 1.7585 - val_acc: 0.5815
Epoch 62/300
5059/5059 [==============================] - 0s - loss: 0.3634 - acc: 0.9391 - val_loss: 1.7624 - val_acc: 0.5889
Epoch 63/300
5059/5059 [==============================] - 0s - loss: 0.3511 - acc: 0.9414 - val_loss: 1.7849 - val_acc: 0.5855
Epoch 64/300
5059/5059 [==============================] - 0s - loss: 0.3414 - acc: 0.9448 - val_loss: 1.7968 - val_acc: 0.5918
Epoch 65/300
5059/5059 [==============================] - 0s - loss: 0.3274 - acc: 0.9512 - val_loss: 1.8255 - val_acc: 0.5915
Epoch 66/300
5059/5059 [==============================] - 0s - loss: 0.3156 - acc: 0.9547 - val_loss: 1.8025 - val_acc: 0.5937
Epoch 67/300
5059/5059 [==============================] - 0s - loss: 0.3045 - acc: 0.9578 - val_loss: 1.8423 - val_acc: 0.5948
Epoch 68/300
5059/5059 [==============================] - 2s - loss: 0.2954 - acc: 0.9626 - val_loss: 1.8395 - val_acc: 0.5967
Epoch 69/300
5059/5059 [==============================] - 1s - loss: 0.2845 - acc: 0.9641 - val_loss: 1.8326 - val_acc: 0.5979
Epoch 70/300
5059/5059 [==============================] - 1s - loss: 0.2734 - acc: 0.9685 - val_loss: 1.8307 - val_acc: 0.6073
Epoch 71/300
5059/5059 [==============================] - 1s - loss: 0.2639 - acc: 0.9698 - val_loss: 1.8604 - val_acc: 0.6047
Epoch 72/300
5059/5059 [==============================] - 1s - loss: 0.2560 - acc: 0.9715 - val_loss: 1.8587 - val_acc: 0.6122
Epoch 73/300
5059/5059 [==============================] - 1s - loss: 0.2460 - acc: 0.9734 - val_loss: 1.8460 - val_acc: 0.6124
Epoch 74/300
5059/5059 [==============================] - 0s - loss: 0.2372 - acc: 0.9765 - val_loss: 1.8737 - val_acc: 0.6103
Epoch 75/300
5059/5059 [==============================] - 0s - loss: 0.2276 - acc: 0.9790 - val_loss: 1.9003 - val_acc: 0.6149
Epoch 76/300
5059/5059 [==============================] - 1s - loss: 0.2193 - acc: 0.9794 - val_loss: 1.8787 - val_acc: 0.6153
Epoch 77/300
5059/5059 [==============================] - 1s - loss: 0.2111 - acc: 0.9803 - val_loss: 1.9010 - val_acc: 0.6153
Epoch 78/300
5059/5059 [==============================] - 1s - loss: 0.2034 - acc: 0.9825 - val_loss: 1.8900 - val_acc: 0.6199
Epoch 79/300
5059/5059 [==============================] - 1s - loss: 0.1959 - acc: 0.9839 - val_loss: 1.8954 - val_acc: 0.6240
Epoch 80/300
5059/5059 [==============================] - 1s - loss: 0.1894 - acc: 0.9843 - val_loss: 1.8929 - val_acc: 0.6227
Epoch 81/300
5059/5059 [==============================] - 1s - loss: 0.1829 - acc: 0.9853 - val_loss: 1.9219 - val_acc: 0.6273
Epoch 82/300
5059/5059 [==============================] - 0s - loss: 0.1754 - acc: 0.9865 - val_loss: 1.9360 - val_acc: 0.6252
Epoch 83/300
5059/5059 [==============================] - 0s - loss: 0.1691 - acc: 0.9875 - val_loss: 1.9423 - val_acc: 0.6256
Epoch 84/300
5059/5059 [==============================] - 1s - loss: 0.1634 - acc: 0.9877 - val_loss: 1.9201 - val_acc: 0.6308
Epoch 85/300
5059/5059 [==============================] - 1s - loss: 0.1572 - acc: 0.9888 - val_loss: 1.9338 - val_acc: 0.6321
Epoch 86/300
5059/5059 [==============================] - 1s - loss: 0.1510 - acc: 0.9894 - val_loss: 1.9338 - val_acc: 0.6353
Epoch 87/300
5059/5059 [==============================] - 1s - loss: 0.1452 - acc: 0.9897 - val_loss: 1.9488 - val_acc: 0.6364
Epoch 88/300
5059/5059 [==============================] - 1s - loss: 0.1399 - acc: 0.9917 - val_loss: 1.9750 - val_acc: 0.6322
Epoch 89/300
5059/5059 [==============================] - 0s - loss: 0.1357 - acc: 0.9916 - val_loss: 1.9562 - val_acc: 0.6400
Epoch 90/300
5059/5059 [==============================] - 0s - loss: 0.1298 - acc: 0.9918 - val_loss: 1.9753 - val_acc: 0.6393
Epoch 91/300
5059/5059 [==============================] - 0s - loss: 0.1252 - acc: 0.9933 - val_loss: 1.9619 - val_acc: 0.6438
Epoch 92/300
5059/5059 [==============================] - 0s - loss: 0.1205 - acc: 0.9933 - val_loss: 1.9623 - val_acc: 0.6429
Epoch 93/300
5059/5059 [==============================] - 1s - loss: 0.1159 - acc: 0.9941 - val_loss: 1.9723 - val_acc: 0.6451
Epoch 94/300
5059/5059 [==============================] - 1s - loss: 0.1119 - acc: 0.9943 - val_loss: 1.9997 - val_acc: 0.6465
Epoch 95/300
5059/5059 [==============================] - 0s - loss: 0.1076 - acc: 0.9946 - val_loss: 2.0127 - val_acc: 0.6476
Epoch 96/300
5059/5059 [==============================] - 0s - loss: 0.1045 - acc: 0.9947 - val_loss: 2.0215 - val_acc: 0.6486
Epoch 97/300
5059/5059 [==============================] - 1s - loss: 0.1010 - acc: 0.9953 - val_loss: 2.0232 - val_acc: 0.6441
Epoch 98/300
5059/5059 [==============================] - 1s - loss: 0.0977 - acc: 0.9954 - val_loss: 2.0122 - val_acc: 0.6513
Epoch 99/300
5059/5059 [==============================] - 1s - loss: 0.0939 - acc: 0.9958 - val_loss: 1.9895 - val_acc: 0.6509
Epoch 100/300
5059/5059 [==============================] - 0s - loss: 0.0905 - acc: 0.9957 - val_loss: 2.0265 - val_acc: 0.6534
Epoch 101/300
5059/5059 [==============================] - 0s - loss: 0.0868 - acc: 0.9966 - val_loss: 2.0411 - val_acc: 0.6536
Epoch 102/300
5059/5059 [==============================] - 1s - loss: 0.0838 - acc: 0.9965 - val_loss: 2.0372 - val_acc: 0.6509
Epoch 103/300
5059/5059 [==============================] - 1s - loss: 0.0808 - acc: 0.9967 - val_loss: 2.0380 - val_acc: 0.6584
Epoch 104/300
5059/5059 [==============================] - 1s - loss: 0.0782 - acc: 0.9966 - val_loss: 2.0824 - val_acc: 0.6520
Epoch 105/300
5059/5059 [==============================] - 1s - loss: 0.0753 - acc: 0.9966 - val_loss: 2.0922 - val_acc: 0.6559
Epoch 106/300
5059/5059 [==============================] - 1s - loss: 0.0725 - acc: 0.9970 - val_loss: 2.0927 - val_acc: 0.6551
Epoch 107/300
5059/5059 [==============================] - 0s - loss: 0.0700 - acc: 0.9971 - val_loss: 2.0857 - val_acc: 0.6592
Epoch 108/300
5059/5059 [==============================] - 0s - loss: 0.0676 - acc: 0.9970 - val_loss: 2.0776 - val_acc: 0.6584
Epoch 109/300
5059/5059 [==============================] - 0s - loss: 0.0652 - acc: 0.9975 - val_loss: 2.1000 - val_acc: 0.6567
Epoch 110/300
5059/5059 [==============================] - 0s - loss: 0.0632 - acc: 0.9976 - val_loss: 2.1047 - val_acc: 0.6593
Epoch 111/300
5059/5059 [==============================] - 0s - loss: 0.0607 - acc: 0.9977 - val_loss: 2.1133 - val_acc: 0.6595
Epoch 112/300
5059/5059 [==============================] - 0s - loss: 0.0587 - acc: 0.9976 - val_loss: 2.1231 - val_acc: 0.6591
Epoch 113/300
5059/5059 [==============================] - 0s - loss: 0.0574 - acc: 0.9976 - val_loss: 2.1205 - val_acc: 0.6592
Epoch 114/300
5059/5059 [==============================] - 0s - loss: 0.0556 - acc: 0.9978 - val_loss: 2.1012 - val_acc: 0.6644
Epoch 115/300
5059/5059 [==============================] - 0s - loss: 0.0530 - acc: 0.9980 - val_loss: 2.1366 - val_acc: 0.6609
Epoch 116/300
5059/5059 [==============================] - 0s - loss: 0.0510 - acc: 0.9984 - val_loss: 2.1272 - val_acc: 0.6643
Epoch 117/300
5059/5059 [==============================] - 0s - loss: 0.0493 - acc: 0.9983 - val_loss: 2.1292 - val_acc: 0.6649
Epoch 118/300
5059/5059 [==============================] - 0s - loss: 0.0474 - acc: 0.9984 - val_loss: 2.1455 - val_acc: 0.6650
Epoch 119/300
5059/5059 [==============================] - 0s - loss: 0.0459 - acc: 0.9986 - val_loss: 2.1423 - val_acc: 0.6662
Epoch 120/300
5059/5059 [==============================] - 0s - loss: 0.0446 - acc: 0.9988 - val_loss: 2.1815 - val_acc: 0.6642
Epoch 121/300
5059/5059 [==============================] - 0s - loss: 0.0430 - acc: 0.9987 - val_loss: 2.1835 - val_acc: 0.6641
Epoch 122/300
5059/5059 [==============================] - 0s - loss: 0.0415 - acc: 0.9988 - val_loss: 2.1739 - val_acc: 0.6647
Epoch 123/300
5059/5059 [==============================] - 0s - loss: 0.0401 - acc: 0.9989 - val_loss: 2.1799 - val_acc: 0.6674
Epoch 124/300
5059/5059 [==============================] - 7196s - loss: 0.0388 - acc: 0.9990 - val_loss: 2.1932 - val_acc: 0.6675
Epoch 125/300
5059/5059 [==============================] - 1s - loss: 0.0377 - acc: 0.9992 - val_loss: 2.1829 - val_acc: 0.6687
Epoch 126/300
5059/5059 [==============================] - 0s - loss: 0.0362 - acc: 0.9991 - val_loss: 2.1999 - val_acc: 0.6697
Epoch 127/300
5059/5059 [==============================] - 0s - loss: 0.0350 - acc: 0.9991 - val_loss: 2.2234 - val_acc: 0.6673
Epoch 128/300
5059/5059 [==============================] - 0s - loss: 0.0338 - acc: 0.9992 - val_loss: 2.2135 - val_acc: 0.6694
Epoch 129/300
5059/5059 [==============================] - 1s - loss: 0.0329 - acc: 0.9993 - val_loss: 2.2007 - val_acc: 0.6711
Epoch 130/300
5059/5059 [==============================] - 3600s - loss: 0.0317 - acc: 0.9993 - val_loss: 2.2290 - val_acc: 0.6706
Epoch 131/300
5059/5059 [==============================] - 0s - loss: 0.0306 - acc: 0.9993 - val_loss: 2.2363 - val_acc: 0.6687
Epoch 132/300
5059/5059 [==============================] - 0s - loss: 0.0296 - acc: 0.9993 - val_loss: 2.2575 - val_acc: 0.6708
Epoch 133/300
5059/5059 [==============================] - 0s - loss: 0.0285 - acc: 0.9995 - val_loss: 2.2484 - val_acc: 0.6718
Epoch 134/300
5059/5059 [==============================] - 0s - loss: 0.0278 - acc: 0.9995 - val_loss: 2.2824 - val_acc: 0.6686
Epoch 135/300
5059/5059 [==============================] - 0s - loss: 0.0268 - acc: 0.9993 - val_loss: 2.2255 - val_acc: 0.6739
Epoch 136/300
5059/5059 [==============================] - 7205s - loss: 0.0261 - acc: 0.9997 - val_loss: 2.2496 - val_acc: 0.6725
Epoch 137/300
5059/5059 [==============================] - 1s - loss: 0.0252 - acc: 0.9995 - val_loss: 2.2525 - val_acc: 0.6723
Epoch 138/300
5059/5059 [==============================] - 1s - loss: 0.0244 - acc: 0.9996 - val_loss: 2.2750 - val_acc: 0.6725
Epoch 139/300
5059/5059 [==============================] - 1s - loss: 0.0234 - acc: 0.9998 - val_loss: 2.2911 - val_acc: 0.6704
Epoch 140/300
5059/5059 [==============================] - 1s - loss: 0.0228 - acc: 0.9996 - val_loss: 2.2691 - val_acc: 0.6741
Epoch 141/300
5059/5059 [==============================] - 0s - loss: 0.0219 - acc: 0.9999 - val_loss: 2.2633 - val_acc: 0.6737
Epoch 142/300
5059/5059 [==============================] - 1s - loss: 0.0213 - acc: 0.9999 - val_loss: 2.2883 - val_acc: 0.6733
Epoch 143/300
5059/5059 [==============================] - 1s - loss: 0.0206 - acc: 0.9997 - val_loss: 2.3025 - val_acc: 0.6719
Epoch 144/300
5059/5059 [==============================] - 1s - loss: 0.0199 - acc: 0.9999 - val_loss: 2.2972 - val_acc: 0.6735
Epoch 145/300
5059/5059 [==============================] - 1s - loss: 0.0192 - acc: 0.9999 - val_loss: 2.3017 - val_acc: 0.6744
Epoch 146/300
5059/5059 [==============================] - 1s - loss: 0.0187 - acc: 0.9999 - val_loss: 2.3058 - val_acc: 0.6739
Epoch 147/300
5059/5059 [==============================] - 1s - loss: 0.0181 - acc: 0.9999 - val_loss: 2.3069 - val_acc: 0.6735
Epoch 148/300
5059/5059 [==============================] - 1s - loss: 0.0174 - acc: 0.9999 - val_loss: 2.3050 - val_acc: 0.6756
Epoch 149/300
5059/5059 [==============================] - 1s - loss: 0.0169 - acc: 0.9999 - val_loss: 2.2986 - val_acc: 0.6766
Epoch 150/300
5059/5059 [==============================] - 1s - loss: 0.0163 - acc: 0.9999 - val_loss: 2.3140 - val_acc: 0.6754
Epoch 151/300
5059/5059 [==============================] - 1s - loss: 0.0158 - acc: 0.9999 - val_loss: 2.3309 - val_acc: 0.6742
Epoch 152/300
5059/5059 [==============================] - 1s - loss: 0.0153 - acc: 0.9999 - val_loss: 2.3119 - val_acc: 0.6769
Epoch 153/300
5059/5059 [==============================] - 1s - loss: 0.0149 - acc: 0.9999 - val_loss: 2.3494 - val_acc: 0.6751
Epoch 154/300
5059/5059 [==============================] - 1s - loss: 0.0144 - acc: 0.9999 - val_loss: 2.3448 - val_acc: 0.6754
Epoch 155/300
5059/5059 [==============================] - 1s - loss: 0.0139 - acc: 0.9999 - val_loss: 2.3685 - val_acc: 0.6747
Epoch 156/300
5059/5059 [==============================] - 1s - loss: 0.0135 - acc: 0.9999 - val_loss: 2.3495 - val_acc: 0.6771
Epoch 157/300
5059/5059 [==============================] - 1s - loss: 0.0130 - acc: 0.9999 - val_loss: 2.3340 - val_acc: 0.6780
Epoch 158/300
1536/5059 [========>.....................] - ETA: 0s - loss: 0.0127 - acc: 1.0000
In [1035]:
valid_queries = []
for i in range(len(X_val)):
X_str = ctable.decode(X_val[i], calc_argmax=True)
valid_queries.append(X_str[::-1])
ans = ctable.decode(y_val[i], calc_argmax=True)
preds = basic_model.predict(X_val[i].reshape([1,4,12]), verbose=0)
y_hat = preds[0].argmax(axis=-1)
y_str = ''.join(ctable.indices_char[x] for x in y_hat)# ctable.indices_char[x]
print(X_str[::-1] + '=' + ans[::-1] + ', pred=' + y_str[::-1])
5133= 84, pred= 84
63 1= 64, pred= 64
5727= 84, pred= 83
8238=120, pred=120
3663= 99, pred= 99
6811= 79, pred= 79
17 7= 24, pred= 33
6344=107, pred=197
4523= 68, pred= 68
7632=108, pred=108
9812=110, pred=110
4476=120, pred=120
9413=107, pred= 07
46 4= 50, pred= 40
091= 91, pred= 92
8838=126, pred=126
2260= 82, pred= 82
7288=160, pred=160
8423=107, pred=107
717= 24, pred= 23
9340=133, pred=133
2022= 42, pred= 43
2729= 56, pred= 56
76 3= 79, pred= 79
129= 30, pred= 20
7427=101, pred=101
6352=115, pred=115
8599=184, pred=184
2968= 97, pred= 97
2030= 50, pred= 50
4691=137, pred=137
9345=138, pred=138
2564= 89, pred= 89
3995=134, pred=134
7157=128, pred=128
6177=138, pred=138
3016= 46, pred= 46
42 8= 50, pred= 50
5545=100, pred=100
8955=144, pred=144
629= 35, pred= 36
1486=100, pred=190
3473=107, pred=107
30 5= 35, pred= 25
9722=119, pred=119
8817=105, pred=105
8562=147, pred=147
2012= 32, pred= 42
5672=128, pred=128
27 1= 28, pred= 28
7137=108, pred=108
976= 85, pred= 85
4040= 80, pred= 80
5542= 97, pred= 97
4198=139, pred=139
2997=126, pred=126
5877=135, pred=135
6422= 86, pred= 86
8335=118, pred=118
9731=128, pred=128
567= 72, pred= 72
5982=141, pred=151
6478=142, pred=142
9745=142, pred=142
5655=111, pred=111
5450=104, pred=104
3651= 87, pred= 87
2469= 93, pred= 93
6157=118, pred=118
1783=100, pred=100
2480=104, pred=104
8442=126, pred=126
8016= 96, pred= 96
5466=120, pred=120
1945= 64, pred= 64
46 8= 54, pred= 54
3558= 93, pred= 93
1711= 28, pred= 29
7163=134, pred=135
9153=144, pred=145
2866= 94, pred= 94
1936= 55, pred= 55
6571=136, pred=136
167= 68, pred= 68
5193=144, pred=144
3255= 87, pred= 87
5288=140, pred=140
944= 53, pred= 53
6865=133, pred=133
6126= 87, pred= 87
9059=149, pred=159
5718= 75, pred= 75
4678=124, pred=124
8062=142, pred=132
9626=122, pred=122
88 1= 89, pred= 99
7329=102, pred=102
1672= 88, pred= 88
3129= 60, pred= 60
7521= 96, pred= 96
3915= 54, pred= 54
086= 86, pred= 86
5588=143, pred=143
6228= 90, pred= 80
7415= 89, pred= 88
1156= 67, pred= 67
30 8= 38, pred= 48
9392=185, pred=175
7013= 83, pred= 83
9385=178, pred=168
78 6= 84, pred= 84
3138= 69, pred= 69
1682= 98, pred= 98
5593=148, pred=148
48 6= 54, pred= 53
9631=127, pred=127
2140= 61, pred= 62
5345= 98, pred= 98
591= 96, pred= 96
2279=101, pred=101
8866=154, pred=154
18 5= 23, pred= 23
544= 49, pred= 49
9123=114, pred=113
7766=143, pred=143
6326= 89, pred= 89
6715= 82, pred= 82
2629= 55, pred= 55
5239= 91, pred= 91
4242= 84, pred= 94
097= 97, pred=108
562= 67, pred= 67
284= 86, pred= 86
30 2= 32, pred= 22
447= 51, pred= 51
1 2= 3, pred= 13
3913= 52, pred= 52
48 0= 48, pred= 48
7064=134, pred=145
5871=129, pred=129
8289=171, pred=171
5549=104, pred=104
2478=102, pred=102
8430=114, pred=114
8780=167, pred=177
9512=107, pred=108
8963=152, pred=152
5859=117, pred=117
9093=183, pred=173
3123= 54, pred= 54
8412= 96, pred= 96
9889=187, pred=187
1345= 58, pred= 58
6711= 78, pred= 78
8689=175, pred=166
2361= 84, pred= 84
3638= 74, pred= 74
5683=139, pred=139
6988=157, pred=157
7998=177, pred=177
1198=109, pred=109
1961= 80, pred= 80
8970=159, pred=169
7281=153, pred=153
5836= 94, pred=194
7111= 82, pred= 92
5765=122, pred=122
5981=140, pred=140
5285=137, pred=137
5594=149, pred=149
261= 63, pred= 63
53 3= 56, pred= 56
73 4= 77, pred= 77
8115= 96, pred= 96
3242= 74, pred= 74
9244=136, pred=136
4229= 71, pred= 71
5175=126, pred=126
2611= 37, pred= 36
8537=122, pred=122
98 9=107, pred=117
7878=156, pred=166
6546=111, pred=111
6466=130, pred=130
8578=163, pred=163
4538= 83, pred= 83
3464= 98, pred= 98
136= 37, pred= 37
3944= 83, pred= 73
5482=136, pred=146
4773=120, pred=110
886= 94, pred= 94
8525=110, pred=111
8135=116, pred=116
3858= 96, pred= 97
5477=131, pred=131
6131= 92, pred= 92
4551= 96, pred= 96
2527= 52, pred= 52
3848= 86, pred= 86
278= 80, pred= 70
4449= 93, pred= 93
3951= 90, pred= 90
3023= 53, pred= 53
6698=164, pred=164
6556=121, pred=121
6155=116, pred=116
6977=146, pred=146
214= 16, pred= 16
286= 88, pred= 89
2871= 99, pred=109
8787=174, pred=174
92 7= 99, pred=109
7082=152, pred=152
49 7= 56, pred= 56
6822= 90, pred= 80
4617= 63, pred= 63
70 5= 75, pred= 75
95 0= 95, pred= 95
9251=143, pred=143
1466= 80, pred= 70
5144= 95, pred= 95
3859= 97, pred= 97
2930= 59, pred= 59
5551=106, pred=106
8750=137, pred=137
41 8= 49, pred= 49
5038= 88, pred= 89
6981=150, pred=150
9782=179, pred=179
561= 66, pred= 66
5714= 71, pred= 71
9175=166, pred=166
5735= 92, pred=192
5667=123, pred=123
1149= 60, pred= 50
7487=161, pred=161
7850=128, pred=128
5127= 78, pred= 78
8556=141, pred=141
4118= 59, pred= 59
6533= 98, pred= 98
31 0= 31, pred= 41
94 1= 95, pred= 95
3999=138, pred=147
6127= 88, pred= 88
871= 79, pred= 79
3071=101, pred=101
252= 54, pred= 54
3845= 83, pred= 83
2569= 94, pred= 94
9187=178, pred=178
742= 49, pred= 49
9174=165, pred=165
5665=121, pred=121
7042=112, pred=112
1 6= 7, pred= 7
7480=154, pred=145
5012= 62, pred= 62
3358= 91, pred= 91
2694=120, pred=110
35 8= 43, pred= 43
320= 23, pred= 23
8352=135, pred=135
5368=121, pred=121
3179=110, pred=110
3133= 64, pred= 64
4558=103, pred=103
4648= 94, pred= 93
4625= 71, pred= 71
2 3= 5, pred= 16
255= 57, pred= 57
4160=101, pred=101
9595=190, pred=180
4580=125, pred=125
8789=176, pred=176
8717=104, pred=105
5799=156, pred=156
2141= 62, pred= 62
811= 19, pred= 19
6521= 86, pred= 86
9184=175, pred=175
5774=131, pred=131
1721= 38, pred= 38
625= 31, pred= 31
4413= 57, pred= 57
1498=112, pred=112
2419= 43, pred= 43
8582=167, pred=167
1325= 38, pred= 38
1954= 73, pred= 73
5868=126, pred=126
5972=131, pred=131
224= 26, pred= 26
2065= 85, pred= 85
9912=111, pred=111
2587=112, pred=112
3321= 54, pred= 54
1436= 50, pred= 50
7452=126, pred=126
444= 48, pred= 48
9635=131, pred=131
145= 46, pred= 36
1631= 47, pred= 37
839= 47, pred= 47
528= 33, pred= 33
9095=185, pred=176
5369=122, pred=122
8365=148, pred=158
880= 88, pred= 88
79 6= 85, pred= 85
80 4= 84, pred= 83
4138= 79, pred= 79
93 1= 94, pred= 94
56 9= 65, pred= 65
98 0= 98, pred= 98
3657= 93, pred= 93
5252=104, pred=104
9474=168, pred=168
2612= 38, pred= 38
4711= 58, pred= 58
8676=162, pred=162
67 3= 70, pred= 70
1652= 68, pred= 68
8310= 93, pred= 94
1674= 90, pred= 80
2516= 41, pred= 41
1671= 87, pred= 87
7490=164, pred=154
832= 40, pred= 40
2550= 75, pred= 75
3176=107, pred=107
3615= 51, pred= 51
1839= 57, pred= 57
1596=111, pred=111
1797=114, pred=114
5228= 80, pred= 70
5768=125, pred=125
5865=123, pred=123
9011=101, pred=110
2525= 50, pred= 51
35 2= 37, pred= 37
7954=133, pred=133
2147= 68, pred= 68
9432=126, pred=126
8740=127, pred=127
5884=142, pred=142
14 1= 15, pred= 26
2793=120, pred=110
8330=113, pred=113
5361=114, pred=114
2268= 90, pred= 80
6232= 94, pred= 94
8747=134, pred=133
7125= 96, pred= 96
1610= 26, pred= 36
8199=180, pred=180
4560=105, pred=105
5854=112, pred=112
6558=123, pred=123
1377= 90, pred= 80
9653=149, pred=149
2373= 96, pred= 96
2561= 86, pred= 86
1139= 50, pred= 40
93 2= 95, pred= 95
789= 96, pred= 96
5863=121, pred=121
7425= 99, pred= 99
5514= 69, pred= 69
331= 34, pred= 24
4821= 69, pred= 69
8583=168, pred=168
4668=114, pred=114
2533= 58, pred= 58
8277=159, pred=169
1745= 62, pred= 62
4038= 78, pred= 79
8152=133, pred=123
7874=152, pred=152
82 4= 86, pred= 96
3888=126, pred=126
8437=121, pred=121
5934= 93, pred= 93
5641= 97, pred= 97
70 9= 79, pred= 69
996=105, pred=106
5468=122, pred=122
1339= 52, pred= 52
7658=134, pred=133
40 0= 40, pred= 60
3676=112, pred=112
87 5= 92, pred= 92
1177= 88, pred= 78
2691=117, pred=118
6984=153, pred=153
5098=148, pred=147
3497=131, pred=131
3860= 98, pred= 98
3947= 86, pred= 86
2286=108, pred=108
4995=144, pred=144
82 3= 85, pred= 85
553= 58, pred= 58
3770=107, pred=117
5136= 87, pred= 87
9394=187, pred=177
7049=119, pred=119
5759=116, pred=116
2778=105, pred=105
8 1= 9, pred= 19
72 8= 80, pred= 70
422= 26, pred= 26
524= 29, pred= 29
7190=161, pred=161
89 4= 93, pred= 83
7829=107, pred=117
9583=178, pred=168
1033= 43, pred= 43
4116= 57, pred= 57
32 6= 38, pred= 38
6082=142, pred=142
3726= 63, pred= 63
248= 50, pred= 50
4993=142, pred=142
3451= 85, pred= 85
9571=166, pred=156
9138=129, pred=129
7665=141, pred=141
2094=114, pred=114
3277=109, pred=109
5924= 83, pred= 73
3342= 75, pred= 75
5771=128, pred=118
9152=143, pred=143
6743=110, pred=110
9751=148, pred=138
8921=110, pred=110
2648= 74, pred= 74
8415= 99, pred= 98
6733=100, pred=100
8899=187, pred=187
8865=153, pred=153
4220= 62, pred= 62
5824= 82, pred= 82
8133=114, pred=115
3653= 89, pred= 89
8266=148, pred=148
3323= 56, pred= 56
1058= 68, pred= 68
9719=116, pred=116
21 9= 30, pred= 30
1750= 67, pred= 67
2071= 91, pred= 91
1373= 86, pred= 86
2356= 79, pred= 79
9563=158, pred=158
7544=119, pred=119
2170= 91, pred=191
7631=107, pred=118
36 4= 40, pred= 40
072= 72, pred= 72
2988=117, pred=117
9112=103, pred=102
8739=126, pred=126
7987=166, pred=166
8631=117, pred=117
8464=148, pred=148
5513= 68, pred= 68
6164=125, pred=125
5355=108, pred=108
4144= 85, pred= 85
53 4= 57, pred= 57
5986=145, pred=145
4361=104, pred=104
7217= 89, pred= 89
2955= 84, pred= 84
5656=112, pred=112
5922= 81, pred= 81
2882=110, pred=110
2613= 39, pred= 49
2563= 88, pred= 88
1250= 62, pred= 62
1943= 62, pred= 62
7673=149, pred=149
2919= 48, pred= 48
7455=129, pred=129
1242= 54, pred= 54
8723=110, pred=110
8962=151, pred=151
4252= 94, pred= 94
8337=120, pred=120
46 3= 49, pred= 49
714= 21, pred= 21
3259= 91, pred= 91
4937= 86, pred= 86
5497=151, pred=171
6975=144, pred=144
5197=148, pred=147
8197=178, pred=177
8777=164, pred=163
9770=167, pred=177
6825= 93, pred= 93
9535=130, pred=131
7155=126, pred=126
4455= 99, pred= 99
4824= 72, pred= 72
8251=133, pred=123
4268=110, pred=110
9629=125, pred=125
7613= 89, pred= 88
8673=159, pred=159
1358= 71, pred= 71
96 4=100, pred= 90
7358=131, pred=131
6656=122, pred=122
5177=128, pred=128
7830=108, pred= 98
4882=130, pred=130
5378=131, pred=131
6782=149, pred=149
4618= 64, pred= 64
3391=124, pred=134
3563= 98, pred= 98
36 2= 38, pred= 38
52 3= 55, pred= 55
8422=106, pred=106
1520= 35, pred= 35
7825=103, pred=103
3425= 59, pred= 59
5380=133, pred=134
6299=161, pred=171
5953=112, pred=112
1632= 48, pred= 48
2657= 83, pred= 83
1759= 76, pred= 76
4762=109, pred=109
7839=117, pred=117
9119=110, pred=110
7241=113, pred=113
6993=162, pred=162
79 8= 87, pred= 87
3349= 82, pred= 82
6039= 99, pred= 99
9280=172, pred=172
5159=110, pred=110
5250=102, pred=102
2332= 55, pred= 55
8853=141, pred=141
7385=158, pred=158
8065=145, pred=145
8493=177, pred=177
428= 32, pred= 32
7633=109, pred=109
6226= 88, pred= 88
5651=107, pred=118
2457= 81, pred= 81
9555=150, pred=150
9699=195, pred=186
3830= 68, pred= 68
7211= 83, pred= 83
1210= 22, pred= 22
6612= 78, pred= 77
5073=123, pred=123
9396=189, pred=189
6641=107, pred=117
53 8= 61, pred= 61
8988=177, pred=187
96 7=103, pred=103
2384=107, pred=107
4780=127, pred=127
2886=114, pred=114
2895=123, pred=123
1690=106, pred=106
7354=127, pred=128
3578=113, pred=113
4690=136, pred=136
1319= 32, pred= 32
6418= 82, pred= 82
7625=101, pred=101
6036= 96, pred= 96
1340= 53, pred= 53
8713=100, pred=100
7433=107, pred=108
8746=133, pred=133
5760=117, pred=117
2299=121, pred=111
3236= 68, pred= 68
54 7= 61, pred= 71
6153=114, pred=114
864= 72, pred= 72
7255=127, pred=128
919= 28, pred= 28
6475=139, pred=139
6876=144, pred=144
4290=132, pred=132
1830= 48, pred= 48
4928= 77, pred= 77
575= 80, pred= 80
4672=118, pred=118
5414= 68, pred= 68
2423= 47, pred= 47
56 6= 62, pred= 62
3612= 48, pred= 48
3122= 53, pred= 53
7591=166, pred=166
1178= 89, pred= 89
8397=180, pred=180
4328= 71, pred= 71
2181=102, pred=102
174= 75, pred= 75
6368=131, pred=131
740= 47, pred= 47
246= 48, pred= 48
7585=160, pred=150
9888=186, pred=186
68 4= 72, pred= 72
2248= 70, pred= 70
30 0= 30, pred= 20
3783=120, pred=110
4817= 65, pred= 55
5017= 67, pred= 67
7445=119, pred=119
8574=159, pred=159
1371= 84, pred= 84
2784=111, pred=111
6875=143, pred=143
2062= 82, pred= 72
716= 23, pred= 23
7461=135, pred=135
5530= 85, pred= 84
2312= 35, pred= 35
134= 35, pred= 36
4631= 77, pred= 77
4860=108, pred=118
87 3= 90, pred= 90
7085=155, pred=155
6724= 91, pred= 91
9390=183, pred=182
7056=126, pred=116
948= 57, pred= 57
5826= 84, pred= 84
2015= 35, pred= 35
8318=101, pred=101
7059=129, pred=129
3511= 46, pred= 46
1499=113, pred=113
3784=121, pred=121
4730= 77, pred= 77
3173=104, pred=104
6728= 95, pred= 95
5357=110, pred=110
44 9= 53, pred= 53
5261=113, pred=113
2872=100, pred=100
5635= 91, pred= 91
3166= 97, pred= 97
9877=175, pred=164
29 1= 30, pred= 20
073= 73, pred= 73
6787=154, pred=154
8338=121, pred=121
1722= 39, pred= 39
9986=185, pred=184
5870=128, pred=128
19 6= 25, pred= 35
57 2= 59, pred= 59
5963=122, pred=122
9785=182, pred=182
7152=123, pred=123
80 7= 87, pred= 87
3740= 77, pred= 77
3228= 60, pred= 60
7176=147, pred=147
2277= 99, pred= 99
4431= 75, pred= 75
3360= 93, pred= 93
80 0= 80, pred= 70
6971=140, pred=140
2327= 50, pred= 50
5692=148, pred=147
30 9= 39, pred= 29
6085=145, pred=145
2330= 53, pred= 53
7634=110, pred=110
9558=153, pred=153
5695=151, pred=151
3634= 70, pred= 70
7630=106, pred=106
4 7= 11, pred= 11
6851=119, pred=119
3857= 95, pred= 95
5011= 61, pred= 61
3791=128, pred=118
9190=181, pred=181
6958=127, pred=127
92 6= 98, pred= 98
7016= 86, pred= 76
5224= 76, pred= 76
5053=103, pred=103
14 9= 23, pred= 23
8161=142, pred=142
7380=153, pred=154
9727=124, pred=125
7364=137, pred=137
6277=139, pred=139
2241= 63, pred= 63
5317= 70, pred= 70
5873=131, pred=131
9948=147, pred=157
4859=107, pred=107
6294=156, pred=156
3594=129, pred=129
7065=135, pred=135
722= 29, pred= 29
8795=182, pred=182
2046= 66, pred= 66
5396=149, pred=159
7828=106, pred= 06
3365= 98, pred= 98
6325= 88, pred= 88
876= 84, pred= 84
2856= 84, pred= 84
1391=104, pred=104
7259=131, pred=131
8897=185, pred=186
8736=123, pred=123
2237= 59, pred= 59
92 2= 94, pred= 94
5910= 69, pred= 69
8871=159, pred=159
6511= 76, pred= 76
6667=133, pred=133
2916= 45, pred= 45
1548= 63, pred= 63
8953=142, pred=142
7096=166, pred=166
6812= 80, pred= 70
2 7= 9, pred= 19
42 2= 44, pred= 44
43 4= 47, pred= 37
7171=142, pred=142
67 6= 73, pred= 73
2135= 56, pred= 56
3778=115, pred=115
7010= 80, pred= 70
9232=124, pred=124
8584=169, pred=169
774= 81, pred= 81
540= 45, pred= 55
40 7= 47, pred= 57
5258=110, pred=100
9122=113, pred=113
6448=112, pred=112
4696=142, pred=142
4295=137, pred=137
5150=101, pred=111
3261= 93, pred= 93
7531=106, pred=106
1635= 51, pred= 51
5687=143, pred=154
4628= 74, pred= 74
9984=183, pred=183
4795=142, pred=142
9237=129, pred=129
52 0= 52, pred= 62
2487=111, pred=111
1470= 84, pred= 84
8234=116, pred=116
8883=171, pred=171
1211= 23, pred= 23
8380=163, pred=164
5939= 98, pred= 98
2655= 81, pred= 81
5117= 68, pred= 68
4130= 71, pred= 71
361= 64, pred= 64
4312= 55, pred= 55
2080=100, pred=100
7684=160, pred=160
6288=150, pred=150
4838= 86, pred= 86
8980=169, pred=178
6114= 75, pred= 75
5225= 77, pred= 77
6788=155, pred=155
3597=132, pred=142
9196=187, pred=177
5254=106, pred=106
213= 15, pred= 25
7424= 98, pred= 98
8630=116, pred=116
8168=149, pred=159
6894=162, pred=162
732= 39, pred= 39
587= 92, pred= 92
9777=174, pred=163
5243= 95, pred= 95
2618= 44, pred= 44
7158=129, pred=129
3641= 77, pred= 77
44 7= 51, pred= 51
2664= 90, pred= 80
7784=161, pred=161
5546=101, pred=101
8183=164, pred=164
8844=132, pred=132
835= 43, pred= 43
29 4= 33, pred= 33
3722= 59, pred= 59
6338=101, pred=101
4239= 81, pred= 81
241= 43, pred= 43
2471= 95, pred= 95
2847= 75, pred= 75
7579=154, pred=154
3137= 68, pred= 68
8563=148, pred=148
5587=142, pred=152
6854=122, pred=122
1418= 32, pred= 32
3890=128, pred=128
3065= 95, pred= 95
9683=179, pred=169
71 7= 78, pred= 78
8959=148, pred=147
410= 14, pred= 14
9149=140, pred=130
2819= 47, pred= 47
3077=107, pred=107
9673=169, pred=169
3058= 88, pred= 88
3688=124, pred=124
166= 67, pred= 67
3652= 88, pred= 88
5839= 97, pred= 97
1587=102, pred=102
45 8= 53, pred= 53
7086=156, pred=146
8312= 95, pred= 95
1695=111, pred=111
525= 30, pred= 31
7189=160, pred=160
3693=129, pred=129
3082=112, pred=112
4571=116, pred=116
7119= 90, pred= 90
1222= 34, pred= 34
6684=150, pred=140
5819= 77, pred= 87
967= 76, pred= 76
9992=191, pred=181
650= 56, pred= 56
2225= 47, pred= 47
2544= 69, pred= 69
8494=178, pred=168
4796=143, pred=144
7419= 93, pred= 93
671= 77, pred= 77
4642= 88, pred= 88
2974=103, pred=103
2960= 89, pred= 89
2817= 45, pred= 45
761= 68, pred= 68
5415= 69, pred= 69
749= 56, pred= 56
2177= 98, pred= 98
1986=105, pred=105
1793=110, pred=110
9569=164, pred=164
4177=118, pred=118
9919=118, pred=128
1465= 79, pred= 79
65 6= 71, pred= 71
6867=135, pred=135
9594=189, pred=179
2659= 85, pred= 85
3413= 47, pred= 47
868= 76, pred= 76
8791=178, pred=179
8487=171, pred=171
9663=159, pred=159
5231= 83, pred= 83
3834= 72, pred= 72
4533= 78, pred= 78
50 1= 51, pred= 61
3996=135, pred=135
9728=125, pred=125
827= 35, pred= 35
2647= 73, pred= 73
5157=108, pred=108
4248= 90, pred= 80
4176=117, pred=117
256= 58, pred= 58
51 7= 58, pred= 58
68 7= 75, pred= 75
3397=130, pred=130
518= 23, pred= 23
794=101, pred=101
8032=112, pred=112
7219= 91, pred=191
7024= 94, pred= 93
20 1= 21, pred= 22
9659=155, pred=155
8294=176, pred=176
98 4=102, pred=102
4776=123, pred=123
5882=140, pred=140
1527= 42, pred= 42
5720= 77, pred= 77
7574=149, pred=149
9540=135, pred=135
5155=106, pred=106
8622=108, pred=108
085= 85, pred= 85
8591=176, pred=176
8933=122, pred=122
6428= 92, pred= 92
5556=111, pred=111
7298=170, pred=160
6833=101, pred=101
1618= 34, pred= 33
5092=142, pred=142
8565=150, pred=150
1496=110, pred=110
8877=165, pred=165
3163= 94, pred= 94
5526= 81, pred= 81
9855=153, pred=153
8910= 99, pred=109
6324= 87, pred= 87
9177=168, pred=168
5111= 62, pred= 72
6450=114, pred=114
7126= 97, pred= 97
442= 46, pred= 46
696=102, pred=102
27 8= 35, pred= 35
4758=105, pred=105
6028= 88, pred= 89
4470=114, pred=114
8981=170, pred=180
9211=103, pred=112
0 6= 6, pred= 16
281= 83, pred= 83
9331=124, pred=124
7451=125, pred=125
9925=124, pred=124
5410= 64, pred= 64
8492=176, pred=176
41 4= 45, pred= 45
2671= 97, pred= 97
4680=126, pred=126
8694=180, pred=170
4816= 64, pred= 64
8655=141, pred=141
4315= 58, pred= 58
20 5= 25, pred= 25
7348=121, pred=121
8316= 99, pred= 98
5086=136, pred=136
4641= 87, pred= 87
2124= 45, pred= 45
7454=128, pred=128
8593=178, pred=178
4380=123, pred=123
7813= 91, pred= 91
8383=166, pred=166
6077=137, pred=137
3963=102, pred=102
6318= 81, pred= 81
6243=105, pred=105
2113= 34, pred= 44
74 0= 74, pred= 74
1658= 74, pred= 74
3192=123, pred=132
2038= 58, pred= 59
327= 30, pred= 30
8498=182, pred=182
5381=134, pred=135
42 0= 42, pred= 52
9216=108, pred=108
2460= 84, pred= 84
5754=111, pred=111
9510=105, pred=106
4278=120, pred=120
698=104, pred=104
5949=108, pred=108
9521=116, pred=116
9024=114, pred=123
666= 72, pred= 72
7 4= 11, pred= 11
6682=148, pred=148
6198=159, pred=159
6014= 74, pred= 74
9651=147, pred=147
24 6= 30, pred= 30
8592=177, pred=177
4492=136, pred=136
53 6= 59, pred= 59
720= 27, pred= 38
396= 99, pred=109
4856=104, pred=104
3540= 75, pred= 75
2075= 95, pred= 95
3356= 89, pred= 89
6816= 84, pred= 84
1776= 93, pred= 93
9978=177, pred=177
8098=178, pred=178
9793=190, pred=180
1265= 77, pred= 77
7727=104, pred=103
9985=184, pred=183
3484=118, pred=118
8742=129, pred=129
3795=132, pred=132
5798=155, pred=155
2971=100, pred=100
8063=143, pred=143
6848=116, pred=116
5581=136, pred=136
1351= 64, pred= 64
65 0= 65, pred= 65
1092=102, pred=102
9194=185, pred=175
3134= 65, pred= 65
2024= 44, pred= 44
3091=121, pred=122
9388=181, pred=181
96 3= 99, pred= 99
6925= 94, pred= 94
7944=123, pred=123
2913= 42, pred= 42
9810=108, pred=108
6836=104, pred=114
79 9= 88, pred= 98
8241=123, pred=123
1920= 39, pred= 49
6692=158, pred=157
1710= 27, pred= 38
99 3=102, pred=101
8198=179, pred=179
66 2= 68, pred= 67
2058= 78, pred= 78
198= 99, pred= 99
713= 20, pred= 20
77 5= 82, pred= 82
5346= 99, pred= 99
768= 75, pred= 75
8391=174, pred=164
4861=109, pred=109
4137= 78, pred= 78
367= 70, pred= 70
4771=118, pred=118
70 8= 78, pred= 78
2415= 39, pred= 39
4965=114, pred=114
6219= 81, pred= 91
4656=102, pred=102
292= 94, pred= 94
4255= 97, pred= 97
7284=156, pred=166
12 3= 15, pred= 25
22 1= 23, pred= 23
3325= 58, pred= 58
4018= 58, pred= 59
2481=105, pred=105
6270=132, pred=132
8283=165, pred=165
1997=116, pred=116
8127=108, pred=108
739= 46, pred= 46
6982=151, pred=161
46 6= 52, pred= 52
3720= 57, pred= 57
4943= 92, pred= 92
2922= 51, pred= 51
3054= 84, pred= 83
9142=133, pred=133
4329= 72, pred= 72
1037= 47, pred= 46
2672= 98, pred= 98
4825= 73, pred= 73
8295=177, pred=177
74 1= 75, pred= 75
5082=132, pred=133
3229= 61, pred= 61
7678=154, pred=153
6081=141, pred=141
1535= 50, pred= 50
80 5= 85, pred= 85
8711= 98, pred=118
7467=141, pred=141
1753= 70, pred= 70
6124= 85, pred= 85
158= 59, pred= 59
5576=131, pred=131
4666=112, pred=112
84 5= 89, pred= 89
86 6= 92, pred= 92
4241= 83, pred= 83
17 2= 19, pred= 29
477= 81, pred= 81
4875=123, pred=123
1044= 54, pred= 53
7218= 90, pred= 89
7876=154, pred=154
1150= 61, pred= 61
1417= 31, pred= 31
542= 47, pred= 47
565= 70, pred= 70
5266=118, pred=118
9671=167, pred=157
7254=126, pred=126
6820= 88, pred= 88
8414= 98, pred= 98
953= 62, pred= 62
4296=138, pred=147
2578=103, pred=103
3929= 68, pred= 68
28 5= 33, pred= 33
4187=128, pred=128
8843=131, pred=131
11 8= 19, pred= 29
8089=169, pred=169
6134= 95, pred= 95
1282= 94, pred= 94
2693=119, pred=119
647= 53, pred= 53
8971=160, pred=160
8460=144, pred=145
46 0= 46, pred= 46
3442= 76, pred= 77
3586=121, pred=121
2514= 39, pred= 39
92 8=100, pred=100
24 8= 32, pred= 42
4586=131, pred=131
6479=143, pred=143
3010= 40, pred= 40
40 1= 41, pred= 61
5751=108, pred=108
8573=158, pred=158
357= 60, pred= 60
3213= 45, pred= 45
4521= 66, pred= 66
7210= 82, pred= 82
93 6= 99, pred= 99
973= 82, pred= 82
3983=122, pred=122
4661=107, pred=107
1216= 28, pred= 28
8620=106, pred=106
1732= 49, pred= 49
5923= 82, pred= 82
6078=138, pred=138
1450= 64, pred= 64
5116= 67, pred= 67
5917= 76, pred= 76
9186=177, pred=177
7269=141, pred=141
2057= 77, pred= 77
7477=151, pred=151
7341=114, pred=114
7371=144, pred=145
3847= 85, pred= 85
10 8= 18, pred= 19
5176=127, pred=127
5079=129, pred=129
2230= 52, pred= 53
12 9= 21, pred= 21
7018= 88, pred= 88
2193=114, pred=114
7175=146, pred=146
6637=103, pred=103
8344=127, pred=127
9338=131, pred=131
3777=114, pred=113
2599=124, pred=124
1941= 60, pred= 60
7066=136, pred=136
3823= 61, pred= 61
2493=117, pred=117
71 6= 77, pred= 67
7481=155, pred=155
784= 91, pred= 91
1137= 48, pred= 48
6974=143, pred=133
8567=152, pred=152
5490=144, pred=144
9897=195, pred=186
3912= 51, pred= 41
70 7= 77, pred= 77
75 3= 78, pred= 68
382= 85, pred= 85
6642=108, pred=108
4866=114, pred=114
87 9= 96, pred= 96
5112= 63, pred= 63
3159= 90, pred= 90
4865=113, pred=113
9458=152, pred=152
2417= 41, pred= 41
6183=144, pred=145
172= 73, pred= 73
052= 52, pred= 53
1348= 61, pred= 61
5669=125, pred=125
4653= 99, pred= 09
6423= 87, pred= 87
5230= 82, pred= 82
1443= 57, pred= 57
173= 74, pred= 74
6937=106, pred=106
3210= 42, pred= 43
9580=175, pred=176
57 7= 64, pred= 63
018= 18, pred= 19
2322= 45, pred= 45
1341= 54, pred= 54
3118= 49, pred= 49
2610= 36, pred= 46
2567= 92, pred= 92
3230= 62, pred= 63
5046= 96, pred= 96
3926= 65, pred= 65
9715=112, pred=113
3394=127, pred=127
2592=117, pred=117
28 8= 36, pred= 36
9525=120, pred=121
6776=143, pred=143
381= 84, pred= 84
437= 41, pred= 41
9618=114, pred=114
4944= 93, pred= 93
6069=129, pred=129
2797=124, pred=124
187= 88, pred= 89
4768=115, pred=115
1955= 74, pred= 74
8282=164, pred=164
9089=179, pred=189
5069=119, pred=119
13 1= 14, pred= 24
4098=138, pred=139
9797=194, pred=184
4210= 52, pred= 52
7333=106, pred= 06
6212= 74, pred= 64
1020= 30, pred= 20
432= 36, pred= 36
4577=122, pred=122
5654=110, pred=110
54 1= 55, pred= 55
1356= 69, pred= 69
293= 95, pred= 95
9133=124, pred=124
7317= 90, pred= 89
3833= 71, pred= 71
8156=137, pred=137
5249=101, pred=101
68 1= 69, pred= 69
121= 22, pred= 22
4927= 76, pred= 76
9156=147, pred=147
2064= 84, pred= 84
8481=165, pred=155
1772= 89, pred= 89
021= 21, pred= 11
812= 20, pred= 20
1952= 71, pred= 81
99 8=107, pred=107
5915= 74, pred= 74
781= 88, pred= 88
8637=123, pred=123
3659= 95, pred= 95
2251= 73, pred= 73
8458=142, pred=142
5741= 98, pred= 98
2775=102, pred=102
66 0= 66, pred= 66
8474=158, pred=158
5324= 77, pred= 77
6532= 97, pred= 97
6278=140, pred=140
9310=103, pred=103
7888=166, pred=166
1293=105, pred=105
9617=113, pred=114
9661=157, pred=147
7596=171, pred=171
9025=115, pred=124
7279=151, pred=151
63 9= 72, pred= 72
8076=156, pred=156
1970= 89, pred= 89
1826= 44, pred= 44
5441= 95, pred= 95
2246= 68, pred= 68
2437= 61, pred= 61
2055= 75, pred= 75
471= 75, pred= 75
3752= 89, pred= 89
5684=140, pred=140
5736= 93, pred= 93
615= 21, pred= 21
5952=111, pred=111
6470=134, pred=135
6677=143, pred=143
6517= 82, pred= 82
8619=105, pred=105
8526=111, pred=111
054= 54, pred= 54
1989=108, pred=118
9863=161, pred=161
9753=150, pred=150
9135=126, pred=126
2781=108, pred=118
66 3= 69, pred= 69
3452= 86, pred= 86
8587=172, pred=172
6666=132, pred=132
4646= 92, pred= 92
5319= 72, pred= 72
7369=142, pred=142
1136= 47, pred= 47
263= 65, pred= 65
8538=123, pred=123
451= 55, pred= 55
699=105, pred=106
7970=149, pred=149
4561=106, pred=106
924= 33, pred= 33
153= 54, pred= 54
9431=125, pred=125
1010= 20, pred= 10
8118= 99, pred=109
6365=128, pred=128
2924= 53, pred= 53
9933=132, pred=132
1668= 84, pred= 84
5913= 72, pred= 72
3874=112, pred=112
4729= 76, pred= 76
5121= 72, pred= 72
61 8= 69, pred= 69
6519= 84, pred= 84
5184=135, pred=135
1755= 72, pred= 82
6780=147, pred=147
6473=137, pred=137
7820= 98, pred= 98
5139= 90, pred= 90
2442= 66, pred= 66
1575= 90, pred= 90
1769= 86, pred= 86
4989=138, pred=137
8674=160, pred=160
2776=103, pred=103
7652=128, pred=128
6239=101, pred=101
15 5= 20, pred= 11
6870=138, pred=138
1237= 49, pred= 49
2146= 67, pred= 67
6790=157, pred=167
754= 61, pred= 61
38 8= 46, pred= 46
7299=171, pred=171
8639=125, pred=125
4056= 96, pred= 96
7244=116, pred=116
3548= 83, pred= 83
5163=114, pred=114
3439= 73, pred= 73
2187=108, pred=108
452= 56, pred= 56
1856= 74, pred= 74
3320= 53, pred= 53
1471= 85, pred= 85
7038=108, pred=108
8995=184, pred=183
28 4= 32, pred= 32
27 0= 27, pred= 38
9422=116, pred=116
3986=125, pred=125
1589=104, pred=104
3840= 78, pred= 78
1313= 26, pred= 26
6962=131, pred=131
7147=118, pred=118
4 5= 9, pred= 19
4868=116, pred=116
8949=138, pred=137
2940= 69, pred= 69
1051= 61, pred= 51
3030= 60, pred= 50
2114= 35, pred= 35
8984=173, pred=173
8482=166, pred=166
4880=128, pred=128
45 4= 49, pred= 39
9550=145, pred=145
11 2= 13, pred= 23
2787=114, pred=114
9980=179, pred=189
8370=153, pred=153
7382=155, pred=155
10 6= 16, pred= 16
6234= 96, pred= 96
2221= 43, pred= 43
1717= 34, pred= 34
5383=136, pred=136
8172=153, pred=153
8693=179, pred=169
7453=127, pred=128
2056= 76, pred= 76
2335= 58, pred= 58
5027= 77, pred= 77
26 3= 29, pred= 29
228= 30, pred= 30
6634=100, pred=100
9598=193, pred=183
45 5= 50, pred= 51
4911= 60, pred= 50
4480=124, pred=124
46 2= 48, pred= 48
1688=104, pred=104
2973=102, pred=102
93 9=102, pred=102
12 8= 20, pred= 20
5488=142, pred=142
2039= 59, pred= 59
2699=125, pred=125
2741= 68, pred= 68
269= 71, pred= 71
9476=170, pred=170
795=102, pred=102
9030=120, pred=110
4441= 85, pred= 85
7073=143, pred=153
9743=140, pred=130
966= 75, pred= 65
4351= 94, pred= 94
4036= 76, pred= 76
328= 31, pred= 31
3997=136, pred=136
2957= 86, pred= 86
3110= 41, pred= 51
242= 44, pred= 44
1245= 57, pred= 57
6538=103, pred=103
3337= 70, pred= 70
9851=149, pred=159
2259= 81, pred= 81
4171=112, pred=112
7947=126, pred=126
1630= 46, pred= 36
3747= 84, pred= 83
9074=164, pred=164
1270= 82, pred= 82
8477=161, pred=161
5278=130, pred=130
7313= 86, pred= 86
572= 77, pred= 77
656= 62, pred= 62
9945=144, pred=144
6669=135, pred=135
3 0= 3, pred= 12
8144=125, pred=125
9738=135, pred=135
7036=106, pred=106
4417= 61, pred= 61
7691=167, pred=167
9796=193, pred=183
688= 94, pred= 94
4739= 86, pred= 86
5583=138, pred=138
4190=131, pred=131
144= 45, pred= 35
8559=144, pred=144
9269=161, pred=161
5597=152, pred=162
5536= 91, pred=191
8084=164, pred=164
6750=117, pred=117
0 3= 3, pred= 13
4011= 51, pred= 51
2941= 70, pred= 70
3692=128, pred=118
6483=147, pred=147
5248=100, pred= 90
9944=143, pred=143
2857= 85, pred= 85
2589=114, pred=114
4687=133, pred=133
2292=114, pred=124
83 3= 86, pred= 86
2488=112, pred=112
7710= 87, pred= 87
3028= 58, pred= 59
1261= 73, pred= 73
8557=142, pred=142
7489=163, pred=163
4914= 63, pred= 63
8570=155, pred=145
1214= 26, pred= 26
6559=124, pred=124
4790=137, pred=137
7250=122, pred=122
4759=106, pred=106
9249=141, pred=131
2951= 80, pred= 80
7713= 90, pred= 80
7028= 98, pred= 99
1646= 62, pred= 62
9710=107, pred=118
9436=130, pred=130
8986=175, pred=174
22 2= 24, pred= 24
4815= 63, pred= 63
4119= 60, pred= 60
2289=111, pred=111
6253=115, pred=115
9599=194, pred=184
2054= 74, pred= 74
3749= 86, pred= 86
6528= 93, pred= 93
6140=101, pred=101
8182=163, pred=163
026= 26, pred= 26
3070=100, pred=100
6381=144, pred=145
1364= 77, pred= 77
2829= 57, pred= 57
773= 80, pred= 80
2632= 58, pred= 58
7 9= 16, pred= 16
7180=151, pred=161
12 7= 19, pred= 29
7150=121, pred=121
9488=182, pred=182
3865=103, pred=103
4023= 63, pred= 63
9346=139, pred=139
9410=104, pred=104
4348= 91, pred= 91
4936= 85, pred= 85
9825=123, pred=123
8745=132, pred=132
6855=123, pred=123
17 6= 23, pred= 23
6752=119, pred=119
4818= 66, pred= 66
3390=123, pred=123
8996=185, pred=184
1235= 47, pred= 47
2748= 75, pred= 75
3396=129, pred=139
3765=102, pred=102
3335= 68, pred= 68
8346=129, pred=129
1890=108, pred=109
5221= 73, pred= 73
3382=115, pred=115
1829= 47, pred= 47
3026= 56, pred= 56
6454=118, pred=118
7561=136, pred=136
960= 69, pred= 69
3319= 52, pred= 52
9352=145, pred=145
4125= 66, pred= 66
4973=122, pred=122
4017= 57, pred= 57
9416=110, pred=110
8219=101, pred=111
4316= 59, pred= 59
6390=153, pred=142
8540=125, pred=125
8142=123, pred=123
7069=139, pred=139
4318= 61, pred= 61
6961=130, pred=130
9192=183, pred=173
13 6= 19, pred= 19
7960=139, pred=149
1046= 56, pred= 56
8417=101, pred=101
6033= 93, pred= 93
9934=133, pred=133
5316= 69, pred= 69
4872=120, pred=120
4675=121, pred=121
9014=104, pred=103
672= 78, pred= 78
1035= 45, pred= 35
7773=150, pred=140
962= 71, pred= 81
9158=149, pred=149
2470= 94, pred= 94
7432=106, pred=106
6455=119, pred=119
673= 79, pred= 79
137= 38, pred= 38
076= 76, pred= 76
7993=172, pred=172
54 2= 56, pred= 56
1725= 42, pred= 42
2953= 82, pred= 82
5919= 78, pred= 88
6643=109, pred=109
59 8= 67, pred= 67
4785=132, pred=132
3367=100, pred=100
4844= 92, pred= 92
1956= 75, pred= 75
3734= 71, pred= 71
6411= 75, pred= 76
1561= 76, pred= 76
2996=125, pred=125
5823= 81, pred= 81
76 1= 77, pred= 77
766= 73, pred= 73
5327= 80, pred= 80
1512= 27, pred= 27
7133=104, pred=105
72 3= 75, pred= 75
140= 41, pred= 42
7447=121, pred=121
5887=145, pred=145
7132=103, pred= 93
9781=178, pred=178
7984=163, pred=163
1883=101, pred=101
41 1= 42, pred= 42
7080=150, pred=160
53 2= 55, pred= 55
9835=133, pred=133
778= 85, pred= 85
3418= 52, pred= 52
2283=105, pred=105
3683=119, pred=119
2965= 94, pred= 94
9516=111, pred=111
9037=127, pred=127
5840= 98, pred= 98
32 3= 35, pred= 35
90 9= 99, pred= 99
2188=109, pred=109
7536=111, pred=111
7952=131, pred=131
8116= 97, pred= 97
617= 23, pred= 23
7220= 92, pred= 92
034= 34, pred= 23
2116= 37, pred= 37
7374=147, pred=147
9560=155, pred=155
1832= 50, pred= 50
7319= 92, pred= 92
5291=143, pred=153
1885=103, pred=113
7937=116, pred=116
6289=151, pred=151
574= 79, pred= 79
3633= 69, pred= 69
3545= 80, pred= 80
5081=131, pred=141
9613=109, pred=109
9080=170, pred=180
3786=123, pred=123
8724=111, pred=111
5382=135, pred=145
2733= 60, pred= 60
758= 65, pred= 65
216= 18, pred= 18
8427=111, pred=111
2395=118, pred=118
490= 94, pred= 94
1064= 74, pred= 74
6762=129, pred=129
8799=186, pred=187
15 7= 22, pred= 22
975= 84, pred= 84
429= 33, pred= 33
6683=149, pred=149
1218= 30, pred= 30
821= 29, pred= 29
82 6= 88, pred= 88
4839= 87, pred= 87
6940=109, pred=109
1075= 85, pred= 85
5036= 86, pred= 86
755= 62, pred= 62
851= 59, pred= 58
1681= 97, pred= 97
6449=113, pred=113
7233=105, pred=105
2579=104, pred=104
8642=128, pred=128
2441= 65, pred= 65
8372=155, pred=155
8358=141, pred=141
5663=119, pred=119
5090=140, pred=140
5697=153, pred=154
3936= 75, pred= 75
1562= 77, pred= 77
1751= 68, pred= 68
5722= 79, pred= 79
14 2= 16, pred= 26
7926=105, pred=105
1983=102, pred=102
593= 98, pred= 97
5130= 81, pred= 82
1828= 46, pred= 46
2086=106, pred=106
29 7= 36, pred= 36
6139=100, pred=100
2769= 96, pred= 96
843= 51, pred= 51
3253= 85, pred= 85
3324= 57, pred= 57
3066= 96, pred= 96
9036=126, pred=126
5485=139, pred=139
3757= 94, pred= 93
831= 39, pred= 39
4372=115, pred=115
5648=104, pred=104
029= 29, pred= 29
2840= 68, pred= 68
8798=185, pred=186
479= 83, pred= 83
1048= 58, pred= 58
46 5= 51, pred= 51
9531=126, pred=125
4869=117, pred=117
8519=104, pred=104
7930=109, pred= 99
2948= 77, pred= 77
6844=112, pred=112
3290=122, pred=122
2396=119, pred=119
8823=111, pred=111
3569=104, pred=104
3398=131, pred=131
5161=112, pred=112
3433= 67, pred= 67
9939=138, pred=147
6231= 93, pred= 93
6012= 72, pred= 72
017= 17, pred= 18
4061=101, pred=101
9387=180, pred=180
2255= 77, pred= 77
981= 90, pred= 90
1263= 75, pred= 75
8851=139, pred=149
4368=111, pred=111
5984=143, pred=143
3668=104, pred=104
9484=178, pred=168
3120= 51, pred= 52
9179=170, pred=170
2928= 57, pred= 57
2380=103, pred=103
6360=123, pred=124
63 0= 63, pred= 63
4039= 79, pred= 79
3250= 82, pred= 82
4741= 88, pred= 88
2526= 51, pred= 51
7685=161, pred=161
4832= 80, pred= 80
9572=167, pred=167
3994=133, pred=133
3272=104, pred=104
1431= 45, pred= 45
5737= 94, pred= 93
3962=101, pred=101
6932=101, pred=101
9971=170, pred=170
1513= 28, pred= 37
431= 35, pred= 35
9624=120, pred=110
7361=134, pred=135
1511= 26, pred= 16
5929= 88, pred= 88
8355=138, pred=138
2756= 83, pred= 83
3392=125, pred=125
5373=126, pred=126
1327= 40, pred= 40
1634= 50, pred= 50
9837=135, pred=135
8381=164, pred=155
3817= 55, pred= 55
6915= 84, pred= 84
5280=132, pred=133
9292=184, pred=174
55 4= 59, pred= 49
63 4= 67, pred= 67
5398=151, pred=171
7340=113, pred=113
8940=129, pred=129
3267= 99, pred= 99
8954=143, pred=143
9987=186, pred=186
1072= 82, pred= 82
1320= 33, pred= 43
651= 57, pred= 57
6197=158, pred=167
057= 57, pred= 57
211= 13, pred= 23
6264=126, pred=126
3115= 46, pred= 46
7332=105, pred=105
5052=102, pred=102
7554=129, pred=129
10 3= 13, pred= 13
8636=122, pred=122
6912= 81, pred= 81
631= 37, pred= 27
8095=175, pred=176
4477=121, pred=121
9798=195, pred=186
1662= 78, pred= 78
2942= 71, pred= 81
5617= 73, pred= 73
9462=156, pred=156
4733= 80, pred= 80
4892=140, pred=140
1116= 27, pred= 27
3843= 81, pred= 81
2365= 88, pred= 88
7657=133, pred=133
3067= 97, pred= 97
1510= 25, pred= 36
4230= 72, pred= 72
1040= 50, pred= 50
9350=143, pred=143
3635= 71, pred= 71
9778=175, pred=174
1529= 44, pred= 44
42 9= 51, pred= 51
2397=120, pred=120
9147=138, pred=138
5628= 84, pred= 84
3628= 64, pred= 64
8130=111, pred=102
4447= 91, pred= 91
12 5= 17, pred= 17
1399=112, pred=112
2198=119, pred=119
8323=106, pred=106
8569=154, pred=154
3877=115, pred=115
1087= 97, pred= 97
1079= 89, pred= 79
85 5= 90, pred= 81
99 0= 99, pred= 99
7449=123, pred=123
22 8= 30, pred= 30
7823=101, pred=101
4985=134, pred=134
323= 26, pred= 26
8785=172, pred=172
3182=113, pred=113
9393=186, pred=176
86 5= 91, pred= 91
7112= 83, pred= 83
1918= 37, pred= 27
2010= 30, pred= 20
6681=147, pred=147
1985=104, pred=104
7917= 96, pred= 96
26 2= 28, pred= 28
7418= 92, pred= 92
7393=166, pred=166
095= 95, pred= 95
4310= 53, pred= 54
378= 81, pred= 81
3821= 59, pred= 59
7355=128, pred=128
9271=163, pred=163
1680= 96, pred= 96
3248= 80, pred= 70
9999=198, pred=187
16 8= 24, pred= 23
4145= 86, pred= 87
6059=119, pred=119
5885=143, pred=143
8738=125, pred=125
33 0= 33, pred= 23
7951=130, pred=130
3532= 67, pred= 67
6524= 89, pred= 89
2250= 72, pred= 72
14 5= 19, pred= 19
3896=134, pred=135
8394=177, pred=177
9842=140, pred=140
76 5= 81, pred= 81
4332= 75, pred= 75
560= 65, pred= 65
7737=114, pred=113
48 9= 57, pred= 57
040= 40, pred= 60
4466=110, pred=110
9794=191, pred=181
8339=122, pred=122
4974=123, pred=123
2262= 84, pred= 84
9257=149, pred=159
3886=124, pred=124
1555= 70, pred= 70
7182=153, pred=153
4075=115, pred=115
2719= 46, pred= 46
9956=155, pred=155
296= 98, pred=108
4355= 98, pred= 98
5544= 99, pred= 99
7992=171, pred=171
4164=105, pred=105
1112= 23, pred= 23
69 8= 77, pred= 77
6597=162, pred=162
5767=124, pred=124
5535= 90, pred= 90
279= 81, pred= 81
7174=145, pred=145
6914= 83, pred= 73
3698=134, pred=134
9326=119, pred=119
6561=126, pred=126
5055=105, pred=105
9943=142, pred=142
3723= 60, pred= 60
70 1= 71, pred= 71
6688=154, pred=154
3198=129, pred=129
6754=121, pred=121
7587=162, pred=162
5979=138, pred=137
3254= 86, pred= 86
6273=135, pred=145
3644= 80, pred= 80
3049= 79, pred= 79
6840=108, pred=108
7794=171, pred=171
19 8= 27, pred= 27
058= 58, pred= 58
4237= 79, pred= 79
8518=103, pred=103
5071=121, pred=131
5677=133, pred=133
3713= 50, pred= 50
65 2= 67, pred= 67
15 6= 21, pred= 21
7545=120, pred=110
5838= 96, pred= 96
5538= 93, pred= 93
3552= 87, pred= 87
3550= 85, pred= 85
8122=103, pred= 93
8163=144, pred=145
3491=125, pred=125
1472= 86, pred= 86
6328= 91, pred= 91
7223= 95, pred= 95
3131= 62, pred= 62
8026=106, pred=106
5829= 87, pred= 97
8174=155, pred=155
3727= 64, pred= 63
4324= 67, pred= 67
7563=138, pred=138
76 8= 84, pred= 84
36 8= 44, pred= 44
35 1= 36, pred= 36
5015= 65, pred= 65
5095=145, pred=145
6725= 92, pred= 92
1848= 66, pred= 66
1851= 69, pred= 69
4114= 55, pred= 55
3151= 82, pred= 82
360= 63, pred= 63
8483=167, pred=167
2477=101, pred=101
4516= 61, pred= 61
9632=128, pred=118
7569=144, pred=144
83 2= 85, pred= 85
85 1= 86, pred= 86
4938= 87, pred= 87
9996=195, pred=184
3714= 51, pred= 51
8 6= 14, pred= 13
3354= 87, pred= 87
9439=133, pred=133
1355= 68, pred= 68
030= 30, pred= 20
2663= 89, pred= 89
7478=152, pred=152
8068=148, pred=148
9418=112, pred=112
4024= 64, pred= 73
4474=118, pred=118
171= 72, pred= 62
4781=128, pred=118
3575=110, pred=110
3911= 50, pred= 40
8943=132, pred=132
37 7= 44, pred= 43
721= 28, pred= 28
21 1= 22, pred= 22
1720= 37, pred= 48
7965=144, pred=144
24 9= 33, pred= 43
7738=115, pred=115
66 9= 75, pred= 75
5356=109, pred=109
2538= 63, pred= 63
4932= 81, pred= 81
9786=183, pred=183
620= 26, pred= 36
5858=116, pred=116
2944= 73, pred= 73
3097=127, pred=137
9820=118, pred=118
2529= 54, pred= 54
6 2= 8, pred= 18
4129= 70, pred= 70
5167=118, pred=118
4926= 75, pred= 75
4746= 93, pred= 93
334= 37, pred= 37
5039= 89, pred= 89
2830= 58, pred= 58
9284=176, pred=176
5570=125, pred=125
2186=107, pred=107
1421= 35, pred= 35
84 1= 85, pred= 85
5057=107, pred=107
6469=133, pred=133
6211= 73, pred= 74
4972=121, pred=121
9193=184, pred=175
1573= 88, pred= 88
5273=125, pred=125
2388=111, pred=111
6116= 77, pred= 77
9445=139, pred=139
29 2= 31, pred= 31
7889=167, pred=166
4436= 80, pred= 80
5860=118, pred=117
37 0= 37, pred= 48
1292=104, pred=114
51 1= 52, pred= 52
35 6= 41, pred= 41
4578=123, pred=123
968= 77, pred= 77
7832=110, pred=110
57 1= 58, pred= 57
4682=128, pred=128
4677=123, pred=123
8336=119, pred=119
8667=153, pred=153
6451=115, pred=115
9365=158, pred=158
3190=121, pred=121
7143=114, pred=115
6111= 72, pred= 71
8566=151, pred=151
4117= 58, pred= 58
6348=111, pred=111
3140= 71, pred= 71
5312= 65, pred= 65
5492=146, pred=146
1063= 73, pred= 73
7547=122, pred=122
1272= 84, pred= 84
280= 82, pred= 82
6 7= 13, pred= 23
4718= 65, pred= 65
5522= 77, pred= 77
288= 90, pred= 80
3637= 73, pred= 73
6622= 88, pred= 88
316= 19, pred= 19
7818= 96, pred= 96
6957=126, pred=126
6414= 78, pred= 78
7110= 81, pred= 81
3098=128, pred=129
3312= 45, pred= 45
7879=157, pred=167
2869= 97, pred= 97
6857=125, pred=125
92 4= 96, pred= 96
5793=150, pred=140
1781= 98, pred= 98
5976=135, pred=135
445= 49, pred= 49
79 0= 79, pred= 79
9435=129, pred=129
6760=127, pred=127
8880=168, pred=178
9361=154, pred=155
4544= 89, pred= 89
8011= 91, pred=100
9760=157, pred=147
8214= 96, pred= 96
6419= 83, pred= 83
638= 44, pred= 43
5874=132, pred=132
8650=136, pred=136
5755=112, pred=112
4655=101, pred=101
3287=119, pred=119
6638=104, pred=103
1121= 32, pred= 22
36 6= 42, pred= 42
7696=172, pred=172
3266= 98, pred= 98
4211= 53, pred= 44
7790=167, pred=167
4414= 58, pred= 58
165= 66, pred= 66
5014= 64, pred= 64
1312= 25, pred= 25
7628=104, pred=103
4542= 87, pred= 87
6668=134, pred=134
897=105, pred=106
8624=110, pred=110
1980= 99, pred= 89
8930=119, pred=119
95 4= 99, pred= 99
7983=162, pred=162
5516= 71, pred= 81
6351=114, pred=114
9478=172, pred=172
8934=123, pred=123
156= 57, pred= 57
28 6= 34, pred= 33
2884=112, pred=112
283= 85, pred= 85
3239= 71, pred= 71
5259=111, pred=111
993=102, pred=102
9736=133, pred=133
9182=173, pred=173
138= 39, pred= 49
7370=143, pred=143
3814= 52, pred= 52
9277=169, pred=169
2716= 43, pred= 43
5573=128, pred=128
9591=186, pred=176
5233= 85, pred= 85
39 1= 40, pred= 20
8919=108, pred=118
50 0= 50, pred= 50
8635=121, pred=111
3427= 61, pred= 61
1551= 66, pred= 66
2278=100, pred=100
9210=102, pred=102
3955= 94, pred= 94
2582=107, pred=107
9042=132, pred=132
4898=146, pred=146
1487=101, pred=101
68 5= 73, pred= 73
6897=165, pred=165
2410= 34, pred= 44
1683= 99, pred= 99
66 7= 73, pred= 73
1462= 76, pred= 76
8125=106, pred=106
9589=184, pred=184
9364=157, pred=157
5358=111, pred=111
6625= 91, pred= 91
8184=165, pred=165
8324=107, pred=117
9446=140, pred=140
2495=119, pred=119
1252= 64, pred= 64
9091=181, pred=181
52 6= 58, pred= 58
3455= 89, pred= 89
91 6= 97, pred= 97
6413= 77, pred= 77
912= 21, pred= 20
2765= 92, pred= 92
1394=107, pred=107
5813= 71, pred= 71
6919= 88, pred= 98
3682=118, pred=118
7694=170, pred=160
3920= 59, pred= 59
5340= 93, pred= 93
7292=164, pred=164
45 3= 48, pred= 48
1687=103, pred=103
8465=149, pred=149
6835=103, pred=103
1025= 35, pred= 35
2520= 45, pred= 55
86 4= 90, pred= 80
3291=123, pred=133
7593=168, pred=168
9443=137, pred=137
4498=142, pred=142
2876=104, pred=104
5554=109, pred=109
2476=100, pred= 90
7857=135, pred=135
2977=106, pred=106
2378=101, pred=101
3921= 60, pred= 60
1864= 82, pred= 82
376= 79, pred= 79
35 5= 40, pred= 31
116= 17, pred= 17
4849= 97, pred= 97
1120= 31, pred= 22
5876=134, pred=134
1951= 70, pred= 70
6595=160, pred=150
75 8= 83, pred= 83
384= 87, pred= 87
74 2= 76, pred= 76
4399=142, pred=142
646= 52, pred= 52
4111= 52, pred= 52
8354=137, pred=137
3499=133, pred=133
7822=100, pred=100
5063=113, pred=113
4549= 94, pred= 94
6354=117, pred=117
8186=167, pred=167
3212= 44, pred= 44
1141= 52, pred= 52
164= 65, pred= 65
7 3= 10, pred= 10
2548= 73, pred= 73
5333= 86, pred= 86
6089=149, pred=149
182= 83, pred= 72
195= 96, pred= 96
1798=115, pred=115
7925=104, pred=104
6495=159, pred=159
042= 42, pred= 53
7686=162, pred=162
3461= 95, pred= 95
088= 88, pred= 88
40 4= 44, pred= 43
3554= 89, pred= 89
22 3= 25, pred= 25
50 2= 52, pred= 52
6395=158, pred=157
2151= 72, pred= 72
541= 46, pred= 46
5621= 77, pred= 77
6838=106, pred=106
88 8= 96, pred= 96
5599=154, pred=154
783= 90, pred= 80
1656= 72, pred= 71
4048= 88, pred= 89
1246= 58, pred= 58
9489=183, pred=183
852= 60, pred= 60
1692=108, pred=108
3195=126, pred=136
8925=114, pred=114
95 8=103, pred=103
2196=117, pred=117
86 1= 87, pred= 87
6415= 79, pred= 79
7881=159, pred=159
12 2= 14, pred= 24
6926= 95, pred= 95
1962= 81, pred= 81
1611= 27, pred= 18
8153=134, pred=135
4510= 55, pred= 55
621= 27, pred= 17
8345=128, pred=128
7854=132, pred=132
8192=173, pred=173
3351= 84, pred= 84
44 3= 47, pred= 47
5950=109, pred=109
5770=127, pred=127
1733= 50, pred= 50
6190=151, pred=161
3710= 47, pred= 57
7595=170, pred=160
6464=128, pred=128
6068=128, pred=128
4563=108, pred=108
38 0= 38, pred= 49
7578=153, pred=153
883= 91, pred= 91
3743= 80, pred= 80
1161= 72, pred= 62
9689=185, pred=176
7689=165, pred=165
91 4= 95, pred= 95
8677=163, pred=163
1379= 92, pred= 92
1392=105, pred=105
4827= 75, pred= 75
4012= 52, pred= 52
21 7= 28, pred= 28
9735=132, pred=132
7422= 96, pred= 96
686= 92, pred= 92
5779=136, pred=136
6956=125, pred=125
855= 63, pred= 63
2463= 87, pred= 87
623= 29, pred= 39
2440= 64, pred= 64
466= 70, pred= 70
9711=108, pred=119
5128= 79, pred= 79
480= 84, pred= 84
6515= 80, pred= 81
8189=170, pred=170
5769=126, pred=126
8595=180, pred=180
8913=102, pred=102
7669=145, pred=145
3344= 77, pred= 77
94 5= 99, pred= 99
5967=126, pred=126
8931=120, pred=120
8331=114, pred=114
8730=117, pred=117
1565= 80, pred= 80
4532= 77, pred= 77
6727= 94, pred= 93
7384=157, pred=167
7759=136, pred=136
5433= 87, pred= 87
2914= 43, pred= 43
1942= 61, pred= 61
3515= 50, pred= 51
5149=100, pred=100
5856=114, pred=114
890= 98, pred= 98
2490=114, pred=104
4358=101, pred=101
441= 45, pred= 45
2990=119, pred=119
3430= 64, pred= 64
6445=109, pred=109
7251=123, pred=123
2752= 79, pred= 79
17 0= 17, pred= 28
5678=134, pred=134
9848=146, pred=156
1128= 39, pred= 40
3975=114, pred=114
276= 78, pred= 79
4997=146, pred=146
2314= 37, pred= 37
8263=145, pred=145
3882=120, pred=120
9139=130, pred=130
4331= 74, pred= 74
2820= 48, pred= 58
5636= 92, pred= 91
8812=100, pred=109
6942=111, pred=111
1715= 32, pred= 33
5825= 83, pred= 83
731= 38, pred= 38
59 9= 68, pred= 67
45 6= 51, pred= 51
34 3= 37, pred= 37
1748= 65, pred= 65
9354=147, pred=147
8820=108, pred=108
4792=139, pred=139
710= 17, pred= 28
4243= 85, pred= 85
350= 53, pred= 53
9243=135, pred=135
4810= 58, pred= 58
2946= 75, pred= 75
3854= 92, pred= 92
2623= 49, pred= 49
8021=101, pred=101
7831=109, pred=119
1930= 49, pred= 49
1221= 33, pred= 23
64 4= 68, pred= 68
4624= 70, pred= 70
2565= 90, pred= 80
2512= 37, pred= 37
8034=114, pred=123
4031= 71, pred= 62
56 8= 64, pred= 64
51 0= 51, pred= 51
2833= 61, pred= 61
4249= 91, pred= 91
5362=115, pred=115
3486=120, pred=120
6438=102, pred=102
1273= 85, pred= 85
4265=107, pred=107
14 8= 22, pred= 22
110= 11, pred= 11
1790=107, pred=118
7639=115, pred=115
87 1= 88, pred= 98
8814=102, pred=102
5093=143, pred=143
3884=122, pred=122
6778=145, pred=145
4610= 56, pred= 56
677= 83, pred= 83
1595=110, pred=110
6690=156, pred=156
33 9= 42, pred= 42
20 6= 26, pred= 26
4727= 74, pred= 74
230= 32, pred= 42
4819= 67, pred= 67
3168= 99, pred=109
9341=134, pred=135
7964=143, pred=143
9691=187, pred=177
7077=147, pred=137
4879=127, pred=127
1387=100, pred=100
7988=167, pred=167
517= 22, pred= 23
4064=104, pred=104
2165= 86, pred= 86
6673=139, pred=139
579= 84, pred= 84
8561=146, pred=146
5460=114, pred=114
2615= 41, pred= 41
2157= 78, pred= 78
4723= 70, pred= 70
4918= 67, pred= 67
6771=138, pred=128
4283=125, pred=125
2751= 78, pred= 78
4966=115, pred=115
1147= 58, pred= 58
012= 12, pred= 12
33 7= 40, pred= 40
7377=150, pred=150
6453=117, pred=117
5721= 78, pred= 78
4071=111, pred=111
4091=131, pred=122
2138= 59, pred= 59
6275=137, pred=137
4673=119, pred=119
2796=123, pred=123
9532=127, pred=127
936= 45, pred= 45
4514= 59, pred= 59
8873=161, pred=161
9658=154, pred=154
7747=124, pred=123
2452= 76, pred= 76
3285=117, pred=117
5084=134, pred=134
069= 69, pred= 59
6160=121, pred=121
2572= 97, pred= 97
4 0= 4, pred= 14
91 7= 98, pred= 98
264= 66, pred= 66
3547= 82, pred= 82
6510= 75, pred= 76
9167=158, pred=158
369= 72, pred= 72
5083=133, pred=133
654= 60, pred= 60
6023= 83, pred= 83
298=100, pred=100
4633= 79, pred= 79
7863=141, pred=141
411= 15, pred= 16
881= 89, pred= 89
1343= 56, pred= 56
1558= 73, pred= 73
9322=115, pred=115
1637= 53, pred= 53
4979=128, pred=127
1199=110, pred=110
9317=110, pred=110
6341=104, pred=104
13 7= 20, pred= 20
8343=126, pred=126
4991=140, pred=140
1677= 93, pred= 93
5469=123, pred=123
126= 27, pred= 17
24 4= 28, pred= 28
3076=106, pred=106
355= 58, pred= 58
8589=174, pred=174
3270=102, pred=102
5065=115, pred=115
271= 73, pred= 73
373= 76, pred= 76
6188=149, pred=149
3416= 50, pred= 50
1435= 49, pred= 49
7617= 93, pred= 93
287= 89, pred= 89
7 5= 12, pred= 12
9127=118, pred=118
5788=145, pred=145
8765=152, pred=152
5664=120, pred=120
2031= 51, pred= 52
1267= 79, pred= 79
4971=120, pred=120
1432= 46, pred= 46
1766= 83, pred= 83
1857= 75, pred= 75
4058= 98, pred= 98
30 1= 31, pred= 21
6122= 83, pred= 83
1374= 87, pred= 87
1960= 79, pred= 69
552= 57, pred= 57
6240=102, pred=102
2244= 66, pred= 66
7485=159, pred=159
1166= 77, pred= 77
44 6= 50, pred= 50
2888=116, pred=116
6927= 96, pred= 96
7697=173, pred=173
5925= 84, pred= 84
9052=142, pred=132
31 5= 36, pred= 36
1516= 31, pred= 31
6814= 82, pred= 82
9867=165, pred=165
941= 50, pred= 50
7989=168, pred=177
793=100, pred=100
1195=106, pred=116
96 8=104, pred=104
5122= 73, pred= 73
8359=142, pred=142
4188=129, pred=129
7343=116, pred=116
8543=128, pred=128
6410= 74, pred= 74
2739= 66, pred= 66
9299=191, pred=181
8431=115, pred=115
7540=115, pred=114
1757= 74, pred= 74
10 1= 11, pred= 11
5568=123, pred=123
2247= 69, pred= 69
1849= 67, pred= 67
7032=102, pred=102
1628= 44, pred= 43
6138= 99, pred= 99
2841= 69, pred= 69
7 8= 15, pred= 26
9355=148, pred=148
149= 50, pred= 40
87 6= 93, pred= 93
8937=126, pred=126
71 2= 73, pred= 73
497=101, pred=101
0 0= 0, pred= 10
4078=118, pred=118
6384=147, pred=147
1256= 68, pred= 68
2323= 46, pred= 46
4352= 95, pred= 95
9730=127, pred=127
5590=145, pred=145
3249= 81, pred= 81
5240= 92, pred= 92
2130= 51, pred= 52
1011= 21, pred= 11
4 1= 5, pred= 16
5711= 68, pred= 68
879= 87, pred= 87
6664=130, pred=130
9434=128, pred=128
3480=114, pred=114
6393=156, pred=156
5165=116, pred=116
9375=168, pred=168
25 3= 28, pred= 28
1279= 91, pred= 91
3940= 79, pred= 79
6859=127, pred=127
1365= 78, pred= 78
7464=138, pred=138
7092=162, pred=162
071= 71, pred= 61
3178=109, pred=109
2144= 65, pred= 65
9754=151, pred=151
9695=191, pred=181
8485=169, pred=169
9692=188, pred=177
9 0= 9, pred= 19
7213= 85, pred= 85
5 7= 12, pred= 22
37 8= 45, pred= 45
3543= 78, pred= 78
9561=156, pred=156
8480=164, pred=164
5994=153, pred=153
8175=156, pred=166
21 3= 24, pred= 24
2779=106, pred=106
9815=113, pred=114
2845= 73, pred= 73
8313= 96, pred= 96
6146=107, pred=107
8929=118, pred=118
7735=112, pred=112
3477=111, pred=111
6565=130, pred=130
6593=158, pred=147
7232=104, pred=104
5578=133, pred=133
8468=152, pred=152
7124= 95, pred= 95
9814=112, pred=112
3813= 51, pred= 51
6315= 78, pred= 78
7923=102, pred=102
870= 78, pred= 68
6018= 78, pred= 79
5496=150, pred=150
6566=131, pred=131
8052=132, pred=122
7287=159, pred=169
485= 89, pred= 89
7212= 84, pred= 84
3132= 63, pred= 63
8686=172, pred=162
9841=139, pred=149
4364=107, pred=107
1697=113, pred=114
1490=104, pred= 93
9828=126, pred=126
8053=133, pred=133
1328= 41, pred= 41
5437= 91, pred= 91
3658= 94, pred= 94
2041= 61, pred= 62
2622= 48, pred= 48
268= 70, pred= 70
1295=107, pred=117
9847=145, pred=145
49 6= 55, pred= 55
20 2= 22, pred= 22
1963= 82, pred= 82
2899=127, pred=127
4363=106, pred= 06
5281=133, pred=133
98 2=100, pred= 90
1287= 99, pred= 99
7245=117, pred=118
2182=103, pred=102
3289=121, pred=111
4025= 65, pred= 75
2152= 73, pred= 73
8886=174, pred=164
3699=135, pred=135
1522= 37, pred= 37
8872=160, pred=160
2282=104, pred=104
1416= 30, pred= 31
2174= 95, pred= 95
1132= 43, pred= 43
57 5= 62, pred= 62
1737= 54, pred= 54
1050= 60, pred= 60
9128=119, pred=119
7139=110, pred=110
1457= 71, pred= 71
2252= 74, pred= 74
1794=111, pred=111
3746= 83, pred= 83
6330= 93, pred= 93
4887=135, pred=135
1347= 60, pred= 50
8743=130, pred=130
4941= 90, pred= 90
8860=148, pred=147
1736= 53, pred= 53
5796=153, pred=154
8661=147, pred=147
1070= 80, pred= 80
5931= 90, pred= 90
5740= 97, pred= 97
6313= 76, pred= 76
7138=109, pred=109
8416=100, pred= 90
2710= 37, pred= 48
9260=152, pred=152
7721= 98, pred= 98
1526= 41, pred= 41
3482=116, pred=116
31 3= 34, pred= 24
5023= 73, pred= 73
6973=142, pred=142
48 5= 53, pred= 53
7751=128, pred=118
3339= 72, pred= 72
997=106, pred=106
7094=164, pred=165
8248=130, pred=130
9620=116, pred=116
5158=109, pred=109
3864=102, pred=102
8858=146, pred=146
65 5= 70, pred= 71
35 4= 39, pred= 39
4185=126, pred=126
5916= 75, pred= 75
366= 69, pred= 69
3626= 62, pred= 62
9749=146, pred=156
2074= 94, pred= 94
4080=120, pred=120
7045=115, pred=115
4398=141, pred=141
5481=135, pred=135
3426= 60, pred= 50
69 0= 69, pred= 69
5344= 97, pred= 97
5349=102, pred=102
4692=138, pred=137
1474= 88, pred= 88
9312=105, pred=105
2128= 49, pred= 40
7170=141, pred=141
3976=115, pred=115
7786=163, pred=163
4579=124, pred=124
1564= 79, pred= 79
8878=166, pred=166
5179=130, pred=130
2026= 46, pred= 56
841= 49, pred= 49
8773=160, pred=160
7886=164, pred=164
035= 35, pred= 36
7087=157, pred=147
2832= 60, pred= 60
40 5= 45, pred= 35
1623= 39, pred= 39
6960=129, pred=129
4530= 75, pred= 74
8279=161, pred=161
8 2= 10, pred= 19
4435= 79, pred= 79
3774=111, pred=111
4326= 69, pred= 69
3167= 98, pred= 98
6645=111, pred=111
8967=156, pred=156
1814= 32, pred= 32
58 6= 64, pred= 64
7151=122, pred=122
3844= 82, pred= 82
1260= 72, pred= 72
7184=155, pred=155
6749=116, pred=116
21 4= 25, pred= 25
2045= 65, pred= 65
7060=130, pred=130
6662=128, pred=128
2570= 95, pred= 95
9424=118, pred=118
8690=176, pred=176
1742= 59, pred= 59
61 6= 67, pred= 67
23 1= 24, pred= 24
9415=109, pred=109
6674=140, pred=140
47 5= 52, pred= 52
2033= 53, pred= 53
9234=126, pred=126
5 4= 9, pred= 9
9649=145, pred=145
3171=102, pred=102
1338= 51, pred= 51
29 0= 29, pred= 29
2320= 43, pred= 53
878= 86, pred= 86
45 7= 52, pred= 52
4956=105, pred=105
1240= 52, pred= 52
5569=124, pred=124
4085=125, pred=125
3730= 67, pred= 67
8285=167, pred=167
12 1= 13, pred= 23
9592=187, pred=177
8149=130, pred=130
6336= 99, pred= 99
2898=126, pred=126
627= 33, pred= 33
3410= 44, pred= 54
5131= 82, pred= 82
5279=131, pred=131
190= 91, pred= 92
6540=105, pred=114
4342= 85, pred= 85
6196=157, pred=157
7717= 94, pred= 95
8436=120, pred=110
2666= 92, pred= 92
2653= 79, pred= 79
748= 55, pred= 55
3826= 64, pred= 64
6581=146, pred=146
6252=114, pred=114
7687=163, pred=163
2635= 61, pred= 61
1540= 55, pred= 55
13 3= 16, pred= 26
1661= 77, pred= 77
3460= 94, pred= 94
1973= 92, pred= 92
6860=128, pred=127
344= 47, pred= 47
3617= 53, pred= 53
8490=174, pred=174
7081=151, pred=161
6346=109, pred=109
8827=115, pred=115
1534= 49, pred= 49
5229= 81, pred= 81
97 0= 97, pred= 98
7792=169, pred=169
8862=150, pred=150
81 0= 81, pred= 81
8741=128, pred=128
93 7=100, pred=100
3841= 79, pred= 79
5 1= 6, pred= 16
7817= 95, pred= 95
947= 56, pred= 56
6295=157, pred=157
4442= 86, pred= 86
1366= 79, pred= 79
828= 36, pred= 36
7693=169, pred=169
3062= 92, pred= 92
313= 16, pred= 16
1568= 83, pred= 83
4419= 63, pred= 63
31 4= 35, pred= 35
1430= 44, pred= 44
9223=115, pred=115
7323= 96, pred= 96
2874=102, pred=102
8386=169, pred=169
3264= 96, pred= 96
9263=155, pred=155
9 5= 14, pred= 13
4548= 93, pred= 93
6296=158, pred=167
2631= 57, pred= 57
3380=113, pred=113
2428= 52, pred= 52
2991=120, pred=110
4570=115, pred=114
7160=131, pred=131
50 3= 53, pred= 53
2954= 83, pred= 83
8058=138, pred=138
2368= 91, pred= 91
6038= 98, pred= 99
737= 44, pred= 43
8094=174, pred=174
391= 94, pred= 94
9970=169, pred=179
2658= 84, pred= 84
7597=172, pred=172
6520= 85, pred= 85
6871=139, pred=149
8036=116, pred=116
7623= 99, pred= 99
8718=105, pred=105
8061=141, pred=131
4562=107, pred=107
3991=130, pred=110
7994=173, pred=173
1763= 80, pred= 80
8435=119, pred=119
9491=185, pred=175
96 9=105, pred=105
314= 17, pred= 17
92 1= 93, pred= 93
41 5= 46, pred= 46
5671=127, pred=127
222= 24, pred= 24
9 1= 10, pred= 10
7267=139, pred=149
6697=163, pred=164
8756=143, pred=143
4794=141, pred=131
4734= 81, pred= 81
99 2=101, pred=101
493= 97, pred= 97
8575=160, pred=160
1157= 68, pred= 68
8698=184, pred=184
2677=103, pred=103
34 7= 41, pred= 41
6472=136, pred=136
7793=170, pred=160
6173=134, pred=134
3824= 62, pred= 62
6843=111, pred=111
7058=128, pred=128
1353= 66, pred= 66
450= 54, pred= 54
5140= 91, pred=102
829= 37, pred= 37
2346= 69, pred= 69
2836= 64, pred= 64
1916= 35, pred= 35
9219=111, pred=111
191= 92, pred= 92
1761= 78, pred= 78
9329=122, pred=122
4657=103, pred=103
6088=148, pred=148
2577=102, pred=102
32 8= 40, pred= 40
78 0= 78, pred= 78
59 4= 63, pred= 53
2242= 64, pred= 64
9173=164, pred=164
2156= 77, pred= 77
4397=140, pred=140
6156=117, pred=118
889= 97, pred= 97
7515= 90, pred= 81
1629= 45, pred= 45
7772=149, pred=139
1988=107, pred=117
319= 22, pred= 22
1439= 53, pred= 53
6110= 71, pred= 71
3020= 50, pred= 50
4072=112, pred=112
611= 17, pred= 17
7426=100, pred= 90
3952= 91, pred=191
2434= 58, pred= 58
8329=112, pred=112
6576=141, pred=141
6335= 98, pred= 98
5424= 78, pred= 78
6810= 78, pred= 78
4837= 85, pred= 85
5674=130, pred=130
6589=154, pred=154
4712= 59, pred= 59
2444= 68, pred= 68
7054=124, pred=123
8045=125, pred=125
043= 43, pred= 53
1827= 45, pred= 45
6357=120, pred=120
9050=140, pred=110
8627=113, pred=113
3564= 99, pred= 99
4034= 74, pred= 73
9238=130, pred=130
6057=117, pred=117
7670=146, pred=146
6737=104, pred=103
5521= 76, pred= 76
9233=125, pred=125
7294=166, pred=166
5662=118, pred=118
6630= 96, pred= 96
7636=112, pred=112
8576=161, pred=161
5632= 88, pred= 88
9619=115, pred=115
6745=112, pred=112
6972=141, pred=141
83 0= 83, pred= 82
5152=103, pred=103
9523=118, pred=118
421= 25, pred= 25
99 7=106, pred=106
2465= 89, pred= 89
6832=100, pred=100
1420= 34, pred= 34
3793=130, pred=120
4916= 65, pred= 65
2831= 59, pred= 59
2453= 77, pred= 77
1066= 76, pred= 76
7 2= 9, pred= 19
9789=186, pred=186
6569=134, pred=134
8178=159, pred=159
5172=123, pred=123
9899=197, pred=187
8695=181, pred=181
7249=121, pred=121
9222=114, pred=113
75 0= 75, pred= 75
85 3= 88, pred= 88
6 5= 11, pred= 11
3089=119, pred=119
7729=106, pred=106
0 9= 9, pred= 19
5970=129, pred=129
1977= 96, pred= 96
8532=117, pred=117
5853=111, pred=111
7719= 96, pred= 96
7280=152, pred=152
3761= 98, pred= 98
8852=140, pred=140
8832=120, pred=120
4194=135, pred=135
3982=121, pred=121
83 6= 89, pred= 89
5264=116, pred=116
7388=161, pred=161
9136=127, pred=127
5689=145, pred=145
3945= 84, pred= 84
8664=150, pred=150
7655=131, pred=131
5171=122, pred=122
3466=100, pred=190
9862=160, pred=160
1582= 97, pred= 97
8079=159, pred=169
5895=153, pred=153
1397=110, pred=110
10 9= 19, pred= 29
9297=189, pred=189
1967= 86, pred= 86
9010=100, pred=110
1483= 97, pred= 97
523= 28, pred= 28
9784=181, pred=181
530= 35, pred= 35
8545=130, pred=120
8665=151, pred=151
7815= 93, pred= 83
1113= 24, pred= 24
4073=113, pred=113
5033= 83, pred= 83
959= 68, pred= 67
7659=135, pred=135
1591=106, pred=117
95 2= 97, pred= 97
3956= 95, pred= 95
3011= 41, pred= 41
62 3= 65, pred= 65
6261=123, pred=123
481= 85, pred= 85
2210= 32, pred= 43
60 7= 67, pred= 67
7429=103, pred=103
93 3= 96, pred= 96
3214= 46, pred= 46
2638= 64, pred= 64
8140=121, pred=111
3069= 99, pred= 99
7567=142, pred=142
5999=158, pred=157
3374=107, pred=107
7564=139, pred=139
5792=149, pred=149
4235= 77, pred= 77
1843= 61, pred= 61
89 2= 91, pred= 91
5 3= 8, pred= 18
42 3= 45, pred= 45
53 7= 60, pred= 60
8819=107, pred=117
7025= 95, pred= 95
7353=126, pred=126
2435= 59, pred= 59
26 0= 26, pred= 36
99 4=103, pred= 93
6310= 73, pred= 74
5246= 98, pred= 98
8446=130, pred=120
679= 85, pred= 86
1143= 54, pred= 54
273= 75, pred= 75
3566=101, pred=101
6591=156, pred=156
6099=159, pred=160
7495=169, pred=169
7131=102, pred= 92
3432= 66, pred= 67
5749=106, pred=106
7195=166, pred=166
41 3= 44, pred= 44
3967=106, pred= 06
6588=153, pred=153
644= 50, pred= 50
8893=181, pred=181
5120= 71, pred= 71
1874= 92, pred= 92
9788=185, pred=184
3017= 47, pred= 57
7345=118, pred=118
1017= 27, pred= 28
4456=100, pred=100
8936=125, pred=125
5379=132, pred=132
9518=113, pred=114
32 5= 37, pred= 37
4917= 66, pred= 66
8278=160, pred=160
063= 63, pred= 63
9398=191, pred=181
74 8= 82, pred= 82
9740=137, pred=137
9656=152, pred=152
6527= 92, pred= 92
1346= 59, pred= 59
38 2= 40, pred= 40
5650=106, pred=106
495= 99, pred= 99
2257= 79, pred= 79
82 8= 90, pred= 90
7315= 88, pred= 88
2827= 55, pred= 55
1410= 24, pred= 24
14 0= 14, pred= 14
43 9= 52, pred= 52
1022= 32, pred= 22
2889=117, pred=127
2747= 74, pred= 74
764= 71, pred= 71
7871=149, pred=149
1468= 82, pred= 82
7275=147, pred=147
8888=176, pred=176
6416= 80, pred= 80
6689=155, pred=155
6767=134, pred=134
9914=113, pred=113
7872=150, pred=150
9344=137, pred=137
7145=116, pred=116
8725=112, pred=112
5483=137, pred=137
38 7= 45, pred= 45
4010= 50, pred= 50
7929=108, pred=118
2173= 94, pred= 94
2047= 67, pred= 67
583= 88, pred= 88
582= 87, pred= 87
626= 32, pred= 32
5515= 70, pred= 71
3252= 84, pred= 84
7089=159, pred=159
6091=151, pred=161
5831= 89, pred= 89
1247= 59, pred= 59
9017=107, pred=107
8139=120, pred=120
3488=122, pred=122
1836= 54, pred= 54
4199=140, pred=131
4774=121, pred=121
2394=117, pred=117
18 6= 24, pred= 23
7980=159, pred=169
2917= 46, pred= 46
614= 20, pred= 20
3970=109, pred=109
7516= 91, pred= 81
915= 24, pred= 34
7030=100, pred= 90
7532=107, pred=118
2216= 38, pred= 38
3184=115, pred=115
2073= 93, pred= 93
122= 23, pred= 23
1833= 51, pred= 51
4142= 83, pred= 83
9856=154, pred=154
747= 54, pred= 53
596=101, pred=101
1434= 48, pred= 48
1597=112, pred=111
4715= 62, pred= 62
6970=139, pred=139
4679=125, pred=125
2728= 55, pred= 55
412= 16, pred= 16
3622= 58, pred= 58
59 5= 64, pred= 64
7311= 84, pred= 84
9 3= 12, pred= 12
420= 24, pred= 24
8861=149, pred=159
6748=115, pred=115
8387=170, pred=170
6717= 84, pred= 85
6920= 89, pred= 89
5615= 71, pred= 81
3918= 57, pred= 57
6468=132, pred=132
3149= 80, pred= 80
7197=168, pred=167
2660= 86, pred= 86
19 7= 26, pred= 36
9383=176, pred=166
3366= 99, pred= 99
3135= 66, pred= 67
9077=167, pred=177
1896=114, pred=114
537= 42, pred= 42
1740= 57, pred= 58
8390=173, pred=172
7730=107, pred=108
7939=118, pred=128
8398=181, pred=181
5553=108, pred=108
9961=160, pred=160
1352= 65, pred= 65
7071=141, pred=161
3293=125, pred=125
2370= 93, pred= 93
3665=101, pred=101
5310= 63, pred= 64
2290=112, pred=112
6691=157, pred=157
066= 66, pred= 66
1384= 97, pred= 97
3414= 48, pred= 48
8080=160, pred=170
5596=151, pred=171
7718= 95, pred= 95
1451= 65, pred= 65
4288=130, pred=130
4370=113, pred=103
7892=170, pred=170
9776=173, pred=163
6026= 86, pred= 86
3675=111, pred=111
8258=140, pred=140
2392=115, pred=115
8688=174, pred=174
1068= 78, pred= 77
4478=122, pred=122
2325= 48, pred= 48
1043= 53, pred= 53
4843= 91, pred= 91
3471=105, pred=105
917= 26, pred= 26
61 5= 66, pred= 66
6343=106, pred= 06
3340= 73, pred= 83
5457=111, pred=111
8360=143, pred=144
6259=121, pred=121
4948= 97, pred= 97
840= 48, pred= 48
6431= 95, pred= 95
97 5=102, pred=102
4749= 96, pred= 96
7538=113, pred=113
7862=140, pred=140
5748=105, pred=105
3640= 76, pred= 76
8439=123, pred=123
9573=168, pred=168
112= 13, pred= 23
16 4= 20, pred= 20
7198=169, pred=169
5962=121, pred=121
2952= 81, pred= 91
8049=129, pred=129
9920=119, pred=119
2523= 48, pred= 48
8783=170, pred=170
9481=175, pred=165
8020=100, pred=100
7581=156, pred=156
6525= 90, pred= 91
4094=134, pred=134
7756=133, pred=133
1689=105, pred=106
5918= 77, pred= 77
15 8= 23, pred= 23
150= 51, pred= 51
9747=144, pred=144
521= 26, pred= 26
3656= 92, pred= 92
4193=134, pred=134
5022= 72, pred= 72
4444= 88, pred= 88
5262=114, pred=114
7956=135, pred=135
56 0= 56, pred= 56
9121=112, pred=112
3764=101, pred=101
2027= 47, pred= 57
3295=127, pred=127
7357=130, pred=130
7141=112, pred=112
1393=106, pred=106
1187= 98, pred= 89
5666=122, pred=122
7543=118, pred=118
075= 75, pred= 75
69 1= 70, pred= 70
9086=176, pred=177
3032= 62, pred= 63
3183=114, pred=114
9067=157, pred=157
9325=118, pred=118
9368=161, pred=161
66 6= 72, pred= 72
2947= 76, pred= 76
9063=153, pred=153
9787=184, pred=184
7051=121, pred=121
7740=117, pred=117
2035= 55, pred= 55
6978=147, pred=147
4885=133, pred=133
3672=108, pred=108
725= 32, pred= 32
2644= 70, pred= 70
3718= 55, pred= 55
954= 63, pred= 63
3310= 43, pred= 44
8425=109, pred=109
9419=113, pred=113
2475= 99, pred= 99
7088=158, pred=148
77 0= 77, pred= 77
6061=121, pred=111
2675=101, pred=101
5912= 71, pred= 70
8 8= 16, pred= 16
1088= 98, pred= 98
1314= 27, pred= 27
8896=184, pred=184
7667=143, pred=143
8527=112, pred=112
7690=166, pred=166
1264= 76, pred= 76
4619= 65, pred= 64
44 2= 46, pred= 46
5418= 72, pred= 72
3716= 53, pred= 53
8826=114, pred=114
8281=163, pred=163
724= 31, pred= 31
6819= 87, pred= 97
7896=174, pred=174
4132= 73, pred= 73
7078=148, pred=138
8513= 98, pred= 98
2350= 73, pred= 73
5330= 83, pred= 83
3981=120, pred=110
4716= 63, pred= 63
9286=178, pred=168
3861= 99, pred=109
6169=130, pred=130
4935= 84, pred= 84
1993=112, pred=111
8056=136, pred=136
7752=129, pred=129
6582=147, pred=147
4445= 89, pred= 89
3376=109, pred=109
2377=100, pred=100
9652=148, pred=148
6834=102, pred=102
6290=152, pred=142
1277= 89, pred= 79
9923=122, pred=121
6437=101, pred=101
64 7= 71, pred= 81
4170=111, pred=111
2095=115, pred=115
3889=127, pred=127
5423= 77, pred= 77
9054=144, pred=143
6924= 93, pred= 83
68 2= 70, pred= 70
6699=165, pred=155
8131=112, pred=102
2099=119, pred=110
2211= 33, pred= 44
4953=102, pred=102
7316= 89, pred= 89
3052= 82, pred= 82
82 1= 83, pred= 83
6885=153, pred=153
3654= 90, pred= 90
8691=177, pred=167
3662= 98, pred= 97
5550=105, pred=115
8958=147, pred=147
73 2= 75, pred= 75
6349=112, pred=112
7969=148, pred=147
2473= 97, pred= 97
6480=144, pred=145
4070=110, pred=110
7765=142, pred=142
6856=124, pred=124
461= 65, pred= 65
9441=135, pred=135
1386= 99, pred= 99
83 1= 84, pred= 84
54 3= 57, pred= 57
5891=149, pred=159
24 2= 26, pred= 26
341= 44, pred= 44
6672=138, pred=138
8898=186, pred=187
8833=121, pred=121
250= 52, pred= 52
4584=129, pred=129
7520= 95, pred= 95
9380=173, pred=174
5783=140, pred=140
2670= 96, pred= 96
7949=128, pred=127
212= 14, pred= 24
4452= 96, pred= 96
1869= 87, pred= 87
6322= 85, pred= 85
8462=146, pred=146
8128=109, pred=109
1163= 74, pred= 74
5166=117, pred=117
5035= 85, pred= 85
8111= 92, pred=102
2474= 98, pred= 98
4967=116, pred=106
7413= 87, pred= 87
7144=115, pred=115
8157=138, pred=138
4226= 68, pred= 68
7457=131, pred=131
5886=144, pred=144
1383= 96, pred= 96
7624=100, pred= 90
4035= 75, pred= 75
238= 40, pred= 40
58 7= 65, pred= 65
7679=155, pred=155
488= 92, pred= 92
8696=182, pred=182
6184=145, pred=145
231= 33, pred= 43
4717= 64, pred= 64
4157= 98, pred= 98
8317=100, pred=100
5926= 85, pred= 85
4529= 74, pred= 74
2568= 93, pred= 93
4541= 86, pred= 86
8972=161, pred=161
1889=107, pred=117
2976=105, pred=105
1458= 72, pred= 71
3933= 72, pred= 72
1693=109, pred=109
2596=121, pred=121
3348= 81, pred= 81
7027= 97, pred= 97
9254=146, pred=146
3856= 94, pred= 94
9090=180, pred=180
56 3= 59, pred= 49
7922=101, pred=101
3019= 49, pred= 49
330= 33, pred= 43
3984=123, pred=123
25 9= 34, pred= 44
7351=124, pred=125
2418= 42, pred= 42
9018=108, pred=108
423= 27, pred= 27
14 4= 18, pred= 18
5282=134, pred=134
8514= 99, pred= 98
94 3= 97, pred= 97
3156= 87, pred= 87
093= 93, pred= 93
6648=114, pred=113
6286=148, pred=148
3838= 76, pred= 76
4585=130, pred=130
4271=113, pred=113
3193=124, pred=124
8821=109, pred=119
3352= 85, pred= 85
1887=105, pred=105
397=100, pred=100
6765=132, pred=132
9625=121, pred=121
3345= 78, pred= 78
1912= 31, pred= 31
6376=139, pred=139
6178=139, pred=139
3849= 87, pred= 87
458= 62, pred= 62
4957=106, pred=106
9181=172, pred=172
815= 23, pred= 23
1974= 93, pred= 93
1381= 94, pred= 94
1972= 91, pred= 91
6845=113, pred=113
6329= 92, pred= 92
3225= 57, pred= 57
1654= 70, pred= 70
3788=125, pred=125
1866= 84, pred= 84
9217=109, pred=109
5336= 89, pred= 89
16 7= 23, pred= 23
78 8= 86, pred= 86
3336= 69, pred= 69
6864=132, pred=132
9913=112, pred=112
9155=146, pred=146
1254= 66, pred= 66
3560= 95, pred= 95
3923= 62, pred= 62
2341= 64, pred= 64
7469=143, pred=143
1146= 57, pred= 57
95 6=101, pred=101
551= 56, pred= 56
6663=129, pred=128
7322= 95, pred= 95
8050=130, pred=110
16 2= 18, pred= 18
8978=167, pred=167
79 4= 83, pred= 83
6964=133, pred=133
4382=125, pred=125
8470=154, pred=154
8867=155, pred=155
5314= 67, pred= 67
1946= 65, pred= 65
3632= 68, pred= 68
8994=183, pred=183
4984=133, pred=133
5135= 86, pred= 86
6462=126, pred=126
6022= 82, pred= 82
9829=127, pred=137
9497=191, pred=181
7162=133, pred=133
46 7= 53, pred= 53
9319=112, pred=111
4439= 83, pred= 83
1276= 88, pred= 79
5959=118, pred=118
9366=159, pred=159
4311= 54, pred= 44
5681=137, pred=137
75 1= 76, pred= 76
5448=102, pred=102
2950= 79, pred= 79
7769=146, pred=146
8254=136, pred=146
47 6= 53, pred= 53
7261=133, pred=133
9226=118, pred=118
7290=162, pred=162
8392=175, pred=165
3539= 74, pred= 74
29 3= 32, pred= 32
1363= 76, pred= 76
5374=127, pred=127
7512= 87, pred= 87
9854=152, pred=152
98 5=103, pred= 93
4136= 77, pred= 77
1016= 26, pred= 26
4975=124, pred=124
6892=160, pred=160
9323=116, pred=116
3866=104, pred=104
8616=102, pred=102
2791=118, pred=118
5756=113, pred=113
4191=132, pred=142
9686=182, pred=182
6696=162, pred=162
5857=115, pred=115
887= 95, pred= 95
8979=168, pred=177
7836=114, pred=114
7534=109, pred=109
65 9= 74, pred= 74
1286= 98, pred= 99
8530=115, pred=114
9950=149, pred=159
8497=181, pred=181
2651= 77, pred= 77
2 2= 4, pred= 14
7386=159, pred=159
5185=136, pred=136
3664=100, pred=100
5661=117, pred=117
99 6=105, pred=105
642= 48, pred= 48
2131= 52, pred= 52
3512= 47, pred= 47
519= 24, pred= 24
558= 63, pred= 63
684= 90, pred= 80
3876=114, pred=114
5855=113, pred=113
6285=147, pred=147
2999=128, pred=127
9590=185, pred=184
735= 42, pred= 42
5 9= 14, pred= 23
1159= 70, pred= 70
610= 16, pred= 16
2828= 56, pred= 56
9247=139, pred=139
4834= 82, pred= 82
347= 50, pred= 50
5422= 76, pred= 76
1525= 40, pred= 41
6719= 86, pred= 86
6729= 96, pred= 96
089= 89, pred= 89
4063=103, pred=103
2575=100, pred=190
478= 82, pred= 82
4362=105, pred=105
5471=125, pred=125
6430= 94, pred= 94
3754= 91, pred= 91
1032= 42, pred= 43
8179=160, pred=160
8461=145, pred=145
5028= 78, pred= 79
22 5= 27, pred= 17
7443=117, pred=118
6222= 84, pred= 84
3047= 77, pred= 77
7897=175, pred=176
4322= 65, pred= 65
4787=134, pred=134
5443= 97, pred= 97
7940=119, pred=119
6149=110, pred=110
73 3= 76, pred= 76
11 1= 12, pred= 22
7486=160, pred=160
6658=124, pred=123
6024= 84, pred= 83
4559=104, pred=104
1175= 86, pred= 86
9166=157, pred=157
9967=166, pred=166
6545=110, pred=110
5558=113, pred=113
8448=132, pred=132
1317= 30, pred= 30
65 3= 68, pred= 68
2234= 56, pred= 56
3359= 92, pred= 92
5311= 64, pred= 64
4870=118, pred=118
4192=133, pred=143
8033=113, pred=123
4710= 57, pred= 57
95 1= 96, pred= 96
58 0= 58, pred= 58
55 6= 61, pred= 61
8758=145, pred=145
3372=105, pred=105
5729= 86, pred= 86
4772=119, pred=119
3465= 99, pred= 99
6644=110, pred=110
73 6= 79, pred= 79
6933=102, pred=102
3443= 77, pred= 77
58 2= 60, pred= 59
7 6= 13, pred= 23
163= 64, pred= 64
787= 94, pred= 94
13 9= 22, pred= 22
65 4= 69, pred= 69
8546=131, pred=131
8850=138, pred=138
7247=119, pred=119
5784=141, pred=141
685= 91, pred= 91
8611= 97, pred= 07
2212= 34, pred= 34
946= 55, pred= 55
3060= 90, pred=090
594= 99, pred= 99
2910= 39, pred= 49
2 8= 10, pred= 10
7091=161, pred=161
6923= 92, pred= 92
35 9= 44, pred= 44
5914= 73, pred= 74
6539=104, pred=104
692= 98, pred= 98
3755= 92, pred= 92
7230=102, pred=102
1182= 93, pred= 92
5181=132, pred=142
4968=117, pred=117
3215= 47, pred= 47
848= 56, pred= 56
9482=176, pred=176
2287=109, pred=109
9185=176, pred=176
2280=102, pred=102
2929= 58, pred= 68
4090=130, pred=120
8932=121, pred=121
5867=125, pred=125
4978=127, pred=127
4341= 84, pred= 84
8760=147, pred=147
9454=148, pred=148
2233= 55, pred= 55
5862=120, pred=120
8544=129, pred=129
619= 25, pred= 26
4495=139, pred=139
956= 65, pred= 65
92 0= 92, pred= 92
15 0= 15, pred= 14
4345= 88, pred= 88
7778=155, pred=165
8424=108, pred=118
73 1= 74, pred= 74
1884=102, pred=102
3715= 52, pred= 53
9363=156, pred=156
43 1= 44, pred= 44
2431= 55, pred= 55
4027= 67, pred= 67
7297=169, pred=169
9615=111, pred=112
6798=165, pred=165
3199=130, pred=110
4213= 55, pred= 55
1999=118, pred=128
4174=115, pred=115
13 2= 15, pred= 25
693= 99, pred= 99
6494=158, pred=147
47 2= 49, pred= 49
974= 83, pred= 83
9712=109, pred=109
1055= 65, pred= 65
7935=114, pred=114
4231= 73, pred= 73
1670= 86, pred= 86
94 7=101, pred=101
151= 52, pred= 52
5440= 94, pred=194
1447= 61, pred= 61
9938=137, pred=137
4671=117, pred=117
7090=160, pred=160
7266=138, pred=138
1274= 86, pred= 86
6626= 92, pred= 92
6747=114, pred=113
2860= 88, pred= 88
8610= 96, pred= 96
9452=146, pred=146
3475=109, pred=109
6148=109, pred=109
23 7= 30, pred= 30
8868=156, pred=156
2634= 60, pred= 50
9353=146, pred=146
2093=113, pred=113
9099=189, pred=189
62 7= 69, pred= 79
8113= 94, pred= 94
7235=107, pred=108
3347= 80, pred= 80
6526= 91, pred= 91
1940= 59, pred= 59
4793=140, pred=130
1758= 75, pred= 75
0 4= 4, pred= 13
4511= 56, pred= 56
3211= 43, pred= 43
2673= 99, pred= 99
36 7= 43, pred= 43
8471=155, pred=155
2636= 62, pred= 62
9969=168, pred=177
4526= 71, pred= 71
9623=119, pred=119
5475=129, pred=129
5761=118, pred=118
1359= 72, pred= 72
4740= 87, pred= 87
1891=109, pred=109
8755=142, pred=142
2887=115, pred=115
3728= 65, pred= 65
7918= 97, pred= 97
7149=120, pred=120
6574=139, pred=139
1727= 44, pred= 43
9221=113, pred=113
7580=155, pred=146
19 9= 28, pred= 28
1082= 92, pred= 92
5472=126, pred=126
6456=120, pred=110
7183=154, pred=155
449= 53, pred= 53
8071=151, pred=161
8612= 98, pred= 98
6030= 90, pred= 80
1910= 29, pred= 39
3614= 50, pred= 50
118= 19, pred= 29
8771=158, pred=158
8510= 95, pred= 96
3680=116, pred=116
838= 46, pred= 46
53 1= 54, pred= 54
63 6= 69, pred= 79
68 3= 71, pred= 71
5061=111, pred=111
6370=133, pred=133
9993=192, pred=182
9426=120, pred=120
5447=101, pred=101
6534= 99, pred= 99
2621= 47, pred= 47
5331= 84, pred= 84
4582=127, pred=127
6254=116, pred=116
2191=112, pred=112
7360=133, pred=144
5518= 73, pred= 74
7156=127, pred=128
8286=168, pred=168
9975=174, pred=163
2921= 50, pred= 40
9645=141, pred=141
9729=126, pred=126
799=106, pred=106
2821= 49, pred= 49
5271=123, pred=123
7728=105, pred=105
8654=140, pred=140
1038= 48, pred= 49
3119= 50, pred= 50
4791=138, pred=128
9336=129, pred=129
5936= 95, pred= 95
4924= 73, pred= 73
0 5= 5, pred= 16
4753=100, pred= 90
2120= 41, pred= 52
9356=149, pred=159
3481=115, pred=115
7366=139, pred=139
7974=153, pred=153
3386=119, pred=119
8299=181, pred=181
9881=179, pred=179
114= 15, pred= 25
3111= 42, pred= 42
2713= 40, pred= 40
4333= 76, pred= 76
2264= 86, pred= 86
1334= 47, pred= 47
86 2= 88, pred= 88
8171=152, pred=152
1789=106, pred=106
9157=148, pred=148
9062=152, pred=152
5566=121, pred=121
1442= 56, pred= 56
8894=182, pred=182
2 6= 8, pred= 18
27 7= 34, pred= 33
7834=112, pred=112
7761=138, pred=138
54 4= 58, pred= 58
9551=146, pred=146
3887=125, pred=125
8895=183, pred=183
4946= 95, pred= 95
4146= 87, pred= 87
5295=147, pred=147
245= 47, pred= 37
4484=128, pred=128
42 7= 49, pred= 49
4534= 79, pred= 79
6934=103, pred=103
1976= 95, pred= 95
1924= 43, pred= 43
5888=146, pred=146
7196=167, pred=167
4664=110, pred=110
3381=114, pred=114
9132=123, pred=123
14 6= 20, pred= 21
9875=173, pred=163
1425= 39, pred= 39
6781=148, pred=137
849= 57, pred= 57
6150=111, pred=111
7996=175, pred=174
7026= 96, pred= 96
4264=106, pred=106
39 5= 44, pred= 44
8434=118, pred=118
7982=161, pred=161
1360= 73, pred= 73
6847=115, pred=115
3029= 59, pred= 59
3914= 53, pred= 53
2813= 41, pred= 41
1615= 31, pred= 31
2338= 61, pred= 71
4020= 60, pred= 60
358= 61, pred= 61
1594=109, pred=109
3384=117, pred=117
7098=168, pred=168
453= 57, pred= 57
2711= 38, pred= 38
34 2= 36, pred= 36
939= 48, pred= 48
932= 41, pred= 41
7924=103, pred=103
1726= 43, pred= 43
7225= 97, pred= 97
1714= 31, pred= 31
8957=146, pred=146
9584=179, pred=169
4227= 69, pred= 69
7851=129, pred=129
7644=120, pred=120
12 0= 12, pred= 22
4253= 95, pred= 95
8455=139, pred=139
7674=150, pred=140
6489=153, pred=153
79 5= 84, pred= 84
1665= 81, pred= 81
90 1= 91, pred= 91
6514= 79, pred= 79
5562=117, pred=117
3393=126, pred=126
472= 76, pred= 76
8774=161, pred=161
2757= 84, pred= 84
7774=151, pred=161
2925= 54, pred= 54
9696=192, pred=182
52 4= 56, pred= 56
8070=150, pred=170
77 7= 84, pred= 83
4873=121, pred=121
354= 57, pred= 57
2839= 67, pred= 67
6159=120, pred=120
3 9= 12, pred= 12
1782= 99, pred= 09
4981=130, pred=130
3317= 50, pred= 50
84 3= 87, pred= 87
715= 22, pred= 23
85 7= 92, pred= 92
3510= 45, pred= 55
4371=114, pred=114
8356=139, pred=139
7057=127, pred=127
2688=114, pred=114
5743=100, pred= 90
19 4= 23, pred= 23
7682=158, pred=159
711= 18, pred= 18
4894=142, pred=142
6236= 98, pred= 98
9746=143, pred=143
1326= 39, pred= 39
6896=164, pred=164
098= 98, pred= 99
6027= 87, pred= 87
8720=107, pred=118
3377=110, pred=110
3417= 51, pred= 51
3827= 65, pred= 65
1588=103, pred=103
5297=149, pred=159
3130= 61, pred= 62
6378=141, pred=141
2294=116, pred=116
6053=113, pred=113
7835=113, pred=113
3088=118, pred=118
2348= 71, pred= 71
6813= 81, pred= 81
9320=113, pred=113
1469= 83, pred= 83
8334=117, pred=117
7186=157, pred=147
2875=103, pred=113
6 9= 15, pred= 26
3283=115, pred=115
7421= 95, pred= 95
7748=125, pred=125
8951=140, pred=150
79 1= 80, pred= 89
6499=163, pred=163
1042= 52, pred= 53
9817=115, pred=115
6433= 97, pred= 97
683= 89, pred= 89
024= 24, pred= 23
7142=113, pred=113
662= 68, pred= 68
3667=103, pred=103
9873=171, pred=171
6071=131, pred=131
5341= 94, pred= 94
90 4= 94, pred= 93
6941=110, pred=110
98 3=101, pred=101
8250=132, pred=132
5445= 99, pred= 99
8495=179, pred=169
3773=110, pred=110
1921= 40, pred= 40
1467= 81, pred= 81
2865= 93, pred= 93
3537= 72, pred= 72
6755=122, pred=122
5731= 88, pred= 88
9741=138, pred=138
6398=161, pred=161
2970= 99, pred= 99
5626= 82, pred= 82
42 4= 46, pred= 46
5835= 93, pred= 93
81 3= 84, pred= 84
4234= 76, pred= 76
5068=118, pred=118
2838= 66, pred= 66
2684=110, pred=100
9274=166, pred=166
383= 86, pred= 86
3629= 65, pred= 65
4864=112, pred=112
1350= 63, pred= 63
6882=150, pred=150
2878=106, pred=106
55 1= 56, pred= 56
3523= 58, pred= 58
2416= 40, pred= 40
3143= 74, pred= 74
2367= 90, pred= 80
9890=188, pred=188
24 0= 24, pred= 24
69 4= 73, pred= 73
7723=100, pred=100
4110= 51, pred= 51
7173=144, pred=145
8859=147, pred=147
1550= 65, pred= 65
3371=104, pred=104
1444= 58, pred= 58
9949=148, pred=157
254= 56, pred= 56
3536= 71, pred= 71
4920= 69, pred= 69
9034=124, pred=133
7941=120, pred=120
2783=110, pred=110
1858= 76, pred= 76
364= 67, pred= 67
425= 29, pred= 29
7476=150, pred=140
9 6= 15, pred= 26
2374= 97, pred= 97
2265= 87, pred= 87
4552= 97, pred= 97
982= 91, pred= 91
5426= 80, pred= 80
6142=103, pred=103
7541=116, pred=116
4637= 83, pred= 83
3711= 48, pred= 48
1085= 95, pred= 95
5525= 80, pred= 81
6567=132, pred=132
9647=143, pred=143
4517= 62, pred= 62
5547=102, pred=102
7336=109, pred=109
5897=155, pred=155
1362= 75, pred= 75
3678=114, pred=114
6823= 91, pred= 91
8941=130, pred=130
4156= 97, pred= 97
6194=155, pred=155
7895=173, pred=173
3033= 63, pred= 63
9514=109, pred=109
5851=109, pred=109
4593=138, pred=137
3271=103, pred=103
4319= 62, pred= 62
3567=102, pred=102
9071=161, pred=161
4545= 90, pred= 90
4798=145, pred=145
1640= 56, pred= 56
2169= 90, pred= 90
1375= 88, pred= 88
4389=132, pred=132
8828=116, pred=116
9780=177, pred=177
1957= 76, pred= 76
9144=135, pred=135
9622=118, pred=118
9941=140, pred=150
9545=140, pred=131
5775=132, pred=132
34 1= 35, pred= 35
2712= 39, pred= 49
9023=113, pred=123
8215= 97, pred= 97
3811= 49, pred= 49
971= 80, pred= 80
9896=194, pred=184
5971=130, pred=130
3595=130, pred=120
943= 52, pred= 52
76 0= 76, pred= 76
5866=124, pred=124
896=104, pred=104
9763=160, pred=160
1768= 85, pred= 85
4428= 72, pred= 72
5567=122, pred=122
23 6= 29, pred= 29
2768= 95, pred= 95
9792=189, pred=179
94 0= 94, pred= 94
6064=124, pred=124
977= 86, pred= 86
9264=156, pred=156
5096=146, pred=156
8275=157, pred=167
5 8= 13, pred= 13
2848= 76, pred= 76
3188=119, pred=119
6793=160, pred=150
616= 22, pred= 32
1281= 93, pred= 93
7 1= 8, pred= 18
5325= 78, pred= 78
2799=126, pred=126
1837= 55, pred= 55
6439=103, pred=103
1027= 37, pred= 38
9110=101, pred=111
3422= 56, pred= 56
11 9= 20, pred= 20
8419=103, pred=103
3437= 71, pred= 71
2032= 52, pred= 53
6999=168, pred=177
4750= 97, pred= 97
2376= 99, pred= 99
5659=115, pred=115
7367=140, pred=140
765= 72, pred= 72
1792=109, pred=109
2363= 86, pred= 86
8376=159, pred=159
1370= 83, pred= 83
9633=129, pred=119
15 1= 16, pred= 16
545= 50, pred= 50
792= 99, pred= 09
9199=190, pred=180
6391=154, pred=155
2219= 41, pred= 41
257= 59, pred= 59
2331= 54, pred= 54
6242=104, pred=104
90 7= 97, pred= 97
69 2= 71, pred= 71
3881=119, pred=119
7638=114, pred=113
2497=121, pred=121
559= 64, pred= 64
7483=157, pred=157
7957=136, pred=136
5639= 95, pred= 95
5428= 82, pred= 82
1288=100, pred= 90
8421=105, pred=105
9044=134, pred=133
7187=158, pred=148
1162= 73, pred= 73
8090=170, pred=180
49 4= 53, pred= 53
7274=146, pred=146
2864= 92, pred= 92
6284=146, pred=146
586= 91, pred= 91
9960=159, pred=169
5726= 83, pred= 83
7847=125, pred=125
43 7= 50, pred= 50
556= 61, pred= 61
2077= 97, pred= 97
89 3= 92, pred= 92
4835= 83, pred= 83
1898=116, pred=117
6371=134, pred=135
1835= 53, pred= 53
9714=111, pred=111
8027=107, pred=107
7346=119, pred=119
2995=124, pred=124
9764=161, pred=161
7893=171, pred=171
2284=106, pred= 06
4420= 64, pred= 64
3964=103, pred=103
72 1= 73, pred= 73
2959= 88, pred= 88
533= 38, pred= 38
9332=125, pred=125
7528=103, pred=103
3649= 85, pred= 85
22 9= 31, pred= 31
3585=120, pred=120
3590=125, pred=125
4483=127, pred=127
133= 34, pred= 34
7572=147, pred=147
8165=146, pred=146
9343=136, pred=136
4299=141, pred=141
8389=172, pred=172
9756=153, pred=153
3760= 97, pred= 97
6058=118, pred=118
69 5= 74, pred= 74
1433= 47, pred= 47
7048=118, pred=118
2456= 80, pred= 80
7324= 97, pred= 97
5780=137, pred=136
2837= 65, pred= 65
9291=183, pred=173
9748=145, pred=145
7643=119, pred=119
4043= 83, pred= 83
3737= 74, pred= 73
6457=121, pred=121
3454= 88, pred= 88
4693=139, pred=139
3043= 73, pred= 73
3068= 98, pred= 98
55 8= 63, pred= 63
60 6= 66, pred= 76
1644= 60, pred= 50
4381=124, pred=124
5652=108, pred=108
7328=101, pred=101
9922=121, pred=111
6364=127, pred=127
1919= 38, pred= 38
2926= 55, pred= 55
4383=126, pred=126
6474=138, pred=138
6244=106, pred=106
4811= 59, pred= 59
2243= 65, pred= 65
8697=183, pred=183
5360=113, pred=113
9215=107, pred=107
3557= 92, pred=192
9883=181, pred=181
8319=102, pred=102
6312= 75, pred= 75
3992=131, pred=131
657= 63, pred= 63
4 8= 12, pred= 22
4783=130, pred=120
2535= 60, pred= 50
1873= 91, pred= 91
7950=129, pred=129
8314= 97, pred= 97
5199=150, pred=171
9449=143, pred=133
3957= 96, pred= 96
5461=115, pred=115
6577=142, pred=142
1913= 32, pred= 32
6994=163, pred=163
97 8=105, pred=105
80 2= 82, pred= 82
3677=113, pred=113
4084=124, pred=123
6889=157, pred=157
8922=111, pred=111
9060=150, pred=170
5067=117, pred=117
8615=101, pred=101
6898=166, pred=166
2273= 95, pred= 95
5849=107, pred=107
4465=109, pred=109
5623= 79, pred= 79
64 9= 73, pred= 73
5034= 84, pred= 83
5898=156, pred=156
58 9= 67, pred= 67
42 1= 43, pred= 43
6265=127, pred=127
5811= 69, pred= 69
4553= 98, pred= 98
1641= 57, pred= 57
1775= 92, pred=192
6543=108, pred=108
3494=128, pred=128
9068=158, pred=158
9040=130, pred=110
6496=160, pred=160
9783=180, pred=180
2319= 42, pred= 42
7999=178, pred=187
857= 65, pred= 65
9197=188, pred=187
818= 26, pred= 26
8644=130, pred=130
3829= 67, pred= 67
5610= 66, pred= 66
023= 23, pred= 23
6552=117, pred=118
8288=170, pred=170
6446=110, pred=110
6353=116, pred=116
9195=186, pred=176
6051=111, pred=111
35 3= 38, pred= 38
6831= 99, pred=109
7720= 97, pred= 98
7338=111, pred=111
1280= 92, pred= 92
2263= 85, pred= 85
9917=116, pred=116
5215= 67, pred= 67
6396=159, pred=159
9324=117, pred=117
5313= 66, pred= 66
9946=145, pred=145
1262= 74, pred= 74
2812= 40, pred= 40
810= 18, pred= 29
539= 44, pred= 44
5957=116, pred=116
5894=152, pred=152
79 2= 81, pred= 81
8596=181, pred=181
5575=130, pred=130
2825= 53, pred= 53
9032=122, pred=122
20 3= 23, pred= 23
767= 74, pred= 74
2562= 87, pred= 87
5698=154, pred=154
424= 28, pred= 28
4051= 91, pred= 91
8453=137, pred=137
4430= 74, pred= 74
4899=147, pred=147
7877=155, pred=155
3280=112, pred=112
2042= 62, pred= 63
1975= 94, pred= 94
199=100, pred= 90
061= 61, pred= 51
51 8= 59, pred= 59
2640= 66, pred= 66
682= 88, pred= 89
2620= 46, pred= 56
2090=110, pred=110
440= 44, pred= 54
1349= 62, pred= 61
9799=196, pred=187
6741=108, pred=118
7456=130, pred=120
6583=148, pred=148
7714= 91, pred= 91
092= 92, pred= 92
3528= 63, pred= 63
8830=118, pred=118
3219= 51, pred= 51
2782=109, pred=119
2715= 42, pred= 43
1173= 84, pred= 84
9075=165, pred=165
6671=137, pred=137
132= 33, pred= 43
992=101, pred=111
63 3= 66, pred= 66
9852=150, pred=150
3593=128, pred=117
7958=137, pred=137
7325= 98, pred= 98
2993=122, pred=122
1244= 56, pred= 56
3736= 73, pred= 73
2155= 76, pred= 76
914= 23, pred= 23
1926= 45, pred= 45
1812= 30, pred= 30
6359=122, pred=122
90 6= 96, pred= 96
1212= 24, pred= 24
7743=120, pred=120
2978=107, pred=107
4934= 83, pred= 73
8438=122, pred=122
3092=122, pred=122
4167=108, pred=108
3258= 90, pred= 80
6678=144, pred=144
1984=103, pred=103
9389=182, pred=182
6192=153, pred=153
1127= 38, pred= 38
6935=104, pred=104
1289=101, pred=101
9669=165, pred=165
8159=140, pred=140
025= 25, pred= 26
6163=124, pred=124
3613= 49, pred= 49
6257=119, pred=119
4797=144, pred=144
482= 86, pred= 86
3018= 48, pred= 49
5444= 98, pred= 98
9384=177, pred=177
5198=149, pred=149
6133= 94, pred= 94
2450= 74, pred= 74
2199=120, pred=110
7972=151, pred=151
9423=117, pred=117
3322= 55, pred= 55
53 9= 62, pred= 62
6824= 92, pred= 92
7242=114, pred=124
3388=121, pred=121
8297=179, pred=179
8679=165, pred=165
3284=116, pred=116
6065=125, pred=125
7764=141, pred=141
7522= 97, pred= 98
9429=123, pred=123
7546=121, pred=121
6161=122, pred=122
7179=150, pred=150
37 5= 42, pred= 42
7129=100, pred=100
272= 74, pred= 74
6191=152, pred=152
5791=148, pred=138
4490=134, pred=134
6797=164, pred=164
3968=107, pred=107
1067= 77, pred= 77
6182=143, pred=143
7525=100, pred= 91
3395=128, pred=128
2626= 52, pred= 52
49 2= 51, pred= 41
58 4= 62, pred= 62
9235=127, pred=127
9579=174, pred=164
7961=140, pred=140
4543= 88, pred= 88
4246= 88, pred= 88
7833=111, pred=111
2676=102, pred=102
162= 63, pred= 63
6255=117, pred=118
6185=146, pred=146
3731= 68, pred= 68
3286=118, pred=118
1169= 80, pred= 80
6195=156, pred=156
8768=155, pred=155
3630= 66, pred= 66
3522= 57, pred= 57
3094=124, pred=124
4134= 75, pred= 75
5041= 91, pred= 91
6541=106, pred=106
8145=126, pred=116
5395=148, pred=148
9553=148, pred=148
5016= 66, pred= 66
2184=105, pred=105
4513= 58, pred= 58
1545= 60, pred= 60
643= 49, pred= 49
3544= 79, pred= 79
5021= 71, pred= 71
9472=166, pred=166
45 1= 46, pred= 46
7114= 85, pred= 85
8918=107, pred=107
2266= 88, pred= 88
3288=120, pred=110
639= 45, pred= 45
1018= 28, pred= 29
29 8= 37, pred= 37
4674=120, pred=120
6862=130, pred=130
4933= 82, pred= 82
7884=162, pred=162
9070=160, pred=180
8350=133, pred=133
3828= 66, pred= 66
5013= 63, pred= 63
291= 93, pred= 92
945= 54, pred= 54
4272=114, pred=114
6175=136, pred=136
4388=131, pred=131
5890=148, pred=147
3521= 56, pred= 56
9562=157, pred=157
8078=158, pred=168
2194=115, pred=115
2714= 41, pred= 41
6587=152, pred=152
9150=141, pred=141
624= 30, pred= 30
4379=122, pred=122
5643= 99, pred= 99
9330=123, pred=123
6639=105, pred=105
8031=111, pred=112
7342=115, pred=115
67 4= 71, pred= 71
7431=105, pred=105
3787=124, pred=124
3263= 95, pred= 95
2744= 71, pred= 71
8035=115, pred=115
8732=119, pred=119
2735= 62, pred= 62
5275=127, pred=127
2698=124, pred=124
63 5= 68, pred= 68
9019=109, pred=109
4930= 79, pred= 79
1322= 35, pred= 35
5630= 86, pred= 86
9811=109, pred=119
4029= 69, pred= 69
7641=117, pred=118
3139= 70, pred= 70
7861=139, pred=149
7664=140, pred=140
7117= 88, pred= 88
3592=127, pred=117
3631= 67, pred= 67
892=100, pred=100
184= 85, pred= 85
1269= 81, pred= 81
8712= 99, pred= 09
4088=128, pred=128
59 7= 66, pred= 66
9282=174, pred=174
8015= 95, pred= 95
5110= 61, pred= 61
8388=171, pred=171
349= 52, pred= 52
5099=149, pred=150
2464= 88, pred= 88
5066=116, pred=116
36 3= 39, pred= 39
6372=135, pred=135
6818= 86, pred= 86
3232= 64, pred= 64
12 6= 18, pred= 18
1638= 54, pred= 54
6073=133, pred=133
1584= 99, pred= 99
21 0= 21, pred= 22
8451=135, pred=135
34 9= 43, pred= 43
2911= 40, pred= 40
7335=108, pred=108
569= 74, pred= 74
6251=113, pred=113
3980=119, pred=119
8 3= 11, pred= 11
2424= 48, pred= 48
5031= 81, pred= 82
1868= 86, pred= 86
8473=157, pred=167
4969=118, pred=117
8719=106, pred=106
8977=166, pred=166
630= 36, pred= 36
2649= 75, pred= 75
7611= 87, pred= 87
175= 76, pred= 76
3238= 70, pred= 70
2738= 65, pred= 65
2583=108, pred=108
48 3= 51, pred= 51
1224= 36, pred= 36
9447=141, pred=141
6968=137, pred=137
770= 77, pred= 77
8196=177, pred=177
7986=165, pred=165
6291=153, pred=153
9543=138, pred=138
8231=113, pred=113
1785=102, pred=102
7914= 93, pred= 93
1478= 92, pred= 92
2267= 89, pred= 89
2665= 91, pred= 91
3766=103, pred=103
5499=153, pred=153
5146= 97, pred= 97
6493=157, pred=157
8581=166, pred=156
9548=143, pred=143
049= 49, pred= 49
769= 76, pred= 76
2025= 45, pred= 45
18 0= 18, pred= 29
8440=124, pred=124
6093=153, pred=153
5425= 79, pred= 79
6518= 83, pred= 83
3072=102, pred=102
6083=143, pred=143
6560=125, pred=125
9321=114, pred=113
39 0= 39, pred= 29
8811= 99, pred=109
2790=117, pred=117
6115= 76, pred= 76
2333= 56, pred= 56
5399=152, pred=152
1021= 31, pred= 21
8549=134, pred=133
5196=147, pred=147
8240=122, pred=112
5274=126, pred=126
8463=147, pred=147
9457=151, pred=161
1882=100, pred=100
9456=150, pred=150
7136=107, pred=107
817= 25, pred= 25
2229= 51, pred= 51
6686=152, pred=152
9097=187, pred=187
4964=113, pred=113
5168=119, pred=119
2547= 72, pred= 72
6627= 93, pred= 93
6739=106, pred=106
2718= 45, pred= 45
4459=103, pred=103
4297=139, pred=149
5893=151, pred=151
20 4= 24, pred= 23
96 0= 96, pred=107
4829= 77, pred= 77
56 4= 60, pred= 50
9576=171, pred=171
52 1= 53, pred= 53
7334=107, pred=108
2815= 43, pred= 43
4481=125, pred=125
2087=107, pred=107
215= 17, pred= 16
5489=143, pred=143
5911= 70, pred= 70
1845= 63, pred= 63
5238= 90, pred= 80
5728= 85, pred= 85
8273=155, pred=155
785= 92, pred=192
790= 97, pred= 07
5620= 76, pred= 76
6965=134, pred=134
266= 68, pred= 68
4888=136, pred=136
9921=120, pred=110
2123= 44, pred= 44
1729= 46, pred= 36
8541=126, pred=126
7365=138, pred=138
2190=111, pred=112
8766=153, pred=153
5940= 99, pred= 99
3456= 90, pred= 90
275= 77, pred= 77
3145= 76, pred= 77
8085=165, pred=165
4222= 64, pred= 64
2297=119, pred=129
86 3= 89, pred= 89
4986=135, pred=135
4639= 85, pred= 85
7973=152, pred=152
131= 32, pred= 22
9334=127, pred=127
5933= 92, pred= 92
8393=176, pred=166
3825= 63, pred= 63
2969= 98, pred= 98
9272=164, pred=164
73 8= 81, pred= 81
4276=118, pred=118
3541= 76, pred= 77
8928=117, pred=117
8366=149, pred=159
8976=165, pred=164
664= 70, pred= 70
571= 76, pred= 76
9831=129, pred=139
640= 46, pred= 46
9267=159, pred=159
9819=117, pred=127
34 4= 38, pred= 38
8767=154, pred=154
9433=127, pred=127
6087=147, pred=147
6233= 95, pred= 95
2 1= 3, pred= 13
7146=117, pred=118
1 1= 2, pred= 22
535= 40, pred= 40
28 7= 35, pred= 35
7473=147, pred=147
9522=117, pred=117
925= 34, pred= 34
5827= 85, pred= 85
3424= 58, pred= 58
718= 25, pred= 25
8227=109, pred=109
5337= 90, pred= 90
95 3= 98, pred= 98
512= 17, pred= 17
970= 79, pred= 69
9239=131, pred=131
8051=131, pred=131
9767=164, pred=164
9455=149, pred=149
2987=116, pred=116
4347= 90, pred= 90
7293=165, pred=165
6292=154, pred=154
8236=118, pred=118
7414= 88, pred= 88
8975=164, pred=163
5690=146, pred=146
4812= 60, pred= 50
4714= 61, pred= 61
5413= 67, pred= 67
5627= 83, pred= 83
4150= 91, pred=191
2178= 99, pred= 99
6799=166, pred=166
8096=176, pred=176
2176= 97, pred= 97
1731= 48, pred= 38
8792=179, pred=179
5322= 75, pred= 75
921= 30, pred= 20
1232= 44, pred= 44
538= 43, pred= 43
9470=164, pred=154
154= 55, pred= 55
4021= 61, pred= 61
2645= 71, pred= 71
1069= 79, pred= 69
9721=118, pred=118
3315= 48, pred= 48
4374=117, pred=117
1184= 95, pred= 95
7576=151, pred=151
3343= 76, pred= 76
8443=127, pred=127
55 7= 62, pred= 62
155= 56, pred= 56
6230= 92, pred= 92
751= 58, pred= 58
8333=116, pred=116
9015=105, pred=105
1034= 44, pred= 43
1840= 58, pred= 58
4826= 74, pred= 74
6223= 85, pred= 85
4644= 90, pred= 90
4540= 85, pred= 84
47 4= 51, pred= 51
17 5= 22, pred= 22
4369=112, pred=112
1023= 33, pred= 33
9870=168, pred=178
1998=117, pred=117
365= 68, pred= 68
5786=143, pred=144
7043=113, pred=123
8373=156, pred=156
127= 28, pred= 28
9220=112, pred=112
29 9= 38, pred= 38
584= 89, pred= 89
1590=105, pred=105
4127= 68, pred= 68
9495=189, pred=179
2466= 90, pred= 80
3274=106, pred=106
7928=107, pred=107
8863=151, pred=151
9163=154, pred=155
4427= 71, pred= 71
9769=166, pred=166
56 1= 57, pred= 57
080= 80, pred= 90
3959= 98, pred= 98
813= 21, pred= 21
687= 93, pred= 93
9534=129, pred=129
056= 56, pred= 56
233= 35, pred= 35
4076=116, pred=116
2379=102, pred=102
3518= 53, pred= 53
1675= 91, pred= 91
8253=135, pred=135
5040= 90, pred= 90
9826=124, pred=124
3079=109, pred=109
2240= 62, pred= 62
9327=120, pred=120
1060= 70, pred= 60
1947= 66, pred= 66
5263=115, pred=115
2522= 47, pred= 47
7510= 85, pred= 86
9027=117, pred=117
80 8= 88, pred= 88
3234= 66, pred= 67
9288=180, pred=180
1012= 22, pred= 22
3878=116, pred=116
7981=160, pred=160
2028= 48, pred= 49
85 9= 94, pred= 94
874= 82, pred= 82
9630=126, pred=116
9546=141, pred=141
9224=116, pred=116
9628=124, pred=124
3 4= 7, pred= 7
227= 29, pred= 39
641= 47, pred= 47
3583=118, pred=118
4522= 67, pred= 67
5686=142, pred=152
736= 43, pred= 43
1932= 51, pred= 51
6158=119, pred=119
1515= 30, pred= 31
2656= 82, pred= 81
7742=119, pred=119
5850=108, pred=108
520= 25, pred= 35
2345= 68, pred= 68
9258=150, pred=150
2324= 47, pred= 47
5932= 91, pred= 91
94 8=102, pred=102
1855= 73, pred= 73
454= 58, pred= 58
7948=127, pred=127
1019= 29, pred= 29
1935= 54, pred= 54
6777=144, pred=144
1452= 66, pred= 66
8037=117, pred=117
2383=106, pred=106
7753=130, pred=130
4437= 81, pred= 81
6297=159, pred=169
3350= 83, pred= 83
2859= 87, pred= 87
8882=170, pred=170
5657=113, pred=113
1110= 21, pred= 21
9170=161, pred=171
2390=113, pred=103
4260=102, pred=102
3799=136, pred=136
1863= 81, pred= 81
8748=135, pred=135
67 9= 76, pred= 76
7826=104, pred=104
52 5= 57, pred= 57
3642= 78, pred= 78
6145=106, pred= 06
8731=118, pred=118
8579=164, pred=164
8242=124, pred=124
5629= 85, pred= 85
5816= 74, pred= 74
4555=100, pred=100
1189=100, pred= 90
5658=114, pred=114
392= 95, pred= 95
9910=109, pred=119
752= 59, pred= 59
6282=144, pred=144
6685=151, pred=141
3650= 86, pred= 86
6383=146, pred=146
6369=132, pred=142
3189=120, pred=110
8648=134, pred=133
2551= 76, pred= 76
5843=101, pred=101
6 1= 7, pred= 18
1773= 90, pred= 80
232= 34, pred= 34
7672=148, pred=148
4128= 69, pred= 69
3531= 66, pred= 66
9081=171, pred=171
6029= 89, pred= 89
590= 95, pred= 95
796=103, pred=103
2584=109, pred=109
1454= 68, pred= 68
3571=106, pred=106
1219= 31, pred= 31
4434= 78, pred= 78
729= 36, pred= 36
4987=136, pred=136
3014= 44, pred= 44
8 7= 15, pred= 26
510= 15, pred= 16
2192=113, pred=122
3073=103, pred=103
6635=101, pred=101
3919= 58, pred= 58
82 7= 89, pred= 89
7234=106, pred=106
89 5= 94, pred= 84
85 4= 89, pred= 88
7263=135, pred=145
3027= 57, pred= 57
3836= 74, pred= 74
3966=105, pred=105
7615= 91, pred= 91
2545= 70, pred= 70
2349= 72, pred= 72
1091=101, pred=192
7715= 92, pred= 92
68 9= 77, pred= 77
6731= 98, pred= 98
5747=104, pred=103
2530= 55, pred= 54
9761=158, pred=158
9499=193, pred=184
2438= 62, pred= 62
90 3= 93, pred= 92
3420= 54, pred= 54
1378= 91, pred= 91
6220= 82, pred= 82
7571=146, pred=136
8992=181, pred=181
6796=163, pred=164
033= 33, pred= 33
9966=165, pred=164
2329= 52, pred= 52
7339=112, pred=122
7875=153, pred=153
3762= 99, pred= 99
1081= 91, pred= 91
891= 99, pred=109
3771=108, pred=108
691= 97, pred= 98
4994=143, pred=143
4891=139, pred=149
2455= 79, pred= 79
4659=105, pred=105
8629=115, pred=115
7468=142, pred=142
8055=135, pred=135
9610=106, pred=116
3853= 91, pred= 91
7873=151, pred=151
4632= 78, pred= 78
9046=136, pred=136
2019= 39, pred= 49
5060=110, pred=110
395= 98, pred=198
8968=157, pred=157
5495=149, pred=149
8077=157, pred=147
54 5= 59, pred= 59
7732=109, pred=109
37 4= 41, pred= 41
022= 22, pred= 22
43 6= 49, pred= 49
5519= 74, pred= 74
36 0= 36, pred= 36
9113=104, pred=103
9994=193, pred=183
9450=144, pred=144
5612= 68, pred= 68
7749=126, pred=126
7869=147, pred=147
5978=137, pred=137
4223= 65, pred= 65
9593=188, pred=177
1521= 36, pred= 36
6260=122, pred=122
6062=122, pred=122
3037= 67, pred= 67
4421= 65, pred= 65
4313= 56, pred= 56
8564=149, pred=159
120= 21, pred= 22
6424= 88, pred= 88
312= 15, pred= 25
5436= 90, pred= 90
5241= 93, pred= 93
1811= 29, pred= 29
1389=102, pred=101
7491=165, pred=165
3490=124, pred=124
5298=150, pred=150
937= 46, pred= 46
2068= 88, pred= 87
5030= 80, pred= 70
786= 93, pred= 93
3779=116, pred=116
71 9= 80, pred= 70
2880=108, pred=108
1357= 70, pred= 70
884= 92, pred= 92
97 6=103, pred=103
5832= 90, pred= 90
6735=102, pred=102
2433= 57, pred= 57
21 5= 26, pred= 26
5170=121, pred=131
4378=121, pred=121
1927= 46, pred= 46
6112= 73, pred= 73
2690=116, pred=115
4497=141, pred=141
8222=104, pred=104
9874=172, pred=172
8956=145, pred=145
1619= 35, pred= 33
51 2= 53, pred= 53
6883=151, pred=151
8960=149, pred=149
290= 92, pred= 92
3561= 96, pred= 96
5257=109, pred=109
2814= 42, pred= 42
9490=184, pred=174
2254= 76, pred= 76
952= 61, pred= 71
1480= 94, pred= 94
71 8= 79, pred= 79
3269=101, pred=101
1968= 87, pred= 87
3226= 58, pred= 58
2511= 36, pred= 36
5151=102, pred=102
3839= 77, pred= 77
4336= 79, pred= 79
5565=120, pred=120
555= 60, pred= 60
6939=108, pred=108
2594=119, pred=119
1735= 52, pred= 52
8097=177, pred=177
053= 53, pred= 53
3965=104, pred=104
5137= 88, pred= 88
6245=107, pred=107
4912= 61, pred= 61
6523= 88, pred= 88
39 6= 45, pred= 45
2643= 69, pred= 69
7860=138, pred=137
2317= 40, pred= 40
9636=132, pred=132
8989=178, pred=187
4743= 90, pred= 80
2342= 65, pred= 65
9849=147, pred=157
7312= 85, pred= 85
1076= 86, pred= 86
8364=147, pred=147
5474=128, pred=128
8265=147, pred=147
7079=149, pred=149
1437= 51, pred= 51
51 4= 55, pred= 55
7968=147, pred=147
3415= 49, pred= 49
3150= 81, pred= 91
2966= 95, pred= 95
6042=102, pred=102
4623= 69, pred= 69
4845= 93, pred= 93
4475=119, pred=129
6631= 97, pred= 97
3899=137, pred=137
8137=118, pred=118
2986=115, pred=115
1074= 84, pred= 84
2667= 93, pred= 93
9838=136, pred=136
2134= 55, pred= 55
2096=116, pred=116
11 3= 14, pred= 24
8264=146, pred=146
36 9= 45, pred= 45
7648=124, pred=123
4763=110, pred=110
1268= 80, pred= 70
8432=116, pred=116
38 1= 39, pred= 39
1922= 41, pred= 41
7260=132, pred=132
6618= 84, pred= 84
2014= 34, pred= 34
064= 64, pred= 64
1172= 83, pred= 83
1728= 45, pred= 35
5529= 84, pred= 84
40 6= 46, pred= 46
1 8= 9, pred= 19
9965=164, pred=164
1477= 91, pred= 91
5773=130, pred=120
3034= 64, pred= 74
4115= 56, pred= 56
9359=152, pred=152
6615= 81, pred= 81
5332= 85, pred= 85
068= 68, pred= 68
40 3= 43, pred= 43
6548=113, pred=113
1563= 78, pred= 78
476= 80, pred= 80
6850=118, pred=118
4573=118, pred=118
178= 79, pred= 79
4412= 56, pred= 56
4026= 66, pred= 66
8815=103, pred=103
1494=108, pred=108
3485=119, pred=119
2484=108, pred=108
8467=151, pred=151
5797=154, pred=154
239= 41, pred= 41
7031=101, pred=102
822= 30, pred= 30
4282=124, pred=124
456= 60, pred= 50
9898=196, pred=187
9440=134, pred=134
3191=122, pred=122
9739=136, pred=136
5480=134, pred=135
6680=146, pred=146
5869=127, pred=127
8154=135, pred=135
3719= 56, pred= 56
3938= 77, pred= 77
6263=125, pred=125
7517= 92, pred= 92
2351= 74, pred= 74
387= 90, pred= 90
5777=134, pred=134
9644=140, pred=140
1321= 34, pred= 24
4044= 84, pred= 83
4635= 81, pred= 81
2581=106, pred=106
1650= 66, pred= 66
1667= 83, pred= 83
1649= 65, pred= 65
5367=120, pred=120
9031=121, pred=122
4728= 75, pred= 75
3385=118, pred=118
1134= 45, pred= 45
7067=137, pred=137
6614= 80, pred= 80
6246=108, pred=108
1330= 43, pred= 43
7741=118, pred=118
1931= 50, pred= 40
8521=106, pred=106
64 1= 65, pred= 65
055= 55, pred= 55
8074=154, pred=154
1140= 51, pred= 51
1878= 96, pred= 96
5214= 66, pred= 66
32 7= 39, pred= 39
9473=167, pred=167
9844=142, pred=142
8022=102, pred=102
6442=106, pred=106
3362= 95, pred= 95
192= 93, pred= 92
4756=103, pred=103
5764=121, pred=121
4745= 92, pred= 92
743= 50, pred= 50
484= 88, pred= 79
8969=158, pred=157
56 2= 58, pred= 48
2411= 35, pred= 35
4133= 74, pred= 74
9448=142, pred=142
1185= 96, pred= 96
9937=136, pred=136
4148= 89, pred= 89
6584=149, pred=149
9879=177, pred=177
1664= 80, pred= 80
4245= 87, pred= 87
5864=122, pred=122
5296=148, pred=158
1255= 67, pred= 67
84 2= 86, pred= 86
4182=123, pred=123
5631= 87, pred= 87
8013= 93, pred= 93
40 9= 49, pred= 49
5210= 62, pred= 63
6712= 79, pred= 79
580= 85, pred= 85
15 3= 18, pred= 18
1191=102, pred=102
85 6= 91, pred= 91
8256=138, pred=138
4725= 72, pred= 72
5955=114, pred=114
4525= 70, pred= 71
820= 28, pred= 28
54 6= 60, pred= 60
4251= 93, pred= 93
9183=174, pred=174
658= 64, pred= 64
43 3= 46, pred= 46
4665=111, pred=111
5571=126, pred=126
8351=134, pred=135
9684=180, pred=170
7397=170, pred=160
667= 73, pred= 73
653= 59, pred= 59
9995=194, pred=184
4784=131, pred=131
5283=135, pred=135
7310= 83, pred= 84
7754=131, pred=131
8243=125, pred=125
1663= 79, pred= 79
745= 52, pred= 52
494= 98, pred= 98
649= 55, pred= 55
3467=101, pred=101
951= 60, pred= 60
2112= 33, pred= 43
1542= 57, pred= 57
5716= 73, pred= 73
460= 64, pred= 64
66 4= 70, pred= 70
2823= 51, pred= 51
7350=123, pred=123
8744=131, pred=131
8224=106, pred=106
5134= 85, pred= 85
6986=155, pred=155
8952=141, pred=151
5548=103, pred=103
9118=109, pred=109
19 1= 20, pred= 10
7399=172, pred=172
8879=167, pred=177
2521= 46, pred= 46
44 4= 48, pred= 48
9351=144, pred=145
5486=140, pred=140
6276=138, pred=138
1982=101, pred=111
3759= 96, pred= 96
6853=121, pred=121
86 0= 86, pred= 87
882= 90, pred= 90
1620= 36, pred= 36
18 4= 22, pred= 22
2697=123, pred=123
8167=148, pred=147
6551=116, pred=116
9816=114, pred=115
1622= 38, pred= 38
5616= 72, pred= 72
5 0= 5, pred= 16
393= 96, pred= 96
014= 14, pred= 13
221= 23, pred= 23
7011= 81, pred= 91
1894=112, pred=111
2180=101, pred=101
1133= 44, pred= 44
1616= 32, pred= 32
3542= 77, pred= 77
6947=116, pred=116
7168=139, pred=139
3051= 81, pred= 71
7542=117, pred=118
7236=108, pred=108
9665=161, pred=161
7021= 91, pred= 91
7919= 98, pred=108
3282=114, pred=114
3931= 70, pred= 70
2052= 72, pred= 62
3373=106, pred=106
76 4= 80, pred= 70
1537= 52, pred= 52
3941= 80, pred= 80
8699=185, pred=176
8010= 90, pred= 90
2339= 62, pred= 62
93 4= 97, pred= 97
8190=171, pred=171
6991=160, pred=170
1780= 97, pred= 97
8914=103, pred=103
47 3= 50, pred= 50
9517=112, pred=112
2375= 98, pred= 98
3039= 69, pred= 69
3353= 86, pred= 86
9926=125, pred=125
2661= 87, pred= 87
9845=143, pred=143
7215= 87, pred= 87
78 5= 83, pred= 83
53 0= 53, pred= 53
7475=149, pred=149
3960= 99, pred= 99
5585=140, pred=140
2816= 44, pred= 44
8327=110, pred=110
3369=102, pred=102
9328=121, pred=121
1414= 28, pred= 38
1958= 77, pred= 77
9568=163, pred=163
3387=120, pred=120
6020= 80, pred= 70
083= 83, pred= 93
3782=119, pred=119
7767=144, pred=144
7120= 91, pred= 91
893=101, pred=101
9 8= 17, pred= 17
8754=141, pred=131
070= 70, pred= 60
4634= 80, pred= 80
8245=127, pred=127
2366= 89, pred= 89
6355=118, pred=118
8160=141, pred=141
931= 40, pred= 40
7395=168, pred=168
4962=111, pred=111
5975=134, pred=134
8890=178, pred=178
8571=156, pred=156
8478=162, pred=162
4472=116, pred=116
1354= 67, pred= 67
2037= 57, pred= 57
5638= 94, pred= 94
5634= 90, pred= 90
7750=127, pred=127
6841=109, pred=119
1479= 93, pred= 93
1415= 29, pred= 39
3146= 77, pred= 77
5 5= 10, pred= 11
7537=112, pred=112
8228=110, pred=110
8124=105, pred=105
74 3= 77, pred= 77
597=102, pred=102
5523= 78, pred= 78
4858=106, pred=107
1464= 78, pred= 78
9766=163, pred=163
5434= 88, pred= 88
6347=110, pred=110
8041=121, pred=111
5458=112, pred=112
5782=139, pred=139
9120=111, pred=111
8641=127, pred=127
73 7= 80, pred= 80
4424= 68, pred= 68
1592=107, pred=117
6660=126, pred=126
50 5= 55, pred= 55
1699=115, pred=116
4779=126, pred=126
7053=123, pred=123
4454= 98, pred= 98
225= 27, pred= 17
7169=140, pred=140
8486=170, pred=170
7258=130, pred=130
1013= 23, pred= 23
7470=144, pred=144
88 5= 93, pred= 83
4588=133, pred=133
6948=117, pred=117
4998=147, pred=147
6670=136, pred=136
4340= 83, pred= 83
1336= 49, pred= 49
1774= 91, pred= 91
6998=167, pred=167
414= 18, pred= 18
5363=116, pred=116
5192=143, pred=143
2217= 39, pred= 39
051= 51, pred= 51
9742=139, pred=139
49 8= 57, pred= 57
877= 85, pred= 85
81 5= 86, pred= 86
147= 48, pred= 48
16 1= 17, pred= 17
2238= 60, pred= 60
31 8= 39, pred= 49
44 1= 45, pred= 45
9230=122, pred=122
5649=105, pred=105
8763=150, pred=150
4652= 98, pred= 98
6544=109, pred=109
6056=116, pred=116
862= 70, pred= 70
1249= 61, pred= 61
4462=106, pred=106
8670=156, pred=146
9527=122, pred=132
2682=108, pred=109
8580=165, pred=175
4576=121, pred=121
2633= 59, pred= 59
4217= 59, pred= 59
6186=147, pred=147
5183=134, pred=134
20 8= 28, pred= 29
9293=185, pred=165
4158= 99, pred= 99
6013= 73, pred= 73
5679=135, pred=135
1056= 66, pred= 66
8038=118, pred=118
9033=123, pred=123
4270=112, pred=102
6720= 87, pred= 87
3496=130, pred=130
2432= 56, pred= 56
4263=105, pred=105
7649=125, pred=125
6165=126, pred=126
4016= 56, pred= 56
7391=164, pred=165
3093=123, pred=123
9578=173, pred=173
5812= 70, pred= 60
6890=158, pred=168
9865=163, pred=163
8210= 92, pred= 92
1194=105, pred=106
36 1= 37, pred= 27
473= 77, pred= 77
5129= 80, pred= 70
4066=106, pred=106
7265=137, pred=137
7915= 94, pred= 94
2020= 40, pred= 40
8663=149, pred=159
8290=172, pred=172
3684=120, pred=120
9468=162, pred=162
3363= 96, pred= 96
5154=105, pred=105
60 5= 65, pred= 65
1676= 92, pred= 92
2861= 89, pred= 89
4731= 78, pred= 78
8529=114, pred=114
4649= 95, pred= 94
6716= 83, pred= 83
9270=162, pred=162
3458= 92, pred= 92
077= 77, pred= 77
082= 82, pred= 82
2689=115, pred=115
067= 67, pred= 67
6955=124, pred=124
9051=141, pred=131
8973=162, pred=162
2540= 65, pred= 75
4485=129, pred=129
24 3= 27, pred= 27
2727= 54, pred= 54
1686=102, pred=102
5173=124, pred=124
4732= 79, pred= 79
2153= 74, pred= 74
10 7= 17, pred= 28
5293=145, pred=145
6174=135, pred=135
6487=151, pred=151
5734= 91, pred= 91
4627= 73, pred= 73
7072=142, pred=152
6340=103, pred=103
2695=121, pred=121
1122= 33, pred= 33
991=100, pred=100
9566=161, pred=161
7932=111, pred=111
5580=135, pred=135
8678=164, pred=164
6895=163, pred=163
7780=157, pred=167
9430=124, pred=124
8472=156, pred=156
282= 84, pred= 84
30 3= 33, pred= 23
3112= 43, pred= 43
5211= 63, pred= 64
7383=156, pred=156
1213= 25, pred= 25
88 3= 91, pred= 91
3216= 48, pred= 48
5983=142, pred=142
6074=134, pred=135
4028= 68, pred= 69
6238=100, pred=100
13 0= 13, pred= 12
7916= 95, pred= 95
5217= 69, pred= 69
6090=150, pred=160
90 5= 95, pred= 95
4846= 94, pred= 94
5227= 79, pred= 79
1867= 85, pred= 85
87 2= 89, pred= 89
1098=108, pred=109
5964=123, pred=123
5595=150, pred=140
7227= 99, pred= 99
6893=161, pred=161
1369= 82, pred= 81
573= 78, pred= 78
7588=163, pred=163
4015= 55, pred= 55
439= 43, pred= 43
6596=161, pred=171
4175=116, pred=116
7518= 93, pred= 93
1142= 53, pred= 53
8646=132, pred=132
5156=107, pred=108
5861=119, pred=119
1934= 53, pred= 53
4030= 70, pred= 60
9087=177, pred=177
71 4= 75, pred= 75
7074=144, pred=155
1517= 32, pred= 33
2498=122, pred=122
6427= 91, pred= 91
7913= 92, pred= 92
7458=132, pred=132
2228= 50, pred= 50
3946= 85, pred= 85
2483=107, pred=107
823= 31, pred= 31
3457= 91, pred= 91
3428= 62, pred= 62
6229= 91, pred= 91
2449= 73, pred= 73
2436= 60, pred= 50
7099=169, pred=169
4556=101, pred=101
6512= 77, pred= 77
34 8= 42, pred= 42
5618= 74, pred= 74
6268=130, pred=130
1296=108, pred=118
4122= 63, pred= 63
9850=148, pred=148
7252=124, pred=124
031= 31, pred= 22
5223= 75, pred= 75
33 4= 37, pred= 37
7557=132, pred=132
2892=120, pred=110
9947=146, pred=146
4630= 76, pred= 76
2518= 43, pred= 43
91 5= 96, pred= 96
2927= 56, pred= 56
7666=142, pred=142
9528=123, pred=123
515= 20, pred= 11
8974=163, pred=163
8064=144, pred=144
5948=107, pred=107
9813=111, pred=111
1029= 39, pred= 29
4583=128, pred=128
3979=118, pred=118
2762= 89, pred= 89
4949= 98, pred= 98
3535= 70, pred= 71
6225= 87, pred= 87
6067=127, pred=127
8375=158, pred=168
8836=124, pred=124
2915= 44, pred= 44
5160=111, pred=121
6693=159, pred=159
2725= 52, pred= 52
3636= 72, pred= 72
8585=170, pred=170
1089= 99, pred= 89
43 0= 43, pred= 53
5180=131, pred=141
3296=128, pred=137
547= 52, pred= 52
2249= 71, pred= 71
8997=186, pred=186
4699=145, pred=145
8626=112, pred=112
074= 74, pred= 84
4065=105, pred=105
9316=109, pred=109
2571= 96, pred= 96
8770=157, pred=167
489= 93, pred= 93
7513= 88, pred= 88
4877=125, pred=125
371= 74, pred= 64
5276=128, pred=128
5290=142, pred=142
9858=156, pred=156
9976=175, pred=164
6144=105, pred=105
7620= 96, pred= 86
3074=104, pred=104
4952=101, pred=101
95 5=100, pred= 91
7771=148, pred=138
3175=106, pred=106
2985=114, pred=114
1655= 71, pred= 81
6054=114, pred=113
1871= 89, pred= 89
4945= 94, pred= 94
6522= 87, pred= 87
6746=113, pred=113
2549= 74, pred= 74
71 3= 74, pred= 74
54 9= 63, pred= 63
7661=137, pred=137
6248=110, pred=110
7812= 90, pred= 89
9713=110, pred=110
17 4= 21, pred= 21
3776=113, pred=113
5892=150, pred=160
4638= 84, pred= 84
2321= 44, pred= 44
2083=103, pred=103
7966=145, pred=145
8262=144, pred=144
526= 31, pred= 31
113= 14, pred= 24
64 2= 66, pred= 66
6113= 74, pred= 74
1799=116, pred=126
139= 40, pred= 40
9990=189, pred=189
7033=103, pred=113
5348=101, pred=101
2852= 80, pred= 80
6578=143, pred=143
9621=117, pred=117
9577=172, pred=172
8950=139, pred=139
8524=109, pred=109
660= 66, pred= 66
3639= 75, pred= 75
3949= 88, pred= 88
6617= 83, pred= 83
8177=158, pred=158
4685=131, pred=131
6476=140, pred=140
8187=168, pred=168
8923=112, pred=112
8966=155, pred=155
5432= 86, pred= 87
4493=137, pred=137
5385=138, pred=138
9494=188, pred=178
2017= 37, pred= 47
4121= 62, pred= 62
8613= 99, pred= 98
2171= 92, pred= 92
4280=122, pred=123
1817= 35, pred= 35
9417=111, pred=111
26 4= 30, pred= 30
3525= 60, pred= 51
1825= 43, pred= 43
3748= 85, pred= 85
6417= 81, pred= 81
8362=145, pred=145
4651= 97, pred= 97
6931=100, pred=100
8533=118, pred=118
8847=135, pred=135
436= 40, pred= 40
8043=123, pred=123
5719= 76, pred= 76
49 1= 50, pred= 40
68 0= 68, pred= 68
70 0= 70, pred= 70
3083=113, pred=113
6768=135, pred=135
1911= 30, pred= 20
3818= 56, pred= 56
4667=113, pred=113
5042= 92, pred= 92
516= 21, pred= 21
4396=139, pred=149
8881=169, pred=169
2334= 57, pred= 57
6311= 74, pred= 64
9098=188, pred=188
588= 93, pred= 93
39 9= 48, pred= 48
7864=142, pred=142
1519= 34, pred= 33
8671=157, pred=157
1870= 88, pred= 78
6247=109, pred=109
2 9= 11, pred= 21
926= 35, pred= 35
3440= 74, pred= 74
7645=121, pred=121
3389=122, pred=122
13 5= 18, pred= 19
9672=168, pred=168
9843=141, pred=141
3729= 66, pred= 66
4494=138, pred=138
1822= 40, pred= 40
916= 25, pred= 35
4697=143, pred=154
6389=152, pred=152
9056=146, pred=146
1456= 70, pred= 70
7921=100, pred=100
9140=131, pred=131
7286=158, pred=168
2224= 46, pred= 46
7272=144, pred=144
7122= 93, pred= 93
5118= 69, pred= 69
2789=116, pred=116
1316= 29, pred= 39
7779=156, pred=156
5220= 72, pred= 72
985= 94, pred= 94
6120= 81, pred= 81
5350=103, pred=103
9367=160, pred=160
3763=100, pred=100
5126= 77, pred= 77
7640=116, pred=116
4684=130, pred=120
8229=111, pred=111
777= 84, pred= 83
2117= 38, pred= 38
85 2= 87, pred= 87
5991=150, pred=170
7041=111, pred=111
3153= 84, pred= 84
3448= 82, pred= 82
67 8= 75, pred= 75
6554=119, pred=119
32 1= 33, pred= 23
6086=146, pred=146
4847= 95, pred= 95
1647= 63, pred= 63
16 5= 21, pred= 21
4 2= 6, pred= 16
8382=165, pred=165
5941=100, pred=100
5491=145, pred=145
4896=144, pred=144
1862= 80, pred= 80
81 4= 85, pred= 85
1639= 55, pred= 55
324= 27, pred= 17
1760= 77, pred= 77
1459= 73, pred= 73
6769=136, pred=136
5389=142, pred=142
7566=141, pred=141
19 3= 22, pred= 22
6075=135, pred=135
92 9=101, pred=101
21 8= 29, pred= 29
2159= 80, pred= 80
6536=101, pred=101
9188=179, pred=179
59 3= 62, pred= 52
97 4=101, pred=101
557= 62, pred= 62
33 8= 41, pred= 41
3237= 69, pred= 69
5125= 76, pred= 76
2767= 94, pred= 94
5452=106, pred=106
1331= 44, pred= 44
57 4= 61, pred= 61
2938= 67, pred= 67
1679= 95, pred= 85
7015= 85, pred= 85
332= 35, pred= 35
3686=122, pred=122
8099=179, pred=179
7076=146, pred=146
1266= 78, pred= 78
5992=151, pred=171
2018= 38, pred= 49
7626=102, pred=102
44 8= 52, pred= 52
86 8= 94, pred= 94
2359= 82, pred= 82
2111= 32, pred= 42
5153=104, pred=104
4980=129, pred=129
6323= 86, pred= 86
7055=125, pred=125
836= 44, pred= 44
9974=173, pred=173
2160= 81, pred= 91
3739= 76, pred= 76
1846= 64, pred= 64
9641=137, pred=137
9180=171, pred=181
7552=127, pred=128
3474=108, pred=108
8985=174, pred=183
4694=140, pred=130
6742=109, pred=109
6795=162, pred=162
8555=140, pred=130
159= 60, pred= 60
4871=119, pred=119
2743= 70, pred= 70
9373=166, pred=166
6791=158, pred=148
47 1= 48, pred= 48
756= 63, pred= 63
4037= 77, pred= 77
9094=184, pred=174
3041= 71, pred= 62
2586=111, pred=111
5338= 91, pred= 91
94 2= 96, pred= 96
4754=101, pred=101
4320= 63, pred= 63
5164=115, pred=115
5613= 69, pred= 69
3273=105, pred=105
9337=130, pred=130
9916=115, pred=115
5078=128, pred=127
26 7= 33, pred= 33
1547= 62, pred= 62
4940= 89, pred= 89
5543= 98, pred= 98
2050= 70, pred= 70
3591=126, pred=126
5763=120, pred=110
4327= 70, pred= 70
8232=114, pred=114
1230= 42, pred= 43
7436=110, pred=100
3645= 81, pred= 81
61 3= 64, pred= 64
3262= 94, pred= 94
9360=153, pred=153
2167= 88, pred= 87
3954= 93, pred= 93
5370=123, pred=123
2844= 72, pred= 72
8395=178, pred=178
9339=132, pred=132
3031= 61, pred= 62
2863= 91, pred= 91
3292=124, pred=124
6992=161, pred=171
6773=140, pred=130
6235= 97, pred= 97
4670=116, pred=116
8 0= 8, pred= 19
776= 83, pred= 83
2414= 38, pred= 38
6095=155, pred=155
1047= 57, pred= 57
1390=103, pred= 93
45 0= 45, pred= 54
5969=128, pred=127
1036= 46, pred= 46
6792=159, pred=159
9 7= 16, pred= 16
6152=113, pred=113
2051= 71, pred= 62
6096=156, pred=156
3958= 97, pred= 97
6868=136, pred=136
8855=143, pred=143
6846=114, pred=114
4647= 93, pred= 93
38 6= 44, pred= 43
64 5= 69, pred= 69
8298=180, pred=180
5142= 93, pred= 93
8129=110, pred=110
4240= 82, pred= 82
9039=129, pred=139
5124= 75, pred= 75
2759= 86, pred= 86
9469=163, pred=153
1253= 65, pred= 65
8284=166, pred=166
43 5= 48, pred= 38
7763=140, pred=130
111= 12, pred= 22
1854= 72, pred= 72
6757=124, pred=123
8088=168, pred=178
3233= 65, pred= 65
7238=110, pred=110
8649=135, pred=135
2650= 76, pred= 76
11 7= 18, pred= 18
5020= 70, pred= 70
8237=119, pred=119
6361=124, pred=124
4082=122, pred=122
3831= 69, pred= 69
2546= 71, pred= 71
7920= 99, pred= 99
7910= 89, pred= 89
6694=160, pred=150
333= 36, pred= 36
7788=165, pred=165
124= 25, pred= 25
9285=177, pred=177
3313= 46, pred= 46
3772=109, pred=109
750= 57, pred= 57
1148= 59, pred= 59
2687=113, pred=113
8965=154, pred=154
6373=136, pred=136
5453=107, pred=107
2742= 69, pred= 79
2189=110, pred=110
8552=137, pred=137
1659= 75, pred= 75
8244=126, pred=126
9370=163, pred=163
6117= 78, pred= 78
5439= 93, pred= 93
4468=112, pred=112
2777=104, pred=103
5390=143, pred=143
60 9= 69, pred= 69
8143=124, pred=125
4564=109, pred=109
9496=190, pred=180
7646=122, pred=122
2316= 39, pred= 39
7642=118, pred=118
8030=110, pred=110
2220= 42, pred= 53
9349=142, pred=142
1368= 81, pred= 81
2439= 63, pred= 63
1859= 77, pred= 77
6379=142, pred=142
8769=156, pred=156
6358=121, pred=121
6154=115, pred=115
780= 87, pred= 87
5463=117, pred=117
22 7= 29, pred= 39
8491=175, pred=165
5237= 89, pred= 89
7757=134, pred=133
77 1= 78, pred= 78
6218= 80, pred= 70
9057=147, pred=147
5614= 70, pred= 70
595=100, pred=190
6137= 98, pred= 98
1171= 82, pred= 82
8939=128, pred=128
6498=162, pred=162
6084=144, pred=145
9557=152, pred=162
5611= 67, pred= 67
5694=150, pred=140
26 8= 34, pred= 33
9265=157, pred=157
4615= 61, pred= 61
6718= 85, pred= 85
7798=175, pred=176
5427= 81, pred= 81
9959=158, pred=177
9218=110, pred=119
5097=147, pred=157
9428=122, pred=122
4528= 73, pred= 73
016= 16, pred= 16
5880=138, pred=137
1770= 87, pred= 88
3487=121, pred=121
1694=110, pred=109
4337= 80, pred= 80
2023= 43, pred= 43
6421= 85, pred= 85
8194=175, pred=165
9616=112, pred=112
5493=147, pred=147
85 8= 93, pred= 93
8535=120, pred=111
3939= 78, pred= 78
3671=107, pred=107
1041= 51, pred= 51
47 7= 54, pred= 53
7651=127, pred=128
9693=189, pred=179
5088=138, pred=137
1756= 73, pred= 73
6151=112, pred=112
7482=156, pred=166
3128= 59, pred= 59
1 9= 10, pred= 20
9940=139, pred=149
798=105, pred=106
7270=142, pred=142
3974=113, pred=113
8259=141, pred=141
5051=101, pred=101
7885=163, pred=163
5354=107, pred=107
9752=149, pred=149
6891=159, pred=169
6513= 78, pred= 78
7768=145, pred=145
2850= 78, pred= 78
2543= 68, pred= 68
4592=137, pred=137
6936=105, pred=105
7282=154, pred=154
3174=105, pred=105
3194=125, pred=125
7698=174, pred=174
2972=101, pred=101
5848=106, pred=106
1065= 75, pred= 75
8885=173, pred=173
2994=123, pred=123
6189=150, pred=150
3024= 54, pred= 63
9983=182, pred=182
9954=153, pred=153
618= 24, pred= 23
8155=136, pred=136
7565=140, pred=140
2235= 57, pred= 57
7 0= 7, pred= 18
2616= 42, pred= 42
8367=150, pred=150
1372= 85, pred= 85
4236= 78, pred= 78
1743= 60, pred= 60
3468=102, pred=102
3796=133, pred=134
4275=117, pred=117
9958=157, pred=157
23 8= 31, pred= 31
4353= 96, pred= 96
1949= 68, pred= 68
8875=163, pred=163
63 8= 71, pred= 71
6429= 93, pred= 93
850= 58, pred= 58
9818=116, pred=116
1030= 40, pred= 21
4258=100, pred=190
26 1= 27, pred= 17
4429= 73, pred= 73
2381=104, pred=104
4683=129, pred=129
1440= 54, pred= 54
8170=151, pred=161
7034=104, pred=113
3328= 61, pred= 61
4883=131, pred=131
6881=149, pred=149
96 1= 97, pred= 08
487= 91, pred= 91
243= 45, pred= 45
5954=113, pred=113
8845=133, pred=133
1180= 91, pred= 91
9791=188, pred=178
2668= 94, pred= 94
3476=110, pred=110
3798=135, pred=135
2132= 53, pred= 53
4686=132, pred=132
6529= 94, pred= 94
8523=108, pred=108
987= 96, pred= 96
2053= 73, pred= 73
680= 86, pred= 86
087= 87, pred= 87
4595=140, pred=140
7095=165, pred=166
2357= 80, pred= 80
7677=153, pred=153
59 0= 59, pred= 59
3942= 81, pred= 81
4531= 76, pred= 76
3114= 45, pred= 45
3459= 93, pred= 93
1448= 62, pred= 62
8560=145, pred=145
3186=117, pred=117
8528=113, pred=113
6753=120, pred=110
6721= 88, pred= 88
1495=109, pred=109
7330=103, pred=103
9771=168, pred=168
4284=126, pred=126
8226=108, pred=108
8039=119, pred=119
2398=121, pred=111
3197=128, pred=128
8643=129, pred=129
1489=103, pred=103
2069= 89, pred= 89
1765= 82, pred= 82
7511= 86, pred= 86
4925= 74, pred= 74
2133= 54, pred= 54
9438=132, pred=132
4365=108, pred=108
7858=136, pred=136
2683=109, pred=109
2931= 60, pred= 60
8517=102, pred=103
1426= 40, pred= 40
6590=155, pred=145
8614=100, pred=100
143= 44, pred= 44
6918= 87, pred= 87
6366=129, pred=129
3687=123, pred=123
5528= 83, pred= 83
7650=126, pred=126
4411= 55, pred= 56
9547=142, pred=152
9191=182, pred=172
2576=101, pred=101
1559= 74, pred= 74
4650= 96, pred= 96
8426=110, pred=100
1311= 24, pred= 24
18 2= 20, pred= 20
9485=179, pred=169
68 8= 76, pred= 76
3648= 84, pred= 84
446= 50, pred= 50
5114= 65, pred= 65
2122= 43, pred= 43
3099=129, pred=120
9374=167, pred=167
5625= 81, pred= 81
8489=173, pred=173
3081=111, pred=111
4131= 72, pred= 72
5810= 68, pred= 68
8158=139, pred=139
3059= 89, pred= 89
20 0= 20, pred= 20
7978=157, pred=167
5435= 89, pred= 89
6789=156, pred=156
5089=139, pred=139
4958=107, pred=107
4598=143, pred=143
62 2= 64, pred= 64
9643=139, pred=139
1813= 31, pred= 31
8942=131, pred=131
4566=111, pred=111
3792=129, pred=119
6880=148, pred=148
8450=134, pred=134
7712= 89, pred= 89
57 3= 60, pred= 60
2885=113, pred=113
4067=107, pred=107
9638=134, pred=134
7594=169, pred=169
1258= 70, pred= 70
1971= 90, pred= 80
2826= 54, pred= 54
6910= 79, pred= 79
3080=110, pred=110
1119= 30, pred= 30
9168=159, pred=159
3493=127, pred=127
6989=158, pred=157
5366=119, pred=119
3780=117, pred=117
7012= 82, pred= 82
6119= 80, pred= 80
9688=184, pred=184
37 1= 38, pred= 38
9677=173, pred=163
4343= 86, pred= 86
5352=105, pred=105
464= 68, pred= 68
5789=146, pred=146
9882=180, pred=180
6979=148, pred=147
3756= 93, pred= 93
6010= 70, pred= 60
5680=136, pred=136
7352=125, pred=125
6730= 97, pred= 97
5465=119, pred=119
2391=114, pred=114
7228=100, pred= 00
4013= 53, pred= 53
72 5= 77, pred= 67
3551= 86, pred= 87
549= 54, pred= 54
4878=126, pred=126
2429= 53, pred= 53
6460=124, pred=124
4099=139, pred=140
6491=155, pred=155
7848=126, pred=126
564= 69, pred= 69
3 5= 8, pred= 9
267= 69, pred= 69
1493=107, pred=117
7363=136, pred=136
910= 19, pred= 29
1556= 71, pred= 81
87 0= 87, pred= 88
2 0= 2, pred= 12
9126=117, pred=117
2162= 83, pred= 83
3220= 52, pred= 53
8884=172, pred=172
52 7= 59, pred= 59
427= 31, pred= 31
4183=124, pred=124
8239=121, pred=121
16 6= 22, pred= 22
9932=131, pred=131
9084=174, pred=174
57 6= 63, pred= 63
4350= 93, pred= 93
52 9= 61, pred= 61
8023=103, pred=103
875= 83, pred= 93
2637= 63, pred= 63
746= 53, pred= 53
2560= 85, pred= 85
9043=133, pred=133
4799=146, pred=146
4820= 68, pred= 68
6021= 81, pred= 81
2448= 72, pred= 72
3851= 89, pred= 89
8547=132, pred=132
2013= 33, pred= 23
7199=170, pred=170
4751= 98, pred= 98
3470=104, pred=104
9530=125, pred=124
47 0= 47, pred= 48
338= 41, pred= 41
4836= 84, pred= 84
2454= 78, pred= 78
8889=177, pred=177
4886=134, pred=134
041= 41, pred= 32
8 9= 17, pred= 17
4286=128, pred=128
8212= 94, pred= 94
8321=104, pred=104
48 8= 56, pred= 56
2281=103, pred=103
310= 13, pred= 14
826= 34, pred= 34
2734= 61, pred= 61
8692=178, pred=168
2364= 87, pred= 87
5449=103, pred=103
4281=123, pred=123
9627=123, pred=123
4840= 88, pred= 89
3147= 78, pred= 78
8536=121, pred=121
2745= 72, pred= 72
6333= 96, pred= 96
28 0= 28, pred= 29
2566= 91, pred= 91
2253= 75, pred= 75
6616= 82, pred= 81
1099=109, pred=100
1061= 71, pred= 61
9335=128, pred=128
9029=119, pred=119
7381=154, pred=155
2585=110, pred=110
1 0= 1, pred= 11
9315=108, pred=108
5512= 67, pred= 67
2175= 96, pred= 96
19 0= 19, pred= 29
6 4= 10, pred= 10
665= 71, pred= 81
8151=132, pred=123
3224= 56, pred= 56
4757=104, pred=104
622= 28, pred= 28
2061= 81, pred= 81
3697=133, pred=134
3577=112, pred=112
4760=107, pred=117
888= 96, pred= 96
2137= 58, pred= 58
8645=131, pred=131
434= 38, pred= 38
80 1= 81, pred= 1
585= 90, pred= 90
6651=117, pred=117
872= 80, pred= 80
7438=112, pred=112
3223= 55, pred= 55
7417= 91, pred= 91
0 7= 7, pred= 18
1095=105, pred=105
4375=118, pred=128
2115= 36, pred= 36
1746= 63, pred= 63
5222= 74, pred= 74
5272=124, pred=124
3036= 66, pred= 66
6598=163, pred=163
934= 43, pred= 43
5094=144, pred=145
9537=132, pred=142
6884=152, pred=152
1779= 96, pred= 96
2163= 84, pred= 84
6425= 89, pred= 89
4519= 64, pred= 64
5190=141, pred=161
6227= 89, pred= 89
3725= 62, pred= 62
7047=117, pred=117
9124=115, pred=115
76 6= 82, pred= 82
4344= 87, pred= 87
9869=167, pred=167
2868= 96, pred= 96
7787=164, pred=164
3674=110, pred=110
9117=108, pred=108
8848=136, pred=136
4415= 59, pred= 59
9832=130, pred=130
98 1= 99, pred=109
3346= 79, pred= 79
161= 62, pred= 52
7075=145, pred=145
67 0= 67, pred= 67
6052=112, pred=112
4992=141, pred=141
2129= 50, pred= 40
6256=118, pred=118
550= 55, pred= 55
929= 38, pred= 38
5384=137, pred=137
2081=101, pred=102
8550=135, pred=135
7121= 92, pred= 92
3513= 48, pred= 48
398=101, pred=101
3810= 48, pred= 48
4737= 84, pred= 83
5937= 96, pred= 96
3124= 55, pred= 55
135= 36, pred= 36
240= 42, pred= 52
3871=109, pred=109
5328= 81, pred= 81
7663=139, pred=149
8028=108, pred=108
8915=104, pred=104
4294=136, pred=136
2624= 50, pred= 40
1078= 88, pred= 87
5644=100, pred=100
8320=103, pred=103
2979=108, pred=108
52 8= 60, pred= 50
771= 78, pred= 78
2920= 49, pred= 49
4079=119, pred=119
861= 69, pred= 69
50 4= 54, pred= 63
5757=114, pred=114
8993=182, pred=182
462= 66, pred= 66
3891=129, pred=129
5064=114, pred=114
8188=169, pred=169
259= 61, pred= 61
7827=105, pred=105
7668=144, pred=144
9266=158, pred=158
130= 31, pred= 22
9444=138, pred=138
4168=109, pred=109
7062=132, pred=132
8368=151, pred=151
942= 51, pred= 61
522= 27, pred= 17
6888=156, pred=156
7246=118, pred=118
4778=125, pred=125
67 1= 68, pred= 67
1738= 55, pred= 55
1318= 31, pred= 31
6575=140, pred=140
8235=117, pred=117
3977=116, pred=116
5320= 73, pred= 83
7349=122, pred=122
6938=107, pred=107
2313= 36, pred= 36
3279=111, pred=111
6272=134, pred=134
5377=130, pred=130
1996=115, pred=116
3815= 53, pred= 53
7622= 98, pred= 98
5085=135, pred=135
3581=116, pred=116
7278=150, pred=150
9544=139, pred=139
4440= 84, pred= 84
23 4= 27, pred= 17
88 6= 94, pred= 94
62 5= 67, pred= 67
8 4= 12, pred= 12
7840=118, pred=118
10 2= 12, pred= 12
8935=124, pred=124
2426= 50, pred= 50
1583= 98, pred= 98
038= 38, pred= 38
9412=106, pred= 06
4254= 96, pred= 96
14 3= 17, pred= 17
4416= 60, pred= 60
9859=157, pred=167
963= 72, pred= 72
2740= 67, pred= 67
7462=136, pred=136
6274=136, pred=136
5372=125, pred=125
7172=143, pred=143
386= 89, pred= 89
496=100, pred=100
196= 97, pred= 07
77 4= 81, pred= 81
1484= 98, pred= 98
7394=167, pred=167
2245= 67, pred= 67
099= 99, pred= 99
6386=149, pred=149
047= 47, pred= 47
3781=118, pred=118
1795=112, pred=112
3873=111, pred=111
9492=186, pred=176
847= 55, pred= 55
5351=104, pred=104
2961= 90, pred= 90
9824=122, pred=122
4233= 75, pred= 75
8452=136, pred=146
8488=172, pred=172
9724=121, pred=121
4228= 70, pred= 70
9611=107, pred=118
1698=114, pred=114
7442=116, pred=116
4387=130, pred=130
8634=120, pred=110
2652= 78, pred= 78
1491=105, pred=105
1445= 59, pred= 59
3044= 74, pred= 73
039= 39, pred= 29
294= 96, pred= 96
463= 67, pred= 67
8413= 97, pred= 97
529= 34, pred= 34
3937= 76, pred= 76
9685=181, pred=181
7446=120, pred=110
513= 18, pred= 18
38 3= 41, pred= 41
1124= 35, pred= 35
4032= 72, pred= 72
2541= 66, pred= 66
6647=113, pred=113
8296=178, pred=177
4052= 92, pred= 92
6129= 90, pred= 90
4279=121, pred=121
4269=111, pred=111
989= 98, pred=198
3445= 79, pred= 79
1290=102, pred=192
1412= 26, pred= 26
7724=101, pred=101
2967= 96, pred= 96
9674=170, pred=160
8428=112, pred=112
9137=128, pred=128
7460=134, pred=134
4536= 81, pred= 81
3355= 88, pred= 88
5284=136, pred=136
935= 44, pred= 54
9968=167, pred=167
3875=113, pred=113
3717= 54, pred= 54
5247= 99, pred= 99
037= 37, pred= 37
3246= 78, pred= 78
4450= 94, pred= 94
1678= 94, pred= 94
194= 95, pred= 95
3549= 84, pred= 84
1612= 28, pred= 28
5795=152, pred=152
6764=131, pred=131
345= 48, pred= 38
1188= 99, pred= 89
3015= 45, pred= 35
89 6= 95, pred= 95
3050= 80, pred= 80
4422= 66, pred= 66
2982=111, pred=111
83 8= 91, pred= 91
8652=138, pred=148
2422= 46, pred= 46
6399=162, pred=162
1473= 87, pred= 87
6066=126, pred=126
65 1= 66, pred= 66
8347=130, pred=130
8715=102, pred=103
1571= 86, pred= 86
9839=137, pred=137
31 2= 33, pred= 23
352= 55, pred= 55
5660=116, pred=116
4590=135, pred=135
3627= 63, pred= 63
637= 43, pred= 43
894=102, pred=102
42 5= 47, pred= 47
9246=138, pred=138
8662=148, pred=148
5997=156, pred=156
8640=126, pred=116
9289=181, pred=181
846= 54, pred= 54
4955=104, pred=104
9399=192, pred=182
676= 82, pred= 82
3835= 73, pred= 73
1648= 64, pred= 64
1860= 78, pred= 68
5365=118, pred=118
181= 82, pred= 82
2989=118, pred=128
744= 51, pred= 51
7177=148, pred=138
8147=128, pred=128
3895=133, pred=133
9397=190, pred=180
2213= 35, pred= 35
2593=118, pred=118
4159=100, pred=100
7123= 94, pred= 94
6380=143, pred=145
3327= 60, pred= 60
1438= 52, pred= 52
39 7= 46, pred= 46
3790=127, pred=127
4112= 53, pred= 43
7695=171, pred=161
6863=131, pred=131
1850= 68, pred= 68
4055= 95, pred= 95
5577=132, pred=142
3 2= 5, pred= 16
2980=109, pred=109
1741= 58, pred= 58
7128= 99, pred= 99
4289=131, pred=131
772= 79, pred= 79
860= 68, pred= 68
9541=136, pred=136
1528= 43, pred= 43
7582=157, pred=167
9178=169, pred=169
5560=115, pred=115
50 9= 59, pred= 59
4062=102, pred=192
6987=156, pred=156
2614= 40, pred= 40
1895=113, pred=113
8191=172, pred=172
7887=165, pred=165
6040=100, pred=100
4489=133, pred=133
2295=117, pred=117
4244= 86, pred= 86
1 5= 6, pred= 6
7548=123, pred=123
7221= 93, pred= 93
7257=129, pred=129
8716=103, pred=103
7680=156, pred=146
1111= 22, pred= 22
3399=132, pred=132
8311= 94, pred= 94
5985=144, pred=144
2298=120, pred=110
362= 65, pred= 65
79 7= 86, pred= 86
416= 20, pred= 21
4471=115, pred=115
60 8= 68, pred= 68
16 9= 25, pred= 24
9294=186, pred=176
1685=101, pred=101
99 9=108, pred=118
7846=124, pred=124
2811= 39, pred= 49
6481=145, pred=145
7539=114, pred=114
3721= 58, pred= 58
3048= 78, pred= 79
7598=173, pred=173
046= 46, pred= 46
1626= 42, pred= 42
9876=174, pred=164
9498=192, pred=182
1145= 56, pred= 56
7229=101, pred=101
3691=127, pred=127
5454=108, pred=108
9379=172, pred=172
1367= 80, pred= 70
645= 51, pred= 51
4999=148, pred=147
8322=105, pred=105
6585=150, pred=140
4720= 67, pred= 67
9114=105, pred=105
5421= 75, pred= 75
7134=105, pred=105
1823= 41, pred= 41
7524= 99, pred= 99
9437=131, pred=131
5429= 83, pred= 83
1361= 74, pred= 74
91 2= 93, pred= 92
9979=178, pred=187
814= 22, pred= 22
3046= 76, pred= 76
8469=153, pred=153
4748= 95, pred= 95
2750= 77, pred= 77
8138=119, pred=119
3 8= 11, pred= 11
2662= 88, pred= 87
1923= 42, pred= 42
5047= 97, pred= 97
7396=169, pred=169
3368=101, pred=101
2239= 61, pred= 61
1990=109, pred=109
9116=107, pred=107
8072=152, pred=152
6734=101, pred=101
2372= 95, pred= 95
5191=142, pred=162
6179=140, pred=130
56 5= 61, pred= 61
9212=104, pred=104
5574=129, pred=129
2730= 57, pred= 56
7955=134, pred=134
9298=190, pred=180
534= 39, pred= 39
7167=138, pred=138
9737=134, pred=134
7755=132, pred=132
3222= 54, pred= 54
4321= 64, pred= 64
7819= 97, pred= 97
7938=117, pred=117
5044= 94, pred= 93
6249=111, pred=111
188= 89, pred= 89
2256= 78, pred= 78
1539= 54, pred= 54
7 7= 14, pred= 23
2559= 84, pred= 84
6632= 98, pred= 98
3278=110, pred=110
5253=105, pred=105
4120= 61, pred= 61
1131= 42, pred= 42
2088=108, pred=108
6258=120, pred=110
1820= 38, pred= 49
920= 29, pred= 29
9376=169, pred=169
96 5=101, pred=191
7573=148, pred=148
8927=116, pred=116
2328= 51, pred= 51
9655=151, pred=151
6573=138, pred=138
91 9=100, pred=100
4735= 82, pred= 82
59 2= 61, pred= 50
75 9= 84, pred= 84
727= 34, pred= 33
9333=126, pred=126
7359=132, pred=132
6016= 76, pred= 76
2842= 70, pred= 70
6443=107, pred=107
866= 74, pred= 74
6316= 79, pred= 79
3472=106, pred=106
7243=115, pred=115
5815= 73, pred= 74
9151=142, pred=152
8710= 97, pred= 98
1154= 65, pred= 65
5899=157, pred=156
9053=143, pred=133
1579= 94, pred= 94
2274= 96, pred= 96
2764= 91, pred= 91
0 8= 8, pred= 19
4597=142, pred=152
76 2= 78, pred= 78
80 3= 83, pred= 83
4060=100, pred=100
6444=108, pred=108
7912= 91, pred= 91
9827=125, pred=125
77 3= 80, pred= 89
4257= 99, pred= 99
6147=108, pred=108
8268=150, pred=150
3157= 88, pred= 88
3136= 67, pred= 67
3565=100, pred=100
6949=118, pred=118
260= 62, pred= 62
1278= 90, pred= 80
34 0= 34, pred= 34
4126= 67, pred= 67
9189=180, pred=180
9172=163, pred=163
83 9= 92, pred= 92
8857=145, pred=145
7824=102, pred=102
6774=141, pred=141
9866=164, pred=164
8628=114, pred=113
8834=122, pred=122
8772=159, pred=169
2679=105, pred=105
8623=109, pred=109
1488=102, pred=101
4256= 98, pred= 98
88 9= 97, pred= 97
8047=127, pred=127
7662=138, pred=138
7356=129, pred=129
5226= 78, pred= 78
2288=110, pred=100
39 4= 43, pred= 43
9160=151, pred=161
5744=101, pred=101
5794=151, pred=151
5533= 88, pred= 88
9471=165, pred=155
6485=149, pred=149
4546= 91, pred= 91
177= 78, pred= 78
6044=104, pred=103
9694=190, pred=180
7853=131, pred=131
6611= 77, pred= 77
1097=107, pred=118
5294=146, pred=146
7975=154, pred=153
592= 97, pred= 97
467= 71, pred= 71
1014= 24, pred= 24
5730= 87, pred= 87
1125= 36, pred= 36
4143= 84, pred= 84
2121= 42, pred= 42
3022= 52, pred= 52
9314=107, pred=107
7927=106, pred=106
4676=122, pred=122
2992=121, pred=111
1888=106, pred=107
5668=124, pred=124
5844=102, pred=102
5242= 94, pred= 94
9240=132, pred=132
5724= 81, pred= 81
1645= 61, pred= 61
251= 53, pred= 53
244= 46, pred= 36
3379=112, pred=112
9414=108, pred=108
30 6= 36, pred= 36
64 6= 70, pred= 71
2139= 60, pred= 60
062= 62, pred= 62
9554=149, pred=159
1810= 28, pred= 39
5539= 94, pred= 94
48 7= 55, pred= 55
8964=153, pred=153
1151= 62, pred= 52
4822= 70, pred= 70
1344= 57, pred= 57
3141= 72, pred= 72
9991=190, pred=180
3610= 46, pred= 56
2489=113, pred=113
2145= 66, pred= 66
6 8= 14, pred= 13
1925= 44, pred= 44
8522=107, pred=117
9296=188, pred=187
2136= 57, pred= 57
913= 22, pred= 22
8141=122, pred=112
5062=112, pred=112
8668=154, pred=154
4698=144, pred=144
5889=147, pred=147
39 2= 41, pred= 41
2810= 38, pred= 48
1299=111, pred=111
73 0= 73, pred= 73
6435= 99, pred= 99
51 3= 54, pred= 54
1572= 87, pred= 87
8682=168, pred=169
9115=106, pred=106
5315= 68, pred= 68
9757=154, pred=154
45 9= 54, pred= 54
5397=150, pred=160
2085=105, pred=105
9227=119, pred=119
4747= 94, pred= 93
7318= 91, pred= 91
8653=139, pred=149
13 8= 21, pred= 21
4881=129, pred=129
779= 86, pred= 86
4769=116, pred=116
38 9= 47, pred= 47
66 8= 74, pred= 73
4325= 68, pred= 68
7052=122, pred=122
6761=128, pred=118
2496=120, pred=120
6283=145, pred=145
5287=139, pred=149
5745=102, pred=102
8659=145, pred=145
7412= 86, pred= 86
27 6= 33, pred= 33
9273=165, pred=165
8681=167, pred=167
2447= 71, pred= 71
6873=141, pred=141
7526=101, pred=191
791= 98, pred= 09
36 5= 41, pred= 41
4954=103, pred=103
41 0= 41, pred= 41
2040= 60, pred= 60
8778=165, pred=165
326= 29, pred= 29
3690=126, pred=126
1229= 41, pred= 31
1879= 97, pred= 98
8060=140, pred=110
9377=170, pred=170
8257=139, pred=149
2354= 77, pred= 77
3462= 96, pred= 96
8945=134, pred=134
8447=131, pred=131
2445= 69, pred= 69
9857=155, pred=155
5520= 75, pred= 75
1226= 38, pred= 38
2595=120, pred=110
1653= 69, pred= 69
2881=109, pred=119
8274=156, pred=166
3870=108, pred=108
1762= 79, pred= 79
7614= 90, pred= 80
7097=167, pred=167
6766=133, pred=133
7816= 94, pred= 94
62 0= 62, pred= 62
9726=123, pred=123
2515= 40, pred= 41
4599=144, pred=144
95 7=102, pred=102
8572=157, pred=157
8887=175, pred=175
5637= 93, pred= 93
661= 67, pred= 67
3587=122, pred=132
4262=104, pred=104
49 3= 52, pred= 52
1049= 59, pred= 49
7841=119, pred=119
5927= 86, pred= 86
3172=103, pred=103
9055=145, pred=145
5393=146, pred=146
1818= 36, pred= 36
5178=129, pred=129
578= 83, pred= 83
299=101, pred=101
6628= 94, pred= 93
6878=146, pred=146
72 6= 78, pred= 78
2285=107, pred=107
7178=149, pred=149
9369=162, pred=162
6121= 82, pred= 82
6070=130, pred=130
1739= 56, pred= 56
8920=109, pred=119
3666=102, pred=102
9564=159, pred=159
7559=134, pred=134
5394=147, pred=147
8270=152, pred=152
220= 22, pred= 22
1186= 97, pred= 97
70 6= 76, pred= 76
8216= 98, pred= 98
7222= 94, pred= 94
8459=143, pred=143
86 9= 95, pred= 95
8926=115, pred=115
8162=143, pred=143
9588=183, pred=183
5785=142, pred=142
5896=154, pred=154
3562= 97, pred= 97
8180=161, pred=171
9758=155, pred=155
1248= 60, pred= 60
7331=104, pred=104
3869=107, pred=107
3431= 65, pred= 65
44 0= 44, pred= 54
9997=196, pred=186
6624= 90, pred= 80
6037= 97, pred= 97
6649=115, pred=115
2091=111, pred=112
2291=113, pred=122
3187=118, pred=118
71 0= 71, pred= 71
7379=152, pred=152
1073= 83, pred= 83
9725=122, pred=122
5289=141, pred=141
4761=108, pred=108
1239= 51, pred= 51
2788=115, pred=115
2896=124, pred=124
5713= 70, pred= 70
6162=123, pred=123
9162=153, pred=153
4393=136, pred=136
315= 18, pred= 18
3894=132, pred=132
4261=103, pred=103
25 7= 32, pred= 32
2531= 56, pred= 56
6094=154, pred=155
5269=121, pred=121
7811= 89, pred= 89
8737=124, pred=123
757= 64, pred= 63
8618=104, pred=104
3126= 57, pred= 57
1233= 45, pred= 45
60 4= 64, pred= 63
6170=131, pred=131
8083=163, pred=163
4135= 76, pred= 76
9021=111, pred=111
40 2= 42, pred= 42
3429= 63, pred= 63
5245= 97, pred= 97
8069=149, pred=149
7192=163, pred=163
5026= 76, pred= 76
9539=134, pred=134
318= 21, pred= 21
6382=145, pred=145
9493=187, pred=177
1084= 94, pred= 94
5846=104, pred=104
5145= 96, pred= 96
7193=164, pred=165
1323= 36, pred= 36
5675=131, pred=131
9078=168, pred=178
4622= 68, pred= 68
8621=107, pred=117
6976=145, pred=145
2761= 88, pred= 88
5299=151, pred=171
7471=145, pred=145
34 5= 39, pred= 39
2382=105, pred=105
577= 82, pred= 82
5464=118, pred=118
5961=120, pred=120
1530= 45, pred= 34
3661= 97, pred= 97
020= 20, pred= 10
9420=114, pred=114
4765=112, pred=112
7135=106, pred= 06
1566= 81, pred= 81
6447=111, pred=111
2118= 39, pred= 49
32 4= 36, pred= 36
6025= 85, pred= 85
1429= 43, pred= 43
3154= 85, pred= 85
4939= 88, pred= 88
566= 71, pred= 71
2326= 49, pred= 49
78 2= 80, pred= 79
3572=107, pred=107
7046=116, pred=116
27 2= 29, pred= 39
9262=154, pred=154
2119= 40, pred= 40
9570=165, pred=175
9893=191, pred=181
1880= 98, pred= 88
8371=154, pred=155
8752=139, pred=139
9515=110, pred=101
1861= 79, pred= 79
3423= 57, pred= 57
426= 30, pred= 30
5080=130, pred=140
2420= 44, pred= 54
7523= 98, pred= 98
1413= 27, pred= 27
8267=149, pred=159
8722=109, pred=109
8849=137, pred=137
4572=117, pred=117
9035=125, pred=125
49 0= 49, pred= 49
3623= 59, pred= 59
4046= 86, pred= 86
38 4= 42, pred= 42
6785=152, pred=152
9171=162, pred=162
4033= 73, pred= 73
3935= 74, pred= 74
2949= 78, pred= 78
759= 66, pred= 66
74 5= 79, pred= 79
5772=129, pred=129
50 8= 58, pred= 58
1039= 49, pred= 49
9989=188, pred=187
3837= 75, pred= 75
3495=129, pred=129
1215= 27, pred= 26
2746= 73, pred= 73
28 2= 30, pred= 30
3158= 89, pred= 89
3064= 94, pred= 94
4172=113, pred=113
3334= 67, pred= 67
763= 70, pred= 70
8420=104, pred=104
3927= 66, pred= 66
5411= 65, pred= 66
6076=136, pred=136
9717=114, pred=115
655= 61, pred= 71
1684=100, pred=190
8399=182, pred=182
060= 60, pred= 60
9382=175, pred=165
3453= 87, pred= 87
2780=107, pred=107
9953=152, pred=152
1719= 36, pred= 36
5416= 70, pred= 70
8042=122, pred=122
8024=104, pred=103
6171=132, pred=132
6886=154, pred=154
4951=100, pred=100
5766=123, pred=123
8558=143, pred=143
2276= 98, pred= 99
084= 84, pred= 94
2021= 41, pred= 42
1712= 29, pred= 39
8781=168, pred=168
8110= 91, pred=101
9972=171, pred=171
7439=113, pred=113
7023= 93, pred= 92
7347=120, pred=120
4988=137, pred=137
3846= 84, pred= 84
25 1= 26, pred= 26
7560=135, pred=135
9931=130, pred=130
2499=123, pred=123
65 8= 73, pred= 73
2692=118, pred=118
8363=146, pred=146
8361=144, pred=145
1777= 94, pred= 94
9744=141, pred=131
2 5= 7, pred= 7
8657=143, pred=143
9245=137, pred=137
3160= 91, pred=101
1915= 34, pred= 34
3025= 55, pred= 55
3753= 90, pred= 80
5591=146, pred=146
5018= 68, pred= 68
2935= 64, pred= 64
1538= 53, pred= 53
2943= 72, pred= 72
5822= 80, pred= 80
2754= 81, pred= 81
7911= 90, pred= 90
2226= 48, pred= 48
3251= 83, pred= 83
1160= 71, pred= 81
988= 97, pred= 97
4828= 76, pred= 76
6441=105, pred=105
3361= 94, pred= 94
1234= 46, pred= 46
9427=121, pred=131
7899=177, pred=177
6629= 95, pred= 95
3527= 62, pred= 62
3297=129, pred=139
6930= 99, pred= 89
8831=119, pred=119
3449= 83, pred= 83
5255=107, pred=108
2678=104, pred=104
6034= 94, pred= 93
236= 38, pred= 38
8876=164, pred=164
32 0= 32, pred= 42
3868=106, pred=106
0 1= 1, pred= 1
2043= 63, pred= 63
9894=192, pred=182
4695=141, pred=141
4658=104, pred=104
4512= 57, pred= 57
23 2= 25, pred= 25
669= 75, pred= 75
8454=138, pred=138
99 5=104, pred= 94
80 6= 86, pred= 86
1135= 46, pred= 46
9538=133, pred=133
5750=107, pred=117
413= 17, pred= 17
5024= 74, pred= 73
1691=107, pred=118
1461= 75, pred= 75
8685=171, pred=171
7797=174, pred=174
6047=107, pred=107
9069=159, pred=159
83 4= 87, pred= 87
2296=118, pred=118
1080= 90, pred= 90
9773=170, pred=170
4853=101, pred=101
9483=177, pred=167
8761=148, pred=148
668= 74, pred= 74
6758=125, pred=125
37 2= 39, pred= 39
6953=122, pred=122
8379=162, pred=162
2355= 78, pred= 78
4 6= 10, pred= 11
7271=143, pred=143
4744= 91, pred= 91
5742= 99, pred= 99
723= 30, pred= 30
7722= 99, pred= 99
84 6= 90, pred= 81
6199=160, pred=170
7248=120, pred=120
5790=147, pred=146
9082=172, pred=172
1953= 72, pred= 72
9058=148, pred=148
4113= 54, pred= 54
6224= 86, pred= 86
2461= 85, pred= 85
4814= 62, pred= 62
5132= 83, pred= 83
6314= 77, pred= 77
7140=111, pred=112
9072=162, pred=162
6952=121, pred=121
6092=152, pred=162
1633= 49, pred= 49
6080=140, pred=140
3785=122, pred=122
8261=143, pred=143
7185=156, pred=156
7063=133, pred=133
8269=151, pred=151
8255=137, pred=137
5670=126, pred=126
7344=117, pred=118
983= 92, pred= 92
7466=140, pred=140
4392=135, pred=135
4574=119, pred=119
2261= 83, pred= 83
1086= 96, pred= 96
78 1= 79, pred= 79
6216= 78, pred= 78
7375=148, pred=148
9176=167, pred=167
899=107, pred=117
9977=176, pred=166
6837=105, pred=105
4897=145, pred=145
8040=120, pred=110
2272= 94, pred= 94
7441=115, pred=115
940= 49, pred= 49
8073=153, pred=153
8874=162, pred=162
928= 37, pred= 36
3127= 58, pred= 58
7716= 93, pred= 93
5334= 87, pred= 87
6723= 90, pred= 80
7498=172, pred=172
8220=102, pred=102
6168=129, pred=129
5473=127, pred=127
8293=175, pred=165
6619= 85, pred= 85
5 2= 7, pred= 16
8721=108, pred=118
3021= 51, pred= 52
3885=123, pred=123
9236=128, pred=128
964= 73, pred= 73
9895=193, pred=183
5 6= 11, pred= 11
4567=112, pred=112
5169=120, pred=120
7035=105, pred=105
6436=100, pred=100
2855= 83, pred= 83
6193=154, pred=145
2166= 87, pred= 87
2232= 54, pred= 54
22 0= 22, pred= 42
3646= 82, pred= 82
433= 37, pred= 37
1419= 33, pred= 33
7084=154, pred=153
5733= 90, pred= 90
2680=106, pred=106
059= 59, pred= 49
8132=113, pred=113
3538= 73, pred= 73
4488=132, pred=132
728= 35, pred= 35
4096=136, pred=146
9723=120, pred=110
3330= 63, pred= 63
9231=123, pred=123
5938= 97, pred= 97
7164=135, pred=135
4097=137, pred=147
6676=142, pred=142
12 4= 16, pred= 16
5531= 86, pred= 86
9281=173, pred=163
6385=148, pred=148
470= 74, pred= 74
9228=120, pred=110
7068=138, pred=138
180= 81, pred= 91
1197=108, pred=108
2732= 59, pred= 59
8499=183, pred=183
2142= 63, pred= 63
8146=127, pred=117
5347=100, pred=100
9079=169, pred=179
1220= 32, pred= 42
8539=124, pred=124
2098=118, pred=119
8466=150, pred=150
5524= 79, pred= 79
2517= 42, pred= 43
1395=108, pred=108
3750= 87, pred= 87
1881= 99, pred=109
1778= 95, pred= 95
4367=110, pred=110
50 6= 56, pred= 56
8054=134, pred=133
9381=174, pred=165
8822=110, pred=110
3217= 49, pred= 49
5758=115, pred=115
4273=115, pred=115
2336= 59, pred= 59
4189=130, pred=110
4196=137, pred=137
3733= 70, pred= 70
3162= 93, pred= 93
8260=142, pred=142
2011= 31, pred= 41
7127= 98, pred= 98
3256= 88, pred= 88
4636= 82, pred= 82
6653=119, pred=119
29 6= 35, pred= 35
7264=136, pred=136
4557=102, pred=102
1669= 85, pred= 85
3744= 81, pred= 81
3240= 72, pred= 72
3169=100, pred=100
9064=154, pred=154
3469=103, pred=103
3553= 88, pred= 88
88 2= 90, pred= 99
2070= 90, pred=190
543= 48, pred= 48
7017= 87, pred= 87
9395=188, pred=178
81 7= 88, pred= 88
2542= 67, pred= 67
7671=147, pred=147
7990=169, pred=179
7314= 87, pred= 87
2639= 65, pred= 65
125= 26, pred= 26
9148=139, pred=139
782= 89, pred= 89
6530= 95, pred= 94
634= 40, pred= 40
938= 47, pred= 47
5993=152, pred=162
3769=106, pred=106
5387=140, pred=140
9830=128, pred=128
7226= 98, pred= 98
6657=123, pred=123
9823=121, pred=111
3738= 75, pred= 75
7423= 97, pred= 97
48 2= 50, pred= 50
9198=189, pred=189
2168= 89, pred= 89
9840=138, pred=138
27 4= 31, pred= 31
80 9= 89, pred= 89
3621= 57, pred= 57
5960=119, pred=119
2912= 41, pred= 41
9646=142, pred=142
22 6= 28, pred= 28
1723= 40, pred= 40
2097=117, pred=127
8185=166, pred=176
4250= 92, pred= 92
7165=136, pred=136
1752= 69, pred= 69
5564=119, pred=119
6434= 98, pred= 98
7590=165, pred=165
1948= 67, pred= 67
5673=129, pred=129
368= 71, pred= 71
8786=173, pred=163
911= 20, pred= 20
7019= 89, pred= 89
7188=159, pred=159
6331= 94, pred= 94
5343= 96, pred= 96
6293=155, pred=155
4831= 79, pred= 79
979= 88, pred= 88
8396=179, pred=169
4857=105, pred=105
5688=144, pred=144
8944=133, pred=133
7731=108, pred=118
7166=137, pred=137
5498=152, pred=172
2956= 85, pred= 85
3276=108, pred=108
6097=157, pred=167
2981=110, pred=110
8790=177, pred=177
3045= 75, pred= 75
5988=147, pred=147
1969= 88, pred= 88
9864=162, pred=162
4767=114, pred=114
55 0= 55, pred= 65
98 6=104, pred=104
1130= 41, pred= 32
856= 64, pred= 64
1455= 69, pred= 69
3576=111, pred=111
5032= 82, pred= 82
81 1= 82, pred= 82
9318=111, pred=111
7037=107, pred=107
5989=148, pred=147
6339=102, pred=102
7688=164, pred=164
1821= 39, pred= 39
7494=168, pred=168
7285=157, pred=167
3218= 50, pred= 50
986= 95, pred= 95
8764=151, pred=151
55 2= 57, pred= 57
2724= 51, pred= 51
8684=170, pred=160
247= 49, pred= 49
30 4= 34, pred= 23
5881=139, pred=149
3758= 95, pred= 95
6388=151, pred=151
7472=146, pred=146
7675=151, pred=151
6471=135, pred=135
7362=135, pred=135
863= 71, pred= 71
1181= 92, pred= 92
339= 42, pred= 42
7130=101, pred=102
3660= 96, pred= 96
9386=179, pred=169
9833=131, pred=131
75 5= 80, pred= 71
2269= 91, pred= 91
1979= 98, pred= 98
4214= 56, pred= 56
2016= 36, pred= 36
1560= 75, pred= 75
6136= 97, pred= 97
949= 58, pred= 57
75 4= 79, pred= 79
8378=161, pred=161
1544= 59, pred= 59
4359=102, pred=102
5517= 72, pred= 72
3333= 66, pred= 67
8946=135, pred=135
3892=130, pred=130
82 9= 91, pred= 91
9276=168, pred=168
9477=171, pred=171
6943=112, pred=112
8276=158, pred=168
3611= 47, pred= 47
3061= 91, pred=191
7113= 84, pred= 84
8484=168, pred=168
3679=115, pred=105
867= 75, pred= 75
8999=188, pred=187
10 5= 15, pred= 16
1643= 59, pred= 59
51 5= 56, pred= 56
5552=107, pred=108
5928= 87, pred= 87
11 0= 11, pred= 21
6687=153, pred=153
6043=103, pred=103
3588=123, pred=123
9774=171, pred=171
9371=164, pred=155
6176=137, pred=137
2686=112, pred=112
4550= 95, pred= 05
6397=160, pred=160
4266=108, pred=108
1553= 68, pred= 68
3973=112, pred=112
6167=128, pred=128
17 3= 20, pred= 20
7044=114, pred=123
5540= 95, pred=104
7529=104, pred=104
7326= 99, pred= 99
44 5= 49, pred= 49
2494=118, pred=118
2939= 68, pred= 68
33 6= 39, pred= 39
379= 82, pred= 82
9834=132, pred=132
2158= 79, pred= 79
9678=174, pred=164
6580=145, pred=146
5974=133, pred=133
2726= 53, pred= 53
69 7= 76, pred= 76
9936=135, pred=135
3574=109, pred=109
8193=174, pred=164
89 1= 90, pred= 99
5456=110, pred=110
2641= 67, pred= 67
3897=135, pred=135
853= 61, pred= 61
9759=156, pred=156
4141= 82, pred= 82
1257= 69, pred= 69
9565=160, pred=160
93 8=101, pred=101
2763= 90, pred= 80
11 4= 15, pred= 26
9871=169, pred=169
9143=134, pred=135
6621= 87, pred= 87
2510= 35, pred= 45
9556=151, pred=161
3696=132, pred=132
8793=180, pred=180
9241=133, pred=133
4166=107, pred=107
9681=177, pred=167
7568=143, pred=143
6172=133, pred=133
9716=113, pred=114
9464=158, pred=158
3364= 97, pred= 97
51 9= 60, pred= 50
3298=130, pred=130
1784=101, pred=101
7985=164, pred=163
9660=156, pred=156
4147= 88, pred= 88
6319= 82, pred= 82
5511= 66, pred= 66
3978=117, pred=117
4850= 98, pred= 98
730= 37, pred= 36
2084=104, pred=104
7931=110, pred=110
5391=144, pred=154
1524= 39, pred= 39
8651=137, pred=137
5412= 66, pred= 66
8087=167, pred=177
4852=100, pred=100
3867=105, pred=105
1614= 30, pred= 30
2556= 81, pred= 81
819= 27, pred= 27
1724= 41, pred= 41
31 6= 37, pred= 37
26 9= 35, pred= 35
4458=102, pred=102
5920= 79, pred= 79
4376=119, pred=129
5072=122, pred=123
146= 47, pred= 37
3235= 67, pred= 67
9511=106, pred=106
26 5= 31, pred= 31
3180=111, pred=111
15 9= 24, pred= 33
1636= 52, pred= 52
6945=114, pred=114
389= 92, pred= 92
965= 74, pred= 74
8753=140, pred=130
7289=161, pred=161
9697=193, pred=184
8418=102, pred=102
5189=140, pred=130
8342=125, pred=125
7843=121, pred=121
8658=144, pred=143
3669=105, pred=105
6826= 94, pred= 94
9425=119, pred=119
5598=153, pred=153
1944= 63, pred= 63
3819= 57, pred= 57
6751=118, pred=118
2425= 49, pred= 49
8059=139, pred=139
5968=127, pred=127
9348=141, pred=131
468= 72, pred= 72
4086=126, pred=126
9667=163, pred=163
6555=120, pred=110
5235= 87, pred= 87
2597=122, pred=132
1734= 51, pred= 51
93 0= 93, pred= 92
1291=103, pred=102
7776=153, pred=153
6929= 98, pred= 98
9929=128, pred=138
3514= 49, pred= 49
9347=140, pred=140
7783=160, pred=160
1872= 90, pred= 80
2270= 92, pred= 92
8044=124, pred=123
2446= 70, pred= 70
4356= 99, pred= 09
1481= 95, pred= 95
1557= 72, pred= 72
4335= 78, pred= 78
4764=111, pred=111
5115= 66, pred= 66
8176=157, pred=157
4386=129, pred=129
7934=113, pred=113
21 6= 27, pred= 17
990= 99, pred= 99
8625=111, pred=111
1841= 59, pred= 59
9687=183, pred=183
1532= 47, pred= 47
6654=120, pred=120
4581=126, pred=126
4996=145, pred=145
4438= 82, pred= 82
3655= 91, pred= 91
7181=152, pred=152
5646=102, pred=102
25 8= 33, pred= 33
3231= 63, pred= 63
1492=106, pred=106
4287=129, pred=139
3619= 55, pred= 54
1062= 72, pred= 62
2227= 49, pred= 49
3943= 82, pred= 82
7782=159, pred=169
475= 79, pred= 79
3732= 69, pred= 79
9998=197, pred=187
096= 96, pred=106
2185=106, pred=106
9013=103, pred=102
4520= 65, pred= 65
2975=104, pred=104
9130=121, pred=122
6887=155, pred=155
5943=102, pred=102
8173=154, pred=154
5494=148, pred=148
9362=155, pred=155
5878=136, pred=136
2076= 96, pred= 96
9 4= 13, pred= 13
2630= 56, pred= 56
18 7= 25, pred= 35
8586=171, pred=171
9229=121, pred=111
8429=113, pred=113
6547=112, pred=112
8496=180, pred=180
7389=162, pred=162
4663=109, pred=109
9164=155, pred=155
74 6= 80, pred= 81
6830= 98, pred= 98
2824= 52, pred= 52
1 3= 4, pred= 14
1083= 93, pred= 93
5841= 99, pred=109
28 9= 37, pred= 37
3822= 60, pred= 60
6298=160, pred=160
9279=171, pred=171
3142= 73, pred= 73
7681=157, pred=147
2 4= 6, pred= 6
17 1= 18, pred= 19
2214= 36, pred= 36
7711= 88, pred= 88
5386=139, pred=149
6636=102, pred=102
6 0= 6, pred= 18
3341= 74, pred= 74
4612= 58, pred= 58
1787=104, pred=104
6187=148, pred=148
4616= 62, pred= 62
4889=137, pred=137
9648=144, pred=144
1816= 34, pred= 34
7014= 84, pred= 83
4486=130, pred=130
1617= 33, pred= 33
97 9=106, pred=106
2486=110, pred=100
3357= 90, pred= 90
6375=138, pred=138
322= 25, pred= 25
7837=115, pred=115
4089=129, pred=129
5572=127, pred=127
8025=105, pred=105
8353=136, pred=146
5980=139, pred=139
2340= 63, pred= 63
76 7= 83, pred= 83
1899=117, pred=127
5945=104, pred=104
045= 45, pred= 35
9141=132, pred=132
6613= 79, pred= 79
25 4= 29, pred= 29
5462=116, pred=116
4291=133, pred=143
2722= 49, pred= 49
6267=129, pred=129
47 9= 56, pred= 56
1192=103, pred=112
5417= 71, pred= 71
4594=139, pred=139
5977=136, pred=136
60 3= 63, pred= 63
7488=162, pred=162
8734=121, pred=121
390= 93, pred= 93
6633= 99, pred= 99
2532= 57, pred= 57
9022=112, pred=122
7553=128, pred=128
7890=168, pred=178
4786=133, pred=133
7736=113, pred=113
548= 53, pred= 53
9964=163, pred=163
8374=157, pred=167
9680=176, pred=176
4095=135, pred=135
2619= 45, pred= 44
5725= 82, pred= 82
6917= 86, pred= 86
8292=174, pred=164
193= 94, pred= 94
3685=121, pred=121
2513= 38, pred= 38
1673= 89, pred= 89
2770= 97, pred= 97
61 7= 68, pred= 68
1928= 47, pred= 47
1877= 95, pred= 95
6367=130, pred=130
4479=123, pred=123
5921= 80, pred= 80
3969=108, pred= 98
3775=112, pred=112
7962=141, pred=141
415= 19, pred= 19
788= 95, pred= 95
2451= 75, pred= 75
6610= 76, pred= 76
4432= 76, pred= 77
2877=105, pred=105
3038= 68, pred= 69
674= 80, pred= 80
6337=100, pred=100
6535=100, pred=101
4238= 80, pred= 70
9951=150, pred=150
7855=133, pred=133
7020= 90, pred= 90
59 1= 60, pred= 50
4713= 60, pred= 60
3086=116, pred=116
8123=104, pred=104
8762=149, pred=159
7153=124, pred=124
65 7= 72, pred= 72
4963=112, pred=112
4181=122, pred=122
6553=118, pred=118
5123= 74, pred= 74
1423= 37, pred= 37
7791=168, pred=168
63 7= 70, pred= 70
62 8= 70, pred= 70
4338= 81, pred= 81
1 4= 5, pred= 16
8911=100, pred=110
5579=134, pred=134
3332= 65, pred= 65
670= 76, pred= 76
3582=117, pred=117
9634=130, pred=120
5746=103, pred=103
4915= 64, pred= 64
4195=136, pred=136
340= 43, pred= 53
065= 65, pred= 65
6928= 97, pred= 97
2519= 44, pred= 44
3013= 43, pred= 43
57 9= 66, pred= 66
9111=102, pred=111
9679=175, pred=165
598=103, pred=103
26 6= 32, pred= 32
9963=162, pred=162
9519=114, pred=114
3985=124, pred=123
9146=137, pred=137
9642=138, pred=138
8325=108, pred=118
1337= 50, pred= 50
2883=111, pred=111
8093=173, pred=173
2393=116, pred=116
491= 95, pred= 95
7527=102, pred=102
2467= 91, pred= 91
1593=108, pred=108
2293=115, pred=115
2528= 53, pred= 53
84 8= 92, pred= 92
5267=119, pred=119
277= 79, pred= 79
2148= 69, pred= 69
4384=127, pred=127
68 6= 74, pred= 73
4863=111, pred=111
6784=151, pred=151
6944=113, pred=113
9664=160, pred=150
7437=111, pred=111
8225=107, pred=117
9313=106, pred= 06
1886=104, pred=104
385= 88, pred= 88
6362=125, pred=125
9892=190, pred=180
1747= 64, pred= 64
1294=106, pred=106
2923= 52, pred= 52
1024= 34, pred= 33
6640=106, pred=106
5056=106, pred=106
4854=102, pred=102
8349=132, pred=132
1424= 38, pred= 38
950= 59, pred= 59
7320= 93, pred= 93
1876= 94, pred= 94
3925= 64, pred= 64
6996=165, pred=165
46 9= 55, pred= 55
663= 69, pred= 69
7253=125, pred=125
419= 23, pred= 23
5323= 76, pred= 76
6763=130, pred=120
6922= 91, pred= 91
5592=147, pred=147
6550=115, pred=115
1577= 92, pred= 92
8181=162, pred=162
6967=136, pred=136
3767=104, pred=104
4547= 92, pred= 92
1179= 90, pred= 80
4789=136, pred=136
4722= 69, pred= 69
7770=147, pred=147
4554= 99, pred= 99
2343= 66, pred= 66
2867= 95, pred= 95
079= 79, pred= 69
4354= 97, pred= 97
79 3= 82, pred= 82
7865=143, pred=143
81 9= 90, pred= 90
5467=121, pred=121
027= 27, pred= 28
7550=125, pred=125
49 9= 58, pred= 58
1497=111, pred=111
999=108, pred=128
8384=167, pred=167
1335= 48, pred= 48
8749=136, pred=136
6060=120, pred=120
5182=133, pred=133
5265=117, pred=117
41 9= 50, pred= 40
2558= 83, pred= 83
824= 32, pred= 32
2044= 64, pred= 64
374= 77, pred= 77
2794=121, pred=111
6744=111, pred=111
8516=101, pred=101
9129=120, pred=110
8837=125, pred=125
9698=194, pred=184
4621= 67, pred= 67
1552= 67, pred= 67
712= 19, pred= 29
8046=126, pred=126
82 2= 84, pred= 84
1315= 28, pred= 38
4149= 90, pred= 90
7194=165, pred=166
1411= 25, pred= 26
9045=135, pred=135
23 5= 28, pred= 19
50 7= 57, pred= 57
7484=158, pred=158
7416= 90, pred= 80
1259= 71, pred= 71
1196=107, pred=117
1052= 62, pred= 53
62 1= 63, pred= 63
5270=122, pred=122
2894=122, pred=122
5947=106, pred=106
2110= 31, pred= 41
5537= 92, pred= 92
5260=112, pred=113
2936= 65, pred= 65
1396=109, pred=109
8687=173, pred=163
4212= 54, pred= 54
8982=171, pred=171
380= 83, pred= 83
6118= 79, pred= 79
9952=151, pred=161
733= 40, pred= 40
9041=131, pred=121
2078= 98, pred= 97
9214=106, pred=106
9131=122, pred=122
2958= 87, pred= 87
4154= 95, pred= 95
7463=137, pred=137
3898=136, pred=136
7842=120, pred=120
6279=141, pred=141
1028= 38, pred= 39
97 1= 98, pred= 09
1482= 96, pred= 96
4068=108, pred=108
9466=160, pred=160
2646= 72, pred= 72
1549= 64, pred= 64
5541= 96, pred= 96
1168= 79, pred= 79
9038=128, pred=128
8221=103, pred=103
18 8= 26, pred= 26
9283=175, pred=165
97 3=100, pred= 90
3647= 83, pred= 83
652= 58, pred= 58
8588=173, pred=183
6250=112, pred=112
4491=135, pred=135
2964= 93, pred= 93
82 5= 87, pred= 87
2352= 75, pred= 75
1217= 29, pred= 29
8818=106, pred= 06
8213= 95, pred= 95
1987=106, pred=106
3299=131, pred=131
2737= 64, pred= 64
9442=136, pred=136
869= 77, pred= 77
2534= 59, pred= 59
7760=137, pred=137
5557=112, pred=122
31 7= 38, pred= 38
6861=129, pred=129
1574= 89, pred= 89
7224= 96, pred= 96
61 9= 70, pred= 70
2674=100, pred=190
4923= 72, pred= 72
35 7= 42, pred= 42
4482=126, pred=126
17 8= 25, pred= 25
3883=121, pred=121
8029=109, pred=109
797=104, pred=104
15 2= 17, pred= 17
2539= 64, pred= 64
2897=125, pred=125
8475=159, pred=159
6620= 86, pred= 86
2029= 49, pred= 49
5371=124, pred=124
6786=153, pred=153
3 7= 10, pred= 10
1165= 76, pred= 76
4823= 71, pred= 71
148= 49, pred= 49
2092=112, pred=122
8328=111, pred=111
1054= 64, pred= 63
2932= 61, pred= 61
3789=126, pred=126
775= 82, pred= 92
834= 42, pred= 43
3524= 59, pred= 59
659= 65, pred= 65
3930= 69, pred= 69
7967=146, pred=146
2846= 74, pred= 74
4087=127, pred=127
8515=100, pred= 91
1819= 37, pred= 37
2164= 85, pred= 85
346= 49, pred= 39
5830= 88, pred= 88
5236= 88, pred= 88
2536= 61, pred= 61
5318= 71, pred= 71
7775=152, pred=152
9750=147, pred=147
8987=176, pred=176
8757=144, pred=143
499=103, pred=103
8854=142, pred=142
3932= 71, pred= 71
7387=160, pred=160
8938=127, pred=127
91 3= 94, pred= 94
9675=171, pred=171
94 6=100, pred=101
7852=130, pred=130
31 1= 32, pred= 22
2749= 76, pred= 76
67 2= 69, pred= 69
5879=137, pred=137
356= 59, pred= 59
58 5= 63, pred= 63
9942=141, pred=131
27 5= 32, pred= 32
2049= 69, pred= 69
3797=134, pred=135
4314= 57, pred= 57
4620= 66, pred= 66
90 8= 98, pred= 99
3196=127, pred=137
5645=101, pred=101
69 9= 78, pred= 88
1875= 93, pred=103
5990=149, pred=159
6482=146, pred=146
6132= 93, pred= 93
7392=165, pred=165
969= 78, pred= 77
9973=172, pred=172
8531=116, pred=116
6281=143, pred=143
9295=187, pred=177
4443= 87, pred= 87
1183= 94, pred= 94
297= 99, pred=109
1118= 29, pred= 29
010= 10, pred= 10
483= 87, pred= 87
3144= 75, pred= 75
75 2= 77, pred= 77
1 7= 8, pred= 18
142= 43, pred= 43
325= 28, pred= 28
32 9= 41, pred= 41
7558=133, pred=133
7883=161, pred=161
74 9= 83, pred= 83
8291=173, pred=163
3517= 52, pred= 53
7372=145, pred=145
7390=163, pred=163
5244= 96, pred= 96
6714= 81, pred= 81
2933= 62, pred= 62
7880=158, pred=168
4390=133, pred=133
1838= 56, pred= 56
3950= 89, pred= 89
58 3= 61, pred= 61
4719= 66, pred= 66
7070=140, pred=110
4 9= 13, pred= 23
4163=104, pred=104
4169=110, pred=110
6143=104, pred=104
295= 97, pred= 97
635= 41, pred= 41
6032= 92, pred= 92
1333= 46, pred= 46
5141= 92, pred= 92
1893=111, pred=111
2048= 68, pred= 69
2275= 97, pred= 97
4225= 67, pred= 67
66 1= 67, pred= 67
3724= 61, pred= 61
96 2= 98, pred= 98
4874=122, pred=122
2127= 48, pred= 48
2492=116, pred=116
7979=158, pred=167
7555=130, pred=120
9795=192, pred=182
2590=115, pred=115
5186=137, pred=137
1057= 67, pred= 67
7273=145, pred=145
6665=131, pred=131
43 2= 45, pred= 45
9459=153, pred=153
830= 38, pred= 38
4867=115, pred=115
8534=119, pred=119
8126=107, pred=107
4950= 99, pred= 99
28 1= 29, pred= 29
636= 42, pred= 42
8086=166, pred=176
4418= 62, pred= 62
2795=122, pred=122
5845=103, pred=103
8553=138, pred=138
1514= 29, pred= 39
30 7= 37, pred= 47
1834= 52, pred= 52
6497=161, pred=161
8014= 94, pred= 93
2358= 81, pred= 81
7739=116, pred=116
7995=174, pred=173
8542=127, pred=127
633= 39, pred= 39
2479=103, pred=103
6990=159, pred=169
8672=158, pred=158
6564=129, pred=129
128= 29, pred= 29
1939= 58, pred= 58
1155= 66, pred= 66
6045=105, pred=105
922= 31, pred= 31
455= 59, pred= 59
4660=106, pred=106
7618= 94, pred= 94
1865= 83, pred= 83
7943=122, pred=122
5339= 92, pred= 92
81 8= 89, pred= 89
6492=156, pred=156
5442= 96, pred= 96
70 4= 74, pred= 73
648= 54, pred= 53
64 3= 67, pred= 67
5218= 70, pred= 69
3155= 86, pred= 86
9242=134, pred=134
8577=162, pred=162
1744= 61, pred= 61
5676=132, pred=142
4961=110, pred=110
6821= 89, pred= 89
5329= 82, pred= 82
218= 20, pred= 20
5074=124, pred=124
3735= 72, pred= 72
5956=115, pred=115
1231= 43, pred= 43
7256=128, pred=128
5710= 67, pred= 67
3852= 90, pred= 90
2360= 83, pred= 83
8444=128, pred=128
6549=114, pred=113
527= 32, pred= 32
4487=131, pred=131
6829= 97, pred= 97
8779=166, pred=166
957= 66, pred= 66
8112= 93, pred= 93
762= 69, pred= 69
689= 95, pred= 96
3971=110, pred=110
4041= 81, pred= 71
613= 19, pred= 29
9 2= 11, pred= 10
10 0= 10, pred= 10
5833= 91, pred= 91
2628= 54, pred= 54
3533= 68, pred= 68
844= 52, pred= 53
4669=115, pred=115
7231=103, pred=103
5589=144, pred=144
77 9= 86, pred= 86
9066=156, pred=156
1853= 71, pred= 71
019= 19, pred= 29
2685=111, pred=111
1791=108, pred=109
3694=130, pred=120
6280=142, pred=142
4366=109, pred=109
486= 90, pred= 90
5286=138, pred=148
1031= 41, pred= 22
7584=159, pred=159
5277=129, pred=129
9421=115, pred=115
4931= 80, pred= 80
6594=159, pred=148
9290=182, pred=182
2669= 95, pred= 95
7321= 94, pred= 94
6568=133, pred=133
3741= 78, pred= 78
9076=166, pred=167
1398=111, pred=111
8280=162, pred=172
88 4= 92, pred= 92
6 3= 9, pred= 19
2537= 62, pred= 62
3 1= 4, pred= 14
3281=113, pred=113
5187=138, pred=138
6852=120, pred=120
2771= 98, pred= 98
1569= 84, pred= 84
5451=105, pred=105
4162=103, pred=103
2143= 64, pred= 64
353= 56, pred= 46
9311=104, pred=103
7435=109, pred=109
2555= 80, pred= 80
628= 34, pred= 33
9460=154, pred=154
5010= 60, pred= 60
7586=161, pred=161
2215= 37, pred= 36
9734=131, pred=131
1422= 36, pred= 36
1342= 55, pred= 55
4770=117, pred=117
4833= 81, pred= 81
2834= 62, pred= 62
438= 42, pred= 42
1897=115, pred=115
1844= 62, pred= 62
84 7= 91, pred= 91
6217= 79, pred= 79
3170=101, pred=101
5070=120, pred=120
14 7= 21, pred= 21
8594=179, pred=169
675= 81, pred= 91
1642= 58, pred= 58
1585=100, pred=100
4081=121, pred=121
5075=125, pred=125
5682=138, pred=138
72 4= 76, pred= 76
4613= 59, pred= 59
6452=116, pred=116
3643= 79, pred= 79
5942=101, pred=101
2766= 93, pred= 93
4140= 81, pred= 81
8211= 93, pred= 93
8590=175, pred=174
4433= 77, pred= 77
8788=175, pred=174
4884=132, pred=132
1964= 83, pred= 84
3383=116, pred=116
9552=147, pred=147
6985=154, pred=154
1541= 56, pred= 56
1227= 39, pred= 39
5715= 72, pred= 73
87 7= 94, pred= 93
69 3= 72, pred= 72
210= 12, pred= 22
2458= 82, pred= 81
1978= 97, pred= 97
4614= 60, pred= 50
8870=158, pred=168
448= 52, pred= 52
2557= 82, pred= 82
6869=137, pred=137
5875=133, pred=133
3599=134, pred=134
2385=108, pred=108
8164=145, pred=145
3546= 81, pred= 81
1243= 55, pred= 55
6738=105, pred=105
3096=126, pred=136
4518= 63, pred= 63
833= 41, pred= 41
015= 15, pred= 15
6783=150, pred=140
2344= 67, pred= 67
9676=172, pred=162
1158= 69, pred= 69
9768=165, pred=165
8411= 95, pred= 96
5430= 84, pred= 84
5778=135, pred=135
88 7= 95, pred= 95
4349= 92, pred= 92
335= 38, pred= 38
9391=184, pred=174
3116= 47, pred= 47
6713= 80, pred= 80
97 7=104, pred=104
6467=131, pred=131
3768=105, pred=105
6049=109, pred=109
5532= 87, pred= 87
7726=103, pred=103
8759=146, pred=146
3989=128, pred=127
4587=132, pred=132
5717= 74, pred= 75
1852= 70, pred= 70
4045= 85, pred= 85
9357=150, pred=150
8134=115, pred=115
32 2= 34, pred= 34
8120=101, pred=101
9860=158, pred=178
7616= 92, pred= 92
4662=108, pred=108
4274=116, pred=116
1228= 40, pred= 40
8825=113, pred=113
1995=114, pred=114
4589=134, pred=134
6839=107, pred=107
7814= 92, pred= 92
5048= 98, pred= 98
1045= 55, pred= 55
4334= 77, pred= 77
9614=110, pred=110
2554= 79, pred= 79
74 7= 81, pred= 81
7514= 89, pred= 88
93 5= 98, pred= 98
8441=125, pred=125
3446= 80, pred= 80
1059= 69, pred= 69
4463=107, pred=107
189= 90, pred= 80
9878=176, pred=176
87 4= 91, pred= 91
1570= 85, pred= 85
1929= 48, pred= 48
8018= 98, pred= 98
33 2= 35, pred= 35
4218= 60, pred= 50
8864=152, pred=152
2591=116, pred=116
2937= 66, pred= 66
9732=129, pred=129
3695=131, pred=131
4179=120, pred=110
6123= 84, pred= 84
2654= 80, pred= 80
3863=101, pred=101
032= 32, pred= 33
2984=113, pred=113
9586=181, pred=181
5653=109, pred=109
5642= 98, pred= 98
2258= 80, pred= 70
2485=109, pred=109
8341=124, pred=124
86 7= 93, pred= 93
4093=133, pred=133
8841=129, pred=139
262= 64, pred= 64
3275=107, pred=107
6166=127, pred=127
8457=141, pred=141
5852=110, pred=110
1167= 78, pred= 78
8377=160, pred=160
8924=113, pred=113
1441= 55, pred= 55
8990=179, pred=179
430= 34, pred= 34
5234= 86, pred= 86
6213= 75, pred= 75
3419= 53, pred= 53
5584=139, pred=139
53 5= 58, pred= 48
1796=113, pred=113
2870= 98, pred= 98
3161= 92, pred= 92
4626= 72, pred= 72
6695=161, pred=151
695=101, pred=101
41 6= 47, pred= 47
258= 60, pred= 60
1053= 63, pred= 53
8633=119, pred=119
8917=106, pred=106
6287=149, pred=149
7781=158, pred=148
1193=104, pred=114
7465=139, pred=139
9372=165, pred=165
70 3= 73, pred= 73
3530= 65, pred= 65
4083=123, pred=123
6426= 90, pred= 80
55 3= 58, pred= 58
6412= 76, pred= 76
5213= 65, pred= 65
1176= 87, pred= 77
3375=108, pred=108
25 2= 27, pred= 26
1966= 85, pred= 85
918= 27, pred= 17
4165=106, pred=106
5054=104, pred=103
5527= 82, pred= 82
9479=173, pred=163
9154=145, pred=145
9662=158, pred=157
5987=146, pred=146
9822=120, pred=110
160= 61, pred= 61
33 1= 34, pred= 24
7116= 87, pred= 87
8326=109, pred=109
9915=114, pred=114
5787=144, pred=144
5842=100, pred=100
7758=135, pred=135
9061=151, pred=161
3832= 70, pred= 70
4 3= 7, pred= 7
4766=113, pred=113
4391=134, pred=144
6440=104, pred=104
75 6= 81, pred= 81
6011= 71, pred= 71
2835= 63, pred= 63
6262=124, pred=124
4947= 96, pred= 96
7845=123, pred=123
4317= 60, pred= 60
78 7= 85, pred= 85
4738= 85, pred= 85
7894=172, pred=172
8912=101, pred=111
6592=157, pred=157
6655=121, pred=121
58 1= 59, pred= 59
2774=101, pred=101
081= 81, pred= 81
3056= 86, pred= 86
67 5= 72, pred= 72
9529=124, pred=124
681= 87, pred= 87
7368=141, pred=141
854= 62, pred= 62
1275= 87, pred= 87
16 0= 16, pred= 18
6420= 84, pred= 84
311= 14, pred= 14
8638=124, pred=123
1476= 90, pred= 80
7746=123, pred=123
8856=144, pred=144
2060= 80, pred= 90
8656=142, pred=142
8796=183, pred=183
2573= 98, pred= 98
3580=115, pred=115
5872=130, pred=130
77 6= 83, pred= 83
4960=109, pred=109
4042= 82, pred= 82
249= 51, pred= 51
2311= 34, pred= 44
1621= 37, pred= 37
2580=105, pred=105
6458=122, pred=122
2785=112, pred=112
1533= 48, pred= 48
7856=134, pred=134
8114= 95, pred= 95
1310= 23, pred= 23
8647=133, pred=133
17 9= 26, pred= 26
9134=125, pred=125
5076=126, pred=126
4851= 99, pred=109
5944=103, pred=103
67 7= 74, pred= 73
8119=100, pred=100
5420= 74, pred= 74
4446= 90, pred= 90
8617=103, pred=103
4 4= 8, pred= 18
1428= 42, pred= 42
9526=121, pred=121
7373=146, pred=147
7268=140, pred=140
84 0= 84, pred= 84
9088=178, pred=178
1090=100, pred=100
25 5= 30, pred= 21
363= 66, pred= 66
1446= 60, pred= 60
33 5= 38, pred= 38
2362= 85, pred= 85
816= 24, pred= 33
6969=138, pred=137
8315= 98, pred= 98
417= 21, pred= 21
9358=151, pred=151
7411= 85, pred= 86
7777=154, pred=153
19 5= 24, pred= 23
1786=103, pred=103
6465=129, pred=129
3924= 63, pred= 63
23 9= 32, pred= 32
4893=141, pred=141
6374=137, pred=137
978= 87, pred= 87
343= 46, pred= 46
9248=140, pred=130
5820= 78, pred= 78
6490=154, pred=145
9682=178, pred=168
62 6= 68, pred= 68
5091=141, pred=152
2617= 43, pred= 43
1716= 33, pred= 33
6827= 95, pred= 95
6659=125, pred=125
5049= 99, pred= 99
8727=114, pred=113
8456=140, pred=140
4259=101, pred=101
6899=167, pred=167
2893=121, pred=111
10 4= 14, pred= 13
9733=130, pred=120
5534= 89, pred= 89
5883=141, pred=141
4777=124, pred=124
1297=109, pred=119
9453=147, pred=147
3435= 69, pred= 69
20 7= 27, pred= 38
1129= 40, pred= 40
6048=108, pred=108
4568=113, pred=113
375= 78, pred= 78
3689=125, pred=125
2858= 86, pred= 86
2717= 44, pred= 45
7118= 89, pred= 89
8217= 99, pred= 99
9666=162, pred=162
2879=107, pred=107
2696=122, pred=122
377= 80, pred= 80
6557=122, pred=122
3411= 45, pred= 46
5147= 98, pred= 98
9378=171, pred=171
8252=134, pred=134
4830= 78, pred= 78
55 5= 60, pred= 51
4515= 60, pred= 51
3681=117, pred=117
1730= 47, pred= 46
2371= 94, pred= 94
3998=137, pred=137
7868=146, pred=146
3063= 93, pred= 93
6350=113, pred=113
4921= 70, pred= 70
5194=145, pred=145
028= 28, pred= 29
7499=173, pred=173
2059= 79, pred= 79
4014= 54, pred= 54
2625= 51, pred= 51
47 8= 55, pred= 55
2353= 76, pred= 76
197= 98, pred= 08
3247= 79, pred= 79
8247=129, pred=129
5438= 92, pred= 92
5050=100, pred=100
5376=129, pred=129
54 0= 54, pred= 54
8991=180, pred=180
4721= 68, pred= 68
1138= 49, pred= 49
9690=186, pred=187
998=107, pred=107
9542=137, pred=137
4535= 80, pred= 80
3294=126, pred=126
741= 48, pred= 38
7699=175, pred=166
4524= 69, pred= 69
9065=155, pred=155
6736=103, pred=103
2491=115, pred=115
54 8= 62, pred= 62
6141=102, pred=102
71 5= 76, pred= 76
84 4= 88, pred= 88
19 2= 21, pred= 21
7535=110, pred=100
5479=133, pred=133
6241=103, pred=103
8136=117, pred=117
1581= 96, pred= 96
5640= 96, pred= 96
3820= 58, pred= 58
8632=118, pred=118
1144= 55, pred= 55
6135= 96, pred= 96
4373=116, pred=116
1567= 82, pred= 82
5510= 65, pred= 76
9520=115, pred=115
3624= 60, pred= 50
7785=162, pred=162
342= 45, pred= 45
5077=127, pred=127
6484=148, pred=148
8680=166, pred=166
044= 44, pred= 33
6740=107, pred=117
6675=141, pred=141
61 4= 65, pred= 65
492= 96, pred= 96
078= 78, pred= 77
6579=144, pred=144
2891=119, pred=119
8733=120, pred=110
1531= 46, pred= 46
3712= 49, pred= 49
33 3= 36, pred= 36
885= 93, pred= 93
64 8= 72, pred= 72
7734=111, pred=111
5478=132, pred=132
9486=180, pred=180
5619= 75, pred= 75
89 8= 97, pred= 97
5143= 94, pred= 94
5487=141, pred=141
4155= 96, pred= 96
568= 73, pred= 73
2720= 47, pred= 57
3084=114, pred=114
2347= 70, pred= 70
34 6= 40, pred= 40
7283=155, pred=155
3987=126, pred=126
16 3= 19, pred= 29
83 7= 90, pred= 90
7530=105, pred=104
2755= 82, pred= 82
8410= 94, pred= 94
5814= 72, pred= 72
865= 73, pred= 73
9846=144, pred=144
5762=119, pred=119
8057=137, pred=137
8218=100, pred=109
4959=108, pred= 08
2851= 79, pred= 79
7953=132, pred=132
2387=110, pred=110
8082=162, pred=162
8230=112, pred=102
6463=127, pred=127
1666= 82, pred= 82
1170= 81, pred= 91
9287=179, pred=179
5781=138, pred=137
24 7= 31, pred= 31
2067= 87, pred= 87
3095=125, pred=125
4848= 96, pred= 96
7029= 99, pred= 99
2126= 47, pred= 47
4876=124, pred=124
7821= 99, pred=109
7262=134, pred=134
8121=102, pred=102
9762=159, pred=159
694=100, pred= 90
2369= 92, pred= 92
7496=170, pred=160
7549=124, pred=123
7946=125, pred=125
6858=126, pred=126
4050= 90, pred= 90
6794=161, pred=161
2468= 92, pred= 92
8369=152, pred=152
5484=138, pred=138
9779=176, pred=176
2082=102, pred=102
3035= 65, pred= 65
3794=131, pred=121
7378=151, pred=151
2310= 33, pred= 44
1824= 42, pred= 42
60 2= 62, pred= 62
1613= 29, pred= 39
40 8= 48, pred= 48
265= 67, pred= 67
7575=150, pred=140
91 8= 99, pred=109
6 6= 12, pred= 22
4982=131, pred=131
2150= 71, pred= 81
5753=110, pred=100
3244= 76, pred= 77
8835=123, pred=123
7991=170, pred=170
4983=132, pred=132
370= 73, pred= 73
179= 80, pred= 80
6542=107, pred=108
1981=100, pred=100
25 0= 25, pred= 34
6210= 72, pred= 71
1332= 45, pred= 45
4426= 70, pred= 70
050= 50, pred= 50
4197=138, pred=137
5821= 79, pred= 79
8683=169, pred=169
5392=145, pred=145
3478=112, pred=112
2588=113, pred=113
2854= 82, pred= 82
3988=127, pred=127
6486=150, pred=140
3862=100, pred=100
1174= 85, pred= 85
4054= 94, pred= 93
2459= 83, pred= 83
3152= 83, pred= 83
2125= 46, pred= 46
3579=114, pred=114
6432= 96, pred= 97
1285= 97, pred= 97
2172= 93, pred= 93
81 6= 87, pred= 87
2598=123, pred=123
9596=191, pred=181
In [1009]:
def alpha1_f_(X):
# The [0] is to disable the training phase flag
return alpha1_f([0] + [X])
def alpha2_f_(X):
# The [0] is to disable the training phase flag
return alpha2_f([0] + [X])
def alpha3_f_(X):
# The [0] is to disable the training phase flag
return alpha3_f([0] + [X])
In [1012]:
letter_acc1 = 0
letter_total1 = 0
letter_acc2 = 0
letter_total2 = 0
seq_acc1 = 0
seq_total1 = 0
seq_acc2 = 0
seq_total2 = 0
for a in range(10):
for b in range (10):
for x in range(10):
for y in range(10):
if (a*10+x <= b*10+y):
continue
ops = []
ops.append(a*10+x)
ops.append(b*10+y)
ops_str = []
for op in ops:
if (op<10):
ops_str.append(' ' + str(op))
else:
ops_str.append(str(op))
q = ''.join([op for op in ops_str])
query = q + ' ' * (MAXLEN - len(q))
ans = str(sum(ops))
# Answers can be of maximum size DIGITS + 1
if INVERT:
query = query[::-1]
ans = ans[::-1]
ans += ' ' * (DIGITS + 1 - len(ans))
X = ctable.encode(query, maxlen=MAXLEN).reshape([1,4,12])
preds = basic_model.predict(X, verbose=0)
y_hat = preds[0].argmax(axis=-1)
y_str = ''.join(ctable.indices_char[x] for x in y_hat)# ctable.indices_char[x]
preds2 = model.predict(X, verbose=0)
y_hat2 = preds2[0].argmax(axis=-1)
y_str2 = ''.join(ctable.indices_char[x] for x in y_hat2)# ctable.indices_char[x]
wrong1 = False
wrong2 = False
for i in range(len(ans)):
if ans[i]==y_str[i]:
letter_acc1 += 1
else:
wrong1 = True
if ans[i]==y_str2[i]:
letter_acc2 += 1
else:
wrong2 = True
if wrong1 or wrong2:
print('(' + query[::-1] + ', ' + ans[::-1] + '): ' + y_str[::-1] + ', ' + y_str2[::-1])
if not wrong1:
seq_acc1 += 1
if not wrong2:
seq_acc2 += 1
letter_total1 += len(ans)
letter_total2 += len(ans)
seq_total1 += 1
seq_total2 += 1
print('Character accuracy for basic model: ' + str(float(letter_acc1)/float(letter_total1)))
print('Character accuracy for attentional model: ' + str(float(letter_acc2)/float(letter_total2)))
print('Sequence accuracy for basic model: ' + str(float(seq_acc1)/float(seq_total1)))
print('Sequence accuracy for attentional model: ' + str(float(seq_acc2)/float(seq_total2)))
( 1 0, 1): 11, 1
( 6 3, 9): 19, 9
( 7 0, 7): 17, 7
( 9 0, 9): 19, 9
(10 0, 10): 11, 10
(10 3, 13): 12, 13
(11 4, 15): 5, 15
(12 7, 19): 29, 29
(13 0, 13): 12, 13
(13 6, 19): 29, 29
(16 3, 19): 29, 29
(17 2, 19): 19, 29
(17 9, 26): 25, 26
(18 8, 26): 25, 26
(19 7, 26): 25, 26
(1210, 22): 21, 22
(1310, 23): 22, 23
(1410, 24): 24, 23
(1917, 36): 35, 36
(20 1, 21): 22, 21
(21 0, 21): 22, 21
(27 9, 36): 35, 36
(28 8, 36): 35, 35
(29 7, 36): 35, 36
(2310, 33): 32, 33
(2410, 34): 34, 33
(2719, 46): 45, 46
(2818, 46): 45, 46
(31 0, 31): 32, 31
(37 9, 46): 45, 46
(38 8, 46): 45, 46
(39 7, 46): 45, 46
(3812, 50): 50, 40
(3630, 66): 66, 65
(4011, 51): 51, 41
(54 0, 54): 55, 54
(54 2, 56): 56, 46
(56 4, 60): 60, 50
(59 9, 68): 67, 68
(5410, 64): 65, 64
(5149, 100): 100, 90
(64 0, 64): 65, 64
(6410, 74): 75, 74
(6139, 100): 100, 190
(7012, 82): 81, 82
(7713, 90): 90, 80
(7723, 100): 100, 190
(7040, 110): 111, 110
(7050, 120): 121, 120
(7060, 130): 131, 130
(84 6, 90): 90, 80
(8012, 92): 91, 92
(8013, 93): 92, 93
(8019, 99): 99, 109
(8713, 100): 100, 90
(8030, 110): 111, 110
(8040, 120): 121, 120
(8050, 130): 131, 130
(8060, 140): 141, 140
(8070, 150): 151, 150
(8171, 152): 151, 152
(8279, 161): 171, 161
(8379, 162): 172, 162
(8972, 161): 161, 171
(8979, 168): 158, 168
(8280, 162): 163, 162
(9019, 109): 109, 119
(9921, 120): 120, 110
(9030, 120): 121, 120
(9032, 122): 123, 122
(9931, 130): 130, 120
(9040, 130): 131, 130
(9042, 132): 133, 132
(9149, 140): 140, 130
(9240, 132): 133, 132
(9941, 140): 140, 130
(9050, 140): 141, 140
(9052, 142): 143, 142
(9250, 142): 143, 142
(9060, 150): 150, 160
(9062, 152): 153, 152
(9260, 152): 153, 152
(9869, 167): 157, 167
(9962, 161): 161, 171
(9968, 167): 157, 167
(9969, 168): 158, 178
(9071, 161): 161, 171
(9072, 162): 163, 162
(9171, 162): 163, 162
(9270, 162): 163, 162
(9379, 172): 182, 172
(9979, 178): 168, 178
(9082, 172): 173, 172
(9086, 176): 176, 177
(9181, 172): 173, 172
(9182, 173): 173, 183
(9189, 180): 180, 170
(9280, 172): 173, 162
(9288, 180): 170, 180
(9387, 180): 170, 180
(9486, 180): 170, 180
(9585, 180): 170, 180
(9684, 180): 170, 180
(9687, 183): 183, 193
(9688, 184): 174, 184
(9689, 185): 184, 185
(9783, 180): 170, 180
(9786, 183): 183, 193
(9787, 184): 174, 184
(9788, 185): 175, 185
(9882, 180): 170, 180
(9886, 184): 174, 184
(9887, 185): 175, 185
(9190, 181): 171, 181
(9290, 182): 173, 182
(9390, 183): 173, 183
(9492, 186): 186, 187
(9694, 190): 180, 180
(9695, 191): 181, 181
(9793, 190): 180, 180
(9794, 191): 181, 181
(9795, 192): 182, 182
(9796, 193): 182, 193
(9892, 190): 180, 180
(9893, 191): 181, 181
(9894, 192): 182, 182
(9895, 193): 183, 193
(9896, 194): 184, 194
(9897, 195): 185, 185
(9991, 190): 180, 180
(9992, 191): 181, 181
(9993, 192): 182, 182
(9994, 193): 183, 193
(9995, 194): 184, 184
(9996, 195): 185, 185
(9997, 196): 186, 186
(9998, 197): 188, 187
Character accuracy for basic model: 0.992592592593
Character accuracy for attentional model: 0.996296296296
Sequence accuracy for basic model: 0.978383838384
Sequence accuracy for attentional model: 0.989494949495
In [1005]:
acc2
Out[1005]:
14750
In [990]:
X_str = '9997'
X_str = X_str[::-1]
print(X_str)
X = ctable.encode(X_str, maxlen=MAXLEN).reshape([1,4,12])
preds = basic_model.predict(X, verbose=0)
y_hat = preds[0].argmax(axis=-1)
y_str = ''.join(ctable.indices_char[x] for x in y_hat)# ctable.indices_char[x]
print(y_str)
preds2 = model.predict(X, verbose=0)
y_hat2 = preds2[0].argmax(axis=-1)
y_str2 = ''.join(ctable.indices_char[x] for x in y_hat2)# ctable.indices_char[x]
print(y_str2)
7999
681
681
In [987]:
a1 = alpha1_f_(X)
a2 = alpha2_f_(X)
a3 = alpha3_f_(X)
In [988]:
alphas = np.concatenate((a1[0], a2[0], a3[0]))
pl.imshow(np.transpose(alphas), interpolation='none', cmap=cm.binary, aspect='auto')
plt.show()
In [898]:
a1[0]
Out[898]:
array([[ 7.75741187e-05, 7.31187424e-01, 2.52840329e-04,
2.68482162e-01]])
In [754]:
a2[0]
Out[754]:
array([[ 8.88112800e-03, 9.90582447e-01, 3.67220297e-04,
1.69204911e-04]])
In [345]:
a3[0]
Out[345]:
array([[ 0.15537305, 0.26883156, 0.36084677, 0.21494863]])
In [698]:
ctable.decode(X_train[0],calc_argmax=True)
Out[698]:
'5766'
In [701]:
ctable.decode(y_train[0], calc_argmax=True)
Out[701]:
'141'
In [843]:
train_queries = []
for i in range(len(X_train)):
X_str = ctable.decode(X_train[i], calc_argmax=True)
train_queries.append(X_str[::-1])
y_str = ctable.decode(y_train[i], calc_argmax=True)
print(X_str[::-1] + '=' + y_str[::-1])
6131= 92
7412= 86
6819= 87
4483=127
8255=137
5972=131
8344=127
5155=106
8014= 94
8690=176
6795=162
68 8= 76
6060=120
2996=125
7085=155
044= 44
5773=130
1987=106
3420= 54
6261=123
5011= 61
2086=106
55 6= 61
3269=101
728= 35
6678=144
6545=110
7 7= 14
5639= 95
4579=124
5198=149
4212= 54
13 4= 17
524= 29
330= 33
7626=102
4410= 54
8342=125
3456= 90
5332= 85
1648= 64
58 5= 63
9886=184
90 4= 94
813= 21
3082=112
1217= 29
4088=128
9137=128
4011= 51
4340= 83
5390=143
978= 87
1911= 30
62 4= 66
6174=135
9188=179
8248=130
1878= 96
6251=113
6318= 81
5796=153
6772=139
573= 78
5242= 94
2445= 69
4183=124
9862=160
3924= 63
7016= 86
2468= 92
9442=136
854= 62
66 4= 70
8357=140
5487=141
8228=110
4160=101
5539= 94
6892=160
6346=109
184= 85
4796=143
3150= 81
4272=114
7261=133
175= 76
3196=127
25 7= 32
1182= 93
9376=169
2197=118
64 5= 69
4395=138
7673=149
7390=163
8751=138
4222= 64
3950= 89
51 3= 54
5440= 94
6749=116
6515= 80
1176= 87
7267=139
2275= 97
46 5= 51
6145=106
6074=134
2066= 86
3253= 85
9928=127
3743= 80
8447=131
6242=104
1052= 62
1 5= 6
1481= 95
748= 55
9889=187
9757=154
4074=114
8618=104
3352= 85
1884=102
2192=113
7539=114
4771=118
8411= 95
71 0= 71
3024= 54
8536=121
3451= 85
918= 27
9775=172
9314=107
6489=153
8488=172
6198=159
2670= 96
7959=138
3861= 99
3029= 59
4 5= 9
6246=108
6963=132
4277=119
8436=120
9822=120
2852= 80
6231= 93
8514= 99
6127= 88
4789=136
2571= 96
4976=125
7123= 94
6114= 75
4689=135
6895=163
8254=136
5831= 89
839= 47
22 5= 27
6875=143
4866=114
9585=180
3174=105
125= 26
612= 18
082= 82
136= 37
7783=160
8828=116
4157= 98
4692=138
6354=117
1418= 32
145= 46
6218= 80
5820= 78
4412= 56
4532= 77
5992=151
2453= 77
4767=114
6179=140
5229= 81
2087=107
74 2= 76
5676=132
7875=153
4935= 84
4643= 89
94 7=101
449= 53
59 6= 65
7947=126
1638= 54
4675=121
9214=106
6298=160
928= 37
9321=114
2955= 84
7249=121
9127=118
134= 35
4344= 87
7210= 82
5184=135
2638= 64
6542=107
4573=118
698=104
2498=122
1771= 88
7438=112
67 6= 73
070= 70
98 8=106
6716= 83
9867=165
3974=113
5752=109
8083=163
7723=100
4190=131
95 1= 96
4514= 59
4023= 63
3791=128
6164=125
4260=102
019= 19
7352=125
7675=151
1338= 51
1497=111
3911= 50
3113= 44
9686=182
5195=146
6093=153
4555=100
72 9= 81
7666=142
9420=114
8768=155
75 5= 80
7693=169
45 0= 45
5479=133
7813= 91
1747= 64
5343= 96
7395=168
52 5= 57
2269= 91
78 9= 87
1295=107
2660= 86
3972=111
91 8= 99
155= 56
8359=142
7365=138
82 7= 89
4256= 98
74 6= 80
880= 88
2016= 36
5338= 91
7177=148
9669=165
1258= 70
1062= 72
2610= 36
1755= 72
4353= 96
9015=105
3857= 95
3510= 45
3468=102
2519= 44
5581=136
4726= 73
4323= 66
6769=136
2560= 85
438= 42
4656=102
7383=156
5073=123
1160= 71
389= 92
041= 41
2865= 93
2076= 96
3073=103
80 6= 86
8862=150
6355=118
2886=114
6445=109
1219= 31
4824= 72
2898=126
7736=113
53 2= 55
3969=108
1576= 91
3837= 75
2896=124
4076=116
7848=126
1337= 50
2454= 78
8360=143
6132= 93
4152= 93
7564=139
8465=149
976= 85
3945= 84
1512= 27
7834=112
7066=136
5138= 89
3898=136
9779=176
22 1= 23
1428= 42
4348= 91
5424= 78
6971=140
7312= 85
36 3= 39
1226= 38
251= 53
33 6= 39
7679=155
3048= 78
2 2= 4
5893=151
15 1= 16
8996=185
5245= 97
633= 39
9634=130
9385=178
4817= 65
8680=166
11 0= 11
8533=118
58 6= 64
7812= 90
9463=157
2267= 89
3616= 52
4951=100
5059=109
6754=121
9 2= 11
219= 21
70 2= 72
5 9= 14
6262=124
672= 78
846= 54
7332=105
6962=131
2171= 92
7035=105
9668=164
6 0= 6
6027= 87
1248= 60
4456=100
9034=124
6080=140
6669=135
7245=117
3578=113
3625= 61
1571= 86
3423= 57
8960=149
5516= 71
1943= 62
7218= 90
3522= 57
5593=148
2360= 83
6850=118
7884=162
9 8= 17
6767=134
9251=143
5142= 93
7325= 98
1187= 98
8 9= 17
3556= 91
5428= 82
7252=124
3019= 49
2137= 58
29 2= 31
20 5= 25
5929= 88
7155=126
5475=129
9753=150
9068=158
7883=161
4480=124
8 4= 12
8628=114
5099=149
1432= 46
84 8= 92
016= 16
6312= 75
1561= 76
4029= 69
9624=120
4584=129
5846=104
6073=133
6858=126
2958= 87
66 2= 68
2355= 78
84 3= 87
597=102
8387=170
20 2= 22
4298=140
9981=180
7492=166
7226= 98
8340=123
1620= 36
1196=107
20 9= 29
32 4= 36
5389=142
1373= 86
871= 79
1924= 43
5817= 75
3211= 43
2920= 49
2472= 96
7018= 88
2174= 95
7891=169
8912=101
2843= 71
3647= 83
8562=147
32 8= 40
40 6= 46
8482=166
4694=140
6292=154
76 4= 80
33 3= 36
6781=148
4658=104
6467=131
4564=109
50 1= 51
6676=142
419= 23
9482=176
7530=105
1551= 66
14 1= 15
383= 86
565= 70
8746=133
7949=128
4048= 88
4852=100
8093=173
8924=113
8358=141
362= 65
7656=132
5235= 87
2237= 59
8688=174
8989=178
3189=120
0 0= 0
2019= 39
6841=109
542= 47
3788=125
5613= 69
4461=105
8782=169
3063= 93
5041= 91
9338=131
3156= 87
6725= 92
24 6= 30
6217= 79
3742= 79
1849= 67
8678=164
44 5= 49
91 6= 97
1039= 49
4378=121
6372=135
2475= 99
83 0= 83
761= 68
1424= 38
7766=143
8011= 91
8175=156
9054=144
5280=132
8139=120
2753= 80
6649=115
8343=126
2273= 95
6976=145
5849=107
6022= 82
8366=149
9389=182
1750= 67
36 6= 42
6917= 86
72 6= 78
5177=128
4178=119
5742= 99
5356=109
3849= 87
2365= 88
36 2= 38
1330= 43
559= 64
6178=139
4773=120
8792=179
8339=122
4349= 92
6580=145
1984=103
4543= 88
8785=172
2842= 70
5370=123
3443= 77
8025=105
55 1= 56
3039= 69
753= 60
4177=118
2031= 51
9375=168
2163= 84
3983=122
3922= 61
2283=105
665= 71
3965=104
1030= 40
73 7= 80
7779=156
1822= 40
64 9= 73
7577=152
8732=119
8123=104
1650= 66
821= 29
4270=112
8566=151
890= 98
9789=186
955= 64
4685=131
8380=163
9138=129
4231= 73
2671= 97
82 8= 90
2139= 60
3749= 86
2288=110
98 1= 99
97 6=103
3799=136
1357= 70
39 0= 39
8971=160
5094=144
5915= 74
7326= 99
2596=121
1095=105
9226=118
2054= 74
825= 33
412= 16
8166=147
8865=153
3461= 95
8027=107
1061= 71
9837=135
75 8= 83
3153= 84
6 1= 7
954= 63
1542= 57
3470=104
8652=138
4476=120
8888=176
3284=116
1631= 47
3227= 59
8756=143
6547=112
85 2= 87
2553= 78
7694=170
8147=128
8959=148
3175=106
4661=107
57 0= 57
5272=124
726= 33
0 7= 7
9727=124
2342= 65
7272=144
92 2= 94
1528= 43
6973=142
97 2= 99
797=104
9728=125
9613=109
3820= 58
593= 98
7576=151
9410=104
13 8= 21
1944= 63
7560=135
3399=132
3778=115
3465= 99
4165=106
2419= 43
8080=160
7980=159
7817= 95
4876=124
5942=101
89 6= 95
1720= 37
1934= 53
635= 41
9879=177
7978=157
3264= 96
3335= 68
9653=149
3129= 60
9674=170
2238= 60
7464=138
8176=157
4036= 76
2396=119
58 0= 58
1414= 28
9953=152
37 9= 46
76 7= 83
3471=105
9880=178
6985=154
6121= 82
7037=107
8919=108
1788=105
1379= 92
1882=100
6252=114
2133= 54
515= 20
7248=120
8116= 97
8391=174
535= 40
374= 77
9397=190
092= 92
75 0= 75
9241=133
74 5= 79
7967=146
545= 50
2052= 72
4591=136
93 8=101
4859=107
7433=107
2261= 83
5562=117
8822=110
9852=150
349= 52
5293=145
8838=126
4278=120
4135= 76
3587=122
4240= 82
6513= 78
1796=113
3229= 61
7580=155
1625= 41
8543=128
9220=112
53 4= 57
4049= 89
7094=164
6396=159
3781=118
1323= 36
4921= 70
9781=178
2722= 49
3981=120
4112= 53
5337= 90
8243=125
4931= 80
6882=150
5224= 76
20 1= 21
1280= 92
2653= 79
9017=107
2756= 83
9740=137
7482=156
6385=148
6790=157
2943= 72
8272=154
8441=125
6437=101
8968=157
9166=157
899=107
92 1= 93
865= 73
2542= 67
6529= 94
7816= 94
1639= 55
5618= 74
850= 58
4485=129
2691=117
95 2= 97
1573= 88
7956=135
4317= 60
9918=117
5869=127
9232=124
2624= 50
7925=104
6024= 84
4875=123
8274=156
6 4= 10
1171= 82
6120= 81
5986=145
8624=110
7049=119
4566=111
6731= 98
8030=110
9483=177
8966=155
2060= 80
7696=172
9415=109
8235=117
4752= 99
2971=100
12 1= 13
482= 86
3347= 80
5495=149
8076=156
8326=109
6828= 96
5256=108
3597=132
33 2= 35
9298=190
3591=126
5363=116
276= 78
2196=117
8074=154
63 7= 70
3343= 76
9 1= 10
6775=142
27 3= 30
224= 26
4987=136
8796=183
64 6= 70
2574= 99
1872= 90
32 1= 33
38 1= 39
91 5= 96
719= 26
4169=110
4371=114
3362= 95
8599=184
5175=126
468= 72
8211= 93
4570=115
9038=128
3010= 40
7250=122
4469=113
9499=193
4424= 68
8857=145
14 5= 19
8911=100
4158= 99
4991=140
1823= 41
9720=117
6247=109
2229= 51
8948=137
7376=149
8136=117
4768=115
4510= 55
1870= 88
4963=112
8639=125
9572=167
3521= 56
3515= 50
9455=149
3377=110
9923=122
6728= 95
2348= 71
5816= 74
7760=137
6291=153
2340= 63
2847= 75
9426=120
7928=107
4529= 74
9146=137
4827= 75
098= 98
935= 44
4141= 82
6 5= 11
6395=158
4996=145
064= 64
9064=154
9522=117
2463= 87
5782=139
1452= 66
2588=113
8311= 94
3885=123
6632= 98
69 2= 71
1124= 35
1237= 49
6616= 82
7729=106
7429=103
5271=123
7052=122
59 9= 68
4994=143
1448= 62
7410= 84
3882=120
7323= 96
9153=144
3049= 79
8433=117
815= 23
96 5=101
2676=102
551= 56
1676= 92
2675=101
27 8= 35
3494=128
3016= 46
8955=144
6878=146
2339= 62
4920= 69
5835= 93
9697=193
5023= 73
9547=142
3651= 87
1269= 81
4192=133
6129= 90
7777=154
6744=111
8377=160
5472=126
6834=102
3567=102
4226= 68
6514= 79
1791=108
6079=139
8814=102
6944=113
5620= 76
281= 83
6880=148
6393=156
5376=129
1966= 85
5054=104
8111= 92
197= 98
4799=146
2584=109
816= 24
8264=146
2249= 71
8922=111
3643= 79
879= 87
5569=124
8742=129
7521= 96
4958=107
676= 82
7292=164
8978=167
54 3= 57
7024= 94
2366= 89
3079=109
6674=140
6181=142
8625=111
2771= 98
544= 49
9435=129
4018= 58
5154=105
8617=103
7491=165
4010= 50
62 6= 68
8847=135
33 0= 33
9398=191
7039=109
52 8= 60
26 4= 30
4313= 56
9685=181
671= 77
7599=174
5680=136
7343=116
6849=117
961= 70
3839= 77
4499=143
3440= 74
4738= 85
7540=115
8588=173
7988=167
14 8= 22
28 6= 34
2511= 36
4041= 81
629= 35
1463= 77
7244=116
79 1= 80
6280=142
4464=108
1574= 89
8118= 99
7192=163
6571=136
7664=140
7356=129
1344= 57
5391=144
3493=127
1054= 64
14 7= 21
7486=160
3762= 99
1150= 61
40 4= 44
8260=142
4775=122
3530= 65
5236= 88
8363=146
0 3= 3
4781=128
7752=129
4019= 59
7955=134
4885=133
8225=107
7078=148
620= 26
2465= 89
431= 35
927= 36
6456=120
9838=136
6881=149
7725=102
353= 56
775= 82
10 9= 19
817= 25
5279=131
446= 50
3944= 83
4626= 72
6391=154
6465=129
4818= 66
1811= 29
3789=126
8333=116
7462=136
7870=148
9122=113
7143=114
18 8= 26
523= 28
7650=126
3022= 52
6560=125
6855=123
7112= 83
7516= 91
6167=128
3622= 58
1188= 99
6334= 97
3495=129
1777= 94
1243= 55
4445= 89
4846= 94
9568=163
6486=150
3068= 98
1198=109
5545=100
3098=128
271= 73
90 5= 95
7533=108
6759=126
1991=110
5850=108
9925=124
5712= 69
1255= 67
2585=110
2144= 65
5330= 83
7721= 98
2835= 63
794=101
257= 59
5468=122
5860=118
6721= 88
5633= 89
1478= 92
167= 68
9083=173
8824=112
5342= 95
7144=115
6434= 98
8486=170
1781= 98
8412= 96
2786=113
6317= 80
8095=175
6095=155
23 9= 32
7597=172
83 1= 84
6793=160
5553=108
2361= 84
7937=116
7810= 88
038= 38
8079=159
4628= 74
9494=188
2095=115
8376=159
6592=157
2114= 35
9513=108
4959=108
769= 76
2893=121
3937= 76
3359= 92
7310= 83
1866= 84
6912= 81
588= 93
2438= 62
2045= 65
8990=179
5566=121
6831= 99
2557= 82
4736= 83
4714= 61
6760=127
3297=129
5864=122
2430= 54
657= 63
1368= 81
6361=124
5963=122
4565=110
9330=123
2443= 67
6126= 87
66 7= 73
4537= 82
3594=129
6288=150
2276= 98
3673=109
7333=106
1562= 77
619= 25
35 2= 37
4980=129
15 0= 15
8672=158
8423=107
4465=109
8763=150
1066= 76
7968=147
7440=114
7727=104
4667=113
8734=121
8934=123
4873=121
5510= 65
117= 18
9517=112
9558=153
198= 99
4717= 64
9417=111
7950=129
83 4= 87
3173=104
054= 54
6256=118
9569=164
9318=111
1763= 80
5887=145
1965= 84
812= 20
9469=163
91 4= 95
67 9= 76
9089=179
3216= 48
7048=118
4281=123
9197=188
1485= 99
4916= 65
5729= 86
37 0= 37
3058= 88
784= 91
150= 51
4766=113
6270=132
1450= 64
4172=113
4989=138
13 2= 15
4089=129
69 4= 73
5517= 72
2941= 70
3747= 84
4073=113
6064=124
2761= 88
442= 46
8240=122
3653= 89
161= 62
7421= 95
7860=138
9696=192
9791=188
7045=115
779= 86
422= 26
2120= 41
590= 95
78 5= 83
5326= 79
9731=128
12 6= 18
5131= 82
9413=107
86 2= 88
553= 58
39 2= 41
1442= 56
6651=117
4536= 81
6857=125
17 1= 18
8078=158
2345= 68
4373=116
2434= 58
7871=149
4361=104
2259= 81
5284=136
3656= 92
5 0= 5
3888=126
7116= 87
561= 66
9365=158
8786=173
8558=143
6026= 86
8647=133
2554= 79
7981=160
4696=142
9098=188
8214= 96
3287=119
4788=135
650= 56
9227=119
9752=149
4028= 68
2673= 99
376= 79
2184=105
4948= 97
1538= 53
1997=116
4146= 87
7264=136
3160= 91
9288=180
3128= 59
4115= 56
8476=160
6982=151
8122=103
8750=137
1652= 68
8820=108
1082= 92
32 9= 41
7552=127
9863=161
1149= 60
4878=126
691= 97
1898=116
5536= 91
8180=161
8020=100
1499=113
8882=170
3414= 48
217= 19
2959= 88
96 4=100
7684=160
9635=131
4646= 92
5213= 65
4756=103
3154= 85
4662=108
4840= 88
3939= 78
4739= 86
8722=109
7181=152
8531=116
9022=112
4869=117
527= 32
7197=168
881= 89
6920= 89
6595=160
4016= 56
6750=117
8382=165
469= 73
2235= 57
31 7= 38
7534=109
7634=110
750= 57
7638=114
3252= 84
3088=118
3684=120
87 8= 95
7247=119
4287=129
3492=126
36 4= 40
9954=153
8226=108
24 1= 25
9623=119
1299=111
2250= 72
9774=171
8283=165
1760= 77
7 8= 15
6012= 72
2818= 46
3416= 50
7449=123
1181= 92
9030=120
5329= 82
6583=148
2994=123
30 9= 39
6299=161
4421= 65
5644=100
8969=158
4026= 66
2041= 61
1210= 22
433= 37
6682=148
1655= 71
5793=150
8818=106
5167=118
8448=132
51 9= 60
1766= 83
65 5= 70
9590=185
939= 48
8581=166
943= 52
8040=120
6196=157
2 9= 11
7199=170
1318= 31
5693=149
37 2= 39
4362=105
8953=142
480= 84
6918= 87
26 6= 32
6922= 91
4238= 80
5853=111
61 7= 68
3730= 67
41 2= 43
230= 32
3956= 95
8216= 98
7740=117
8923=112
2615= 41
18 1= 19
44 4= 48
2712= 39
2160= 81
3177=108
1510= 25
6364=127
6776=143
3878=116
3246= 78
3825= 63
2838= 66
9178=169
1288=100
144= 45
2127= 48
5226= 78
7753=130
4841= 89
2341= 64
5721= 78
5345= 98
5996=155
67 5= 72
1582= 97
1457= 71
7646=122
2488=112
70 6= 76
8386=169
443= 47
6421= 85
9527=122
5070=120
8684=170
74 9= 83
4886=134
8421=105
5374=127
239= 41
8393=176
2537= 62
6029= 89
56 0= 56
059= 59
3346= 79
3327= 60
9511=106
6947=116
7992=171
7214= 86
4385=128
1113= 24
9910=109
2425= 49
82 4= 86
7662=138
924= 33
8195=176
9659=155
7293=165
497=101
518= 23
450= 54
2023= 43
5828= 86
9074=164
6570=135
5384=137
76 2= 78
3265= 97
5264=116
9140=131
9287=179
9369=162
1412= 26
9299=191
9436=130
2223= 45
8430=114
9986=185
3051= 81
1912= 31
9437=131
2933= 62
8863=151
264= 66
2856= 84
1094=104
9010=100
476= 80
3488=122
5511= 66
4021= 61
7647=123
1174= 85
36 0= 36
796=103
3350= 83
7298=170
6237= 99
39 7= 46
7872=150
3077=107
9557=152
7826=104
2268= 90
70 9= 79
3574=109
1042= 52
6660=126
3646= 82
2255= 77
3766=103
1942= 61
22 8= 30
6591=156
7042=112
3474=108
5461=115
2726= 53
2028= 48
68 3= 71
668= 74
343= 46
1279= 91
6441=105
11 5= 16
9049=139
1634= 50
3381=114
6457=121
6582=147
8686=172
3892=130
1381= 94
25 2= 27
4779=126
2481=105
5765=122
6297=159
1550= 65
5544= 99
2388=111
8155=136
8943=132
386= 89
3424= 58
873= 81
8956=145
1842= 60
9293=185
4249= 91
1727= 44
2190=111
2779=106
74 0= 74
461= 65
67 1= 68
586= 91
5768=125
8054=134
76 5= 81
6626= 92
88 4= 92
4567=112
1683= 99
4051= 91
5227= 79
1038= 48
9290=182
4042= 82
9935=134
930= 39
2141= 62
8233=115
7858=136
1555= 70
99 7=106
2590=115
3716= 53
5255=107
3717= 54
81 4= 85
5273=125
5162=113
3722= 59
6540=105
7110= 81
1172= 83
2459= 83
9075=165
8811= 99
4649= 95
1282= 94
622= 28
5928= 87
2015= 35
3446= 80
7743=120
73 9= 82
1855= 73
560= 65
1819= 37
2173= 94
7670=146
4540= 85
83 7= 90
6712= 79
9423=117
7584=159
9245=137
95 9=104
5381=134
5829= 87
371= 74
533= 38
8051=131
6087=147
1588=103
8021=101
2399=122
8556=141
130= 31
3739= 76
7285=157
5234= 86
7154=125
8247=129
888= 96
4131= 72
8126=107
4065=105
512= 17
7028= 98
7814= 92
65 7= 72
2982=111
3230= 62
8871=159
51 6= 57
3373=106
3614= 50
2539= 64
6148=109
4938= 87
7147=118
8962=151
3720= 57
9382=175
22 6= 28
8614=100
135= 36
1914= 33
52 1= 53
4774=121
5368=121
28 3= 31
1566= 81
7536=111
4414= 58
762= 69
7731=108
5260=112
3054= 84
2233= 55
8299=181
6052=112
1334= 47
4730= 77
16 2= 18
2177= 98
2767= 94
1227= 39
4379=122
3862=100
8319=102
4398=141
8557=142
2866= 94
113= 14
4 9= 13
3852= 90
8775=162
2164= 85
9523=118
948= 57
3711= 48
4194=135
4955=104
453= 57
7164=135
2338= 61
1820= 38
8189=170
1644= 60
7358=131
9678=174
1063= 73
6382=145
3968=107
68 6= 74
5652=108
3351= 84
1371= 84
9112=103
6554=119
6955=124
3613= 49
7864=142
3241= 73
9533=128
6930= 99
4542= 87
4329= 72
3694=130
1869= 87
274= 76
1445= 59
6784=151
5843=101
286= 88
5231= 83
7735=112
7821= 99
6564=129
8296=178
8945=134
1376= 89
266= 68
1259= 71
9249=141
1493=107
8840=128
3071=101
5196=147
9519=114
898=106
4716= 63
2780=107
4964=113
060= 60
6959=128
73 4= 77
7592=167
9786=183
2524= 49
2216= 38
5866=124
9690=186
2579=104
8493=177
6112= 73
1880= 98
1739= 56
5598=153
5737= 94
3777=114
3214= 46
842= 50
5713= 70
1641= 57
4551= 96
9734=131
4928= 77
8089=169
744= 51
4636= 82
7471=145
2577=102
2979=108
4013= 53
4393=136
8067=147
458= 62
4124= 65
495= 99
5515= 70
8152=133
5144= 95
1232= 44
3919= 58
891= 99
7010= 80
2026= 46
4062=102
6172=133
6488=152
4713= 60
4582=127
7313= 86
9341=134
6745=112
1222= 34
8485=169
7359=132
1875= 93
7859=137
1437= 51
9840=138
2371= 94
2581=106
6979=148
1795=112
3864=102
6679=145
8532=117
9625=121
5043= 93
088= 88
96 0= 96
8715=102
236= 38
2730= 57
3582=117
1370= 83
7958=137
685= 91
8720=107
6149=110
3410= 44
4644= 90
8044=124
79 9= 88
6259=121
6719= 86
5375=128
7033=103
5243= 95
2930= 59
4027= 67
2492=116
7172=143
2717= 44
1930= 49
9929=128
2521= 46
5635= 91
4777=124
7152=123
678= 84
55 9= 64
3571=106
157= 58
4531= 76
4547= 92
7134=105
6044=104
4334= 77
1560= 75
9048=138
6258=120
84 2= 86
7 5= 12
90 7= 97
268= 70
2294=116
93 2= 95
8691=177
8295=177
59 7= 66
8167=148
7761=138
3 0= 3
1085= 95
13 5= 18
4332= 75
789= 96
1666= 82
9714=111
2619= 45
8487=171
7316= 89
2092=112
4525= 70
3832= 70
448= 52
915= 24
3486=120
4316= 59
85 7= 92
2226= 48
7688=164
8568=153
8251=133
435= 39
5715= 72
5969=128
2769= 96
456= 60
329= 32
7 6= 13
4995=144
1913= 32
34 1= 35
4046= 86
2312= 35
5629= 85
8976=165
8591=176
2121= 42
6349=112
8238=120
6168=129
8410= 94
3291=123
9948=147
6070=130
3025= 55
8630=116
754= 61
8659=145
5069=119
3119= 50
9081=171
027= 27
1658= 74
7668=144
5895=153
25 0= 25
4556=101
26 2= 28
6796=163
66 1= 67
649= 55
1055= 65
211= 13
9937=136
3078=108
9381=174
3957= 96
2912= 41
8794=181
7682=158
2721= 48
8455=139
5564=119
3754= 91
7750=127
7 2= 9
3897=135
4093=133
96 1= 97
34 7= 41
156= 57
9036=126
4354= 97
20 8= 28
674= 80
1951= 70
9530=125
4937= 86
2731= 58
9264=156
9139=130
2799=126
50 6= 56
3780=117
8596=181
4874=122
9254=146
8789=176
3164= 95
4993=142
2285=107
7276=148
734= 41
1283= 95
170= 71
36 7= 43
5957=116
38 6= 44
6249=111
1863= 81
4690=136
9632=128
7861=139
8024=104
6188=149
7392=165
3529= 64
982= 91
9348=141
2739= 66
6768=135
8974=163
8874=162
8113= 94
6430= 94
6596=161
9538=133
3828= 66
3052= 82
4191=132
7434=108
2327= 50
8642=128
1850= 68
5733= 90
4887=135
7754=131
1718= 35
5916= 75
811= 19
4657=103
4592=137
9495=189
998=107
4829= 77
2976=105
9043=133
50 3= 53
7127= 98
5882=140
2242= 64
70 4= 74
1 7= 8
8171=152
5075=125
6544=109
6285=147
2561= 86
17 4= 21
6154=115
3841= 79
1564= 79
6187=148
7528=103
3938= 77
8646=132
3165= 96
314= 17
238= 40
7243=115
2766= 93
7093=163
4850= 98
8212= 94
6758=125
1518= 33
7642=118
3973=112
8594=179
5522= 77
9688=184
3590=125
89 9= 98
8362=145
5125= 76
4453= 97
965= 74
1948= 67
9733=130
7678=154
1426= 40
675= 81
1916= 35
9784=181
5671=127
7136=107
7765=142
8695=181
5612= 68
4185=126
1717= 34
6128= 89
1689=105
4216= 58
611= 17
1590=105
9792=189
690= 96
3738= 75
2956= 85
6945=114
8827=115
4265=107
79 8= 87
5429= 83
834= 42
7776=153
8291=173
20 6= 26
8351=134
25 5= 30
7425= 99
8164=145
37 4= 41
6816= 84
4620= 66
1195=106
1495=109
7657=133
3441= 75
2944= 73
7022= 92
5173=124
8927=116
6553=118
8316= 99
9252=144
1466= 80
6871=139
9764=161
7796=173
24 0= 24
2612= 38
4843= 91
53 6= 59
45 4= 49
444= 48
2578=103
4999=148
2256= 78
2573= 98
2078= 98
1773= 90
2696=122
5838= 96
6664=130
4283=125
4687=133
9176=167
3623= 59
3012= 42
5433= 87
2826= 54
9272=164
2583=108
9560=155
3498=132
5898=156
4092=132
6084=144
2733= 60
252= 54
6373=136
3344= 77
9443=137
5046= 96
2874=102
4230= 72
1384= 97
2422= 46
6916= 85
3875=113
37 8= 45
9718=115
3434= 68
2381=104
4463=107
7527=102
1189=100
425= 29
60 2= 62
7792=169
8860=148
411= 15
7566=141
7612= 88
1260= 72
59 0= 59
6311= 74
1848= 66
2547= 72
7850=128
1439= 53
592= 97
6999=168
7427=101
3540= 75
7517= 92
1728= 45
1074= 84
2598=123
16 5= 21
332= 35
2772= 99
6630= 96
7156=127
3765=102
2352= 75
5153=104
7430=104
5944=103
6792=159
7921=100
4162=103
2083=103
4782=129
110= 11
9865=163
1529= 44
9651=147
7040=110
2538= 63
56 2= 58
2326= 49
6036= 96
3452= 86
2469= 93
4247= 89
5364=117
1692=108
4528= 73
94 0= 94
3690=126
1422= 36
2330= 53
9072=162
94 5= 99
2051= 71
7324= 97
6041=101
6789=156
4127= 68
2011= 31
8432=116
5757=114
6156=117
972= 81
9373=166
40 5= 45
1681= 97
6522= 87
1296=108
1120= 31
4590=135
6272=134
4966=115
1263= 75
8399=182
2230= 52
5720= 77
929= 38
8735=122
86 5= 91
8817=105
3681=117
6398=161
466= 70
1431= 45
6598=163
83 5= 88
5738= 95
7117= 88
15 4= 19
2637= 63
078= 78
9352=145
5076=126
837= 45
3011= 41
9944=143
4363=106
4245= 87
315= 18
7448=122
5248=100
45 3= 48
5640= 96
9343=136
2967= 96
4748= 95
4568=113
31 2= 33
5848=106
9283=175
11 1= 12
1978= 97
7627=103
384= 87
6992=161
71 4= 75
5587=142
1410= 24
8685=171
8544=129
79 3= 82
2057= 77
2936= 65
3464= 98
1091=101
5890=148
0 1= 1
7299=171
5554=109
1168= 79
9576=171
7418= 92
7836=114
3366= 99
8425=109
3877=115
77 5= 82
2168= 89
3964=103
83 2= 85
5168=119
6886=154
1890=108
682= 88
1962= 81
9493=187
6924= 93
8584=169
6640=106
4891=139
54 5= 59
4123= 64
1688=104
7933=112
7982=161
8540=125
4037= 77
5925= 84
1480= 94
8413= 97
617= 23
8153=134
3087=117
7590=165
3365= 98
47 7= 54
7411= 85
7415= 89
6316= 79
5174=125
47 5= 52
115= 16
836= 44
6151=112
9480=174
7437=111
2980=109
8885=173
8726=113
5262=114
2850= 78
8230=112
4257= 99
4798=145
884= 92
6341=104
2464= 88
3633= 69
4067=107
6537=102
7054=124
3541= 76
1927= 46
1242= 54
670= 76
1380= 93
2335= 58
4291=133
3 3= 6
8338=121
46 7= 53
2516= 41
8851=139
9240=132
5624= 80
38 9= 47
5580=135
780= 87
4195=136
6389=152
1261= 73
1699=115
6785=152
1098=108
4084=124
4538= 83
2350= 73
2142= 63
8019= 99
8057=137
1892=110
7058=128
9076=166
631= 37
2562= 87
5 2= 7
7873=151
4086=126
2451= 75
9520=115
5190=141
8887=175
56 4= 60
9173=164
4589=134
9353=146
9468=162
1247= 59
8667=153
61 2= 63
2798=125
7983=162
5634= 90
3632= 68
7369=142
1799=116
9939=138
725= 32
4982=131
6549=114
2130= 51
1885=103
6943=112
8587=172
8899=187
8872=160
7867=145
3520= 55
285= 87
6339=102
7368=141
7674=150
756= 63
2546= 71
1071= 81
6658=124
8349=132
3930= 69
8327=110
31 8= 39
6981=150
91 7= 98
3455= 89
8546=131
4355= 98
5434= 88
8645=131
5232= 84
4 4= 8
9059=149
318= 21
2531= 56
6934=103
1569= 84
5087=137
4167=108
6724= 91
9025=115
1662= 78
138= 39
3251= 83
3715= 52
3893=131
7025= 95
9229=121
7046=116
2151= 72
2247= 69
5163=114
3357= 90
3194=125
4861=109
6192=153
638= 44
057= 57
5218= 70
2435= 59
3030= 60
5237= 89
7072=142
2513= 38
5650=106
244= 46
61 1= 62
3142= 73
4797=144
8149=130
946= 55
5699=155
33 5= 38
660= 66
3611= 47
6556=121
7944=123
4629= 75
7984=163
9021=111
23 1= 24
3444= 78
6989=158
3639= 75
9057=147
2567= 92
6099=159
1221= 33
7222= 94
4744= 91
7567=142
9823=121
4974=123
7622= 98
3131= 62
7182=153
5631= 87
8184=165
5990=149
9771=168
5341= 94
2417= 41
8549=134
82 0= 82
5960=119
4044= 84
9294=186
3428= 62
4722= 69
4586=131
4897=145
1980= 99
9 0= 9
5825= 83
2140= 61
1049= 59
9877=175
2832= 60
1327= 40
29 0= 29
4288=130
69 5= 74
1594=109
4965=114
9859=157
2195=116
6056=116
9754=151
8741=128
8982=171
9882=180
9497=191
6438=102
3238= 70
8883=171
9150=141
2213= 35
3222= 54
45 9= 54
9430=124
91 9=100
8719=106
361= 64
953= 62
50 8= 58
9073=163
8 2= 10
6969=138
2985=114
6827= 95
3278=110
8528=113
1467= 81
3114= 45
1225= 37
3667=103
7283=155
7255=127
1993=112
6315= 78
9855=153
2924= 53
6695=161
42 1= 43
66 9= 75
4757=104
997=106
7422= 96
7314= 87
1671= 87
7215= 87
7330=103
4 8= 12
1328= 41
9041=131
7240=112
7781=158
5845=103
996=105
55 4= 59
8754=141
66 5= 71
7148=119
3887=125
8449=133
2643= 69
3695=131
299=101
8988=177
6284=146
3565=100
86 8= 94
51 4= 55
4319= 62
6941=110
776= 83
9027=117
4545= 90
5660=116
8215= 97
6764=131
5647=103
4677=123
1057= 67
3243= 75
8058=138
8848=136
3550= 85
3856= 94
7629=105
5056=106
5824= 82
4413= 57
3442= 76
1231= 43
9363=156
7489=163
4960=109
9974=173
5861=119
7478=152
9689=185
2359= 82
50 4= 54
78 8= 86
2984=113
8314= 97
9797=194
6215= 77
4142= 83
17 5= 22
70 5= 75
4034= 74
1010= 20
7512= 87
2112= 33
2964= 93
8843=131
6713= 80
8813=101
8146=127
6667=133
5071=121
4863=111
7146=117
6175=136
4418= 62
173= 74
7031=101
9359=152
511= 16
664= 70
5937= 96
2138= 59
9983=182
6016= 76
2050= 70
9629=125
4486=130
2824= 52
8346=129
8577=162
4125= 66
8068=148
5159=110
2951= 80
5114= 65
34 6= 40
1940= 59
5377=130
3172=103
7932=111
10 0= 10
8460=144
5767=124
5119= 70
5663=119
0 2= 2
151= 52
8045=125
6991=160
478= 82
2963= 92
4857=105
1268= 80
5325= 78
947= 56
5348=101
7896=174
7277=149
7014= 84
6563=128
82 9= 91
2093=113
83 6= 89
2012= 32
5135= 86
4932= 81
41 0= 41
1341= 54
6911= 80
6567=132
2687=113
6889=157
1239= 51
4493=137
2711= 38
4038= 78
737= 44
6212= 74
8461=145
6641=107
8873=161
9217=109
7295=167
5373=126
8288=170
72 4= 76
30 2= 32
70 7= 77
82 3= 85
4129= 70
43 0= 43
9739=136
5936= 95
3680=116
8845=133
6794=161
1274= 86
9994=193
5856=114
063= 63
4790=137
7315= 88
131= 32
9640=136
8653=139
9377=170
4599=144
3184=115
9154=145
1552= 67
5067=117
7799=176
5358=111
9887=185
1364= 77
6 9= 15
6521= 86
4224= 66
613= 19
3823= 61
3535= 70
65 1= 66
9966=165
5294=146
1173= 84
9490=184
7625=101
1816= 34
3185=116
8286=168
2356= 79
7257=129
9358=151
9682=178
5582=137
4870=118
8837=125
52 9= 61
19 9= 28
47 2= 49
739= 46
2686=112
4280=122
81 0= 81
7966=145
5034= 84
8932=121
8737=124
6419= 83
7997=176
1477= 91
3426= 60
5933= 92
4333= 76
9062=152
3562= 97
6635=101
8714=101
3714= 51
1813= 31
9095=185
5520= 75
7463=137
6199=160
959= 68
097= 97
82 1= 83
45 7= 52
7575=150
4149= 90
2282=104
7055=125
692= 98
3272=104
8677=163
1018= 28
6230= 92
912= 21
8760=147
3685=121
5133= 84
9120=111
87 3= 90
9947=146
494= 98
7654=130
1831= 49
1523= 38
9336=129
7927=106
2946= 75
9891=189
5426= 80
8713=100
7150=121
7714= 91
55 3= 58
3876=114
4733= 80
4679=125
7140=111
3439= 73
5762=119
1031= 41
186= 87
653= 59
1722= 39
1275= 87
6184=145
9843=141
6210= 72
5388=141
4164=105
7485=159
787= 94
1873= 91
5126= 77
5178=129
5013= 63
2566= 91
2587=112
8589=174
1436= 50
5290=142
4688=134
1447= 61
717= 24
047= 47
3151= 82
7086=156
3115= 46
3976=115
8219=101
9211=103
9477=171
6897=165
4075=115
3143= 74
7076=146
574= 79
8997=186
5432= 86
3065= 95
6116= 77
087= 87
8144=125
7562=137
7279=151
9710=107
6125= 86
7265=137
7579=154
7223= 95
1475= 89
7426=100
2595=120
12 7= 19
17 6= 23
7838=116
7233=105
73 0= 73
2310= 33
8 6= 14
9262=154
7153=124
2220= 42
823= 31
22 3= 25
44 8= 52
4672=118
6578=143
3266= 98
51 7= 58
921= 30
4865=113
627= 33
5614= 70
8016= 96
9592=187
3734= 71
5469=123
6628= 94
9583=178
5971=130
1976= 95
1815= 33
2851= 79
969= 78
6377=140
1015= 25
7578=153
8774=161
6557=122
4189=130
2374= 97
7193=164
9427=121
3323= 56
1483= 97
86 4= 90
2897=125
595=100
5836= 94
1675= 91
5441= 95
2082=102
2431= 55
9165=156
920= 29
8220=102
2129= 50
8661=147
5193=144
6077=137
3242= 74
6893=161
3989=128
6387=150
6565=130
381= 84
6986=155
9125=116
1471= 85
1213= 25
1983=102
14 2= 16
47 3= 50
1138= 49
1899=117
7851=129
25 1= 26
221= 23
6865=133
8462=146
8250=132
9143=134
68 0= 68
3829= 67
4299=141
9665=161
6872=140
5 5= 10
9040=130
4949= 98
729= 36
69 7= 76
6499=163
5755=112
9588=183
9159=150
79 4= 83
6698=164
6888=156
4134= 75
1743= 60
4384=127
096= 96
1789=106
9333=126
8583=168
5194=145
6473=137
6053=113
9782=179
59 8= 67
93 6= 99
7347=120
5879=137
4078=118
6817= 85
3674=110
9085=175
6418= 82
8313= 96
3637= 73
3953= 92
8128=109
7615= 91
6832=100
9818=116
3693=129
8222=104
3187=118
2391=114
1249= 61
3531= 66
6118= 79
1316= 29
4683=129
8427=111
8572=157
2461= 85
8937=126
3537= 72
6010= 70
6225= 87
3595=130
5950=109
2970= 99
5688=144
122= 23
8367=150
4290=132
49 7= 56
6777=144
212= 14
2863= 91
2183=104
1083= 93
5591=146
7724=101
9893=191
2597=122
980= 89
3263= 95
3210= 42
596=101
8440=124
3528= 63
3083=113
8361=144
5465=119
5997=156
1778= 95
79 7= 86
9388=181
3037= 67
86 3= 89
833= 41
96 6=102
5978=137
7916= 95
9219=111
417= 21
1937= 56
3752= 89
4559=104
93 7=100
5731= 88
1685=101
9486=180
9892=190
8088=168
2490=114
1029= 39
720= 27
7337=110
2446= 70
9671=167
5385=138
4651= 97
7371=144
7526=101
4392=135
9817=115
5150=101
441= 45
3847= 85
5228= 80
9394=187
42 5= 47
3816= 54
5120= 71
5722= 79
6779=146
5570=125
7011= 81
4780=127
52 2= 54
9256=148
3245= 77
042= 42
3751= 88
7769=146
45 6= 51
8081=161
348= 51
397=100
8569=154
336= 39
6868=136
3180=111
2079= 99
4492=136
6617= 83
2569= 94
4279=121
3339= 72
3626= 62
4941= 90
1725= 42
4663=109
4839= 87
487= 91
4020= 60
3949= 88
26 3= 29
5315= 68
3624= 60
7661=137
4181=122
8148=129
8538=123
6157=118
3786=123
7842=120
2947= 76
4271=113
3648= 84
6447=111
11 6= 17
9778=175
9 4= 13
2 6= 8
4070=110
1519= 34
7827=105
1460= 74
34 0= 34
9510=105
5425= 79
4596=141
9535=130
255= 57
6139=100
8231=113
3871=109
8560=145
3523= 58
7994=173
2678=104
388= 91
85 3= 88
7789=166
4553= 98
99 0= 99
8727=114
16 9= 25
36 5= 41
5420= 74
4847= 95
614= 20
62 9= 71
9255=147
4990=139
2337= 60
8120=101
7268=140
7524= 99
218= 20
4383=126
8162=143
129= 30
4439= 83
1425= 39
396= 99
1487=101
2861= 89
5981=140
4060=100
4217= 59
47 8= 55
2834= 62
4978=127
2462= 86
7957=136
7174=145
7975=154
9319=112
4 0= 4
1724= 41
621= 27
8636=122
1559= 74
8823=111
3719= 56
3792=129
4097=137
8438=122
1780= 97
4282=124
3197=128
6869=137
4660=106
4275=117
1729= 46
9654=150
9622=118
6683=149
7941=120
2859= 87
7082=152
5380=133
4242= 84
1617= 33
62 2= 64
8373=156
9987=186
2988=117
9050=140
4981=130
5730= 87
3547= 82
426= 30
6896=164
2491=115
5393=146
94 8=102
9485=179
749= 56
6611= 77
6517= 82
993=102
5668=124
878= 86
5399=152
2833= 61
1336= 49
6684=150
7013= 83
2783=110
4377=120
3435= 69
8555=140
4837= 85
4396=139
2155= 76
9587=182
3061= 91
9111=102
5467=121
80 8= 88
8980=169
7126= 97
1215= 27
3966=105
885= 93
8897=185
7133=104
6264=126
8981=170
6621= 87
4681=127
2981=110
1853= 71
3463= 97
9129=120
3348= 81
7188=159
4116= 57
5743=100
5145= 96
87 9= 96
7420= 94
7099=169
3687=123
9763=160
5088=138
41 5= 46
9364=157
1070= 80
6686=152
8023=103
8422=106
770= 77
6814= 82
2347= 70
62 3= 65
56 9= 65
5572=127
3768=105
3290=122
7699=175
9470=164
39 9= 48
1710= 27
6271=133
2444= 68
7321= 94
6815= 83
999=108
7737=114
2021= 41
7569=144
16 1= 17
1677= 93
9247=139
3361= 94
1099=109
3795=132
9991=190
7620= 96
722= 29
8174=155
1156= 67
5873=131
1084= 94
994=103
3432= 66
5922= 81
820= 28
6753=120
1687=103
5723= 80
39 6= 45
8142=123
1673= 89
3045= 75
4813= 61
1086= 96
9894=192
48 2= 50
490= 94
7467=141
3249= 81
5964=123
5186=137
5811= 69
7284=156
8161=142
5211= 63
8935=124
4433= 77
86 7= 93
3331= 64
1810= 28
6990=159
1465= 79
227= 29
3285=117
7213= 85
853= 61
57 6= 63
10 6= 16
2768= 95
068= 68
3111= 42
6031= 91
4939= 88
2272= 94
8282=164
46 1= 47
8379=162
5361=114
6015= 75
9931=130
215= 17
8744=131
71 2= 73
1945= 64
1651= 67
199=100
6492=156
5149=100
4791=138
626= 32
3382=115
4186=127
849= 57
1686=102
9322=115
9453=147
6375=138
2627= 53
8474=158
8951=140
9985=184
3066= 96
7589=164
3881=119
9317=110
8257=139
3217= 49
3430= 64
93 3= 96
7071=141
46 4= 50
5724= 81
9231=123
4423= 67
861= 69
5599=154
6722= 89
7453=127
9730=127
5851=109
78 4= 82
8681=167
1036= 46
3724= 61
5586=141
3466=100
7414= 88
7531=106
1317= 30
7945=124
8269=151
8697=183
4427= 71
6413= 77
4236= 78
5728= 85
29 9= 38
3967=106
9342=135
5984=143
1894=112
2635= 61
9839=137
6672=138
9399=192
4321= 64
7722= 99
4096=136
2346= 69
5533= 88
3023= 53
2811= 39
37 1= 38
2289=111
1069= 79
84 5= 89
3598=133
72 7= 79
7913= 92
1216= 28
043= 43
1 2= 3
618= 24
8545=130
1783=100
7728=105
768= 75
8761=148
7363=136
2094=114
7876=154
6956=125
8522=107
5529= 84
5993=152
663= 69
4168=109
80 7= 87
697=103
7428=102
9870=168
4725= 72
3417= 51
4022= 62
8651=137
048= 48
877= 85
4849= 97
7940=119
20 4= 24
4881=129
8815=103
9360=153
1598=113
5312= 65
7559=134
1838= 56
3819= 57
6512= 77
689= 95
8759=146
4665=111
7331=104
9884=182
5 3= 8
9873=171
6711= 78
5241= 93
90 2= 92
8355=138
1536= 51
85 8= 93
9121=112
3980=119
69 3= 72
8187=168
6482=146
4264=106
8417=101
658= 64
8064=144
8419=103
667= 73
6558=123
8779=166
8649=135
9850=148
952= 61
4372=115
2039= 59
9234=126
8770=157
6799=166
43 4= 47
071= 71
1386= 99
9349=142
9020=110
090= 90
6422= 86
5576=131
2968= 97
95 5=100
124= 25
5297=149
6883=151
3369=102
9 5= 14
9553=148
5818= 76
5455=109
9595=190
5927= 86
6526= 91
7790=167
3668=104
25 9= 34
40 7= 47
4917= 66
3548= 83
3117= 48
24 9= 33
6384=147
2458= 82
2954= 83
3292=124
3096=126
1 6= 7
4546= 91
1362= 75
9874=172
6352=115
6675=141
2143= 64
7189=160
5877=135
8480=164
9265=157
3445= 79
8724=111
6194=155
6862=130
84 4= 88
1246= 58
4927= 76
7644=120
6370=133
3412= 46
2056= 76
9065=155
8949=138
1826= 44
76 6= 82
3970=109
9759=156
4549= 94
6286=148
8224=106
35 7= 42
21 3= 24
8749=136
9658=154
6158=119
7327=100
1931= 50
6491=155
2260= 82
9833=131
9738=135
2423= 47
3032= 62
9141=132
94 6=100
9746=143
8537=122
2156= 77
1441= 55
8958=147
093= 93
3842= 80
8090=170
1922= 41
6455=119
3910= 49
4150= 91
7755=132
4458=102
5718= 75
1977= 96
9196=187
9835=133
8271=153
8131=112
1547= 62
6663=129
6569=134
6133= 94
2737= 64
8383=166
1092=102
8439=123
6267=129
2689=115
9896=194
119= 20
026= 26
4388=131
7915= 94
8670=156
2258= 80
5322= 75
4276=118
3735= 72
21 8= 29
4050= 90
4913= 62
6289=151
3135= 66
9647=143
2849= 77
9182=173
752= 59
8913=102
2636= 62
848= 56
2480=104
9716=113
9787=184
9439=133
9 3= 12
0 6= 6
481= 85
9853=151
3779=116
7811= 89
5355=108
2876=104
8757=144
5542= 97
7815= 93
7939=118
9224=116
5514= 69
7987=166
2135= 56
3183=114
8675=161
4039= 79
4143= 84
039= 39
5532= 87
548= 53
9179=170
646= 52
3962=101
4892=140
1967= 86
3479=113
2868= 96
3364= 97
8453=137
9115=106
7436=110
1276= 88
8710= 97
696=102
3866=104
9185=176
4498=142
1972= 91
35 0= 35
9193=184
6386=149
345= 48
5958=117
6019= 79
5827= 85
8915=104
1999=118
2925= 54
1986=105
0 8= 8
282= 84
7718= 95
6162=123
9167=158
6829= 97
791= 98
93 0= 93
7466=140
962= 71
7079=149
5823= 81
1840= 58
1122= 33
9934=133
7290=162
647= 53
6058=118
4795=142
2193=114
3036= 66
5223= 75
8524=109
27 1= 28
013= 13
28 2= 30
9841=139
2172= 93
7652=128
5689=145
3935= 74
6071=131
5477=131
7717= 94
9235=127
9539=134
4199=140
9599=194
1262= 74
3176=107
2251= 73
7519= 94
075= 75
8294=176
9721=118
148= 49
2991=120
6048=108
5948=107
5480=134
2372= 95
6250=112
7122= 93
3996=135
9026=116
391= 94
2962= 91
298=100
4979=128
5079=129
36 8= 44
3427= 61
757= 64
9788=185
7287=159
97 1= 98
6368=131
1597=112
7130=101
9077=167
2885=113
5716= 73
7635=111
1285= 97
434= 38
17 9= 26
788= 95
8725=112
2698=124
6497=161
9819=117
786= 93
1250= 62
1072= 82
387= 90
7553=128
1272= 84
278= 80
1365= 78
1858= 76
5117= 68
8683=169
2321= 44
3544= 79
532= 37
9368=161
290= 92
8898=186
459= 63
2570= 95
9815=113
911= 20
3884=122
9473=167
9273=165
534= 39
7931=110
7773=150
666= 72
3936= 75
6851=119
71 8= 79
2934= 63
790= 97
5661=117
8267=149
5359=112
30 1= 31
9464=158
6360=123
6823= 91
5769=126
33 9= 42
4946= 95
1668= 84
8582=167
2913= 42
2972=101
7393=166
3422= 56
7922=101
4924= 73
1679= 95
5739= 96
6697=163
3979=118
1957= 76
8143=124
5787=144
4723= 70
9834=132
9992=191
43 9= 52
5093=143
3769=106
9278=170
1554= 69
1399=112
2713= 40
5062=112
4213= 55
37 5= 42
4047= 87
3 8= 11
8127=108
3040= 70
3152= 83
5289=141
5833= 91
6747=114
2845= 73
96 2= 98
1591=106
1026= 36
59 2= 61
2910= 39
3092=122
3516= 51
1068= 78
1143= 54
6380=143
6581=146
3457= 91
5975=134
1691=107
9911=110
6619= 85
9579=174
0 5= 5
49 3= 52
2640= 66
2794=121
4699=145
1516= 31
895=103
92 0= 92
767= 74
9584=179
59 1= 60
5320= 73
2593=118
7587=162
3573=108
1343= 56
9656=152
2439= 63
4552= 97
3682=118
40 9= 49
2243= 65
7454=128
6752=119
2227= 49
17 2= 19
760= 67
3850= 88
390= 93
3542= 77
7379=152
7623= 99
2942= 71
572= 77
463= 67
4489=133
6411= 75
1546= 61
4425= 69
9965=164
5372=125
260= 62
4653= 99
9515=110
9967=166
9872=170
2124= 45
50 9= 59
60 5= 65
9177=168
4670=116
9895=193
4587=132
1050= 60
393= 96
9195=186
1990=109
2313= 36
3069= 99
4267=109
8662=148
095= 95
6245=107
3830= 68
8797=184
9997=196
2428= 52
8262=144
5217= 69
3218= 50
6479=143
2734= 61
3851= 89
8125=106
5830= 88
4926= 75
5324= 77
6177=138
3563= 98
88 0= 88
8415= 99
8826=114
347= 50
3745= 82
7115= 86
5842=100
3610= 46
2728= 55
1119= 30
7088=158
3480=114
7065=135
2694=120
3760= 97
326= 29
97 3=100
5910= 69
8881=169
7194=165
8456=140
8298=180
2858= 86
9378=171
7499=173
475= 79
3776=113
20 7= 27
8 7= 15
517= 22
8322=105
1359= 72
5623= 79
7831=109
1857= 75
2741= 68
8354=137
3959= 98
49 2= 51
5383=136
5983=142
2231= 53
5781=138
2580=105
8548=133
3499=133
17 3= 20
3376=109
5550=105
7178=149
4083=123
4292=134
6652=118
44 9= 53
2386=109
3015= 45
4772=119
6122= 83
6461=125
5686=142
35 5= 40
1147= 58
2212= 34
1544= 59
5664=120
2626= 52
9594=189
313= 16
9915=114
498=102
41 6= 47
5049= 99
6335= 98
377= 80
1369= 82
5714= 71
14 6= 20
2150= 71
883= 91
1152= 63
2496=120
2837= 65
6350=113
699=105
27 7= 34
338= 41
8471=155
4893=141
6854=122
5965=124
6980=149
355= 58
9577=172
9933=132
7894=172
2 7= 9
1513= 28
3952= 91
7514= 89
8551=136
5454=108
9156=147
98 9=107
3288=120
5090=140
4389=132
2969= 98
1490=104
8561=146
1212= 24
5183=134
3672=108
7452=126
2152= 73
8217= 99
6659=125
2317= 40
851= 59
5158=109
1659= 75
8497=181
228= 30
7444=118
8472=156
1611= 27
522= 27
876= 84
5082=132
1693=109
3279=111
7844=122
5191=142
75 3= 78
4420= 64
5349=102
742= 49
3146= 77
5531= 86
1075= 85
8473=157
8112= 93
7367=140
6222= 84
966= 75
7738=115
3725= 62
6589=154
8610= 96
4923= 72
623= 29
718= 25
1252= 64
7565=140
2616= 42
2656= 82
9684=180
7890=168
6891=159
5719= 76
4496=140
4720= 67
9371=164
6420= 84
2693=119
5525= 80
7977=156
6054=114
6615= 81
2394=117
1845= 63
5770=127
2123= 44
7963=142
9191=182
7648=124
71 5= 76
6282=144
9747=144
051= 51
1297=109
6094=154
41 1= 42
6798=165
80 0= 80
9393=186
9976=175
5121= 72
2999=128
1960= 79
8663=149
1159= 70
9474=168
3070=100
4474=118
4032= 72
5625= 81
5057=107
97 5=102
5336= 89
1390=103
18 7= 25
98 2=100
9639=135
896=104
61 0= 61
6681=147
6365=128
3670=106
5970=129
2787=114
5439= 93
9462=156
9722=119
7345=118
1134= 45
3798=135
6462=126
8489=173
1839= 57
2470= 94
6193=154
9749=146
8124=105
1968= 87
9846=144
3298=130
3074=104
6737=104
153= 54
7996=175
4293=135
944= 53
325= 28
15 3= 18
63 1= 64
7672=148
7595=170
4985=134
4386=129
567= 72
1539= 54
894=102
8575=160
2013= 33
1319= 32
9878=176
8062=142
2416= 40
1482= 96
74 3= 77
7239=111
1163= 74
128= 29
4170=111
9053=143
6319= 82
9313=106
8197=178
116= 17
8246=128
4173=114
8331=114
9849=147
5339= 92
366= 69
4482=126
8961=150
6248=110
2036= 56
3782=119
2552= 77
3385=118
7914= 93
7732=109
8494=178
9292=184
7630=106
45 2= 47
8087=167
2219= 41
8910= 99
1312= 25
3431= 65
2848= 76
8284=166
6877=145
2682=108
4574=119
9772=169
033= 33
6958=127
7520= 95
2715= 42
7073=143
7334=107
50 0= 50
7518= 93
7741=118
3490=124
1240= 52
2939= 68
6111= 72
3144= 75
2763= 90
222= 24
2541= 66
4822= 70
8050=130
6876=144
5878=136
018= 18
6273=135
5221= 73
7942=121
3854= 92
9327=120
8553=138
60 9= 69
9144=135
9589=184
992=101
6176=137
181= 82
2145= 66
7910= 89
7339=112
82 2= 84
8866=154
4342= 85
9476=170
4922= 71
9190=181
6296=158
1396=109
7472=146
6279=141
080= 80
7373=146
7596=171
9988=187
9561=156
4432= 76
872= 80
732= 39
8638=124
931= 40
9366=159
3313= 46
6229= 91
8049=129
2351= 74
5589=144
38 8= 46
16 3= 19
3699=135
421= 25
183= 84
9762=159
9045=135
9454=148
4117= 58
7878=156
6130= 91
6226= 88
5571=126
2613= 39
3293=125
5141= 92
4884=132
1767= 84
1543= 58
3513= 48
56 5= 61
45 1= 46
69 8= 77
10 7= 17
7695=171
3487=121
7855=133
2296=118
9618=114
64 7= 71
5813= 71
4868=116
8918=107
1358= 71
1664= 80
488= 92
6625= 91
6039= 99
6013= 73
5766=123
3955= 94
1745= 62
3566=101
96 8=104
5451=105
5485=139
7494=168
4312= 55
2252= 74
95 8=103
43 1= 44
738= 45
6534= 99
26 8= 34
5595=150
2421= 45
7843=121
3642= 78
8385=168
2382=105
1579= 94
42 3= 45
8038=118
9414=108
8320=103
2128= 49
1565= 80
5556=111
625= 31
7764=141
59 3= 62
680= 86
3985=124
9079=169
5445= 99
9222=114
7187=158
8648=134
5321= 74
9461=155
279= 81
9259=151
9945=144
4460=104
3014= 44
2752= 79
5643= 99
4524= 69
3497=131
3845= 83
3282=114
4727= 74
7918= 97
3894=132
2512= 37
6842=110
8780=167
2790=117
5068=118
88 8= 96
9070=160
616= 22
2186=107
4375=118
7121= 92
5923= 82
335= 38
63 0= 63
8022=102
5788=145
8445=129
6097=157
9941=140
6159=120
8515=100
9537=132
In [847]:
count = 0
for query in train_queries:
if query[1]=='8' and query[3]=='0':
print(query)
count += 1
5820
880
6850
890
3820
58 0
9880
850
1870
6880
7870
5850
5860
7810
7860
8820
4840
1820
8840
1880
9840
1850
4850
8860
7850
5890
1890
2850
4870
68 0
820
1810
9870
9850
1840
3850
3830
5830
88 0
7890
In [845]:
count
Out[845]:
51
In [ ]:
Content source: codingneo/DeepAttention
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