In [1]:
##################Build Essential DenseNet to Load Pretrained Parameters###############################################
# encoding=utf8
import numpy as np
import tensorflow as tf
def unpickle(file):
import _pickle as cPickle
fo = open(file, 'rb')
dict = cPickle.load(fo,encoding='latin1')
fo.close()
if 'data' in dict:
dict['data'] = dict['data'].reshape((-1, 3, 32, 32)).swapaxes(1, 3).swapaxes(1, 2).reshape(-1, 32*32*3) / 256.
return dict
In [2]:
def load_data_one(f):
batch = unpickle(f)
data = batch['data']
labels = batch['labels']
print ("Loading %s: %d" % (f, len(data)))
return data, labels
In [3]:
def load_data(files, data_dir, label_count):
data, labels = load_data_one(data_dir + '/' + files[0])
for f in files[1:]:
data_n, labels_n = load_data_one(data_dir + '/' + f)
data = np.append(data, data_n, axis=0)
labels = np.append(labels, labels_n, axis=0)
labels = np.array([ [ float(i == label) for i in range(label_count) ] for label in labels ])
return data, labels
In [4]:
def run_in_batch_avg(session, tensors, batch_placeholders, feed_dict={}, batch_size=200):
res = [ 0 ] * len(tensors)
batch_tensors = [ (placeholder, feed_dict[ placeholder ]) for placeholder in batch_placeholders ]
total_size = len(batch_tensors[0][1])
batch_count = (total_size + batch_size - 1) / batch_size
for batch_idx in range(batch_count):
current_batch_size = None
for (placeholder, tensor) in batch_tensors:
batch_tensor = tensor[ batch_idx*batch_size : (batch_idx+1)*batch_size ]
current_batch_size = len(batch_tensor)
feed_dict[placeholder] = tensor[ batch_idx*batch_size : (batch_idx+1)*batch_size ]
tmp = session.run(tensors, feed_dict=feed_dict)
res = [ r + t * current_batch_size for (r, t) in zip(res, tmp) ]
return [ r / float(total_size) for r in res ]
In [5]:
def weight_variable(shape):
initial = tf.truncated_normal(shape, stddev=0.01)
return tf.Variable(initial)
def bias_variable(shape):
initial = tf.constant(0.01, shape=shape)
return tf.Variable(initial)
def conv2d(input, in_features, out_features, kernel_size, with_bias=False):
W = weight_variable([ kernel_size, kernel_size, in_features, out_features ])
conv = tf.nn.conv2d(input, W, [ 1, 1, 1, 1 ], padding='SAME')
if with_bias:
return conv + bias_variable([ out_features ])
return conv
def batch_activ_conv(current, in_features, out_features, kernel_size, is_training, keep_prob):
current = tf.contrib.layers.batch_norm(current, scale=True, is_training=is_training, updates_collections=None)
current = tf.nn.relu(current)
current = conv2d(current, in_features, out_features, kernel_size)
current = tf.nn.dropout(current, keep_prob)
return current
def block(input, layers, in_features, growth, is_training, keep_prob):
current = input
features = in_features
for idx in range(layers):
tmp = batch_activ_conv(current, features, growth, 3, is_training, keep_prob)
current = tf.concat((current, tmp),3)
features += growth
return current, features
def avg_pool(input, s):
return tf.nn.avg_pool(input, [ 1, s, s, 1 ], [1, s, s, 1 ], 'VALID')
In [6]:
data_dir = './data'
image_size = 32
image_dim = image_size * image_size * 3
# meta = unpickle(data_dir + '/batches.meta')
# label_names = meta['label_names']
# label_count = len(label_names)
label_count = 10
# train_files = [ 'data_batch_%d' % d for d in range(1, 6) ]
# train_data, train_labels = load_data(train_files, data_dir, label_count)
# pi = np.random.permutation(len(train_data))
# train_data, train_labels = train_data[pi], train_labels[pi]
# test_data, test_labels = load_data([ 'test_batch' ], data_dir, label_count)
# print ("Train:", np.shape(train_data), np.shape(train_labels))
# print ("Test:", np.shape(test_data), np.shape(test_labels))
# data = { 'train_data': train_data,
# 'train_labels': train_labels,
# 'test_data': test_data,
# 'test_labels': test_labels }
depth = 40
In [7]:
weight_decay = 1e-4
layers = int((depth - 4) / 3)
graph = tf.Graph()
xs = tf.placeholder("float", shape=[None, image_dim])
ys = tf.placeholder("float", shape=[None, label_count])
lr = tf.placeholder("float", shape=[])
keep_prob = tf.placeholder(tf.float32)
is_training = tf.placeholder("bool", shape=[])
current = tf.reshape(xs, [ -1, 32, 32, 3 ])
current = conv2d(current, 3, 16, 3)
current, features = block(current, layers, 16, 12, is_training, keep_prob)
current = batch_activ_conv(current, features, features, 1, is_training, keep_prob)
current = avg_pool(current, 2)
current, features = block(current, layers, features, 12, is_training, keep_prob)
current = batch_activ_conv(current, features, features, 1, is_training, keep_prob)
current = avg_pool(current, 2)
current, features = block(current, layers, features, 12, is_training, keep_prob)
current = tf.contrib.layers.batch_norm(current, scale=True, is_training=is_training, updates_collections=None)
current = tf.nn.relu(current)
current = avg_pool(current, 8)
final_dim = features
current = tf.reshape(current, [ -1, final_dim ])
Wfc = weight_variable([ final_dim, label_count ])
bfc = bias_variable([ label_count ])
ys_ = tf.nn.softmax( tf.matmul(current, Wfc) + bfc )
cross_entropy = -tf.reduce_mean(ys * tf.log(ys_ + 1e-12))
l2 = tf.add_n([tf.nn.l2_loss(var) for var in tf.trainable_variables()])
train_step = tf.train.MomentumOptimizer(lr, 0.9, use_nesterov=True).minimize(cross_entropy + l2 * weight_decay)
correct_prediction = tf.equal(tf.argmax(ys_, 1), tf.argmax(ys, 1))
accuracy = tf.reduce_mean(tf.cast(correct_prediction, "float"))
In [8]:
para_dict={}
for k in tf.global_variables():
if k not in tf.contrib.framework.get_variables_by_suffix('Momentum'):#Load all parameters except ones of optimization functions
para_dict[k.name[:-2]] = k
In [9]:
sess=tf.InteractiveSession()
saver = tf.train.Saver(para_dict)
saver.restore(sess,'./modellog/weightonlypara93.ckpt')
##################End of Pretrained Parameters Loading###############################################
INFO:tensorflow:Restoring parameters from ./modellog/weightonlypara93.ckpt
In [10]:
import config
#Nearly all hyperparameters are set in config.py
In [11]:
def weight_shared(weight_arr, name="None", nmeans=4, **kwargs):
"""Apply weight shared """
import cv2
# Define criteria = ( type, max_iter = 10 , epsilon = 1.0 )
criteria = (cv2.TERM_CRITERIA_EPS + cv2.TERM_CRITERIA_MAX_ITER, 10, 1.0)
# Set flags (Just to avoid line break in the code)
flags = cv2.KMEANS_RANDOM_CENTERS
weight_arr_tem = np.reshape(weight_arr,[-1])
_,labels,centroids = cv2.kmeans(np.float32(np.reshape(weight_arr_tem,[-1,1])),nmeans,None,criteria,10,flags)
w_cen = centroids
w_cen = np.asarray(w_cen)
w_cenidx = labels
w_cenidx = np.reshape(w_cenidx,np.shape(weight_arr))
return weight_arr, w_cenidx, w_cen
In [12]:
def apply_prune_weightshared(weights, prune_dict): #Apply K-means quantization
dict_cenidx = {}
dict_cen = {}
for target in config.exc_para:
wl = target
num_cen = config.kmeans_para[wl]
# Get target layer's weights
weight_obj = weights[wl]
weight_arr = weight_obj.eval()
# Calculate centroids
weight_arr, w_cenidx, w_cen = weight_shared(weight_arr, name=wl,
nmeans=num_cen)
#Apply weight shared
dict_cenidx[wl] = w_cenidx
dict_cen[wl] = w_cen
weight_arr_tem = np.reshape(weight_arr,[-1])
w_cenidx_tem = np.reshape(w_cenidx,[-1])
w_cenidx_tem = w_cenidx_tem.astype(int)
w_cen = w_cen
for i in range(len(weight_arr_tem)):
weight_arr_tem[i]=w_cen[w_cenidx_tem[i]]
weight_arr = np.reshape(weight_arr_tem,np.shape(weight_arr))
# Store pruned weights as tensorflow objects
sess.run(weight_obj.assign(weight_arr))
return dict_cenidx,dict_cen
In [13]:
prune_dict = {}
for target in config.exc_para: #choose which layers
wl =target
weight_obj = para_dict[wl]
prune_dict[wl] = np.zeros_like(weight_obj.eval())
In [14]:
dict_cenidx,dict_cen = apply_prune_weightshared(para_dict, prune_dict)
In [15]:
saver.save(sess,'./kmeansmodel/stage1/kmeans128exc.ckpt')#save Kmeans-quantized parameters
Out[15]:
'./kmeansmodel/stage1/kmeans128exc.ckpt'
In [16]:
#save K-Q mask
import pickle
# create dict
# save dict
f1 = open("C:/Users/lhlne/Desktop/project/densenet/kmeansmodel/stage1/kmeans128exc.txt","wb")
pickle.dump(dict_cenidx, f1)
f1.close()
# load dict
In [17]:
import pickle
f2 = open("C:/Users/lhlne/Desktop/project/densenet/kmeansmodel/stage1/kmeans128exc.txt","rb")
load_list = pickle.load(f2)
f2.close()
# print
print(load_list)
{'Variable_2': array([[[[ 3, 104, 81, ..., 104, 72, 117],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 3, 3, ..., 3, 3, 117],
...,
[ 81, 98, 81, ..., 43, 81, 104],
[117, 117, 117, ..., 72, 81, 3],
[ 81, 117, 3, ..., 3, 81, 117]],
[[104, 3, 104, ..., 72, 3, 117],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 117, 117, ..., 3, 3, 117],
...,
[ 41, 16, 81, ..., 55, 117, 43],
[ 27, 117, 81, ..., 117, 117, 3],
[ 81, 28, 104, ..., 117, 81, 117]],
[[ 72, 16, 72, ..., 104, 81, 104],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 117, 117, ..., 3, 3, 117],
...,
[ 0, 16, 16, ..., 3, 81, 43],
[ 3, 62, 117, ..., 3, 117, 3],
[ 81, 3, 3, ..., 3, 3, 117]]],
[[[ 43, 117, 117, ..., 81, 72, 71],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 3, 3, ..., 3, 3, 117],
...,
[104, 104, 117, ..., 104, 3, 104],
[ 81, 72, 3, ..., 104, 117, 117],
[ 3, 117, 3, ..., 104, 3, 117]],
[[ 55, 81, 72, ..., 81, 3, 72],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 117, 3, ..., 3, 3, 117],
...,
[104, 117, 117, ..., 117, 3, 104],
[ 72, 117, 81, ..., 72, 3, 72],
[117, 3, 104, ..., 81, 3, 117]],
[[ 72, 81, 55, ..., 104, 117, 72],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 117, 117, ..., 3, 3, 117],
...,
[117, 117, 117, ..., 81, 127, 72],
[ 3, 72, 81, ..., 72, 104, 117],
[117, 117, 104, ..., 16, 81, 117]]],
[[[ 3, 16, 81, ..., 16, 81, 117],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 3, 3, ..., 126, 3, 3],
...,
[ 81, 72, 16, ..., 16, 3, 81],
[ 72, 3, 117, ..., 117, 117, 3],
[117, 117, 117, ..., 72, 104, 3]],
[[ 81, 81, 3, ..., 81, 117, 117],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 117, 3, ..., 3, 117, 3],
...,
[ 81, 104, 16, ..., 81, 117, 81],
[ 81, 3, 117, ..., 118, 43, 117],
[104, 81, 117, ..., 3, 3, 104]],
[[ 81, 3, 104, ..., 43, 81, 3],
[ 3, 3, 3, ..., 3, 3, 3],
[ 3, 117, 117, ..., 3, 117, 117],
...,
[ 81, 3, 81, ..., 81, 81, 3],
[117, 3, 81, ..., 104, 81, 72],
[104, 117, 3, ..., 81, 117, 72]]]]), 'Variable_3': array([[[[ 12, 44, 48, ..., 4, 48, 48],
[ 44, 62, 44, ..., 118, 44, 48],
[118, 44, 44, ..., 62, 48, 13],
...,
[ 45, 2, 4, ..., 2, 2, 4],
[ 4, 4, 45, ..., 12, 118, 4],
[118, 12, 12, ..., 118, 62, 4]],
[[ 29, 12, 118, ..., 48, 4, 12],
[ 12, 44, 48, ..., 48, 48, 44],
[ 48, 12, 12, ..., 44, 44, 73],
...,
[ 4, 2, 12, ..., 12, 45, 63],
[ 4, 12, 48, ..., 4, 63, 12],
[ 4, 12, 118, ..., 2, 4, 63]],
[[ 4, 12, 118, ..., 4, 12, 12],
[ 12, 44, 118, ..., 44, 44, 48],
[ 12, 12, 12, ..., 12, 13, 73],
...,
[ 2, 73, 73, ..., 4, 34, 4],
[ 4, 118, 4, ..., 62, 45, 3],
[ 62, 2, 2, ..., 2, 118, 4]]],
[[[ 44, 12, 118, ..., 12, 44, 118],
[118, 62, 48, ..., 12, 62, 12],
[ 12, 44, 118, ..., 118, 4, 118],
...,
[119, 44, 119, ..., 4, 2, 73],
[ 45, 62, 45, ..., 45, 45, 4],
[ 4, 12, 48, ..., 4, 4, 12]],
[[ 44, 4, 118, ..., 44, 12, 44],
[ 4, 44, 48, ..., 48, 12, 48],
[ 12, 12, 12, ..., 12, 12, 118],
...,
[ 45, 2, 45, ..., 4, 4, 118],
[ 12, 44, 4, ..., 45, 8, 4],
[ 4, 118, 2, ..., 62, 4, 12]],
[[ 48, 12, 12, ..., 17, 44, 44],
[ 12, 44, 62, ..., 12, 12, 12],
[ 12, 44, 12, ..., 4, 2, 2],
...,
[ 62, 62, 4, ..., 118, 4, 44],
[ 62, 44, 4, ..., 12, 45, 4],
[ 4, 62, 12, ..., 48, 2, 44]]],
[[[ 12, 5, 48, ..., 12, 44, 44],
[118, 2, 12, ..., 4, 62, 62],
[ 4, 118, 118, ..., 44, 4, 12],
...,
[ 62, 12, 12, ..., 45, 118, 12],
[ 4, 12, 12, ..., 4, 12, 118],
[ 12, 4, 4, ..., 4, 12, 4]],
[[ 12, 48, 4, ..., 44, 12, 44],
[ 4, 44, 48, ..., 12, 48, 62],
[ 4, 44, 44, ..., 12, 12, 12],
...,
[ 12, 2, 45, ..., 4, 118, 44],
[ 4, 44, 63, ..., 44, 4, 13],
[ 4, 12, 4, ..., 12, 12, 63]],
[[ 12, 44, 4, ..., 12, 4, 48],
[ 12, 12, 44, ..., 12, 44, 12],
[ 4, 62, 48, ..., 4, 2, 44],
...,
[119, 2, 45, ..., 12, 12, 44],
[ 62, 4, 119, ..., 44, 45, 4],
[ 12, 44, 2, ..., 12, 44, 45]]]]), 'Variable_4': array([[[[123, 77, 75, ..., 22, 28, 36],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 28, 22, 28, ..., 99, 22, 77],
[121, 75, 127, ..., 22, 28, 75],
[ 95, 28, 22, ..., 121, 95, 123]],
[[ 77, 22, 127, ..., 116, 81, 75],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 28, 36, 75, ..., 127, 127, 77],
[ 75, 36, 77, ..., 77, 99, 81],
[ 95, 95, 127, ..., 121, 19, 56]],
[[ 28, 22, 22, ..., 77, 81, 127],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 77, 75, 127, ..., 75, 28, 75],
[ 22, 75, 95, ..., 77, 99, 28],
[ 77, 50, 37, ..., 95, 121, 95]]],
[[[ 75, 28, 77, ..., 22, 77, 75],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 77, 28, 77, ..., 75, 95, 28],
[127, 77, 28, ..., 22, 28, 25],
[ 77, 33, 37, ..., 81, 77, 127]],
[[ 77, 77, 81, ..., 22, 75, 75],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 28, 81, 127, ..., 127, 28, 77],
[ 75, 28, 56, ..., 77, 95, 75],
[ 22, 3, 127, ..., 99, 81, 99]],
[[ 28, 77, 28, ..., 28, 123, 75],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 77, 28, 77, ..., 22, 33, 77],
[127, 28, 95, ..., 37, 77, 22],
[ 75, 121, 95, ..., 28, 28, 99]]],
[[[123, 28, 77, ..., 22, 127, 81],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 28, 28, 77, ..., 127, 81, 28],
[ 28, 22, 50, ..., 95, 75, 127],
[ 90, 95, 77, ..., 75, 28, 30]],
[[ 28, 77, 77, ..., 12, 99, 81],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 28, 28, 81, ..., 127, 81, 77],
[ 81, 123, 75, ..., 95, 77, 22],
[ 57, 28, 56, ..., 75, 3, 90]],
[[ 28, 77, 28, ..., 28, 70, 22],
[ 22, 22, 22, ..., 22, 22, 22],
[ 22, 22, 22, ..., 22, 22, 22],
...,
[ 28, 77, 36, ..., 75, 77, 23],
[ 75, 77, 121, ..., 33, 28, 123],
[ 56, 28, 57, ..., 75, 123, 50]]]]), 'Variable_5': array([[[[ 47, 30, 116, ..., 77, 81, 38],
[ 93, 16, 16, ..., 116, 81, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 18, 93, 38, ..., 86, 114, 45],
[101, 9, 86, ..., 93, 93, 9],
[116, 81, 93, ..., 28, 116, 28]],
[[ 86, 93, 18, ..., 77, 81, 38],
[ 93, 28, 16, ..., 116, 18, 86],
[ 28, 28, 16, ..., 28, 28, 28],
...,
[ 86, 102, 93, ..., 42, 81, 86],
[ 81, 93, 18, ..., 45, 116, 93],
[ 18, 81, 28, ..., 18, 86, 18]],
[[ 18, 9, 7, ..., 96, 86, 23],
[ 93, 28, 116, ..., 116, 86, 86],
[ 28, 28, 16, ..., 28, 28, 28],
...,
[ 16, 38, 86, ..., 30, 91, 114],
[ 81, 18, 116, ..., 93, 28, 102],
[ 81, 93, 93, ..., 86, 116, 18]]],
[[[ 45, 45, 116, ..., 77, 28, 86],
[116, 116, 16, ..., 116, 18, 86],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 81, 45, 23, ..., 81, 9, 112],
[ 18, 86, 16, ..., 18, 16, 18],
[ 86, 81, 116, ..., 18, 102, 9]],
[[116, 93, 93, ..., 116, 45, 116],
[ 93, 16, 16, ..., 116, 86, 86],
[ 28, 28, 16, ..., 28, 28, 28],
...,
[ 28, 38, 77, ..., 93, 93, 28],
[ 18, 28, 86, ..., 93, 16, 18],
[ 38, 28, 116, ..., 28, 18, 18]],
[[ 28, 86, 86, ..., 93, 93, 81],
[ 93, 16, 116, ..., 116, 86, 86],
[ 28, 28, 16, ..., 28, 28, 28],
...,
[ 30, 53, 86, ..., 77, 116, 18],
[ 81, 93, 93, ..., 116, 18, 18],
[102, 93, 93, ..., 18, 18, 16]]],
[[[ 96, 93, 45, ..., 30, 45, 93],
[116, 116, 116, ..., 116, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 86, 18, 18, ..., 18, 16, 86],
[ 93, 81, 28, ..., 18, 93, 116],
[102, 18, 28, ..., 18, 7, 45]],
[[ 45, 28, 93, ..., 9, 30, 96],
[116, 116, 116, ..., 116, 86, 86],
[ 16, 28, 16, ..., 28, 28, 28],
...,
[116, 45, 93, ..., 93, 86, 86],
[ 86, 18, 45, ..., 18, 38, 81],
[102, 16, 18, ..., 16, 116, 86]],
[[ 93, 16, 16, ..., 86, 45, 45],
[ 93, 16, 116, ..., 116, 18, 86],
[ 16, 28, 16, ..., 28, 28, 28],
...,
[ 45, 81, 9, ..., 30, 18, 81],
[ 81, 102, 93, ..., 93, 7, 86],
[102, 45, 93, ..., 93, 86, 18]]]]), 'Variable_6': array([[[[101, 43, 89, ..., 86, 65, 88],
[ 43, 43, 88, ..., 43, 43, 88],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 63, 88, 32, ..., 55, 63, 81],
[ 89, 101, 115, ..., 81, 115, 55],
[ 1, 7, 88, ..., 55, 55, 101]],
[[ 43, 63, 84, ..., 88, 85, 89],
[ 43, 43, 88, ..., 43, 43, 88],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 18, 32, 63, ..., 63, 32, 84],
[ 55, 63, 82, ..., 31, 32, 55],
[ 55, 115, 43, ..., 34, 55, 7]],
[[ 63, 101, 69, ..., 43, 32, 84],
[ 43, 88, 88, ..., 43, 43, 88],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 89, 78, 63, ..., 101, 85, 6],
[ 43, 63, 89, ..., 81, 77, 88],
[ 65, 89, 82, ..., 63, 89, 55]]],
[[[ 88, 7, 101, ..., 115, 34, 43],
[ 43, 43, 88, ..., 43, 43, 43],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 89, 55, 86, ..., 115, 63, 43],
[ 32, 86, 88, ..., 89, 55, 86],
[101, 32, 43, ..., 86, 115, 65]],
[[115, 115, 55, ..., 43, 63, 63],
[ 43, 43, 88, ..., 43, 43, 43],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 88, 32, 81, ..., 55, 85, 32],
[ 43, 88, 63, ..., 81, 63, 88],
[ 65, 55, 88, ..., 86, 55, 115]],
[[ 89, 63, 29, ..., 43, 55, 86],
[ 88, 88, 88, ..., 43, 43, 43],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 88, 78, 84, ..., 32, 101, 89],
[ 86, 55, 43, ..., 86, 65, 63],
[ 7, 86, 86, ..., 101, 63, 115]]],
[[[ 89, 43, 85, ..., 63, 77, 65],
[ 88, 43, 43, ..., 43, 43, 43],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 43, 115, 43, ..., 101, 32, 63],
[ 88, 115, 7, ..., 88, 89, 91],
[ 32, 86, 43, ..., 77, 31, 85]],
[[101, 115, 115, ..., 63, 115, 77],
[ 88, 43, 43, ..., 43, 43, 43],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 32, 85, 81, ..., 32, 63, 67],
[ 63, 82, 88, ..., 86, 34, 81],
[ 55, 115, 43, ..., 34, 86, 32]],
[[ 32, 63, 108, ..., 63, 81, 65],
[ 88, 43, 43, ..., 43, 43, 43],
[ 43, 43, 43, ..., 43, 43, 43],
...,
[ 32, 100, 91, ..., 7, 86, 88],
[ 63, 81, 7, ..., 43, 78, 89],
[115, 43, 43, ..., 28, 101, 63]]]]), 'Variable_7': array([[[[ 57, 77, 68, ..., 77, 77, 57],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 65, 46, 42, ..., 46, 65, 41],
[116, 67, 65, ..., 111, 57, 41],
[ 42, 59, 41, ..., 59, 69, 46]],
[[ 68, 57, 24, ..., 77, 77, 57],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 65, 67, 41, ..., 67, 41, 77],
[ 77, 46, 46, ..., 57, 53, 67],
[ 53, 59, 41, ..., 67, 67, 41]],
[[ 75, 60, 80, ..., 65, 65, 60],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 77, 46, 77, ..., 77, 65, 67],
[ 65, 77, 46, ..., 57, 77, 42],
[ 60, 77, 53, ..., 67, 42, 41]]],
[[[ 57, 75, 65, ..., 46, 46, 65],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 67, 42, 53, ..., 46, 42, 41],
[ 57, 41, 46, ..., 57, 41, 67],
[ 77, 41, 57, ..., 53, 65, 67]],
[[ 77, 68, 57, ..., 65, 42, 46],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 65, 65, 42, ..., 41, 65, 65],
[ 77, 41, 65, ..., 77, 41, 77],
[ 57, 41, 77, ..., 67, 77, 53]],
[[ 77, 77, 65, ..., 77, 65, 53],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 77, 67, 46, ..., 65, 41, 41],
[ 77, 65, 77, ..., 41, 53, 77],
[123, 77, 123, ..., 77, 65, 60]]],
[[[ 51, 24, 82, ..., 59, 67, 41],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 65, 41, 42, ..., 67, 46, 41],
[ 65, 53, 46, ..., 41, 41, 41],
[100, 65, 57, ..., 59, 65, 41]],
[[ 39, 100, 69, ..., 46, 46, 65],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 67, 46, 60, ..., 41, 78, 65],
[ 65, 67, 65, ..., 67, 65, 57],
[116, 60, 100, ..., 53, 77, 53]],
[[ 5, 57, 65, ..., 77, 123, 123],
[ 67, 67, 67, ..., 67, 67, 67],
[ 67, 67, 67, ..., 67, 67, 67],
...,
[ 67, 65, 60, ..., 65, 41, 65],
[ 41, 41, 57, ..., 53, 60, 77],
[116, 42, 100, ..., 65, 53, 53]]]]), 'Variable_8': array([[[[ 47, 66, 68, ..., 75, 68, 14],
[107, 13, 46, ..., 107, 107, 107],
[ 74, 107, 107, ..., 107, 74, 70],
...,
[107, 107, 68, ..., 70, 68, 107],
[ 47, 46, 46, ..., 68, 68, 74],
[ 46, 46, 64, ..., 90, 13, 13]],
[[ 79, 14, 107, ..., 36, 68, 68],
[ 47, 47, 68, ..., 107, 85, 107],
[ 74, 107, 107, ..., 107, 74, 70],
...,
[107, 107, 46, ..., 74, 107, 47],
[ 33, 46, 70, ..., 46, 107, 47],
[ 68, 68, 90, ..., 46, 13, 47]],
[[ 36, 86, 13, ..., 89, 46, 67],
[ 47, 47, 68, ..., 107, 47, 74],
[ 74, 107, 107, ..., 107, 74, 70],
...,
[107, 107, 70, ..., 46, 111, 107],
[ 13, 68, 107, ..., 46, 97, 13],
[ 47, 107, 64, ..., 46, 36, 13]]],
[[[107, 97, 46, ..., 44, 68, 46],
[107, 47, 46, ..., 46, 107, 107],
[107, 74, 107, ..., 74, 74, 74],
...,
[ 46, 107, 46, ..., 107, 70, 107],
[107, 107, 68, ..., 46, 46, 47],
[ 13, 107, 46, ..., 107, 79, 47]],
[[ 36, 81, 68, ..., 47, 107, 90],
[ 47, 47, 68, ..., 46, 107, 107],
[ 74, 74, 107, ..., 74, 107, 74],
...,
[ 70, 107, 107, ..., 46, 107, 107],
[ 70, 46, 47, ..., 46, 46, 107],
[ 47, 70, 68, ..., 107, 90, 47]],
[[ 79, 93, 68, ..., 89, 68, 113],
[ 47, 107, 68, ..., 46, 107, 70],
[ 74, 107, 107, ..., 107, 107, 74],
...,
[ 70, 107, 107, ..., 107, 74, 107],
[107, 46, 107, ..., 107, 47, 68],
[ 97, 107, 90, ..., 74, 107, 46]]],
[[[ 97, 81, 110, ..., 82, 47, 21],
[ 46, 13, 46, ..., 46, 107, 107],
[107, 74, 107, ..., 74, 107, 107],
...,
[107, 107, 107, ..., 70, 107, 47],
[ 68, 47, 107, ..., 46, 47, 107],
[ 47, 47, 72, ..., 13, 36, 107]],
[[ 47, 81, 107, ..., 93, 13, 86],
[107, 47, 68, ..., 46, 107, 107],
[107, 74, 107, ..., 74, 107, 107],
...,
[107, 74, 107, ..., 46, 74, 107],
[ 70, 70, 107, ..., 47, 46, 68],
[ 47, 68, 97, ..., 70, 46, 68]],
[[ 90, 68, 68, ..., 30, 74, 64],
[ 74, 47, 68, ..., 46, 107, 46],
[107, 107, 107, ..., 107, 107, 107],
...,
[107, 70, 107, ..., 107, 68, 107],
[ 68, 107, 74, ..., 47, 46, 79],
[107, 68, 107, ..., 70, 97, 79]]]]), 'Variable_9': array([[[[ 46, 10, 78, ..., 89, 85, 11],
[ 89, 89, 16, ..., 117, 89, 89],
[ 78, 42, 117, ..., 102, 89, 96],
...,
[117, 78, 71, ..., 85, 89, 85],
[ 85, 71, 89, ..., 78, 85, 85],
[ 0, 78, 71, ..., 89, 0, 0]],
[[ 55, 41, 85, ..., 96, 78, 70],
[ 89, 89, 85, ..., 0, 16, 0],
[ 32, 70, 16, ..., 82, 85, 115],
...,
[117, 42, 85, ..., 117, 0, 117],
[ 85, 85, 89, ..., 16, 117, 89],
[ 87, 85, 0, ..., 0, 42, 0]],
[[ 89, 89, 70, ..., 42, 32, 104],
[ 89, 87, 89, ..., 70, 78, 11],
[ 78, 11, 117, ..., 104, 117, 96],
...,
[ 55, 104, 0, ..., 85, 89, 53],
[ 78, 16, 87, ..., 16, 117, 89],
[ 0, 87, 89, ..., 0, 0, 0]]],
[[[ 89, 29, 46, ..., 32, 16, 46],
[ 89, 87, 85, ..., 78, 0, 85],
[ 85, 82, 117, ..., 16, 89, 0],
...,
[ 32, 106, 85, ..., 16, 117, 78],
[117, 85, 89, ..., 78, 85, 85],
[ 89, 78, 71, ..., 117, 89, 89]],
[[ 0, 16, 16, ..., 117, 0, 53],
[117, 87, 89, ..., 16, 71, 85],
[ 16, 11, 85, ..., 117, 117, 87],
...,
[ 16, 106, 16, ..., 78, 78, 117],
[117, 117, 89, ..., 117, 117, 0],
[ 87, 16, 89, ..., 89, 89, 85]],
[[ 96, 74, 42, ..., 78, 0, 89],
[ 78, 96, 89, ..., 85, 117, 96],
[ 85, 82, 89, ..., 0, 16, 102],
...,
[ 53, 0, 0, ..., 117, 89, 117],
[ 89, 16, 85, ..., 89, 16, 0],
[ 89, 85, 71, ..., 0, 0, 89]]],
[[[108, 54, 53, ..., 78, 53, 32],
[ 85, 87, 89, ..., 53, 0, 115],
[115, 0, 85, ..., 55, 89, 53],
...,
[117, 104, 117, ..., 53, 78, 78],
[117, 78, 0, ..., 0, 117, 117],
[ 32, 16, 89, ..., 78, 16, 16]],
[[ 59, 62, 85, ..., 53, 0, 32],
[ 78, 0, 89, ..., 53, 89, 87],
[ 0, 0, 71, ..., 55, 117, 117],
...,
[ 89, 16, 16, ..., 53, 53, 78],
[ 89, 16, 0, ..., 0, 117, 117],
[ 16, 78, 0, ..., 16, 85, 16]],
[[ 70, 54, 82, ..., 36, 71, 32],
[ 53, 87, 85, ..., 32, 117, 70],
[ 87, 71, 0, ..., 53, 117, 0],
...,
[ 78, 32, 0, ..., 53, 0, 117],
[115, 117, 117, ..., 89, 71, 89],
[ 78, 16, 71, ..., 0, 87, 89]]]]), 'Variable_10': array([[[[ 86, 86, 50, ..., 90, 85, 83],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 46, 28, 85, ..., 113, 46, 37],
[ 54, 93, 50, ..., 50, 104, 113],
[ 50, 113, 50, ..., 50, 50, 83]],
[[104, 77, 83, ..., 46, 46, 85],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[104, 46, 77, ..., 50, 50, 50],
[115, 86, 46, ..., 72, 29, 46],
[ 90, 113, 46, ..., 46, 50, 83]],
[[104, 83, 50, ..., 115, 83, 83],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 83, 50, 85, ..., 50, 85, 50],
[ 12, 92, 90, ..., 28, 105, 77],
[ 83, 85, 46, ..., 83, 85, 83]]],
[[[ 90, 46, 115, ..., 46, 77, 46],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 46, 28, 28, ..., 85, 46, 72],
[ 86, 52, 28, ..., 113, 7, 72],
[ 90, 113, 50, ..., 50, 113, 28]],
[[104, 77, 86, ..., 72, 113, 115],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 50, 50, 113, ..., 113, 50, 50],
[ 29, 113, 46, ..., 86, 62, 46],
[ 90, 113, 50, ..., 46, 46, 50]],
[[ 28, 113, 115, ..., 86, 115, 50],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 28, 46, 46, ..., 83, 113, 50],
[ 28, 9, 113, ..., 46, 86, 113],
[ 85, 113, 46, ..., 46, 50, 50]]],
[[[115, 83, 46, ..., 83, 113, 86],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 50, 46, 85, ..., 113, 46, 28],
[ 50, 93, 46, ..., 90, 104, 86],
[ 90, 28, 28, ..., 50, 113, 77]],
[[ 72, 113, 113, ..., 115, 113, 29],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 46, 28, 50, ..., 28, 28, 113],
[104, 113, 72, ..., 77, 29, 50],
[ 46, 28, 113, ..., 50, 28, 113]],
[[115, 113, 46, ..., 85, 86, 28],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 28, 50, 83, ..., 46, 50, 113],
[ 7, 92, 115, ..., 19, 29, 86],
[113, 64, 85, ..., 46, 50, 113]]]]), 'Variable_11': array([[[[ 78, 119, 119, ..., 119, 87, 51],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 4, 28, 94, ..., 87, 103, 51],
[ 86, 78, 85, ..., 119, 119, 78],
[ 29, 119, 54, ..., 78, 28, 119]],
[[ 78, 51, 119, ..., 119, 80, 119],
[ 28, 28, 28, ..., 54, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 8, 78, 78, ..., 86, 49, 78],
[ 14, 28, 78, ..., 86, 103, 54],
[119, 78, 28, ..., 78, 119, 94]],
[[ 94, 54, 54, ..., 119, 78, 94],
[ 28, 28, 28, ..., 54, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 4, 54, 78, ..., 8, 36, 29],
[ 40, 41, 86, ..., 78, 94, 49],
[119, 4, 54, ..., 78, 54, 54]]],
[[[ 86, 54, 94, ..., 8, 78, 29],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 78, 94, 94, ..., 83, 49, 119],
[ 49, 54, 29, ..., 119, 78, 94],
[ 29, 119, 119, ..., 94, 78, 55]],
[[ 86, 4, 94, ..., 8, 119, 103],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 94, 78, 86, ..., 4, 29, 78],
[ 4, 54, 54, ..., 119, 49, 119],
[ 68, 28, 54, ..., 94, 54, 94]],
[[ 51, 78, 8, ..., 8, 60, 119],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 94, 54, 119, ..., 14, 36, 119],
[ 86, 72, 80, ..., 54, 4, 60],
[119, 78, 54, ..., 94, 78, 94]]],
[[[ 29, 86, 94, ..., 86, 103, 49],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 29, 54, 78, ..., 78, 29, 29],
[ 92, 94, 29, ..., 49, 4, 49],
[119, 119, 54, ..., 78, 8, 29]],
[[119, 80, 94, ..., 51, 49, 103],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[ 29, 78, 4, ..., 86, 49, 54],
[119, 86, 78, ..., 85, 40, 49],
[ 54, 54, 28, ..., 94, 78, 8]],
[[ 94, 78, 54, ..., 86, 60, 54],
[ 28, 28, 28, ..., 28, 28, 28],
[ 28, 28, 28, ..., 28, 28, 28],
...,
[119, 86, 103, ..., 83, 29, 119],
[ 29, 103, 83, ..., 41, 88, 29],
[119, 94, 54, ..., 54, 51, 8]]]]), 'Variable_12': array([[[[ 68, 11, 119, ..., 81, 102, 9],
[ 12, 12, 12, ..., 12, 12, 12],
[ 11, 12, 102, ..., 15, 119, 0],
...,
[ 11, 12, 105, ..., 28, 28, 102],
[ 12, 81, 119, ..., 81, 76, 119],
[ 28, 12, 11, ..., 0, 12, 12]],
[[100, 15, 119, ..., 68, 11, 9],
[ 12, 12, 12, ..., 12, 12, 12],
[ 11, 76, 26, ..., 15, 76, 28],
...,
[ 12, 119, 15, ..., 28, 76, 81],
[ 11, 12, 12, ..., 11, 11, 11],
[ 28, 76, 11, ..., 28, 11, 28]],
[[ 67, 11, 26, ..., 26, 102, 100],
[ 12, 12, 12, ..., 12, 12, 12],
[ 11, 28, 68, ..., 15, 12, 76],
...,
[ 68, 11, 49, ..., 11, 11, 11],
[ 11, 12, 76, ..., 12, 12, 12],
[ 76, 28, 81, ..., 102, 81, 119]]],
[[[ 27, 111, 15, ..., 76, 12, 11],
[ 12, 12, 12, ..., 12, 12, 12],
[ 12, 12, 119, ..., 28, 12, 76],
...,
[ 12, 12, 28, ..., 12, 28, 68],
[ 81, 28, 12, ..., 11, 119, 12],
[ 0, 119, 11, ..., 28, 76, 11]],
[[ 12, 119, 49, ..., 102, 76, 26],
[119, 12, 12, ..., 12, 12, 12],
[ 12, 12, 12, ..., 28, 12, 76],
...,
[ 11, 28, 11, ..., 11, 12, 26],
[ 12, 12, 28, ..., 81, 81, 12],
[ 76, 76, 12, ..., 76, 12, 76]],
[[ 49, 100, 120, ..., 9, 12, 67],
[ 12, 12, 12, ..., 12, 12, 12],
[ 12, 119, 11, ..., 76, 11, 119],
...,
[ 81, 11, 12, ..., 11, 76, 26],
[ 12, 26, 76, ..., 12, 119, 76],
[ 0, 28, 68, ..., 102, 11, 12]]],
[[[100, 15, 11, ..., 76, 11, 49],
[ 12, 12, 12, ..., 12, 12, 12],
[ 12, 12, 0, ..., 12, 11, 12],
...,
[ 28, 119, 9, ..., 81, 12, 76],
[ 11, 76, 76, ..., 9, 12, 119],
[ 76, 119, 12, ..., 11, 76, 76]],
[[ 49, 26, 12, ..., 102, 76, 15],
[119, 12, 12, ..., 12, 12, 12],
[ 12, 12, 28, ..., 119, 11, 12],
...,
[ 12, 12, 102, ..., 11, 76, 12],
[ 12, 12, 28, ..., 9, 11, 12],
[ 76, 12, 119, ..., 11, 76, 15]],
[[ 80, 68, 102, ..., 9, 11, 15],
[ 12, 12, 12, ..., 12, 12, 12],
[ 12, 12, 76, ..., 12, 81, 119],
...,
[ 11, 12, 102, ..., 76, 12, 76],
[ 0, 12, 15, ..., 102, 12, 76],
[ 15, 0, 81, ..., 9, 119, 15]]]]), 'Variable_14': array([[[[ 77, 53, 95, ..., 108, 74, 84],
[ 20, 86, 84, ..., 46, 91, 84],
[ 15, 90, 108, ..., 16, 81, 77],
...,
[ 29, 91, 53, ..., 53, 86, 108],
[ 46, 108, 61, ..., 16, 74, 54],
[ 46, 15, 108, ..., 74, 108, 15]],
[[112, 53, 46, ..., 95, 91, 113],
[ 84, 21, 95, ..., 61, 61, 82],
[ 15, 61, 86, ..., 25, 62, 34],
...,
[ 29, 61, 74, ..., 15, 95, 108],
[ 15, 62, 15, ..., 25, 108, 119],
[ 62, 124, 15, ..., 15, 62, 108]],
[[ 86, 86, 61, ..., 74, 46, 20],
[ 96, 95, 54, ..., 95, 84, 20],
[ 9, 95, 54, ..., 9, 46, 91],
...,
[ 96, 74, 34, ..., 113, 74, 15],
[ 15, 81, 53, ..., 93, 108, 108],
[ 15, 25, 108, ..., 53, 74, 108]]],
[[[ 16, 84, 26, ..., 46, 84, 108],
[ 95, 95, 62, ..., 108, 54, 25],
[ 16, 86, 46, ..., 21, 61, 15],
...,
[ 53, 25, 53, ..., 95, 86, 74],
[ 54, 81, 25, ..., 86, 61, 54],
[ 15, 108, 25, ..., 95, 53, 108]],
[[ 25, 25, 84, ..., 74, 91, 15],
[ 93, 61, 16, ..., 86, 119, 15],
[108, 9, 93, ..., 108, 9, 62],
...,
[108, 53, 86, ..., 95, 16, 15],
[ 61, 53, 7, ..., 25, 108, 74],
[ 53, 15, 74, ..., 108, 15, 53]],
[[ 15, 93, 15, ..., 108, 53, 39],
[ 53, 15, 54, ..., 21, 96, 15],
[ 98, 9, 21, ..., 15, 62, 108],
...,
[ 39, 25, 34, ..., 62, 108, 15],
[ 74, 74, 15, ..., 15, 15, 74],
[ 53, 74, 39, ..., 15, 74, 25]]],
[[[ 96, 108, 95, ..., 46, 108, 73],
[ 91, 95, 15, ..., 62, 21, 34],
[ 86, 53, 84, ..., 108, 108, 1],
...,
[ 34, 15, 15, ..., 21, 21, 34],
[ 74, 74, 15, ..., 108, 61, 53],
[ 61, 119, 46, ..., 61, 16, 62]],
[[ 20, 53, 91, ..., 96, 16, 103],
[ 91, 25, 73, ..., 61, 61, 34],
[ 21, 20, 46, ..., 119, 108, 110],
...,
[ 86, 46, 21, ..., 34, 53, 61],
[ 54, 61, 92, ..., 9, 46, 53],
[ 39, 108, 53, ..., 53, 15, 108]],
[[ 84, 61, 86, ..., 54, 84, 65],
[ 34, 20, 86, ..., 119, 62, 16],
[ 61, 29, 15, ..., 81, 108, 12],
...,
[ 91, 9, 15, ..., 86, 46, 108],
[ 74, 25, 15, ..., 96, 46, 53],
[ 61, 61, 61, ..., 108, 74, 108]]]]), 'Variable_15': array([[[[ 57, 86, 51, ..., 73, 86, 1],
[101, 51, 33, ..., 97, 97, 97],
[ 73, 0, 94, ..., 57, 42, 108],
...,
[106, 73, 0, ..., 43, 73, 42],
[ 1, 0, 94, ..., 0, 73, 97],
[ 73, 97, 0, ..., 51, 42, 0]],
[[ 25, 25, 1, ..., 73, 1, 86],
[ 25, 1, 73, ..., 25, 25, 25],
[ 1, 73, 57, ..., 42, 94, 51],
...,
[ 43, 1, 43, ..., 86, 51, 33],
[ 97, 25, 73, ..., 0, 73, 97],
[ 57, 43, 0, ..., 51, 25, 73]],
[[ 42, 73, 17, ..., 42, 42, 1],
[ 51, 86, 97, ..., 43, 42, 73],
[ 73, 25, 51, ..., 51, 57, 25],
...,
[ 73, 73, 73, ..., 42, 51, 42],
[ 0, 25, 125, ..., 51, 0, 17],
[106, 101, 42, ..., 57, 1, 51]]],
[[[ 1, 86, 0, ..., 42, 43, 51],
[125, 42, 33, ..., 42, 101, 25],
[ 73, 110, 1, ..., 73, 33, 73],
...,
[ 73, 106, 120, ..., 0, 97, 43],
[ 1, 73, 1, ..., 51, 51, 97],
[ 1, 106, 73, ..., 94, 42, 17]],
[[ 1, 57, 17, ..., 57, 1, 25],
[ 57, 106, 73, ..., 51, 1, 25],
[ 1, 106, 0, ..., 57, 25, 51],
...,
[ 51, 1, 125, ..., 86, 0, 86],
[125, 57, 25, ..., 51, 125, 43],
[ 1, 106, 73, ..., 25, 73, 42]],
[[ 51, 0, 43, ..., 24, 51, 1],
[ 66, 106, 97, ..., 51, 51, 42],
[ 25, 43, 51, ..., 57, 25, 42],
...,
[ 51, 73, 43, ..., 17, 42, 42],
[ 93, 1, 125, ..., 33, 73, 73],
[ 97, 25, 42, ..., 73, 42, 42]]],
[[[ 73, 43, 51, ..., 73, 86, 51],
[ 97, 42, 82, ..., 51, 94, 120],
[ 42, 0, 42, ..., 25, 82, 106],
...,
[ 86, 97, 112, ..., 118, 19, 42],
[ 25, 42, 51, ..., 57, 0, 42],
[ 42, 101, 1, ..., 1, 42, 125]],
[[ 73, 42, 1, ..., 73, 73, 42],
[ 25, 73, 73, ..., 57, 73, 113],
[ 51, 57, 42, ..., 17, 42, 25],
...,
[ 51, 73, 94, ..., 79, 57, 51],
[ 97, 42, 97, ..., 73, 86, 42],
[ 73, 106, 101, ..., 73, 51, 125]],
[[ 73, 0, 106, ..., 1, 42, 42],
[ 33, 101, 97, ..., 43, 25, 51],
[ 51, 1, 1, ..., 73, 106, 25],
...,
[ 0, 43, 42, ..., 51, 1, 1],
[ 0, 97, 50, ..., 51, 43, 112],
[ 51, 42, 43, ..., 33, 51, 89]]]]), 'Variable_16': array([[[[124, 13, 60, ..., 41, 26, 15],
[ 59, 59, 122, ..., 72, 12, 12],
[ 26, 124, 2, ..., 30, 88, 30],
...,
[ 32, 30, 60, ..., 12, 12, 19],
[124, 73, 88, ..., 12, 122, 23],
[120, 41, 120, ..., 121, 41, 124]],
[[ 30, 26, 55, ..., 19, 12, 124],
[121, 73, 35, ..., 31, 124, 60],
[ 73, 88, 35, ..., 121, 12, 26],
...,
[ 12, 30, 55, ..., 88, 19, 88],
[ 2, 67, 41, ..., 13, 19, 67],
[ 97, 41, 120, ..., 12, 124, 26]],
[[ 12, 88, 30, ..., 88, 124, 41],
[124, 4, 122, ..., 21, 72, 55],
[ 12, 41, 35, ..., 73, 30, 12],
...,
[ 2, 30, 121, ..., 23, 124, 88],
[ 12, 26, 19, ..., 60, 88, 124],
[ 41, 124, 122, ..., 30, 124, 124]]],
[[[ 30, 88, 26, ..., 88, 30, 124],
[ 23, 60, 30, ..., 88, 30, 41],
[ 88, 60, 12, ..., 124, 30, 30],
...,
[ 30, 60, 1, ..., 60, 23, 12],
[ 97, 15, 41, ..., 88, 12, 51],
[ 2, 41, 19, ..., 124, 122, 41]],
[[ 15, 88, 12, ..., 12, 88, 124],
[ 15, 12, 15, ..., 41, 13, 88],
[ 30, 67, 88, ..., 41, 30, 12],
...,
[ 30, 88, 124, ..., 60, 12, 12],
[ 12, 88, 124, ..., 30, 124, 26],
[ 41, 41, 15, ..., 120, 19, 15]],
[[ 15, 88, 124, ..., 15, 124, 124],
[ 35, 73, 1, ..., 88, 122, 26],
[ 12, 73, 88, ..., 41, 26, 12],
...,
[ 97, 41, 124, ..., 55, 35, 88],
[ 12, 41, 124, ..., 32, 124, 19],
[124, 88, 15, ..., 41, 30, 26]]],
[[[ 88, 124, 124, ..., 15, 23, 41],
[ 12, 12, 55, ..., 59, 121, 72],
[ 88, 15, 55, ..., 124, 73, 23],
...,
[ 26, 67, 2, ..., 41, 51, 23],
[122, 97, 35, ..., 124, 30, 55],
[ 19, 2, 82, ..., 124, 2, 15]],
[[ 15, 35, 2, ..., 13, 13, 41],
[124, 97, 51, ..., 4, 51, 72],
[ 88, 15, 55, ..., 12, 30, 13],
...,
[ 35, 124, 19, ..., 15, 55, 12],
[121, 19, 55, ..., 124, 41, 15],
[ 12, 19, 51, ..., 15, 97, 88]],
[[121, 124, 124, ..., 15, 15, 88],
[ 19, 30, 4, ..., 55, 23, 19],
[ 41, 30, 55, ..., 12, 15, 30],
...,
[ 72, 97, 19, ..., 15, 30, 15],
[ 60, 2, 51, ..., 88, 2, 41],
[ 30, 124, 51, ..., 73, 88, 73]]]]), 'Variable_17': array([[[[ 91, 121, 75, ..., 44, 121, 74],
[121, 44, 124, ..., 91, 75, 78],
[ 78, 44, 60, ..., 56, 91, 91],
...,
[122, 122, 103, ..., 4, 78, 58],
[ 14, 4, 121, ..., 122, 56, 82],
[ 32, 58, 32, ..., 121, 121, 118]],
[[122, 58, 91, ..., 121, 56, 78],
[ 44, 121, 44, ..., 56, 78, 44],
[ 44, 78, 78, ..., 44, 44, 44],
...,
[ 14, 91, 44, ..., 20, 56, 103],
[ 42, 42, 78, ..., 75, 56, 14],
[ 56, 44, 91, ..., 74, 91, 121]],
[[ 44, 44, 85, ..., 121, 103, 56],
[ 56, 121, 14, ..., 121, 44, 56],
[ 56, 44, 56, ..., 78, 75, 121],
...,
[ 14, 56, 78, ..., 45, 91, 18],
[ 56, 30, 103, ..., 78, 56, 56],
[ 75, 74, 56, ..., 124, 42, 103]]],
[[[ 44, 4, 75, ..., 78, 56, 56],
[ 56, 44, 74, ..., 75, 56, 78],
[ 78, 78, 44, ..., 122, 91, 75],
...,
[ 78, 82, 122, ..., 78, 124, 14],
[ 56, 78, 44, ..., 78, 78, 60],
[ 75, 44, 4, ..., 91, 78, 4]],
[[ 78, 44, 56, ..., 44, 56, 56],
[ 75, 78, 56, ..., 56, 56, 44],
[ 44, 44, 75, ..., 56, 44, 56],
...,
[ 56, 73, 14, ..., 42, 74, 14],
[ 78, 78, 91, ..., 121, 73, 78],
[ 91, 56, 56, ..., 4, 82, 44]],
[[ 78, 82, 32, ..., 56, 121, 78],
[ 75, 78, 42, ..., 56, 44, 44],
[ 56, 121, 56, ..., 78, 56, 121],
...,
[ 56, 124, 14, ..., 4, 78, 124],
[ 75, 44, 78, ..., 44, 121, 14],
[ 42, 42, 56, ..., 56, 44, 78]]],
[[[ 75, 14, 103, ..., 82, 58, 4],
[ 56, 44, 74, ..., 122, 91, 78],
[ 78, 42, 75, ..., 44, 56, 56],
...,
[ 14, 58, 91, ..., 103, 44, 32],
[ 60, 78, 121, ..., 91, 58, 18],
[ 78, 30, 45, ..., 44, 91, 4]],
[[ 73, 56, 103, ..., 103, 78, 4],
[ 56, 58, 78, ..., 75, 56, 121],
[ 56, 122, 78, ..., 44, 78, 91],
...,
[ 14, 58, 56, ..., 74, 121, 91],
[124, 58, 82, ..., 56, 58, 78],
[121, 4, 14, ..., 91, 56, 4]],
[[124, 82, 75, ..., 58, 103, 75],
[ 44, 82, 56, ..., 56, 56, 44],
[ 56, 56, 44, ..., 56, 75, 44],
...,
[ 44, 73, 75, ..., 78, 78, 58],
[ 56, 44, 103, ..., 78, 91, 14],
[ 56, 35, 103, ..., 32, 121, 14]]]]), 'Variable_18': array([[[[108, 92, 13, ..., 124, 13, 123],
[108, 108, 108, ..., 108, 108, 108],
[ 92, 124, 108, ..., 15, 15, 61],
...,
[ 92, 124, 61, ..., 61, 105, 11],
[ 41, 51, 32, ..., 13, 15, 15],
[108, 108, 15, ..., 124, 15, 123]],
[[ 13, 15, 18, ..., 41, 92, 20],
[108, 108, 108, ..., 108, 108, 108],
[ 92, 41, 41, ..., 15, 15, 73],
...,
[124, 61, 32, ..., 19, 15, 41],
[ 41, 61, 92, ..., 32, 41, 92],
[ 41, 13, 92, ..., 124, 124, 41]],
[[ 15, 51, 92, ..., 20, 108, 18],
[108, 108, 108, ..., 108, 108, 108],
[ 92, 32, 108, ..., 51, 61, 19],
...,
[ 41, 20, 41, ..., 73, 108, 123],
[ 92, 15, 92, ..., 41, 41, 13],
[ 92, 123, 13, ..., 61, 123, 32]]],
[[[ 11, 32, 13, ..., 5, 41, 123],
[108, 108, 108, ..., 108, 108, 108],
[ 11, 108, 92, ..., 41, 61, 124],
...,
[ 92, 73, 13, ..., 20, 15, 41],
[108, 15, 92, ..., 41, 108, 51],
[ 15, 32, 19, ..., 61, 15, 15]],
[[ 13, 124, 32, ..., 108, 15, 29],
[108, 108, 108, ..., 108, 108, 108],
[ 13, 41, 92, ..., 41, 124, 15],
...,
[ 61, 43, 41, ..., 15, 110, 41],
[108, 108, 108, ..., 41, 108, 92],
[124, 108, 15, ..., 41, 15, 124]],
[[ 15, 92, 92, ..., 32, 41, 108],
[108, 108, 108, ..., 108, 108, 108],
[ 92, 124, 92, ..., 61, 61, 61],
...,
[105, 29, 11, ..., 15, 18, 92],
[ 15, 61, 92, ..., 41, 108, 32],
[108, 15, 41, ..., 41, 105, 61]]],
[[[ 92, 51, 13, ..., 51, 108, 105],
[108, 108, 108, ..., 108, 108, 108],
[ 13, 108, 91, ..., 108, 73, 32],
...,
[ 92, 51, 68, ..., 29, 73, 51],
[ 92, 61, 124, ..., 41, 108, 123],
[ 61, 41, 105, ..., 123, 124, 108]],
[[ 92, 41, 92, ..., 51, 15, 20],
[108, 108, 108, ..., 108, 108, 108],
[ 41, 108, 92, ..., 108, 51, 18],
...,
[ 92, 73, 20, ..., 108, 41, 108],
[108, 15, 15, ..., 32, 108, 15],
[ 92, 92, 61, ..., 41, 51, 123]],
[[ 61, 18, 15, ..., 15, 108, 19],
[108, 108, 108, ..., 108, 108, 108],
[ 41, 51, 92, ..., 61, 19, 92],
...,
[105, 41, 1, ..., 108, 13, 92],
[ 15, 51, 124, ..., 92, 92, 92],
[ 13, 61, 41, ..., 41, 105, 43]]]]), 'Variable_19': array([[[[ 83, 80, 18, ..., 14, 63, 62],
[122, 1, 113, ..., 63, 1, 1],
[125, 17, 7, ..., 125, 120, 43],
...,
[ 1, 17, 41, ..., 18, 1, 41],
[ 78, 1, 122, ..., 17, 82, 18],
[ 82, 53, 78, ..., 78, 122, 1]],
[[ 41, 43, 86, ..., 86, 63, 18],
[ 63, 1, 113, ..., 63, 1, 1],
[ 21, 17, 124, ..., 125, 113, 113],
...,
[125, 86, 41, ..., 125, 1, 1],
[ 41, 1, 120, ..., 41, 41, 1],
[ 18, 113, 41, ..., 17, 41, 18]],
[[ 64, 82, 63, ..., 63, 120, 120],
[ 1, 1, 1, ..., 63, 1, 1],
[ 21, 113, 64, ..., 43, 78, 54],
...,
[ 85, 86, 18, ..., 21, 41, 113],
[ 41, 78, 66, ..., 63, 63, 63],
[ 82, 21, 82, ..., 82, 18, 113]]],
[[[ 18, 43, 82, ..., 83, 63, 21],
[ 54, 1, 1, ..., 63, 1, 1],
[ 63, 113, 125, ..., 21, 43, 21],
...,
[ 41, 86, 18, ..., 63, 82, 15],
[ 41, 78, 122, ..., 122, 78, 41],
[ 63, 43, 113, ..., 108, 78, 82]],
[[ 17, 41, 122, ..., 54, 82, 122],
[ 63, 1, 1, ..., 54, 1, 1],
[ 54, 113, 125, ..., 1, 54, 63],
...,
[122, 82, 17, ..., 21, 63, 41],
[ 82, 82, 113, ..., 63, 1, 1],
[ 82, 122, 41, ..., 17, 41, 17]],
[[120, 41, 82, ..., 43, 21, 21],
[ 1, 63, 1, ..., 1, 63, 1],
[ 78, 82, 66, ..., 21, 18, 78],
...,
[120, 63, 41, ..., 120, 18, 125],
[ 41, 82, 43, ..., 63, 125, 18],
[ 41, 78, 18, ..., 1, 41, 1]]],
[[[ 1, 1, 43, ..., 41, 41, 41],
[ 63, 1, 1, ..., 122, 25, 1],
[ 17, 1, 17, ..., 21, 113, 63],
...,
[ 1, 86, 41, ..., 21, 82, 113],
[ 17, 113, 122, ..., 17, 113, 82],
[ 63, 1, 113, ..., 82, 18, 21]],
[[ 63, 18, 81, ..., 21, 21, 1],
[ 63, 63, 1, ..., 54, 1, 63],
[ 82, 63, 1, ..., 113, 41, 17],
...,
[ 41, 63, 54, ..., 78, 1, 43],
[ 78, 1, 63, ..., 54, 120, 120],
[ 1, 17, 17, ..., 122, 41, 122]],
[[ 18, 18, 21, ..., 81, 66, 78],
[ 63, 63, 1, ..., 1, 63, 1],
[ 41, 1, 120, ..., 21, 18, 1],
...,
[ 1, 120, 41, ..., 21, 41, 120],
[ 18, 1, 66, ..., 63, 125, 41],
[ 18, 1, 17, ..., 43, 18, 120]]]]), 'Variable_20': array([[[[101, 67, 22, ..., 101, 67, 101],
[ 88, 88, 126, ..., 21, 82, 57],
[ 12, 101, 88, ..., 121, 84, 82],
...,
[ 21, 88, 82, ..., 85, 57, 17],
[115, 82, 67, ..., 126, 28, 53],
[ 21, 91, 91, ..., 82, 82, 88]],
[[ 22, 22, 101, ..., 33, 22, 22],
[ 67, 88, 21, ..., 88, 33, 21],
[ 22, 21, 55, ..., 82, 12, 82],
...,
[ 12, 12, 22, ..., 91, 88, 47],
[ 46, 84, 67, ..., 33, 88, 72],
[ 33, 21, 57, ..., 57, 22, 88]],
[[ 67, 67, 101, ..., 33, 101, 22],
[ 67, 37, 21, ..., 88, 88, 55],
[ 55, 88, 91, ..., 82, 82, 46],
...,
[ 71, 12, 88, ..., 127, 46, 12],
[ 71, 104, 57, ..., 117, 71, 88],
[ 88, 88, 21, ..., 22, 88, 33]]],
[[[ 37, 22, 22, ..., 101, 67, 22],
[ 88, 88, 88, ..., 22, 82, 88],
[ 82, 88, 88, ..., 21, 37, 22],
...,
[ 3, 12, 22, ..., 57, 28, 88],
[ 91, 12, 67, ..., 17, 88, 102],
[ 55, 37, 91, ..., 88, 55, 22]],
[[101, 67, 22, ..., 22, 22, 101],
[ 22, 37, 22, ..., 67, 101, 67],
[ 37, 67, 55, ..., 21, 37, 22],
...,
[ 12, 33, 88, ..., 47, 12, 84],
[ 67, 33, 71, ..., 88, 37, 84],
[ 12, 57, 88, ..., 33, 88, 88]],
[[ 33, 22, 101, ..., 22, 33, 33],
[ 67, 21, 22, ..., 22, 88, 101],
[ 67, 88, 71, ..., 67, 91, 88],
...,
[ 88, 12, 12, ..., 21, 57, 84],
[ 3, 12, 22, ..., 81, 57, 64],
[ 88, 33, 88, ..., 21, 33, 37]]],
[[[ 37, 101, 67, ..., 101, 22, 67],
[ 88, 21, 12, ..., 57, 91, 88],
[ 85, 101, 88, ..., 55, 91, 37],
...,
[ 65, 57, 121, ..., 72, 10, 81],
[ 84, 55, 55, ..., 119, 71, 37],
[ 55, 88, 46, ..., 88, 21, 82]],
[[ 22, 22, 101, ..., 22, 33, 101],
[ 88, 82, 21, ..., 57, 33, 37],
[ 72, 88, 67, ..., 22, 3, 88],
...,
[ 81, 82, 55, ..., 88, 12, 121],
[ 12, 81, 22, ..., 84, 126, 10],
[ 55, 101, 84, ..., 88, 55, 57]],
[[ 37, 22, 101, ..., 67, 33, 22],
[ 12, 55, 82, ..., 55, 33, 57],
[121, 88, 82, ..., 55, 81, 37],
...,
[102, 91, 88, ..., 88, 82, 55],
[ 67, 71, 84, ..., 12, 90, 104],
[ 88, 12, 12, ..., 88, 82, 67]]]]), 'Variable_21': array([[[[122, 122, 74, ..., 74, 49, 122],
[122, 44, 44, ..., 122, 122, 122],
[122, 44, 44, ..., 13, 122, 122],
...,
[125, 47, 4, ..., 74, 118, 92],
[ 89, 72, 118, ..., 107, 92, 47],
[122, 49, 44, ..., 118, 107, 89]],
[[ 64, 89, 64, ..., 122, 89, 88],
[ 44, 44, 122, ..., 122, 122, 122],
[ 89, 64, 64, ..., 122, 49, 122],
...,
[ 47, 122, 76, ..., 47, 44, 107],
[ 76, 44, 118, ..., 92, 64, 49],
[ 49, 44, 49, ..., 76, 99, 88]],
[[ 44, 99, 122, ..., 89, 44, 89],
[ 44, 122, 122, ..., 122, 122, 44],
[ 99, 122, 49, ..., 64, 64, 89],
...,
[106, 122, 5, ..., 47, 125, 107],
[ 76, 122, 122, ..., 26, 44, 44],
[ 74, 74, 92, ..., 88, 118, 76]]],
[[[122, 122, 64, ..., 122, 122, 44],
[122, 122, 122, ..., 122, 122, 122],
[ 92, 44, 44, ..., 122, 64, 74],
...,
[ 49, 47, 74, ..., 122, 13, 89],
[118, 88, 13, ..., 64, 89, 74],
[118, 122, 74, ..., 13, 107, 76]],
[[ 44, 122, 64, ..., 99, 89, 122],
[122, 122, 122, ..., 122, 122, 122],
[ 64, 122, 44, ..., 44, 44, 122],
...,
[ 44, 44, 43, ..., 49, 92, 89],
[ 88, 88, 74, ..., 89, 76, 88],
[ 13, 122, 44, ..., 122, 64, 64]],
[[ 64, 122, 44, ..., 99, 49, 49],
[ 44, 122, 122, ..., 122, 44, 44],
[122, 122, 49, ..., 44, 64, 99],
...,
[101, 44, 89, ..., 92, 17, 44],
[ 88, 64, 107, ..., 44, 122, 89],
[ 74, 92, 64, ..., 122, 99, 74]]],
[[[122, 92, 44, ..., 44, 122, 44],
[ 44, 44, 122, ..., 122, 122, 44],
[ 74, 89, 122, ..., 44, 44, 89],
...,
[ 13, 47, 92, ..., 122, 118, 47],
[118, 92, 64, ..., 74, 13, 14],
[ 13, 49, 99, ..., 99, 26, 99]],
[[ 64, 92, 64, ..., 88, 122, 122],
[ 44, 44, 122, ..., 44, 44, 122],
[ 44, 122, 89, ..., 92, 122, 88],
...,
[ 13, 74, 26, ..., 13, 88, 47],
[ 88, 64, 47, ..., 89, 122, 70],
[ 76, 49, 99, ..., 44, 64, 74]],
[[ 64, 44, 89, ..., 89, 44, 92],
[ 44, 44, 122, ..., 122, 44, 44],
[122, 64, 99, ..., 44, 99, 4],
...,
[125, 92, 107, ..., 76, 47, 26],
[ 89, 64, 101, ..., 13, 92, 72],
[122, 92, 4, ..., 89, 99, 92]]]]), 'Variable_22': array([[[[ 88, 19, 23, ..., 73, 73, 23],
[ 36, 55, 23, ..., 66, 88, 8],
[ 29, 36, 79, ..., 73, 19, 8],
...,
[ 73, 34, 34, ..., 54, 36, 65],
[ 19, 79, 54, ..., 107, 14, 36],
[ 62, 19, 29, ..., 54, 26, 11]],
[[ 79, 19, 11, ..., 19, 73, 29],
[ 31, 54, 73, ..., 109, 65, 29],
[ 73, 79, 36, ..., 79, 11, 55],
...,
[ 60, 54, 66, ..., 82, 36, 88],
[ 65, 79, 8, ..., 54, 79, 79],
[ 65, 8, 19, ..., 54, 36, 65]],
[[ 23, 19, 88, ..., 65, 29, 29],
[ 42, 107, 42, ..., 42, 29, 11],
[ 73, 23, 36, ..., 73, 8, 55],
...,
[ 62, 54, 11, ..., 54, 60, 19],
[ 26, 79, 2, ..., 54, 109, 42],
[ 19, 35, 109, ..., 54, 8, 65]]],
[[[ 65, 11, 8, ..., 73, 65, 8],
[ 73, 73, 23, ..., 29, 88, 79],
[ 65, 11, 88, ..., 11, 11, 11],
...,
[ 29, 8, 109, ..., 29, 29, 109],
[ 65, 73, 19, ..., 109, 26, 26],
[ 26, 29, 79, ..., 34, 42, 19]],
[[ 8, 11, 65, ..., 88, 88, 73],
[ 23, 65, 65, ..., 79, 65, 23],
[ 65, 65, 29, ..., 118, 19, 19],
...,
[ 55, 109, 79, ..., 42, 73, 65],
[ 29, 65, 19, ..., 11, 65, 42],
[ 11, 79, 19, ..., 34, 65, 19]],
[[ 8, 65, 73, ..., 8, 8, 88],
[ 65, 109, 8, ..., 79, 36, 88],
[ 8, 73, 42, ..., 55, 55, 109],
...,
[ 19, 109, 79, ..., 23, 60, 109],
[ 19, 8, 19, ..., 109, 82, 11],
[ 11, 79, 11, ..., 19, 54, 88]]],
[[[ 65, 73, 88, ..., 73, 11, 19],
[ 19, 23, 55, ..., 73, 88, 79],
[ 88, 42, 11, ..., 23, 109, 55],
...,
[ 11, 42, 109, ..., 19, 11, 109],
[ 54, 19, 88, ..., 34, 36, 109],
[ 14, 79, 79, ..., 54, 19, 54]],
[[ 29, 88, 11, ..., 8, 11, 11],
[ 23, 19, 109, ..., 36, 88, 23],
[ 73, 73, 11, ..., 19, 66, 19],
...,
[ 19, 109, 36, ..., 79, 54, 11],
[109, 11, 109, ..., 123, 109, 109],
[ 2, 23, 23, ..., 19, 88, 109]],
[[ 88, 88, 73, ..., 73, 88, 65],
[ 73, 19, 73, ..., 79, 79, 73],
[ 11, 29, 11, ..., 109, 19, 54],
...,
[ 11, 55, 115, ..., 62, 62, 19],
[ 19, 109, 79, ..., 107, 54, 11],
[ 26, 36, 42, ..., 54, 8, 109]]]]), 'Variable_23': array([[[[ 49, 101, 123, ..., 117, 74, 85],
[108, 119, 72, ..., 72, 27, 85],
[103, 49, 28, ..., 85, 101, 103],
...,
[ 74, 101, 74, ..., 101, 24, 85],
[ 44, 54, 27, ..., 73, 54, 49],
[ 85, 101, 73, ..., 117, 72, 83]],
[[ 24, 80, 123, ..., 49, 74, 72],
[ 27, 119, 27, ..., 72, 72, 123],
[ 85, 117, 24, ..., 44, 101, 103],
...,
[ 54, 101, 83, ..., 103, 123, 83],
[101, 103, 24, ..., 44, 53, 44],
[103, 119, 102, ..., 101, 103, 85]],
[[ 27, 101, 53, ..., 123, 103, 72],
[ 27, 123, 101, ..., 85, 101, 83],
[123, 72, 119, ..., 28, 101, 117],
...,
[115, 27, 24, ..., 49, 54, 83],
[ 28, 49, 108, ..., 115, 49, 53],
[ 80, 123, 108, ..., 80, 103, 49]]],
[[[114, 44, 54, ..., 102, 44, 27],
[ 32, 72, 54, ..., 24, 102, 72],
[ 85, 123, 44, ..., 123, 74, 49],
...,
[102, 72, 123, ..., 101, 44, 85],
[ 44, 85, 117, ..., 27, 85, 103],
[ 72, 85, 103, ..., 101, 85, 117]],
[[108, 117, 85, ..., 24, 24, 101],
[102, 85, 24, ..., 85, 72, 80],
[ 85, 103, 85, ..., 85, 103, 80],
...,
[ 27, 24, 53, ..., 123, 103, 24],
[101, 102, 83, ..., 44, 85, 108],
[ 85, 101, 103, ..., 44, 85, 101]],
[[102, 28, 123, ..., 85, 80, 117],
[102, 54, 117, ..., 123, 103, 80],
[ 74, 103, 114, ..., 72, 123, 85],
...,
[ 24, 72, 49, ..., 72, 103, 83],
[119, 74, 74, ..., 54, 80, 83],
[ 72, 74, 24, ..., 101, 85, 44]]],
[[[103, 103, 85, ..., 28, 102, 101],
[ 73, 74, 102, ..., 108, 117, 85],
[117, 85, 80, ..., 101, 83, 117],
...,
[114, 53, 27, ..., 44, 85, 6],
[101, 54, 53, ..., 103, 119, 123],
[101, 103, 72, ..., 123, 72, 103]],
[[ 54, 44, 44, ..., 101, 101, 28],
[102, 123, 73, ..., 119, 83, 101],
[ 24, 85, 101, ..., 27, 53, 27],
...,
[117, 123, 54, ..., 101, 103, 117],
[103, 103, 93, ..., 85, 73, 83],
[101, 72, 49, ..., 103, 103, 72]],
[[119, 28, 101, ..., 24, 44, 117],
[ 6, 83, 27, ..., 28, 85, 114],
[ 44, 85, 28, ..., 101, 83, 44],
...,
[ 24, 53, 54, ..., 72, 27, 83],
[103, 83, 83, ..., 83, 119, 46],
[ 27, 54, 49, ..., 80, 72, 114]]]]), 'Variable_24': array([[[[ 26, 64, 94, ..., 5, 96, 11],
[ 58, 21, 94, ..., 116, 26, 121],
[ 5, 11, 4, ..., 79, 121, 94],
...,
[ 44, 9, 121, ..., 21, 26, 12],
[ 58, 64, 4, ..., 46, 124, 28],
[ 40, 26, 121, ..., 21, 21, 79]],
[[116, 5, 11, ..., 26, 121, 11],
[ 5, 121, 94, ..., 26, 26, 29],
[ 96, 121, 57, ..., 61, 21, 46],
...,
[ 26, 34, 21, ..., 96, 21, 105],
[ 50, 57, 21, ..., 5, 81, 124],
[ 81, 64, 21, ..., 81, 21, 88]],
[[116, 64, 94, ..., 29, 121, 29],
[ 64, 29, 94, ..., 26, 26, 29],
[ 46, 21, 29, ..., 13, 21, 26],
...,
[ 21, 53, 4, ..., 46, 81, 21],
[ 97, 121, 4, ..., 59, 21, 53],
[ 12, 61, 11, ..., 51, 4, 21]]],
[[[ 96, 26, 46, ..., 26, 94, 57],
[ 64, 96, 29, ..., 26, 94, 57],
[116, 46, 57, ..., 26, 63, 116],
...,
[ 26, 53, 121, ..., 11, 121, 121],
[ 96, 94, 46, ..., 121, 105, 105],
[121, 26, 5, ..., 94, 121, 96]],
[[ 94, 94, 46, ..., 64, 94, 46],
[ 26, 94, 121, ..., 26, 29, 29],
[ 94, 121, 57, ..., 26, 105, 11],
...,
[ 81, 21, 46, ..., 29, 121, 94],
[ 94, 29, 116, ..., 57, 21, 105],
[ 57, 81, 11, ..., 21, 96, 64]],
[[ 26, 11, 26, ..., 94, 94, 96],
[116, 96, 121, ..., 94, 46, 57],
[ 57, 21, 29, ..., 94, 57, 116],
...,
[ 4, 73, 121, ..., 46, 63, 116],
[ 5, 96, 94, ..., 46, 116, 121],
[ 21, 73, 94, ..., 29, 4, 81]]],
[[[121, 94, 46, ..., 94, 121, 96],
[ 46, 107, 57, ..., 29, 116, 46],
[ 21, 64, 5, ..., 5, 21, 26],
...,
[ 13, 57, 121, ..., 63, 21, 13],
[ 28, 94, 94, ..., 105, 26, 88],
[ 26, 88, 73, ..., 116, 21, 81]],
[[105, 121, 29, ..., 26, 46, 64],
[121, 64, 121, ..., 46, 96, 116],
[ 57, 116, 121, ..., 26, 110, 94],
...,
[ 64, 13, 26, ..., 121, 4, 26],
[ 9, 96, 64, ..., 21, 64, 73],
[ 13, 94, 73, ..., 94, 4, 4]],
[[ 57, 21, 96, ..., 46, 1, 116],
[ 26, 94, 46, ..., 29, 11, 26],
[ 57, 26, 29, ..., 96, 121, 116],
...,
[107, 97, 21, ..., 13, 34, 94],
[105, 57, 13, ..., 94, 58, 94],
[ 94, 13, 58, ..., 61, 81, 71]]]]), 'Variable_25': array([[[[ 72, 113, 45, ..., 78, 27, 72],
[ 16, 72, 85, ..., 78, 120, 120],
[ 72, 72, 25, ..., 72, 113, 78],
...,
[113, 120, 45, ..., 72, 16, 25],
[113, 41, 85, ..., 72, 42, 50],
[ 45, 72, 45, ..., 72, 27, 72]],
[[ 78, 72, 72, ..., 50, 78, 16],
[ 72, 9, 45, ..., 25, 113, 27],
[113, 120, 120, ..., 27, 78, 45],
...,
[ 72, 78, 27, ..., 72, 16, 42],
[ 16, 27, 47, ..., 45, 25, 72],
[ 27, 27, 16, ..., 58, 72, 2]],
[[ 25, 16, 120, ..., 45, 25, 16],
[ 78, 72, 78, ..., 15, 27, 72],
[ 25, 72, 45, ..., 9, 81, 72],
...,
[ 16, 50, 120, ..., 113, 45, 85],
[ 27, 113, 110, ..., 81, 72, 10],
[ 87, 16, 78, ..., 2, 16, 9]]],
[[[113, 78, 72, ..., 78, 120, 27],
[113, 27, 25, ..., 78, 113, 113],
[113, 16, 25, ..., 113, 58, 50],
...,
[ 16, 113, 72, ..., 113, 120, 25],
[ 45, 64, 15, ..., 45, 74, 72],
[ 45, 45, 78, ..., 2, 72, 113]],
[[120, 78, 16, ..., 120, 50, 27],
[ 16, 16, 45, ..., 78, 72, 16],
[ 72, 27, 72, ..., 16, 113, 72],
...,
[113, 45, 27, ..., 113, 16, 78],
[ 72, 78, 25, ..., 81, 25, 27],
[ 72, 113, 49, ..., 113, 120, 9]],
[[113, 113, 72, ..., 45, 78, 72],
[ 16, 120, 81, ..., 25, 72, 72],
[ 50, 27, 113, ..., 113, 50, 27],
...,
[ 72, 78, 113, ..., 113, 72, 50],
[ 72, 42, 12, ..., 127, 120, 9],
[ 87, 45, 27, ..., 67, 113, 27]]],
[[[ 78, 25, 72, ..., 113, 78, 113],
[ 45, 9, 25, ..., 72, 16, 120],
[ 25, 27, 50, ..., 25, 2, 9],
...,
[ 72, 72, 120, ..., 120, 9, 16],
[ 25, 27, 81, ..., 120, 120, 113],
[120, 72, 15, ..., 72, 81, 16]],
[[ 45, 120, 16, ..., 27, 78, 120],
[ 72, 9, 120, ..., 27, 27, 27],
[ 45, 49, 113, ..., 78, 72, 27],
...,
[ 45, 9, 16, ..., 50, 113, 16],
[ 25, 25, 47, ..., 120, 9, 97],
[ 27, 9, 72, ..., 72, 120, 67]],
[[ 72, 50, 72, ..., 27, 120, 45],
[ 9, 45, 97, ..., 27, 72, 113],
[ 78, 113, 45, ..., 25, 78, 27],
...,
[ 72, 72, 113, ..., 120, 27, 45],
[ 25, 85, 57, ..., 81, 27, 72],
[ 9, 16, 113, ..., 64, 45, 78]]]]), 'Variable_27': array([[[[ 23, 30, 124, ..., 66, 54, 54],
[ 41, 60, 66, ..., 12, 41, 41],
[ 23, 41, 71, ..., 23, 12, 12],
...,
[ 66, 41, 41, ..., 60, 124, 23],
[ 45, 66, 54, ..., 41, 23, 16],
[ 41, 41, 12, ..., 124, 71, 17]],
[[124, 125, 71, ..., 54, 41, 12],
[ 41, 45, 66, ..., 124, 41, 124],
[ 30, 45, 71, ..., 30, 41, 45],
...,
[ 23, 124, 125, ..., 125, 23, 124],
[ 51, 51, 60, ..., 71, 12, 12],
[124, 60, 124, ..., 12, 124, 49]],
[[124, 41, 49, ..., 110, 51, 5],
[ 30, 23, 60, ..., 41, 49, 23],
[124, 124, 66, ..., 124, 66, 23],
...,
[125, 124, 45, ..., 23, 23, 124],
[ 12, 22, 124, ..., 95, 54, 32],
[ 23, 54, 124, ..., 125, 60, 60]]],
[[[ 71, 125, 23, ..., 60, 49, 124],
[ 5, 125, 23, ..., 23, 45, 41],
[124, 124, 124, ..., 54, 45, 54],
...,
[124, 124, 36, ..., 45, 124, 66],
[ 60, 23, 66, ..., 124, 125, 12],
[124, 41, 41, ..., 71, 17, 17]],
[[124, 125, 124, ..., 66, 113, 41],
[ 41, 124, 49, ..., 49, 125, 45],
[126, 23, 124, ..., 54, 23, 23],
...,
[125, 23, 41, ..., 41, 125, 45],
[ 60, 30, 32, ..., 54, 41, 12],
[ 49, 12, 12, ..., 49, 17, 60]],
[[ 12, 45, 41, ..., 124, 103, 51],
[ 23, 95, 45, ..., 60, 32, 30],
[ 66, 12, 32, ..., 49, 124, 12],
...,
[ 41, 23, 45, ..., 125, 41, 124],
[ 54, 28, 32, ..., 49, 41, 66],
[ 12, 124, 51, ..., 32, 60, 124]]],
[[[ 32, 30, 41, ..., 49, 125, 125],
[ 23, 124, 51, ..., 66, 125, 51],
[ 23, 49, 12, ..., 124, 49, 49],
...,
[ 12, 30, 41, ..., 23, 41, 66],
[ 23, 54, 60, ..., 17, 124, 60],
[ 41, 23, 125, ..., 45, 45, 71]],
[[ 32, 41, 41, ..., 51, 23, 125],
[ 17, 45, 30, ..., 30, 49, 110],
[ 23, 32, 103, ..., 66, 66, 66],
...,
[ 12, 30, 66, ..., 23, 125, 23],
[ 45, 98, 66, ..., 95, 66, 41],
[ 66, 12, 41, ..., 17, 17, 66]],
[[124, 23, 54, ..., 124, 12, 60],
[ 32, 66, 23, ..., 49, 54, 12],
[ 60, 125, 124, ..., 54, 49, 103],
...,
[124, 30, 23, ..., 125, 45, 66],
[ 17, 124, 23, ..., 41, 60, 12],
[ 51, 23, 51, ..., 98, 95, 66]]]]), 'Variable_28': array([[[[ 78, 71, 2, ..., 35, 7, 15],
[ 70, 51, 27, ..., 85, 51, 77],
[ 4, 77, 14, ..., 51, 14, 14],
...,
[ 27, 14, 2, ..., 71, 51, 70],
[ 14, 14, 14, ..., 14, 51, 14],
[ 15, 70, 14, ..., 49, 49, 14]],
[[ 4, 51, 2, ..., 71, 55, 70],
[ 53, 51, 53, ..., 4, 51, 64],
[ 51, 14, 51, ..., 51, 14, 77],
...,
[ 71, 14, 24, ..., 51, 14, 4],
[ 14, 14, 14, ..., 14, 14, 14],
[ 51, 77, 104, ..., 51, 116, 77]],
[[ 77, 113, 63, ..., 78, 52, 53],
[ 14, 14, 51, ..., 4, 64, 14],
[ 14, 77, 4, ..., 14, 51, 51],
...,
[ 4, 47, 78, ..., 4, 71, 7],
[ 14, 14, 14, ..., 14, 14, 14],
[ 51, 55, 51, ..., 51, 88, 127]]],
[[[ 55, 70, 14, ..., 2, 55, 108],
[ 70, 70, 51, ..., 77, 51, 14],
[ 52, 77, 14, ..., 14, 14, 77],
...,
[ 14, 53, 70, ..., 52, 37, 71],
[ 51, 14, 14, ..., 14, 51, 51],
[ 52, 2, 14, ..., 64, 77, 14]],
[[ 51, 71, 64, ..., 78, 64, 51],
[ 70, 27, 4, ..., 51, 77, 77],
[ 51, 77, 51, ..., 77, 51, 14],
...,
[ 51, 14, 70, ..., 51, 27, 63],
[ 14, 14, 14, ..., 14, 14, 14],
[ 78, 27, 78, ..., 71, 53, 78]],
[[ 71, 55, 78, ..., 51, 70, 71],
[ 53, 14, 14, ..., 52, 15, 15],
[ 51, 14, 4, ..., 77, 51, 77],
...,
[ 52, 71, 51, ..., 77, 16, 4],
[ 14, 51, 14, ..., 14, 14, 14],
[ 71, 51, 70, ..., 71, 77, 70]]],
[[[ 88, 64, 64, ..., 14, 51, 108],
[ 64, 51, 14, ..., 111, 14, 51],
[ 14, 14, 14, ..., 14, 14, 51],
...,
[ 78, 53, 51, ..., 35, 51, 77],
[ 51, 14, 14, ..., 14, 14, 14],
[ 51, 78, 100, ..., 100, 71, 77]],
[[ 67, 53, 77, ..., 14, 71, 71],
[ 77, 70, 15, ..., 51, 15, 4],
[ 51, 14, 15, ..., 51, 14, 14],
...,
[ 14, 78, 55, ..., 70, 71, 77],
[ 14, 14, 14, ..., 14, 14, 14],
[ 53, 37, 77, ..., 77, 16, 78]],
[[ 77, 70, 71, ..., 15, 10, 77],
[ 51, 52, 55, ..., 51, 55, 51],
[ 4, 14, 14, ..., 14, 77, 51],
...,
[ 71, 70, 88, ..., 14, 24, 113],
[ 14, 14, 14, ..., 14, 14, 14],
[ 51, 53, 51, ..., 51, 51, 71]]]]), 'Variable_29': array([[[[ 72, 91, 72, ..., 91, 82, 67],
[ 91, 124, 21, ..., 13, 13, 127],
[ 67, 21, 119, ..., 21, 102, 67],
...,
[ 84, 38, 21, ..., 72, 14, 60],
[ 50, 67, 91, ..., 67, 82, 39],
[ 14, 60, 82, ..., 67, 27, 50]],
[[ 72, 67, 50, ..., 67, 13, 82],
[ 27, 127, 119, ..., 119, 13, 13],
[127, 72, 13, ..., 21, 27, 127],
...,
[ 38, 124, 123, ..., 67, 38, 72],
[ 95, 38, 91, ..., 91, 124, 84],
[ 91, 119, 123, ..., 119, 60, 124]],
[[123, 127, 13, ..., 67, 91, 27],
[ 67, 13, 13, ..., 13, 82, 72],
[ 50, 72, 102, ..., 123, 67, 102],
...,
[ 95, 38, 21, ..., 72, 67, 72],
[102, 71, 67, ..., 119, 73, 38],
[ 21, 21, 123, ..., 127, 51, 124]]],
[[[ 91, 50, 82, ..., 13, 119, 67],
[ 51, 72, 72, ..., 72, 51, 82],
[ 72, 119, 13, ..., 13, 91, 13],
...,
[119, 119, 119, ..., 50, 14, 72],
[123, 119, 67, ..., 127, 91, 45],
[ 38, 67, 91, ..., 127, 91, 50]],
[[102, 50, 91, ..., 127, 102, 91],
[ 91, 123, 102, ..., 13, 21, 50],
[ 67, 91, 102, ..., 50, 127, 119],
...,
[ 14, 124, 119, ..., 67, 91, 119],
[ 21, 91, 50, ..., 119, 119, 14],
[119, 119, 91, ..., 119, 67, 71]],
[[119, 50, 91, ..., 27, 127, 91],
[ 67, 21, 21, ..., 50, 50, 119],
[ 13, 91, 50, ..., 82, 127, 27],
...,
[ 38, 67, 50, ..., 51, 95, 124],
[123, 14, 119, ..., 72, 50, 91],
[127, 127, 123, ..., 119, 21, 82]]],
[[[ 82, 82, 13, ..., 72, 67, 123],
[102, 119, 91, ..., 127, 91, 119],
[ 72, 91, 119, ..., 51, 119, 82],
...,
[ 21, 72, 66, ..., 95, 91, 124],
[ 72, 88, 14, ..., 13, 91, 88],
[ 67, 38, 91, ..., 67, 51, 123]],
[[119, 27, 13, ..., 72, 13, 72],
[ 67, 91, 119, ..., 91, 91, 127],
[ 50, 95, 91, ..., 13, 119, 13],
...,
[119, 119, 124, ..., 67, 21, 124],
[119, 14, 38, ..., 60, 60, 66],
[119, 88, 119, ..., 91, 123, 67]],
[[102, 119, 127, ..., 119, 50, 123],
[ 67, 119, 50, ..., 21, 67, 127],
[ 72, 124, 127, ..., 91, 13, 50],
...,
[ 91, 91, 102, ..., 51, 124, 124],
[123, 66, 91, ..., 21, 55, 38],
[102, 71, 60, ..., 72, 37, 42]]]]), 'Variable_30': array([[[[106, 27, 124, ..., 116, 55, 27],
[ 1, 27, 103, ..., 106, 22, 42],
[ 83, 52, 116, ..., 52, 116, 106],
...,
[ 42, 22, 27, ..., 41, 55, 83],
[ 63, 55, 22, ..., 90, 63, 9],
[ 25, 55, 70, ..., 22, 9, 27]],
[[ 52, 42, 55, ..., 41, 41, 42],
[ 80, 58, 42, ..., 27, 70, 124],
[ 22, 25, 41, ..., 22, 124, 103],
...,
[ 55, 83, 27, ..., 70, 42, 52],
[ 55, 41, 22, ..., 42, 105, 124],
[ 34, 80, 34, ..., 9, 70, 27]],
[[ 27, 116, 27, ..., 41, 27, 106],
[ 22, 55, 106, ..., 55, 55, 52],
[ 34, 25, 27, ..., 95, 52, 106],
...,
[ 52, 103, 70, ..., 70, 27, 106],
[ 52, 43, 83, ..., 22, 33, 27],
[ 70, 55, 56, ..., 41, 56, 41]]],
[[[ 27, 83, 116, ..., 42, 9, 42],
[ 51, 55, 124, ..., 58, 70, 34],
[116, 42, 116, ..., 55, 41, 95],
...,
[103, 25, 27, ..., 22, 27, 70],
[ 58, 41, 25, ..., 124, 27, 70],
[106, 27, 22, ..., 70, 9, 58]],
[[ 95, 41, 116, ..., 103, 27, 124],
[ 34, 80, 27, ..., 55, 95, 95],
[106, 9, 55, ..., 52, 9, 52],
...,
[ 83, 41, 42, ..., 70, 58, 27],
[ 22, 25, 106, ..., 27, 34, 95],
[ 83, 52, 25, ..., 103, 103, 9]],
[[ 55, 124, 103, ..., 124, 95, 41],
[ 83, 80, 103, ..., 80, 58, 22],
[116, 56, 55, ..., 83, 52, 52],
...,
[ 34, 83, 124, ..., 70, 55, 9],
[ 80, 41, 52, ..., 116, 55, 95],
[ 58, 70, 55, ..., 80, 22, 80]]],
[[[ 41, 22, 27, ..., 55, 103, 27],
[ 58, 116, 41, ..., 41, 9, 34],
[ 27, 9, 116, ..., 116, 70, 41],
...,
[ 55, 52, 9, ..., 83, 34, 27],
[ 88, 25, 52, ..., 22, 27, 52],
[ 9, 25, 17, ..., 124, 70, 111]],
[[116, 95, 52, ..., 41, 80, 52],
[ 42, 70, 80, ..., 42, 55, 124],
[ 42, 9, 55, ..., 116, 52, 27],
...,
[103, 55, 27, ..., 52, 80, 52],
[ 42, 56, 55, ..., 80, 105, 27],
[116, 95, 55, ..., 124, 95, 116]],
[[ 80, 27, 95, ..., 52, 55, 124],
[ 95, 106, 58, ..., 55, 116, 95],
[ 80, 9, 80, ..., 103, 55, 27],
...,
[ 27, 95, 106, ..., 106, 55, 27],
[124, 41, 55, ..., 58, 43, 56],
[ 43, 55, 88, ..., 27, 106, 87]]]]), 'Variable_31': array([[[[ 20, 20, 127, ..., 47, 80, 62],
[ 80, 31, 37, ..., 47, 62, 20],
[ 31, 83, 31, ..., 38, 62, 75],
...,
[ 31, 62, 12, ..., 20, 49, 83],
[115, 37, 79, ..., 38, 60, 91],
[ 13, 127, 19, ..., 12, 47, 20]],
[[ 37, 80, 81, ..., 81, 13, 38],
[ 37, 31, 127, ..., 81, 57, 37],
[ 49, 31, 20, ..., 80, 13, 47],
...,
[ 31, 31, 127, ..., 115, 42, 75],
[ 47, 117, 53, ..., 38, 80, 117],
[ 81, 37, 79, ..., 47, 31, 47]],
[[117, 31, 81, ..., 37, 105, 12],
[127, 31, 20, ..., 31, 81, 48],
[ 49, 63, 57, ..., 127, 94, 62],
...,
[ 42, 47, 115, ..., 79, 42, 75],
[125, 83, 27, ..., 79, 20, 13],
[ 57, 38, 29, ..., 75, 60, 20]]],
[[[ 64, 80, 62, ..., 80, 20, 47],
[ 62, 20, 98, ..., 57, 47, 117],
[127, 42, 125, ..., 38, 20, 31],
...,
[ 12, 20, 81, ..., 49, 49, 49],
[ 38, 31, 94, ..., 12, 26, 37],
[ 80, 127, 31, ..., 62, 62, 64]],
[[ 37, 81, 62, ..., 20, 20, 127],
[ 13, 81, 13, ..., 31, 57, 20],
[ 80, 80, 94, ..., 47, 62, 47],
...,
[ 20, 57, 37, ..., 62, 127, 127],
[ 47, 31, 98, ..., 62, 75, 57],
[ 62, 20, 31, ..., 42, 20, 20]],
[[ 13, 20, 80, ..., 57, 12, 31],
[ 98, 127, 57, ..., 49, 57, 57],
[ 62, 75, 20, ..., 80, 41, 127],
...,
[ 62, 127, 94, ..., 12, 47, 20],
[ 20, 83, 117, ..., 28, 31, 115],
[ 57, 62, 47, ..., 26, 57, 75]]],
[[[ 57, 62, 20, ..., 20, 20, 62],
[ 47, 127, 9, ..., 38, 42, 117],
[ 94, 75, 13, ..., 94, 98, 62],
...,
[ 75, 42, 127, ..., 62, 63, 75],
[105, 31, 62, ..., 115, 47, 94],
[ 27, 48, 49, ..., 117, 31, 80]],
[[127, 20, 62, ..., 62, 127, 62],
[ 37, 117, 31, ..., 57, 57, 94],
[ 81, 98, 127, ..., 127, 62, 62],
...,
[ 47, 37, 47, ..., 127, 49, 47],
[ 64, 42, 127, ..., 47, 31, 81],
[105, 115, 31, ..., 47, 47, 47]],
[[ 62, 47, 62, ..., 20, 31, 47],
[ 81, 38, 62, ..., 47, 31, 38],
[ 41, 57, 47, ..., 20, 117, 38],
...,
[ 47, 62, 81, ..., 62, 60, 31],
[ 62, 26, 38, ..., 12, 80, 105],
[125, 73, 47, ..., 31, 47, 62]]]]), 'Variable_32': array([[[[113, 9, 9, ..., 100, 103, 113],
[ 33, 33, 106, ..., 103, 103, 37],
[ 91, 113, 37, ..., 103, 103, 37],
...,
[ 34, 113, 82, ..., 99, 37, 84],
[ 99, 74, 18, ..., 33, 91, 33],
[ 37, 33, 22, ..., 22, 33, 91]],
[[ 22, 37, 33, ..., 37, 106, 22],
[ 9, 9, 106, ..., 91, 9, 9],
[ 9, 103, 33, ..., 113, 106, 37],
...,
[ 37, 106, 30, ..., 82, 91, 100],
[ 22, 61, 99, ..., 103, 99, 34],
[ 9, 33, 22, ..., 103, 103, 37]],
[[ 22, 84, 106, ..., 33, 33, 33],
[ 33, 106, 84, ..., 91, 113, 33],
[ 9, 103, 9, ..., 22, 33, 37],
...,
[ 33, 33, 41, ..., 113, 103, 34],
[ 22, 74, 82, ..., 74, 22, 43],
[ 84, 37, 106, ..., 74, 34, 91]]],
[[[ 9, 113, 106, ..., 34, 22, 4],
[ 74, 37, 84, ..., 74, 37, 37],
[ 91, 113, 91, ..., 33, 91, 37],
...,
[ 9, 113, 106, ..., 74, 37, 103],
[ 99, 34, 82, ..., 37, 106, 113],
[106, 37, 113, ..., 103, 33, 103]],
[[ 37, 74, 106, ..., 113, 91, 106],
[ 22, 84, 106, ..., 91, 84, 37],
[ 33, 103, 91, ..., 91, 9, 91],
...,
[ 74, 34, 84, ..., 84, 91, 103],
[113, 37, 84, ..., 37, 22, 100],
[ 84, 91, 9, ..., 33, 106, 103]],
[[ 37, 113, 91, ..., 84, 106, 84],
[103, 100, 106, ..., 33, 106, 34],
[ 33, 113, 33, ..., 22, 33, 91],
...,
[ 9, 100, 61, ..., 9, 113, 74],
[106, 113, 106, ..., 103, 9, 4],
[106, 37, 37, ..., 22, 37, 84]]],
[[[106, 22, 9, ..., 74, 84, 34],
[ 37, 91, 103, ..., 113, 84, 9],
[ 37, 91, 103, ..., 33, 91, 91],
...,
[ 74, 74, 74, ..., 30, 33, 34],
[ 99, 4, 74, ..., 22, 100, 82],
[106, 106, 74, ..., 37, 37, 91]],
[[ 84, 74, 9, ..., 74, 91, 84],
[106, 33, 103, ..., 30, 4, 103],
[ 37, 91, 91, ..., 22, 33, 103],
...,
[113, 9, 30, ..., 106, 33, 34],
[ 22, 84, 113, ..., 91, 106, 74],
[ 84, 37, 22, ..., 37, 91, 37]],
[[106, 74, 37, ..., 30, 113, 9],
[ 91, 103, 84, ..., 74, 34, 106],
[ 37, 103, 37, ..., 22, 37, 22],
...,
[ 74, 34, 21, ..., 74, 91, 91],
[ 91, 91, 22, ..., 91, 106, 34],
[106, 37, 91, ..., 113, 106, 84]]]]), 'Variable_33': array([[[[ 97, 39, 114, ..., 97, 87, 87],
[ 50, 121, 103, ..., 114, 120, 37],
[ 90, 102, 50, ..., 32, 103, 97],
...,
[ 45, 97, 21, ..., 59, 6, 78],
[ 39, 45, 35, ..., 9, 32, 97],
[ 27, 122, 120, ..., 91, 37, 35]],
[[ 97, 97, 50, ..., 120, 120, 87],
[ 90, 37, 114, ..., 103, 120, 1],
[ 37, 21, 87, ..., 80, 114, 97],
...,
[ 50, 120, 37, ..., 21, 27, 97],
[ 90, 39, 35, ..., 27, 35, 97],
[ 35, 35, 37, ..., 37, 120, 103]],
[[ 21, 78, 35, ..., 90, 78, 114],
[114, 90, 114, ..., 1, 37, 37],
[120, 21, 1, ..., 90, 87, 97],
...,
[ 87, 37, 121, ..., 97, 63, 91],
[ 39, 91, 15, ..., 103, 32, 39],
[ 27, 39, 78, ..., 21, 121, 103]]],
[[[ 1, 39, 87, ..., 35, 87, 114],
[114, 1, 103, ..., 50, 97, 103],
[ 90, 97, 114, ..., 1, 37, 37],
...,
[ 37, 21, 120, ..., 120, 82, 97],
[114, 87, 114, ..., 50, 37, 37],
[ 90, 27, 114, ..., 39, 39, 50]],
[[ 1, 37, 114, ..., 103, 120, 87],
[ 87, 1, 90, ..., 114, 97, 45],
[ 39, 39, 50, ..., 50, 87, 37],
...,
[ 39, 90, 103, ..., 87, 45, 1],
[ 82, 120, 35, ..., 87, 121, 87],
[ 37, 35, 50, ..., 27, 39, 114]],
[[ 90, 120, 103, ..., 114, 97, 1],
[ 87, 103, 1, ..., 50, 114, 114],
[ 39, 97, 87, ..., 1, 103, 90],
...,
[ 90, 103, 120, ..., 1, 63, 102],
[ 90, 21, 32, ..., 103, 103, 39],
[103, 39, 97, ..., 37, 87, 114]]],
[[[ 39, 90, 90, ..., 103, 37, 1],
[114, 90, 1, ..., 103, 114, 114],
[ 97, 21, 87, ..., 90, 37, 103],
...,
[103, 97, 39, ..., 21, 88, 21],
[ 21, 39, 32, ..., 9, 114, 97],
[ 35, 39, 120, ..., 107, 37, 35]],
[[ 37, 90, 37, ..., 37, 120, 114],
[ 87, 87, 37, ..., 114, 37, 50],
[ 97, 39, 114, ..., 37, 120, 114],
...,
[ 39, 120, 114, ..., 1, 84, 78],
[ 97, 21, 32, ..., 32, 39, 120],
[ 87, 120, 120, ..., 21, 35, 27]],
[[ 50, 120, 114, ..., 87, 21, 114],
[114, 114, 1, ..., 114, 120, 114],
[120, 87, 35, ..., 120, 87, 45],
...,
[ 87, 37, 37, ..., 87, 88, 2],
[ 78, 78, 71, ..., 41, 50, 97],
[ 35, 21, 21, ..., 97, 41, 35]]]]), 'Variable_34': array([[[[108, 39, 39, ..., 95, 95, 3],
[108, 114, 39, ..., 53, 95, 34],
[ 53, 114, 53, ..., 60, 108, 3],
...,
[ 68, 39, 40, ..., 48, 53, 31],
[114, 3, 105, ..., 68, 3, 123],
[ 94, 3, 68, ..., 39, 68, 53]],
[[108, 95, 39, ..., 95, 108, 39],
[108, 53, 3, ..., 95, 39, 108],
[ 39, 114, 34, ..., 95, 68, 3],
...,
[ 39, 108, 39, ..., 34, 110, 48],
[ 39, 95, 95, ..., 39, 3, 114],
[ 48, 3, 39, ..., 95, 68, 39]],
[[ 60, 110, 110, ..., 39, 39, 39],
[ 53, 53, 39, ..., 39, 39, 53],
[ 39, 53, 60, ..., 110, 39, 68],
...,
[108, 3, 3, ..., 95, 3, 48],
[ 7, 60, 7, ..., 110, 85, 119],
[ 31, 110, 3, ..., 34, 39, 68]]],
[[[ 95, 39, 110, ..., 95, 95, 108],
[ 39, 53, 110, ..., 53, 108, 34],
[ 39, 34, 34, ..., 53, 53, 3],
...,
[ 68, 84, 40, ..., 48, 84, 48],
[105, 39, 95, ..., 53, 3, 114],
[ 48, 3, 3, ..., 3, 84, 34]],
[[ 39, 95, 39, ..., 60, 110, 53],
[ 39, 60, 39, ..., 110, 95, 95],
[ 3, 53, 39, ..., 39, 110, 84],
...,
[ 34, 34, 110, ..., 53, 40, 39],
[ 68, 53, 48, ..., 39, 3, 48],
[ 3, 40, 3, ..., 68, 48, 39]],
[[ 39, 34, 39, ..., 39, 39, 108],
[108, 110, 39, ..., 60, 110, 53],
[ 3, 114, 110, ..., 39, 3, 40],
...,
[ 53, 34, 60, ..., 53, 40, 40],
[ 53, 53, 39, ..., 68, 23, 53],
[ 94, 68, 84, ..., 40, 3, 112]]],
[[[ 95, 39, 39, ..., 39, 60, 110],
[ 39, 39, 108, ..., 114, 53, 34],
[108, 53, 53, ..., 34, 53, 39],
...,
[ 68, 85, 48, ..., 31, 3, 94],
[ 34, 3, 105, ..., 84, 85, 7],
[ 30, 3, 95, ..., 114, 110, 114]],
[[ 95, 39, 39, ..., 110, 60, 108],
[108, 39, 53, ..., 108, 108, 95],
[ 53, 7, 53, ..., 39, 3, 3],
...,
[ 95, 48, 3, ..., 94, 40, 40],
[ 39, 3, 108, ..., 48, 48, 68],
[ 23, 3, 110, ..., 34, 3, 114]],
[[ 95, 39, 110, ..., 39, 95, 95],
[108, 3, 53, ..., 53, 108, 34],
[114, 120, 108, ..., 39, 3, 68],
...,
[ 53, 48, 39, ..., 94, 40, 30],
[ 53, 68, 119, ..., 94, 31, 53],
[ 50, 84, 84, ..., 53, 95, 105]]]]), 'Variable_35': array([[[[ 34, 77, 36, ..., 36, 36, 36],
[ 0, 0, 91, ..., 91, 91, 91],
[ 36, 77, 69, ..., 125, 91, 34],
...,
[120, 77, 95, ..., 108, 120, 39],
[ 15, 108, 21, ..., 15, 97, 69],
[ 1, 120, 8, ..., 59, 70, 34]],
[[ 0, 7, 14, ..., 91, 125, 36],
[ 91, 91, 91, ..., 91, 91, 91],
[ 91, 91, 95, ..., 95, 0, 34],
...,
[125, 91, 36, ..., 108, 91, 96],
[ 15, 108, 84, ..., 110, 125, 108],
[ 70, 69, 10, ..., 17, 97, 77]],
[[ 0, 34, 77, ..., 91, 36, 7],
[ 91, 91, 0, ..., 91, 91, 91],
[ 95, 108, 69, ..., 77, 14, 14],
...,
[ 14, 77, 88, ..., 125, 36, 59],
[110, 125, 111, ..., 15, 36, 69],
[ 1, 69, 113, ..., 42, 59, 77]]],
[[[ 34, 108, 14, ..., 108, 36, 14],
[ 0, 91, 91, ..., 91, 91, 91],
[108, 15, 125, ..., 91, 91, 0],
...,
[ 0, 34, 95, ..., 125, 36, 52],
[ 34, 77, 89, ..., 34, 38, 91],
[ 88, 125, 110, ..., 125, 17, 108]],
[[ 91, 7, 108, ..., 91, 36, 108],
[ 91, 91, 91, ..., 91, 91, 91],
[ 77, 34, 36, ..., 36, 125, 14],
...,
[ 96, 88, 34, ..., 125, 108, 95],
[ 15, 77, 36, ..., 34, 77, 34],
[ 36, 36, 59, ..., 77, 14, 125]],
[[ 36, 77, 77, ..., 36, 14, 77],
[ 0, 91, 91, ..., 91, 91, 91],
[ 77, 110, 95, ..., 77, 36, 36],
...,
[ 36, 36, 95, ..., 69, 108, 97],
[ 89, 36, 89, ..., 89, 14, 36],
[ 88, 36, 91, ..., 38, 69, 91]]],
[[[108, 91, 14, ..., 34, 108, 0],
[ 0, 91, 91, ..., 91, 91, 91],
[ 91, 15, 125, ..., 89, 69, 14],
...,
[ 89, 98, 52, ..., 97, 36, 76],
[ 77, 77, 84, ..., 15, 88, 36],
[ 59, 38, 10, ..., 88, 17, 14]],
[[108, 108, 7, ..., 7, 108, 108],
[ 91, 91, 91, ..., 91, 91, 91],
[ 91, 84, 95, ..., 7, 36, 77],
...,
[ 14, 108, 97, ..., 38, 77, 52],
[ 34, 34, 77, ..., 15, 36, 77],
[ 36, 69, 95, ..., 125, 95, 69]],
[[ 14, 0, 77, ..., 14, 108, 7],
[ 91, 91, 91, ..., 91, 91, 91],
[ 77, 81, 69, ..., 108, 36, 77],
...,
[ 34, 34, 59, ..., 38, 77, 70],
[ 34, 7, 15, ..., 89, 69, 95],
[ 97, 38, 34, ..., 88, 88, 36]]]]), 'Variable_36': array([[[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[107, 91, 126, ..., 85, 53, 19],
[ 8, 84, 85, ..., 57, 8, 4],
[114, 85, 84, ..., 107, 83, 112]],
[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[ 59, 85, 9, ..., 63, 37, 122],
[ 8, 84, 124, ..., 8, 4, 71],
[ 53, 97, 25, ..., 59, 71, 107]],
[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[107, 85, 9, ..., 87, 53, 114],
[ 25, 39, 85, ..., 84, 25, 4],
[ 69, 63, 25, ..., 126, 83, 107]]],
[[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[ 39, 63, 57, ..., 83, 91, 37],
[ 4, 4, 124, ..., 25, 4, 4],
[ 37, 124, 84, ..., 57, 83, 39]],
[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[ 84, 83, 117, ..., 8, 63, 63],
[ 4, 4, 71, ..., 71, 4, 71],
[ 63, 71, 8, ..., 4, 71, 84]],
[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[ 39, 97, 84, ..., 83, 87, 91],
[ 8, 84, 97, ..., 8, 8, 4],
[ 91, 83, 25, ..., 84, 83, 123]]],
[[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[ 59, 91, 9, ..., 124, 53, 122],
[ 71, 57, 91, ..., 57, 84, 84],
[ 69, 97, 57, ..., 9, 83, 126]],
[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[ 39, 63, 57, ..., 83, 37, 50],
[ 71, 57, 85, ..., 25, 84, 117],
[ 37, 83, 25, ..., 57, 71, 9]],
[[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
[ 4, 4, 4, ..., 4, 4, 4],
...,
[ 59, 85, 39, ..., 124, 70, 122],
[ 4, 9, 91, ..., 57, 57, 84],
[122, 124, 84, ..., 39, 83, 9]]]]), 'Variable_37': array([[[[ 45, 45, 25, ..., 89, 25, 45],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 25, 97],
...,
[ 8, 25, 64, ..., 8, 36, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 25, 64, 87, ..., 64, 87, 89]],
[[ 65, 25, 25, ..., 89, 25, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 25, 97],
...,
[ 8, 97, 114, ..., 64, 87, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 89, 114, 87, ..., 89, 17, 89]],
[[ 45, 97, 25, ..., 97, 25, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 25, 97],
...,
[ 17, 97, 97, ..., 8, 36, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 89, 89, 87, ..., 64, 87, 89]]],
[[[ 45, 25, 97, ..., 89, 25, 45],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 25, 97, 97],
...,
[ 8, 97, 8, ..., 89, 36, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 89, 114, 87, ..., 64, 17, 114]],
[[ 65, 97, 25, ..., 97, 25, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 97, 97],
...,
[114, 64, 17, ..., 25, 17, 97],
[ 97, 97, 97, ..., 97, 97, 97],
[114, 8, 17, ..., 89, 8, 8]],
[[ 45, 97, 25, ..., 97, 97, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 97, 97],
...,
[ 17, 64, 64, ..., 64, 36, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[114, 8, 87, ..., 89, 17, 64]]],
[[[ 25, 25, 97, ..., 89, 89, 45],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 97, 97],
...,
[ 87, 25, 17, ..., 114, 69, 97],
[ 97, 97, 97, ..., 97, 97, 97],
[114, 114, 36, ..., 64, 36, 114]],
[[ 45, 97, 25, ..., 89, 97, 45],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 97, 97],
...,
[ 87, 89, 17, ..., 64, 69, 89],
[ 97, 97, 97, ..., 97, 97, 97],
[ 8, 8, 87, ..., 89, 87, 8]],
[[ 25, 97, 25, ..., 89, 97, 25],
[ 97, 97, 97, ..., 97, 97, 97],
[ 97, 25, 97, ..., 97, 97, 97],
...,
[ 87, 89, 114, ..., 17, 69, 89],
[ 97, 97, 97, ..., 97, 97, 97],
[114, 8, 36, ..., 64, 36, 114]]]]), 'Variable_38': array([[[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[55, 55, 20, ..., 33, 62, 46],
[32, 60, 46, ..., 60, 62, 99],
[20, 99, 33, ..., 62, 62, 99]],
[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[20, 55, 46, ..., 62, 62, 46],
[32, 62, 90, ..., 90, 33, 32],
[46, 32, 62, ..., 60, 62, 33]],
[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[55, 55, 20, ..., 32, 62, 90],
[32, 60, 46, ..., 60, 62, 99],
[20, 99, 62, ..., 62, 62, 99]]],
[[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[20, 55, 46, ..., 60, 60, 46],
[32, 60, 90, ..., 90, 33, 32],
[20, 32, 62, ..., 60, 62, 99]],
[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[90, 55, 90, ..., 46, 60, 46],
[33, 62, 62, ..., 55, 32, 62],
[20, 33, 60, ..., 90, 62, 62]],
[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[20, 55, 90, ..., 62, 60, 90],
[33, 60, 62, ..., 90, 33, 33],
[20, 99, 62, ..., 60, 62, 32]]],
[[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[55, 55, 46, ..., 33, 90, 90],
[32, 60, 90, ..., 60, 62, 99],
[20, 99, 33, ..., 62, 62, 99]],
[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[55, 55, 90, ..., 62, 90, 90],
[33, 62, 60, ..., 46, 33, 99],
[20, 99, 62, ..., 60, 62, 99]],
[[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
[90, 90, 90, ..., 90, 90, 90],
...,
[55, 55, 90, ..., 32, 60, 90],
[33, 62, 60, ..., 60, 62, 99],
[20, 99, 62, ..., 60, 62, 99]]]]), 'Variable_39': array([[ 65, 65, 65, ..., 65, 65, 65],
[ 65, 65, 65, ..., 65, 65, 65],
[ 65, 65, 65, ..., 65, 65, 65],
...,
[ 66, 84, 52, ..., 52, 20, 113],
[104, 20, 39, ..., 39, 20, 89],
[121, 52, 89, ..., 68, 113, 91]])}
Content source: DAVIDNEWGATE/Project
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