markdown
stringlengths 0
1.02M
| code
stringlengths 0
832k
| output
stringlengths 0
1.02M
| license
stringlengths 3
36
| path
stringlengths 6
265
| repo_name
stringlengths 6
127
|
|---|---|---|---|---|---|
Time to build the networkBelow you'll build your network. We've built out the structure. You'll implement both the forward pass and backwards pass through the network. You'll also set the hyperparameters: the learning rate, the number of hidden units, and the number of training passes.The network has two layers, a hidden layer and an output layer. The hidden layer will use the sigmoid function for activations. The output layer has only one node and is used for the regression, the output of the node is the same as the input of the node. That is, the activation function is $f(x)=x$. A function that takes the input signal and generates an output signal, but takes into account the threshold, is called an activation function. We work through each layer of our network calculating the outputs for each neuron. All of the outputs from one layer become inputs to the neurons on the next layer. This process is called *forward propagation*.We use the weights to propagate signals forward from the input to the output layers in a neural network. We use the weights to also propagate error backwards from the output back into the network to update our weights. This is called *backpropagation*.> **Hint:** You'll need the derivative of the output activation function ($f(x) = x$) for the backpropagation implementation. If you aren't familiar with calculus, this function is equivalent to the equation $y = x$. What is the slope of that equation? That is the derivative of $f(x)$.Below, you have these tasks:1. Implement the sigmoid function to use as the activation function. Set `self.activation_function` in `__init__` to your sigmoid function.2. Implement the forward pass in the `train` method.3. Implement the backpropagation algorithm in the `train` method, including calculating the output error.4. Implement the forward pass in the `run` method. | #############
# In the my_answers.py file, fill out the TODO sections as specified
#############
from my_answers import NeuralNetwork
def MSE(y, Y):
return np.mean((y-Y)**2) | _____no_output_____ | MIT | project-bikesharing/Predicting_bike_sharing_data.ipynb | pasbury/udacity-deep-learning-v2-pytorch |
Unit testsRun these unit tests to check the correctness of your network implementation. This will help you be sure your network was implemented correctly befor you starting trying to train it. These tests must all be successful to pass the project. | import unittest
inputs = np.array([[0.5, -0.2, 0.1]])
targets = np.array([[0.4]])
test_w_i_h = np.array([[0.1, -0.2],
[0.4, 0.5],
[-0.3, 0.2]])
test_w_h_o = np.array([[0.3],
[-0.1]])
class TestMethods(unittest.TestCase):
##########
# Unit tests for data loading
##########
def test_data_path(self):
# Test that file path to dataset has been unaltered
self.assertTrue(data_path.lower() == 'bike-sharing-dataset/hour.csv')
def test_data_loaded(self):
# Test that data frame loaded
self.assertTrue(isinstance(rides, pd.DataFrame))
##########
# Unit tests for network functionality
##########
def test_activation(self):
network = NeuralNetwork(3, 2, 1, 0.5)
# Test that the activation function is a sigmoid
self.assertTrue(np.all(network.activation_function(0.5) == 1/(1+np.exp(-0.5))))
def test_train(self):
# Test that weights are updated correctly on training
network = NeuralNetwork(3, 2, 1, 0.5)
network.weights_input_to_hidden = test_w_i_h.copy()
network.weights_hidden_to_output = test_w_h_o.copy()
network.train(inputs, targets)
self.assertTrue(np.allclose(network.weights_hidden_to_output,
np.array([[ 0.37275328],
[-0.03172939]])))
self.assertTrue(np.allclose(network.weights_input_to_hidden,
np.array([[ 0.10562014, -0.20185996],
[0.39775194, 0.50074398],
[-0.29887597, 0.19962801]])))
def test_run(self):
# Test correctness of run method
network = NeuralNetwork(3, 2, 1, 0.5)
network.weights_input_to_hidden = test_w_i_h.copy()
network.weights_hidden_to_output = test_w_h_o.copy()
self.assertTrue(np.allclose(network.run(inputs), 0.09998924))
suite = unittest.TestLoader().loadTestsFromModule(TestMethods())
unittest.TextTestRunner().run(suite) | _____no_output_____ | MIT | project-bikesharing/Predicting_bike_sharing_data.ipynb | pasbury/udacity-deep-learning-v2-pytorch |
Training the networkHere you'll set the hyperparameters for the network. The strategy here is to find hyperparameters such that the error on the training set is low, but you're not overfitting to the data. If you train the network too long or have too many hidden nodes, it can become overly specific to the training set and will fail to generalize to the validation set. That is, the loss on the validation set will start increasing as the training set loss drops.You'll also be using a method know as Stochastic Gradient Descent (SGD) to train the network. The idea is that for each training pass, you grab a random sample of the data instead of using the whole data set. You use many more training passes than with normal gradient descent, but each pass is much faster. This ends up training the network more efficiently. You'll learn more about SGD later. Choose the number of iterationsThis is the number of batches of samples from the training data we'll use to train the network. The more iterations you use, the better the model will fit the data. However, this process can have sharply diminishing returns and can waste computational resources if you use too many iterations. You want to find a number here where the network has a low training loss, and the validation loss is at a minimum. The ideal number of iterations would be a level that stops shortly after the validation loss is no longer decreasing. Choose the learning rateThis scales the size of weight updates. If this is too big, the weights tend to explode and the network fails to fit the data. Normally a good choice to start at is 0.1; however, if you effectively divide the learning rate by n_records, try starting out with a learning rate of 1. In either case, if the network has problems fitting the data, try reducing the learning rate. Note that the lower the learning rate, the smaller the steps are in the weight updates and the longer it takes for the neural network to converge. Choose the number of hidden nodesIn a model where all the weights are optimized, the more hidden nodes you have, the more accurate the predictions of the model will be. (A fully optimized model could have weights of zero, after all.) However, the more hidden nodes you have, the harder it will be to optimize the weights of the model, and the more likely it will be that suboptimal weights will lead to overfitting. With overfitting, the model will memorize the training data instead of learning the true pattern, and won't generalize well to unseen data. Try a few different numbers and see how it affects the performance. You can look at the losses dictionary for a metric of the network performance. If the number of hidden units is too low, then the model won't have enough space to learn and if it is too high there are too many options for the direction that the learning can take. The trick here is to find the right balance in number of hidden units you choose. You'll generally find that the best number of hidden nodes to use ends up being between the number of input and output nodes. | import sys
####################
### Set the hyperparameters in you myanswers.py file ###
####################
from my_answers import iterations, learning_rate, hidden_nodes, output_nodes
N_i = train_features.shape[1]
network = NeuralNetwork(N_i, hidden_nodes, output_nodes, learning_rate)
losses = {'train':[], 'validation':[]}
for ii in range(iterations):
# Go through a random batch of 128 records from the training data set
batch = np.random.choice(train_features.index, size=128)
X, y = train_features.ix[batch].values, train_targets.ix[batch]['cnt']
network.train(X, y)
# Printing out the training progress
train_loss = MSE(network.run(train_features).T, train_targets['cnt'].values)
val_loss = MSE(network.run(val_features).T, val_targets['cnt'].values)
sys.stdout.write("\rProgress: {:2.1f}".format(100 * ii/float(iterations)) \
+ "% ... Training loss: " + str(train_loss)[:5] \
+ " ... Validation loss: " + str(val_loss)[:5])
sys.stdout.flush()
losses['train'].append(train_loss)
losses['validation'].append(val_loss)
plt.plot(losses['train'], label='Training loss')
plt.plot(losses['validation'], label='Validation loss')
plt.legend()
_ = plt.ylim() | _____no_output_____ | MIT | project-bikesharing/Predicting_bike_sharing_data.ipynb | pasbury/udacity-deep-learning-v2-pytorch |
Check out your predictionsHere, use the test data to view how well your network is modeling the data. If something is completely wrong here, make sure each step in your network is implemented correctly. | fig, ax = plt.subplots(figsize=(8,4))
mean, std = scaled_features['cnt']
predictions = network.run(test_features).T*std + mean
ax.plot(predictions[0], label='Prediction')
ax.plot((test_targets['cnt']*std + mean).values, label='Data')
ax.set_xlim(right=len(predictions))
ax.legend()
dates = pd.to_datetime(rides.ix[test_data.index]['dteday'])
dates = dates.apply(lambda d: d.strftime('%b %d'))
ax.set_xticks(np.arange(len(dates))[12::24])
_ = ax.set_xticklabels(dates[12::24], rotation=45) | _____no_output_____ | MIT | project-bikesharing/Predicting_bike_sharing_data.ipynb | pasbury/udacity-deep-learning-v2-pytorch |
if 5 > 2:
print("Five is greater then two!")
#Comment
print("Hello World")
b = "sally"
b = int(4)
print(b)
b = float(4)
print(b)
x = 5
y = "John"
print(type(x))
print(type(y))
x, y, z = "one", "two", "three"
print(x)
print(y)
print(z)
x = y = z = "four"
print(x)
print(y)
print(z)
x = "enjoying"
y = "Python is "
z = y + x
print("Python programming is " + x)
print(z)
x = 5
y = 3
print(x + y)
sum = x+ y
sum
a, b, c = 0, -1, 6
c %= 3
c
a, b, c = 0, -1, 6
a>b and c>b
True
a, b, c = 0, -1, 6
a is c
False | _____no_output_____ | Apache-2.0 | Fundamentals_of_Python.ipynb | momonts/OOP-58001 |
|
**Searching**Given our experience in thinking about computational complexity and correctness, I think we're ready to start thinking about a couple classic *algorithms* and problems.This week we will start with *searching*, and then move on to *sorting*We'll talk about:1. What we mean by searching2. How quickly can we search a list when we don't know anything about the list?3. When can we do better?4. Starting to define our faster algorithm - binary searchWhat do we mean by searching?Searching in general in computing means lots of different things - we'll be talking about the question: given a data structure and an item - is the item in the data structure? We will mostly talk about looking for items in lists, occasionally in dictionaries. Let's start with this version of the question: Given a list and an item, return the index of the item if it is in the list, otherwise return -1.Warm-up: write a function to do this. | def simpleSearch(myList, item):
for i in range(len(myList)):
if myList[i] == item:
return i
return -1
Complexity of this is O(n)
| _____no_output_____ | BSD-3-Clause | cycle_6_searching/previous_years/Friday21stWed26_February_Searching (1).ipynb | magicicada/cs1px_2020 |
Exercise: What is the big-O time complexity of this algorithm? Can we do better? If not, why not? We can do better when we know the list is in sorted order. Example: (in class) the guessing game - trace an example. Example: (trace together on visualiser) searching in an alphabetically ordered list - looking for *cat* in the list: | wordsList = ['android', 'badger', 'cat', 'door', 'ending', 'firefighter', 'garage', 'handle', 'iguana', 'jumper', 'kestrel', 'lemon'] | _____no_output_____ | BSD-3-Clause | cycle_6_searching/previous_years/Friday21stWed26_February_Searching (1).ipynb | magicicada/cs1px_2020 |
In-class exercise: Now, as an individual/group exercise, trace this method looking for 'handle' We have essentially been performing **binary search**. The idea is simple, but the implementation is very tricky! We will look at two implementations: one iterative, one recursive. | def iterative_binary_search(my_list, value):
lo= 0
hi = len(my_list)-1
while lo <= hi:
mid = (lo + hi) // 2
if my_list[mid] < value:
lo = mid + 1
elif value < my_list[mid]:
hi = mid - 1
else:
return mid
return -1 | _____no_output_____ | BSD-3-Clause | cycle_6_searching/previous_years/Friday21stWed26_February_Searching (1).ipynb | magicicada/cs1px_2020 |
Let's trace the operation of this code when called with: | iterative_binary_search([-3, 1, 0, 19, 20, 22, 32], 22) | _____no_output_____ | BSD-3-Clause | cycle_6_searching/previous_years/Friday21stWed26_February_Searching (1).ipynb | magicicada/cs1px_2020 |
Binary search can also be implemented recursively. I would like you to be familiar with both the iterative and the recursive versions.Let's try to translate from our iterative version to a recursive version. Look at the iterative version. Where might recursive calls go? Think back to the tracing - where might we have done recursive calls? | def binary_search(my_list, lo, hi, value):
if len(my_list) < 1:
return -1
if lo > hi:
return -1
mid = lo + hi // 2
mid_value = my_list[mid]
if mid_value == value:
return mid
elif mid_value < value:
return binary_search(my_list, mid + 1, hi, value)
else:
return binary_search(my_list, lo, mid - 1, value)
| _____no_output_____ | BSD-3-Clause | cycle_6_searching/previous_years/Friday21stWed26_February_Searching (1).ipynb | magicicada/cs1px_2020 |
In lecture we will inspect this code very carefully!Let's trace it with a call of: | my_list = [-3, 1, 0, 19, 20, 22, 32]
def simplerBinary(myList, value):
if len(myList) < 1:
return None
if len(myList) == 1 and myList[0] != value:
return None
mid = (len(myList)-1)//2
mid_value = myList[mid]
if mid_value == value:
return mid
elif mid_value < value:
new_list = myList[mid+1:]
downward = simplerBinary(new_list, value)
if downward != None:
return mid +1 + downward
else:
return None
else:
new_list = myList[:mid]
return simplerBinary(new_list, value)
my_list = [-3, 0, 1, 19, 20, 22, 32]
print(simplerBinary(my_list, 19))
| 3
| BSD-3-Clause | cycle_6_searching/previous_years/Friday21stWed26_February_Searching (1).ipynb | magicicada/cs1px_2020 |
Temporal-Difference MethodsIn this notebook, you will write your own implementations of many Temporal-Difference (TD) methods.While we have provided some starter code, you are welcome to erase these hints and write your code from scratch.--- Part 0: Explore CliffWalkingEnvWe begin by importing the necessary packages. | import sys
import gym
import numpy as np
from collections import defaultdict, deque
import matplotlib.pyplot as plt
%matplotlib inline
import check_test
from plot_utils import plot_values | _____no_output_____ | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Use the code cell below to create an instance of the [CliffWalking](https://github.com/openai/gym/blob/master/gym/envs/toy_text/cliffwalking.py) environment. | env = gym.make('CliffWalking-v0') | _____no_output_____ | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
The agent moves through a $4\times 12$ gridworld, with states numbered as follows:```[[ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11], [12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23], [24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35], [36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47]]```At the start of any episode, state `36` is the initial state. State `47` is the only terminal state, and the cliff corresponds to states `37` through `46`.The agent has 4 potential actions:```UP = 0RIGHT = 1DOWN = 2LEFT = 3```Thus, $\mathcal{S}^+=\{0, 1, \ldots, 47\}$, and $\mathcal{A} =\{0, 1, 2, 3\}$. Verify this by running the code cell below. | print(env.action_space)
print(env.observation_space) | Discrete(4)
Discrete(48)
| MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
In this mini-project, we will build towards finding the optimal policy for the CliffWalking environment. The optimal state-value function is visualized below. Please take the time now to make sure that you understand _why_ this is the optimal state-value function._**Note**: You can safely ignore the values of the cliff "states" as these are not true states from which the agent can make decisions. For the cliff "states", the state-value function is not well-defined._ | # define the optimal state-value function
V_opt = np.zeros((4,12))
V_opt[0:13][0] = -np.arange(3, 15)[::-1]
V_opt[0:13][1] = -np.arange(3, 15)[::-1] + 1
V_opt[0:13][2] = -np.arange(3, 15)[::-1] + 2
V_opt[3][0] = -13
plot_values(V_opt) | _____no_output_____ | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Part 1: TD Control: SarsaIn this section, you will write your own implementation of the Sarsa control algorithm.Your algorithm has four arguments:- `env`: This is an instance of an OpenAI Gym environment.- `num_episodes`: This is the number of episodes that are generated through agent-environment interaction.- `alpha`: This is the step-size parameter for the update step.- `gamma`: This is the discount rate. It must be a value between 0 and 1, inclusive (default value: `1`).The algorithm returns as output:- `Q`: This is a dictionary (of one-dimensional arrays) where `Q[s][a]` is the estimated action value corresponding to state `s` and action `a`.Please complete the function in the code cell below.(_Feel free to define additional functions to help you to organize your code._) | Q = defaultdict(lambda: np.zeros(env.nA))
Q[36]
def get_probs(Q_s, epsilon, nA):
""" obtains the action probabilities corresponding to epsilon-greedy policy """
policy_s = np.ones(nA) * epsilon / nA
best_a = np.argmax(Q_s)
policy_s[best_a] = 1 - epsilon + (epsilon / nA)
return policy_s
def update_Q_sarsa(alpha, gamma, Q, state, action, reward, next_state=None, next_action=None):
"""Returns updated Q-value for the most recent experience."""
current = Q[state][action] # estimate in Q-table (for current state, action pair)
# get value of state, action pair at next time step
Qsa_next = Q[next_state][next_action] if next_state is not None else 0
target = reward + (gamma * Qsa_next) # construct TD target
new_value = current + (alpha * (target - current)) # get updated value
return new_value
def sarsa(env, num_episodes, alpha, gamma=1.0, eps_start=1.0, eps_min=0.0001,plot_every=100):
# initialize action-value function (empty dictionary of arrays)
nA = env.action_space.n
Q = defaultdict(lambda: np.zeros(env.nA))
# initialize performance monitor
# monitor performance
tmp_scores = deque(maxlen=plot_every) # deque for keeping track of scores
avg_scores = deque(maxlen=num_episodes) # average scores over every plot_every episodes
# loop over episodes
epsilon = eps_start
for i_episode in range(1, num_episodes+1):
# monitor progress
if i_episode % 100 == 0:
print("\rEpisode {}/{}".format(i_episode, num_episodes), end="")
sys.stdout.flush()
## TODO: complete the function
#epsilon = max(epsilon/i_episode, eps_min)
epsilon = epsilon/i_episode
state = env.reset()
action = np.random.choice(np.arange(nA), p=get_probs(Q[state], epsilon, nA)) \
if state in Q else env.action_space.sample()
score = 0
while True:
next_state, reward, done, info = env.step(action)
score += reward
if not done:
next_action = np.random.choice(np.arange(nA), p=get_probs(Q[next_state], epsilon, nA)) \
if state in Q else env.action_space.sample()
Q[state][action] = update_Q_sarsa(alpha, gamma, Q, \
state, action, reward, next_state, next_action)
state = next_state
action = next_action
if done:
Q[state][action] = update_Q_sarsa(alpha, gamma, Q, \
state, action, reward)
tmp_scores.append(score)
break
if (i_episode % plot_every == 0):
avg_scores.append(np.mean(tmp_scores))
#policy = dict((k,np.argmax(v)) for k, v in Q.items())
# plot performance
plt.plot(np.linspace(0,num_episodes,len(avg_scores),endpoint=False), np.asarray(avg_scores))
plt.xlabel('Episode Number')
plt.ylabel('Average Reward (Over Next %d Episodes)' % plot_every)
plt.show()
# print best 100-episode performance
print(('Best Average Reward over %d Episodes: ' % plot_every), np.max(avg_scores))
return Q | _____no_output_____ | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Use the next code cell to visualize the **_estimated_** optimal policy and the corresponding state-value function. If the code cell returns **PASSED**, then you have implemented the function correctly! Feel free to change the `num_episodes` and `alpha` parameters that are supplied to the function. However, if you'd like to ensure the accuracy of the unit test, please do not change the value of `gamma` from the default. | # obtain the estimated optimal policy and corresponding action-value function
Q_sarsa = sarsa(env, 5000, .01)
# print the estimated optimal policy
policy_sarsa = np.array([np.argmax(Q_sarsa[key]) if key in Q_sarsa else -1 for key in np.arange(48)]).reshape(4,12)
check_test.run_check('td_control_check', policy_sarsa)
print("\nEstimated Optimal Policy (UP = 0, RIGHT = 1, DOWN = 2, LEFT = 3, N/A = -1):")
print(policy_sarsa)
# plot the estimated optimal state-value function
V_sarsa = ([np.max(Q_sarsa[key]) if key in Q_sarsa else 0 for key in np.arange(48)])
plot_values(V_sarsa) | Episode 5000/5000 | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Part 2: TD Control: Q-learningIn this section, you will write your own implementation of the Q-learning control algorithm.Your algorithm has four arguments:- `env`: This is an instance of an OpenAI Gym environment.- `num_episodes`: This is the number of episodes that are generated through agent-environment interaction.- `alpha`: This is the step-size parameter for the update step.- `gamma`: This is the discount rate. It must be a value between 0 and 1, inclusive (default value: `1`).The algorithm returns as output:- `Q`: This is a dictionary (of one-dimensional arrays) where `Q[s][a]` is the estimated action value corresponding to state `s` and action `a`.Please complete the function in the code cell below.(_Feel free to define additional functions to help you to organize your code._) | def q_learning(env, num_episodes, alpha, gamma=1.0, eps_start=1.0,eps_decay=0.9, eps_min=0.001,plot_every=100):
# initialize empty dictionary of arrays
nA = env.action_space.n
Q = defaultdict(lambda: np.zeros(env.nA))
# monitor performance
tmp_scores = deque(maxlen=plot_every) # deque for keeping track of scores
avg_scores = deque(maxlen=num_episodes) # average scores over every plot_every episodes
# loop over episodes
epsilon = eps_start
for i_episode in range(1, num_episodes+1):
# monitor progress
if i_episode % 100 == 0:
print("\rEpisode {}/{}".format(i_episode, num_episodes), end="")
sys.stdout.flush()
## TODO: complete the function
epsilon = max(epsilon*eps_decay, eps_min)
#epsilon = epsilon/i_episode
state = env.reset()
action = np.random.choice(np.arange(nA), p=get_probs(Q[state], epsilon, nA)) \
if state in Q else env.action_space.sample()
score = 0
while True:
next_state, reward, done, info = env.step(action)
score += reward
if not done:
old_Q = Q[state][action]
target = reward + gamma*np.max(Q[next_state])
Q[state][action] = old_Q + alpha*(target - old_Q)
state = next_state
action = np.random.choice(np.arange(nA), p=get_probs(Q[state], epsilon, nA)) \
if state in Q else env.action_space.sample()
if done:
old_Q = Q[state][action]
target = reward
Q[state][action] = old_Q + alpha*(target - old_Q)
tmp_scores.append(score)
break
if (i_episode % plot_every == 0):
avg_scores.append(np.mean(tmp_scores))
#policy = dict((k,np.argmax(v)) for k, v in Q.items())
# plot performance
plt.plot(np.linspace(0,num_episodes,len(avg_scores),endpoint=False), np.asarray(avg_scores))
plt.xlabel('Episode Number')
plt.ylabel('Average Reward (Over Next %d Episodes)' % plot_every)
plt.show()
# print best 100-episode performance
print(('Best Average Reward over %d Episodes: ' % plot_every), np.max(avg_scores))
return Q | _____no_output_____ | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Use the next code cell to visualize the **_estimated_** optimal policy and the corresponding state-value function. If the code cell returns **PASSED**, then you have implemented the function correctly! Feel free to change the `num_episodes` and `alpha` parameters that are supplied to the function. However, if you'd like to ensure the accuracy of the unit test, please do not change the value of `gamma` from the default. | # obtain the estimated optimal policy and corresponding action-value function
Q_sarsamax = q_learning(env, 5000, .01)
# print the estimated optimal policy
policy_sarsamax = np.array([np.argmax(Q_sarsamax[key]) if key in Q_sarsamax else -1 for key in np.arange(48)]).reshape((4,12))
check_test.run_check('td_control_check', policy_sarsamax)
print("\nEstimated Optimal Policy (UP = 0, RIGHT = 1, DOWN = 2, LEFT = 3, N/A = -1):")
print(policy_sarsamax)
# plot the estimated optimal state-value function
plot_values([np.max(Q_sarsamax[key]) if key in Q_sarsamax else 0 for key in np.arange(48)]) | Episode 5000/5000 | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Part 3: TD Control: Expected SarsaIn this section, you will write your own implementation of the Expected Sarsa control algorithm.Your algorithm has four arguments:- `env`: This is an instance of an OpenAI Gym environment.- `num_episodes`: This is the number of episodes that are generated through agent-environment interaction.- `alpha`: This is the step-size parameter for the update step.- `gamma`: This is the discount rate. It must be a value between 0 and 1, inclusive (default value: `1`).The algorithm returns as output:- `Q`: This is a dictionary (of one-dimensional arrays) where `Q[s][a]` is the estimated action value corresponding to state `s` and action `a`.Please complete the function in the code cell below.(_Feel free to define additional functions to help you to organize your code._) | def update_Q_expected_sarsa(alpha, gamma,epsilon,nA, Q, state, action, reward, next_state):
"""Returns updated Q-value for the most recent experience."""
current = Q[state][action] # estimate in Q-table (for current state, action pair)
# get value of state, action pair at next time step
policy_s=get_probs(Q[state], epsilon, nA)
Qsa_next = np.dot(Q[next_state], policy_s)
target = reward + (gamma * Qsa_next) # construct TD target
new_value = current + (alpha * (target - current)) # get updated value
return new_value
def expected_sarsa(env, num_episodes, alpha, gamma=1.0,eps_start=1.0,eps_decay=0.9, eps_min=0.005,plot_every=100):
nA = env.action_space.n
Q = defaultdict(lambda: np.zeros(env.nA))
# monitor performance
tmp_scores = deque(maxlen=plot_every) # deque for keeping track of scores
avg_scores = deque(maxlen=num_episodes) # average scores over every plot_every episodes
# loop over episodes
#epsilon = eps_start
epsilon = 0.005
for i_episode in range(1, num_episodes+1):
# monitor progress
if i_episode % 100 == 0:
print("\rEpisode {}/{}".format(i_episode, num_episodes), end="")
sys.stdout.flush()
## TODO: complete the function
#epsilon = max(epsilon*eps_decay, eps_min)
#epsilon = epsilon/i_episode
state = env.reset()
action = np.random.choice(np.arange(nA), p=get_probs(Q[state], epsilon, nA)) \
if state in Q else env.action_space.sample()
score = 0
while True:
next_state, reward, done, info = env.step(action)
score += reward
Q[state][action] = update_Q_expected_sarsa(alpha, gamma,epsilon,nA, Q, state, action, reward, next_state)
state = next_state
action = np.random.choice(np.arange(nA), p=get_probs(Q[state], epsilon, nA)) \
if state in Q else env.action_space.sample()
if done:
tmp_scores.append(score)
break
if (i_episode % plot_every == 0):
avg_scores.append(np.mean(tmp_scores))
#policy = dict((k,np.argmax(v)) for k, v in Q.items())
# plot performance
plt.plot(np.linspace(0,num_episodes,len(avg_scores),endpoint=False), np.asarray(avg_scores))
plt.xlabel('Episode Number')
plt.ylabel('Average Reward (Over Next %d Episodes)' % plot_every)
plt.show()
# print best 100-episode performance
print(('Best Average Reward over %d Episodes: ' % plot_every), np.max(avg_scores))
return Q | _____no_output_____ | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Use the next code cell to visualize the **_estimated_** optimal policy and the corresponding state-value function. If the code cell returns **PASSED**, then you have implemented the function correctly! Feel free to change the `num_episodes` and `alpha` parameters that are supplied to the function. However, if you'd like to ensure the accuracy of the unit test, please do not change the value of `gamma` from the default. | # obtain the estimated optimal policy and corresponding action-value function
Q_expsarsa = expected_sarsa(env, 5000, 0.5)
# print the estimated optimal policy
policy_expsarsa = np.array([np.argmax(Q_expsarsa[key]) if key in Q_expsarsa else -1 for key in np.arange(48)]).reshape(4,12)
check_test.run_check('td_control_check', policy_expsarsa)
print("\nEstimated Optimal Policy (UP = 0, RIGHT = 1, DOWN = 2, LEFT = 3, N/A = -1):")
print(policy_expsarsa)
# plot the estimated optimal state-value function
plot_values([np.max(Q_expsarsa[key]) if key in Q_expsarsa else 0 for key in np.arange(48)]) | Episode 5000/5000 | MIT | temporal-difference/Temporal_Difference.ipynb | laljarus/deep-reinforcement-learning |
Pandas | import pandas as pd | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We introduced the Pandas module and the DataFrame object in the lesson on [basic data science modules](DS_Basic_DS_Modules.ipynb). We learned how to construct a DataFrame, add data, retrieve data, and [basic reading and writing to disk](DS_IO.ipynb). Now we'll explore the DataFrame object and its powerful analysis methods in more depth.We'll work with a data set from the online review site, Yelp. The file is stored as a compressed JSON file. | !ls -lh ./data/yelp.json.gz
import gzip
import simplejson as json
with gzip.open('./data/yelp.json.gz', 'r') as f:
yelp_data = [json.loads(line) for line in f]
yelp_df = pd.DataFrame(yelp_data)
yelp_df.head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Pandas DataFrame and SeriesThe Pandas DataFrame is a highly structured object. Each row corresponds with some physical entity or event. We think of all of the information in a given row as referring to one object (e.g. a business). Each column contains one type of data, both semantically (e.g. names, counts of reviews, star ratings) and syntactically. | yelp_df.dtypes | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can reference the columns by name, like we would with a `dict`. | yelp_df['city'].head()
type(yelp_df['city']) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
An individual column is a Pandas `Series`. A `Series` has a `name` and a `dtype` (similar to a NumPy array). A `DataFrame` is essentially a `dict` of `Series` objects. The `Series` has an `index` attribute, which label the rows. The index is essentially a set of keys for referencing the rows. We can have an index composed of numbers, strings, timestamps, or any hashable Python object. The index will also have homogeneous type. | yelp_df['city'].index | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
The `DataFrame` has an `index` given by the union of indices of its constituent `Series` (we'll explore this later in more detail). Since a `DataFrame` is a `dict` of `Series`, we can select a column and then a row using square bracket notation, but not the reverse (however, the `loc` method works around this). | # this works
yelp_df['city'][100]
%%expect_exception KeyError
# this doesn't
yelp_df[100]['city']
yelp_df.loc[100, 'city'] | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Understanding the underlying structure of the `DataFrame` object as a `dict` of `Series` will help you avoid errors and help you think about how the `DataFrame` should behave when we begin doing more complicated analysis.We can _aggregate_ data in a `DataFrame` using methods like `mean`, `sum`, `count`, and `std`. To view a collection of summary statistics for each column we can use the `describe` method. | yelp_df.describe() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
The utility of a DataFrame comes from its ability to split data into groups, using the `groupby` method, and then perform custom aggregations using the `apply` or `aggregate` method. This process of splitting the data into groups, applying an aggregation, and then collecting the results is [discussed in detail in the Pandas documentation](https://pandas.pydata.org/pandas-docs/stable/groupby.html), and is one of the main focuses of this notebook. DataFrame constructionSince a `DataFrame` is a `dict` of `Series`, the natural way to construct a `DataFrame` is to use a `dict` of `Series`-like objects. | from string import ascii_letters, digits
import numpy as np
import datetime
usernames = ['alice36', 'bob_smith', 'eve']
passwords = [''.join(np.random.choice(list(ascii_letters + digits), 8)) for x in range(3)]
creation_dates = [datetime.datetime.now().date() - datetime.timedelta(int(x)) for x in np.random.randint(0, 1500, 3)]
usernames
passwords
creation_dates
df = pd.DataFrame({'username': usernames, 'password': passwords, 'date-created': pd.to_datetime(creation_dates)})
df
df.dtypes | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
The `DataFrame` is also closely related to the NumPy `ndarray`. | random_data = np.random.random((4,3))
random_data
df_random = pd.DataFrame(random_data, columns=['a', 'b', 'c'])
df_random | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
To add a new column or row, we simply use `dict`-like assignment. | emails = ['[email protected]', '[email protected]', '[email protected]']
df['email'] = emails
df
# loc references index value, NOT position
# for position use iloc
df.loc[3] = ['2015-01-29', '38uzFJ1n', 'melvintherobot', '[email protected]']
df | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can also drop columns and rows. | df.drop(3)
# to drop a column, need axis=1
df.drop('email', axis=1) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Notice when we dropped the `'email'` column, the row at index 3 was in the `DataFrame`, even though we just dropped it! Most operations in Pandas return a _copy_ of the `DataFrame`, rather than modifying the `DataFrame` object itself. Therefore, in order to permanently alter the `DataFrame`, we either need to reassign the `df` variable, or use the `inplace` keyword. | df.drop(3, inplace=True)
df | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Since the `index` and column names are important for interacting with data in the DataFrame, we should make sure to set them to useful values. We can do this during construction or after. | df = pd.DataFrame({'email': emails, 'password': passwords, 'date-created': creation_dates}, index=usernames)
df.index.name = 'users' # it can be helpful to give the index a name
df
# alternatively
df = pd.DataFrame(list(zip(usernames, emails, passwords, creation_dates)))
df
df.columns = ['username', 'email', 'password', 'date-created']
df.set_index('username', inplace=True)
df
# to reset index to a column
df.reset_index(inplace=True)
df | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can have multiple levels to an index. We'll discover that for some data sets it is necessary to have multiple levels to the index in order to uniquely identify a row. | df.set_index(['username', 'email']) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Reading data from fileWe can also construct a DataFrame using data stored in a file or received from a website. The data source might be [JSON](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_json.html), [HTML](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_html.html), [CSV](http://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_csv.htmlpandas.read_csv), [Excel](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_excel.html), [Python pickle](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_pickle.html), or even a [database connection](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.read_sql.html). Each format will have its own methods for reading and writing data that take different arguments. The arguments of these methods usually depend on the particular formatting of the file. For example, the values in a CSV might be separate by commas or semi-colons, it might have a header or it might not.The `read_csv` method has to deal with the most formatting possibilities, so we will explore that method with a few examples. Try to apply these ideas when working with other file formats, but keep in mind that each format and read method is different. Always check [the Pandas documentation](http://pandas.pydata.org/pandas-docs/stable/io.html) when having trouble with reading or writing data. | csv = [','.join(map(lambda x: str(x), row)) for row in np.vstack([df.columns, df])]
with open('./data/read_csv_example.csv', 'w') as f:
[f.write(line + '\n') for line in csv]
!cat ./data/read_csv_example.csv
csv
pd.read_csv('./data/read_csv_example.csv')
# we can also set an index from the data
pd.read_csv('./data/read_csv_example.csv', index_col=0)
# what if our data had no header?
with open('./data/read_csv_noheader_example.csv', 'w') as f:
[f.write(line + '\n') for i, line in enumerate(csv) if i != 0]
!cat ./data/read_csv_noheader_example.csv
pd.read_csv('./data/read_csv_noheader_example.csv', names=['username', 'email', 'password', 'date-created'], header=None)
# what if our data was tab-delimited?
tsv = ['\t'.join(map(lambda x: str(x), row)) for row in np.vstack([df.columns, df])]
with open('./data/read_csv_example.tsv', 'w') as f:
[f.write(line + '\n') for line in tsv]
!cat ./data/read_csv_example.tsv
pd.read_csv('./data/read_csv_example.tsv', delimiter='\t') | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Even within a single file format, data can be arranged and formatted in many ways. These have been just a few examples of the kinds of arguments you might need to use with `read_csv` in order to read data into a DataFrame in an organized way. Filtering DataFramesOne of the powerful analytical tools of the Pandas DataFrame is its syntax for filtering data. Often we'll only want to work with a certain subset of our data based on some criteria. Let's look at our Yelp data for an example. | yelp_df.head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We see the Yelp data set has a `'state'` column. If we are only interested in businesses in Arizona (AZ), we can filter the DataFrame and select only that data. | az_yelp_df = yelp_df[yelp_df['state'] == 'AZ']
az_yelp_df.head()
az_yelp_df['state'].unique() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can combine criteria using logic. What if we're only interested in businesses with more than 10 reviews in Arizona? | yelp_df[(yelp_df['state'] == 'AZ') & (yelp_df['review_count'] > 10)].head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
How does this filtering work?When we write `yelp_df['state'] == 'AZ'`, Pandas selects the `'state'` column and checks whether each row is `'AZ'`. If so, that row is marked `True`, and if not, it is marked `False`. This is how we would normally expect a conditional to work, only now applied to an entire Pandas `Series`. We end up with a Pandas `Series` of Boolean variables. | (yelp_df['state'] == 'AZ').head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can use a `Series` (or any similar object) of Boolean variables to index the DataFrame. | df
df[[True, False, True]] | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
This let's us filter a DataFrame using idiomatic logical expressions like `yelp_df['review_count'] > 10`.As another example, let's consider the `'open'` column, which is a `True`/`False` flag for whether a business is open. This is also a Boolean Pandas `Series`, so we can just use it directly. | # the open businesses
yelp_df[yelp_df['open']].head()
# the closed businesses
yelp_df[~yelp_df['open']].head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Notice in an earlier expression we wrote `(yelp_df['state'] == 'AZ') & (yelp_df['review_count'] > 10)`. Normally in Python we use the word `and` when we are working with logic. In Pandas we have to use _bit-wise_ logical operators; all that's important to know is the following equivalencies:`~` = `not` `&` = `and` `|` = `or` We can also use Panda's built-in [string operations](https://pandas.pydata.org/pandas-docs/stable/text.html) for doing pattern matching. For example, there are a lot of businesses in Las Vegas in our data set. However, there are also businesses in 'Las Vegas East' and 'South Las Vegas'. To get all of the Las Vegas businesses I might do the following. | vegas_yelp_df = yelp_df[yelp_df['city'].str.contains('Vegas')]
vegas_yelp_df.head()
vegas_yelp_df['city'].unique() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Applying functions and data aggregationTo analyze the data in the dataframe, we'll need to be able to apply functions to it. Pandas has many mathematical functions built in already, and DataFrames and Series can be passed to NumPy functions (since they behave like NumPy arrays). | log_review_count = np.log(yelp_df['review_count'])
print(log_review_count.head())
print(log_review_count.shape)
mean_review_count = yelp_df['review_count'].mean()
print(mean_review_count) | 29.300648426379883
| MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
In the first example we took the _logarithm_ of the review count for each business. In the second case, we calculated the mean review count of all businesses. In the first case, we ended up with a number for each business. We _transformed_ the review counts using the logarithm. In the second case, we _summarized_ the review counts of all the businesses in one number. This summary is a form of _data aggregation_, in which we take many data points and combine them into some smaller representation. The functions we apply to our data sets will either be in the category of **transformations** or **aggregations**.Sometimes we will need to transform our data in order for it to be usable. For instance, in the `'attributes'` column of our DataFrame, we have a `dict` for each business listing all of its properties. If I wanted to find a restaurant that offers delivery service, it would be difficult for me to filter the DataFrame, even though that information is in the `'attributes'` column. First, I need to transform the `dict` into something more useful. | def get_delivery_attr(attr_dict):
return attr_dict.get('Delivery') | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
If we give this function a `dict` from the `'attributes'` column, it will look for the `'Delivery'` key. If it finds that key, it returns the value. If it doesn't find the key, it will return none. | print(get_delivery_attr(yelp_df.loc[0, 'attributes']))
print(get_delivery_attr(yelp_df.loc[1, 'attributes']))
print(get_delivery_attr(yelp_df.loc[2, 'attributes'])) | None
False
False
| MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We could iterate over the rows of `yelp_df['attributes']` to get all of the values, but there is a better way. DataFrames and Series have an `apply` method that allows us to apply our function to the entire data set at once, like we did earlier with `np.log`. | delivery_attr = yelp_df['attributes'].apply(get_delivery_attr)
delivery_attr.head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can make a new column in our DataFrame with this transformed (and useful) information. | yelp_df['delivery'] = delivery_attr
# to find businesses that deliver
yelp_df[yelp_df['delivery'].fillna(False)].head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
It's less common (though possible) to use `apply` on an entire DataFrame rather than just one column. Since a DataFrame might contain many types of data, we won't usually want to apply the same transformation or aggregation across all of the columns. Exercise | # filter categories
categories_attr = yelp_df['categories'].apply(lambda x: 'Restaurants' in x)
categories_attr
yelp_df['Restaurants'] = categories_attr
portion = yelp_df[yelp_df['Restaurants']]['delivery'].fillna(False).mean() * 100
print("Portion of Restaurants that deliver: %.2f" % portion) | Portion of Restaurants that deliver: 16.25
| MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Data aggregation with `groupby`Data aggregation is an [_overloaded_](https://en.wikipedia.org/wiki/Function_overloading) term. It refers to both data summarization (as above) but also to the combining of different data sets.With our Yelp data, we might be interested in comparing the star ratings of businesses in different cities. We could calculate the mean star rating for each city, and this would allow us to easily compare them. First we would have to split up our data by city, calculate the mean for each city, and then combine it back at the end. This procedure is known as [split-apply-combine](https://pandas.pydata.org/pandas-docs/stable/groupby.html) and is a classic example of data aggregation (in the sense of both summarizing data and also combining different data sets).We achieve the splitting and recombining using the `groupby` method. | stars_by_city = yelp_df.groupby('city')['stars'].mean()
stars_by_city.head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can also apply multiple functions at once. It might be helpful to know the standard deviation of star ratings, the total number of reviews, and the count of businesses as well. | agg_by_city = yelp_df.groupby('city').agg({'stars': ['mean', 'std'], 'review_count': 'sum', 'business_id': 'count'})
agg_by_city.head()
new_columns = map(lambda x: '_'.join(x),
zip(agg_by_city.columns.get_level_values(0),
agg_by_city.columns.get_level_values(1)))
# unstacking the columns
new_columns = map(lambda x: '_'.join(x),
zip(agg_by_city.columns.get_level_values(0),
agg_by_city.columns.get_level_values(1)))
agg_by_city.columns = new_columns
agg_by_city.head()
lambda x: '_'.join(x),
zip(agg_by_city.columns.get_level_values(0),
agg_by_city.columns.get_level_values(1)) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
How does this work? What does `groupby` do? Let's start by inspecting the result of `groupby`. | by_city = yelp_df.groupby('city')
by_city
dir(by_city)
print(type(by_city.groups))
list(by_city.groups.items())[:5]
by_city.get_group('Anthem').head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
When we use `groupby` on a column, Pandas builds a `dict`, using the unique elements of the column as the keys and the index of the rows in each group as the values. This `dict` is stored in the `groups` attribute. Pandas can then use this `dict` to direct the application of aggregating functions over the different groups. SortingEven though the DataFrame in many ways behaves similarly to a `dict`, it also is ordered. Therefore we can sort the data in it. Pandas provides two sorting methods, `sort_values` and `sort_index`. | yelp_df.sort_values('stars').head()
yelp_df.set_index('business_id').sort_index().head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Don't forget that most Pandas operations return a copy of the DataFrame, and do not update the DataFrame in place (unless we tell it to)! Joining data sets Often we will want to augment one data set with data from another. For instance, businesses in big cities probably get more reviews than those in small cities. It could be useful to scale the review counts by the city's population. To do that, we'll need to add population data to the Yelp data. We can get population data from the US census. | census = pd.read_csv('./data/PEP_2016_PEPANNRES.csv', skiprows=[1])
census.head()
# construct city & state fields
census['city'] = census['GEO.display-label'].apply(lambda x: x.split(', ')[0])
census['state'] = census['GEO.display-label'].apply(lambda x: x.split(', ')[2])
# convert state names to abbreviations
print(census['state'].unique())
state_abbr = dict(zip(census['state'].unique(), ['CT', 'IL', 'IN', 'KS', 'ME', 'MA', 'MI', 'MN', 'MO', 'NE', 'NH', 'NJ', 'NY', 'ND', 'OH', 'PA', 'RI', 'SD', 'VT', 'WI']))
state_abbr
census['state'] = census['state'].replace(state_abbr)
census.head()
# remove last word (e.g. 'city', 'town', township', 'borough', 'village') from city names
census['city'] = census['city'].apply(lambda x: ' '.join(x.split(' ')[:-1]))
city_example = "Bethel Little Town"
" ".join(city_example.split(' ')[:-1])
census.head()
merged_df = yelp_df.merge(census, on=['state', 'city'])
merged_df.head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
The `merge` function looks through the `'state'` and `'city'` columns of `yelp_df` and `census` and tries to match up rows that share values. When a match is found, the rows are combined. What happens when a match is not found? We can imagine four scenarios: 1. We only keep rows from `yelp_df` and `census` if they match. Any rows from either table that have no match are discarded. This is called an _inner join_. 2. We keep all rows from `yelp_df` and `census`, even if they have no match. In this case, when a row in `yelp_df` has no match in `census`, all the columns from `census` are merged in with null values. When a row in `census` has no match in `yelp_df`, all the columns from `yelp_df` are merged in with null values. This is called an _outer join_.3. We privilege the `yelp_df` data. If a row in `yelp_df` has no match in `census`, we keep it and fill in the missing `census` columns as null values. If a row in `census` has no match in `yelp_df`, we discard it. This is called a _left join_.4. We privilege the `census` data. This is called a _right join_.The default behavior for Pandas is case 1, the _inner join_. This means if there are cities in `yelp_df` that we don't have matching `census` data for, they are dropped. Therefore, `merged_df` might be smaller than `yelp_df`. | print(yelp_df.shape)
print(merged_df.shape) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
There are a lot of cities in `yelp_df` that aren't in `census`! We might want to keep these rows, but we don't need any census data where there are no businesses. Then we should use a _left join_. | merged_df = yelp_df.merge(census, on=['state', 'city'], how='left')
print(yelp_df.shape)
print(merged_df.shape) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Sometimes we don't need to merge together the columns of separate data sets, but just need to add more rows. For example, the New York City subway system [releases data about how many customers enter and exit the station each week](http://web.mta.info/developers/turnstile.html). Each weekly data set has the same columns, so if we want multiple weeks of data, we just have to append one week to another. | nov18 = pd.read_csv('http://web.mta.info/developers/data/nyct/turnstile/turnstile_171118.txt')
nov11 = pd.read_csv('http://web.mta.info/developers/data/nyct/turnstile/turnstile_171111.txt')
nov18.head()
nov11.head()
nov = pd.concat([nov18, nov11])
nov['DATE'].unique() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
We can also use `concat` to perform inner and outer joins based on index. For example, we can perform some data aggregation and then join the results onto the original DataFrame. | city_counts = yelp_df.groupby('city')['business_id'].count().rename('city_counts')
city_counts.head()
yelp_df.head()
pd.concat([yelp_df.set_index('city'), city_counts], axis=1, join='inner').reset_index().head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Pandas provides [extensive documentation](https://pandas.pydata.org/pandas-docs/stable/merging.html) with diagrammed examples on different methods and approaches for joining data. Working with time seriesPandas has a well-designed backend for inferring dates and times from strings and doing meaningful computations with them. | pop_growth = pd.read_html('https://web.archive.org/web/20170127165708/https://www.census.gov/population/international/data/worldpop/table_population.php', attrs={'class': 'query_table'}, parse_dates=[0])[0]
pop_growth.dropna(inplace=True)
pop_growth.head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
By setting the `'Year'` column to the index, we can easily aggregate data by date using the `resample` method. The `resample` method allows us to decrease or increase the sampling frequency of our data. For instance, maybe instead of yearly data, we want to see average quantities for each decade. | pop_growth.set_index('Year', inplace=True)
pop_growth.resample('10AS').mean() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
This kind of resampling is called _downsampling_, because we are decreasing the sampling frequency of the data. We can choose how to aggregate the data from each decade (e.g. `mean`). Options for aggregation include `mean`, `median`, `sum`, `last`, and `first`.We can also _upsample_ data. In this case, we don't have data for each quarter, so we have to tell Pandas has to fill in the missing data. | pop_growth.resample('1Q').bfill().head()
pop_growth.resample('1Q').ffill().head() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Pandas' time series capabilities are built on the Pandas `Timestamp` class. | print(pd.Timestamp('January 8, 2017'))
print(pd.Timestamp('01/08/17 20:13'))
print(pd.Timestamp(1.4839*10**18))
print(pd.Timestamp('Feb. 11 2016 2:30 am') - pd.Timestamp('2015-08-03 5:14 pm'))
from pandas.tseries.offsets import BDay, Day, BMonthEnd
print(pd.Timestamp('January 9, 2017') - Day(4))
print(pd.Timestamp('January 9, 2017') - BDay(4))
print(pd.Timestamp('January 9, 2017') + BMonthEnd(4)) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
If we're entering time series data into a DataFrame it will often be useful to create a range of dates. | pd.date_range(start='1/8/2017', end='3/2/2017', freq='B') | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
The `Timestamp` class is compatible with Python's `datetime` module. | import datetime
pd.Timestamp('May 1, 2017') - datetime.datetime(2017, 1, 8) | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Visualizing data with PandasVisualizing a data set is an important first step in drawing insights. We can easily pass data from Pandas to Matplotlib for visualizations, but Pandas also plugs into Matplotlib directly through methods like `plot` and `hist`. | yelp_df['review_count'].apply(np.log).hist(bins=30)
pop_growth['Annual Growth Rate (%)'].plot() | _____no_output_____ | MIT | sam/notebooks/DS_Pandas.ipynb | DebLeong/HealthCareCapstone |
Development of an End-to-End ML Model for Navigating an RC car with a Lidar Run in Google Colab View source on GitHub Environment Setup Import Dependencies | import os
import csv
import cv2
import matplotlib.pyplot as plt
import random
import pprint
import numpy as np
from numpy import expand_dims
%tensorflow_version 1.x
import tensorflow as tf
tf.logging.set_verbosity(tf.logging.ERROR)
from keras import backend as K
from keras.models import Model, Sequential
from keras.models import load_model
from keras.layers import Dense, GlobalAveragePooling2D, MaxPooling2D, Lambda, Cropping2D
from keras.layers.convolutional import Convolution2D
from keras.layers.core import Flatten, Dense, Dropout, SpatialDropout2D
from keras.optimizers import Adam
from keras.callbacks import ModelCheckpoint, TensorBoard
from keras.callbacks import EarlyStopping, ReduceLROnPlateau
from keras.preprocessing.image import ImageDataGenerator
from keras.preprocessing.image import load_img
from keras.preprocessing.image import img_to_array
from google.colab.patches import cv2_imshow
import sklearn
from sklearn.model_selection import train_test_split
import pandas as pd
print("Tensorflow Version:",tf.__version__)
print("Tensorflow Keras Version:",tf.keras.__version__)
print("Eager mode: ", tf.executing_eagerly())
| Using TensorFlow backend.
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Confirm TensorFlow can see the GPU Simply select "GPU" in the Accelerator drop-down in Notebook Settings (either through the Edit menu or the command palette at cmd/ctrl-shift-P). | device_name = tf.test.gpu_device_name()
if device_name != '/device:GPU:0':
# Raise SystemError('GPU device not found')
print('GPU device not found')
else:
print('Found GPU at: {}'.format(device_name))
# GPU count and name
!nvidia-smi -L | Found GPU at: /device:GPU:0
GPU 0: Tesla P100-PCIE-16GB (UUID: GPU-47aa6e31-82c5-f73d-7d78-373fb85348e8)
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Load the Dataset Download and Extract the Dataset | # Download the dataset
!curl -O https://selbystorage.s3-us-west-2.amazonaws.com/research/office_3/office_3.tar.gz
data_set = 'office_3'
tar_file = data_set + '.tar.gz'
# Unzip the .tgz file
# -x for extract
# -v for verbose
# -z for gnuzip
# -f for file (should come at last just before file name)
# -C to extract the zipped contents to a different directory
!tar -xvzf $tar_file | office_3/
office_3/ml_training_2019-12-26-14-59-40_12.yaml
office_3/ml_training_2019-12-28-10-32-38_7.yaml
office_3/camera.csv
office_3/ml_training_2019-12-26-14-54-02_0.yaml
office_3/ml_training_2019-12-28-10-31-15_5.yaml
office_3/ml_training_2019-12-26-14-54-58_2.yaml
office_3/ml_training_2019-12-26-14-59-11_11.yaml
office_3/ml_training_2019-12-28-10-30-32_4.yaml
office_3/ml_training_2019-12-26-14-55-25_3.yaml
office_3/.~lock.interpolated.csv#
office_3/ml_training_2019-12-26-14-58-43_10.yaml
office_3/ml_training_2019-12-26-14-57-46_8.yaml
office_3/ml_training_2019-12-26-14-56-50_6.yaml
office_3/ml_training_2019-12-28-10-27-15_0.yaml
office_3/interpolated.csv
office_3/steering.csv
office_3/ml_training_2019-12-26-14-57-18_7.yaml
office_3/ml_training_2019-12-28-10-29-24_3.yaml
office_3/ml_training_2019-12-26-14-54-30_1.yaml
office_3/ml_training_2019-12-28-10-31-56_6.yaml
office_3/ml_training_2019-12-28-10-28-42_2.yaml
office_3/ml_training_2019-12-28-10-28-00_1.yaml
office_3/ml_training_2019-12-26-14-58-15_9.yaml
office_3/center/
office_3/center/1577400891034682368.jpg
office_3/center/1577401028987062272.jpg
office_3/center/1577401061435839744.jpg
office_3/center/1577400933587376640.jpg
office_3/center/1577401087784848896.jpg
office_3/center/1577401021187643392.jpg
office_3/center/1577400903084445696.jpg
office_3/center/1577400947038852608.jpg
office_3/center/1577401157982999296.jpg
office_3/center/1577400924187524608.jpg
office_3/center/1577400974191615232.jpg
office_3/center/1577401095184762112.jpg
office_3/center/1577400971191157504.jpg
office_3/center/1577400960490674176.jpg
office_3/center/1577401183682134784.jpg
office_3/center/1577401100634662144.jpg
office_3/center/1577401064585897984.jpg
office_3/center/1577401169032507904.jpg
office_3/center/1577401121884070656.jpg
office_3/center/1577401133633318656.jpg
office_3/center/1577401125284345600.jpg
office_3/center/1577400951989418752.jpg
office_3/center/1577401095734939648.jpg
office_3/center/1577401163332918272.jpg
office_3/center/1577401013188172800.jpg
office_3/center/1577401093484875776.jpg
office_3/center/1577401067835656192.jpg
office_3/center/1577401061535786496.jpg
office_3/center/1577400900734519296.jpg
office_3/center/1577400928337382656.jpg
office_3/center/1577400900984609280.jpg
office_3/center/1577400938637807360.jpg
office_3/center/1577400889684697856.jpg
office_3/center/1577401088285186816.jpg
office_3/center/1577401075285670912.jpg
office_3/center/1577400860429372672.jpg
office_3/center/1577400886334423296.jpg
office_3/center/1577401062536097536.jpg
office_3/center/1577400853323355648.jpg
office_3/center/1577401166333186048.jpg
office_3/center/1577400981990101760.jpg
office_3/center/1577401048236065536.jpg
office_3/center/1577400982289848064.jpg
office_3/center/1577401111984628480.jpg
office_3/center/1577401099585009152.jpg
office_3/center/1577401062336079104.jpg
office_3/center/1577400865933780736.jpg
office_3/center/1577400933137783808.jpg
office_3/center/1577401043486320384.jpg
office_3/center/1577401153132941312.jpg
office_3/center/1577400884034927104.jpg
office_3/center/1577401061235994112.jpg
office_3/center/1577400906134054144.jpg
office_3/center/1577401031286993408.jpg
office_3/center/1577400970641474304.jpg
office_3/center/1577401142482921984.jpg
office_3/center/1577400899084695040.jpg
office_3/center/1577401030937048832.jpg
office_3/center/1577400980940552192.jpg
office_3/center/1577401016937588224.jpg
office_3/center/1577400901284765952.jpg
office_3/center/1577401053785902336.jpg
office_3/center/1577401142382846720.jpg
office_3/center/1577401043786358528.jpg
office_3/center/1577400845714396416.jpg
office_3/center/1577400865433509632.jpg
office_3/center/1577401152483090176.jpg
office_3/center/1577401050735870208.jpg
office_3/center/1577401030286805760.jpg
office_3/center/1577401154783395840.jpg
office_3/center/1577400849068341504.jpg
office_3/center/1577400881136740096.jpg
office_3/center/1577400921087273984.jpg
office_3/center/1577400968741049344.jpg
office_3/center/1577401164183141632.jpg
office_3/center/1577400850220832768.jpg
office_3/center/1577401117534666496.jpg
office_3/center/1577400848718444544.jpg
office_3/center/1577400878536740864.jpg
office_3/center/1577401152683130112.jpg
office_3/center/1577400875339298560.jpg
office_3/center/1577400935687526912.jpg
office_3/center/1577400870737925632.jpg
office_3/center/1577400858227267072.jpg
office_3/center/1577400868985981696.jpg
office_3/center/1577400887734491648.jpg
office_3/center/1577400935337357824.jpg
office_3/center/1577401121484197888.jpg
office_3/center/1577401034486761984.jpg
office_3/center/1577400934987880704.jpg
office_3/center/1577400851871998464.jpg
office_3/center/1577400883434326016.jpg
office_3/center/1577401102684539904.jpg
office_3/center/1577401093184908288.jpg
office_3/center/1577400882334761472.jpg
office_3/center/1577400946338589696.jpg
office_3/center/1577400868235557376.jpg
office_3/center/1577400888834625792.jpg
office_3/center/1577400897434669824.jpg
office_3/center/1577401115884277248.jpg
office_3/center/1577400883734500096.jpg
office_3/center/1577400916086748672.jpg
office_3/center/1577401044536193792.jpg
office_3/center/1577401072685998336.jpg
office_3/center/1577401159582988800.jpg
office_3/center/1577401125134174208.jpg
office_3/center/1577401033936805376.jpg
office_3/center/1577400925837718016.jpg
office_3/center/1577400891935272960.jpg
office_3/center/1577401146882805760.jpg
office_3/center/1577401024637373696.jpg
office_3/center/1577400875838572544.jpg
office_3/center/1577401120834313984.jpg
office_3/center/1577400880136308224.jpg
office_3/center/1577401173032839680.jpg
office_3/center/1577401183382154496.jpg
office_3/center/1577401081235140608.jpg
office_3/center/1577400932487921920.jpg
office_3/center/1577401107634914560.jpg
office_3/center/1577400928437442816.jpg
office_3/center/1577400849018345216.jpg
office_3/center/1577401047336372480.jpg
office_3/center/1577400910784706048.jpg
office_3/center/1577401073585755136.jpg
office_3/center/1577400957240026112.jpg
office_3/center/1577401077185201664.jpg
office_3/center/1577400853973964544.jpg
office_3/center/1577400856925310976.jpg
office_3/center/1577401063185880320.jpg
office_3/center/1577400968141167104.jpg
office_3/center/1577400908534518016.jpg
office_3/center/1577400943488313344.jpg
office_3/center/1577400889284599040.jpg
office_3/center/1577401132883820032.jpg
office_3/center/1577401161632960000.jpg
office_3/center/1577401073635741184.jpg
office_3/center/1577400958140198144.jpg
office_3/center/1577401092584781824.jpg
office_3/center/1577401140633552128.jpg
office_3/center/1577400928737602560.jpg
office_3/center/1577400855374350080.jpg
office_3/center/1577400951088836096.jpg
office_3/center/1577401180882240256.jpg
office_3/center/1577401148782834432.jpg
office_3/center/1577400881286618112.jpg
office_3/center/1577400844513289216.jpg
office_3/center/1577401015187730176.jpg
office_3/center/1577400899584348416.jpg
office_3/center/1577401047736017408.jpg
office_3/center/1577401022187378176.jpg
office_3/center/1577400861930494720.jpg
office_3/center/1577401083385577216.jpg
office_3/center/1577401103384497664.jpg
office_3/center/1577400844213310464.jpg
office_3/center/1577400874288225024.jpg
office_3/center/1577401019087747584.jpg
office_3/center/1577400890984675072.jpg
office_3/center/1577401119034322176.jpg
office_3/center/1577400955739785984.jpg
office_3/center/1577400943038342144.jpg
office_3/center/1577400847065650432.jpg
office_3/center/1577401150383237632.jpg
office_3/center/1577400925937620480.jpg
office_3/center/1577400886584691968.jpg
office_3/center/1577401179282192640.jpg
office_3/center/1577400940387686144.jpg
office_3/center/1577401128433215744.jpg
office_3/center/1577400961090410496.jpg
office_3/center/1577400961540375808.jpg
office_3/center/1577401134632841472.jpg
office_3/center/1577400880886559488.jpg
office_3/center/1577401100334717696.jpg
office_3/center/1577400864732589824.jpg
office_3/center/1577401136482881024.jpg
office_3/center/1577401079735441152.jpg
office_3/center/1577400959940336128.jpg
office_3/center/1577401182082521856.jpg
office_3/center/1577400847666999040.jpg
office_3/center/1577400901184711936.jpg
office_3/center/1577400855574773760.jpg
office_3/center/1577401084185118208.jpg
office_3/center/1577400931437509632.jpg
office_3/center/1577400858277408768.jpg
office_3/center/1577400974141655808.jpg
office_3/center/1577401041886412288.jpg
office_3/center/1577400905534517248.jpg
office_3/center/1577401118884448256.jpg
office_3/center/1577400942087715072.jpg
office_3/center/1577400967391136512.jpg
office_3/center/1577400871187993088.jpg
office_3/center/1577401117984693504.jpg
office_3/center/1577400917536741888.jpg
office_3/center/1577401129633660416.jpg
office_3/center/1577401097884363520.jpg
office_3/center/1577400867084791296.jpg
office_3/center/1577400887984885760.jpg
office_3/center/1577400925987578112.jpg
office_3/center/1577401038635892224.jpg
office_3/center/1577401060585961728.jpg
office_3/center/1577400867585229056.jpg
office_3/center/1577400955239780608.jpg
office_3/center/1577400844013053184.jpg
office_3/center/1577400928037018880.jpg
office_3/center/1577400875888429312.jpg
office_3/center/1577400920837216256.jpg
office_3/center/1577401172582079488.jpg
office_3/center/1577400900284609792.jpg
office_3/center/1577400849569398528.jpg
office_3/center/1577401171882794752.jpg
office_3/center/1577401021537622784.jpg
office_3/center/1577400890184977152.jpg
office_3/center/1577400900934574080.jpg
office_3/center/1577400957490062848.jpg
office_3/center/1577401179531812608.jpg
office_3/center/1577401065585789184.jpg
office_3/center/1577401059085690624.jpg
office_3/center/1577401021437723648.jpg
office_3/center/1577401141783614464.jpg
office_3/center/1577401036486680064.jpg
office_3/center/1577400969791450880.jpg
office_3/center/1577401050285910016.jpg
office_3/center/1577400926587236608.jpg
office_3/center/1577401162732702208.jpg
office_3/center/1577400908034526976.jpg
office_3/center/1577401058085922048.jpg
office_3/center/1577400920287169536.jpg
office_3/center/1577400896634399232.jpg
office_3/center/1577401115384443904.jpg
office_3/center/1577400914186055936.jpg
office_3/center/1577401155633259776.jpg
office_3/center/1577401172532025088.jpg
office_3/center/1577401023187521280.jpg
office_3/center/1577401058386283776.jpg
office_3/center/1577401032286601472.jpg
office_3/center/1577401086734747904.jpg
office_3/center/1577401091185421824.jpg
office_3/center/1577401162283248128.jpg
office_3/center/1577400975341889280.jpg
office_3/center/1577400961240444416.jpg
office_3/center/1577401040936376576.jpg
office_3/center/1577400876287751168.jpg
office_3/center/1577401079985413632.jpg
office_3/center/1577400900234603008.jpg
office_3/center/1577400929537490944.jpg
office_3/center/1577401092934847744.jpg
office_3/center/1577401148983011328.jpg
office_3/center/1577400920437251584.jpg
office_3/center/1577401085335261696.jpg
office_3/center/1577401056186291456.jpg
office_3/center/1577401094634777344.jpg
office_3/center/1577401137583415808.jpg
office_3/center/1577401137233567488.jpg
office_3/center/1577400972941968128.jpg
office_3/center/1577401084935146240.jpg
office_3/center/1577401044186282496.jpg
office_3/center/1577401106884687360.jpg
office_3/center/1577400906934283776.jpg
office_3/center/1577401091235384832.jpg
office_3/center/1577401117484613376.jpg
office_3/center/1577400937137958656.jpg
office_3/center/1577400962290601216.jpg
office_3/center/1577401112234320128.jpg
office_3/center/1577401043336282368.jpg
office_3/center/1577401058436372992.jpg
office_3/center/1577401168732432384.jpg
office_3/center/1577400915236179200.jpg
office_3/center/1577400944838565376.jpg
office_3/center/1577400949139160576.jpg
office_3/center/1577400855274477824.jpg
office_3/center/1577401034036836352.jpg
office_3/center/1577401157132691456.jpg
office_3/center/1577400885834833664.jpg
office_3/center/1577401147283506176.jpg
office_3/center/1577400943838122752.jpg
office_3/center/1577400932287720192.jpg
office_3/center/1577400966840685824.jpg
office_3/center/1577401157532803584.jpg
office_3/center/1577400862380551168.jpg
office_3/center/1577401183482172928.jpg
office_3/center/1577401171382449408.jpg
office_3/center/1577400867435152640.jpg
office_3/center/1577401083735146752.jpg
office_3/center/1577400944688454144.jpg
office_3/center/1577401045886198528.jpg
office_3/center/1577400882085207552.jpg
office_3/center/1577400980590323200.jpg
office_3/center/1577400930437538560.jpg
office_3/center/1577400928887730688.jpg
office_3/center/1577401075585534720.jpg
office_3/center/1577400846165599488.jpg
office_3/center/1577401042186311168.jpg
office_3/center/1577400978490873344.jpg
office_3/center/1577400903334345216.jpg
office_3/center/1577400967541193728.jpg
office_3/center/1577400896684432384.jpg
office_3/center/1577400882884853248.jpg
office_3/center/1577401174182705408.jpg
office_3/center/1577400948338768128.jpg
office_3/center/1577401059435583488.jpg
office_3/center/1577401025337434624.jpg
office_3/center/1577401088635041280.jpg
office_3/center/1577400916386730240.jpg
office_3/center/1577400979341227776.jpg
office_3/center/1577400857477322752.jpg
office_3/center/1577400868435903744.jpg
office_3/center/1577401157332677888.jpg
office_3/center/1577401050685870336.jpg
office_3/center/1577400849368684800.jpg
office_3/center/1577401141583174656.jpg
office_3/center/1577401176682216448.jpg
office_3/center/1577400908234770176.jpg
office_3/center/1577401034186793216.jpg
office_3/center/1577401131933502208.jpg
office_3/center/1577401153582823680.jpg
office_3/center/1577401087285328384.jpg
office_3/center/1577401084685285632.jpg
office_3/center/1577400974041644800.jpg
office_3/center/1577401041586468096.jpg
office_3/center/1577401055886052608.jpg
office_3/center/1577400916736670208.jpg
office_3/center/1577401044686138368.jpg
office_3/center/1577401054035881216.jpg
office_3/center/1577401102584499712.jpg
office_3/center/1577401058286070272.jpg
office_3/center/1577400942838577408.jpg
office_3/center/1577401182981748480.jpg
office_3/center/1577400906784494592.jpg
office_3/center/1577400933387610368.jpg
office_3/center/1577401155082736384.jpg
office_3/center/1577401118834462464.jpg
office_3/center/1577401031087034368.jpg
office_3/center/1577401071585888512.jpg
office_3/center/1577400967991123456.jpg
office_3/center/1577401043836364800.jpg
office_3/center/1577401143533278208.jpg
office_3/center/1577401051885861376.jpg
office_3/center/1577401044036344576.jpg
office_3/center/1577401165732486656.jpg
office_3/center/1577401081835181312.jpg
office_3/center/1577401154633336576.jpg
office_3/center/1577400914236101888.jpg
office_3/center/1577400964190896896.jpg
office_3/center/1577400892434858240.jpg
office_3/center/1577401108484567296.jpg
office_3/center/1577400932187704320.jpg
office_3/center/1577400973141772032.jpg
office_3/center/1577400887234578688.jpg
office_3/center/1577401026187053312.jpg
office_3/center/1577400851171371776.jpg
office_3/center/1577400893635087104.jpg
office_3/center/1577401182032494336.jpg
office_3/center/1577400952189280256.jpg
office_3/center/1577401094934859264.jpg
office_3/center/1577401175982499840.jpg
office_3/center/1577400861680440320.jpg
office_3/center/1577401160682978304.jpg
office_3/center/1577400950439501312.jpg
office_3/center/1577401117284374272.jpg
office_3/center/1577401156332783616.jpg
office_3/center/1577401151282894080.jpg
office_3/center/1577401102534480384.jpg
office_3/center/1577401130233623552.jpg
office_3/center/1577401143883232768.jpg
office_3/center/1577400889584704768.jpg
office_3/center/1577400980390333696.jpg
office_3/center/1577401139383608064.jpg
office_3/center/1577401056036248832.jpg
office_3/center/1577401026637478656.jpg
office_3/center/1577400962990718464.jpg
office_3/center/1577400930487569920.jpg
office_3/center/1577400932437891584.jpg
office_3/center/1577401171832811520.jpg
office_3/center/1577400935837696000.jpg
office_3/center/1577400937287559680.jpg
office_3/center/1577400951789555712.jpg
office_3/center/1577400884584314624.jpg
office_3/center/1577400871838925568.jpg
office_3/center/1577401058686574848.jpg
office_3/center/1577400928287285760.jpg
office_3/center/1577400978991093504.jpg
office_3/center/1577401124283985152.jpg
office_3/center/1577401051485761536.jpg
office_3/center/1577400955139813888.jpg
office_3/center/1577400971891763968.jpg
office_3/center/1577400975841665024.jpg
office_3/center/1577401166082908928.jpg
office_3/center/1577401023887246336.jpg
office_3/center/1577401184831943168.jpg
office_3/center/1577401012338253312.jpg
office_3/center/1577400858377672192.jpg
office_3/center/1577400888235190016.jpg
office_3/center/1577401048835945216.jpg
office_3/center/1577401066885809664.jpg
office_3/center/1577401015137719552.jpg
office_3/center/1577400927187472384.jpg
office_3/center/1577401165582720256.jpg
office_3/center/1577401053135852032.jpg
office_3/center/1577400866183952384.jpg
office_3/center/1577400844313359616.jpg
office_3/center/1577400949689075712.jpg
office_3/center/1577401138483497472.jpg
office_3/center/1577401086235064832.jpg
office_3/center/1577401173982463488.jpg
office_3/center/1577401168782415872.jpg
office_3/center/1577401130733722880.jpg
office_3/center/1577401070135990272.jpg
office_3/center/1577400952489529088.jpg
office_3/center/1577401048935875072.jpg
office_3/center/1577400884834386432.jpg
office_3/center/1577400899734440192.jpg
office_3/center/1577401144683648256.jpg
office_3/center/1577400865133297408.jpg
office_3/center/1577401117334391808.jpg
office_3/center/1577401055735772416.jpg
office_3/center/1577400964290907136.jpg
office_3/center/1577401018337594368.jpg
office_3/center/1577401019487696640.jpg
office_3/center/1577400886784777984.jpg
office_3/center/1577401030436838144.jpg
office_3/center/1577400969141206272.jpg
office_3/center/1577401052386020096.jpg
office_3/center/1577400952689860608.jpg
office_3/center/1577401066535683840.jpg
office_3/center/1577400893485057536.jpg
office_3/center/1577400921437169408.jpg
office_3/center/1577401042286329856.jpg
office_3/center/1577401040636561920.jpg
office_3/center/1577401079085555712.jpg
office_3/center/1577401070585896448.jpg
office_3/center/1577401130633571584.jpg
office_3/center/1577401159732900864.jpg
office_3/center/1577400875988272640.jpg
office_3/center/1577401100984597760.jpg
office_3/center/1577400908834151168.jpg
office_3/center/1577401081935347968.jpg
office_3/center/1577401167032376064.jpg
office_3/center/1577400910384733440.jpg
office_3/center/1577401056286262528.jpg
office_3/center/1577401028587112192.jpg
office_3/center/1577401126933707520.jpg
office_3/center/1577400866384123136.jpg
office_3/center/1577400919537206016.jpg
office_3/center/1577400889534647552.jpg
office_3/center/1577401143483296512.jpg
office_3/center/1577401137183555072.jpg
office_3/center/1577401152583131392.jpg
office_3/center/1577401051135814144.jpg
office_3/center/1577400968341079040.jpg
office_3/center/1577400878636980736.jpg
office_3/center/1577400957639949824.jpg
office_3/center/1577401014987678720.jpg
office_3/center/1577401105134580224.jpg
office_3/center/1577400967841185792.jpg
office_3/center/1577401141333173248.jpg
office_3/center/1577401123234077696.jpg
office_3/center/1577401073835826432.jpg
office_3/center/1577400964940851712.jpg
office_3/center/1577400948089073920.jpg
office_3/center/1577401042536302080.jpg
office_3/center/1577400877338672896.jpg
office_3/center/1577401025587538176.jpg
office_3/center/1577401178932652544.jpg
office_3/center/1577400958340104192.jpg
office_3/center/1577401094035078144.jpg
office_3/center/1577401137483510272.jpg
office_3/center/1577401119784366080.jpg
office_3/center/1577401095034872064.jpg
office_3/center/1577401141633211392.jpg
office_3/center/1577400945638461440.jpg
office_3/center/1577400887684488960.jpg
office_3/center/1577401141483140608.jpg
office_3/center/1577400892334982144.jpg
office_3/center/1577401049685995264.jpg
office_3/center/1577400940287786496.jpg
office_3/center/1577401127433811200.jpg
office_3/center/1577400886684765184.jpg
office_3/center/1577400967291005952.jpg
office_3/center/1577401131083817472.jpg
office_3/center/1577400883184681216.jpg
office_3/center/1577401155532872960.jpg
office_3/center/1577401046835733504.jpg
office_3/center/1577401070835770624.jpg
office_3/center/1577401025737408000.jpg
office_3/center/1577400875588799488.jpg
office_3/center/1577400971141125376.jpg
office_3/center/1577400883134770432.jpg
office_3/center/1577400959490236416.jpg
office_3/center/1577401043436305408.jpg
office_3/center/1577401177082252032.jpg
office_3/center/1577401173382082560.jpg
office_3/center/1577400909784846592.jpg
office_3/center/1577401068785846528.jpg
office_3/center/1577401074085760512.jpg
office_3/center/1577401034836871680.jpg
office_3/center/1577401177982372096.jpg
office_3/center/1577400965590782976.jpg
office_3/center/1577401174532562688.jpg
office_3/center/1577400981340022272.jpg
office_3/center/1577400916886755072.jpg
office_3/center/1577401173182728704.jpg
office_3/center/1577401046136254208.jpg
office_3/center/1577400932037577472.jpg
office_3/center/1577400956190070272.jpg
office_3/center/1577401119884373248.jpg
office_3/center/1577400858126953472.jpg
office_3/center/1577400858728390912.jpg
office_3/center/1577401114534080000.jpg
office_3/center/1577400863231399424.jpg
office_3/center/1577400914436410368.jpg
office_3/center/1577401124683958272.jpg
office_3/center/1577400981890096128.jpg
office_3/center/1577401132183583744.jpg
office_3/center/1577400907784265472.jpg
office_3/center/1577401072335667456.jpg
office_3/center/1577401108334393600.jpg
office_3/center/1577400887384530944.jpg
office_3/center/1577401079435463168.jpg
office_3/center/1577401037436503040.jpg
office_3/center/1577401054385650432.jpg
office_3/center/1577401045035769856.jpg
office_3/center/1577400872089435136.jpg
office_3/center/1577401068435847168.jpg
office_3/center/1577401124034124544.jpg
office_3/center/1577400910734729728.jpg
office_3/center/1577401116184419328.jpg
office_3/center/1577401096134808832.jpg
office_3/center/1577401138133426432.jpg
office_3/center/1577401159832913920.jpg
office_3/center/1577401086634813184.jpg
office_3/center/1577400950289390848.jpg
office_3/center/1577400967040788480.jpg
office_3/center/1577400963690385920.jpg
office_3/center/1577401017337743616.jpg
office_3/center/1577401020637274624.jpg
office_3/center/1577401182582025728.jpg
office_3/center/1577401147183271424.jpg
office_3/center/1577401027387383040.jpg
office_3/center/1577401082784703488.jpg
office_3/center/1577401139983560448.jpg
office_3/center/1577401069885762048.jpg
office_3/center/1577401066835658752.jpg
office_3/center/1577401126734021888.jpg
office_3/center/1577401043236275712.jpg
office_3/center/1577401064236012288.jpg
office_3/center/1577400867385182464.jpg
office_3/center/1577400971591621888.jpg
office_3/center/1577400959440256256.jpg
office_3/center/1577401146183621120.jpg
office_3/center/1577401122884332032.jpg
office_3/center/1577401012938108416.jpg
office_3/center/1577401014238679552.jpg
office_3/center/1577401095484692736.jpg
office_3/center/1577400851672098048.jpg
office_3/center/1577400980090439424.jpg
office_3/center/1577400952789896192.jpg
office_3/center/1577401128233278464.jpg
office_3/center/1577401051085816576.jpg
office_3/center/1577400891885240320.jpg
office_3/center/1577401138083408384.jpg
office_3/center/1577401145983640064.jpg
office_3/center/1577401170282329600.jpg
office_3/center/1577400878036993024.jpg
office_3/center/1577400888335151616.jpg
office_3/center/1577401011688661504.jpg
office_3/center/1577401166932067584.jpg
office_3/center/1577400946588699392.jpg
office_3/center/1577400882934843648.jpg
office_3/center/1577400921337257216.jpg
office_3/center/1577401031586834176.jpg
office_3/center/1577401150182657024.jpg
office_3/center/1577400894184668160.jpg
office_3/center/1577400941088159744.jpg
office_3/center/1577401093884885504.jpg
office_3/center/1577401149483583488.jpg
office_3/center/1577401136682646784.jpg
office_3/center/1577400881336509696.jpg
office_3/center/1577401042336329472.jpg
office_3/center/1577400911384587008.jpg
office_3/center/1577400973641555200.jpg
office_3/center/1577401097934257664.jpg
office_3/center/1577401167882111232.jpg
office_3/center/1577401137533510400.jpg
office_3/center/1577400970091241472.jpg
office_3/center/1577401088985031936.jpg
office_3/center/1577400949189110272.jpg
office_3/center/1577400910634763776.jpg
office_3/center/1577400953489598208.jpg
office_3/center/1577400949889135104.jpg
office_3/center/1577401113734297344.jpg
office_3/center/1577401133383843072.jpg
office_3/center/1577401169732410880.jpg
office_3/center/1577401050885826816.jpg
office_3/center/1577400960290644992.jpg
office_3/center/1577401087385123328.jpg
office_3/center/1577400970191173632.jpg
office_3/center/1577400907734230272.jpg
office_3/center/1577401177432435200.jpg
office_3/center/1577400852573050880.jpg
office_3/center/1577401133733190144.jpg
office_3/center/1577401085235169280.jpg
office_3/center/1577400935437327872.jpg
office_3/center/1577400950339433984.jpg
office_3/center/1577400848918418688.jpg
office_3/center/1577400882035334144.jpg
office_3/center/1577400911684926208.jpg
office_3/center/1577401182881796352.jpg
office_3/center/1577401111635039232.jpg
office_3/center/1577401175432444928.jpg
office_3/center/1577401025687472640.jpg
office_3/center/1577400893934955008.jpg
office_3/center/1577401074835876864.jpg
office_3/center/1577401036336715520.jpg
office_3/center/1577401168682475776.jpg
office_3/center/1577401013088148224.jpg
office_3/center/1577400977590989568.jpg
office_3/center/1577401073685774336.jpg
office_3/center/1577400872587795968.jpg
office_3/center/1577401012288263680.jpg
office_3/center/1577400885034457856.jpg
office_3/center/1577401183232023296.jpg
office_3/center/1577400892834751232.jpg
office_3/center/1577401016638371584.jpg
office_3/center/1577400973991643648.jpg
office_3/center/1577400907534249984.jpg
office_3/center/1577400871738485248.jpg
office_3/center/1577400923387156736.jpg
office_3/center/1577400880535734784.jpg
office_3/center/1577401107334396928.jpg
office_3/center/1577401114484197120.jpg
office_3/center/1577400916636614912.jpg
office_3/center/1577401114834731776.jpg
office_3/center/1577401150282922752.jpg
office_3/center/1577401027837249280.jpg
office_3/center/1577400880786273024.jpg
office_3/center/1577400946188720640.jpg
office_3/center/1577400865783728128.jpg
office_3/center/1577400880485727488.jpg
office_3/center/1577401039236808960.jpg
office_3/center/1577400862180492800.jpg
office_3/center/1577401035036817920.jpg
office_3/center/1577400865233341184.jpg
office_3/center/1577400966490842624.jpg
office_3/center/1577401147082986240.jpg
office_3/center/1577401076135748096.jpg
office_3/center/1577401167932107264.jpg
office_3/center/1577400973891660032.jpg
office_3/center/1577401028887040768.jpg
office_3/center/1577401103284405248.jpg
office_3/center/1577401140333522432.jpg
office_3/center/1577401055086172160.jpg
office_3/center/1577401070985665280.jpg
office_3/center/1577401025987044352.jpg
office_3/center/1577400878086726912.jpg
office_3/center/1577401183181962496.jpg
office_3/center/1577401125883261952.jpg
office_3/center/1577401157482798336.jpg
office_3/center/1577400845063418624.jpg
office_3/center/1577400940038220032.jpg
office_3/center/1577401085135100160.jpg
office_3/center/1577401080235591936.jpg
office_3/center/1577401010938280192.jpg
office_3/center/1577400925537275392.jpg
office_3/center/1577400961740490240.jpg
office_3/center/1577400889634708992.jpg
office_3/center/1577400866233918464.jpg
office_3/center/1577401042936251392.jpg
office_3/center/1577400849970336000.jpg
office_3/center/1577401023287313664.jpg
office_3/center/1577400908684292608.jpg
office_3/center/1577400877538401280.jpg
office_3/center/1577401035136754432.jpg
office_3/center/1577401056635832832.jpg
office_3/center/1577400902634364416.jpg
office_3/center/1577400913285578240.jpg
office_3/center/1577401042136322304.jpg
office_3/center/1577400932937846272.jpg
office_3/center/1577400914936180480.jpg
office_3/center/1577401085185127936.jpg
office_3/center/1577401138533432064.jpg
office_3/center/1577401167082555904.jpg
office_3/center/1577401158682935552.jpg
office_3/center/1577400872388158464.jpg
office_3/center/1577401030486865152.jpg
office_3/center/1577401184031953408.jpg
office_3/center/1577401130983854336.jpg
office_3/center/1577400951739629824.jpg
office_3/center/1577400942988403712.jpg
office_3/center/1577400895734698496.jpg
office_3/center/1577401164033089792.jpg
office_3/center/1577401131333730048.jpg
office_3/center/1577400936087782656.jpg
office_3/center/1577401013588164096.jpg
office_3/center/1577401148832857344.jpg
office_3/center/1577400877837672448.jpg
office_3/center/1577401034236771072.jpg
office_3/center/1577401055335579904.jpg
office_3/center/1577400845313480960.jpg
office_3/center/1577400967891172096.jpg
office_3/center/1577400945988701440.jpg
office_3/center/1577400851821945856.jpg
office_3/center/1577401072736038400.jpg
office_3/center/1577400938687703552.jpg
office_3/center/1577400975691814144.jpg
office_3/center/1577401159383020544.jpg
office_3/center/1577400941738036992.jpg
office_3/center/1577401166032784640.jpg
office_3/center/1577401156582384128.jpg
office_3/center/1577401102784564224.jpg
office_3/center/1577400882684727808.jpg
office_3/center/1577401112484550656.jpg
office_3/center/1577401092634767872.jpg
office_3/center/1577400946988935424.jpg
office_3/center/1577401108834824192.jpg
office_3/center/1577401077685991680.jpg
office_3/center/1577401086834897664.jpg
office_3/center/1577401099484966400.jpg
office_3/center/1577400951589708544.jpg
office_3/center/1577401023137615616.jpg
office_3/center/1577400912885762560.jpg
office_3/center/1577401064785970944.jpg
office_3/center/1577401123434104320.jpg
office_3/center/1577400979241343488.jpg
office_3/center/1577400892734711296.jpg
office_3/center/1577401112934813952.jpg
office_3/center/1577401065086021632.jpg
office_3/center/1577400957990161152.jpg
office_3/center/1577401184431813632.jpg
office_3/center/1577401140183511040.jpg
office_3/center/1577401052185849856.jpg
office_3/center/1577401107184312320.jpg
office_3/center/1577401035586986240.jpg
office_3/center/1577400915786614272.jpg
office_3/center/1577400871287896320.jpg
office_3/center/1577401142983583744.jpg
office_3/center/1577400869787166464.jpg
office_3/center/1577400966990739200.jpg
office_3/center/1577401025437475840.jpg
office_3/center/1577400860879692544.jpg
office_3/center/1577400873989133568.jpg
office_3/center/1577400969041074176.jpg
office_3/center/1577401131783506432.jpg
office_3/center/1577401150833454592.jpg
office_3/center/1577400967140890624.jpg
office_3/center/1577400879986436352.jpg
office_3/center/1577400860829629696.jpg
office_3/center/1577400895235034880.jpg
office_3/center/1577401083435552256.jpg
office_3/center/1577400873439035136.jpg
office_3/center/1577400961790549504.jpg
office_3/center/1577400881785432320.jpg
office_3/center/1577401068135690496.jpg
office_3/center/1577400936887959552.jpg
office_3/center/1577401023087694336.jpg
office_3/center/1577400935487351552.jpg
office_3/center/1577400892384937472.jpg
office_3/center/1577401079585461504.jpg
office_3/center/1577401026337166848.jpg
office_3/center/1577400974591606272.jpg
office_3/center/1577400924737304576.jpg
office_3/center/1577400913635618560.jpg
office_3/center/1577400848318180352.jpg
office_3/center/1577401030736945664.jpg
office_3/center/1577401160383201792.jpg
office_3/center/1577401171332412416.jpg
office_3/center/1577400946388561152.jpg
office_3/center/1577400889384599296.jpg
office_3/center/1577401175482299136.jpg
office_3/center/1577401091335238400.jpg
office_3/center/1577401108934832128.jpg
office_3/center/1577401078635338752.jpg
office_3/center/1577400888185206272.jpg
office_3/center/1577401038735711488.jpg
office_3/center/1577400982189899264.jpg
office_3/center/1577400874338206976.jpg
office_3/center/1577401156732446464.jpg
office_3/center/1577400861330034432.jpg
office_3/center/1577401128283208704.jpg
office_3/center/1577401057486072064.jpg
office_3/center/1577401015687929344.jpg
office_3/center/1577401088035130112.jpg
office_3/center/1577401092034733568.jpg
office_3/center/1577400888434954240.jpg
office_3/center/1577401161382896128.jpg
office_3/center/1577400906584811008.jpg
office_3/center/1577401047636133632.jpg
office_3/center/1577401112984750336.jpg
office_3/center/1577400861229966080.jpg
office_3/center/1577400859628155136.jpg
office_3/center/1577400934437916160.jpg
office_3/center/1577401072635976704.jpg
office_3/center/1577400937987925248.jpg
office_3/center/1577401094984870144.jpg
office_3/center/1577401163733094912.jpg
office_3/center/1577400846065352192.jpg
office_3/center/1577401074035773952.jpg
office_3/center/1577400857876408576.jpg
office_3/center/1577400923187115264.jpg
office_3/center/1577400910884653056.jpg
office_3/center/1577400857826401024.jpg
office_3/center/1577400965340430592.jpg
office_3/center/1577400981090515456.jpg
office_3/center/1577401064936013824.jpg
office_3/center/1577401149133276928.jpg
office_3/center/1577400897834513920.jpg
office_3/center/1577401163983079424.jpg
office_3/center/1577400847917153792.jpg
office_3/center/1577400891684981760.jpg
office_3/center/1577400950789299968.jpg
office_3/center/1577400859477881344.jpg
office_3/center/1577400863181427456.jpg
office_3/center/1577400869636923136.jpg
office_3/center/1577401042686204928.jpg
office_3/center/1577401121734071808.jpg
office_3/center/1577401109684756480.jpg
office_3/center/1577401020837188608.jpg
office_3/center/1577401097684981504.jpg
office_3/center/1577400869286178560.jpg
office_3/center/1577401018787870208.jpg
office_3/center/1577400961140428032.jpg
office_3/center/1577401169582525696.jpg
office_3/center/1577400876937870848.jpg
office_3/center/1577401125733596928.jpg
office_3/center/1577400942738582784.jpg
office_3/center/1577400845513899776.jpg
office_3/center/1577401027487300864.jpg
office_3/center/1577401010738357248.jpg
office_3/center/1577400937187826176.jpg
office_3/center/1577401011438543104.jpg
office_3/center/1577400896534357760.jpg
office_3/center/1577401102734548224.jpg
office_3/center/1577401037836670976.jpg
office_3/center/1577401031936642816.jpg
office_3/center/1577401082834764032.jpg
office_3/center/1577401135083888128.jpg
office_3/center/1577400952389434368.jpg
office_3/center/1577401116584423168.jpg
office_3/center/1577401079235445760.jpg
office_3/center/1577401031237015552.jpg
office_3/center/1577401172332065792.jpg
office_3/center/1577401030686920448.jpg
office_3/center/1577400902734415360.jpg
office_3/center/1577401060036030208.jpg
office_3/center/1577401173932322560.jpg
office_3/center/1577401168582562816.jpg
office_3/center/1577401121284371712.jpg
office_3/center/1577401082385419264.jpg
office_3/center/1577401180932255232.jpg
office_3/center/1577401044786007296.jpg
office_3/center/1577400971341262592.jpg
office_3/center/1577401059485662208.jpg
office_3/center/1577401093734811904.jpg
office_3/center/1577401104134268160.jpg
office_3/center/1577400957890103296.jpg
office_3/center/1577400929737117440.jpg
office_3/center/1577401106184184576.jpg
office_3/center/1577400859678361088.jpg
office_3/center/1577401146383448320.jpg
office_3/center/1577400925487115264.jpg
office_3/center/1577400948989184768.jpg
office_3/center/1577401041836414464.jpg
office_3/center/1577400894684921856.jpg
office_3/center/1577401174332676096.jpg
office_3/center/1577401034286744576.jpg
office_3/center/1577401045235915264.jpg
office_3/center/1577401122634252544.jpg
office_3/center/1577400963240434688.jpg
office_3/center/1577400893385038336.jpg
office_3/center/1577400892634635008.jpg
office_3/center/1577401035336698368.jpg
office_3/center/1577401147882988288.jpg
office_3/center/1577400959690205440.jpg
office_3/center/1577400852673065728.jpg
office_3/center/1577401176032544000.jpg
office_3/center/1577401106984534016.jpg
office_3/center/1577401068035625216.jpg
office_3/center/1577400848768470784.jpg
office_3/center/1577400927137307648.jpg
office_3/center/1577401021087476736.jpg
office_3/center/1577401021987355904.jpg
office_3/center/1577401054435666944.jpg
office_3/center/1577401137433472512.jpg
office_3/center/1577400930687600128.jpg
office_3/center/1577400965691003392.jpg
office_3/center/1577400857577105920.jpg
office_3/center/1577401091385134336.jpg
office_3/center/1577400846015101952.jpg
office_3/center/1577401018137738496.jpg
office_3/center/1577400973391658240.jpg
office_3/center/1577401078135335424.jpg
office_3/center/1577401133833156608.jpg
office_3/center/1577401080285636864.jpg
office_3/center/1577400949339107840.jpg
office_3/center/1577401038186833408.jpg
office_3/center/1577400880836410368.jpg
office_3/center/1577401182681907968.jpg
office_3/center/1577401157182661120.jpg
office_3/center/1577401094584764416.jpg
office_3/center/1577401177732333824.jpg
office_3/center/1577400921636993024.jpg
office_3/center/1577401017187503360.jpg
office_3/center/1577401113134530816.jpg
office_3/center/1577400876787781888.jpg
office_3/center/1577400854023968768.jpg
office_3/center/1577401143833231616.jpg
office_3/center/1577400978241238528.jpg
office_3/center/1577400860179233024.jpg
office_3/center/1577401060135991552.jpg
office_3/center/1577401081985505024.jpg
office_3/center/1577401018837844736.jpg
office_3/center/1577401080135550208.jpg
office_3/center/1577401019037768192.jpg
office_3/center/1577400903384360704.jpg
office_3/center/1577401118734432512.jpg
office_3/center/1577400981040564736.jpg
office_3/center/1577401034636837888.jpg
office_3/center/1577401016987509504.jpg
office_3/center/1577401054335616768.jpg
office_3/center/1577401042386330624.jpg
office_3/center/1577401074685709568.jpg
office_3/center/1577400947839403008.jpg
office_3/center/1577401056585869568.jpg
office_3/center/1577400957940161024.jpg
office_3/center/1577401091884641280.jpg
office_3/center/1577400852372703232.jpg
office_3/center/1577401158382894848.jpg
office_3/center/1577401096234743040.jpg
office_3/center/1577400976741289472.jpg
office_3/center/1577401011388478976.jpg
office_3/center/1577401081435116032.jpg
office_3/center/1577400933187801856.jpg
office_3/center/1577400969691389952.jpg
office_3/center/1577401072936135424.jpg
office_3/center/1577400885234578944.jpg
office_3/center/1577400943988016384.jpg
office_3/center/1577401096084866560.jpg
office_3/center/1577400944088011520.jpg
office_3/center/1577401067286346496.jpg
office_3/center/1577401019187657728.jpg
office_3/center/1577400947338780928.jpg
office_3/center/1577401041636448768.jpg
office_3/center/1577400943138318592.jpg
office_3/center/1577400954439417088.jpg
office_3/center/1577400915636467968.jpg
office_3/center/1577401047436310528.jpg
office_3/center/1577401045936260864.jpg
office_3/center/1577401068735837184.jpg
office_3/center/1577400955289781504.jpg
office_3/center/1577401050785841408.jpg
office_3/center/1577400864682593024.jpg
office_3/center/1577400915486455296.jpg
office_3/center/1577401054886380800.jpg
office_3/center/1577400957789974016.jpg
office_3/center/1577401090985176576.jpg
office_3/center/1577400847716910592.jpg
office_3/center/1577400896484366848.jpg
office_3/center/1577400895834526720.jpg
office_3/center/1577401136133944320.jpg
office_3/center/1577401113184450560.jpg
office_3/center/1577400871038040832.jpg
office_3/center/1577400952139292928.jpg
office_3/center/1577400928537505792.jpg
office_3/center/1577401043736333824.jpg
office_3/center/1577401108734762752.jpg
office_3/center/1577401134532947456.jpg
office_3/center/1577401107034439168.jpg
office_3/center/1577401164982299904.jpg
office_3/center/1577401052285962240.jpg
office_3/center/1577400919487288320.jpg
office_3/center/1577400859327716096.jpg
office_3/center/1577401083635292672.jpg
office_3/center/1577401173631856640.jpg
office_3/center/1577401105184598784.jpg
office_3/center/1577400900384611840.jpg
office_3/center/1577401149832808704.jpg
office_3/center/1577401138983540224.jpg
office_3/center/1577400866434104832.jpg
office_3/center/1577401181632176128.jpg
office_3/center/1577400931787422464.jpg
office_3/center/1577401184731909888.jpg
office_3/center/1577400918887044864.jpg
office_3/center/1577401039636526848.jpg
office_3/center/1577400862030432256.jpg
office_3/center/1577401155683406848.jpg
office_3/center/1577401147683146752.jpg
office_3/center/1577400876587709440.jpg
office_3/center/1577401051285732352.jpg
office_3/center/1577401104234119168.jpg
office_3/center/1577400938138056960.jpg
office_3/center/1577401094734804736.jpg
office_3/center/1577400906234336512.jpg
office_3/center/1577400940938024448.jpg
office_3/center/1577401041746830848.jpg
office_3/center/1577401170832325888.jpg
office_3/center/1577401036236659712.jpg
office_3/center/1577401162083093504.jpg
office_3/center/1577401052135863040.jpg
office_3/center/1577400888085086976.jpg
office_3/center/1577401013837710336.jpg
office_3/center/1577401067086257664.jpg
office_3/center/1577400923087148032.jpg
office_3/center/1577400922737541376.jpg
office_3/center/1577400888285221376.jpg
office_3/center/1577401090184952576.jpg
office_3/center/1577401176082601472.jpg
office_3/center/1577400879836543488.jpg
office_3/center/1577401100934577152.jpg
office_3/center/1577400850871161344.jpg
office_3/center/1577400890484916480.jpg
office_3/center/1577400949289083392.jpg
office_3/center/1577400856475828480.jpg
office_3/center/1577400979540992256.jpg
office_3/center/1577401174082606592.jpg
office_3/center/1577401162133101312.jpg
office_3/center/1577400942337701120.jpg
office_3/center/1577401129683662080.jpg
office_3/center/1577400880086319616.jpg
office_3/center/1577400853073150208.jpg
office_3/center/1577401133033996800.jpg
office_3/center/1577400899184664064.jpg
office_3/center/1577401150883390720.jpg
office_3/center/1577401175082630912.jpg
office_3/center/1577400957840039168.jpg
office_3/center/1577400866584344064.jpg
office_3/center/1577400872888883456.jpg
office_3/center/1577400936287684352.jpg
office_3/center/1577400925437033984.jpg
office_3/center/1577400872288632832.jpg
office_3/center/1577400963040707584.jpg
office_3/center/1577401141433121280.jpg
office_3/center/1577401060086017536.jpg
office_3/center/1577401167182891520.jpg
office_3/center/1577401175132695296.jpg
office_3/center/1577401114134430976.jpg
office_3/center/1577401168482615552.jpg
office_3/center/1577401147583354112.jpg
office_3/center/1577401133583386368.jpg
office_3/center/1577401046036332800.jpg
office_3/center/1577400878987431168.jpg
office_3/center/1577400881735528960.jpg
office_3/center/1577401123834079232.jpg
office_3/center/1577400948688900864.jpg
office_3/center/1577401017887905024.jpg
office_3/center/1577401124984089856.jpg
office_3/center/1577400981140455936.jpg
office_3/center/1577401030887037440.jpg
office_3/center/1577401143183352832.jpg
office_3/center/1577401031686775552.jpg
office_3/center/1577400976891356416.jpg
office_3/center/1577400940487646464.jpg
office_3/center/1577401160233137408.jpg
office_3/center/1577401140283538432.jpg
office_3/center/1577400889734696192.jpg
office_3/center/1577401049235757056.jpg
office_3/center/1577401151033056768.jpg
office_3/center/1577401076185599488.jpg
office_3/center/1577400921786934528.jpg
office_3/center/1577401083785088768.jpg
office_3/center/1577401026987660288.jpg
office_3/center/1577400933337665024.jpg
office_3/center/1577401020187492608.jpg
office_3/center/1577400920737241344.jpg
office_3/center/1577400963440254208.jpg
office_3/center/1577401029337106176.jpg
office_3/center/1577401161532949504.jpg
office_3/center/1577401056535898368.jpg
office_3/center/1577401070085944832.jpg
office_3/center/1577401118584315136.jpg
office_3/center/1577400957390113024.jpg
office_3/center/1577400860029063424.jpg
office_3/center/1577401102234498560.jpg
office_3/center/1577400944037999360.jpg
office_3/center/1577400943588311552.jpg
office_3/center/1577400949389138176.jpg
office_3/center/1577401127883842816.jpg
office_3/center/1577401018737855488.jpg
office_3/center/1577400954389457664.jpg
office_3/center/1577401135433095680.jpg
office_3/center/1577401142432857856.jpg
office_3/center/1577401026137016320.jpg
office_3/center/1577401119284146176.jpg
office_3/center/1577401117934768384.jpg
office_3/center/1577401162383248640.jpg
office_3/center/1577401157932936448.jpg
office_3/center/1577401132533520384.jpg
office_3/center/1577401170232339712.jpg
office_3/center/1577400877787737088.jpg
office_3/center/1577401091484915712.jpg
office_3/center/1577400871788727808.jpg
office_3/center/1577400871638064384.jpg
office_3/center/1577400980490321152.jpg
office_3/center/1577400859527904768.jpg
office_3/center/1577401010988281600.jpg
office_3/center/1577400954639527168.jpg
office_3/center/1577401171532551680.jpg
office_3/center/1577400953339444736.jpg
office_3/center/1577401098384927488.jpg
office_3/center/1577401082534895872.jpg
office_3/center/1577401180182307072.jpg
office_3/center/1577401147333537024.jpg
office_3/center/1577401078385212672.jpg
office_3/center/1577400923587186944.jpg
office_3/center/1577401024537403392.jpg
office_3/center/1577400862330481152.jpg
office_3/center/1577400902084323584.jpg
office_3/center/1577400980190423808.jpg
office_3/center/1577401102484471552.jpg
office_3/center/1577401088335185152.jpg
office_3/center/1577400904084352512.jpg
office_3/center/1577401136383286016.jpg
office_3/center/1577401045536120320.jpg
office_3/center/1577401167483203840.jpg
office_3/center/1577401055535492352.jpg
office_3/center/1577400931187655680.jpg
office_3/center/1577400962840748288.jpg
office_3/center/1577401168882400512.jpg
office_3/center/1577401161132932864.jpg
office_3/center/1577401126833824768.jpg
office_3/center/1577400855224525312.jpg
office_3/center/1577401142733361664.jpg
office_3/center/1577401039836279040.jpg
office_3/center/1577401181282046976.jpg
office_3/center/1577401114084600064.jpg
office_3/center/1577401091584721664.jpg
office_3/center/1577401069985853696.jpg
office_3/center/1577401099434882048.jpg
office_3/center/1577401152983076352.jpg
office_3/center/1577400936737714176.jpg
office_3/center/1577400868185497344.jpg
office_3/center/1577401044885818880.jpg
office_3/center/1577400965190352384.jpg
office_3/center/1577400920137068032.jpg
office_3/center/1577401011938527488.jpg
office_3/center/1577401126384164352.jpg
office_3/center/1577401143383279360.jpg
office_3/center/1577401183282087680.jpg
office_3/center/1577401077485664768.jpg
office_3/center/1577401146932771584.jpg
office_3/center/1577401079335444224.jpg
office_3/center/1577400863381560320.jpg
office_3/center/1577401160433173760.jpg
office_3/center/1577400919337449216.jpg
office_3/center/1577401131433681920.jpg
office_3/center/1577400930037233920.jpg
office_3/center/1577401164383042048.jpg
office_3/center/1577400856225886976.jpg
office_3/center/1577401141133248768.jpg
office_3/center/1577401150983174144.jpg
office_3/center/1577401155783559168.jpg
office_3/center/1577400856325864448.jpg
office_3/center/1577400949789111808.jpg
office_3/center/1577401060385798912.jpg
office_3/center/1577400884534346752.jpg
office_3/center/1577401041236369152.jpg
office_3/center/1577400915136070400.jpg
office_3/center/1577400855474474496.jpg
office_3/center/1577401142233112576.jpg
office_3/center/1577400936687667712.jpg
office_3/center/1577401019787783936.jpg
office_3/center/1577400872487842816.jpg
office_3/center/1577401162033038336.jpg
office_3/center/1577401061385861888.jpg
office_3/center/1577400959190300416.jpg
office_3/center/1577400974941653760.jpg
office_3/center/1577401062686026752.jpg
office_3/center/1577401167682605824.jpg
office_3/center/1577400899534332928.jpg
office_3/center/1577401125683754496.jpg
office_3/center/1577401030586869248.jpg
office_3/center/1577400869887246080.jpg
office_3/center/1577401056935936512.jpg
office_3/center/1577400881436160512.jpg
office_3/center/1577401167583016448.jpg
office_3/center/1577400856825182208.jpg
office_3/center/1577401101634473984.jpg
office_3/center/1577400975491797760.jpg
office_3/center/1577400974691561984.jpg
office_3/center/1577400862080452608.jpg
office_3/center/1577401139283619328.jpg
office_3/center/1577401089984887040.jpg
office_3/center/1577400975091767040.jpg
office_3/center/1577401063335723008.jpg
office_3/center/1577400860979773696.jpg
office_3/center/1577400952589669632.jpg
office_3/center/1577401040536556288.jpg
office_3/center/1577400877388549632.jpg
office_3/center/1577400865183363840.jpg
office_3/center/1577401013038120704.jpg
office_3/center/1577400905134340096.jpg
office_3/center/1577401132633486080.jpg
office_3/center/1577401160533127168.jpg
office_3/center/1577400870587759104.jpg
office_3/center/1577401011488614656.jpg
office_3/center/1577400852923062784.jpg
office_3/center/1577400934688006656.jpg
office_3/center/1577401140683557120.jpg
office_3/center/1577401156232993024.jpg
office_3/center/1577401062035974912.jpg
office_3/center/1577401024337383424.jpg
office_3/center/1577401049836076800.jpg
office_3/center/1577401177482468096.jpg
office_3/center/1577401139133532928.jpg
office_3/center/1577400943888070656.jpg
office_3/center/1577401089035012864.jpg
office_3/center/1577400886834791680.jpg
office_3/center/1577401105884296192.jpg
office_3/center/1577401176182653952.jpg
office_3/center/1577400913585638400.jpg
office_3/center/1577401083285560576.jpg
office_3/center/1577401108884848640.jpg
office_3/center/1577400929137716480.jpg
office_3/center/1577400936988019712.jpg
office_3/center/1577400907334274560.jpg
office_3/center/1577400886284396800.jpg
office_3/center/1577401030136815616.jpg
office_3/center/1577400925887689472.jpg
office_3/center/1577400877638252544.jpg
office_3/center/1577401054185696768.jpg
office_3/center/1577401146483384832.jpg
office_3/center/1577401149782939392.jpg
office_3/center/1577400887534393856.jpg
office_3/center/1577400971241209600.jpg
office_3/center/1577401134582882560.jpg
office_3/center/1577401165882440448.jpg
office_3/center/1577400878887389440.jpg
office_3/center/1577401037486464000.jpg
office_3/center/1577401090784796416.jpg
office_3/center/1577400916436709120.jpg
office_3/center/1577400976541248768.jpg
office_3/center/1577400925287144192.jpg
office_3/center/1577401054686072064.jpg
office_3/center/1577400930737617920.jpg
office_3/center/1577401017487911424.jpg
office_3/center/1577401183632142592.jpg
office_3/center/1577401074935948288.jpg
office_3/center/1577401119534222080.jpg
office_3/center/1577401067785735168.jpg
office_3/center/1577401178632389376.jpg
office_3/center/1577401061685841408.jpg
office_3/center/1577401138633344256.jpg
office_3/center/1577401178082360576.jpg
office_3/center/1577401074535552000.jpg
office_3/center/1577400879537104384.jpg
office_3/center/1577400876737719040.jpg
office_3/center/1577401120034302976.jpg
office_3/center/1577400845664392192.jpg
office_3/center/1577400871587932416.jpg
office_3/center/1577401161682976512.jpg
office_3/center/1577401070935657984.jpg
office_3/center/1577400975041747200.jpg
office_3/center/1577401157082763520.jpg
office_3/center/1577400960240679680.jpg
office_3/center/1577401028437153280.jpg
office_3/center/1577400969341371648.jpg
office_3/center/1577401180732037632.jpg
office_3/center/1577401095984963328.jpg
office_3/center/1577400896434403584.jpg
office_3/center/1577401096634858496.jpg
office_3/center/1577400939788247808.jpg
office_3/center/1577400860329276416.jpg
office_3/center/1577401115684287232.jpg
office_3/center/1577401022737351936.jpg
office_3/center/1577401111184510208.jpg
office_3/center/1577401042736188928.jpg
office_3/center/1577401047236270080.jpg
office_3/center/1577401052835913472.jpg
office_3/center/1577401098685112576.jpg
office_3/center/1577400948738876672.jpg
office_3/center/1577400967941157888.jpg
office_3/center/1577400882584667392.jpg
office_3/center/1577401114734563328.jpg
office_3/center/1577400875139284992.jpg
office_3/center/1577401078735452672.jpg
office_3/center/1577400941838007552.jpg
office_3/center/1577401038086874624.jpg
office_3/center/1577401064685949184.jpg
office_3/center/1577401071085647616.jpg
office_3/center/1577400851722004480.jpg
office_3/center/1577400928237168128.jpg
office_3/center/1577400970691462400.jpg
office_3/center/1577401035486892544.jpg
office_3/center/1577401086085088256.jpg
office_3/center/1577401072285699584.jpg
office_3/center/1577400851071281408.jpg
office_3/center/1577401142883571968.jpg
office_3/center/1577401072886154752.jpg
office_3/center/1577401091285337856.jpg
office_3/center/1577400962890729728.jpg
office_3/center/1577401028687095040.jpg
office_3/center/1577400906884339968.jpg
office_3/center/1577400883984943872.jpg
office_3/center/1577401014388788992.jpg
office_3/center/1577400909034338816.jpg
office_3/center/1577400947388894208.jpg
office_3/center/1577401059886138112.jpg
office_3/center/1577400905584475648.jpg
office_3/center/1577401165182430720.jpg
office_3/center/1577400900434595328.jpg
office_3/center/1577400913935686912.jpg
office_3/center/1577401016588423168.jpg
office_3/center/1577400861780522240.jpg
office_3/center/1577400946538628352.jpg
office_3/center/1577401184631854848.jpg
office_3/center/1577401028337147392.jpg
office_3/center/1577400873889240832.jpg
office_3/center/1577400886634735104.jpg
office_3/center/1577400960040517376.jpg
office_3/center/1577401115584270080.jpg
office_3/center/1577400968491092992.jpg
office_3/center/1577401149033101824.jpg
office_3/center/1577400939037622784.jpg
office_3/center/1577401062835975680.jpg
office_3/center/1577401065535798016.jpg
office_3/center/1577401177232305920.jpg
office_3/center/1577401104334002688.jpg
office_3/center/1577400951839524608.jpg
office_3/center/1577401101684492544.jpg
office_3/center/1577400967591206656.jpg
office_3/center/1577400910234679040.jpg
office_3/center/1577400943088312064.jpg
office_3/center/1577401042086322688.jpg
office_3/center/1577401036536631552.jpg
office_3/center/1577401151082985728.jpg
office_3/center/1577401104984491008.jpg
office_3/center/1577400886184369152.jpg
office_3/center/1577401060736096768.jpg
office_3/center/1577400890434939904.jpg
office_3/center/1577401129283787776.jpg
office_3/center/1577401051185788672.jpg
office_3/center/1577400951289352704.jpg
office_3/center/1577401132983954176.jpg
office_3/center/1577401166682268416.jpg
office_3/center/1577401160832888832.jpg
office_3/center/1577400981790067712.jpg
office_3/center/1577401035436801024.jpg
office_3/center/1577400901384761856.jpg
office_3/center/1577401144483540480.jpg
office_3/center/1577401075185754112.jpg
office_3/center/1577401075735764992.jpg
office_3/center/1577400907384256256.jpg
office_3/center/1577401022537265920.jpg
office_3/center/1577400911634833408.jpg
office_3/center/1577400854574453504.jpg
office_3/center/1577400847165786880.jpg
office_3/center/1577400907284292608.jpg
office_3/center/1577400883034864128.jpg
office_3/center/1577401104034403328.jpg
office_3/center/1577400873589003520.jpg
office_3/center/1577401156882787840.jpg
office_3/center/1577401156033415936.jpg
office_3/center/1577401028137152256.jpg
office_3/center/1577401099984678656.jpg
office_3/center/1577401178182403840.jpg
office_3/center/1577401178982684672.jpg
office_3/center/1577401041936397824.jpg
office_3/center/1577401110834392832.jpg
office_3/center/1577400950639442176.jpg
office_3/center/1577401111034435072.jpg
office_3/center/1577400978341102848.jpg
office_3/center/1577400977341389824.jpg
office_3/center/1577401182182536448.jpg
office_3/center/1577401144257052160.jpg
office_3/center/1577401106834704640.jpg
office_3/center/1577401093934944768.jpg
office_3/center/1577401045285978112.jpg
office_3/center/1577401065136013312.jpg
office_3/center/1577401163632925952.jpg
office_3/center/1577401151182892544.jpg
office_3/center/1577401136732719616.jpg
office_3/center/1577401111134482176.jpg
office_3/center/1577400889934852864.jpg
office_3/center/1577401078485252096.jpg
office_3/center/1577400973791670016.jpg
office_3/center/1577401139433591808.jpg
office_3/center/1577400965090549504.jpg
office_3/center/1577401087185432832.jpg
office_3/center/1577401012588237056.jpg
office_3/center/1577401051735912448.jpg
office_3/center/1577400942137612800.jpg
office_3/center/1577401180032313600.jpg
office_3/center/1577400878136659456.jpg
office_3/center/1577401041536475904.jpg
office_3/center/1577401134933501184.jpg
office_3/center/1577401142633145856.jpg
office_3/center/1577400914085932800.jpg
office_3/center/1577401073185884672.jpg
office_3/center/1577401077735941888.jpg
office_3/center/1577400920337190400.jpg
office_3/center/1577400866083923712.jpg
office_3/center/1577401178432406272.jpg
office_3/center/1577401019337642752.jpg
office_3/center/1577401103834653696.jpg
office_3/center/1577400930387557120.jpg
office_3/center/1577401046635766528.jpg
office_3/center/1577400910684745472.jpg
office_3/center/1577401056685810176.jpg
office_3/center/1577400848067586304.jpg
office_3/center/1577401141883920384.jpg
office_3/center/1577400945588445440.jpg
office_3/center/1577400925637735936.jpg
office_3/center/1577401052235912960.jpg
office_3/center/1577400898734680576.jpg
office_3/center/1577400949539097344.jpg
office_3/center/1577401016087847168.jpg
office_3/center/1577400878186467584.jpg
office_3/center/1577400957139818496.jpg
office_3/center/1577401118684391424.jpg
office_3/center/1577401129483681024.jpg
office_3/center/1577400855024624384.jpg
office_3/center/1577400957440112640.jpg
office_3/center/1577401036686636032.jpg
office_3/center/1577400880736072192.jpg
office_3/center/1577401065785690880.jpg
office_3/center/1577400922537640448.jpg
office_3/center/1577400900184659712.jpg
office_3/center/1577401072535825664.jpg
office_3/center/1577401028187143168.jpg
office_3/center/1577401130933873152.jpg
office_3/center/1577400845864877312.jpg
office_3/center/1577401030636879872.jpg
office_3/center/1577401155332422144.jpg
office_3/center/1577401031187032064.jpg
office_3/center/1577401159483003392.jpg
office_3/center/1577401180682086400.jpg
office_3/center/1577401108134341376.jpg
office_3/center/1577401159183164672.jpg
office_3/center/1577401011338421248.jpg
office_3/center/1577400957340089600.jpg
office_3/center/1577401174132641280.jpg
office_3/center/1577400918786899456.jpg
office_3/center/1577400913135687936.jpg
office_3/center/1577400948538853376.jpg
office_3/center/1577400881835533568.jpg
office_3/center/1577401135933414144.jpg
office_3/center/1577401094484803072.jpg
office_3/center/1577401179182376960.jpg
office_3/center/1577401128783929600.jpg
office_3/center/1577400957689940992.jpg
office_3/center/1577401142683281152.jpg
office_3/center/1577401146433387520.jpg
office_3/center/1577400898234507776.jpg
office_3/center/1577401097334937600.jpg
office_3/center/1577400885635014144.jpg
office_3/center/1577400965540721408.jpg
office_3/center/1577401056136275712.jpg
office_3/center/1577400853723649024.jpg
office_3/center/1577400917236859392.jpg
office_3/center/1577401034686849280.jpg
office_3/center/1577400925587545600.jpg
office_3/center/1577401023587219456.jpg
office_3/center/1577401062985934848.jpg
office_3/center/1577401076985296128.jpg
office_3/center/1577400927438119168.jpg
office_3/center/1577401119684323584.jpg
office_3/center/1577401091784582912.jpg
office_3/center/1577401114283877888.jpg
office_3/center/1577400848668446208.jpg
office_3/center/1577400844063207680.jpg
office_3/center/1577401103334440192.jpg
office_3/center/1577401146033627904.jpg
office_3/center/1577401118984352000.jpg
office_3/center/1577401118034580992.jpg
office_3/center/1577400904534287872.jpg
office_3/center/1577401025937105152.jpg
office_3/center/1577400921887005184.jpg
office_3/center/1577401046286192384.jpg
office_3/center/1577401182332372480.jpg
office_3/center/1577400852623008256.jpg
office_3/center/1577401082135772160.jpg
office_3/center/1577401033736773632.jpg
office_3/center/1577401170982327296.jpg
office_3/center/1577401182831804928.jpg
office_3/center/1577401039586646784.jpg
office_3/center/1577401124934065152.jpg
office_3/center/1577401144633664256.jpg
office_3/center/1577401033836799488.jpg
office_3/center/1577401013737824768.jpg
office_3/center/1577400946738855936.jpg
office_3/center/1577401017537977088.jpg
office_3/center/1577401122534232576.jpg
office_3/center/1577401120884376576.jpg
office_3/center/1577400881635636224.jpg
office_3/center/1577401143583278848.jpg
office_3/center/1577400870888072704.jpg
office_3/center/1577401126883769344.jpg
office_3/center/1577400916136743168.jpg
office_3/center/1577401136632621824.jpg
office_3/center/1577401058636561664.jpg
office_3/center/1577401085535270656.jpg
office_3/center/1577401027037638144.jpg
office_3/center/1577401054285610496.jpg
office_3/center/1577401148732778240.jpg
office_3/center/1577400909484774400.jpg
office_3/center/1577400931837438720.jpg
office_3/center/1577401169332638720.jpg
office_3/center/1577401182382328064.jpg
office_3/center/1577400950938919680.jpg
office_3/center/1577401160183134208.jpg
office_3/center/1577401161782933760.jpg
office_3/center/1577401030987056896.jpg
office_3/center/1577400935037841408.jpg
office_3/center/1577401050086002176.jpg
office_3/center/1577400938188092160.jpg
office_3/center/1577400864882944512.jpg
office_3/center/1577401066635588608.jpg
office_3/center/1577400947489139968.jpg
office_3/center/1577401131633604096.jpg
office_3/center/1577401122134175744.jpg
office_3/center/1577400977291433472.jpg
office_3/center/1577400905884022016.jpg
office_3/center/1577400882734750976.jpg
office_3/center/1577401098334748160.jpg
office_3/center/1577400869336208896.jpg
office_3/center/1577401073485745664.jpg
office_3/center/1577401132783651072.jpg
office_3/center/1577400852722985984.jpg
office_3/center/1577401101534534912.jpg
office_3/center/1577401048286027520.jpg
office_3/center/1577401134983681024.jpg
office_3/center/1577400910584803328.jpg
office_3/center/1577400924337213440.jpg
office_3/center/1577400908634356480.jpg
office_3/center/1577401051235745280.jpg
office_3/center/1577400907484283648.jpg
office_3/center/1577400952289317888.jpg
office_3/center/1577401086135088640.jpg
office_3/center/1577400975641791488.jpg
office_3/center/1577400965290378240.jpg
office_3/center/1577401071735886592.jpg
office_3/center/1577401039786309632.jpg
office_3/center/1577401119984312320.jpg
office_3/center/1577401179832286720.jpg
office_3/center/1577401041186369792.jpg
office_3/center/1577401151232873472.jpg
office_3/center/1577400900584544768.jpg
office_3/center/1577401018437623296.jpg
office_3/center/1577401109184732416.jpg
office_3/center/1577401072035722496.jpg
office_3/center/1577401107384506368.jpg
office_3/center/1577400845764655872.jpg
office_3/center/1577400955039795456.jpg
office_3/center/1577400957739925760.jpg
office_3/center/1577400876387714048.jpg
office_3/center/1577400901034628352.jpg
office_3/center/1577401043136272896.jpg
office_3/center/1577401060535930112.jpg
office_3/center/1577401175282835968.jpg
office_3/center/1577400870988092160.jpg
office_3/center/1577400880986680320.jpg
office_3/center/1577400918836958208.jpg
office_3/center/1577401169282653184.jpg
office_3/center/1577400858978390272.jpg
office_3/center/1577400909834821120.jpg
office_3/center/1577401032536702976.jpg
office_3/center/1577401052335994624.jpg
office_3/center/1577401154833330688.jpg
office_3/center/1577400908984271872.jpg
office_3/center/1577400979391161088.jpg
office_3/center/1577400896284539648.jpg
office_3/center/1577401092884817664.jpg
office_3/center/1577401019387673088.jpg
office_3/center/1577401151332932864.jpg
office_3/center/1577400877488374528.jpg
office_3/center/1577400957290059776.jpg
office_3/center/1577400869086020096.jpg
office_3/center/1577400968441096448.jpg
office_3/center/1577401016688252416.jpg
office_3/center/1577401057236138496.jpg
office_3/center/1577400858076792064.jpg
office_3/center/1577400980040451328.jpg
office_3/center/1577401074185649408.jpg
office_3/center/1577400849469089280.jpg
office_3/center/1577400953289500416.jpg
office_3/center/1577400981539848704.jpg
office_3/center/1577400924387058176.jpg
office_3/center/1577401148483065088.jpg
office_3/center/1577401067036180224.jpg
office_3/center/1577400936637611264.jpg
office_3/center/1577401141833779200.jpg
office_3/center/1577401052436050688.jpg
office_3/center/1577400923887440384.jpg
office_3/center/1577400922937359360.jpg
office_3/center/1577401151483083264.jpg
office_3/center/1577400952039350528.jpg
office_3/center/1577400895185012736.jpg
office_3/center/1577401119834373120.jpg
office_3/center/1577400966790685952.jpg
office_3/center/1577400964090850304.jpg
office_3/center/1577401076785474816.jpg
office_3/center/1577400952839914240.jpg
office_3/center/1577401137833094912.jpg
office_3/center/1577401113583992064.jpg
office_3/center/1577401127683914240.jpg
office_3/center/1577401053035859712.jpg
office_3/center/1577401054085798656.jpg
office_3/center/1577400885934695168.jpg
office_3/center/1577401023487215616.jpg
office_3/center/1577401024487440384.jpg
office_3/center/1577401047035948544.jpg
office_3/center/1577400939488315904.jpg
office_3/center/1577400868935936256.jpg
office_3/center/1577400854474353664.jpg
office_3/center/1577401031436937984.jpg
office_3/center/1577400866534224640.jpg
office_3/center/1577400853023085056.jpg
office_3/center/1577401127283745792.jpg
office_3/center/1577401077235200256.jpg
office_3/center/1577400924987591168.jpg
office_3/center/1577400949439140864.jpg
office_3/center/1577400964640988416.jpg
office_3/center/1577401048386099200.jpg
office_3/center/1577400972991896320.jpg
office_3/center/1577401069535450112.jpg
office_3/center/1577400893835070208.jpg
office_3/center/1577400846565582592.jpg
office_3/center/1577401163482965504.jpg
office_3/center/1577400866634397440.jpg
office_3/center/1577401145883580416.jpg
office_3/center/1577401080485669376.jpg
office_3/center/1577400909434754304.jpg
office_3/center/1577401048486112000.jpg
office_3/center/1577400891134797056.jpg
office_3/center/1577401060435812352.jpg
office_3/center/1577401100134617856.jpg
office_3/center/1577400926537113856.jpg
office_3/center/1577400948288800000.jpg
office_3/center/1577401033336780544.jpg
office_3/center/1577401111234509824.jpg
office_3/center/1577400913385590528.jpg
office_3/center/1577400888684585984.jpg
office_3/center/1577401108534601984.jpg
office_3/center/1577401041986374400.jpg
office_3/center/1577401049435796480.jpg
office_3/center/1577400967090834432.jpg
office_3/center/1577401160583073792.jpg
office_3/center/1577401150533536256.jpg
office_3/center/1577401025537542912.jpg
office_3/center/1577401020287516928.jpg
office_3/center/1577401115484341248.jpg
office_3/center/1577400910084693760.jpg
office_3/center/1577401084535292672.jpg
office_3/center/1577401033686784256.jpg
office_3/center/1577401145483297536.jpg
office_3/center/1577400963590289152.jpg
office_3/center/1577401058586523136.jpg
office_3/center/1577400860629506304.jpg
office_3/center/1577400940587705344.jpg
office_3/center/1577401153282867456.jpg
office_3/center/1577401109284591616.jpg
office_3/center/1577401027137580288.jpg
office_3/center/1577400953589818368.jpg
office_3/center/1577400928987686912.jpg
office_3/center/1577401076585363456.jpg
office_3/center/1577401104184192256.jpg
office_3/center/1577400872338354432.jpg
office_3/center/1577401055835949312.jpg
office_3/center/1577401127533888256.jpg
office_3/center/1577401040336440320.jpg
office_3/center/1577400921187308544.jpg
office_3/center/1577400969891409920.jpg
office_3/center/1577400873139558656.jpg
office_3/center/1577401053985914368.jpg
office_3/center/1577400875089336064.jpg
office_3/center/1577401178282436352.jpg
office_3/center/1577401024287360000.jpg
office_3/center/1577400979690827776.jpg
office_3/center/1577401108034435072.jpg
office_3/center/1577400898634618368.jpg
office_3/center/1577401173581813504.jpg
office_3/center/1577401090834867968.jpg
office_3/center/1577401095234700288.jpg
office_3/center/1577400856775250688.jpg
office_3/center/1577400874039049472.jpg
office_3/center/1577400889184657920.jpg
office_3/center/1577401103184383232.jpg
office_3/center/1577400861380104448.jpg
office_3/center/1577401094684803328.jpg
office_3/center/1577400865283415296.jpg
office_3/center/1577400982090009088.jpg
office_3/center/1577401086885038848.jpg
office_3/center/1577400873488943104.jpg
office_3/center/1577400929487545344.jpg
office_3/center/1577401175732090368.jpg
office_3/center/1577401119384166400.jpg
office_3/center/1577400970891316992.jpg
office_3/center/1577401123884100096.jpg
office_3/center/1577400925387037440.jpg
office_3/center/1577401028037133312.jpg
office_3/center/1577401150032475648.jpg
office_3/center/1577401169682451712.jpg
office_3/center/1577401071385774592.jpg
office_3/center/1577400927937083648.jpg
office_3/center/1577400865383520000.jpg
office_3/center/1577401018537608448.jpg
office_3/center/1577401113034681344.jpg
office_3/center/1577401153882738944.jpg
office_3/center/1577401119134281216.jpg
office_3/center/1577401098535125504.jpg
office_3/center/1577400925687803136.jpg
office_3/center/1577401012238268416.jpg
office_3/center/1577401023837245696.jpg
office_3/center/1577400847967357184.jpg
office_3/center/1577400938837534720.jpg
office_3/center/1577400915586496256.jpg
office_3/center/1577401071935858688.jpg
office_3/center/1577401125234281728.jpg
office_3/center/1577401050335896576.jpg
office_3/center/1577401160782914560.jpg
office_3/center/1577400944938586368.jpg
office_3/center/1577400909884783104.jpg
office_3/center/1577401140133522432.jpg
office_3/center/1577401089634931456.jpg
office_3/center/1577400966740679168.jpg
office_3/center/1577400929887081472.jpg
office_3/center/1577400962240614656.jpg
office_3/center/1577401096534827264.jpg
office_3/center/1577400937637739264.jpg
office_3/center/1577400866734569728.jpg
office_3/center/1577401027287511808.jpg
office_3/center/1577401028087139328.jpg
office_3/center/1577400912535663872.jpg
office_3/center/1577400979491029504.jpg
office_3/center/1577400972741859840.jpg
office_3/center/1577401084385195776.jpg
office_3/center/1577400871989438208.jpg
office_3/center/1577401018237598976.jpg
office_3/center/1577400845965102592.jpg
office_3/center/1577401067236356608.jpg
office_3/center/1577401172282143232.jpg
office_3/center/1577401159932968960.jpg
office_3/center/1577401090584625408.jpg
office_3/center/1577401075635590144.jpg
office_3/center/1577401096034897152.jpg
office_3/center/1577401064735948544.jpg
office_3/center/1577401099084435456.jpg
office_3/center/1577401123684154368.jpg
office_3/center/1577400966191454464.jpg
office_3/center/1577400913085696256.jpg
office_3/center/1577400912735678720.jpg
office_3/center/1577401060836234496.jpg
office_3/center/1577400877288648704.jpg
office_3/center/1577400940337719552.jpg
office_3/center/1577400975391871232.jpg
office_3/center/1577401039086301952.jpg
office_3/center/1577401119584290304.jpg
office_3/center/1577400858528023808.jpg
office_3/center/1577400888634604288.jpg
office_3/center/1577401087085425920.jpg
office_3/center/1577401058886211328.jpg
office_3/center/1577400922787512576.jpg
office_3/center/1577401013438296320.jpg
office_3/center/1577400915336250880.jpg
office_3/center/1577400909184580352.jpg
office_3/center/1577400878737186816.jpg
office_3/center/1577400943238331136.jpg
office_3/center/1577400948838976512.jpg
office_3/center/1577400887284543744.jpg
office_3/center/1577401117584803328.jpg
office_3/center/1577400932237710080.jpg
office_3/center/1577400973841659904.jpg
office_3/center/1577401124084109568.jpg
office_3/center/1577401153982739456.jpg
office_3/center/1577401148233424128.jpg
office_3/center/1577400962140697600.jpg
office_3/center/1577401099284615424.jpg
office_3/center/1577401027187562496.jpg
office_3/center/1577400961940741632.jpg
office_3/center/1577400972291311616.jpg
office_3/center/1577400931987574272.jpg
office_3/center/1577400878436493824.jpg
office_3/center/1577400854274252544.jpg
office_3/center/1577401132033518080.jpg
office_3/center/1577400942638514688.jpg
office_3/center/1577401094884817152.jpg
office_3/center/1577400901484707328.jpg
office_3/center/1577401092184821504.jpg
office_3/center/1577400959090300672.jpg
office_3/center/1577401039286928896.jpg
office_3/center/1577400976991453952.jpg
office_3/center/1577401154182976768.jpg
office_3/center/1577401172882852352.jpg
office_3/center/1577400891384866816.jpg
office_3/center/1577401058486442496.jpg
office_3/center/1577400981290120192.jpg
office_3/center/1577401179232288512.jpg
office_3/center/1577401153782785792.jpg
office_3/center/1577400951889494272.jpg
office_3/center/1577401112334366976.jpg
office_3/center/1577401047686098432.jpg
office_3/center/1577401108684757504.jpg
office_3/center/1577401067685899264.jpg
office_3/center/1577400962090715904.jpg
office_3/center/1577401118184247296.jpg
office_3/center/1577400974391509248.jpg
office_3/center/1577400933787375360.jpg
office_3/center/1577401084335162880.jpg
office_3/center/1577401135832892928.jpg
office_3/center/1577401024587399936.jpg
office_3/center/1577401083935010816.jpg
office_3/center/1577401145433215232.jpg
office_3/center/1577401014588485632.jpg
office_3/center/1577400879686696960.jpg
office_3/center/1577401109634675200.jpg
office_3/center/1577400936937988352.jpg
office_3/center/1577400977441176064.jpg
office_3/center/1577401024387435008.jpg
office_3/center/1577401037886758912.jpg
office_3/center/1577400929637321984.jpg
office_3/center/1577401033636785152.jpg
office_3/center/1577401159782915840.jpg
office_3/center/1577400981690008320.jpg
office_3/center/1577401034436742912.jpg
office_3/center/1577401115434391296.jpg
office_3/center/1577401062136015616.jpg
office_3/center/1577401017137475584.jpg
office_3/center/1577401125184228608.jpg
office_3/center/1577400925787777024.jpg
office_3/center/1577401130283595520.jpg
office_3/center/1577401021037445120.jpg
office_3/center/1577400853673651712.jpg
office_3/center/1577401034136801536.jpg
office_3/center/1577400873538999040.jpg
office_3/center/1577400968841061888.jpg
office_3/center/1577400933087799040.jpg
office_3/center/1577401073785846784.jpg
office_3/center/1577400860229207552.jpg
office_3/center/1577400937337499904.jpg
office_3/center/1577401128383192320.jpg
office_3/center/1577401043936377344.jpg
office_3/center/1577401180132282880.jpg
office_3/center/1577401161832936704.jpg
office_3/center/1577401164283132672.jpg
office_3/center/1577400920087044096.jpg
office_3/center/1577400896034515712.jpg
office_3/center/1577400904234252544.jpg
office_3/center/1577400855925712128.jpg
office_3/center/1577401047935942656.jpg
office_3/center/1577401060335796992.jpg
office_3/center/1577401105684550400.jpg
office_3/center/1577401090484751104.jpg
office_3/center/1577400910134683648.jpg
office_3/center/1577401167982129920.jpg
office_3/center/1577400863431554816.jpg
office_3/center/1577400948889046784.jpg
office_3/center/1577400942287615488.jpg
office_3/center/1577401130883883008.jpg
office_3/center/1577400949239077888.jpg
office_3/center/1577400920887225344.jpg
office_3/center/1577401092134791424.jpg
office_3/center/1577401148033253632.jpg
office_3/center/1577400968691052288.jpg
office_3/center/1577401155833564416.jpg
office_3/center/1577400980290418944.jpg
office_3/center/1577400850771230976.jpg
office_3/center/1577400853223288320.jpg
office_3/center/1577401063485777152.jpg
office_3/center/1577400931587383552.jpg
office_3/center/1577400859277781504.jpg
office_3/center/1577400868536020736.jpg
office_3/center/1577400932887848960.jpg
office_3/center/1577401105084546816.jpg
office_3/center/1577401033486745856.jpg
office_3/center/1577400869687049216.jpg
office_3/center/1577400932587953152.jpg
office_3/center/1577401164133110016.jpg
office_3/center/1577400870437550848.jpg
office_3/center/1577401142183351552.jpg
office_3/center/1577400971391362816.jpg
office_3/center/1577401089684934400.jpg
office_3/center/1577401120284329216.jpg
office_3/center/1577400930837643776.jpg
office_3/center/1577401047086064384.jpg
office_3/center/1577400946438551296.jpg
office_3/center/1577401094434812416.jpg
office_3/center/1577400934937918208.jpg
office_3/center/1577401158632877056.jpg
office_3/center/1577400852472943104.jpg
office_3/center/1577401112684802304.jpg
office_3/center/1577400886384470784.jpg
office_3/center/1577400921587022080.jpg
office_3/center/1577400927037122816.jpg
office_3/center/1577401109334536960.jpg
office_3/center/1577400882834851072.jpg
office_3/center/1577400923637225472.jpg
office_3/center/1577401172032716800.jpg
office_3/center/1577401081085145856.jpg
office_3/center/1577401036186616064.jpg
office_3/center/1577401024737360384.jpg
office_3/center/1577400897234826752.jpg
office_3/center/1577400853873833472.jpg
office_3/center/1577401181732264704.jpg
office_3/center/1577400894434724864.jpg
office_3/center/1577401075535518976.jpg
office_3/center/1577400964840962304.jpg
office_3/center/1577401121384270080.jpg
office_3/center/1577401052586186496.jpg
office_3/center/1577400900034618368.jpg
office_3/center/1577400873939231488.jpg
office_3/center/1577401068385858048.jpg
office_3/center/1577400857527171328.jpg
office_3/center/1577401092834785024.jpg
office_3/center/1577401017087458304.jpg
office_3/center/1577400861079898880.jpg
office_3/center/1577401080885141248.jpg
office_3/center/1577401169432597248.jpg
office_3/center/1577401078435231744.jpg
office_3/center/1577401041786420480.jpg
office_3/center/1577401146982832128.jpg
office_3/center/1577400896984737792.jpg
office_3/center/1577400947238704128.jpg
office_3/center/1577400982139966208.jpg
office_3/center/1577401090534667264.jpg
office_3/center/1577401126233763328.jpg
office_3/center/1577400880335840512.jpg
office_3/center/1577401120934400000.jpg
office_3/center/1577401114433830656.jpg
office_3/center/1577401104784245504.jpg
office_3/center/1577401166432862464.jpg
office_3/center/1577401085885240320.jpg
office_3/center/1577400846615535872.jpg
office_3/center/1577401178232417792.jpg
office_3/center/1577401180982270464.jpg
office_3/center/1577401038935894528.jpg
office_3/center/1577400916236765696.jpg
office_3/center/1577400932537922560.jpg
office_3/center/1577401064836005632.jpg
office_3/center/1577401109784875264.jpg
office_3/center/1577401015837822976.jpg
office_3/center/1577401089435073536.jpg
office_3/center/1577401012688250880.jpg
office_3/center/1577401021137542656.jpg
office_3/center/1577400858327468800.jpg
office_3/center/1577401069035845632.jpg
office_3/center/1577400857976496896.jpg
office_3/center/1577401096784753152.jpg
office_3/center/1577401077985660160.jpg
office_3/center/1577401011988486400.jpg
office_3/center/1577400867134800896.jpg
office_3/center/1577401093384869120.jpg
office_3/center/1577401056885866752.jpg
office_3/center/1577401149433601280.jpg
office_3/center/1577400947088783872.jpg
office_3/center/1577400871237890816.jpg
office_3/center/1577400917336775168.jpg
office_3/center/1577401118334150400.jpg
office_3/center/1577401053885910784.jpg
office_3/center/1577401151833241344.jpg
office_3/center/1577401037786599424.jpg
office_3/center/1577400945088655616.jpg
office_3/center/1577401171182389504.jpg
office_3/center/1577400887784559872.jpg
office_3/center/1577401129833632768.jpg
office_3/center/1577401106084177920.jpg
office_3/center/1577401105584658688.jpg
office_3/center/1577400864983104512.jpg
office_3/center/1577401093084905472.jpg
office_3/center/1577400885384800512.jpg
office_3/center/1577401043986371840.jpg
office_3/center/1577400945888637440.jpg
office_3/center/1577400913435588096.jpg
office_3/center/1577400893885034496.jpg
office_3/center/1577400864132339712.jpg
office_3/center/1577400875938450944.jpg
office_3/center/1577400870487644160.jpg
office_3/center/1577401089385126656.jpg
office_3/center/1577400902284241920.jpg
office_3/center/1577400905684330496.jpg
office_3/center/1577401037036677376.jpg
office_3/center/1577401060686054656.jpg
office_3/center/1577401171032315648.jpg
office_3/center/1577400895084895488.jpg
office_3/center/1577400972341328640.jpg
office_3/center/1577401123934101248.jpg
office_3/center/1577401029786965248.jpg
office_3/center/1577401116384583680.jpg
office_3/center/1577401049485833472.jpg
office_3/center/1577400882784801024.jpg
office_3/center/1577400847616807936.jpg
office_3/center/1577401030086859520.jpg
office_3/center/1577400894134675456.jpg
office_3/center/1577400945838568704.jpg
office_3/center/1577401044935764992.jpg
office_3/center/1577401178382408960.jpg
office_3/center/1577400980890508288.jpg
office_3/center/1577400898134470656.jpg
office_3/center/1577401147383552768.jpg
office_3/center/1577401111384816384.jpg
office_3/center/1577401072836093952.jpg
office_3/center/1577401051335743744.jpg
office_3/center/1577400931737441792.jpg
office_3/center/1577401069235718400.jpg
office_3/center/1577400942037838080.jpg
office_3/center/1577401183932008960.jpg
office_3/center/1577400857226797824.jpg
office_3/center/1577401160133084672.jpg
office_3/center/1577400951239254016.jpg
office_3/center/1577401181132190208.jpg
office_3/center/1577400857676829184.jpg
office_3/center/1577400881985320960.jpg
office_3/center/1577401016137902080.jpg
office_3/center/1577401036886656512.jpg
office_3/center/1577401081685016064.jpg
office_3/center/1577401058786433280.jpg
office_3/center/1577401182532116736.jpg
office_3/center/1577400862731235072.jpg
office_3/center/1577400959890300160.jpg
office_3/center/1577401166582423552.jpg
office_3/center/1577400903184403200.jpg
office_3/center/1577401012988105984.jpg
office_3/center/1577400937537500416.jpg
office_3/center/1577400845914863104.jpg
office_3/center/1577401160882906368.jpg
office_3/center/1577400926487054848.jpg
office_3/center/1577401026087001600.jpg
office_3/center/1577401184331809536.jpg
office_3/center/1577401097034583808.jpg
office_3/center/1577400914686424320.jpg
office_3/center/1577401043086250752.jpg
office_3/center/1577400981589842176.jpg
office_3/center/1577400853123137792.jpg
office_3/center/1577400928087038976.jpg
office_3/center/1577401057985942528.jpg
office_3/center/1577400885184523008.jpg
office_3/center/1577401017638034176.jpg
office_3/center/1577401040186410496.jpg
office_3/center/1577401153482876928.jpg
office_3/center/1577401112184329984.jpg
office_3/center/1577401063736075776.jpg
office_3/center/1577400848868447488.jpg
office_3/center/1577401133234080768.jpg
office_3/center/1577401137883113216.jpg
office_3/center/1577401055785873408.jpg
office_3/center/1577400900084627712.jpg
office_3/center/1577401011538642176.jpg
office_3/center/1577400911734934272.jpg
office_3/center/1577401127233683200.jpg
office_3/center/1577401176632318464.jpg
office_3/center/1577401184231831808.jpg
office_3/center/1577401177182313728.jpg
office_3/center/1577401104584110336.jpg
office_3/center/1577401074135697920.jpg
office_3/center/1577400905784157184.jpg
office_3/center/1577401093834834944.jpg
office_3/center/1577401150583602944.jpg
office_3/center/1577401082634727680.jpg
office_3/center/1577400937687822080.jpg
office_3/center/1577401137083472896.jpg
office_3/center/1577401110034965760.jpg
office_3/center/1577401101734486016.jpg
office_3/center/1577400846915503360.jpg
office_3/center/1577400870187430144.jpg
office_3/center/1577400893585084928.jpg
office_3/center/1577401023387205376.jpg
office_3/center/1577401098284609792.jpg
office_3/center/1577401098635150336.jpg
office_3/center/1577400847366401792.jpg
office_3/center/1577401093534846464.jpg
office_3/center/1577401178682462976.jpg
office_3/center/1577401107134316032.jpg
office_3/center/1577401076835418112.jpg
office_3/center/1577401010888301056.jpg
office_3/center/1577400980140397568.jpg
office_3/center/1577400973041847040.jpg
office_3/center/1577401035236683520.jpg
office_3/center/1577401088485068544.jpg
office_3/center/1577401175932389632.jpg
office_3/center/1577401017387802368.jpg
office_3/center/1577401086784811776.jpg
office_3/center/1577400845113428224.jpg
office_3/center/1577400980540321280.jpg
office_3/center/1577400897734514944.jpg
office_3/center/1577400883284577792.jpg
office_3/center/1577400874138696192.jpg
office_3/center/1577401067186361600.jpg
office_3/center/1577401181482037760.jpg
office_3/center/1577400869186074880.jpg
office_3/center/1577400854624458240.jpg
office_3/center/1577401154132900352.jpg
office_3/center/1577401017688021248.jpg
office_3/center/1577401057136118272.jpg
office_3/center/1577401014338790400.jpg
office_3/center/1577401085735366656.jpg
office_3/center/1577400941938012928.jpg
office_3/center/1577400902534288384.jpg
office_3/center/1577400929437584896.jpg
office_3/center/1577400923787297280.jpg
office_3/center/1577400960740518144.jpg
office_3/center/1577400907034216448.jpg
office_3/center/1577400897534642176.jpg
office_3/center/1577400910034663936.jpg
office_3/center/1577401049285768192.jpg
office_3/center/1577401013937782784.jpg
office_3/center/1577401168282558208.jpg
office_3/center/1577401172482017792.jpg
office_3/center/1577401104734184448.jpg
office_3/center/1577400917486711552.jpg
office_3/center/1577400939738283264.jpg
office_3/center/1577401055485476608.jpg
office_3/center/1577400972391350016.jpg
office_3/center/1577400964990730496.jpg
office_3/center/1577401031636786944.jpg
office_3/center/1577401106534534400.jpg
office_3/center/1577401151983211776.jpg
office_3/center/1577400847867229696.jpg
office_3/center/1577400863081507072.jpg
office_3/center/1577401154933072128.jpg
office_3/center/1577401177282350080.jpg
office_3/center/1577400898784711168.jpg
office_3/center/1577401184131880192.jpg
office_3/center/1577401150433360128.jpg
office_3/center/1577400929787086848.jpg
office_3/center/1577400954289578240.jpg
office_3/center/1577401121084448512.jpg
office_3/center/1577401135682473728.jpg
office_3/center/1577401068635832832.jpg
office_3/center/1577401081634999552.jpg
office_3/center/1577400873639063552.jpg
office_3/center/1577401163683011328.jpg
office_3/center/1577401129733675008.jpg
office_3/center/1577401098834792448.jpg
office_3/center/1577400944888603648.jpg
office_3/center/1577401157782967552.jpg
office_3/center/1577401034736865536.jpg
office_3/center/1577400975441818880.jpg
office_3/center/1577400964741000960.jpg
office_3/center/1577400942588441088.jpg
office_3/center/1577401023037711104.jpg
office_3/center/1577400863031488768.jpg
office_3/center/1577401062236044544.jpg
office_3/center/1577401016538374400.jpg
office_3/center/1577400969491388416.jpg
office_3/center/1577401174882442240.jpg
office_3/center/1577401134732891392.jpg
office_3/center/1577401163783164928.jpg
office_3/center/1577401177332384768.jpg
office_3/center/1577401088085206528.jpg
office_3/center/1577401158132963072.jpg
office_3/center/1577401077585932288.jpg
office_3/center/1577400979840571392.jpg
office_3/center/1577401165232600832.jpg
office_3/center/1577400904034372864.jpg
office_3/center/1577401038236783104.jpg
office_3/center/1577401158282939136.jpg
office_3/center/1577401128583561984.jpg
office_3/center/1577400850521105408.jpg
office_3/center/1577400878586903040.jpg
office_3/center/1577400884684358912.jpg
office_3/center/1577400856525701632.jpg
office_3/center/1577401170382383872.jpg
office_3/center/1577401097834492672.jpg
office_3/center/1577401162483176448.jpg
office_3/center/1577401053635977472.jpg
office_3/center/1577401080185561344.jpg
office_3/center/1577401050036024320.jpg
office_3/center/1577400866334035200.jpg
office_3/center/1577401135283756544.jpg
office_3/center/1577401176432567552.jpg
office_3/center/1577401099734962944.jpg
office_3/center/1577401085935175936.jpg
office_3/center/1577400867335096576.jpg
office_3/center/1577401064186048256.jpg
office_3/center/1577401065336004096.jpg
office_3/center/1577401065036021760.jpg
office_3/center/1577401011738647296.jpg
office_3/center/1577401168832387072.jpg
office_3/center/1577400897034770688.jpg
office_3/center/1577400878937361152.jpg
office_3/center/1577401123284077056.jpg
office_3/center/1577400941438238208.jpg
office_3/center/1577400901334750976.jpg
office_3/center/1577401034386732544.jpg
office_3/center/1577401016288017152.jpg
office_3/center/1577401168932432896.jpg
office_3/center/1577401108634724864.jpg
office_3/center/1577400935587444224.jpg
office_3/center/1577401081785092608.jpg
office_3/center/1577401035986674688.jpg
office_3/center/1577400882135198464.jpg
office_3/center/1577400963190528000.jpg
office_3/center/1577400916786706688.jpg
office_3/center/1577401143633239808.jpg
office_3/center/1577400924687145472.jpg
office_3/center/1577401133134108928.jpg
office_3/center/1577401029137096704.jpg
office_3/center/1577401033786793984.jpg
office_3/center/1577400965791068672.jpg
office_3/center/1577401095334684160.jpg
office_3/center/1577400885984632832.jpg
office_3/center/1577401105784434944.jpg
office_3/center/1577400955089818368.jpg
office_3/center/1577401080835195392.jpg
office_3/center/1577401035286675456.jpg
office_3/center/1577400925087442944.jpg
office_3/center/1577401147832942080.jpg
office_3/center/1577400916036736000.jpg
office_3/center/1577400975141788928.jpg
office_3/center/1577401108984815616.jpg
office_3/center/1577401035186702080.jpg
office_3/center/1577400877937340672.jpg
office_3/center/1577401150683626496.jpg
office_3/center/1577401044336254720.jpg
office_3/center/1577400954239651328.jpg
office_3/center/1577401173431990272.jpg
office_3/center/1577400954889702912.jpg
office_3/center/1577401158182944768.jpg
office_3/center/1577400945188687104.jpg
office_3/center/1577400861430114048.jpg
office_3/center/1577401027337455872.jpg
office_3/center/1577401115084731136.jpg
office_3/center/1577400897134829568.jpg
office_3/center/1577401126033268992.jpg
office_3/center/1577401024087364352.jpg
office_3/center/1577401019937668864.jpg
office_3/center/1577401127783886080.jpg
office_3/center/1577401066986065408.jpg
office_3/center/1577401057685920256.jpg
office_3/center/1577400917136869120.jpg
office_3/center/1577401100584724224.jpg
office_3/center/1577400979790645504.jpg
office_3/center/1577401099534986752.jpg
office_3/center/1577401027887208192.jpg
office_3/center/1577400850671200000.jpg
office_3/center/1577401097485081856.jpg
office_3/center/1577400851522007552.jpg
office_3/center/1577400874238365952.jpg
office_3/center/1577401118784454656.jpg
office_3/center/1577401173232564480.jpg
office_3/center/1577400875289330432.jpg
office_3/center/1577401016388122624.jpg
office_3/center/1577400849418768896.jpg
office_3/center/1577400922637619456.jpg
office_3/center/1577401013987891712.jpg
office_3/center/1577401068585868032.jpg
office_3/center/1577400976291422976.jpg
office_3/center/1577401034536803328.jpg
office_3/center/1577400895634857472.jpg
office_3/center/1577401084285166592.jpg
office_3/center/1577401087135451648.jpg
office_3/center/1577401142133584896.jpg
office_3/center/1577400908784164352.jpg
office_3/center/1577401137133511936.jpg
office_3/center/1577400881036687872.jpg
office_3/center/1577401062935936768.jpg
office_3/center/1577401057436074240.jpg
office_3/center/1577400902834456320.jpg
office_3/center/1577401074585584384.jpg
office_3/center/1577401108284344320.jpg
office_3/center/1577400968641103360.jpg
office_3/center/1577401048736064000.jpg
office_3/center/1577400911885251328.jpg
office_3/center/1577401068335867136.jpg
office_3/center/1577400920487287808.jpg
office_3/center/1577401165432928512.jpg
office_3/center/1577401037986902528.jpg
office_3/center/1577401036386734848.jpg
office_3/center/1577401176582438144.jpg
office_3/center/1577401113234302720.jpg
office_3/center/1577400913685683968.jpg
office_3/center/1577401179682029824.jpg
office_3/center/1577400845013411840.jpg
office_3/center/1577400900634525696.jpg
office_3/center/1577401038036910848.jpg
office_3/center/1577400849268392704.jpg
office_3/center/1577401088185195776.jpg
office_3/center/1577401151132918528.jpg
office_3/center/1577401182232506112.jpg
office_3/center/1577400861480200960.jpg
office_3/center/1577401095534742528.jpg
office_3/center/1577400972591654912.jpg
office_3/center/1577400957540033536.jpg
office_3/center/1577401056735792896.jpg
office_3/center/1577400959590140160.jpg
office_3/center/1577401162583053568.jpg
office_3/center/1577400900784515584.jpg
office_3/center/1577400864282486528.jpg
office_3/center/1577401050135993856.jpg
office_3/center/1577401104383990784.jpg
office_3/center/1577400972491447296.jpg
office_3/center/1577401122834347520.jpg
office_3/center/1577400850821143040.jpg
office_3/center/1577400893435054080.jpg
office_3/center/1577401024237339648.jpg
office_3/center/1577400875189334528.jpg
office_3/center/1577400878787311360.jpg
office_3/center/1577400865583602944.jpg
office_3/center/1577401142833526272.jpg
office_3/center/1577400922437618688.jpg
office_3/center/1577400941388264192.jpg
office_3/center/1577401051635902208.jpg
office_3/center/1577400902884482304.jpg
office_3/center/1577401154032769536.jpg
office_3/center/1577401075986000128.jpg
office_3/center/1577401067935595264.jpg
office_3/center/1577401156832686592.jpg
office_3/center/1577401013488312576.jpg
office_3/center/1577400894284635904.jpg
office_3/center/1577401017287642880.jpg
office_3/center/1577401049886051328.jpg
office_3/center/1577400873389120768.jpg
office_3/center/1577400953990005504.jpg
office_3/center/1577401041336435968.jpg
office_3/center/1577400907184278272.jpg
office_3/center/1577400888484850176.jpg
office_3/center/1577400857176602624.jpg
office_3/center/1577401182781827072.jpg
office_3/center/1577400950889032960.jpg
office_3/center/1577401054986382848.jpg
office_3/center/1577401110184843776.jpg
office_3/center/1577400848017315584.jpg
office_3/center/1577401050585873664.jpg
office_3/center/1577400908084628480.jpg
office_3/center/1577400892484763904.jpg
office_3/center/1577401139033531904.jpg
office_3/center/1577400884934355456.jpg
office_3/center/1577401016438195200.jpg
office_3/center/1577400876038265344.jpg
office_3/center/1577400864032246016.jpg
office_3/center/1577401026487327232.jpg
office_3/center/1577400939688307456.jpg
office_3/center/1577401117134318848.jpg
office_3/center/1577400981389929728.jpg
office_3/center/1577401171632605696.jpg
office_3/center/1577400874739129600.jpg
office_3/center/1577401143333290240.jpg
office_3/center/1577400879087447040.jpg
office_3/center/1577400964540938240.jpg
office_3/center/1577401111784886784.jpg
office_3/center/1577401051985864960.jpg
office_3/center/1577400911334547968.jpg
office_3/center/1577401166183138304.jpg
office_3/center/1577401094135148032.jpg
office_3/center/1577401037636403200.jpg
office_3/center/1577400981840057600.jpg
office_3/center/1577401135532656640.jpg
office_3/center/1577401059986087936.jpg
office_3/center/1577400951439607040.jpg
office_3/center/1577401058336173312.jpg
office_3/center/1577400908484627200.jpg
office_3/center/1577401105984161536.jpg
office_3/center/1577400981439878912.jpg
office_3/center/1577400949739082240.jpg
office_3/center/1577400927737570816.jpg
office_3/center/1577400880585834496.jpg
office_3/center/1577401091085351680.jpg
office_3/center/1577400918086919168.jpg
office_3/center/1577401150733584128.jpg
office_3/center/1577401034886857984.jpg
office_3/center/1577401070635878912.jpg
office_3/center/1577400970741518080.jpg
office_3/center/1577401125534170112.jpg
office_3/center/1577401066685575424.jpg
office_3/center/1577401177882364672.jpg
office_3/center/1577400943638246912.jpg
office_3/center/1577401065286070528.jpg
office_3/center/1577400944138038528.jpg
office_3/center/1577400905434499584.jpg
office_3/center/1577401180082305024.jpg
office_3/center/1577401152283106560.jpg
office_3/center/1577401133483563520.jpg
office_3/center/1577401123384098304.jpg
office_3/center/1577400896584381440.jpg
office_3/center/1577401166632339712.jpg
office_3/center/1577400909584774656.jpg
office_3/center/1577400845463908352.jpg
office_3/center/1577401162183143680.jpg
office_3/center/1577400894234645248.jpg
office_3/center/1577401077035222528.jpg
office_3/center/1577400918937123072.jpg
office_3/center/1577401077085216512.jpg
office_3/center/1577400934587992064.jpg
office_3/center/1577401083235505408.jpg
office_3/center/1577401040486518528.jpg
office_3/center/1577401150933285120.jpg
office_3/center/1577401121634073344.jpg
office_3/center/1577401025087136512.jpg
office_3/center/1577400976341365248.jpg
office_3/center/1577401045436158464.jpg
office_3/center/1577401165382955264.jpg
office_3/center/1577400955489616896.jpg
office_3/center/1577401138683346432.jpg
office_3/center/1577400918736776704.jpg
office_3/center/1577400897684567552.jpg
office_3/center/1577400970391248128.jpg
office_3/center/1577401052536200704.jpg
office_3/center/1577400962390616832.jpg
office_3/center/1577400940637730816.jpg
office_3/center/1577400862430579712.jpg
office_3/center/1577401116284531968.jpg
office_3/center/1577401151633230080.jpg
office_3/center/1577400893034854144.jpg
office_3/center/1577401066785618176.jpg
office_3/center/1577401103884595712.jpg
office_3/center/1577401115634255360.jpg
office_3/center/1577400966440950784.jpg
office_3/center/1577401143233306624.jpg
office_3/center/1577401091534798080.jpg
office_3/center/1577400903584434688.jpg
office_3/center/1577401080435697408.jpg
office_3/center/1577400958640227840.jpg
office_3/center/1577400876637687552.jpg
office_3/center/1577400901684536320.jpg
office_3/center/1577400939087693824.jpg
office_3/center/1577400959290327296.jpg
office_3/center/1577401168182390016.jpg
office_3/center/1577400890134967040.jpg
office_3/center/1577401086035080704.jpg
office_3/center/1577400958890306816.jpg
office_3/center/1577401040736499456.jpg
office_3/center/1577401183432153088.jpg
office_3/center/1577400924787438080.jpg
office_3/center/1577401106734648320.jpg
office_3/center/1577400968940971776.jpg
office_3/center/1577400915386280704.jpg
office_3/center/1577401165682521856.jpg
office_3/center/1577401040586566912.jpg
office_3/center/1577400973691599360.jpg
office_3/center/1577400890634764288.jpg
office_3/center/1577400938737602560.jpg
office_3/center/1577400917586843392.jpg
office_3/center/1577401152033171968.jpg
office_3/center/1577401166383033600.jpg
office_3/center/1577400905234410752.jpg
office_3/center/1577400926087340032.jpg
office_3/center/1577400847266036736.jpg
office_3/center/1577401109934935296.jpg
office_3/center/1577401017588025600.jpg
office_3/center/1577401103484632832.jpg
office_3/center/1577401096334774528.jpg
office_3/center/1577401130083683584.jpg
office_3/center/1577400895385054208.jpg
office_3/center/1577401125584090880.jpg
office_3/center/1577400884434430976.jpg
office_3/center/1577401135383394560.jpg
office_3/center/1577401020937331968.jpg
office_3/center/1577401172732461056.jpg
office_3/center/1577401173332190976.jpg
office_3/center/1577401152933093632.jpg
office_3/center/1577401176532500736.jpg
office_3/center/1577400970591479296.jpg
office_3/center/1577400912835735808.jpg
office_3/center/1577401160033006336.jpg
office_3/center/1577400857726618624.jpg
office_3/center/1577401159283077632.jpg
office_3/center/1577401038586015232.jpg
office_3/center/1577400951689699840.jpg
office_3/center/1577401018037777408.jpg
office_3/center/1577401164532884992.jpg
office_3/center/1577400846315738368.jpg
office_3/center/1577400934737996800.jpg
office_3/center/1577400898884756736.jpg
office_3/center/1577400846715504384.jpg
office_3/center/1577400962490644224.jpg
office_3/center/1577400921387236608.jpg
office_3/center/1577401180332295424.jpg
office_3/center/1577401015737895936.jpg
office_3/center/1577400955639663360.jpg
office_3/center/1577400953890125056.jpg
office_3/center/1577401175032548096.jpg
office_3/center/1577401071185716480.jpg
office_3/center/1577401057835970048.jpg
office_3/center/1577401174432605440.jpg
office_3/center/1577401047386344704.jpg
office_3/center/1577400887834574336.jpg
office_3/center/1577401042586288640.jpg
office_3/center/1577401104084352512.jpg
office_3/center/1577401024037365760.jpg
office_3/center/1577401152433094656.jpg
office_3/center/1577400972641743872.jpg
office_3/center/1577400936587623424.jpg
office_3/center/1577401025837256192.jpg
office_3/center/1577401166283287552.jpg
office_3/center/1577400846415734528.jpg
office_3/center/1577401069935798016.jpg
office_3/center/1577400855624921856.jpg
office_3/center/1577401155883556352.jpg
office_3/center/1577400872788444928.jpg
office_3/center/1577401126534186496.jpg
office_3/center/1577400953639921664.jpg
office_3/center/1577400868135399936.jpg
office_3/center/1577400908184752640.jpg
office_3/center/1577400941288269568.jpg
office_3/center/1577400960090609664.jpg
office_3/center/1577401109134748160.jpg
office_3/center/1577401175682085632.jpg
office_3/center/1577400973541584128.jpg
office_3/center/1577400929937091328.jpg
office_3/center/1577400857926370816.jpg
office_3/center/1577400895435052032.jpg
office_3/center/1577401131983516672.jpg
office_3/center/1577401146083644416.jpg
office_3/center/1577400960790467328.jpg
office_3/center/1577400865483574016.jpg
office_3/center/1577400881485871616.jpg
office_3/center/1577400894634880000.jpg
office_3/center/1577400911284548608.jpg
office_3/center/1577400940537669888.jpg
office_3/center/1577400940687770368.jpg
office_3/center/1577400961290373888.jpg
office_3/center/1577400847115694336.jpg
office_3/center/1577401164233142272.jpg
office_3/center/1577401077135193088.jpg
office_3/center/1577400850020345344.jpg
office_3/center/1577401024987196416.jpg
office_3/center/1577400961640413696.jpg
office_3/center/1577400846465686016.jpg
office_3/center/1577400930187386624.jpg
office_3/center/1577401089085046784.jpg
office_3/center/1577401170582515712.jpg
office_3/center/1577401026687494656.jpg
office_3/center/1577401076235436032.jpg
office_3/center/1577401084085070848.jpg
office_3/center/1577400948939124992.jpg
office_3/center/1577401139533647872.jpg
office_3/center/1577401117634930432.jpg
office_3/center/1577401091035262720.jpg
office_3/center/1577400847566874368.jpg
office_3/center/1577400894384700416.jpg
office_3/center/1577401088585036032.jpg
office_3/center/1577400965390467840.jpg
office_3/center/1577400953539694848.jpg
office_3/center/1577401010687049728.jpg
office_3/center/1577400971641760512.jpg
office_3/center/1577401046685693184.jpg
office_3/center/1577400978690762752.jpg
office_3/center/1577400963790570496.jpg
office_3/center/1577401159983006464.jpg
office_3/center/1577400927987031808.jpg
office_3/center/1577400960590592512.jpg
office_3/center/1577401059385510656.jpg
office_3/center/1577400923137099520.jpg
office_3/center/1577401070236054016.jpg
office_3/center/1577400926687357184.jpg
office_3/center/1577400891484895488.jpg
office_3/center/1577400931337619712.jpg
office_3/center/1577400939237992448.jpg
office_3/center/1577400966141515520.jpg
office_3/center/1577400871138003456.jpg
office_3/center/1577401030186798848.jpg
office_3/center/1577400933737336320.jpg
office_3/center/1577401148532936448.jpg
office_3/center/1577401044835921408.jpg
office_3/center/1577401120384271360.jpg
office_3/center/1577401037536410880.jpg
office_3/center/1577400913535608064.jpg
office_3/center/1577400864482584832.jpg
office_3/center/1577401142583055872.jpg
office_3/center/1577401029537027072.jpg
office_3/center/1577400921836946688.jpg
office_3/center/1577401036636608512.jpg
office_3/center/1577400879187490816.jpg
office_3/center/1577401012438226944.jpg
office_3/center/1577400949839133696.jpg
office_3/center/1577400936187746560.jpg
office_3/center/1577401133333929984.jpg
office_3/center/1577401100684616960.jpg
office_3/center/1577400879237473280.jpg
office_3/center/1577400951939463680.jpg
office_3/center/1577401174582568448.jpg
office_3/center/1577401057386086912.jpg
office_3/center/1577400899234626048.jpg
office_3/center/1577401040386452224.jpg
office_3/center/1577400927887209216.jpg
office_3/center/1577400888385069056.jpg
office_3/center/1577400942237544704.jpg
office_3/center/1577400867985328896.jpg
office_3/center/1577401019687763200.jpg
office_3/center/1577400852021945856.jpg
office_3/center/1577400855174641664.jpg
office_3/center/1577401098034209280.jpg
office_3/center/1577400957039608064.jpg
office_3/center/1577401050235930112.jpg
office_3/center/1577400915286222592.jpg
office_3/center/1577401066336053760.jpg
office_3/center/1577400849118324224.jpg
office_3/center/1577401144383409408.jpg
office_3/center/1577401183332123904.jpg
office_3/center/1577401149882720512.jpg
office_3/center/1577401090034866432.jpg
office_3/center/1577401019437680128.jpg
office_3/center/1577401036786676736.jpg
office_3/center/1577400962590637824.jpg
office_3/center/1577400872838630400.jpg
office_3/center/1577401050485882624.jpg
office_3/center/1577400960840508416.jpg
office_3/center/1577401053335927296.jpg
office_3/center/1577401079685470208.jpg
office_3/center/1577401015587914752.jpg
office_3/center/1577401037686460416.jpg
office_3/center/1577400889134702080.jpg
office_3/center/1577401016187967488.jpg
office_3/center/1577401100734564096.jpg
office_3/center/1577400885084469248.jpg
office_3/center/1577401064136066816.jpg
office_3/center/1577400964390902016.jpg
office_3/center/1577400896184596736.jpg
office_3/center/1577400848117608960.jpg
office_3/center/1577401072235679232.jpg
office_3/center/1577401169632478464.jpg
office_3/center/1577401034786882304.jpg
office_3/center/1577401085585313536.jpg
office_3/center/1577400962690687488.jpg
office_3/center/1577400851021165312.jpg
office_3/center/1577400886984846848.jpg
office_3/center/1577401161032912128.jpg
office_3/center/1577400890285015040.jpg
office_3/center/1577401145633452800.jpg
office_3/center/1577401107234293504.jpg
office_3/center/1577401107284325632.jpg
office_3/center/1577400850271033088.jpg
office_3/center/1577400861530220800.jpg
office_3/center/1577400899134676480.jpg
office_3/center/1577400900684531968.jpg
office_3/center/1577400921987191808.jpg
office_3/center/1577400969741474304.jpg
office_3/center/1577401114184253440.jpg
office_3/center/1577401156682369792.jpg
office_3/center/1577401140433519104.jpg
office_3/center/1577401162832487680.jpg
office_3/center/1577400962740720128.jpg
office_3/center/1577400874588809984.jpg
office_3/center/1577401069685538816.jpg
office_3/center/1577401045586119936.jpg
office_3/center/1577401024787322880.jpg
office_3/center/1577400955439620864.jpg
office_3/center/1577401081035109632.jpg
office_3/center/1577401170432438272.jpg
office_3/center/1577401056386105344.jpg
office_3/center/1577401149583464192.jpg
office_3/center/1577400849769886464.jpg
office_3/center/1577401031536866816.jpg
office_3/center/1577401019887728896.jpg
office_3/center/1577401119184209920.jpg
office_3/center/1577401085685399552.jpg
office_3/center/1577400929337738496.jpg
office_3/center/1577401111434885376.jpg
office_3/center/1577401012538238464.jpg
office_3/center/1577400883534177024.jpg
office_3/center/1577401170632501760.jpg
office_3/center/1577401081185162496.jpg
office_3/center/1577401129233799680.jpg
office_3/center/1577400848968389888.jpg
office_3/center/1577400903834458624.jpg
office_3/center/1577401124833999616.jpg
office_3/center/1577401088135221504.jpg
office_3/center/1577401168032173312.jpg
office_3/center/1577401168132304640.jpg
office_3/center/1577400858427809792.jpg
office_3/center/1577401069385568000.jpg
office_3/center/1577401134383290368.jpg
office_3/center/1577400896784495872.jpg
office_3/center/1577400893284963584.jpg
office_3/center/1577401079785416192.jpg
office_3/center/1577401063886205184.jpg
office_3/center/1577400881386273792.jpg
office_3/center/1577400969541436672.jpg
office_3/center/1577401124383956992.jpg
office_3/center/1577401114884785152.jpg
office_3/center/1577401032786758912.jpg
office_3/center/1577400897784514304.jpg
office_3/center/1577401013338255872.jpg
office_3/center/1577401104634146560.jpg
office_3/center/1577401087434938368.jpg
office_3/center/1577401137683203584.jpg
office_3/center/1577400968791050240.jpg
office_3/center/1577401182132510464.jpg
office_3/center/1577400899984574208.jpg
office_3/center/1577400915736577280.jpg
office_3/center/1577400914736389888.jpg
office_3/center/1577400956889588736.jpg
office_3/center/1577401051935878656.jpg
office_3/center/1577400969391321856.jpg
office_3/center/1577400956939577600.jpg
office_3/center/1577401116234462464.jpg
office_3/center/1577401184281830912.jpg
office_3/center/1577400958040181504.jpg
office_3/center/1577401163382902016.jpg
office_3/center/1577401179082537728.jpg
office_3/center/1577400921537043712.jpg
office_3/center/1577401073235823616.jpg
office_3/center/1577401101034613760.jpg
office_3/center/1577401092734766336.jpg
office_3/center/1577401136933201664.jpg
office_3/center/1577400899634330368.jpg
office_3/center/1577401012838180608.jpg
office_3/center/1577400874388280320.jpg
office_3/center/1577400950739392768.jpg
office_3/center/1577400886234349568.jpg
office_3/center/1577400960990465280.jpg
office_3/center/1577401174782438912.jpg
office_3/center/1577401082335645952.jpg
office_3/center/1577401066236107008.jpg
office_3/center/1577401111834779904.jpg
office_3/center/1577400944988599808.jpg
office_3/center/1577401098435016960.jpg
office_3/center/1577401128333168128.jpg
office_3/center/1577401166132995072.jpg
office_3/center/1577401044636154112.jpg
office_3/center/1577400884334548992.jpg
office_3/center/1577401094334899712.jpg
office_3/center/1577400945488531968.jpg
office_3/center/1577401127833882112.jpg
office_3/center/1577401020087489024.jpg
office_3/center/1577401082435170560.jpg
office_3/center/1577400944238103808.jpg
office_3/center/1577400929387676160.jpg
office_3/center/1577401094185081088.jpg
office_3/center/1577400915086064128.jpg
office_3/center/1577401049185742080.jpg
office_3/center/1577400947889386240.jpg
office_3/center/1577400895285051648.jpg
office_3/center/1577400885584992000.jpg
office_3/center/1577400896384454912.jpg
office_3/center/1577401149183357696.jpg
office_3/center/1577401145133120000.jpg
office_3/center/1577401039136473344.jpg
office_3/center/1577400848368235264.jpg
office_3/center/1577401110784469504.jpg
office_3/center/1577401072385678848.jpg
office_3/center/1577401068885837312.jpg
office_3/center/1577401126634126848.jpg
office_3/center/1577400913735671040.jpg
office_3/center/1577400967491160320.jpg
office_3/center/1577401135883159552.jpg
office_3/center/1577401164682637312.jpg
office_3/center/1577401089884902656.jpg
office_3/center/1577401184381818368.jpg
office_3/center/1577400961490339840.jpg
office_3/center/1577401070785824768.jpg
office_3/center/1577401172832721408.jpg
office_3/center/1577401104483984384.jpg
office_3/center/1577400896934654720.jpg
office_3/center/1577401027787254528.jpg
office_3/center/1577400976391296000.jpg
office_3/center/1577400972791906048.jpg
office_3/center/1577401150333061376.jpg
office_3/center/1577401049936034048.jpg
office_3/center/1577401100284699904.jpg
office_3/center/1577400937837950720.jpg
office_3/center/1577401091684604928.jpg
office_3/center/1577401073036032512.jpg
office_3/center/1577401103584684032.jpg
office_3/center/1577401037386533888.jpg
office_3/center/1577401148083338496.jpg
office_3/center/1577400947739422464.jpg
office_3/center/1577401138183448576.jpg
office_3/center/1577401115534277888.jpg
office_3/center/1577400902584332032.jpg
office_3/center/1577400934537956352.jpg
office_3/center/1577401094284955904.jpg
office_3/center/1577401087534754304.jpg
office_3/center/1577400898834725120.jpg
office_3/center/1577400966091548672.jpg
office_3/center/1577400944538405120.jpg
office_3/center/1577400853523458048.jpg
office_3/center/1577401065485838592.jpg
office_3/center/1577401105284667648.jpg
office_3/center/1577401110134896896.jpg
office_3/center/1577400898284535296.jpg
office_3/center/1577401037286659328.jpg
office_3/center/1577401031137018368.jpg
office_3/center/1577401108184325120.jpg
office_3/center/1577400940787877888.jpg
office_3/center/1577401088435102720.jpg
office_3/center/1577401113884667136.jpg
office_3/center/1577400883384444672.jpg
office_3/center/1577400933837424128.jpg
office_3/center/1577400919187449600.jpg
office_3/center/1577401132333576704.jpg
office_3/center/1577401011588640512.jpg
office_3/center/1577401121334322688.jpg
office_3/center/1577401173082807808.jpg
office_3/center/1577401077635983360.jpg
office_3/center/1577400976941404160.jpg
office_3/center/1577401159882944256.jpg
office_3/center/1577400906734569216.jpg
office_3/center/1577401109084799232.jpg
office_3/center/1577400956240009216.jpg
office_3/center/1577400874438315008.jpg
office_3/center/1577401170932325120.jpg
office_3/center/1577401181582191360.jpg
office_3/center/1577400921237302272.jpg
office_3/center/1577401143783236864.jpg
office_3/center/1577401106284287488.jpg
office_3/center/1577400860079168000.jpg
office_3/center/1577401103134389760.jpg
office_3/center/1577401139583685632.jpg
office_3/center/1577400890584846336.jpg
office_3/center/1577401011838638592.jpg
office_3/center/1577400925037495808.jpg
office_3/center/1577400971041223936.jpg
office_3/center/1577401098884698112.jpg
office_3/center/1577401026837574912.jpg
office_3/center/1577400845564149248.jpg
office_3/center/1577401178132359680.jpg
office_3/center/1577401018887837952.jpg
office_3/center/1577400850120618752.jpg
office_3/center/1577400945138662400.jpg
office_3/center/1577401042486313472.jpg
office_3/center/1577401127133614848.jpg
office_3/center/1577400926236977664.jpg
office_3/center/1577401177782342400.jpg
office_3/center/1577401091984716544.jpg
office_3/center/1577400849318393600.jpg
office_3/center/1577401021337812224.jpg
office_3/center/1577401016037807360.jpg
office_3/center/1577400965891184128.jpg
office_3/center/1577401126183646720.jpg
office_3/center/1577400935137705216.jpg
office_3/center/1577401062486097664.jpg
office_3/center/1577400946638764288.jpg
office_3/center/1577400888784599040.jpg
office_3/center/1577401119234128640.jpg
office_3/center/1577400913035677184.jpg
office_3/center/1577400878486653952.jpg
office_3/center/1577401179932332032.jpg
office_3/center/1577400898584587264.jpg
office_3/center/1577400965991428608.jpg
office_3/center/1577400851772035328.jpg
office_3/center/1577401059235527680.jpg
office_3/center/1577400941888027392.jpg
office_3/center/1577401106434418432.jpg
office_3/center/1577400950689437952.jpg
office_3/center/1577401156932841984.jpg
office_3/center/1577401131133784832.jpg
office_3/center/1577401112784969728.jpg
office_3/center/1577400945738493696.jpg
office_3/center/1577401011788652544.jpg
office_3/center/1577401018487618048.jpg
office_3/center/1577400942538293760.jpg
office_3/center/1577400938238145536.jpg
office_3/center/1577401032236598528.jpg
office_3/center/1577400850070605824.jpg
office_3/center/1577401072786082560.jpg
office_3/center/1577401163883065088.jpg
office_3/center/1577400967641240320.jpg
office_3/center/1577401057086089728.jpg
office_3/center/1577401095084868352.jpg
office_3/center/1577400918436484864.jpg
office_3/center/1577400881086749440.jpg
office_3/center/1577401087885009920.jpg
office_3/center/1577401067536040192.jpg
office_3/center/1577401122434172672.jpg
office_3/center/1577401011138355200.jpg
office_3/center/1577401109584601088.jpg
office_3/center/1577400869386366208.jpg
office_3/center/1577401140833448960.jpg
office_3/center/1577401131533652224.jpg
office_3/center/1577400962440651776.jpg
office_3/center/1577401047586174464.jpg
office_3/center/1577401027687252480.jpg
office_3/center/1577401029636986368.jpg
office_3/center/1577401114383787520.jpg
office_3/center/1577401180782060288.jpg
office_3/center/1577400872939046912.jpg
office_3/center/1577400901134673152.jpg
office_3/center/1577400968091144192.jpg
office_3/center/1577401094534763264.jpg
office_3/center/1577401025187218176.jpg
office_3/center/1577401181082234624.jpg
office_3/center/1577400941588154368.jpg
office_3/center/1577400857126307072.jpg
office_3/center/1577400856125917696.jpg
office_3/center/1577401173282367488.jpg
office_3/center/1577400936387642880.jpg
office_3/center/1577401040786492928.jpg
office_3/center/1577401088385183744.jpg
office_3/center/1577400928787662080.jpg
office_3/center/1577401117084268032.jpg
office_3/center/1577401052885911040.jpg
office_3/center/1577401116734242048.jpg
office_3/center/1577401181532106752.jpg
office_3/center/1577401175182788096.jpg
office_3/center/1577401084835131392.jpg
office_3/center/1577401135233850880.jpg
office_3/center/1577400890734657536.jpg
office_3/center/1577400980790413056.jpg
office_3/center/1577401164083094272.jpg
office_3/center/1577400847316083968.jpg
office_3/center/1577400867034723840.jpg
office_3/center/1577400917186881792.jpg
office_3/center/1577400934837970432.jpg
office_3/center/1577400905034289152.jpg
office_3/center/1577401095284698624.jpg
office_3/center/1577400849218332928.jpg
office_3/center/1577401020887255552.jpg
office_3/center/1577401060786181632.jpg
office_3/center/1577401177132290304.jpg
office_3/center/1577401073086007552.jpg
office_3/center/1577400956489932032.jpg
office_3/center/1577401110584674048.jpg
office_3/center/1577400943338306304.jpg
office_3/center/1577401132383589888.jpg
office_3/center/1577401125484272896.jpg
office_3/center/1577400844113175552.jpg
office_3/center/1577400852222246400.jpg
office_3/center/1577400954789651456.jpg
office_3/center/1577400941238247424.jpg
office_3/center/1577401171982744320.jpg
office_3/center/1577401101584514048.jpg
office_3/center/1577401014688167168.jpg
office_3/center/1577401184581844224.jpg
office_3/center/1577400913835691008.jpg
office_3/center/1577401062736038656.jpg
office_3/center/1577400885334799360.jpg
office_3/center/1577400956340025088.jpg
office_3/center/1577401019637730048.jpg
office_3/center/1577401107684931584.jpg
office_3/center/1577401029886933248.jpg
office_3/center/1577401024687372544.jpg
office_3/center/1577401181982470912.jpg
office_3/center/1577400980240408064.jpg
office_3/center/1577400978041366272.jpg
office_3/center/1577401029037071360.jpg
office_3/center/1577401147983178496.jpg
office_3/center/1577400939638283264.jpg
office_3/center/1577400952939890432.jpg
office_3/center/1577401115934280704.jpg
office_3/center/1577400913185645312.jpg
office_3/center/1577401154733361920.jpg
office_3/center/1577401097134694144.jpg
office_3/center/1577401130583553024.jpg
office_3/center/1577401062186036736.jpg
office_3/center/1577401144283388416.jpg
office_3/center/1577400937088021760.jpg
office_3/center/1577401124333967872.jpg
office_3/center/1577401027587243264.jpg
office_3/center/1577400958540201984.jpg
office_3/center/1577401118434206464.jpg
office_3/center/1577401172632187648.jpg
office_3/center/1577400926637300480.jpg
office_3/center/1577400938088027392.jpg
office_3/center/1577401030036900096.jpg
office_3/center/1577401107084376832.jpg
office_3/center/1577400909134495232.jpg
office_3/center/1577401097784675328.jpg
office_3/center/1577401076035972096.jpg
office_3/center/1577400875389140224.jpg
office_3/center/1577400858477980928.jpg
office_3/center/1577400900134673664.jpg
office_3/center/1577400926436993536.jpg
office_3/center/1577400856375897600.jpg
office_3/center/1577400868285696512.jpg
office_3/center/1577400844913415168.jpg
office_3/center/1577400900884550400.jpg
office_3/center/1577401159083239680.jpg
office_3/center/1577400913885703936.jpg
office_3/center/1577401061885931264.jpg
office_3/center/1577400910184686592.jpg
office_3/center/1577400863481665024.jpg
office_3/center/1577401098735013120.jpg
office_3/center/1577400970041302528.jpg
office_3/center/1577401159133195776.jpg
office_3/center/1577401140783495424.jpg
office_3/center/1577401033436738304.jpg
office_3/center/1577401046885776640.jpg
office_3/center/1577401030786991616.jpg
office_3/center/1577401082185830656.jpg
office_3/center/1577401077435552000.jpg
office_3/center/1577401153033036032.jpg
office_3/center/1577401170682468608.jpg
office_3/center/1577401104284072704.jpg
office_3/center/1577401172132531712.jpg
office_3/center/1577400922237482496.jpg
office_3/center/1577401085835275520.jpg
office_3/center/1577400915936717568.jpg
office_3/center/1577401057536039680.jpg
office_3/center/1577400845213441280.jpg
office_3/center/1577401168532595200.jpg
office_3/center/1577400975891607296.jpg
office_3/center/1577401121184460288.jpg
office_3/center/1577400947138721024.jpg
office_3/center/1577401069435457280.jpg
office_3/center/1577400946288649984.jpg
office_3/center/1577401184681895936.jpg
office_3/center/1577400864632561408.jpg
office_3/center/1577400899834559488.jpg
office_3/center/1577400908734215424.jpg
office_3/center/1577400905734223872.jpg
office_3/center/1577400852272414720.jpg
office_3/center/1577401137933152768.jpg
office_3/center/1577401049035764480.jpg
office_3/center/1577400891735029248.jpg
office_3/center/1577401104534056704.jpg
office_3/center/1577400852422758912.jpg
office_3/center/1577401180832124160.jpg
office_3/center/1577400888034973696.jpg
office_3/center/1577400949089211904.jpg
office_3/center/1577401107884833792.jpg
office_3/center/1577400943738168320.jpg
office_3/center/1577401041386472704.jpg
office_3/center/1577401176132609280.jpg
office_3/center/1577401175232840192.jpg
office_3/center/1577400923287182336.jpg
office_3/center/1577400862130427392.jpg
office_3/center/1577400860779635456.jpg
office_3/center/1577400890884688896.jpg
office_3/center/1577400889834733568.jpg
office_3/center/1577400866834603520.jpg
office_3/center/1577401112834948608.jpg
office_3/center/1577401152383126272.jpg
office_3/center/1577401121934091520.jpg
office_3/center/1577400969941443328.jpg
office_3/center/1577401167782237696.jpg
office_3/center/1577400969991362560.jpg
office_3/center/1577401029087087104.jpg
office_3/center/1577400941688078848.jpg
office_3/center/1577400940988067072.jpg
office_3/center/1577400932737971968.jpg
office_3/center/1577400882984852480.jpg
office_3/center/1577401068485863680.jpg
office_3/center/1577401096284768768.jpg
office_3/center/1577401102984478976.jpg
office_3/center/1577401038336606464.jpg
office_3/center/1577401071485832960.jpg
office_3/center/1577400962190631168.jpg
office_3/center/1577401019837757696.jpg
office_3/center/1577401114634359296.jpg
office_3/center/1577401013887713024.jpg
office_3/center/1577400961840641024.jpg
office_3/center/1577401038785675264.jpg
office_3/center/1577400975241876480.jpg
office_3/center/1577401056436034816.jpg
office_3/center/1577400930637594368.jpg
office_3/center/1577401133433695744.jpg
office_3/center/1577400902684398592.jpg
office_3/center/1577401162782584064.jpg
office_3/center/1577401101134684416.jpg
office_3/center/1577401054585794304.jpg
office_3/center/1577401082035605760.jpg
office_3/center/1577401078885590272.jpg
office_3/center/1577401115734266624.jpg
office_3/center/1577400895884475648.jpg
office_3/center/1577401183131876352.jpg
office_3/center/1577400879387407616.jpg
office_3/center/1577400976141474304.jpg
office_3/center/1577401141033361152.jpg
office_3/center/1577400856625433344.jpg
office_3/center/1577401081285142528.jpg
office_3/center/1577400855875704064.jpg
office_3/center/1577400947439006720.jpg
office_3/center/1577401020037539072.jpg
office_3/center/1577400958840309760.jpg
office_3/center/1577401067436148992.jpg
office_3/center/1577400938438028288.jpg
office_3/center/1577401104884396032.jpg
office_3/center/1577400927087203584.jpg
office_3/center/1577401107484714496.jpg
office_3/center/1577400951189093120.jpg
office_3/center/1577400884134868992.jpg
office_3/center/1577401053485959424.jpg
office_3/center/1577401160982915840.jpg
office_3/center/1577400847466660864.jpg
office_3/center/1577401013238192896.jpg
office_3/center/1577401123084137216.jpg
office_3/center/1577401085285245440.jpg
office_3/center/1577401080735301120.jpg
office_3/center/1577401046485996288.jpg
office_3/center/1577401014638332672.jpg
office_3/center/1577401029587011840.jpg
office_3/center/1577400977041505024.jpg
office_3/center/1577401184781935872.jpg
office_3/center/1577400968591104768.jpg
office_3/center/1577400931487496704.jpg
office_3/center/1577401150633615616.jpg
office_3/center/1577401117785001216.jpg
office_3/center/1577401100784570624.jpg
office_3/center/1577401165482906624.jpg
office_3/center/1577401101234705152.jpg
office_3/center/1577401097435065856.jpg
office_3/center/1577401015537910272.jpg
office_3/center/1577400947539183104.jpg
office_3/center/1577401061935909888.jpg
office_3/center/1577401181882337280.jpg
office_3/center/1577401121784101376.jpg
office_3/center/1577401016738098176.jpg
office_3/center/1577401113433864448.jpg
office_3/center/1577401123734122752.jpg
office_3/center/1577401079135519488.jpg
office_3/center/1577401117735038976.jpg
office_3/center/1577401023987341056.jpg
office_3/center/1577400916286787584.jpg
office_3/center/1577400958090197504.jpg
office_3/center/1577401139333617664.jpg
office_3/center/1577401148932929536.jpg
office_3/center/1577401115784256256.jpg
office_3/center/1577401086584859136.jpg
office_3/center/1577401055936140288.jpg
office_3/center/1577401021887376896.jpg
office_3/center/1577400974741529088.jpg
office_3/center/1577400924586976000.jpg
office_3/center/1577400877088248576.jpg
office_3/center/1577401076335244544.jpg
office_3/center/1577400915986779136.jpg
office_3/center/1577401033236731904.jpg
office_3/center/1577400919836910080.jpg
office_3/center/1577400916936793344.jpg
office_3/center/1577400964890912256.jpg
office_3/center/1577401023937278720.jpg
office_3/center/1577401150232772352.jpg
office_3/center/1577401103434553856.jpg
office_3/center/1577401027987161088.jpg
office_3/center/1577401131733542400.jpg
office_3/center/1577400893735088128.jpg
office_3/center/1577401012138317312.jpg
office_3/center/1577401125384355328.jpg
office_3/center/1577401126334032640.jpg
office_3/center/1577401032436624896.jpg
office_3/center/1577401046236224512.jpg
office_3/center/1577401021837365760.jpg
office_3/center/1577400963890659072.jpg
office_3/center/1577401119484176128.jpg
office_3/center/1577400889434606848.jpg
office_3/center/1577401147733039616.jpg
office_3/center/1577400872437937408.jpg
office_3/center/1577401032736765952.jpg
office_3/center/1577400862230457856.jpg
office_3/center/1577400846665497344.jpg
office_3/center/1577401099934680832.jpg
office_3/center/1577401071235704320.jpg
office_3/center/1577401128033720320.jpg
office_3/center/1577401092784782848.jpg
office_3/center/1577400954139767296.jpg
office_3/center/1577400945338613248.jpg
office_3/center/1577401113634101504.jpg
office_3/center/1577400916986828032.jpg
office_3/center/1577401068685850112.jpg
office_3/center/1577401020337513984.jpg
office_3/center/1577401022137366528.jpg
office_3/center/1577401021237736704.jpg
office_3/center/1577401105734487040.jpg
office_3/center/1577400929837072384.jpg
office_3/center/1577400960540660480.jpg
office_3/center/1577401036936666368.jpg
office_3/center/1577400846815465984.jpg
office_3/center/1577400980840461824.jpg
office_3/center/1577400859928912128.jpg
office_3/center/1577401127483857408.jpg
office_3/center/1577400888734583552.jpg
office_3/center/1577401122184212736.jpg
office_3/center/1577400867885226496.jpg
office_3/center/1577401016488278784.jpg
office_3/center/1577401136833005568.jpg
office_3/center/1577401049335749376.jpg
office_3/center/1577401168382656512.jpg
office_3/center/1577400875788561152.jpg
office_3/center/1577401057186141952.jpg
office_3/center/1577400881186756608.jpg
office_3/center/1577401167533131776.jpg
office_3/center/1577400964440936960.jpg
office_3/center/1577400871688309760.jpg
office_3/center/1577400877038087168.jpg
office_3/center/1577401139083540992.jpg
office_3/center/1577401153682785536.jpg
office_3/center/1577401151783249920.jpg
office_3/center/1577400911835100416.jpg
office_3/center/1577400873789213696.jpg
office_3/center/1577400903234364672.jpg
office_3/center/1577400897884500992.jpg
office_3/center/1577400904584311552.jpg
office_3/center/1577400976441221376.jpg
office_3/center/1577401108384476928.jpg
office_3/center/1577401052985891840.jpg
office_3/center/1577400959040296192.jpg
office_3/center/1577401178782657280.jpg
office_3/center/1577401085485264896.jpg
office_3/center/1577400924837483776.jpg
office_3/center/1577400919786934272.jpg
office_3/center/1577401024137363712.jpg
office_3/center/1577400876237948416.jpg
office_3/center/1577401092484794112.jpg
office_3/center/1577400893535061760.jpg
office_3/center/1577401152733137920.jpg
office_3/center/1577401149233441536.jpg
office_3/center/1577401066136059392.jpg
office_3/center/1577400897384721664.jpg
office_3/center/1577401078535260416.jpg
office_3/center/1577401176332596224.jpg
office_3/center/1577400911484696576.jpg
office_3/center/1577401079935358976.jpg
office_3/center/1577400870287512320.jpg
office_3/center/1577400941038110720.jpg
office_3/center/1577400973591558912.jpg
office_3/center/1577400918136825856.jpg
office_3/center/1577401127333739776.jpg
office_3/center/1577401083485494272.jpg
office_3/center/1577401050935847680.jpg
office_3/center/1577401064986030336.jpg
office_3/center/1577400881935500032.jpg
office_3/center/1577401082684675584.jpg
office_3/center/1577400897484659712.jpg
office_3/center/1577401021737415936.jpg
office_3/center/1577400967741201152.jpg
office_3/center/1577401183582160896.jpg
office_3/center/1577400953139738880.jpg
office_3/center/1577400969591385856.jpg
office_3/center/1577400890234984192.jpg
office_3/center/1577400934787988480.jpg
office_3/center/1577401184081931008.jpg
office_3/center/1577401155382482944.jpg
office_3/center/1577400904284241152.jpg
office_3/center/1577400872189132544.jpg
office_3/center/1577401105034516736.jpg
office_3/center/1577401170132343296.jpg
office_3/center/1577401130433420544.jpg
office_3/center/1577400935187659776.jpg
office_3/center/1577400887884662016.jpg
office_3/center/1577400850170850048.jpg
office_3/center/1577401102934500608.jpg
office_3/center/1577401093134929664.jpg
office_3/center/1577401120084312320.jpg
office_3/center/1577400954489420544.jpg
office_3/center/1577401102084481536.jpg
office_3/center/1577400925187355392.jpg
office_3/center/1577400941488195072.jpg
office_3/center/1577400876537663488.jpg
office_3/center/1577400965440575744.jpg
office_3/center/1577400874789247744.jpg
office_3/center/1577401129533672960.jpg
office_3/center/1577400966940722944.jpg
office_3/center/1577401033186736896.jpg
office_3/center/1577401131683586560.jpg
office_3/center/1577401024887267584.jpg
office_3/center/1577400971441476864.jpg
office_3/center/1577400851971983360.jpg
office_3/center/1577400863131421184.jpg
office_3/center/1577401161332892416.jpg
office_3/center/1577401096884642048.jpg
office_3/center/1577401155432571648.jpg
office_3/center/1577401058536482816.jpg
office_3/center/1577401048586103808.jpg
office_3/center/1577401093434846976.jpg
office_3/center/1577400879586893568.jpg
office_3/center/1577401050185964800.jpg
office_3/center/1577401032686732544.jpg
office_3/center/1577400848418272768.jpg
office_3/center/1577401052035872256.jpg
office_3/center/1577401066286106112.jpg
office_3/center/1577401063836145408.jpg
office_3/center/1577400951038821888.jpg
office_3/center/1577401107584850176.jpg
office_3/center/1577401135782701312.jpg
office_3/center/1577400846215585536.jpg
office_3/center/1577400912085609728.jpg
office_3/center/1577401175632081152.jpg
office_3/center/1577401145683519488.jpg
office_3/center/1577401116134358016.jpg
office_3/center/1577400975591796992.jpg
office_3/center/1577401145383155968.jpg
office_3/center/1577401122584248576.jpg
office_3/center/1577400964690987264.jpg
office_3/center/1577401163532961536.jpg
office_3/center/1577400859878868480.jpg
office_3/center/1577401061335892480.jpg
office_3/center/1577400956989602304.jpg
office_3/center/1577400856025825792.jpg
office_3/center/1577401064635910144.jpg
office_3/center/1577401109534520064.jpg
office_3/center/1577400862480690944.jpg
office_3/center/1577401035736974848.jpg
office_3/center/1577400858578194432.jpg
office_3/center/1577400911234550528.jpg
office_3/center/1577400912185672448.jpg
office_3/center/1577400958440102400.jpg
office_3/center/1577400849168324352.jpg
office_3/center/1577401143983166976.jpg
office_3/center/1577400976041534720.jpg
office_3/center/1577401049635925504.jpg
office_3/center/1577401013787741696.jpg
office_3/center/1577401099184467456.jpg
office_3/center/1577401074885937408.jpg
office_3/center/1577401149982520320.jpg
office_3/center/1577401055585524736.jpg
office_3/center/1577400888934686720.jpg
office_3/center/1577401039536783360.jpg
office_3/center/1577401075035859456.jpg
office_3/center/1577401122034152448.jpg
office_3/center/1577401030236803072.jpg
office_3/center/1577401079885362688.jpg
office_3/center/1577401181832289024.jpg
office_3/center/1577400855324356096.jpg
office_3/center/1577401024187338240.jpg
office_3/center/1577401085985114880.jpg
office_3/center/1577400860479435264.jpg
office_3/center/1577401101334653952.jpg
office_3/center/1577401024437464576.jpg
office_3/center/1577400877188469248.jpg
office_3/center/1577401011238389248.jpg
office_3/center/1577400949039210240.jpg
office_3/center/1577401013638042880.jpg
office_3/center/1577401074985918720.jpg
office_3/center/1577400926737359872.jpg
office_3/center/1577401034586820608.jpg
office_3/center/1577400906334592512.jpg
office_3/center/1577401050635868160.jpg
office_3/center/1577400924436937984.jpg
office_3/center/1577401080985090048.jpg
office_3/center/1577400956689808640.jpg
office_3/center/1577401066735580160.jpg
office_3/center/1577400901784456192.jpg
office_3/center/1577401040136431616.jpg
office_3/center/1577401129883623168.jpg
office_3/center/1577401156632356096.jpg
office_3/center/1577401111934662912.jpg
office_3/center/1577400972891975424.jpg
office_3/center/1577400905084311296.jpg
office_3/center/1577400954039902720.jpg
office_3/center/1577400928587561472.jpg
office_3/center/1577401171282405632.jpg
office_3/center/1577400931387558144.jpg
office_3/center/1577401014787947264.jpg
office_3/center/1577401070735825152.jpg
office_3/center/1577401037136724992.jpg
office_3/center/1577401143133397504.jpg
office_3/center/1577400885784905984.jpg
office_3/center/1577401120684300288.jpg
office_3/center/1577401087935036928.jpg
office_3/center/1577401013538280704.jpg
office_3/center/1577400941338248448.jpg
office_3/center/1577400907834285056.jpg
office_3/center/1577401061585852416.jpg
office_3/center/1577401144983309312.jpg
office_3/center/1577401105434699008.jpg
office_3/center/1577401040886405120.jpg
office_3/center/1577401127933790720.jpg
office_3/center/1577400861580351232.jpg
office_3/center/1577401157282642944.jpg
office_3/center/1577400949489133312.jpg
office_3/center/1577401065391646464.jpg
office_3/center/1577400958390104320.jpg
office_3/center/1577401108784795392.jpg
office_3/center/1577400903734444800.jpg
office_3/center/1577401075885977600.jpg
office_3/center/1577401048086036224.jpg
office_3/center/1577401178482402816.jpg
office_3/center/1577400880285927424.jpg
office_3/center/1577400973941665536.jpg
office_3/center/1577401149299368960.jpg
office_3/center/1577401110634630656.jpg
office_3/center/1577401099685020416.jpg
office_3/center/1577401088235173376.jpg
office_3/center/1577400850621146368.jpg
office_3/center/1577400869837169920.jpg
office_3/center/1577401086484948992.jpg
office_3/center/1577401067635965952.jpg
office_3/center/1577401065236036864.jpg
office_3/center/1577400903784453888.jpg
office_3/center/1577401068985835520.jpg
office_3/center/1577401125933201408.jpg
office_3/center/1577401052935913984.jpg
office_3/center/1577401109484519680.jpg
office_3/center/1577401011038307072.jpg
office_3/center/1577400883934930176.jpg
office_3/center/1577401122284239360.jpg
office_3/center/1577401061835922944.jpg
office_3/center/1577401147933072384.jpg
office_3/center/1577400886434523648.jpg
office_3/center/1577400927687728384.jpg
office_3/center/1577401154883241984.jpg
office_3/center/1577401064086130688.jpg
office_3/center/1577400943188329472.jpg
office_3/center/1577400963840635392.jpg
office_3/center/1577401076385217536.jpg
office_3/center/1577401045486144000.jpg
office_3/center/1577400945038632448.jpg
office_3/center/1577401126083361024.jpg
office_3/center/1577401116034312448.jpg
office_3/center/1577401085035114496.jpg
office_3/center/1577400977991348736.jpg
office_3/center/1577400937787945216.jpg
office_3/center/1577400923937547008.jpg
office_3/center/1577401172782581760.jpg
office_3/center/1577400908284762880.jpg
office_3/center/1577401020237515008.jpg
office_3/center/1577401163432904960.jpg
office_3/center/1577400883234620672.jpg
office_3/center/1577400959340359424.jpg
office_3/center/1577401098184368128.jpg
office_3/center/1577401166882002688.jpg
office_3/center/1577401059185585664.jpg
office_3/center/1577400978391021824.jpg
office_3/center/1577400850571174912.jpg
office_3/center/1577401042436325632.jpg
office_3/center/1577400923037206016.jpg
office_3/center/1577401027537284352.jpg
office_3/center/1577400859177957888.jpg
office_3/center/1577401036986676224.jpg
office_3/center/1577401121234397440.jpg
office_3/center/1577400959140344064.jpg
office_3/center/1577401048985808384.jpg
office_3/center/1577400909634751232.jpg
office_3/center/1577401144783562752.jpg
office_3/center/1577401039337022464.jpg
office_3/center/1577401123034187520.jpg
office_3/center/1577400863932166400.jpg
office_3/center/1577400969841426176.jpg
office_3/center/1577400961190432768.jpg
office_3/center/1577401038386534656.jpg
office_3/center/1577401017037460480.jpg
office_3/center/1577400904484264960.jpg
office_3/center/1577401172431989248.jpg
office_3/center/1577400950589444864.jpg
office_3/center/1577401016887721472.jpg
office_3/center/1577401058836316160.jpg
office_3/center/1577401148333409024.jpg
office_3/center/1577401144033143552.jpg
office_3/center/1577401050435909888.jpg
office_3/center/1577400915836610560.jpg
office_3/center/1577400849920084736.jpg
office_3/center/1577401168632512512.jpg
office_3/center/1577400898484554752.jpg
office_3/center/1577400923337145344.jpg
office_3/center/1577401072986090752.jpg
office_3/center/1577401018087793152.jpg
office_3/center/1577401093284857344.jpg
office_3/center/1577401129933627136.jpg
office_3/center/1577400890784632832.jpg
office_3/center/1577401038986033664.jpg
office_3/center/1577400880236122368.jpg
office_3/center/1577401089584947968.jpg
office_3/center/1577401139933557248.jpg
office_3/center/1577401132133544192.jpg
office_3/center/1577400979141337088.jpg
office_3/center/1577401128083680512.jpg
office_3/center/1577400875439115776.jpg
office_3/center/1577401181182150656.jpg
office_3/center/1577400884484382464.jpg
office_3/center/1577401110434707968.jpg
office_3/center/1577400865333422336.jpg
office_3/center/1577400978440934912.jpg
office_3/center/1577401132433554176.jpg
office_3/center/1577401156782587904.jpg
office_3/center/1577400939137799680.jpg
office_3/center/1577401116534447360.jpg
office_3/center/1577400873189529088.jpg
office_3/center/1577401038486265344.jpg
office_3/center/1577401100184641792.jpg
office_3/center/1577400962640685056.jpg
office_3/center/1577400931037686016.jpg
office_3/center/1577401178732555776.jpg
office_3/center/1577401089135086592.jpg
office_3/center/1577401167632800512.jpg
office_3/center/1577401113483866880.jpg
office_3/center/1577400923537191680.jpg
office_3/center/1577401097734851328.jpg
office_3/center/1577400936537638912.jpg
office_3/center/1577401028787091968.jpg
office_3/center/1577401165632568064.jpg
office_3/center/1577401100434783232.jpg
office_3/center/1577401141933987840.jpg
office_3/center/1577400952089326848.jpg
office_3/center/1577400905284448768.jpg
office_3/center/1577400978790758400.jpg
office_3/center/1577401128183405056.jpg
office_3/center/1577401065685726464.jpg
office_3/center/1577401155933547264.jpg
office_3/center/1577401167283200256.jpg
office_3/center/1577401156133219072.jpg
office_3/center/1577400854174192640.jpg
office_3/center/1577400945438531328.jpg
office_3/center/1577401112634723072.jpg
office_3/center/1577400968891000064.jpg
office_3/center/1577400924636994816.jpg
office_3/center/1577400948638913792.jpg
office_3/center/1577401104834304768.jpg
office_3/center/1577400951339443200.jpg
office_3/center/1577400980990557952.jpg
office_3/center/1577400907134253568.jpg
office_3/center/1577401057336116992.jpg
office_3/center/1577401050385911808.jpg
office_3/center/1577400947689414144.jpg
office_3/center/1577401055235716608.jpg
office_3/center/1577401095584819712.jpg
office_3/center/1577400858678365440.jpg
office_3/center/1577401073435718912.jpg
office_3/center/1577401026737479936.jpg
office_3/center/1577400919087377152.jpg
office_3/center/1577400893785084928.jpg
office_3/center/1577401121684069120.jpg
office_3/center/1577400932337754112.jpg
office_3/center/1577401023337246208.jpg
office_3/center/1577400907234277120.jpg
office_3/center/1577400886034534144.jpg
office_3/center/1577401159033240320.jpg
office_3/center/1577401162882501376.jpg
office_3/center/1577400889784699648.jpg
office_3/center/1577401129133827584.jpg
office_3/center/1577401071985788160.jpg
office_3/center/1577401174232714496.jpg
office_3/center/1577401127033643264.jpg
office_3/center/1577401125034106624.jpg
office_3/center/1577400944488394752.jpg
office_3/center/1577401019287610368.jpg
office_3/center/1577400888984717568.jpg
office_3/center/1577401103984481536.jpg
office_3/center/1577400920687266560.jpg
office_3/center/1577400876138128640.jpg
office_3/center/1577400879037402880.jpg
office_3/center/1577401149383593472.jpg
office_3/center/1577400859078216448.jpg
office_3/center/1577400862681112832.jpg
office_3/center/1577401162982588672.jpg
office_3/center/1577400854374310400.jpg
office_3/center/1577400943788157952.jpg
office_3/center/1577400879137420800.jpg
office_3/center/1577400918586594816.jpg
office_3/center/1577401070286079488.jpg
office_3/center/1577401045786177792.jpg
office_3/center/1577401074635649280.jpg
office_3/center/1577400872139293952.jpg
office_3/center/1577400855074653696.jpg
office_3/center/1577401011288388608.jpg
office_3/center/1577400923237161216.jpg
office_3/center/1577401064286013952.jpg
office_3/center/1577401086285030400.jpg
office_3/center/1577401170182349312.jpg
office_3/center/1577401139683694848.jpg
office_3/center/1577401134133487872.jpg
office_3/center/1577401135133926656.jpg
office_3/center/1577400849870097664.jpg
office_3/center/1577401128833956864.jpg
office_3/center/1577401081585054976.jpg
office_3/center/1577401165082306560.jpg
office_3/center/1577400854724583168.jpg
office_3/center/1577401112534599680.jpg
office_3/center/1577400947789412608.jpg
office_3/center/1577401173681940992.jpg
office_3/center/1577401145733521920.jpg
office_3/center/1577400938587901952.jpg
office_3/center/1577401054535719936.jpg
office_3/center/1577400975791760384.jpg
office_3/center/1577401183882038016.jpg
office_3/center/1577401015087705344.jpg
office_3/center/1577401075435478528.jpg
office_3/center/1577401014538608640.jpg
office_3/center/1577400909934714112.jpg
office_3/center/1577401131483681280.jpg
office_3/center/1577401124483958016.jpg
office_3/center/1577401137333570816.jpg
office_3/center/1577401164482968064.jpg
office_3/center/1577400859979032576.jpg
office_3/center/1577401175332750080.jpg
office_3/center/1577401022437314816.jpg
office_3/center/1577400967240955136.jpg
office_3/center/1577400885434795520.jpg
office_3/center/1577401173132785664.jpg
office_3/center/1577401029487053824.jpg
office_3/center/1577401047536205312.jpg
office_3/center/1577400941638115840.jpg
office_3/center/1577400947589245440.jpg
office_3/center/1577400903634450432.jpg
office_3/center/1577401017787974912.jpg
office_3/center/1577401044286252288.jpg
office_3/center/1577401081735034624.jpg
office_3/center/1577401113284146944.jpg
office_3/center/1577400912785703168.jpg
office_3/center/1577401109034798080.jpg
office_3/center/1577400920987231488.jpg
office_3/center/1577401169832375296.jpg
office_3/center/1577400862831395584.jpg
office_3/center/1577400865733661696.jpg
office_3/center/1577400845614142464.jpg
office_3/center/1577400869035953408.jpg
office_3/center/1577401097084644096.jpg
office_3/center/1577401130183669504.jpg
office_3/center/1577401015387875072.jpg
office_3/center/1577400914336297984.jpg
office_3/center/1577400913235603200.jpg
office_3/center/1577400962040747776.jpg
office_3/center/1577400973491621376.jpg
office_3/center/1577401111334685184.jpg
office_3/center/1577401119734317568.jpg
office_3/center/1577400869987276544.jpg
office_3/center/1577400878336342528.jpg
office_3/center/1577400908334756864.jpg
office_3/center/1577401046585847040.jpg
office_3/center/1577401010788324096.jpg
office_3/center/1577401032186577920.jpg
office_3/center/1577401127983771648.jpg
office_3/center/1577400906033915136.jpg
office_3/center/1577400935937750016.jpg
office_3/center/1577401107934693632.jpg
office_3/center/1577401078985574656.jpg
office_3/center/1577401015237748480.jpg
office_3/center/1577400872637827328.jpg
office_3/center/1577400854124090368.jpg
office_3/center/1577401124184064000.jpg
office_3/center/1577401038536131072.jpg
office_3/center/1577400936037764096.jpg
office_3/center/1577400852773070592.jpg
office_3/center/1577400874689071104.jpg
office_3/center/1577400974441539328.jpg
office_3/center/1577400963290337024.jpg
office_3/center/1577400891534924800.jpg
office_3/center/1577401031986625792.jpg
office_3/center/1577401164832387840.jpg
office_3/center/1577400948388766976.jpg
office_3/center/1577401063385732864.jpg
office_3/center/1577401122234234112.jpg
office_3/center/1577401157432739328.jpg
office_3/center/1577401099884748288.jpg
office_3/center/1577400894784926976.jpg
office_3/center/1577401146583291392.jpg
office_3/center/1577400953940089088.jpg
office_3/center/1577400970441320448.jpg
office_3/center/1577400977640950016.jpg
office_3/center/1577400899034705664.jpg
office_3/center/1577401070435958272.jpg
office_3/center/1577400971491491328.jpg
office_3/center/1577401021487681024.jpg
office_3/center/1577401123984140800.jpg
office_3/center/1577401112734871808.jpg
office_3/center/1577401071785929984.jpg
office_3/center/1577400885884790016.jpg
office_3/center/1577401052085893120.jpg
office_3/center/1577400970241120256.jpg
office_3/center/1577400912335601920.jpg
office_3/center/1577401137783130112.jpg
office_3/center/1577400929687201536.jpg
office_3/center/1577401103084406272.jpg
office_3/center/1577401049385755392.jpg
office_3/center/1577401061136118016.jpg
office_3/center/1577401095785000192.jpg
office_3/center/1577401115034780928.jpg
office_3/center/1577400969641375232.jpg
office_3/center/1577401123584163328.jpg
office_3/center/1577401095885051904.jpg
office_3/center/1577401035886850816.jpg
office_3/center/1577400931937537024.jpg
office_3/center/1577400953740050688.jpg
office_3/center/1577401175582120704.jpg
office_3/center/1577401096484785664.jpg
office_3/center/1577401043386297088.jpg
office_3/center/1577400909534777600.jpg
office_3/center/1577401064385932288.jpg
office_3/center/1577401120484303872.jpg
office_3/center/1577400860679582720.jpg
office_3/center/1577401164333068800.jpg
office_3/center/1577400933637338112.jpg
office_3/center/1577401013288218368.jpg
office_3/center/1577401123134101504.jpg
office_3/center/1577400857427309056.jpg
office_3/center/1577400920537282304.jpg
office_3/center/1577400873089582848.jpg
office_3/center/1577400968391079680.jpg
office_3/center/1577401139233561600.jpg
office_3/center/1577401059635938048.jpg
office_3/center/1577400906384679680.jpg
office_3/center/1577400924937612288.jpg
office_3/center/1577401146782963968.jpg
office_3/center/1577401181382012928.jpg
office_3/center/1577400900334600960.jpg
office_3/center/1577400867184900352.jpg
office_3/center/1577400885685021184.jpg
office_3/center/1577400935737583360.jpg
office_3/center/1577401107984570880.jpg
office_3/center/1577400863732003328.jpg
office_3/center/1577400853823740928.jpg
office_3/center/1577401119334141696.jpg
office_3/center/1577400876988016384.jpg
office_3/center/1577401032336599552.jpg
office_3/center/1577400952889921024.jpg
office_3/center/1577401044086304768.jpg
office_3/center/1577401099384801792.jpg
office_3/center/1577401042036348416.jpg
office_3/center/1577401039986361856.jpg
office_3/center/1577401153382882560.jpg
office_3/center/1577400843912922880.jpg
office_3/center/1577400899784519424.jpg
office_3/center/1577400942888532992.jpg
office_3/center/1577401032086565888.jpg
office_3/center/1577400917086846720.jpg
office_3/center/1577400901734473728.jpg
office_3/center/1577400954189708544.jpg
office_3/center/1577401157882928640.jpg
office_3/center/1577401164632766208.jpg
office_3/center/1577400850371058944.jpg
office_3/center/1577401015637935616.jpg
office_3/center/1577400898984727296.jpg
office_3/center/1577400909084417536.jpg
office_3/center/1577401130033668096.jpg
office_3/center/1577400918987250432.jpg
office_3/center/1577401134883296000.jpg
office_3/center/1577400916586618624.jpg
office_3/center/1577400854674574336.jpg
office_3/center/1577400852322513664.jpg
office_3/center/1577400851321616640.jpg
office_3/center/1577401086985246976.jpg
office_3/center/1577401171432465920.jpg
office_3/center/1577400862530728704.jpg
office_3/center/1577401146233595392.jpg
office_3/center/1577400894734920192.jpg
office_3/center/1577401144883458048.jpg
office_3/center/1577400927588065024.jpg
office_3/center/1577401012188292352.jpg
office_3/center/1577400930287491328.jpg
office_3/center/1577401145183075840.jpg
office_3/center/1577401079035557888.jpg
office_3/center/1577400967341100800.jpg
office_3/center/1577400981940087808.jpg
office_3/center/1577401120734321408.jpg
office_3/center/1577400970341201408.jpg
office_3/center/1577401073985824000.jpg
office_3/center/1577400970991261952.jpg
office_3/center/1577400967791157504.jpg
office_3/center/1577400975741796608.jpg
office_3/center/1577401131283751680.jpg
office_3/center/1577400894534805504.jpg
office_3/center/1577400929987156992.jpg
office_3/center/1577400926837367040.jpg
office_3/center/1577400906834409472.jpg
office_3/center/1577400860529434112.jpg
office_3/center/1577401076885405440.jpg
office_3/center/1577400893334997248.jpg
office_3/center/1577400904334225408.jpg
office_3/center/1577401020987397632.jpg
office_3/center/1577400952739891712.jpg
office_3/center/1577400952439476992.jpg
office_3/center/1577400946938987264.jpg
office_3/center/1577401022337395456.jpg
office_3/center/1577400876337696768.jpg
office_3/center/1577400951539673088.jpg
office_3/center/1577400901984380928.jpg
office_3/center/1577401083685226496.jpg
office_3/center/1577400938537936640.jpg
office_3/center/1577401152183103232.jpg
office_3/center/1577401066385998848.jpg
office_3/center/1577401111084462080.jpg
office_3/center/1577401101434581248.jpg
office_3/center/1577401074335553536.jpg
office_3/center/1577400873739183616.jpg
office_3/center/1577401036836678144.jpg
office_3/center/1577401015987794944.jpg
office_3/center/1577401096384800256.jpg
office_3/center/1577401054635922688.jpg
office_3/center/1577400954739613184.jpg
office_3/center/1577401095935027200.jpg
office_3/center/1577401114034713344.jpg
office_3/center/1577400965040670208.jpg
office_3/center/1577400914836316416.jpg
office_3/center/1577401150783537920.jpg
office_3/center/1577400881585600768.jpg
office_3/center/1577400906484806400.jpg
office_3/center/1577401090884977920.jpg
office_3/center/1577401020137482496.jpg
office_3/center/1577400944388292864.jpg
office_3/center/1577400950139309056.jpg
office_3/center/1577400931687406592.jpg
office_3/center/1577400959740242432.jpg
office_3/center/1577400867535173888.jpg
office_3/center/1577400963640355328.jpg
office_3/center/1577400964140893184.jpg
office_3/center/1577401065835681024.jpg
office_3/center/1577400979990492928.jpg
office_3/center/1577401116634364160.jpg
office_3/center/1577400851572128256.jpg
office_3/center/1577400945538480896.jpg
office_3/center/1577401109884937216.jpg
office_3/center/1577401128883970816.jpg
office_3/center/1577401055036320768.jpg
office_3/center/1577401088785010944.jpg
office_3/center/1577400963490286592.jpg
office_3/center/1577400943538311168.jpg
office_3/center/1577400982339868672.jpg
office_3/center/1577401129333752064.jpg
office_3/center/1577401176482558976.jpg
office_3/center/1577400844163332352.jpg
office_3/center/1577401153182892288.jpg
office_3/center/1577400960390638592.jpg
office_3/center/1577400933237778432.jpg
office_3/center/1577401182731844608.jpg
office_3/center/1577401061985934080.jpg
office_3/center/1577401154283090688.jpg
office_3/center/1577401159682927616.jpg
office_3/center/1577400851271537920.jpg
office_3/center/1577400946788941568.jpg
office_3/center/1577400927287833856.jpg
office_3/center/1577401152083131904.jpg
office_3/center/1577401053535985152.jpg
office_3/center/1577400937737887488.jpg
office_3/center/1577400864332502784.jpg
office_3/center/1577401058985988608.jpg
office_3/center/1577400964340919040.jpg
office_3/center/1577401046336151552.jpg
office_3/center/1577401152333103104.jpg
office_3/center/1577401086684780032.jpg
office_3/center/1577400932137672960.jpg
office_3/center/1577401110234796800.jpg
office_3/center/1577401060986212096.jpg
office_3/center/1577400926987133952.jpg
office_3/center/1577401127383777792.jpg
office_3/center/1577400851471987200.jpg
office_3/center/1577400930987680256.jpg
office_3/center/1577401079835383296.jpg
office_3/center/1577401065187035648.jpg
office_3/center/1577401057036059392.jpg
office_3/center/1577400867935237888.jpg
office_3/center/1577401019137693184.jpg
office_3/center/1577400847817019904.jpg
office_3/center/1577401026887629312.jpg
office_3/center/1577401045736179712.jpg
office_3/center/1577400920237116416.jpg
office_3/center/1577401061086183936.jpg
office_3/center/1577401132083524864.jpg
office_3/center/1577400859377772032.jpg
office_3/center/1577401047486251008.jpg
office_3/center/1577401017237564160.jpg
office_3/center/1577401084585308928.jpg
office_3/center/1577400880385739520.jpg
office_3/center/1577401158732984576.jpg
office_3/center/1577400924037574144.jpg
office_3/center/1577401073735802624.jpg
office_3/center/1577401097585080064.jpg
office_3/center/1577401169932415232.jpg
office_3/center/1577401019537701632.jpg
office_3/center/1577400855675151360.jpg
office_3/center/1577401160333198592.jpg
office_3/center/1577400863581832448.jpg
office_3/center/1577401012488230400.jpg
office_3/center/1577401070535893504.jpg
office_3/center/1577401163933043456.jpg
office_3/center/1577401113684206592.jpg
office_3/center/1577401140033557504.jpg
office_3/center/1577401105934203904.jpg
office_3/center/1577400964240929536.jpg
office_3/center/1577401137283617536.jpg
office_3/center/1577400893184898816.jpg
office_3/center/1577401154982917376.jpg
office_3/center/1577401032986669056.jpg
office_3/center/1577401025487512064.jpg
office_3/center/1577400970841427200.jpg
office_3/center/1577400932387845120.jpg
office_3/center/1577401106634583040.jpg
office_3/center/1577401116334562048.jpg
office_3/center/1577401181232090112.jpg
office_3/center/1577400876887851264.jpg
office_3/center/1577401172082662144.jpg
office_3/center/1577401165932503808.jpg
office_3/center/1577400907634195712.jpg
office_3/center/1577401076435181824.jpg
office_3/center/1577401145333096960.jpg
office_3/center/1577400974841554944.jpg
office_3/center/1577401051385728512.jpg
office_3/center/1577401145833556992.jpg
office_3/center/1577400972241346048.jpg
office_3/center/1577401095835022592.jpg
office_3/center/1577401181682211584.jpg
office_3/center/1577401082085708032.jpg
office_3/center/1577401066435878400.jpg
office_3/center/1577401101884482304.jpg
office_3/center/1577401064435892480.jpg
office_3/center/1577400929087705344.jpg
office_3/center/1577401148632773120.jpg
office_3/center/1577400858778476800.jpg
office_3/center/1577400885734936320.jpg
office_3/center/1577401022287408128.jpg
office_3/center/1577401133683252224.jpg
office_3/center/1577400898934761216.jpg
office_3/center/1577401115234535168.jpg
office_3/center/1577401145233057024.jpg
office_3/center/1577401051435725056.jpg
office_3/center/1577400958940348928.jpg
office_3/center/1577400943288329984.jpg
office_3/center/1577400897084802304.jpg
office_3/center/1577401158432844544.jpg
office_3/center/1577401075385532160.jpg
office_3/center/1577400846115343104.jpg
office_3/center/1577401081885269248.jpg
office_3/center/1577400898184493824.jpg
office_3/center/1577401183832047360.jpg
office_3/center/1577401080335664896.jpg
office_3/center/1577400875688666880.jpg
office_3/center/1577401100534769152.jpg
office_3/center/1577401020687253504.jpg
office_3/center/1577401035637021952.jpg
office_3/center/1577401154233036544.jpg
office_3/center/1577401043036269568.jpg
office_3/center/1577400884884357888.jpg
office_3/center/1577400889884813824.jpg
office_3/center/1577401179132435712.jpg
office_3/center/1577401161432884224.jpg
office_3/center/1577401063786122752.jpg
office_3/center/1577400979191336960.jpg
office_3/center/1577400891584966144.jpg
office_3/center/1577401105534689280.jpg
office_3/center/1577401102284482816.jpg
office_3/center/1577401123784102912.jpg
office_3/center/1577400966041558016.jpg
office_3/center/1577401137383518208.jpg
office_3/center/1577400960190651648.jpg
office_3/center/1577401129033879296.jpg
office_3/center/1577401116084327424.jpg
office_3/center/1577400882184977152.jpg
office_3/center/1577401119634310656.jpg
office_3/center/1577400977741030656.jpg
office_3/center/1577401120434270720.jpg
office_3/center/1577401064335957760.jpg
office_3/center/1577401076085904640.jpg
office_3/center/1577400855725278208.jpg
office_3/center/1577401155482722816.jpg
office_3/center/1577400912985704960.jpg
office_3/center/1577400890684699904.jpg
office_3/center/1577400981190340096.jpg
office_3/center/1577401116934229504.jpg
office_3/center/1577400933937529344.jpg
office_3/center/1577401128733851904.jpg
office_3/center/1577401157632920576.jpg
office_3/center/1577401142033949696.jpg
office_3/center/1577400866284002048.jpg
office_3/center/1577401123334062848.jpg
office_3/center/1577401037186724864.jpg
office_3/center/1577400844663345408.jpg
office_3/center/1577401061635842560.jpg
office_3/center/1577400934638003456.jpg
office_3/center/1577400850971147008.jpg
office_3/center/1577401090284925696.jpg
office_3/center/1577400914035835136.jpg
office_3/center/1577401010838303744.jpg
office_3/center/1577400931537436416.jpg
office_3/center/1577401078335194112.jpg
office_3/center/1577401151883258624.jpg
office_3/center/1577401124134074368.jpg
office_3/center/1577401056336184832.jpg
office_3/center/1577401104934432000.jpg
office_3/center/1577401171682693376.jpg
office_3/center/1577401015337827840.jpg
office_3/center/1577400882434650624.jpg
office_3/center/1577401100234668544.jpg
office_3/center/1577401087985079552.jpg
office_3/center/1577401163182850560.jpg
office_3/center/1577400887584399872.jpg
office_3/center/1577400850321005056.jpg
office_3/center/1577401089734896896.jpg
office_3/center/1577401067336289024.jpg
office_3/center/1577400892784740096.jpg
office_3/center/1577400857776525056.jpg
office_3/center/1577400954839666944.jpg
office_3/center/1577400943388296960.jpg
office_3/center/1577401135333607424.jpg
office_3/center/1577401035936764928.jpg
office_3/center/1577401137733155584.jpg
office_3/center/1577401118234165248.jpg
office_3/center/1577400955339748608.jpg
office_3/center/1577400936532416768.jpg
office_3/center/1577400967441179136.jpg
office_3/center/1577401079185495552.jpg
office_3/center/1577401162333269760.jpg
office_3/center/1577401080785265408.jpg
office_3/center/1577400844813402368.jpg
office_3/center/1577400950839145216.jpg
office_3/center/1577401065735686912.jpg
office_3/center/1577400970941297408.jpg
office_3/center/1577401117384463872.jpg
office_3/center/1577401027087600384.jpg
office_3/center/1577400966391032320.jpg
office_3/center/1577401090684661248.jpg
office_3/center/1577401035786953984.jpg
office_3/center/1577401061485809152.jpg
office_3/center/1577400871939286272.jpg
office_3/center/1577401014887768576.jpg
office_3/center/1577401161232925184.jpg
office_3/center/1577401161482933248.jpg
office_3/center/1577401026037019904.jpg
office_3/center/1577401184481826048.jpg
office_3/center/1577400845363720704.jpg
office_3/center/1577401109434515712.jpg
office_3/center/1577401056086269440.jpg
office_3/center/1577401082985024256.jpg
office_3/center/1577401107784937216.jpg
office_3/center/1577401182432277504.jpg
office_3/center/1577400979041232128.jpg
office_3/center/1577401087484839168.jpg
office_3/center/1577401138383542784.jpg
office_3/center/1577401066485783296.jpg
office_3/center/1577401153732781824.jpg
office_3/center/1577400900534578944.jpg
office_3/center/1577401110484699392.jpg
office_3/center/1577400914486444544.jpg
office_3/center/1577400964490918144.jpg
office_3/center/1577401037336599040.jpg
office_3/center/1577400924486912000.jpg
office_3/center/1577401016338064384.jpg
office_3/center/1577401174632522496.jpg
office_3/center/1577400914986145280.jpg
office_3/center/1577401038685783040.jpg
office_3/center/1577401149633403392.jpg
office_3/center/1577401150483476224.jpg
office_3/center/1577401156532447488.jpg
office_3/center/1577401075335599616.jpg
office_3/center/1577401049986051584.jpg
office_3/center/1577400901584658176.jpg
office_3/center/1577401103234375680.jpg
office_3/center/1577400957089705216.jpg
office_3/center/1577400922687604992.jpg
office_3/center/1577401043686310144.jpg
office_3/center/1577401013687934208.jpg
office_3/center/1577400882634704896.jpg
office_3/center/1577401021787376128.jpg
office_3/center/1577400954339495424.jpg
office_3/center/1577400965841142016.jpg
office_3/center/1577401126684083712.jpg
office_3/center/1577401157832925696.jpg
office_3/center/1577401146733037568.jpg
office_3/center/1577400930937628160.jpg
office_3/center/1577401093334859008.jpg
office_3/center/1577401066086002688.jpg
office_3/center/1577401100384765952.jpg
office_3/center/1577400868786000896.jpg
office_3/center/1577400888135149056.jpg
office_3/center/1577400919886940672.jpg
office_3/center/1577400876088119296.jpg
office_3/center/1577401138733336576.jpg
office_3/center/1577400863832111360.jpg
office_3/center/1577401161582967552.jpg
office_3/center/1577400891234847232.jpg
office_3/center/1577400904684289280.jpg
office_3/center/1577400919437356032.jpg
office_3/center/1577400946889051648.jpg
office_3/center/1577400969441349632.jpg
office_3/center/1577401029986934528.jpg
office_3/center/1577400978740759552.jpg
office_3/center/1577400922037247488.jpg
office_3/center/1577400931287662592.jpg
office_3/center/1577400958740314624.jpg
office_3/center/1577401124884045568.jpg
office_3/center/1577401112584643584.jpg
office_3/center/1577401160732923136.jpg
office_3/center/1577400914536454400.jpg
office_3/center/1577401019737793024.jpg
office_3/center/1577401179882312704.jpg
office_3/center/1577401084635285504.jpg
office_3/center/1577401102034448128.jpg
office_3/center/1577400954089841408.jpg
office_3/center/1577401176382581248.jpg
office_3/center/1577400925337056512.jpg
office_3/center/1577401076735497728.jpg
office_3/center/1577401138583371008.jpg
office_3/center/1577400858928413696.jpg
office_3/center/1577401087335239424.jpg
office_3/center/1577400963940714496.jpg
office_3/center/1577401155583084032.jpg
office_3/center/1577400950189350912.jpg
office_3/center/1577401130783817728.jpg
office_3/center/1577400917286838016.jpg
office_3/center/1577400892534700032.jpg
office_3/center/1577401046186244096.jpg
office_3/center/1577401037236694784.jpg
office_3/center/1577400875738696192.jpg
office_3/center/1577401112384425984.jpg
office_3/center/1577401147133106944.jpg
office_3/center/1577401181032252160.jpg
office_3/center/1577401052785911808.jpg
office_3/center/1577401055285636608.jpg
office_3/center/1577401129183825920.jpg
office_3/center/1577401045386126848.jpg
office_3/center/1577401019237618688.jpg
office_3/center/1577400862280512768.jpg
office_3/center/1577400892285043456.jpg
office_3/center/1577400890834655488.jpg
office_3/center/1577400898434542080.jpg
office_3/center/1577401178332417280.jpg
office_3/center/1577401117184389120.jpg
office_3/center/1577401136283657984.jpg
office_3/center/1577400910434772736.jpg
office_3/center/1577400935987761408.jpg
office_3/center/1577401178532353024.jpg
office_3/center/1577400958790320896.jpg
office_3/center/1577401118484254208.jpg
office_3/center/1577400880685981696.jpg
office_3/center/1577401075835932160.jpg
office_3/center/1577401141233217536.jpg
office_3/center/1577400869937210368.jpg
office_3/center/1577400881535806464.jpg
office_3/center/1577401130483447808.jpg
office_3/center/1577400897634638336.jpg
office_3/center/1577400869236076288.jpg
office_3/center/1577400945388572672.jpg
office_3/center/1577400905933958656.jpg
office_3/center/1577401151433014016.jpg
office_3/center/1577400871337806848.jpg
office_3/center/1577400979291294464.jpg
office_3/center/1577400860129153280.jpg
office_3/center/1577400961040430848.jpg
office_3/center/1577401042886224128.jpg
office_3/center/1577400977690982656.jpg
office_3/center/1577401021937372672.jpg
office_3/center/1577401121834084096.jpg
office_3/center/1577401156482556416.jpg
office_3/center/1577400913335550976.jpg
office_3/center/1577400957189930496.jpg
office_3/center/1577401035536943104.jpg
office_3/center/1577400918036981504.jpg
office_3/center/1577401091135395328.jpg
office_3/center/1577401141733405184.jpg
office_3/center/1577400963990782464.jpg
office_3/center/1577401054936388096.jpg
office_3/center/1577400879287546112.jpg
office_3/center/1577400907984448000.jpg
office_3/center/1577400931887502848.jpg
office_3/center/1577401118134333952.jpg
office_3/center/1577400910334675712.jpg
office_3/center/1577400951389559040.jpg
office_3/center/1577401102884552448.jpg
office_3/center/1577401168432631040.jpg
office_3/center/1577401074485559040.jpg
office_3/center/1577401033086702592.jpg
office_3/center/1577401133883236608.jpg
office_3/center/1577401113533895424.jpg
office_3/center/1577401139733713408.jpg
office_3/center/1577400976691246592.jpg
office_3/center/1577401057735941376.jpg
office_3/center/1577401053085835264.jpg
office_3/center/1577400853573568768.jpg
office_3/center/1577401177832343552.jpg
office_3/center/1577400848518388224.jpg
office_3/center/1577400890535134464.jpg
office_3/center/1577401161933022720.jpg
office_3/center/1577401170882334976.jpg
office_3/center/1577400915036076288.jpg
office_3/center/1577400971291190528.jpg
office_3/center/1577401110934388736.jpg
office_3/center/1577400940237831168.jpg
office_3/center/1577400892934755072.jpg
office_3/center/1577401173782040576.jpg
office_3/center/1577400854224182784.jpg
office_3/center/1577401025887181056.jpg
office_3/center/1577401169882424064.jpg
office_3/center/1577401018387605248.jpg
office_3/center/1577400981639924992.jpg
office_3/center/1577401070685852160.jpg
office_3/center/1577400914386391296.jpg
office_3/center/1577401039186664704.jpg
office_3/center/1577401147782972928.jpg
office_3/center/1577400881885474048.jpg
office_3/center/1577400963090669568.jpg
office_3/center/1577401072085713920.jpg
office_3/center/1577401135632465920.jpg
office_3/center/1577401101934459904.jpg
office_3/center/1577400908384742400.jpg
office_3/center/1577401044136288512.jpg
office_3/center/1577400925737788416.jpg
office_3/center/1577400973291660288.jpg
office_3/center/1577400887184652544.jpg
office_3/center/1577400974791522560.jpg
office_3/center/1577401073535740928.jpg
office_3/center/1577400930137367808.jpg
office_3/center/1577401088535028480.jpg
office_3/center/1577401070386014464.jpg
office_3/center/1577401031836719616.jpg
office_3/center/1577400863882183936.jpg
office_3/center/1577401169182621952.jpg
office_3/center/1577400958690251520.jpg
office_3/center/1577400849819862784.jpg
office_3/center/1577400956539877888.jpg
office_3/center/1577401158332921088.jpg
office_3/center/1577400913985798144.jpg
office_3/center/1577401020587309568.jpg
office_3/center/1577401080035467008.jpg
office_3/center/1577400895485039360.jpg
office_3/center/1577400870087341568.jpg
office_3/center/1577400956589869568.jpg
office_3/center/1577400975291882240.jpg
office_3/center/1577400850921094144.jpg
office_3/center/1577400906083983360.jpg
office_3/center/1577401153232850176.jpg
office_3/center/1577400898084458752.jpg
office_3/center/1577401148582849536.jpg
office_3/center/1577400955789858304.jpg
office_3/center/1577401134333402112.jpg
office_3/center/1577400944438361088.jpg
office_3/center/1577400860929682688.jpg
office_3/center/1577400960640576000.jpg
office_3/center/1577401092534792448.jpg
office_3/center/1577400924536936704.jpg
office_3/center/1577400851421842944.jpg
office_3/center/1577401156282887936.jpg
office_3/center/1577400848217945856.jpg
office_3/center/1577401058185924352.jpg
office_3/center/1577401060635992320.jpg
office_3/center/1577400956390022912.jpg
office_3/center/1577401046935782912.jpg
office_3/center/1577400954589471232.jpg
office_3/center/1577401066585642752.jpg
office_3/center/1577400913785717504.jpg
office_3/center/1577401128933956096.jpg
office_3/center/1577401136083895296.jpg
office_3/center/1577401037086712576.jpg
office_3/center/1577401134083475200.jpg
office_3/center/1577400895934463488.jpg
office_3/center/1577400919137387520.jpg
office_3/center/1577401165782486272.jpg
office_3/center/1577400949639070208.jpg
office_3/center/1577401066186094592.jpg
office_3/center/1577401050835834880.jpg
office_3/center/1577401097234792704.jpg
office_3/center/1577401104684163328.jpg
office_3/center/1577400897934479104.jpg
office_3/center/1577401100034652928.jpg
office_3/center/1577401169132578304.jpg
office_3/center/1577401183732099584.jpg
office_3/center/1577401119084311808.jpg
office_3/center/1577401156382718464.jpg
office_3/center/1577401105334696448.jpg
office_3/center/1577400874989315328.jpg
office_3/center/1577401152883123200.jpg
office_3/center/1577401057586008832.jpg
office_3/center/1577400916536629504.jpg
office_3/center/1577401025787330048.jpg
office_3/center/1577400903934430208.jpg
office_3/center/1577401044586150400.jpg
office_3/center/1577401150082513408.jpg
office_3/center/1577401133184130560.jpg
office_3/center/1577400944288158976.jpg
office_3/center/1577400853623555584.jpg
office_3/center/1577401074235628288.jpg
office_3/center/1577400878687134464.jpg
office_3/center/1577401145283072512.jpg
office_3/center/1577400936787802880.jpg
office_3/center/1577401064886028544.jpg
office_3/center/1577401023637248768.jpg
office_3/center/1577400934137730816.jpg
office_3/center/1577401100834544640.jpg
office_3/center/1577400887484439040.jpg
office_3/center/1577400894834937344.jpg
office_3/center/1577400968191111168.jpg
office_3/center/1577401034936827904.jpg
office_3/center/1577401035386724352.jpg
office_3/center/1577401086534894592.jpg
office_3/center/1577400927637903360.jpg
office_3/center/1577401139833654784.jpg
office_3/center/1577400946038739968.jpg
office_3/center/1577401026287131392.jpg
office_3/center/1577401068085644032.jpg
office_3/center/1577400903884466944.jpg
office_3/center/1577400980340349952.jpg
office_3/center/1577400960940527616.jpg
office_3/center/1577401101984459008.jpg
office_3/center/1577401066935940608.jpg
office_3/center/1577400873289366784.jpg
office_3/center/1577400884084897536.jpg
office_3/center/1577401091634636800.jpg
office_3/center/1577401072585921792.jpg
office_3/center/1577400977141511424.jpg
office_3/center/1577401148682760960.jpg
office_3/center/1577401029936927744.jpg
office_3/center/1577400905384487936.jpg
office_3/center/1577401090634600448.jpg
office_3/center/1577400929287741184.jpg
office_3/center/1577401099635027200.jpg
office_3/center/1577401029836960768.jpg
office_3/center/1577400963390243072.jpg
office_3/center/1577400869486631680.jpg
office_3/center/1577400844863412992.jpg
office_3/center/1577401174032547840.jpg
office_3/center/1577400895134939904.jpg
office_3/center/1577400965140456192.jpg
office_3/center/1577400922137362944.jpg
office_3/center/1577400854324223744.jpg
office_3/center/1577401068535848704.jpg
office_3/center/1577400874889314048.jpg
office_3/center/1577401022637267456.jpg
office_3/center/1577400908934201088.jpg
office_3/center/1577400905834097152.jpg
office_3/center/1577400962790724352.jpg
office_3/center/1577401183031755520.jpg
office_3/center/1577401163833101568.jpg
office_3/center/1577401119934309376.jpg
office_3/center/1577401130333521152.jpg
office_3/center/1577400869737061120.jpg
office_3/center/1577400924237432320.jpg
office_3/center/1577401048040913920.jpg
office_3/center/1577400903284348672.jpg
office_3/center/1577400972091525888.jpg
office_3/center/1577401049535874304.jpg
office_3/center/1577400870837999616.jpg
office_3/center/1577400875538952960.jpg
office_3/center/1577400924287334144.jpg
office_3/center/1577400940088109824.jpg
office_3/center/1577400907584227840.jpg
office_3/center/1577400908884172544.jpg
office_3/center/1577400918236717824.jpg
office_3/center/1577401042836200704.jpg
office_3/center/1577400943688198400.jpg
office_3/center/1577401032386603776.jpg
office_3/center/1577400978191325440.jpg
office_3/center/1577400979740709888.jpg
office_3/center/1577401133084094464.jpg
office_3/center/1577400891785127680.jpg
office_3/center/1577400917436712960.jpg
office_3/center/1577400919637079296.jpg
office_3/center/1577401154333108480.jpg
office_3/center/1577401090234921984.jpg
office_3/center/1577401086185111040.jpg
office_3/center/1577401020537331712.jpg
office_3/center/1577400856725230080.jpg
office_3/center/1577400854074070528.jpg
office_3/center/1577400911785051904.jpg
office_3/center/1577400856875256832.jpg
office_3/center/1577400932837862656.jpg
office_3/center/1577401110384736256.jpg
office_3/center/1577400980640361216.jpg
office_3/center/1577401152233094656.jpg
office_3/center/1577401082884856064.jpg
office_3/center/1577401052685980672.jpg
office_3/center/1577401063435755264.jpg
office_3/center/1577401075685684480.jpg
office_3/center/1577401087584756224.jpg
office_3/center/1577400859828703232.jpg
office_3/center/1577401012888143104.jpg
office_3/center/1577401140583561984.jpg
office_3/center/1577401092084770816.jpg
office_3/center/1577400973191725056.jpg
office_3/center/1577400925237238016.jpg
office_3/center/1577400886084484352.jpg
office_3/center/1577401130833839616.jpg
office_3/center/1577400852873105152.jpg
office_3/center/1577401151733267712.jpg
office_3/center/1577400886484591616.jpg
office_3/center/1577401118084450304.jpg
office_3/center/1577400848568425472.jpg
office_3/center/1577401154383141376.jpg
office_3/center/1577401040086432512.jpg
office_3/center/1577401079485485056.jpg
office_3/center/1577400934337860608.jpg
office_3/center/1577400894984878848.jpg
office_3/center/1577401114934785280.jpg
office_3/center/1577401107434608128.jpg
office_3/center/1577401070336062976.jpg
office_3/center/1577401148433185024.jpg
office_3/center/1577401153083001600.jpg
office_3/center/1577401071535861760.jpg
office_3/center/1577400867685250560.jpg
office_3/center/1577400844713366272.jpg
office_3/center/1577401061285936128.jpg
office_3/center/1577401076635429376.jpg
office_3/center/1577401056985997824.jpg
office_3/center/1577401115184579584.jpg
office_3/center/1577400941987971328.jpg
office_3/center/1577401050985863168.jpg
office_3/center/1577400879437365504.jpg
office_3/center/1577401093684803584.jpg
office_3/center/1577401170482489856.jpg
office_3/center/1577401183782084096.jpg
office_3/center/1577400891084722944.jpg
office_3/center/1577401012088380160.jpg
office_3/center/1577401082934930688.jpg
office_3/center/1577400844363330560.jpg
office_3/center/1577400929187741696.jpg
office_3/center/1577400860279295744.jpg
office_3/center/1577400912585696000.jpg
office_3/center/1577400855124612864.jpg
office_3/center/1577401064036204032.jpg
office_3/center/1577400959790214912.jpg
office_3/center/1577401098485114112.jpg
office_3/center/1577401118934371584.jpg
office_3/center/1577400933287731712.jpg
office_3/center/1577401132833723904.jpg
office_3/center/1577400869586870528.jpg
office_3/center/1577401126783946240.jpg
office_3/center/1577400895535000576.jpg
office_3/center/1577400930537619456.jpg
office_3/center/1577401082584796160.jpg
office_3/center/1577401171232395264.jpg
office_3/center/1577400887634423040.jpg
office_3/center/1577401098234475264.jpg
office_3/center/1577401155733490688.jpg
office_3/center/1577400974241576960.jpg
office_3/center/1577401174982490112.jpg
office_3/center/1577400912285655296.jpg
office_3/center/1577401078235257088.jpg
office_3/center/1577401114984811776.jpg
office_3/center/1577400890084954880.jpg
office_3/center/1577400917837161984.jpg
office_3/center/1577401120334299136.jpg
office_3/center/1577401110884387072.jpg
office_3/center/1577400905184377088.jpg
office_3/center/1577401118384185088.jpg
office_3/center/1577401173882201088.jpg
office_3/center/1577400946138740736.jpg
office_3/center/1577401097184770560.jpg
office_3/center/1577401023737249024.jpg
office_3/center/1577401140083557632.jpg
office_3/center/1577401118284146432.jpg
office_3/center/1577400883634360320.jpg
office_3/center/1577401069285712128.jpg
office_3/center/1577400919736975104.jpg
office_3/center/1577401148383350528.jpg
office_3/center/1577401054836328960.jpg
office_3/center/1577401073335727616.jpg
office_3/center/1577401169532553984.jpg
office_3/center/1577400883834739968.jpg
office_3/center/1577401130683650816.jpg
office_3/center/1577401015437874176.jpg
office_3/center/1577401055635611648.jpg
office_3/center/1577400889084743168.jpg
office_3/center/1577400961390328064.jpg
office_3/center/1577401156183104000.jpg
office_3/center/1577400931087685632.jpg
office_3/center/1577401071035647744.jpg
office_3/center/1577400976591247616.jpg
office_3/center/1577400964790969600.jpg
office_3/center/1577400891835181312.jpg
office_3/center/1577400868735991296.jpg
office_3/center/1577401106934624256.jpg
office_3/center/1577401022787386624.jpg
office_3/center/1577400859128038144.jpg
office_3/center/1577400907684231168.jpg
office_3/center/1577401036436722432.jpg
office_3/center/1577400877238528000.jpg
office_3/center/1577401044386268160.jpg
office_3/center/1577401088835028224.jpg
office_3/center/1577400915436313600.jpg
office_3/center/1577401171082346752.jpg
office_3/center/1577400864832823808.jpg
office_3/center/1577401058035920640.jpg
office_3/center/1577401110534689792.jpg
office_3/center/1577400848818465536.jpg
office_3/center/1577401143283306496.jpg
office_3/center/1577400891434849536.jpg
office_3/center/1577400942488118016.jpg
office_3/center/1577400865883785216.jpg
office_3/center/1577401129083862272.jpg
office_3/center/1577400951489659904.jpg
office_3/center/1577401027637241088.jpg
office_3/center/1577400894584857600.jpg
office_3/center/1577400939888163328.jpg
office_3/center/1577401053435933952.jpg
office_3/center/1577401151933228544.jpg
office_3/center/1577401172232232448.jpg
office_3/center/1577401067885612544.jpg
office_3/center/1577400903484396800.jpg
office_3/center/1577400891985315840.jpg
office_3/center/1577401133533454592.jpg
office_3/center/1577400872738246656.jpg
office_3/center/1577401085085120768.jpg
office_3/center/1577401014438771712.jpg
office_3/center/1577400958490121216.jpg
office_3/center/1577401034336724736.jpg
office_3/center/1577401183532158208.jpg
office_3/center/1577401120634258688.jpg
office_3/center/1577400846765478400.jpg
office_3/center/1577401048686095360.jpg
office_3/center/1577401106134186752.jpg
office_3/center/1577401039486920448.jpg
office_3/center/1577401093034894336.jpg
office_3/center/1577401145033216512.jpg
office_3/center/1577401028737082368.jpg
office_3/center/1577401174482594048.jpg
office_3/center/1577400943438291968.jpg
office_3/center/1577401028537124608.jpg
office_3/center/1577400862781373184.jpg
office_3/center/1577401133284011776.jpg
office_3/center/1577401171732746496.jpg
office_3/center/1577401102834563328.jpg
office_3/center/1577401073135924224.jpg
office_3/center/1577401020487360256.jpg
office_3/center/1577401182931761408.jpg
office_3/center/1577401162632984832.jpg
office_3/center/1577401109734802176.jpg
office_3/center/1577401179481799424.jpg
office_3/center/1577401173481912576.jpg
office_3/center/1577400959840275456.jpg
office_3/center/1577400897284832000.jpg
office_3/center/1577401079385458176.jpg
office_3/center/1577401137633278720.jpg
office_3/center/1577400870237420288.jpg
office_3/center/1577401170732408832.jpg
office_3/center/1577401112084432128.jpg
office_3/center/1577401084785170688.jpg
office_3/center/1577401065985873664.jpg
office_3/center/1577400978540822784.jpg
office_3/center/1577401041136364288.jpg
office_3/center/1577401023687259136.jpg
office_3/center/1577400910934636288.jpg
office_3/center/1577400942387814656.jpg
office_3/center/1577400904834252032.jpg
office_3/center/1577401094235012864.jpg
office_3/center/1577400980690366464.jpg
office_3/center/1577401174682471168.jpg
office_3/center/1577400878286300416.jpg
office_3/center/1577401033286754560.jpg
office_3/center/1577401028487142144.jpg
office_3/center/1577400868035334912.jpg
office_3/center/1577401024937250560.jpg
office_3/center/1577400965640924928.jpg
office_3/center/1577401103784718592.jpg
office_3/center/1577400903984418304.jpg
office_3/center/1577400934087688960.jpg
office_3/center/1577401148183438848.jpg
office_3/center/1577401158532823040.jpg
office_3/center/1577401147533434624.jpg
office_3/center/1577401025037154560.jpg
office_3/center/1577400883484224000.jpg
office_3/center/1577401045836172544.jpg
office_3/center/1577401166732154624.jpg
office_3/center/1577400976491218432.jpg
office_3/center/1577400888584671744.jpg
office_3/center/1577401075135787008.jpg
office_3/center/1577401030336801024.jpg
office_3/center/1577401087734767104.jpg
office_3/center/1577401099134418176.jpg
office_3/center/1577401154583317760.jpg
office_3/center/1577401045085822464.jpg
office_3/center/1577401124234008320.jpg
office_3/center/1577400902034356480.jpg
office_3/center/1577401148283426048.jpg
office_3/center/1577401072135675904.jpg
office_3/center/1577401169482591232.jpg
office_3/center/1577401143033530880.jpg
office_3/center/1577400871537828352.jpg
office_3/center/1577400884284636160.jpg
office_3/center/1577401102134492160.jpg
office_3/center/1577401093985038080.jpg
office_3/center/1577400927488149760.jpg
office_3/center/1577401077335391232.jpg
office_3/center/1577401135732561920.jpg
office_3/center/1577401159632957952.jpg
office_3/center/1577401116984231936.jpg
office_3/center/1577400903434365440.jpg
office_3/center/1577401184531827456.jpg
office_3/center/1577400979441078784.jpg
office_3/center/1577401019987610112.jpg
office_3/center/1577400892185230336.jpg
office_3/center/1577400874638906880.jpg
office_3/center/1577401039736350720.jpg
office_3/center/1577400908584425216.jpg
office_3/center/1577401018987785472.jpg
office_3/center/1577401045336065536.jpg
office_3/center/1577400878837308928.jpg
office_3/center/1577400870037249024.jpg
office_3/center/1577401172382010624.jpg
office_3/center/1577400973091781120.jpg
office_3/center/1577401135582538240.jpg
office_3/center/1577401121434183424.jpg
office_3/center/1577401125633920256.jpg
office_3/center/1577400947188707328.jpg
office_3/center/1577401069485442304.jpg
office_3/center/1577400912235619072.jpg
office_3/center/1577401083035104000.jpg
office_3/center/1577401078285220096.jpg
office_3/center/1577400961890672896.jpg
office_3/center/1577401158883179264.jpg
office_3/center/1577401174732444160.jpg
office_3/center/1577401036286692864.jpg
office_3/center/1577401079285446400.jpg
office_3/center/1577400939187915520.jpg
office_3/center/1577401178032357120.jpg
office_3/center/1577401174282720768.jpg
office_3/center/1577401046735684096.jpg
office_3/center/1577401048186083840.jpg
office_3/center/1577400966690664192.jpg
office_3/center/1577401132483549440.jpg
office_3/center/1577400940737820160.jpg
office_3/center/1577401090334919680.jpg
office_3/center/1577401056485953280.jpg
office_3/center/1577400875638806016.jpg
office_3/center/1577400926887313920.jpg
office_3/center/1577400843963078912.jpg
office_3/center/1577400917386762496.jpg
office_3/center/1577401136883130368.jpg
office_3/center/1577401047785949184.jpg
office_3/center/1577401033036686848.jpg
office_3/center/1577401078035524608.jpg
office_3/center/1577401169782388992.jpg
office_3/center/1577400884384478976.jpg
office_3/center/1577401040436466432.jpg
office_3/center/1577401147483517184.jpg
office_3/center/1577400861179987200.jpg
office_3/center/1577400890335019264.jpg
office_3/center/1577401083835037440.jpg
office_3/center/1577401017937843968.jpg
office_3/center/1577401101784492032.jpg
office_3/center/1577401177632343808.jpg
office_3/center/1577401175532171008.jpg
office_3/center/1577400940437651968.jpg
office_3/center/1577401051535811840.jpg
office_3/center/1577401055185855744.jpg
office_3/center/1577400955940064256.jpg
office_3/center/1577400921686982144.jpg
office_3/center/1577400928837707264.jpg
office_3/center/1577401146133614336.jpg
office_3/center/1577401131833488384.jpg
office_3/center/1577401026387206144.jpg
office_3/center/1577401111535002112.jpg
office_3/center/1577400938937563648.jpg
office_3/center/1577401129783667456.jpg
office_3/center/1577400852122019840.jpg
office_3/center/1577401073935830528.jpg
office_3/center/1577400901084665344.jpg
office_3/center/1577400900834527232.jpg
office_3/center/1577401096684842240.jpg
office_3/center/1577401167233056512.jpg
office_3/center/1577400972691781632.jpg
office_3/center/1577400902234267392.jpg
office_3/center/1577400863331448064.jpg
office_3/center/1577400920387241728.jpg
office_3/center/1577401011888583424.jpg
office_3/center/1577400855424349696.jpg
office_3/center/1577401025237328384.jpg
office_3/center/1577400848167919872.jpg
office_3/center/1577401026937654272.jpg
office_3/center/1577400977191442432.jpg
office_3/center/1577401086935130112.jpg
office_3/center/1577401184181856512.jpg
office_3/center/1577400932987844608.jpg
office_3/center/1577400855825569792.jpg
office_3/center/1577400954939726080.jpg
office_3/center/1577401103684729856.jpg
office_3/center/1577401122784331264.jpg
office_3/center/1577400945288668160.jpg
office_3/center/1577400872039472384.jpg
office_3/center/1577400874488493056.jpg
office_3/center/1577401130133680128.jpg
office_3/center/1577400899934577408.jpg
office_3/center/1577400868486013184.jpg
office_3/center/1577401063936244992.jpg
office_3/center/1577401022887527680.jpg
office_3/center/1577400953790101760.jpg
office_3/center/1577401120184299264.jpg
office_3/center/1577400857377355264.jpg
office_3/center/1577401089534949376.jpg
office_3/center/1577401142332879616.jpg
office_3/center/1577401138283530752.jpg
office_3/center/1577400922987306496.jpg
office_3/center/1577401044736071168.jpg
office_3/center/1577401080585548288.jpg
office_3/center/1577400916486664704.jpg
office_3/center/1577401097385036032.jpg
office_3/center/1577401110684607744.jpg
office_3/center/1577401140933403648.jpg
office_3/center/1577401032886734080.jpg
office_3/center/1577400859778622976.jpg
office_3/center/1577401179782260480.jpg
office_3/center/1577400854424292352.jpg
office_3/center/1577401124733960704.jpg
office_3/center/1577401088685013504.jpg
office_3/center/1577401106234212096.jpg
office_3/center/1577401081335131904.jpg
office_3/center/1577401165832437248.jpg
office_3/center/1577400970491366400.jpg
office_3/center/1577401086334992128.jpg
office_3/center/1577400892235120896.jpg
office_3/center/1577401018937827072.jpg
office_3/center/1577400863281468928.jpg
office_3/center/1577401042236314112.jpg
office_3/center/1577400950389483008.jpg
office_3/center/1577401076935372288.jpg
office_3/center/1577400940187894784.jpg
office_3/center/1577401018587671296.jpg
office_3/center/1577401156432627456.jpg
office_3/center/1577400950239350784.jpg
office_3/center/1577400962340626944.jpg
office_3/center/1577400961990745344.jpg
office_3/center/1577401028837073664.jpg
office_3/center/1577401134433153536.jpg
office_3/center/1577400852973135616.jpg
office_3/center/1577400886934846976.jpg
office_3/center/1577400883884871168.jpg
office_3/center/1577400941188231936.jpg
office_3/center/1577401128683772672.jpg
office_3/center/1577400956289994240.jpg
office_3/center/1577400955890007296.jpg
office_3/center/1577400966590729728.jpg
office_3/center/1577401089834878464.jpg
office_3/center/1577400957589973504.jpg
office_3/center/1577401053385918208.jpg
office_3/center/1577400960440687104.jpg
office_3/center/1577400972541554688.jpg
office_3/center/1577401172182386944.jpg
office_3/center/1577401085385253888.jpg
office_3/center/1577401181332009984.jpg
office_3/center/1577401041436482304.jpg
office_3/center/1577400928937710080.jpg
office_3/center/1577400851121257728.jpg
office_3/center/1577401155182535936.jpg
office_3/center/1577400853373452800.jpg
office_3/center/1577400876687752448.jpg
office_3/center/1577401163582941952.jpg
office_3/center/1577401047136165632.jpg
office_3/center/1577400937387463168.jpg
office_3/center/1577400845263491584.jpg
office_3/center/1577400915186148864.jpg
office_3/center/1577401105234619136.jpg
office_3/center/1577401152783134720.jpg
office_3/center/1577400971941685248.jpg
office_3/center/1577401183081815552.jpg
office_3/center/1577401078785521920.jpg
office_3/center/1577400928187097344.jpg
office_3/center/1577400846865466880.jpg
office_3/center/1577401158082997248.jpg
office_3/center/1577401140983388672.jpg
office_3/center/1577401113984762368.jpg
office_3/center/1577401168332619008.jpg
office_3/center/1577401085785351168.jpg
office_3/center/1577400902184293376.jpg
office_3/center/1577401110084948992.jpg
office_3/center/1577400907934393344.jpg
office_3/center/1577400976841334272.jpg
office_3/center/1577401015487904256.jpg
office_3/center/1577401167832128256.jpg
office_3/center/1577401180382312448.jpg
office_3/center/1577400933687321344.jpg
office_3/center/1577400899334481920.jpg
office_3/center/1577400977541015808.jpg
office_3/center/1577400902484247296.jpg
office_3/center/1577400884984403712.jpg
office_3/center/1577401120134299136.jpg
office_3/center/1577400912435664640.jpg
office_3/center/1577401131883515136.jpg
office_3/center/1577401113084624128.jpg
office_3/center/1577400966241413632.jpg
office_3/center/1577400942788598528.jpg
office_3/center/1577400879337536000.jpg
office_3/center/1577401062085999616.jpg
office_3/center/1577400975941550848.jpg
office_3/center/1577400874088840704.jpg
office_3/center/1577400906684656384.jpg
office_3/center/1577400924087592704.jpg
office_3/center/1577401124633961472.jpg
office_3/center/1577401119434160640.jpg
office_3/center/1577400963540298240.jpg
office_3/center/1577400956739713536.jpg
office_3/center/1577401176982100736.jpg
office_3/center/1577400981489846784.jpg
office_3/center/1577400955189797376.jpg
office_3/center/1577401117434537984.jpg
office_3/center/1577401158482837248.jpg
office_3/center/1577401090084898816.jpg
office_3/center/1577401165332910336.jpg
office_3/center/1577400866484207360.jpg
office_3/center/1577401075085842432.jpg
office_3/center/1577400931637363456.jpg
office_3/center/1577401120984423168.jpg
office_3/center/1577401071285699840.jpg
office_3/center/1577400883684410880.jpg
office_3/center/1577401164932327936.jpg
office_3/center/1577401127733891584.jpg
office_3/center/1577401160083042048.jpg
office_3/center/1577401053685948416.jpg
office_3/center/1577401135983659264.jpg
office_3/center/1577401069635522816.jpg
office_3/center/1577400909984663296.jpg
office_3/center/1577400935787665920.jpg
office_3/center/1577400855775479296.jpg
office_3/center/1577401143083471104.jpg
office_3/center/1577400873039424256.jpg
office_3/center/1577401071135646464.jpg
office_3/center/1577401098585153024.jpg
office_3/center/1577401071335732480.jpg
office_3/center/1577401168082254848.jpg
office_3/center/1577401129583678464.jpg
office_3/center/1577401156982898176.jpg
office_3/center/1577401062286084864.jpg
office_3/center/1577400858177178880.jpg
office_3/center/1577400859728455424.jpg
office_3/center/1577401051685915648.jpg
office_3/center/1577400854974669568.jpg
office_3/center/1577401136582667264.jpg
office_3/center/1577401179631897600.jpg
office_3/center/1577401132683507456.jpg
office_3/center/1577400895684787712.jpg
office_3/center/1577401146683136256.jpg
office_3/center/1577401039886292480.jpg
office_3/center/1577400927237651456.jpg
office_3/center/1577400914786375424.jpg
office_3/center/1577400971991597056.jpg
office_3/center/1577401175882289152.jpg
office_3/center/1577400930237431296.jpg
office_3/center/1577400934887961600.jpg
office_3/center/1577401079535478016.jpg
office_3/center/1577400927388082944.jpg
office_3/center/1577401162682867712.jpg
office_3/center/1577400862881477632.jpg
office_3/center/1577401099234526720.jpg
office_3/center/1577401100484794880.jpg
office_3/center/1577401082485020160.jpg
office_3/center/1577400937587631616.jpg
office_3/center/1577400919986988544.jpg
office_3/center/1577401068935803392.jpg
office_3/center/1577400867234929920.jpg
office_3/center/1577400900484596992.jpg
office_3/center/1577401121984142336.jpg
office_3/center/1577400880635866624.jpg
office_3/center/1577401052636076544.jpg
office_3/center/1577401027737252352.jpg
office_3/center/1577400918186780160.jpg
office_3/center/1577400948138985728.jpg
office_3/center/1577400893685092352.jpg
office_3/center/1577400982040032768.jpg
office_3/center/1577401014088193536.jpg
office_3/center/1577400904634294528.jpg
office_3/center/1577401099034464768.jpg
office_3/center/1577400976641272320.jpg
office_3/center/1577401049786081792.jpg
office_3/center/1577400973741647104.jpg
office_3/center/1577400846365740800.jpg
office_3/center/1577401145533347584.jpg
office_3/center/1577401026437249280.jpg
office_3/center/1577401081385118464.jpg
office_3/center/1577400904984283136.jpg
office_3/center/1577401068235834624.jpg
office_3/center/1577400853273353472.jpg
office_3/center/1577400849619396864.jpg
office_3/center/1577400941538162432.jpg
office_3/center/1577400916686667776.jpg
office_3/center/1577400850471145216.jpg
office_3/center/1577400887134756864.jpg
office_3/center/1577401048159749888.jpg
office_3/center/1577401179431797248.jpg
office_3/center/1577400871437920512.jpg
office_3/center/1577401037736538880.jpg
office_3/center/1577401148133391872.jpg
office_3/center/1577400879936518656.jpg
office_3/center/1577401114333774848.jpg
office_3/center/1577401084885158912.jpg
office_3/center/1577400935887732992.jpg
office_3/center/1577400968990979840.jpg
office_3/center/1577401155983512320.jpg
office_3/center/1577401077785918976.jpg
office_3/center/1577401053285925888.jpg
office_3/center/1577401059585830656.jpg
office_3/center/1577400909684803328.jpg
office_3/center/1577401166782039808.jpg
office_3/center/1577400887034832384.jpg
office_3/center/1577401051035841792.jpg
office_3/center/1577400930337526272.jpg
office_3/center/1577401113834573056.jpg
office_3/center/1577401067136320512.jpg
office_3/center/1577401114584231936.jpg
office_3/center/1577400922837455872.jpg
office_3/center/1577401170532501760.jpg
office_3/center/1577401113334009088.jpg
office_3/center/1577400949939134208.jpg
office_3/center/1577401069735559424.jpg
office_3/center/1577401031886675712.jpg
office_3/center/1577401159233108992.jpg
office_3/center/1577401141984018176.jpg
office_3/center/1577401105634609920.jpg
office_3/center/1577400867785257728.jpg
office_3/center/1577400910834665472.jpg
office_3/center/1577401082285811712.jpg
office_3/center/1577400874538589184.jpg
office_3/center/1577401138433519872.jpg
office_3/center/1577401022037365248.jpg
office_3/center/1577400979590960128.jpg
office_3/center/1577400846265756672.jpg
office_3/center/1577401043186283520.jpg
office_3/center/1577400952339374336.jpg
office_3/center/1577401042986263808.jpg
office_3/center/1577400965741067008.jpg
office_3/center/1577401063285781248.jpg
office_3/center/1577401161082941952.jpg
office_3/center/1577400914135969280.jpg
office_3/center/1577400951639713536.jpg
office_3/center/1577400912385656832.jpg
office_3/center/1577400856975517440.jpg
office_3/center/1577401077935744256.jpg
office_3/center/1577400958240113408.jpg
office_3/center/1577401112134352896.jpg
office_3/center/1577401139883611904.jpg
office_3/center/1577401030386812928.jpg
office_3/center/1577401089235125248.jpg
office_3/center/1577400862981535232.jpg
office_3/center/1577400890934686720.jpg
office_3/center/1577401048636110592.jpg
office_3/center/1577400902984475136.jpg
office_3/center/1577401138833399552.jpg
office_3/center/1577400960140655872.jpg
office_3/center/1577401038835703808.jpg
office_3/center/1577400919237473024.jpg
office_3/center/1577400865983893504.jpg
office_3/center/1577400902934475776.jpg
office_3/center/1577401070035876096.jpg
office_3/center/1577401029237098496.jpg
office_3/center/1577400877138310656.jpg
office_3/center/1577400972191386880.jpg
office_3/center/1577400915886670592.jpg
office_3/center/1577401034086808832.jpg
office_3/center/1577400858628237312.jpg
office_3/center/1577401060886260480.jpg
office_3/center/1577400922487654656.jpg
office_3/center/1577400977241449984.jpg
office_3/center/1577400856575621888.jpg
office_3/center/1577401046785698048.jpg
office_3/center/1577401075485507584.jpg
office_3/center/1577400937237672192.jpg
office_3/center/1577400875488937216.jpg
office_3/center/1577400869436448512.jpg
office_3/center/1577401153532842752.jpg
office_3/center/1577400882484612352.jpg
office_3/center/1577401080085522944.jpg
office_3/center/1577400891634945792.jpg
office_3/center/1577400916186791680.jpg
office_3/center/1577400962940747264.jpg
office_3/center/1577401015037683968.jpg
office_3/center/1577401050535876352.jpg
office_3/center/1577400981740018432.jpg
office_3/center/1577400864432551424.jpg
office_3/center/1577400978890856960.jpg
office_3/center/1577401106334326272.jpg
office_3/center/1577400969241302528.jpg
office_3/center/1577401089485011200.jpg
office_3/center/1577400901884429056.jpg
office_3/center/1577401017837954816.jpg
office_3/center/1577401082235858176.jpg
office_3/center/1577401017737995520.jpg
office_3/center/1577400904134321152.jpg
office_3/center/1577400851371793408.jpg
office_3/center/1577400863782114304.jpg
office_3/center/1577401017437846784.jpg
office_3/center/1577400927787439872.jpg
office_3/center/1577401115134641152.jpg
office_3/center/1577401042786190848.jpg
office_3/center/1577401098984536832.jpg
office_3/center/1577401174382636800.jpg
office_3/center/1577401176882024960.jpg
office_3/center/1577400941788001792.jpg
office_3/center/1577401105834345984.jpg
office_3/center/1577400847215891968.jpg
office_3/center/1577400863982238720.jpg
office_3/center/1577401014937714176.jpg
office_3/center/1577401102434432512.jpg
office_3/center/1577401063135860480.jpg
office_3/center/1577400978141367296.jpg
office_3/center/1577401044236279296.jpg
office_3/center/1577401070485933056.jpg
office_3/center/1577400917636962816.jpg
office_3/center/1577400944788491776.jpg
office_3/center/1577401088935065856.jpg
office_3/center/1577401134033404928.jpg
office_3/center/1577400865533530624.jpg
office_3/center/1577401049135711232.jpg
office_3/center/1577400902784436480.jpg
office_3/center/1577401133933299200.jpg
office_3/center/1577401112284329216.jpg
office_3/center/1577400904184285440.jpg
office_3/center/1577401011638677760.jpg
office_3/center/1577401059836129024.jpg
office_3/center/1577401169232630528.jpg
office_3/center/1577400965240363264.jpg
office_3/center/1577401092234840832.jpg
office_3/center/1577401073285780992.jpg
office_3/center/1577401118534288896.jpg
office_3/center/1577401085435240448.jpg
office_3/center/1577400866934633472.jpg
office_3/center/1577401057885999872.jpg
office_3/center/1577401102334450944.jpg
office_3/center/1577401125434332928.jpg
office_3/center/1577401158582848256.jpg
office_3/center/1577400939838178304.jpg
office_3/center/1577400963740505344.jpg
office_3/center/1577400936437634304.jpg
office_3/center/1577401048885907456.jpg
office_3/center/1577401139483627520.jpg
office_3/center/1577401168232455424.jpg
office_3/center/1577400954989771776.jpg
office_3/center/1577401153932708352.jpg
office_3/center/1577400977791137792.jpg
office_3/center/1577401055986204160.jpg
office_3/center/1577401096434775296.jpg
office_3/center/1577400892984804608.jpg
office_3/center/1577401176932031744.jpg
office_3/center/1577401133783142144.jpg
office_3/center/1577401010688368640.jpg
office_3/center/1577401014738052864.jpg
office_3/center/1577400916336728320.jpg
office_3/center/1577401092284871680.jpg
office_3/center/1577401022837448192.jpg
office_3/center/1577401036586601984.jpg
office_3/center/1577400883084849920.jpg
office_3/center/1577401142933568256.jpg
office_3/center/1577401024837276672.jpg
office_3/center/1577400934037638400.jpg
office_3/center/1577401163132758016.jpg
office_3/center/1577401077835857664.jpg
office_3/center/1577401022087369728.jpg
office_3/center/1577400974641608704.jpg
office_3/center/1577401131033843456.jpg
office_3/center/1577400852172179712.jpg
office_3/center/1577400902334213888.jpg
office_3/center/1577401072435728640.jpg
office_3/center/1577400893134902272.jpg
office_3/center/1577401141183244544.jpg
office_3/center/1577400949989158400.jpg
office_3/center/1577400898334520576.jpg
office_3/center/1577401177532425216.jpg
office_3/center/1577401083535430656.jpg
office_3/center/1577400887934745344.jpg
office_3/center/1577400976241456128.jpg
office_3/center/1577400911985463552.jpg
office_3/center/1577400877737975296.jpg
office_3/center/1577401067386215680.jpg
office_3/center/1577401070186043648.jpg
office_3/center/1577401077385484288.jpg
office_3/center/1577400974291526400.jpg
office_3/center/1577401086385011712.jpg
office_3/center/1577400928487461376.jpg
office_3/center/1577400904384232704.jpg
office_3/center/1577400917036814080.jpg
office_3/center/1577400910284654080.jpg
office_3/center/1577400901234748672.jpg
office_3/center/1577401068285866240.jpg
office_3/center/1577400878236441856.jpg
office_3/center/1577401141283195904.jpg
office_3/center/1577400969191238144.jpg
office_3/center/1577400977391299072.jpg
office_3/center/1577401103034421760.jpg
office_3/center/1577400936237717248.jpg
office_3/center/1577401030837016576.jpg
office_3/center/1577400864532550912.jpg
office_3/center/1577401109384522752.jpg
office_3/center/1577400979890552064.jpg
office_3/center/1577401039387062272.jpg
office_3/center/1577400844263394816.jpg
office_3/center/1577401071885914368.jpg
office_3/center/1577400914636434432.jpg
office_3/center/1577400977091527680.jpg
office_3/center/1577401052486135552.jpg
office_3/center/1577401081535090944.jpg
office_3/center/1577400939538302464.jpg
office_3/center/1577400898384531456.jpg
office_3/center/1577401122334184704.jpg
office_3/center/1577401056785771520.jpg
office_3/center/1577401123534144256.jpg
office_3/center/1577401041486481664.jpg
office_3/center/1577400906184172032.jpg
office_3/center/1577400880936587008.jpg
office_3/center/1577400961340361984.jpg
office_3/center/1577400896884601088.jpg
office_3/center/1577400926037470208.jpg
office_3/center/1577400864382569728.jpg
office_3/center/1577401163232894720.jpg
office_3/center/1577401126283923456.jpg
office_3/center/1577401016237984768.jpg
office_3/center/1577400918286662400.jpg
office_3/center/1577401176232667136.jpg
office_3/center/1577401036136620288.jpg
office_3/center/1577400885134493184.jpg
office_3/center/1577400968041140992.jpg
office_3/center/1577401101834476800.jpg
office_3/center/1577401032586745856.jpg
office_3/center/1577400959540208640.jpg
office_3/center/1577401146533331968.jpg
office_3/center/1577401054736175360.jpg
office_3/center/1577400901834431232.jpg
office_3/center/1577401146283549696.jpg
office_3/center/1577400932688032768.jpg
office_3/center/1577401058235989760.jpg
office_3/center/1577400853423463936.jpg
office_3/center/1577401099334690816.jpg
office_3/center/1577400979091303424.jpg
office_3/center/1577400938288189440.jpg
office_3/center/1577400919687034112.jpg
office_3/center/1577400844413312256.jpg
office_3/center/1577400861880551424.jpg
office_3/center/1577401152833117184.jpg
office_3/center/1577400950489517824.jpg
office_3/center/1577401140533533184.jpg
office_3/center/1577400917937108224.jpg
office_3/center/1577400884784398336.jpg
office_3/center/1577400966890663168.jpg
office_3/center/1577401128533440768.jpg
office_3/center/1577401059786128640.jpg
office_3/center/1577400877588261376.jpg
office_3/center/1577401015887825664.jpg
office_3/center/1577400914286231552.jpg
office_3/center/1577400895034874880.jpg
office_3/center/1577401053586002176.jpg
office_3/center/1577400980440328704.jpg
office_3/center/1577400953189726208.jpg
office_3/center/1577400873339274752.jpg
office_3/center/1577400859028278016.jpg
office_3/center/1577400932638007808.jpg
office_3/center/1577401061785887488.jpg
office_3/center/1577400873239396608.jpg
office_3/center/1577400928637587968.jpg
office_3/center/1577401056835793408.jpg
office_3/center/1577401121534185216.jpg
office_3/center/1577401111884701184.jpg
office_3/center/1577400955389700352.jpg
office_3/center/1577400944188089600.jpg
office_3/center/1577400867835188480.jpg
office_3/center/1577400921937071360.jpg
office_3/center/1577401129383721984.jpg
office_3/center/1577401122734320896.jpg
office_3/center/1577401029686971904.jpg
office_3/center/1577401136033802752.jpg
office_3/center/1577400972141491712.jpg
office_3/center/1577400892035350528.jpg
office_3/center/1577400944588429568.jpg
office_3/center/1577400845413688320.jpg
office_3/center/1577401018687799808.jpg
office_3/center/1577401179332035584.jpg
office_3/center/1577400924887577856.jpg
office_3/center/1577400933037821440.jpg
office_3/center/1577400974991695872.jpg
office_3/center/1577401176732118016.jpg
office_3/center/1577400938037966336.jpg
office_3/center/1577400883584272128.jpg
office_3/center/1577400892135286784.jpg
office_3/center/1577401084985132032.jpg
office_3/center/1577401046386068992.jpg
office_3/center/1577401159333029120.jpg
office_3/center/1577400892884729856.jpg
office_3/center/1577401033986830848.jpg
office_3/center/1577400860379373824.jpg
office_3/center/1577401016837832192.jpg
office_3/center/1577401182482206976.jpg
office_3/center/1577400921287301632.jpg
office_3/center/1577401091834597632.jpg
office_3/center/1577401181431995392.jpg
office_3/center/1577400978590768640.jpg
office_3/center/1577401073385721856.jpg
office_3/center/1577400953089749248.jpg
office_3/center/1577401058936110848.jpg
office_3/center/1577401117685043712.jpg
office_3/center/1577400884234740480.jpg
office_3/center/1577400938388117248.jpg
office_3/center/1577400858878507264.jpg
office_3/center/1577400881685528832.jpg
office_3/center/1577400849519123200.jpg
office_3/center/1577401116884227072.jpg
office_3/center/1577400890384978432.jpg
office_3/center/1577401101384641280.jpg
office_3/center/1577400917887150336.jpg
office_3/center/1577401153832766976.jpg
office_3/center/1577401096584856832.jpg
office_3/center/1577400955589618944.jpg
office_3/center/1577401025287384320.jpg
office_3/center/1577401062436045824.jpg
office_3/center/1577401013138156032.jpg
office_3/center/1577400937437420800.jpg
office_3/center/1577400865083297792.jpg
office_3/center/1577400956789643520.jpg
office_3/center/1577401114234044160.jpg
office_3/center/1577401111484973568.jpg
office_3/center/1577400899684373504.jpg
office_3/center/1577401094834814976.jpg
office_3/center/1577400908434684160.jpg
office_3/center/1577401043286275584.jpg
office_3/center/1577401077535783168.jpg
office_3/center/1577400866984764928.jpg
office_3/center/1577401144933387008.jpg
office_3/center/1577401127633907968.jpg
office_3/center/1577401126584175360.jpg
office_3/center/1577401140483532288.jpg
office_3/center/1577401023237413120.jpg
office_3/center/1577401112884895232.jpg
office_3/center/1577400871088066816.jpg
office_3/center/1577401014837845504.jpg
office_3/center/1577401045686179328.jpg
office_3/center/1577400861029786112.jpg
office_3/center/1577400953389445632.jpg
office_3/center/1577400909384747264.jpg
office_3/center/1577401108084373760.jpg
office_3/center/1577401044486243840.jpg
office_3/center/1577400923687287808.jpg
office_3/center/1577401144083198464.jpg
office_3/center/1577400940137990656.jpg
office_3/center/1577401162433208064.jpg
office_3/center/1577401111734956800.jpg
office_3/center/1577401023537224960.jpg
office_3/center/1577401059335493888.jpg
office_3/center/1577400867485216512.jpg
office_3/center/1577401087684732160.jpg
office_3/center/1577400959640188928.jpg
office_3/center/1577401064535873280.jpg
office_3/center/1577400868885985536.jpg
office_3/center/1577401169082553344.jpg
office_3/center/1577400861830500096.jpg
office_3/center/1577401028287135488.jpg
office_3/center/1577401153332877312.jpg
office_3/center/1577400945688497664.jpg
office_3/center/1577401098784916992.jpg
office_3/center/1577400857626945024.jpg
office_3/center/1577400905334466048.jpg
office_3/center/1577401077885806336.jpg
office_3/center/1577400885484869120.jpg
office_3/center/1577401064485876224.jpg
office_3/center/1577401144733576704.jpg
office_3/center/1577401091934667520.jpg
office_3/center/1577400969291348992.jpg
office_3/center/1577401131583636480.jpg
office_3/center/1577401041086371584.jpg
office_3/center/1577401053235925760.jpg
office_3/center/1577401074435572224.jpg
office_3/center/1577401161983044096.jpg
office_3/center/1577400963340306176.jpg
office_3/center/1577400956040118272.jpg
office_3/center/1577400920187103488.jpg
office_3/center/1577400880036476416.jpg
office_3/center/1577400959390278144.jpg
office_3/center/1577400932787909120.jpg
office_3/center/1577400919387417088.jpg
office_3/center/1577401017987790848.jpg
office_3/center/1577401126484215552.jpg
office_3/center/1577401053835896832.jpg
office_3/center/1577401021637512960.jpg
office_3/center/1577401134782975488.jpg
office_3/center/1577401152633123584.jpg
office_3/center/1577400933887481344.jpg
office_3/center/1577400970291114240.jpg
office_3/center/1577401063686014464.jpg
office_3/center/1577401029736976640.jpg
office_3/center/1577401161732950272.jpg
office_3/center/1577401133983368960.jpg
office_3/center/1577400921736925696.jpg
office_3/center/1577401172932908288.jpg
office_3/center/1577401075935963904.jpg
office_3/center/1577401113934736896.jpg
office_3/center/1577401057286124032.jpg
office_3/center/1577401097635043584.jpg
office_3/center/1577400885284695552.jpg
office_3/center/1577400953439497472.jpg
office_3/center/1577400918486541312.jpg
office_3/center/1577400864932992512.jpg
office_3/center/1577401096734784000.jpg
office_3/center/1577400867285069312.jpg
office_3/center/1577401096984542208.jpg
office_3/center/1577401019587714816.jpg
office_3/center/1577400936337656832.jpg
office_3/center/1577401131233768704.jpg
office_3/center/1577400926787393536.jpg
office_3/center/1577401074285611776.jpg
office_3/center/1577400923837320960.jpg
office_3/center/1577400950039194624.jpg
office_3/center/1577401099784908544.jpg
office_3/center/1577400947288725504.jpg
office_3/center/1577400958190140928.jpg
office_3/center/1577400912635678720.jpg
office_3/center/1577400879786529280.jpg
office_3/center/1577401095134811392.jpg
office_3/center/1577401062636029952.jpg
office_3/center/1577401180482298624.jpg
office_3/center/1577401132583509504.jpg
office_3/center/1577401182282439680.jpg
office_3/center/1577401074785834752.jpg
office_3/center/1577401084035053312.jpg
office_3/center/1577400943938023424.jpg
office_3/center/1577401145083177216.jpg
office_3/center/1577401073885840896.jpg
office_3/center/1577400968241082112.jpg
office_3/center/1577401164432991232.jpg
office_3/center/1577401065935788032.jpg
office_3/center/1577400921037223936.jpg
office_3/center/1577401169982408448.jpg
office_3/center/1577400930887632896.jpg
office_3/center/1577401078185304832.jpg
office_3/center/1577400903134417920.jpg
office_3/center/1577401113784469248.jpg
office_3/center/1577400939338127872.jpg
office_3/center/1577400879636861952.jpg
office_3/center/1577400845163436288.jpg
office_3/center/1577400888534746112.jpg
office_3/center/1577401109834921984.jpg
office_3/center/1577401155032813056.jpg
office_3/center/1577400978940987648.jpg
office_3/center/1577401063035876608.jpg
office_3/center/1577400901934413824.jpg
office_3/center/1577401101284671744.jpg
office_3/center/1577401149083197696.jpg
office_3/center/1577400874188496128.jpg
office_3/center/1577400856275914752.jpg
office_3/center/1577401021587578624.jpg
office_3/center/1577401147233404928.jpg
office_3/center/1577400934487947008.jpg
office_3/center/1577401158783052032.jpg
office_3/center/1577400925137385984.jpg
office_3/center/1577400911134579456.jpg
office_3/center/1577400859227806208.jpg
office_3/center/1577401094384860672.jpg
office_3/center/1577401045986309120.jpg
office_3/center/1577400872989318400.jpg
office_3/center/1577400976091512320.jpg
office_3/center/1577401151583198720.jpg
office_3/center/1577400953689989888.jpg
office_3/center/1577400918536565760.jpg
office_3/center/1577401022587257344.jpg
office_3/center/1577400971741817600.jpg
office_3/center/1577401096834689536.jpg
office_3/center/1577400972441414144.jpg
office_3/center/1577401023787246848.jpg
office_3/center/1577401152533099264.jpg
office_3/center/1577401143433276672.jpg
office_3/center/1577400940837920256.jpg
office_3/center/1577400922187439616.jpg
office_3/center/1577401033136738304.jpg
office_3/center/1577401121034409984.jpg
office_3/center/1577401138233470720.jpg
office_3/center/1577401033886791168.jpg
office_3/center/1577401044436263424.jpg
office_3/center/1577400977491112192.jpg
office_3/center/1577401063085856512.jpg
office_3/center/1577401070885709312.jpg
office_3/center/1577401046086299904.jpg
office_3/center/1577401159532981504.jpg
office_3/center/1577400853173298432.jpg
office_3/center/1577401093784843520.jpg
office_3/center/1577400847767101952.jpg
office_3/center/1577401112434458624.jpg
office_3/center/1577401011088324352.jpg
office_3/center/1577401112034520576.jpg
office_3/center/1577401083135351296.jpg
office_3/center/1577400971691791872.jpg
office_3/center/1577400876837766656.jpg
office_3/center/1577401095434680832.jpg
office_3/center/1577401131383704064.jpg
office_3/center/1577400852072022784.jpg
office_3/center/1577401155232440064.jpg
office_3/center/1577401153632783872.jpg
office_3/center/1577401037936830464.jpg
office_3/center/1577400889984888320.jpg
office_3/center/1577400887434474496.jpg
office_3/center/1577401021287786752.jpg
office_3/center/1577400844613328384.jpg
office_3/center/1577401055136017152.jpg
office_3/center/1577401123634142464.jpg
office_3/center/1577400963140635136.jpg
office_3/center/1577400912135604736.jpg
office_3/center/1577400911935314432.jpg
office_3/center/1577400888884667136.jpg
office_3/center/1577400906634744064.jpg
office_3/center/1577400926286984960.jpg
office_3/center/1577401163032656896.jpg
office_3/center/1577400944638459136.jpg
office_3/center/1577400956839593472.jpg
office_3/center/1577400873689084672.jpg
office_3/center/1577401058135903232.jpg
office_3/center/1577401038286687488.jpg
office_3/center/1577401012038447872.jpg
office_3/center/1577400893084905472.jpg
office_3/center/1577400952239279616.jpg
office_3/center/1577401083085242112.jpg
office_3/center/1577401107834888960.jpg
office_3/center/1577400930587610112.jpg
office_3/center/1577400937937916928.jpg
office_3/center/1577401171582589440.jpg
office_3/center/1577400889234619904.jpg
office_3/center/1577400954689573376.jpg
office_3/center/1577401155282417920.jpg
office_3/center/1577400978091414272.jpg
office_3/center/1577400854524349440.jpg
office_3/center/1577401067735799552.jpg
office_3/center/1577401165282804736.jpg
office_3/center/1577400902434213376.jpg
office_3/center/1577400915686550528.jpg
office_3/center/1577401059035837440.jpg
office_3/center/1577400870337503488.jpg
office_3/center/1577401062885944832.jpg
office_3/center/1577401058736523264.jpg
office_3/center/1577401122984262912.jpg
office_3/center/1577400923437169152.jpg
office_3/center/1577400926187048192.jpg
office_3/center/1577401084735222016.jpg
office_3/center/1577401180432312576.jpg
office_3/center/1577401069085856768.jpg
office_3/center/1577401151533137152.jpg
office_3/center/1577400912035510016.jpg
office_3/center/1577400975191823616.jpg
office_3/center/1577401030536873472.jpg
office_3/center/1577401025137146112.jpg
office_3/center/1577401088885088768.jpg
office_3/center/1577400981240245504.jpg
office_3/center/1577401135033807104.jpg
office_3/center/1577401078835556096.jpg
office_3/center/1577401146333484032.jpg
office_3/center/1577400915536466176.jpg
office_3/center/1577400935637482752.jpg
office_3/center/1577401014488713984.jpg
office_3/center/1577401140233511424.jpg
office_3/center/1577400894034784000.jpg
office_3/center/1577400851622083328.jpg
office_3/center/1577401044985744128.jpg
office_3/center/1577401047286327808.jpg
office_3/center/1577401136532732672.jpg
office_3/center/1577401134682848000.jpg
office_3/center/1577400935387336704.jpg
office_3/center/1577400918686690816.jpg
office_3/center/1577401134183493120.jpg
office_3/center/1577400951138938624.jpg
office_3/center/1577400928687598592.jpg
office_3/center/1577401158232928256.jpg
office_3/center/1577400955689733632.jpg
office_3/center/1577401051835877120.jpg
office_3/center/1577400856175960832.jpg
office_3/center/1577400934187775232.jpg
office_3/center/1577401098134274304.jpg
office_3/center/1577400922387623936.jpg
office_3/center/1577401177932357888.jpg
office_3/center/1577400877987091712.jpg
office_3/center/1577401181932404992.jpg
office_3/center/1577401065885722880.jpg
office_3/center/1577400937038020096.jpg
office_3/center/1577400892584657152.jpg
office_3/center/1577400886884814336.jpg
office_3/center/1577401144183303168.jpg
office_3/center/1577400980740383232.jpg
office_3/center/1577400919287510272.jpg
office_3/center/1577401127183635712.jpg
office_3/center/1577401059285507328.jpg
office_3/center/1577401040686521344.jpg
office_3/center/1577401158033010688.jpg
office_3/center/1577400851221404928.jpg
office_3/center/1577401179381892864.jpg
office_3/center/1577401125983236096.jpg
office_3/center/1577400897584636160.jpg
office_3/center/1577401078585301504.jpg
office_3/center/1577400887084811520.jpg
office_3/center/1577400899484334848.jpg
office_3/center/1577401111685040128.jpg
office_3/center/1577400947939320320.jpg
office_3/center/1577400907434266368.jpg
office_3/center/1577400882284766720.jpg
office_3/center/1577401083985044224.jpg
office_3/center/1577401059135620096.jpg
office_3/center/1577401177682331648.jpg
office_3/center/1577400911034609664.jpg
office_3/center/1577401174932449024.jpg
office_3/center/1577400872688068864.jpg
office_3/center/1577400882534622720.jpg
office_3/center/1577401170082381824.jpg
office_3/center/1577401130383459584.jpg
office_3/center/1577401055435469312.jpg
office_3/center/1577401090434824448.jpg
office_3/center/1577401136333479936.jpg
office_3/center/1577400948039135232.jpg
office_3/center/1577400978840790528.jpg
office_3/center/1577401171132358656.jpg
office_3/center/1577401142282973440.jpg
office_3/center/1577400938987597056.jpg
office_3/center/1577401134283472896.jpg
office_3/center/1577401060285820928.jpg
office_3/center/1577401035836915456.jpg
office_3/center/1577401181782299904.jpg
office_3/center/1577401088734993920.jpg
office_3/center/1577400861730429184.jpg
office_3/center/1577401022487283712.jpg
office_3/center/1577401160633013504.jpg
office_3/center/1577401106584569856.jpg
office_3/center/1577400974891593216.jpg
office_3/center/1577400895335052800.jpg
office_3/center/1577400857076061952.jpg
office_3/center/1577401072485798400.jpg
office_3/center/1577400972841966080.jpg
office_3/center/1577401061735836416.jpg
office_3/center/1577401076485191168.jpg
office_3/center/1577400897984473856.jpg
office_3/center/1577401178882688256.jpg
office_3/center/1577401032486675200.jpg
office_3/center/1577401165032283392.jpg
office_3/center/1577401081485127680.jpg
office_3/center/1577401134483037696.jpg
office_3/center/1577400912685669376.jpg
office_3/center/1577400870137348608.jpg
office_3/center/1577400870938031360.jpg
office_3/center/1577400848268169984.jpg
office_3/center/1577400955839935488.jpg
office_3/center/1577401136183951104.jpg
office_3/center/1577401045135875584.jpg
office_3/center/1577401151382988544.jpg
office_3/center/1577400946688825088.jpg
office_3/center/1577401100884550656.jpg
office_3/center/1577401054235634176.jpg
office_3/center/1577401163282925312.jpg
office_3/center/1577400917787198464.jpg
office_3/center/1577401120784310016.jpg
office_3/center/1577401177582403584.jpg
office_3/center/1577401022687309824.jpg
office_3/center/1577400882384710656.jpg
office_3/center/1577400875239292928.jpg
office_3/center/1577401051785905408.jpg
office_3/center/1577401150132571136.jpg
office_3/center/1577400896134569984.jpg
office_3/center/1577400936837895424.jpg
office_3/center/1577401172982918912.jpg
office_3/center/1577401049736064000.jpg
office_3/center/1577400960340639232.jpg
office_3/center/1577400939588284672.jpg
office_3/center/1577400847015633408.jpg
office_3/center/1577401170032402432.jpg
office_3/center/1577401164882391808.jpg
office_3/center/1577400934237811968.jpg
office_3/center/1577401161882992128.jpg
office_3/center/1577400919587157760.jpg
office_3/center/1577400884184822784.jpg
office_3/center/1577400974541612288.jpg
office_3/center/1577401071835915776.jpg
office_3/center/1577401164582834176.jpg
office_3/center/1577401021687450624.jpg
office_3/center/1577400850421036800.jpg
office_3/center/1577401167433248256.jpg
office_3/center/1577401063986259968.jpg
office_3/center/1577400927837305088.jpg
office_3/center/1577400938338176768.jpg
office_3/center/1577401092434776832.jpg
office_3/center/1577401031736763136.jpg
office_3/center/1577400909334704384.jpg
office_3/center/1577401103934530304.jpg
office_3/center/1577401115284516352.jpg
office_3/center/1577401128133546240.jpg
office_3/center/1577400961440338176.jpg
office_3/center/1577401117034220288.jpg
office_3/center/1577401078085435392.jpg
office_3/center/1577400870637783040.jpg
office_3/center/1577400903034448384.jpg
office_3/center/1577401120234315776.jpg
office_3/center/1577401111284577792.jpg
office_3/center/1577400974341509120.jpg
office_3/center/1577400917987057408.jpg
office_3/center/1577401170332332288.jpg
office_3/center/1577400886134394624.jpg
office_3/center/1577401164732493056.jpg
office_3/center/1577400897184839424.jpg
office_3/center/1577401128483329536.jpg
office_3/center/1577401091435017984.jpg
office_3/center/1577401028387145984.jpg
office_3/center/1577401077285286656.jpg
office_3/center/1577401141383152896.jpg
office_3/center/1577400977891240960.jpg
office_3/center/1577401140383525376.jpg
office_3/center/1577401149932582144.jpg
office_3/center/1577401045636161536.jpg
office_3/center/1577401176282649344.jpg
office_3/center/1577400935287432960.jpg
office_3/center/1577400894084711680.jpg
office_3/center/1577400907884342784.jpg
office_3/center/1577400970141236736.jpg
office_3/center/1577400890034899712.jpg
office_3/center/1577401035086796032.jpg
office_3/center/1577400918636609536.jpg
office_3/center/1577400881236648704.jpg
office_3/center/1577400977941287936.jpg
office_3/center/1577400953840124416.jpg
office_3/center/1577400920587289600.jpg
office_3/center/1577401158983239424.jpg
office_3/center/1577401089185133568.jpg
office_3/center/1577400858828447744.jpg
office_3/center/1577401145933619968.jpg
office_3/center/1577400944738441472.jpg
office_3/center/1577401043886372096.jpg
office_3/center/1577400956140121600.jpg
office_3/center/1577400847416427520.jpg
office_3/center/1577401101484556544.jpg
office_3/center/1577400958590199296.jpg
office_3/center/1577401071685865472.jpg
office_3/center/1577401097284850944.jpg
office_3/center/1577401097535057408.jpg
office_3/center/1577401138933506560.jpg
office_3/center/1577400922587637504.jpg
office_3/center/1577400926137148416.jpg
office_3/center/1577401136782866176.jpg
office_3/center/1577401048786016768.jpg
office_3/center/1577401129433683712.jpg
office_3/center/1577400909284643840.jpg
office_3/center/1577400940887981312.jpg
office_3/center/1577401060185920256.jpg
office_3/center/1577401138883458304.jpg
office_3/center/1577400946839015680.jpg
office_3/center/1577401083185453312.jpg
office_3/center/1577401046535922432.jpg
office_3/center/1577401141083305472.jpg
office_3/center/1577400938787549184.jpg
office_3/center/1577400852823057920.jpg
office_3/center/1577401166831962880.jpg
office_3/center/1577401080685360128.jpg
office_3/center/1577401036736670208.jpg
office_3/center/1577400955990069504.jpg
office_3/center/1577401027437333248.jpg
office_3/center/1577401127083630592.jpg
office_3/center/1577401139633692672.jpg
office_3/center/1577401028237119232.jpg
office_3/center/1577401057635965696.jpg
office_3/center/1577401142532980224.jpg
office_3/center/1577400866684529152.jpg
office_3/center/1577401168982479104.jpg
office_3/center/1577400971841814784.jpg
office_3/center/1577400861129907712.jpg
office_3/center/1577400962540657920.jpg
office_3/center/1577401022387365376.jpg
office_3/center/1577400866133885184.jpg
office_3/center/1577400918336574720.jpg
office_3/center/1577400921487099648.jpg
office_3/center/1577401089285131520.jpg
office_3/center/1577400918386519808.jpg
office_3/center/1577400966540802304.jpg
office_3/center/1577401020387481856.jpg
office_3/center/1577400862580877056.jpg
office_3/center/1577401039437039872.jpg
office_3/center/1577401110734543360.jpg
office_3/center/1577401048436131328.jpg
office_3/center/1577401048536091648.jpg
office_3/center/1577401144333394944.jpg
office_3/center/1577400853923849472.jpg
office_3/center/1577400961690418176.jpg
office_3/center/1577400899384401408.jpg
office_3/center/1577400898034457600.jpg
office_3/center/1577401137033390080.jpg
office_3/center/1577401111585029120.jpg
office_3/center/1577401161282909440.jpg
office_3/center/1577401161182940416.jpg
office_3/center/1577401108584675584.jpg
office_3/center/1577400979940504832.jpg
office_3/center/1577400876187960576.jpg
office_3/center/1577400883334534400.jpg
office_3/center/1577401134833116672.jpg
office_3/center/1577401126983667712.jpg
office_3/center/1577401062386085120.jpg
office_3/center/1577400923987566592.jpg
office_3/center/1577401158933210112.jpg
office_3/center/1577400948588895232.jpg
office_3/center/1577401049085723392.jpg
office_3/center/1577400861630361344.jpg
office_3/center/1577400933487468544.jpg
office_3/center/1577401084435243776.jpg
office_3/center/1577400948188916480.jpg
office_3/center/1577400844563309568.jpg
office_3/center/1577401103634703360.jpg
office_3/center/1577401074385579264.jpg
office_3/center/1577400906434762240.jpg
office_3/center/1577401061036182272.jpg
office_3/center/1577401142083803392.jpg
office_3/center/1577400870687889920.jpg
office_3/center/1577401087634733568.jpg
office_3/center/1577400880435662592.jpg
office_3/center/1577400866884649728.jpg
office_3/center/1577401046436011008.jpg
office_3/center/1577401144833514496.jpg
office_3/center/1577401103734720768.jpg
office_3/center/1577400864582609664.jpg
office_3/center/1577400889484629760.jpg
office_3/center/1577401067486097920.jpg
office_3/center/1577401132233568768.jpg
office_3/center/1577401090935066368.jpg
office_3/center/1577400868636061184.jpg
office_3/center/1577401135183918848.jpg
office_3/center/1577401162233183488.jpg
office_3/center/1577400911534713088.jpg
office_3/center/1577401146633219584.jpg
office_3/center/1577401155132636928.jpg
office_3/center/1577401099834815488.jpg
office_3/center/1577400942688561920.jpg
office_3/center/1577400916836705024.jpg
office_3/center/1577400868835941376.jpg
office_3/center/1577400958290084096.jpg
office_3/center/1577401154082835712.jpg
office_3/center/1577401120534289408.jpg
office_3/center/1577400864782757632.jpg
office_3/center/1577400867735208960.jpg
office_3/center/1577401130533487872.jpg
office_3/center/1577401032036603904.jpg
office_3/center/1577400921137278976.jpg
office_3/center/1577401011188381952.jpg
office_3/center/1577400847516646656.jpg
office_3/center/1577401159433013760.jpg
office_3/center/1577401095634877952.jpg
office_3/center/1577401067586033152.jpg
office_3/center/1577400904884256256.jpg
office_3/center/1577400906534813184.jpg
office_3/center/1577400865033153280.jpg
office_3/center/1577401166532548864.jpg
office_3/center/1577401021387785472.jpg
office_3/center/1577400859578059008.jpg
office_3/center/1577401164782416896.jpg
office_3/center/1577401063635921664.jpg
office_3/center/1577401179732157184.jpg
office_3/center/1577400864182409472.jpg
office_3/center/1577401162932539392.jpg
office_3/center/1577401174832421376.jpg
office_3/center/1577400977841170432.jpg
office_3/center/1577400871487812608.jpg
office_3/center/1577400928137073664.jpg
office_3/center/1577400856425819136.jpg
office_3/center/1577400857277110016.jpg
office_3/center/1577401047886967040.jpg
office_3/center/1577401031486909696.jpg
office_3/center/1577400844963412992.jpg
office_3/center/1577401026537399808.jpg
office_3/center/1577401116434539776.jpg
office_3/center/1577400955539653120.jpg
office_3/center/1577400968541104128.jpg
office_3/center/1577400944338217216.jpg
office_3/center/1577401015287767808.jpg
office_3/center/1577401143683234048.jpg
office_3/center/1577401047835951616.jpg
office_3/center/1577400958990312960.jpg
office_3/center/1577401090384891392.jpg
office_3/center/1577400876487713280.jpg
office_3/center/1577400926937187328.jpg
office_3/center/1577401038436407040.jpg
office_3/center/1577401128633673728.jpg
office_3/center/1577401166233241600.jpg
office_3/center/1577400874839244544.jpg
office_3/center/1577400924137597184.jpg
office_3/center/1577400858026567936.jpg
office_3/center/1577401132733556224.jpg
office_3/center/1577401040836474624.jpg
office_3/center/1577400948788924928.jpg
office_3/center/1577400911084601088.jpg
office_3/center/1577401080385721856.jpg
office_3/center/1577400849669640960.jpg
office_3/center/1577401082734644736.jpg
office_3/center/1577401032136557312.jpg
office_3/center/1577400904434245888.jpg
office_3/center/1577400934287849472.jpg
office_3/center/1577400922887422720.jpg
office_3/center/1577401036086619904.jpg
office_3/center/1577400894334645504.jpg
office_3/center/1577400976191471360.jpg
office_3/center/1577401144583641344.jpg
office_3/center/1577401140883435264.jpg
office_3/center/1577401018187655424.jpg
office_3/center/1577401040036401152.jpg
office_3/center/1577400892085341440.jpg
office_3/center/1577400879487157248.jpg
office_3/center/1577400906284486656.jpg
office_3/center/1577400937887934464.jpg
office_3/center/1577401092334849280.jpg
office_3/center/1577401146832859648.jpg
office_3/center/1577400857327260416.jpg
office_3/center/1577400854774641920.jpg
office_3/center/1577401145783549184.jpg
office_3/center/1577401180582146816.jpg
office_3/center/1577401132933892352.jpg
office_3/center/1577401080635453696.jpg
office_3/center/1577401138333549056.jpg
office_3/center/1577401092684756224.jpg
office_3/center/1577400966341169408.jpg
office_3/center/1577400920787233024.jpg
office_3/center/1577401177032176896.jpg
office_3/center/1577400946488590336.jpg
office_3/center/1577401117884841728.jpg
office_3/center/1577400965941302528.jpg
office_3/center/1577401014288762880.jpg
office_3/center/1577400887334530048.jpg
office_3/center/1577401069785620224.jpg
office_3/center/1577401105384730112.jpg
office_3/center/1577401061186073088.jpg
office_3/center/1577401041686450432.jpg
office_3/center/1577400871889146624.jpg
office_3/center/1577400968291038464.jpg
office_3/center/1577401136983299584.jpg
office_3/center/1577400919037329408.jpg
office_3/center/1577401178832692992.jpg
office_3/center/1577400939938206464.jpg
office_3/center/1577401012738234112.jpg
office_3/center/1577400859427761152.jpg
office_3/center/1577400872238858496.jpg
office_3/center/1577401053185891328.jpg
office_3/center/1577400907084234752.jpg
office_3/center/1577401065635744512.jpg
office_3/center/1577401039036162048.jpg
office_3/center/1577400942187544064.jpg
office_3/center/1577400911434600192.jpg
office_3/center/1577401094784816128.jpg
office_3/center/1577401038885777152.jpg
office_3/center/1577401121584149248.jpg
office_3/center/1577400961590382080.jpg
office_3/center/1577401131183808768.jpg
office_3/center/1577401056236299008.jpg
office_3/center/1577400898534563328.jpg
office_3/center/1577400908134689024.jpg
office_3/center/1577400864082353664.jpg
office_3/center/1577401076285313792.jpg
office_3/center/1577401015787844608.jpg
office_3/center/1577401039936327936.jpg
office_3/center/1577401059936119552.jpg
office_3/center/1577401025637514240.jpg
office_3/center/1577400911184567808.jpg
office_3/center/1577400910534811648.jpg
office_3/center/1577401180232304896.jpg
office_3/center/1577401165132336896.jpg
office_3/center/1577400939988266240.jpg
office_3/center/1577400866033872384.jpg
office_3/center/1577401125334365184.jpg
office_3/center/1577400960690553600.jpg
office_3/center/1577401053935923456.jpg
office_3/center/1577400901534686976.jpg
office_3/center/1577400872537727744.jpg
office_3/center/1577401093234854656.jpg
office_3/center/1577401167732395008.jpg
office_3/center/1577400945938652160.jpg
office_3/center/1577401102184504576.jpg
office_3/center/1577401151683272448.jpg
office_3/center/1577401139783713280.jpg
office_3/center/1577401023437197824.jpg
office_3/center/1577401158833107456.jpg
office_3/center/1577400861280059904.jpg
office_3/center/1577400917687113472.jpg
office_3/center/1577401084135071744.jpg
office_3/center/1577401157582864640.jpg
office_3/center/1577401093634785792.jpg
office_3/center/1577401015937817344.jpg
office_3/center/1577400910984630272.jpg
office_3/center/1577401075785853696.jpg
office_3/center/1577401069135781888.jpg
office_3/center/1577401083885028352.jpg
office_3/center/1577401012638248192.jpg
office_3/center/1577401123484128768.jpg
office_3/center/1577401122384163584.jpg
office_3/center/1577401022937618176.jpg
office_3/center/1577400866784641024.jpg
office_3/center/1577400899434362624.jpg
office_3/center/1577400905484521472.jpg
office_3/center/1577400849719644416.jpg
office_3/center/1577400867635197696.jpg
office_3/center/1577400929237725184.jpg
office_3/center/1577401141533150208.jpg
office_3/center/1577401089784879616.jpg
office_3/center/1577401110284781056.jpg
office_3/center/1577401149683307008.jpg
office_3/center/1577401123184099328.jpg
office_3/center/1577400856675369728.jpg
office_3/center/1577400869136004864.jpg
office_3/center/1577401154433186560.jpg
office_3/center/1577400974491582464.jpg
office_3/center/1577401062786031872.jpg
office_3/center/1577401148882900992.jpg
office_3/center/1577400973441643008.jpg
office_3/center/1577400855524583936.jpg
office_3/center/1577401154483249408.jpg
office_3/center/1577400906984233472.jpg
office_3/center/1577401031037054720.jpg
office_3/center/1577400978291195136.jpg
office_3/center/1577400877688047872.jpg
office_3/center/1577401136233821184.jpg
office_3/center/1577401108434519552.jpg
office_3/center/1577401110984423168.jpg
office_3/center/1577401154533265408.jpg
office_3/center/1577401098084224512.jpg
office_3/center/1577401012388242432.jpg
office_3/center/1577400978640772096.jpg
office_3/center/1577400973241696256.jpg
office_3/center/1577401057785968128.jpg
office_3/center/1577401167383299072.jpg
office_3/center/1577400899284585472.jpg
office_3/center/1577401117234379008.jpg
office_3/center/1577400846515626496.jpg
office_3/center/1577400896834535936.jpg
office_3/center/1577400974091652864.jpg
office_3/center/1577400949589090048.jpg
office_3/center/1577401091734571008.jpg
office_3/center/1577401022987684608.jpg
office_3/center/1577401069835694336.jpg
office_3/center/1577401114784662784.jpg
office_3/center/1577401093584809984.jpg
office_3/center/1577401022237410048.jpg
office_3/center/1577401049585896704.jpg
office_3/center/1577400868586111744.jpg
office_3/center/1577401149333538560.jpg
office_3/center/1577401032936688128.jpg
office_3/center/1577401106784692224.jpg
office_3/center/1577401040986375168.jpg
office_3/center/1577400914886259200.jpg
office_3/center/1577400920637259520.jpg
office_3/center/1577401069335653632.jpg
office_3/center/1577400886734770688.jpg
office_3/center/1577401094085130752.jpg
office_3/center/1577401031336965120.jpg
office_3/center/1577400897334779904.jpg
office_3/center/1577400863681976320.jpg
office_3/center/1577400952989837568.jpg
office_3/center/1577400857025717504.jpg
office_3/center/1577401034986824960.jpg
office_3/center/1577401027937183488.jpg
office_3/center/1577401045185906688.jpg
office_3/center/1577401170782365184.jpg
office_3/center/1577400936137762304.jpg
office_3/center/1577400930787650816.jpg
office_3/center/1577401014188540928.jpg
office_3/center/1577400844763386624.jpg
office_3/center/1577401117834904064.jpg
office_3/center/1577401122684311296.jpg
office_3/center/1577401068185777920.jpg
office_3/center/1577401163082720768.jpg
office_3/center/1577400975541763584.jpg
office_3/center/1577401137983249408.jpg
office_3/center/1577401101184719360.jpg
office_3/center/1577400913485647616.jpg
office_3/center/1577400952539576576.jpg
office_3/center/1577400873839289600.jpg
office_3/center/1577400874939276544.jpg
office_3/center/1577401043586286336.jpg
office_3/center/1577400982239904000.jpg
office_3/center/1577401121134450688.jpg
office_3/center/1577401014038024448.jpg
office_3/center/1577401063535795456.jpg
office_3/center/1577401167333274624.jpg
office_3/center/1577401101084666368.jpg
office_3/center/1577401157732970496.jpg
office_3/center/1577401157682986240.jpg
office_3/center/1577400856075932416.jpg
office_3/center/1577401107534756864.jpg
office_3/center/1577400868335748864.jpg
office_3/center/1577400850721184768.jpg
office_3/center/1577400950988857856.jpg
office_3/center/1577400923487195392.jpg
office_3/center/1577401166982215680.jpg
office_3/center/1577401144433428992.jpg
office_3/center/1577401153432867328.jpg
office_3/center/1577401076535248384.jpg
office_3/center/1577400919936943104.jpg
office_3/center/1577400946238692608.jpg
office_3/center/1577401018287572992.jpg
office_3/center/1577400935087779072.jpg
office_3/center/1577400923737321728.jpg
office_3/center/1577401029187079936.jpg
office_3/center/1577400941138214144.jpg
office_3/center/1577401097984232960.jpg
office_3/center/1577400922087304704.jpg
office_3/center/1577400865633608960.jpg
office_3/center/1577401032836739072.jpg
office_3/center/1577401040286420224.jpg
office_3/center/1577400894484761344.jpg
office_3/center/1577401114684475904.jpg
office_3/center/1577400891334872320.jpg
office_3/center/1577400905634409472.jpg
office_3/center/1577400877887430144.jpg
office_3/center/1577400935537398528.jpg
office_3/center/1577401063585863936.jpg
office_3/center/1577401162533099264.jpg
office_3/center/1577401136433068032.jpg
office_3/center/1577400860579517440.jpg
office_3/center/1577401107734941952.jpg
office_3/center/1577401055385515264.jpg
office_3/center/1577401115834256128.jpg
office_3/center/1577401182631936000.jpg
office_3/center/1577400893984874240.jpg
office_3/center/1577400939288067072.jpg
office_3/center/1577401036036630016.jpg
office_3/center/1577400846965588992.jpg
office_3/center/1577400864232378624.jpg
office_3/center/1577400912935729408.jpg
office_3/center/1577401092384818432.jpg
office_3/center/1577400905983918848.jpg
office_3/center/1577401029387113984.jpg
office_3/center/1577401125783468544.jpg
office_3/center/1577400972041578240.jpg
office_3/center/1577400938487969792.jpg
office_3/center/1577401171932741632.jpg
office_3/center/1577401087834929152.jpg
office_3/center/1577400903534412544.jpg
office_3/center/1577401109984968448.jpg
office_3/center/1577400886534669312.jpg
office_3/center/1577400854874688512.jpg
office_3/center/1577400868385872640.jpg
office_3/center/1577401057935996928.jpg
office_3/center/1577401171482509568.jpg
office_3/center/1577401175782148608.jpg
office_3/center/1577401135482842368.jpg
office_3/center/1577401173731971584.jpg
office_3/center/1577400976791303936.jpg
office_3/center/1577401179032634112.jpg
office_3/center/1577400885534902272.jpg
office_3/center/1577400966640702976.jpg
office_3/center/1577401115984320000.jpg
office_3/center/1577401104433938176.jpg
office_3/center/1577401106034152704.jpg
office_3/center/1577401039686415616.jpg
office_3/center/1577400912485662720.jpg
office_3/center/1577401089934899200.jpg
office_3/center/1577400898684657664.jpg
office_3/center/1577400979640871424.jpg
office_3/center/1577401124783991296.jpg
office_3/center/1577400934387900416.jpg
office_3/center/1577400901434747136.jpg
office_3/center/1577401096934560768.jpg
office_3/center/1577400971791788288.jpg
office_3/center/1577401122484215296.jpg
office_3/center/1577401075235702784.jpg
office_3/center/1577401085635371776.jpg
office_3/center/1577400896734448896.jpg
office_3/center/1577400891184828672.jpg
office_3/center/1577401149733111808.jpg
office_3/center/1577400865683695616.jpg
office_3/center/1577400895784620032.jpg
office_3/center/1577401095384704512.jpg
office_3/center/1577401042636245760.jpg
office_3/center/1577401068835856384.jpg
office_3/center/1577401095684926208.jpg
office_3/center/1577401026587452160.jpg
office_3/center/1577400893234924800.jpg
office_3/center/1577401105484709888.jpg
office_3/center/1577400931237662976.jpg
office_3/center/1577400848618428416.jpg
office_3/center/1577401160283185152.jpg
office_3/center/1577401041036370176.jpg
office_3/center/1577401089335128832.jpg
office_3/center/1577401160932907264.jpg
office_3/center/1577401080535612928.jpg
office_3/center/1577401086435007744.jpg
office_3/center/1577401180632088064.jpg
office_3/center/1577401120584267264.jpg
office_3/center/1577401157382704896.jpg
office_3/center/1577401051585872384.jpg
office_3/center/1577401048336054784.jpg
office_3/center/1577401043636285952.jpg
office_3/center/1577401165532833024.jpg
office_3/center/1577401145583411456.jpg
office_3/center/1577400948438778624.jpg
office_3/center/1577400954539430656.jpg
office_3/center/1577401054485676800.jpg
office_3/center/1577401037586386688.jpg
office_3/center/1577400871387871744.jpg
office_3/center/1577400939438287360.jpg
office_3/center/1577400854824649984.jpg
office_3/center/1577401087235386112.jpg
office_3/center/1577401139183551232.jpg
office_3/center/1577400909234609408.jpg
office_3/center/1577400929587428352.jpg
office_3/center/1577401076685490688.jpg
office_3/center/1577401031386939904.jpg
office_3/center/1577401116784253440.jpg
office_3/center/1577400933437536512.jpg
office_3/center/1577400927538145536.jpg
office_3/center/1577400868686067456.jpg
office_3/center/1577401066035915776.jpg
office_3/center/1577401012788213248.jpg
office_3/center/1577401116834233856.jpg
office_3/center/1577401157032839680.jpg
office_3/center/1577400964040841984.jpg
office_3/center/1577400869536717312.jpg
office_3/center/1577400911584824320.jpg
office_3/center/1577400942938460160.jpg
office_3/center/1577401108234309376.jpg
office_3/center/1577400942437959424.jpg
office_3/center/1577401102384444416.jpg
office_3/center/1577400896084554752.jpg
office_3/center/1577401172682335744.jpg
office_3/center/1577401100084640000.jpg
office_3/center/1577401059535717888.jpg
office_3/center/1577401124533948416.jpg
office_3/center/1577401060485884928.jpg
office_3/center/1577400950089252608.jpg
office_3/center/1577400975991560192.jpg
office_3/center/1577401122934294272.jpg
office_3/center/1577400891284869376.jpg
office_3/center/1577401033536753152.jpg
office_3/center/1577401142783464960.jpg
office_3/center/1577401084235134464.jpg
office_3/center/1577401116484505856.jpg
office_3/center/1577400860729558528.jpg
office_3/center/1577400876437659904.jpg
office_3/center/1577400938887555840.jpg
office_3/center/1577401038136848128.jpg
office_3/center/1577400877438540800.jpg
office_3/center/1577400904784273152.jpg
office_3/center/1577400909734833920.jpg
office_3/center/1577401046985829888.jpg
office_3/center/1577401054786243328.jpg
office_3/center/1577400973341684992.jpg
office_3/center/1577400926336981248.jpg
office_3/center/1577400920036993792.jpg
office_3/center/1577400878386442240.jpg
office_3/center/1577401063235837184.jpg
office_3/center/1577401147633228032.jpg
office_3/center/1577401052735943936.jpg
office_3/center/1577401138033326848.jpg
office_3/center/1577400956639827712.jpg
office_3/center/1577401053735921152.jpg
office_3/center/1577401127583916288.jpg
office_3/center/1577401059685971712.jpg
office_3/center/1577400879736700416.jpg
office_3/center/1577400883784604416.jpg
office_3/center/1577401171782789376.jpg
office_3/center/1577401020437426176.jpg
office_3/center/1577400903684451072.jpg
office_3/center/1577400948488810752.jpg
office_3/center/1577401087035338240.jpg
office_3/center/1577401126434212352.jpg
office_3/center/1577401062586070784.jpg
office_3/center/1577401069585505536.jpg
office_3/center/1577400902384208128.jpg
office_3/center/1577400932087608320.jpg
office_3/center/1577400853773736192.jpg
office_3/center/1577400966291305984.jpg
office_3/center/1577400959990373632.jpg
office_3/center/1577401084485281536.jpg
office_3/center/1577401069185714944.jpg
office_3/center/1577401106384391168.jpg
office_3/center/1577401125084145152.jpg
office_3/center/1577400884734398464.jpg
office_3/center/1577401016787957504.jpg
office_3/center/1577400926386985472.jpg
office_3/center/1577401141683294976.jpg
office_3/center/1577400947639326464.jpg
office_3/center/1577400914586464768.jpg
office_3/center/1577400967190907904.jpg
office_3/center/1577400852522973952.jpg
office_3/center/1577401092984879360.jpg
office_3/center/1577401018637739264.jpg
office_3/center/1577401096184760064.jpg
office_3/center/1577400928387437824.jpg
office_3/center/1577400956090112256.jpg
office_3/center/1577400937487452416.jpg
office_3/center/1577400894884933632.jpg
office_3/center/1577401065435898880.jpg
office_3/center/1577401028637111040.jpg
office_3/center/1577400845814652416.jpg
office_3/center/1577400870537657856.jpg
office_3/center/1577400884634309888.jpg
office_3/center/1577401081135142656.jpg
office_3/center/1577400862931452672.jpg
office_3/center/1577401118634312704.jpg
office_3/center/1577400855975810304.jpg
office_3/center/1577400896334480128.jpg
office_3/center/1577401029287113728.jpg
office_3/center/1577401020787185920.jpg
office_3/center/1577401110334736384.jpg
office_3/center/1577400967691239936.jpg
office_3/center/1577400861980504832.jpg
office_3/center/1577401080935079424.jpg
office_3/center/1577400879886448384.jpg
office_3/center/1577401125833337344.jpg
office_3/center/1577401074735768576.jpg
office_3/center/1577400865833727232.jpg
office_3/center/1577400892684665600.jpg
office_3/center/1577401102634509568.jpg
office_3/center/1577400965490647552.jpg
office_3/center/1577400970791510784.jpg
office_3/center/1577400904934270464.jpg
office_3/center/1577401027237543424.jpg
office_3/center/1577401047186240512.jpg
office_3/center/1577400930087318528.jpg
office_3/center/1577401183981990400.jpg
office_3/center/1577401090734713088.jpg
office_3/center/1577401115334471168.jpg
office_3/center/1577401166482701568.jpg
office_3/center/1577401078935582976.jpg
office_3/center/1577401176832017920.jpg
office_3/center/1577401031786756608.jpg
office_3/center/1577401179982350848.jpg
office_3/center/1577400969091152640.jpg
office_3/center/1577400851921946112.jpg
office_3/center/1577401128983931392.jpg
office_3/center/1577401129983670272.jpg
office_3/center/1577401071635867904.jpg
office_3/center/1577401043536318720.jpg
office_3/center/1577401041286393600.jpg
office_3/center/1577401165982645504.jpg
office_3/center/1577400970541468672.jpg
office_3/center/1577400904734287104.jpg
office_3/center/1577401032636731904.jpg
office_3/center/1577401098934599680.jpg
office_3/center/1577400953039764480.jpg
office_3/center/1577400889034728192.jpg
office_3/center/1577401154683339008.jpg
office_3/center/1577401126133483776.jpg
office_3/center/1577401026787508992.jpg
office_3/center/1577400935237552384.jpg
office_3/center/1577401103534657024.jpg
office_3/center/1577400927337958656.jpg
office_3/center/1577400882234934016.jpg
office_3/center/1577401179581836544.jpg
office_3/center/1577400895584940032.jpg
office_3/center/1577401116684299776.jpg
office_3/center/1577401025387468800.jpg
office_3/center/1577401013388300800.jpg
office_3/center/1577400946088764928.jpg
office_3/center/1577401028937054208.jpg
office_3/center/1577401067985628928.jpg
office_3/center/1577400953239623680.jpg
office_3/center/1577400899884606720.jpg
office_3/center/1577401156083338752.jpg
office_3/center/1577400922287570688.jpg
office_3/center/1577400910484815104.jpg
office_3/center/1577401113383938048.jpg
office_3/center/1577401055685694976.jpg
office_3/center/1577400868085421824.jpg
office_3/center/1577400896234569984.jpg
office_3/center/1577401143733219072.jpg
office_3/center/1577401169382623232.jpg
office_3/center/1577400862630937088.jpg
office_3/center/1577401143933203456.jpg
office_3/center/1577400952639769856.jpg
office_3/center/1577401167132707072.jpg
office_3/center/1577401122084177152.jpg
office_3/center/1577401157232608768.jpg
office_3/center/1577400863531712768.jpg
office_3/center/1577400945238686464.jpg
office_3/center/1577400917737173504.jpg
office_3/center/1577401132283583488.jpg
office_3/center/1577400920937209344.jpg
office_3/center/1577401178582370048.jpg
office_3/center/1577400939388210944.jpg
office_3/center/1577401040236410368.jpg
office_3/center/1577400889334591744.jpg
office_3/center/1577401035687010560.jpg
office_3/center/1577401106684641024.jpg
office_3/center/1577401173531837952.jpg
office_3/center/1577401177382413056.jpg
office_3/center/1577400895984482560.jpg
office_3/center/1577401033386761728.jpg
office_3/center/1577401026237102080.jpg
office_3/center/1577400933537409024.jpg
office_3/center/1577401175832200448.jpg
office_3/center/1577400870788020736.jpg
office_3/center/1577400901634601216.jpg
office_3/center/1577400971541531392.jpg
office_3/center/1577401029437096448.jpg
office_3/center/1577401144533609984.jpg
office_3/center/1577400956439970816.jpg
office_3/center/1577400971091134464.jpg
office_3/center/1577401176782072064.jpg
office_3/center/1577401033586756864.jpg
office_3/center/1577401149533509376.jpg
office_3/center/1577400894934907392.jpg
office_3/center/1577401060936240640.jpg
office_3/center/1577400959240304384.jpg
office_3/center/1577400875039285248.jpg
office_3/center/1577401083335573504.jpg
office_3/center/1577400945788523008.jpg
office_3/center/1577401147032894976.jpg
office_3/center/1577400948238860288.jpg
office_3/center/1577400922337590784.jpg
office_3/center/1577400931137644288.jpg
office_3/center/1577400933987593728.jpg
office_3/center/1577400844463289088.jpg
office_3/center/1577401059736039936.jpg
office_3/center/1577401152133099008.jpg
office_3/center/1577401090134927872.jpg
office_3/center/1577400902134298368.jpg
office_3/center/1577401054135744512.jpg
office_3/center/1577401071435784192.jpg
office_3/center/1577401078685405184.jpg
office_3/center/1577400950539468800.jpg
office_3/center/1577401020737230592.jpg
office_3/center/1577401140733525760.jpg
office_3/center/1577401079635453184.jpg
office_3/center/1577401124583966976.jpg
office_3/center/1577400964590933760.jpg
office_3/center/1577401072185673728.jpg
office_3/center/1577401144133240320.jpg
office_3/center/1577400929037683200.jpg
office_3/center/1577401106484475392.jpg
office_3/center/1577401060235831808.jpg
office_3/center/1577401180532225280.jpg
office_3/center/1577401134233472000.jpg
office_3/center/1577400848468339712.jpg
office_3/center/1577400960890521088.jpg
office_3/center/1577401160483175424.jpg
office_3/center/1577401173832093952.jpg
office_3/center/1577401124433954560.jpg
office_3/center/1577401147433540864.jpg
office_3/center/1577401109234653952.jpg
office_3/center/1577400854924617472.jpg
office_3/center/1577401083585383936.jpg
office_3/center/1577401014138379008.jpg
office_3/center/1577400870387558400.jpg
office_3/center/1577400880186162432.jpg
office_3/center/1577400863631867648.jpg
office_3/center/1577401138783382272.jpg
office_3/center/1577400947989229056.jpg
office_3/center/1577400853473507840.jpg
office_3/center/1577401180282293760.jpg
office_3/center/1577401175382619648.jpg
office_3/ml_training_2019-12-26-14-55-53_4.yaml
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Parse the CSV File | # Define path to csv file
csv_path = data_set + '/interpolated.csv'
# Load the CSV file into a pandas dataframe
df = pd.read_csv(csv_path, sep=",")
# Print the dimensions
print("Dataset Dimensions:")
print(df.shape)
# Print the first 5 lines of the dataframe for review
print("\nDataset Summary:")
df.head(5)
| Dataset Dimensions:
(6253, 8)
Dataset Summary:
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Clean and Pre-process the Dataset Remove Unneccessary Columns | # Remove 'index' and 'frame_id' columns
df.drop(['index','frame_id'],axis=1,inplace=True)
# Verify new dataframe dimensions
print("Dataset Dimensions:")
print(df.shape)
# Print the first 5 lines of the new dataframe for review
print("\nDataset Summary:")
df.head(5) | Dataset Dimensions:
(6253, 6)
Dataset Summary:
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Detect Missing Data | # Detect Missing Values
print("Any Missing Values?: {}".format(df.isnull().values.any()))
# Total Sum
print("\nTotal Number of Missing Values: {}".format(df.isnull().sum().sum()))
# Sum Per Column
print("\nTotal Number of Missing Values per Column:")
print(df.isnull().sum()) | Any Missing Values?: False
Total Number of Missing Values: 0
Total Number of Missing Values per Column:
timestamp 0
width 0
height 0
filename 0
angle 0
speed 0
dtype: int64
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Remove Zero Throttle Values | # Determine if any throttle values are zeroes
print("Any 0 throttle values?: {}".format(df['speed'].eq(0).any()))
# Determine number of 0 throttle values:
print("\nNumber of 0 throttle values: {}".format(df['speed'].eq(0).sum()))
# Remove rows with 0 throttle values
if df['speed'].eq(0).any():
df = df.query('speed != 0')
# Reset the index
df.reset_index(inplace=True,drop=True)
# Verify new dataframe dimensions
print("\nNew Dataset Dimensions:")
print(df.shape)
df.head(5) | Any 0 throttle values?: True
Number of 0 throttle values: 55
New Dataset Dimensions:
(6198, 6)
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
View Label Statistics | # Steering Command Statistics
print("\nSteering Command Statistics:")
print(df['angle'].describe())
print("\nThrottle Command Statistics:")
# Throttle Command Statistics
print(df['speed'].describe()) |
Steering Command Statistics:
count 6198.000000
mean 0.822324
std 1.008619
min -1.533349
25% 0.471148
50% 1.380756
75% 1.466080
max 1.531508
Name: angle, dtype: float64
Throttle Command Statistics:
count 6198.000000
mean 0.129354
std 0.015255
min 0.002261
25% 0.118947
50% 0.131835
75% 0.139840
max 0.150000
Name: speed, dtype: float64
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
View Histogram of Steering Commands | #@title Select the number of histogram bins
num_bins = 25 #@param {type:"slider", min:5, max:50, step:1}
hist, bins = np.histogram(df['angle'], num_bins)
center = (bins[:-1]+ bins[1:]) * 0.5
plt.bar(center, hist, width=0.05)
#plt.plot((np.min(df['angle']), np.max(df['angle'])), (samples_per_bin, samples_per_bin))
# Normalize the histogram (150-300 for RBG)
#@title Normalize the Histogram { run: "auto" }
hist = False #@param {type:"boolean"}
remove_list = []
samples_per_bin = 150
if hist:
for j in range(num_bins):
list_ = []
for i in range(len(df['angle'])):
if df.loc[i,'angle'] >= bins[j] and df.loc[i,'angle'] <= bins[j+1]:
list_.append(i)
random.shuffle(list_)
list_ = list_[samples_per_bin:]
remove_list.extend(list_)
print('removed:', len(remove_list))
df.drop(df.index[remove_list], inplace=True)
df.reset_index(inplace=True)
df.drop(['index'],axis=1,inplace=True)
print('remaining:', len(df))
hist, _ = np.histogram(df['angle'], (num_bins))
plt.bar(center, hist, width=0.05)
plt.plot((np.min(df['angle']), np.max(df['angle'])), (samples_per_bin, samples_per_bin)) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
View a Sample Image | # View a Single Image
index = random.randint(0,df.shape[0]-1)
img_name = data_set + '/' + df.loc[index,'filename']
angle = df.loc[index,'angle']
center_image = cv2.imread(img_name)
center_image_mod = cv2.resize(center_image, (320,180))
center_image_mod = cv2.cvtColor(center_image_mod,cv2.COLOR_RGB2BGR)
# Crop the image
height_min = 100
height_max = 170
width_min = 120
width_max = 200
bottom_crop = center_image_mod.shape[0] - height_max
right_crop = center_image_mod.shape[1] - width_max
crop_img = center_image_mod[height_min:height_max, width_min:width_max]
plt.subplot(2,1,1)
plt.imshow(center_image_mod)
plt.grid(False)
plt.xlabel('angle: {:.2}'.format(angle))
plt.show()
plt.subplot(2,1,2)
plt.imshow(crop_img)
plt.grid(False)
plt.xlabel('angle: {:.2}'.format(angle))
plt.show() | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
View Multiple Images | # Number of Images to Display
num_images = 4
# Display the images
i = 0
for i in range (i,num_images):
index = random.randint(0,df.shape[0]-1)
image_path = df.loc[index,'filename']
angle = df.loc[index,'angle']
img_name = data_set + '/' + image_path
image = cv2.imread(img_name)
image = cv2.resize(image, (320,180))
image = cv2.cvtColor(image,cv2.COLOR_RGB2BGR)
plt.subplot(num_images/2,num_images/2,i+1)
plt.xticks([])
plt.yticks([])
plt.grid(False)
plt.imshow(image, cmap=plt.cm.binary)
plt.xlabel('angle: {:.3}'.format(angle))
i += 1 | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Split the Dataset Define an ImageDataGenerator to Augment Images | # Create image data augmentation generator and choose augmentation types
datagen = ImageDataGenerator(
#rotation_range=20,
zoom_range=0.15,
#width_shift_range=0.1,
#height_shift_range=0.2,
#shear_range=10,
brightness_range=[0.5,1.0],
#horizontal_flip=True,
#vertical_flip=True,
#channel_shift_range=100.0,
fill_mode="reflect") | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
View Image Augmentation Examples | # load the image
index = random.randint(0,df.shape[0]-1)
img_name = data_set + '/' + df.loc[index,'filename']
original_image = cv2.imread(img_name)
original_image = cv2.cvtColor(original_image,cv2.COLOR_RGB2BGR)
original_image = cv2.resize(original_image, (320,180))
label = df.loc[index,'angle']
# convert to numpy array
data = img_to_array(original_image)
# expand dimension to one sample
test = expand_dims(data, 0)
# prepare iterator
it = datagen.flow(test, batch_size=1)
# generate batch of images
batch = it.next()
# convert to unsigned integers for viewing
image_aug = batch[0].astype('uint8')
print("Augmenting a Single Image: \n")
plt.subplot(2,1,1)
plt.imshow(original_image)
plt.grid(False)
plt.xlabel('angle: {:.2}'.format(label))
plt.show()
plt.subplot(2,1,2)
plt.imshow(image_aug)
plt.grid(False)
plt.xlabel('angle: {:.2}'.format(label))
plt.show()
print("Multiple Augmentations: \n")
# generate samples and plot
for i in range(0,num_images):
# define subplot
plt.subplot(num_images/2,num_images/2,i+1)
# generate batch of images
batch = it.next()
# convert to unsigned integers for viewing
image = batch[0].astype('uint8')
# plot raw pixel data
plt.imshow(image)
# show the figure
plt.show()
| Augmenting a Single Image:
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Define a Data Generator | def generator(samples, batch_size=32, aug=0):
num_samples = len(samples)
while 1: # Loop forever so the generator never terminates
for offset in range(0, num_samples, batch_size):
batch_samples = samples[offset:offset + batch_size]
#print(batch_samples)
images = []
angles = []
for batch_sample in batch_samples:
if batch_sample[5] != "filename":
name = data_set + '/' + batch_sample[3]
center_image = cv2.imread(name)
center_image = cv2.cvtColor(center_image,cv2.COLOR_RGB2BGR)
center_image = cv2.resize(
center_image,
(320, 180)) #resize from 720x1280 to 180x320
angle = float(batch_sample[4])
if not aug:
images.append(center_image)
angles.append(angle)
else:
data = img_to_array(center_image)
sample = expand_dims(data, 0)
it = datagen.flow(sample, batch_size=1)
batch = it.next()
image_aug = batch[0].astype('uint8')
if random.random() < .5:
image_aug = np.fliplr(image_aug)
angle = -1 * angle
images.append(image_aug)
angles.append(angle)
X_train = np.array(images)
y_train = np.array(angles)
yield sklearn.utils.shuffle(X_train, y_train) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Split the Dataset | samples = []
samples = df.values.tolist()
sklearn.utils.shuffle(samples)
train_samples, validation_samples = train_test_split(samples, test_size=0.2)
print("Number of traing samples: ", len(train_samples))
print("Number of validation samples: ", len(validation_samples)) | ('Number of traing samples: ', 4958)
('Number of validation samples: ', 1240)
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Define Training and Validation Data Generators | batch_size_value = 32
img_aug = 1
train_generator = generator(train_samples, batch_size=batch_size_value, aug=img_aug)
validation_generator = generator(
validation_samples, batch_size=batch_size_value, aug=0) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Compile and Train the Model Build the Model | # Initialize the model
model = Sequential()
# trim image to only see section with road
# (top_crop, bottom_crop), (left_crop, right_crop)
model.add(Cropping2D(cropping=((height_min,bottom_crop), (width_min,right_crop)), input_shape=(180,320,3)))
# Preprocess incoming data, centered around zero with small standard deviation
model.add(Lambda(lambda x: (x / 255.0) - 0.5))
# Nvidia model
model.add(Convolution2D(24, (5, 5), activation="relu", name="conv_1", strides=(2, 2)))
model.add(Convolution2D(36, (5, 5), activation="relu", name="conv_2", strides=(2, 2)))
model.add(Convolution2D(48, (5, 5), activation="relu", name="conv_3", strides=(2, 2)))
model.add(SpatialDropout2D(.5, dim_ordering='default'))
model.add(Convolution2D(64, (3, 3), activation="relu", name="conv_4", strides=(1, 1)))
model.add(Convolution2D(64, (3, 3), activation="relu", name="conv_5", strides=(1, 1)))
model.add(Flatten())
model.add(Dense(1164))
model.add(Dropout(.5))
model.add(Dense(100, activation='relu'))
model.add(Dropout(.5))
model.add(Dense(50, activation='relu'))
model.add(Dropout(.5))
model.add(Dense(10, activation='relu'))
model.add(Dropout(.5))
model.add(Dense(1))
model.compile(loss='mse', optimizer=Adam(lr=0.001), metrics=['mse','mae','mape','cosine'])
# Print model sumamry
model.summary() | /usr/local/lib/python2.7/dist-packages/ipykernel_launcher.py:14: UserWarning: Update your `SpatialDropout2D` call to the Keras 2 API: `SpatialDropout2D(0.5, data_format=None)`
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Setup Checkpoints | # checkpoint
model_path = './model'
!if [ -d $model_path ]; then echo 'Directory Exists'; else mkdir $model_path; fi
filepath = model_path + "/weights-improvement-{epoch:02d}-{val_loss:.2f}.hdf5"
checkpoint = ModelCheckpoint(filepath, monitor='val_loss', verbose=1, save_best_only=True, mode='auto', period=1) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Setup Early Stopping to Prevent Overfitting | # The patience parameter is the amount of epochs to check for improvement
early_stop = EarlyStopping(monitor='val_loss', patience=10) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Reduce Learning Rate When a Metric has Stopped Improving | reduce_lr = ReduceLROnPlateau(monitor='val_loss', factor=0.2,
patience=5, min_lr=0.001) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Setup Tensorboard | # Clear any logs from previous runs
!rm -rf ./Graph/
# Launch Tensorboard
!pip install -U tensorboardcolab
from tensorboardcolab import *
tbc = TensorBoardColab()
# Configure the Tensorboard Callback
tbCallBack = TensorBoard(log_dir='./Graph',
histogram_freq=1,
write_graph=True,
write_grads=True,
write_images=True,
batch_size=batch_size_value,
update_freq='epoch')
| Requirement already up-to-date: tensorboardcolab in /usr/local/lib/python2.7/dist-packages (0.0.22)
Wait for 8 seconds...
TensorBoard link:
http://5deaa30c.ngrok.io
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Load Existing Model | load = True #@param {type:"boolean"}
if load:
# Returns a compiled model identical to the previous one
!curl -O https://selbystorage.s3-us-west-2.amazonaws.com/research/office_3/model_intensity.h5
!mv model_intensity.h5 model/
model_path_full = model_path + '/' + 'model_intensity.h5'
model = load_model(model_path_full)
print("Loaded previous model: {} \n".format(model_path_full))
else:
print("No previous model loaded \n") | % Total % Received % Xferd Average Speed Time Time Time Current
Dload Upload Total Spent Left Speed
100 8297k 100 8297k 0 0 10.4M 0 --:--:-- --:--:-- --:--:-- 10.4M
Loaded previous model: ./model/model_intensity.h5
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Train the Model | # Define step sizes
STEP_SIZE_TRAIN = len(train_samples) / batch_size_value
STEP_SIZE_VALID = len(validation_samples) / batch_size_value
# Define number of epochs
n_epoch = 50
# Define callbacks
# callbacks_list = [TensorBoardColabCallback(tbc)]
# callbacks_list = [TensorBoardColabCallback(tbc), early_stop]
# callbacks_list = [TensorBoardColabCallback(tbc), early_stop, checkpoint]
callbacks_list = [TensorBoardColabCallback(tbc), early_stop, checkpoint, reduce_lr]
# Fit the model
history_object = model.fit_generator(
generator=train_generator,
steps_per_epoch=STEP_SIZE_TRAIN,
validation_data=validation_generator,
validation_steps=STEP_SIZE_VALID,
callbacks=callbacks_list,
use_multiprocessing=True,
epochs=n_epoch)
| Epoch 1/50
154/154 [==============================] - 87s 563ms/step - loss: 1.6989 - mean_squared_error: 1.6989 - mean_absolute_error: 1.2303 - mean_absolute_percentage_error: 2537433.2419 - cosine_proximity: -0.0099 - val_loss: 1.7245 - val_mean_squared_error: 1.7245 - val_mean_absolute_error: 1.2423 - val_mean_absolute_percentage_error: 359371.0461 - val_cosine_proximity: 0.6513
Epoch 00001: val_loss did not improve from 0.25825
Epoch 2/50
154/154 [==============================] - 84s 544ms/step - loss: 1.6901 - mean_squared_error: 1.6901 - mean_absolute_error: 1.2264 - mean_absolute_percentage_error: 1111287.3951 - cosine_proximity: 0.0278 - val_loss: 1.7239 - val_mean_squared_error: 1.7239 - val_mean_absolute_error: 1.2447 - val_mean_absolute_percentage_error: 135715.2303 - val_cosine_proximity: 0.6531
Epoch 00002: val_loss did not improve from 0.25825
Epoch 3/50
154/154 [==============================] - 84s 547ms/step - loss: 1.6869 - mean_squared_error: 1.6869 - mean_absolute_error: 1.2249 - mean_absolute_percentage_error: 1008224.7047 - cosine_proximity: -0.0091 - val_loss: 1.7412 - val_mean_squared_error: 1.7412 - val_mean_absolute_error: 1.2491 - val_mean_absolute_percentage_error: 829392.7223 - val_cosine_proximity: 0.6490
Epoch 00003: val_loss did not improve from 0.25825
Epoch 4/50
154/154 [==============================] - 84s 547ms/step - loss: 1.6889 - mean_squared_error: 1.6889 - mean_absolute_error: 1.2260 - mean_absolute_percentage_error: 1412263.8743 - cosine_proximity: -0.0113 - val_loss: 1.7407 - val_mean_squared_error: 1.7407 - val_mean_absolute_error: 1.2500 - val_mean_absolute_percentage_error: 764262.0272 - val_cosine_proximity: 0.6540
Epoch 00004: val_loss did not improve from 0.25825
Epoch 5/50
154/154 [==============================] - 84s 546ms/step - loss: 1.6907 - mean_squared_error: 1.6907 - mean_absolute_error: 1.2266 - mean_absolute_percentage_error: 828353.1170 - cosine_proximity: -0.0121 - val_loss: 1.7345 - val_mean_squared_error: 1.7345 - val_mean_absolute_error: 1.2476 - val_mean_absolute_percentage_error: 642487.7258 - val_cosine_proximity: 0.6440
Epoch 00005: val_loss did not improve from 0.25825
Epoch 6/50
154/154 [==============================] - 84s 547ms/step - loss: 1.6900 - mean_squared_error: 1.6900 - mean_absolute_error: 1.2263 - mean_absolute_percentage_error: 477814.4326 - cosine_proximity: -0.0047 - val_loss: 1.7299 - val_mean_squared_error: 1.7299 - val_mean_absolute_error: 1.2463 - val_mean_absolute_percentage_error: 307544.4697 - val_cosine_proximity: 0.6482
Epoch 00006: val_loss did not improve from 0.25825
Epoch 7/50
154/154 [==============================] - 84s 545ms/step - loss: 1.6886 - mean_squared_error: 1.6886 - mean_absolute_error: 1.2257 - mean_absolute_percentage_error: 516291.1301 - cosine_proximity: 0.0073 - val_loss: 1.7157 - val_mean_squared_error: 1.7157 - val_mean_absolute_error: 1.2402 - val_mean_absolute_percentage_error: 33908.3636 - val_cosine_proximity: -0.6482
Epoch 00007: val_loss did not improve from 0.25825
Epoch 8/50
154/154 [==============================] - 84s 547ms/step - loss: 1.6905 - mean_squared_error: 1.6905 - mean_absolute_error: 1.2262 - mean_absolute_percentage_error: 562722.2738 - cosine_proximity: 0.0023 - val_loss: 1.7237 - val_mean_squared_error: 1.7237 - val_mean_absolute_error: 1.2433 - val_mean_absolute_percentage_error: 251274.9909 - val_cosine_proximity: 0.6474
Epoch 00008: val_loss did not improve from 0.25825
Epoch 9/50
8/154 [>.............................] - ETA: 56s - loss: 1.7026 - mean_squared_error: 1.7026 - mean_absolute_error: 1.2320 - mean_absolute_percentage_error: 139298.7649 - cosine_proximity: 0.0745 | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Save the Model | # Save model
model_path_full = model_path + '/'
model.save(model_path_full + 'model.h5')
with open(model_path_full + 'model.json', 'w') as output_json:
output_json.write(model.to_json()) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Evaluate the Model Plot the Training Results | # Plot the training and validation loss for each epoch
print('Generating loss chart...')
plt.plot(history_object.history['loss'])
plt.plot(history_object.history['val_loss'])
plt.title('model mean squared error loss')
plt.ylabel('mean squared error loss')
plt.xlabel('epoch')
plt.legend(['training set', 'validation set'], loc='upper right')
plt.savefig(model_path + '/model.png')
# Done
print('Done.') | Generating loss chart...
Done.
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Print Performance Metrics | scores = model.evaluate_generator(validation_generator, STEP_SIZE_VALID, use_multiprocessing=True)
metrics_names = model.metrics_names
for i in range(len(model.metrics_names)):
print("Metric: {} - {}".format(metrics_names[i],scores[i]))
| Metric: loss - 0.190782873646
Metric: mean_squared_error - 0.190782873646
Metric: mean_absolute_error - 0.330186681136
Metric: mean_absolute_percentage_error - 28329829.3002
Metric: cosine_proximity - -0.870888157895
| BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Compute Prediction Statistics | # Define image loading function
def load_images(dataframe):
# initialize images array
images = []
for i in dataframe.index.values:
name = data_set + '/' + dataframe.loc[i,'filename']
center_image = cv2.imread(name)
center_image = cv2.resize(center_image, (320,180))
images.append(center_image)
return np.array(images)
# Load images
test_size = 200
df_test = df.sample(frac=1).reset_index(drop=True)
df_test = df_test.head(test_size)
test_images = load_images(df_test)
batch_size = 32
preds = model.predict(test_images, batch_size=batch_size, verbose=1)
#print("Preds: {} \n".format(preds))
testY = df_test.iloc[:,4].values
#print("Labels: {} \n".format(testY))
df_testY = pd.Series(testY)
df_preds = pd.Series(preds.flatten)
# Replace 0 angle values
if df_testY.eq(0).any():
df_testY.replace(0, 0.0001,inplace=True)
# Calculate the difference
diff = preds.flatten() - df_testY
percentDiff = (diff / testY) * 100
absPercentDiff = np.abs(percentDiff)
# compute the mean and standard deviation of the absolute percentage
# difference
mean = np.mean(absPercentDiff)
std = np.std(absPercentDiff)
print("[INFO] mean: {:.2f}%, std: {:.2f}%".format(mean, std))
# Compute the mean and standard deviation of the difference
print(diff.describe())
# Plot a histogram of the prediction errors
num_bins = 25
hist, bins = np.histogram(diff, num_bins)
center = (bins[:-1]+ bins[1:]) * 0.5
plt.bar(center, hist, width=0.05)
plt.title('Historgram of Predicted Error')
plt.xlabel('Steering Angle')
plt.ylabel('Number of predictions')
plt.xlim(-2.0, 2.0)
plt.plot(np.min(diff), np.max(diff))
# Plot a Scatter Plot of the Error
plt.scatter(testY, preds)
plt.xlabel('True Values ')
plt.ylabel('Predictions ')
plt.axis('equal')
plt.axis('square')
plt.xlim([-1.75,1.75])
plt.ylim([-1.75,1.75])
plt.plot([-1.75, 1.75], [-1.75, 1.75], color='k', linestyle='-', linewidth=.1) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Plot a Prediction | # Plot the image with the actual and predicted steering angle
index = random.randint(0,df_test.shape[0]-1)
img_name = data_set + '/' + df_test.loc[index,'filename']
center_image = cv2.imread(img_name)
center_image = cv2.cvtColor(center_image,cv2.COLOR_RGB2BGR)
center_image_mod = cv2.resize(center_image, (320,180))
plt.imshow(center_image_mod)
plt.grid(False)
plt.xlabel('Actual: {:.2f} Predicted: {:.2f}'.format(df_test.loc[index,'angle'],float(preds[index])))
plt.show()
| _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Visualize the Network Show the Model Summary | model.summary() | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Access Individual Layers | # Creating a mapping of layer name ot layer details
# We will create a dictionary layers_info which maps a layer name to its charcteristics
layers_info = {}
for i in model.layers:
layers_info[i.name] = i.get_config()
# Here the layer_weights dictionary will map every layer_name to its corresponding weights
layer_weights = {}
for i in model.layers:
layer_weights[i.name] = i.get_weights()
pprint.pprint(layers_info['conv_5']) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Visualize the Filters | # Visualize the first filter of each convolution layer
layers = model.layers
layer_ids = [2,3,4,6,7]
#plot the filters
fig,ax = plt.subplots(nrows=1,ncols=5)
for i in range(5):
ax[i].imshow(layers[layer_ids[i]].get_weights()[0][:,:,:,0][:,:,0],cmap='gray')
ax[i].set_title('Conv'+str(i+1))
ax[i].set_xticks([])
ax[i].set_yticks([]) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Visualize the Saliency Map | !pip install -I scipy==1.2.*
!pip install git+https://github.com/raghakot/keras-vis.git -U
# import specific functions from keras-vis package
from vis.utils import utils
from vis.visualization import visualize_saliency, visualize_cam, overlay
# View a Single Image
index = random.randint(0,df.shape[0]-1)
img_name = data_set + '/' + df.loc[index,'filename']
sample_image = cv2.imread(img_name)
sample_image = cv2.cvtColor(sample_image,cv2.COLOR_RGB2BGR)
sample_image_mod = cv2.resize(sample_image, (320,180))
plt.imshow(sample_image_mod)
layer_idx = utils.find_layer_idx(model, 'conv_5')
grads = visualize_saliency(model,
layer_idx,
filter_indices=None,
seed_input=sample_image_mod,
grad_modifier='absolute',
backprop_modifier='guided')
plt.imshow(grads, alpha = 0.6) | _____no_output_____ | BSD-2-Clause | rover_ml/colab/RC_Car_End_to_End_Image_Regression_with_CNNs_(Lidar).ipynb | yassineITler/diy_driverless_car_ROS |
Task 0 (YOLOv5 note)์ฉ์ด, ๊ฐ๋
, ๊ถ๊ธํ ๋ฌธ์ ๋ค ๊ธฐ๋ก (link) Task 1 (์ฌ์ ์์
) YOLOv5 ๋ชจ๋ธ์์
์ ๋ค์ด๊ฐ๊ธฐ์ , ๋ฐ์ดํฐ๋ฅผ ํ์ธํ๊ณ ์ ์ ํ ์์
๋ด์ฉ์ ๋ด๊ณ ์์ต๋๋ค(here) Putting data into a folder Convert the Annotations into the YOLOv5 Format Testing the annotations Partition the Dataset Task 2 (ํ์ต) YOLOv5 ํ๊ฒฝ์ค์ ๋ถํฐ ํ์ตํ ์์
๋ด์ฉ์ ๋ด๊ณ ์์ต๋๋ค(link) Set up the environment Data Config File Hyper-parameter Config File Custom Network Architecture Train the Model Task 3 (๊ฒฐ๊ณผ) ํ์ต ํ ํ
์คํธ์ ์ฑ๋ฅํ๊ฐ์ ๊ฒฐ๊ณผ๋ด์ฉ์ ๋ด๊ณ ์์ต๋๋ค(link) Test Computing the mAP on test dataset --- ์์ ๋ ์์
(up-to-date) **1. Putting data into a folder**๋๋ ์ง ๋ฐ์ดํฐ๋ฅผ ์์
ํ ํด๋์ images์ labelsํด๋ ์๋๋ก ๋ชจ์**Original Data**- [์์ฒ]๋์ฌ๋ก_์ฃผ๊ฐ์ผ์ถ_๋ง์_45_์ ๋ฐฉ, [๋ผ๋ฒจ]๋์ฌ๋ก_์ฃผ๊ฐ์ผ์ถ_๋ง์_45_์ ๋ฐฉ- [์์ฒ]๋์ฌ๋ก_์ฃผ๊ฐ์ผ์ถ_๋ง์_60_์ ๋ฐฉ, [๋ผ๋ฒจ]๋์ฌ๋ก_์ฃผ๊ฐ์ผ์ถ_๋ง์_60_์ ๋ฐฉ- [์์ฒ]๋์ฌ๋ก_์ฃผ๊ฐ์ผ์ถ_๋ง์_120_์ ๋ฐฉ, [๋ผ๋ฒจ]๋์ฌ๋ก_์ฃผ๊ฐ์ผ์ถ_๋ง์_120_์ ๋ฐฉ์ด 2318๊ฐ์ ์ด๋ฏธ์ง์ ๋ผ๋ฒจ๋ง๋ xml**Datafile Directory**- dataset - images - train - val - labels - train - val **2. Convert the Annotations into the YOLOv5 Format**์ฃผ์: datasetํด๋๊ฐ ์๋ ์์ํด๋ ๊ฒฝ๋ก์์ ์งํํด์ผํจ``` pythonex%cd /content/gdrive/MyDrive/แแ
ขแจแแ
ฆแแ
กแทแแ
ต!ls dataset``` | ############ ๊ฒฝ๋ก์ค์ ############
from google.colab import drive
drive.mount('/content/gdrive')
%cd /content/gdrive/MyDrive/แแ
ขแจแแ
ฆแแ
กแทแแ
ต
!ls
############ xml ํ์ผ ํ์ธ ############
#!cat dataset/labels/Bright_20130218_153731_000210_v001_1.xml
############ XMLํ์ผ์์ ์ ๋ณด ๊ธ์ด์ค๋ ํจ์ ############
def extract_info_from_xml(xml_file):
root = ET.parse(xml_file).getroot()
info_dict = {}
info_dict['bboxes'] = []
for elem in root:
if elem.tag == "filename":
info_dict['filename'] = elem.text
elif elem.tag == "size":
image_size = []
for subelem in elem:
image_size.append(int(subelem.text))
info_dict['image_size'] = tuple(image_size)
elif elem.tag == "object":
bbox = {}
for subelem in elem:
if subelem.tag == "name":
bbox["class"] = subelem.text
elif subelem.tag == "bndbox":
for subsubelem in subelem:
bbox[subsubelem.tag] = int(subsubelem.text)
info_dict['bboxes'].append(bbox)
return info_dict
############ ๊ธ์ด์จ xml ์ ๋ณด ํ์ธ ############
print(extract_info_from_xml('dataset/labels/Bright_20130218_153731_000210_v001_1.xml'))
############ ํด๋์ค๋ช
๊ณผ ํด๋์คID dictionary ๋ง๋ฌ ############
class_name_to_id_mapping = {"Vehicle_Car": 0,
"Vehicle_Bus": 1,
"Vehicle_Motorcycle": 2,
"Vehicle_Unknown": 3}
############ yolov5 ํ์์ผ๋ก ๋ณํํ๋ ํจ์ ############
def convert_to_yolov5(info_dict):
global class_id
print_buffer = []
for b in info_dict["bboxes"]:
try:
class_id = class_name_to_id_mapping[b["class"]]
except KeyError:
print("Invalid Class. Must be one from ", class_name_to_id_mapping.keys())
b_center_x = (b["xmin"] + b["xmax"]) / 2
b_center_y = (b["ymin"] + b["ymax"]) / 2
b_width = (b["xmax"] - b["xmin"])
b_height = (b["ymax"] - b["ymin"])
image_w, image_h, image_c = info_dict["image_size"]
b_center_x /= image_w
b_center_y /= image_h
b_width /= image_w
b_height /= image_h
print_buffer.append("{} {:.3f} {:.3f} {:.3f} {:.3f}".format(class_id, b_center_x, b_center_y, b_width, b_height))
save_file_name = os.path.join("dataset/labels", info_dict["filename"].replace("jpg", "txt"))
print("\n".join(print_buffer), file= open(save_file_name, "w"))
############ ํจ์์คํ(ํฌ๋งท)์ ์ํด xml ํ์ผ์ด๋ฆ ๊ฐ์ ธ์ค๊ธฐ ############
annotations = [os.path.join('dataset/labels', x) for x in os.listdir('dataset/labels') if x[-3:] == "xml"]
annotations.sort()
############ ๋ณํ ํ ์ ์ฅ(์๊ฐ ์กฐ๊ธ ์์) ############
for ann in tqdm(annotations):
info_dict = extract_info_from_xml(ann)
convert_to_yolov5(info_dict)
annotations = [os.path.join('dataset/labels', x) for x in os.listdir('dataset/labels') if x[-3:] == "txt"] | _____no_output_____ | MIT | yolov5/YOLOv5_Task1.ipynb | sosodoit/yolov5 |
**3. Testing the annotations**xml์ด ์ ๋ณํ๋์ด์ bb ์ ์ก๋์ง ํ
์คํธ | %cd /content/gdrive/MyDrive/แแ
ขแจแแ
ฆแแ
กแทแแ
ต
random.seed(0)
class_id_to_name_mapping = dict(zip(class_name_to_id_mapping.values(), class_name_to_id_mapping.keys()))
def plot_bounding_box(image, annotation_list):
annotations = np.array(annotation_list)
w, h = image.size
plotted_image = ImageDraw.Draw(image)
transformed_annotations = np.copy(annotations)
transformed_annotations[:,[1,3]] = annotations[:,[1,3]] * w
transformed_annotations[:,[2,4]] = annotations[:,[2,4]] * h
transformed_annotations[:,1] = transformed_annotations[:,1] - (transformed_annotations[:,3] / 2)
transformed_annotations[:,2] = transformed_annotations[:,2] - (transformed_annotations[:,4] / 2)
transformed_annotations[:,3] = transformed_annotations[:,1] + transformed_annotations[:,3]
transformed_annotations[:,4] = transformed_annotations[:,2] + transformed_annotations[:,4]
for ann in transformed_annotations:
obj_cls, x0, y0, x1, y1 = ann
plotted_image.rectangle(((x0,y0), (x1,y1)))
plotted_image.text((x0, y0 - 10), class_id_to_name_mapping[(int(obj_cls))])
plt.imshow(np.array(image))
plt.show()
# Get any random annotation file
annotation_file = random.choice(annotations)
with open(annotation_file, "r") as file:
annotation_list = file.read().split("\n")[:-1]
annotation_list = [x.split(" ") for x in annotation_list]
annotation_list = [[float(y) for y in x ] for x in annotation_list]
#Get the corresponding image file
image_file = annotation_file.replace("labels", "images").replace("txt", "jpg")
assert os.path.exists(image_file)
#Load the image
image = Image.open(image_file)
#Plot the Bounding Box
plot_bounding_box(image, annotation_list) | _____no_output_____ | MIT | yolov5/YOLOv5_Task1.ipynb | sosodoit/yolov5 |
**4. Partition the Dataset**YOLOv5 ํ์ต ์งํ ํ๊ธฐ์ , train-valid dataset์ ๋๋๋ ์์
์ ์งํ | ########## ์ฌ์ง๊ณผ ๋ผ๋ฒจ๋ง ํ์ผ๋ช
์ฝ์ด์ค๊ธฐ ##########
images = [os.path.join('dataset/images', x) for x in os.listdir('dataset/images')]
annotations = [os.path.join('dataset/labels', x) for x in os.listdir('dataset/labels') if x[-3:] == "txt"]
images.sort()
annotations.sort()
########## train-valid 8:2 ๋น์จ๋ก ๋ฐ์ดํฐ์
๋๋๊ธฐ ##########
train_images, val_images, train_annotations, val_annotations = train_test_split(images, annotations, test_size = 0.2, random_state = 2000)
########## ๋๋ ์ง ๋ฐ์ดํฐ๋ฅผ ๊ฐ๊ฐ train, val ํด๋์ ์ฎ๊ฒจ์ค ##########
!mkdir dataset/images/train dataset/images/val dataset/labels/train dataset/labels/val
def move_files_to_folder(list_of_files, destination_folder):
for f in list_of_files:
try:
shutil.move(f, destination_folder)
except:
print(f)
assert False
move_files_to_folder(train_images, 'dataset/images/train')
move_files_to_folder(val_images, 'dataset/images/val/')
move_files_to_folder(train_annotations, 'dataset/labels/train/')
move_files_to_folder(val_annotations, 'dataset/labels/val/') | _____no_output_____ | MIT | yolov5/YOLOv5_Task1.ipynb | sosodoit/yolov5 |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.