├── .gitignore ├── part2 ├── .gitignore ├── README.md ├── preprocess.py ├── wide.py ├── test.csv └── train.csv ├── part3 ├── README.md ├── rnn.py ├── linear.py ├── random_forest.py ├── ffn.py ├── cnn.py ├── crf.py ├── reinforce.py └── svm.py ├── README.md └── LICENSE /.gitignore: -------------------------------------------------------------------------------- 1 | *.vscode 2 | *.vscode/ -------------------------------------------------------------------------------- /part2/.gitignore: -------------------------------------------------------------------------------- 1 | models/* 2 | .vscode -------------------------------------------------------------------------------- /part3/README.md: -------------------------------------------------------------------------------- 1 | # Tensorflow In a Nutshell Part 3 2 | 3 | # All the Models 4 | 5 | This folder contains all of the code for examples based on the many applications of tensorflow. Check out the article [here](http://camron.xyz/) -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | TensorFlow in a Nutshell 2 | ================================================== 3 | 4 | Check out the related website with all the articles [camron.xyz](http://www.camron.xyz) 5 | 6 | In this fast and easy guide to the most popular Deep Learning framework in the world we explore different aspects and applications for TensorFlow. 7 | 8 | All examples are in python 2.7 9 | 10 | 11 | Part 1 - The basics. 12 | 13 | Part 2 - Hybrid Learning 14 | 15 | Part 3 - All the Models 16 | 17 | 18 | Any improvements and suggestions are welcomed and appreciated. 19 | 20 | Feel feel to create an issue or pull request. 21 | 22 | 23 | I'm always accepting ideas for additions to the series :) 24 | 25 | -------------------------------------------------------------------------------- /part2/README.md: -------------------------------------------------------------------------------- 1 | TensorFlow in a Nutshell Part Two: Hybrid Learning 2 | ================================================== 3 | 4 | Check out the article explaining all the in's and out's at [camron.xyz](http://www.camron.xyz) 5 | 6 | To run this code simply type 7 | 8 | $ python wide.py 9 | 10 | There are two dependencies for this: 11 | 12 | - Pandas 13 | - TensorFlow 14 | 15 | The csv files were processed with preprocess.py 16 | 17 | preprocess.py performs 3 actions 18 | 19 | 1. Impute missing ages with the median age as an integer. 20 | 2. Fill in the missing embarked with an S 21 | 3. Fill missing Cabin with "None" since the TensorFlow hash bucket expects a string type and not a Nan. -------------------------------------------------------------------------------- /part3/rnn.py: -------------------------------------------------------------------------------- 1 | import tensorflow as tf 2 | import numpy as np 3 | # Create input data 4 | X = np.random.randn(2, 10, 8) 5 | 6 | # The second example is of length 6 7 | X[1,6,:] = 0 8 | X_lengths = [10, 6] 9 | 10 | cell = tf.nn.rnn_cell.LSTMCell(num_units=64, state_is_tuple=True) 11 | cell = tf.nn.rnn_cell.DropoutWrapper(cell=cell, output_keep_prob=0.5) 12 | cell = tf.nn.rnn_cell.MultiRNNCell(cells=[cell] * 4, state_is_tuple=True) 13 | 14 | outputs, last_states = tf.nn.dynamic_rnn( 15 | cell=cell, 16 | dtype=tf.float64, 17 | sequence_length=X_lengths, 18 | inputs=X) 19 | 20 | result = tf.contrib.learn.run_n( 21 | {"outputs": outputs, "last_states": last_states}, 22 | n=1, 23 | feed_dict=None) -------------------------------------------------------------------------------- /part2/preprocess.py: -------------------------------------------------------------------------------- 1 | # coding: utf-8 2 | import pandas as pd 3 | train = pd.read_csv('./train.csv') 4 | test = pd.read_csv('./test.csv') 5 | 6 | # Impute the missing ages with median age 7 | train["Age"] = train["Age"].fillna(train["Age"].median()).astype(int) 8 | test["Age"] = test["Age"].fillna(test["Age"].median()).astype(int) 9 | 10 | # Fill in missing embarked with S 11 | train["Embarked"] = train["Embarked"].fillna("S") 12 | test["Embarked"] = test["Embarked"].fillna("S") 13 | 14 | # Fill in missing Cabin with None 15 | train["Cabin"] = train["Cabin"].fillna("None") 16 | test["Cabin"] = test["Cabin"].fillna("None") 17 | 18 | # Write our changed dataframes to csv. 19 | test.to_csv("./test.csv", index=False) 20 | train.to_csv('./train.csv', index=False) 21 | -------------------------------------------------------------------------------- /part3/linear.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import tensorflow as tf 3 | 4 | def weight_variable(shape): 5 | initial = tf.truncated_normal(shape, stddev=1) 6 | return tf.Variable(initial) 7 | 8 | # dataset 9 | xx = np.random.randint(0,1000,[1000,3])/1000. 10 | yy = xx[:,0] * 2 + xx[:,1] * 1.4 + xx[:,2] * 3 11 | 12 | # model 13 | x = tf.placeholder(tf.float32, shape=[None, 3]) 14 | y_ = tf.placeholder(tf.float32, shape=[None]) 15 | W1 = weight_variable([3, 1]) 16 | y = tf.matmul(x, W1) 17 | 18 | # training and cost function 19 | cost_function = tf.reduce_mean(tf.square(tf.squeeze(y) - y_)) 20 | train_function = tf.train.AdamOptimizer(1e-2).minimize(cost_function) 21 | 22 | # create a session 23 | sess = tf.Session() 24 | 25 | # train 26 | sess.run(tf.initialize_all_variables()) 27 | for i in range(10000): 28 | sess.run(train_function, feed_dict={x:xx, y_:yy}) 29 | if i % 1000 == 0: 30 | print(sess.run(cost_function, feed_dict={x:xx, y_:yy})) -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2016 Camron Godbout 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /part3/random_forest.py: -------------------------------------------------------------------------------- 1 | from __future__ import absolute_import 2 | from __future__ import division 3 | from __future__ import print_function 4 | 5 | import numpy as np 6 | import tensorflow as tf 7 | 8 | ## Modified from tensorflow forest contrib 9 | 10 | ## Random Forest Classifier 11 | 12 | hparams = tf.contrib.tensor_forest.python.tensor_forest.ForestHParams( 13 | num_trees=3, max_nodes=1000, num_classes=3, num_features=4) 14 | classifier = tf.contrib.learn.TensorForestEstimator(hparams) 15 | 16 | iris = tf.contrib.learn.datasets.load_iris() 17 | data = iris.data.astype(np.float32) 18 | target = iris.target.astype(np.float32) 19 | 20 | monitors = [tf.contrib.learn.TensorForestLossMonitor(10, 10)] 21 | classifier.fit(x=data, y=target, steps=100, monitors=monitors) 22 | classifier.evaluate(x=data, y=target, steps=10) 23 | 24 | ## Random Forest Regressor 25 | 26 | hparams = tf.contrib.tensor_forest.python.tensor_forest.ForestHParams( 27 | num_trees=3, max_nodes=1000, num_classes=1, num_features=13, 28 | regression=True) 29 | 30 | regressor = tf.contrib.learn.TensorForestEstimator(hparams) 31 | 32 | boston = tf.contrib.learn.datasets.load_boston() 33 | data = boston.data.astype(np.float32) 34 | target = boston.target.astype(np.float32) 35 | 36 | monitors = [tf.contrib.learn.TensorForestLossMonitor(10, 10)] 37 | regressor.fit(x=data, y=target, steps=100, monitors=monitors) 38 | regressor.evaluate(x=data, y=target, steps=10) 39 | -------------------------------------------------------------------------------- /part3/ffn.py: -------------------------------------------------------------------------------- 1 | # From https://github.com/nlintz/TensorFlow-Tutorials/blob/master/03_net.py 2 | 3 | 4 | #!/usr/bin/env python 5 | 6 | import tensorflow as tf 7 | import numpy as np 8 | import input_data 9 | 10 | 11 | def init_weights(shape): 12 | return tf.Variable(tf.random_normal(shape, stddev=0.01)) 13 | 14 | 15 | def model(X, w_h, w_o): 16 | h = tf.nn.sigmoid(tf.matmul(X, w_h)) # this is a basic mlp, think 2 stacked logistic regressions 17 | return tf.matmul(h, w_o) # note that we dont take the softmax at the end because our cost fn does that for us 18 | 19 | 20 | mnist = input_data.read_data_sets("MNIST_data/", one_hot=True) 21 | trX, trY, teX, teY = mnist.train.images, mnist.train.labels, mnist.test.images, mnist.test.labels 22 | 23 | X = tf.placeholder("float", [None, 784]) 24 | Y = tf.placeholder("float", [None, 10]) 25 | 26 | w_h = init_weights([784, 625]) # create symbolic variables 27 | w_o = init_weights([625, 10]) 28 | 29 | py_x = model(X, w_h, w_o) 30 | 31 | cost = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(py_x, Y)) # compute costs 32 | train_op = tf.train.GradientDescentOptimizer(0.05).minimize(cost) # construct an optimizer 33 | predict_op = tf.argmax(py_x, 1) 34 | 35 | # Launch the graph in a session 36 | with tf.Session() as sess: 37 | # you need to initialize all variables 38 | tf.initialize_all_variables().run() 39 | 40 | for i in range(100): 41 | for start, end in zip(range(0, len(trX), 128), range(128, len(trX)+1, 128)): 42 | sess.run(train_op, feed_dict={X: trX[start:end], Y: trY[start:end]}) 43 | print(i, np.mean(np.argmax(teY, axis=1) == 44 | sess.run(predict_op, feed_dict={X: teX, Y: teY}))) -------------------------------------------------------------------------------- /part3/cnn.py: -------------------------------------------------------------------------------- 1 | from __future__ import absolute_import 2 | from __future__ import division 3 | from __future__ import print_function 4 | 5 | from sklearn import metrics 6 | import tensorflow as tf 7 | from tensorflow.contrib import learn 8 | 9 | # from SKFLOW 10 | 11 | ### Download and load MNIST data. 12 | mnist = learn.datasets.load_dataset('mnist') 13 | 14 | ### Convolutional network 15 | def max_pool_2x2(tensor_in): 16 | return tf.nn.max_pool( 17 | tensor_in, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='SAME') 18 | 19 | 20 | def conv_model(X, y): 21 | # pylint: disable=invalid-name,missing-docstring 22 | # reshape X to 4d tensor with 2nd and 3rd dimensions being image width and 23 | # height final dimension being the number of color channels. 24 | X = tf.reshape(X, [-1, 28, 28, 1]) 25 | # first conv layer will compute 32 features for each 5x5 patch 26 | with tf.variable_scope('conv_layer1'): 27 | h_conv1 = learn.ops.conv2d(X, n_filters=32, filter_shape=[5, 5], 28 | bias=True, activation=tf.nn.relu) 29 | h_pool1 = max_pool_2x2(h_conv1) 30 | # second conv layer will compute 64 features for each 5x5 patch. 31 | with tf.variable_scope('conv_layer2'): 32 | h_conv2 = learn.ops.conv2d(h_pool1, n_filters=64, filter_shape=[5, 5], 33 | bias=True, activation=tf.nn.relu) 34 | h_pool2 = max_pool_2x2(h_conv2) 35 | # reshape tensor into a batch of vectors 36 | h_pool2_flat = tf.reshape(h_pool2, [-1, 7 * 7 * 64]) 37 | # densely connected layer with 1024 neurons. 38 | h_fc1 = learn.ops.dnn( 39 | h_pool2_flat, [1024], activation=tf.nn.relu, dropout=0.5) 40 | return learn.models.logistic_regression(h_fc1, y) 41 | 42 | # Training and predicting. 43 | classifier = learn.TensorFlowEstimator( 44 | model_fn=conv_model, n_classes=10, batch_size=100, steps=20000, 45 | learning_rate=0.001) 46 | classifier.fit(mnist.train.images, mnist.train.labels) 47 | score = metrics.accuracy_score( 48 | mnist.test.labels, classifier.predict(mnist.test.images)) 49 | print('Accuracy: {0:f}'.format(score)) -------------------------------------------------------------------------------- /part3/crf.py: -------------------------------------------------------------------------------- 1 | import numpy as np 2 | import tensorflow as tf 3 | 4 | ## FROM TENSORFLOW CONTRIB CRF 5 | 6 | 7 | # Data settings. 8 | num_examples = 10 9 | num_words = 20 10 | num_features = 100 11 | num_tags = 5 12 | 13 | # Random features. 14 | x = np.random.rand(num_examples, num_words, num_features).astype(np.float32) 15 | 16 | # Random tag indices representing the gold sequence. 17 | y = np.random.randint(num_tags, size=[num_examples, num_words]).astype(np.int32) 18 | 19 | # All sequences in this example have the same length, but they can be variable in a real model. 20 | sequence_lengths = np.full(num_examples, num_words - 1, dtype=np.int32) 21 | 22 | # Train and evaluate the model. 23 | with tf.Graph().as_default(): 24 | with tf.Session() as session: 25 | # Add the data to the TensorFlow graph. 26 | x_t = tf.constant(x) 27 | y_t = tf.constant(y) 28 | sequence_lengths_t = tf.constant(sequence_lengths) 29 | 30 | # Compute unary scores from a linear layer. 31 | weights = tf.get_variable("weights", [num_features, num_tags]) 32 | matricized_x_t = tf.reshape(x_t, [-1, num_features]) 33 | matricized_unary_scores = tf.batch_matmul(matricized_x_t, weights) 34 | unary_scores = tf.reshape(matricized_unary_scores, 35 | [num_examples, num_words, num_tags]) 36 | 37 | # Compute the log-likelihood of the gold sequences and keep the transition 38 | # params for inference at test time. 39 | log_likelihood, transition_params = tf.contrib.crf.crf_log_likelihood( 40 | unary_scores, y_t, sequence_lengths_t) 41 | 42 | # Add a training op to tune the parameters. 43 | loss = tf.reduce_mean(-log_likelihood) 44 | train_op = tf.train.GradientDescentOptimizer(0.01).minimize(loss) 45 | 46 | # Train for a fixed number of iterations. 47 | session.run(tf.initialize_all_variables()) 48 | for i in range(1000): 49 | tf_unary_scores, tf_transition_params, _ = session.run( 50 | [unary_scores, transition_params, train_op]) 51 | if i % 100 == 0: 52 | correct_labels = 0 53 | total_labels = 0 54 | for tf_unary_scores_, y_, sequence_length_ in zip(tf_unary_scores, y, 55 | sequence_lengths): 56 | # Remove padding from the scores and tag sequence. 57 | tf_unary_scores_ = tf_unary_scores_[:sequence_length_] 58 | y_ = y_[:sequence_length_] 59 | 60 | # Compute the highest scoring sequence. 61 | viterbi_sequence, _ = tf.contrib.crf.viterbi_decode( 62 | tf_unary_scores_, tf_transition_params) 63 | 64 | # Evaluate word-level accuracy. 65 | correct_labels += np.sum(np.equal(viterbi_sequence, y_)) 66 | total_labels += sequence_length_ 67 | accuracy = 100.0 * correct_labels / float(total_labels) 68 | print("Accuracy: %.2f%%" % accuracy) -------------------------------------------------------------------------------- /part3/reinforce.py: -------------------------------------------------------------------------------- 1 | """Simple examples of the REINFORCE algorithm.""" 2 | """"This is modified from the bayesflow contrib sample folder """ 3 | from __future__ import absolute_import 4 | from __future__ import division 5 | from __future__ import print_function 6 | 7 | import tensorflow as tf 8 | 9 | 10 | distributions = tf.contrib.distributions 11 | sg = tf.contrib.bayesflow.stochastic_graph 12 | st = tf.contrib.bayesflow.stochastic_tensor 13 | 14 | 15 | def split_apply_merge(inp, partitions, fns): 16 | """Split input according to partitions. Pass results through fns and merge. 17 | Args: 18 | inp: the input vector 19 | partitions: tensor of same length as input vector, having values 0, 1 20 | fns: the two functions. 21 | Returns: 22 | the vector routed, where routed[i] = fns[partitions[i]](inp[i]) 23 | """ 24 | new_inputs = tf.dynamic_partition(inp, partitions, len(fns)) 25 | new_outputs = [fns[i](x) for i, x in enumerate(new_inputs)] 26 | new_indices = tf.dynamic_partition( 27 | tf.range(0, inp.get_shape()[0]), partitions, len(fns)) 28 | return tf.dynamic_stitch(new_indices, new_outputs) 29 | 30 | 31 | def plus_1(inputs): 32 | return inputs + 1.0 33 | 34 | 35 | def minus_1(inputs): 36 | return inputs - 1.0 37 | 38 | 39 | def build_split_apply_merge_model(): 40 | """Build the Split-Apply-Merge Model. 41 | Route each value of input [-1, -1, 1, 1] through one of the 42 | functions, plus_1, minus_1. The decision for routing is made by 43 | 4 Bernoulli R.V.s whose parameters are determined by a neural network 44 | applied to the input. REINFORCE is used to update the NN parameters. 45 | Returns: 46 | The 3-tuple (route_selection, routing_loss, final_loss), where: 47 | - route_selection is an int 4-vector 48 | - routing_loss is a float 4-vector 49 | - final_loss is a float scalar. 50 | """ 51 | inputs = tf.constant([[-1.0], [-1.0], [1.0], [1.0]]) 52 | targets = tf.constant([[0.0], [0.0], [0.0], [0.0]]) 53 | paths = [plus_1, minus_1] 54 | weights = tf.get_variable("w", [1, 2]) 55 | bias = tf.get_variable("b", [1, 1]) 56 | logits = tf.matmul(inputs, weights) + bias 57 | 58 | # REINFORCE forward step 59 | route_selection = st.StochasticTensor( 60 | distributions.Categorical, logits=logits) 61 | 62 | # Accessing route_selection as a Tensor below forces a sample of 63 | # the Categorical distribution based on its logits. 64 | # This is equivalent to calling route_selection.value(). 65 | # 66 | # route_selection.value() returns an int32 4-vector with random 67 | # values in {0, 1} 68 | # COPY+ROUTE+PASTE 69 | outputs = split_apply_merge(inputs, route_selection, paths) 70 | 71 | # flatten routing_loss to a row vector (from a column vector) 72 | routing_loss = tf.reshape(tf.square(outputs - targets), shape=[-1]) 73 | 74 | # Total loss: score function loss + routing loss. 75 | # The score function loss (through `route_selection.loss(routing_loss)`) 76 | # returns: 77 | # [stop_gradient(routing_loss) * 78 | # route_selection.log_pmf(stop_gradient(route_selection.value()))], 79 | # where log_pmf has gradients going all the way back to weights and bias. 80 | # In this case, the routing_loss depends on the variables only through 81 | # "route_selection", which has a stop_gradient on it. So the 82 | # gradient of the loss really come through the score function 83 | surrogate_loss = sg.surrogate_loss([routing_loss]) 84 | final_loss = tf.reduce_sum(surrogate_loss) 85 | 86 | return (route_selection, routing_loss, final_loss) 87 | 88 | 89 | class REINFORCESimpleExample(): 90 | 91 | def SplitApplyMerge(self): 92 | # Repeatability. SGD has a tendency to jump around, even here. 93 | tf.set_random_seed(1) 94 | 95 | # Use sampling to train REINFORCE 96 | with st.value_type(st.SampleAndReshapeValue(n=1)): 97 | (route_selection, 98 | routing_loss, 99 | final_loss) = build_split_apply_merge_model() 100 | 101 | sgd = tf.train.GradientDescentOptimizer(1.0).minimize(final_loss) 102 | 103 | tf.initialize_all_variables().run() 104 | 105 | for i in range(10): 106 | # Run loss and inference step. This toy problem converges VERY quickly. 107 | (routing_loss_v, final_loss_v, route_selection_v, _) = sess.run( 108 | [routing_loss, final_loss, tf.identity(route_selection), sgd]) 109 | print( 110 | "Iteration %d, routing loss: %s, final_loss: %s, " 111 | "route selection: %s" 112 | % (i, routing_loss_v, final_loss_v, route_selection_v)) -------------------------------------------------------------------------------- /part2/wide.py: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import tensorflow as tf 3 | 4 | CATEGORICAL_COLUMNS = ["Name", "Sex", "Embarked", "Cabin"] 5 | CONTINUOUS_COLUMNS = ["Age", "SibSp", "Parch", "Fare", "PassengerId", "Pclass"] 6 | 7 | SURVIVED_COLUMN = "Survived" 8 | 9 | def build_estimator(model_dir): 10 | """Build an estimator.""" 11 | # Categorical columns 12 | sex = tf.contrib.layers.sparse_column_with_keys(column_name="Sex", 13 | keys=["female", "male"]) 14 | embarked = tf.contrib.layers.sparse_column_with_keys(column_name="Embarked", 15 | keys=["C", 16 | "S", 17 | "Q"]) 18 | 19 | cabin = tf.contrib.layers.sparse_column_with_hash_bucket( 20 | "Cabin", hash_bucket_size=1000) 21 | name = tf.contrib.layers.sparse_column_with_hash_bucket( 22 | "Name", hash_bucket_size=1000) 23 | 24 | 25 | # Continuous columns 26 | age = tf.contrib.layers.real_valued_column("Age") 27 | passenger_id = tf.contrib.layers.real_valued_column("PassengerId") 28 | sib_sp = tf.contrib.layers.real_valued_column("SibSp") 29 | parch = tf.contrib.layers.real_valued_column("Parch") 30 | fare = tf.contrib.layers.real_valued_column("Fare") 31 | p_class = tf.contrib.layers.real_valued_column("Pclass") 32 | 33 | # Transformations. 34 | age_buckets = tf.contrib.layers.bucketized_column(age, 35 | boundaries=[ 36 | 5, 18, 25, 30, 35, 40, 37 | 45, 50, 55, 65 38 | ]) 39 | # Wide columns and deep columns. 40 | wide_columns = [sex, embarked, cabin, name, age_buckets, 41 | tf.contrib.layers.crossed_column( 42 | [age_buckets, sex], 43 | hash_bucket_size=int(1e6)), 44 | tf.contrib.layers.crossed_column([embarked, name], 45 | hash_bucket_size=int(1e4))] 46 | deep_columns = [ 47 | tf.contrib.layers.embedding_column(sex, dimension=8), 48 | tf.contrib.layers.embedding_column(embarked, dimension=8), 49 | tf.contrib.layers.embedding_column(cabin, dimension=8), 50 | tf.contrib.layers.embedding_column(name, dimension=8), 51 | age, 52 | passenger_id, 53 | sib_sp, 54 | parch, 55 | fare, 56 | p_class 57 | ] 58 | 59 | 60 | 61 | return tf.contrib.learn.DNNLinearCombinedClassifier( 62 | linear_feature_columns=wide_columns, 63 | dnn_feature_columns=deep_columns, 64 | dnn_hidden_units=[100, 50]) 65 | 66 | def input_fn(df, train=False): 67 | """Input builder function.""" 68 | # Creates a dictionary mapping from each continuous feature column name (k) to 69 | # the values of that column stored in a constant Tensor. 70 | continuous_cols = {k: tf.constant(df[k].values) for k in CONTINUOUS_COLUMNS} 71 | # Creates a dictionary mapping from each categorical feature column name (k) 72 | # to the values of that column stored in a tf.SparseTensor. 73 | categorical_cols = {k: tf.SparseTensor( 74 | indices=[[i, 0] for i in range(df[k].size)], 75 | values=df[k].values, 76 | shape=[df[k].size, 1]) 77 | for k in CATEGORICAL_COLUMNS} 78 | # Merges the two dictionaries into one. 79 | feature_cols = dict(continuous_cols) 80 | feature_cols.update(categorical_cols) 81 | # Converts the label column into a constant Tensor. 82 | if train: 83 | label = tf.constant(df[SURVIVED_COLUMN].values) 84 | # Returns the feature columns and the label. 85 | return feature_cols, label 86 | else: 87 | return feature_cols 88 | 89 | 90 | def train_and_eval(): 91 | """Train and evaluate the model.""" 92 | df_train = pd.read_csv( 93 | tf.gfile.Open("./train.csv"), 94 | skipinitialspace=True) 95 | df_test = pd.read_csv( 96 | tf.gfile.Open("./test.csv"), 97 | skipinitialspace=True) 98 | 99 | model_dir = "./models" 100 | print("model directory = %s" % model_dir) 101 | 102 | m = build_estimator(model_dir) 103 | m.fit(input_fn=lambda: input_fn(df_train, True), steps=200) 104 | print m.predict(input_fn=lambda: input_fn(df_test)) 105 | results = m.evaluate(input_fn=lambda: input_fn(df_train, True), steps=1) 106 | for key in sorted(results): 107 | print("%s: %s" % (key, results[key])) 108 | 109 | def main(_): 110 | train_and_eval() 111 | 112 | 113 | if __name__ == "__main__": 114 | tf.app.run() -------------------------------------------------------------------------------- /part3/svm.py: -------------------------------------------------------------------------------- 1 | from __future__ import absolute_import 2 | from __future__ import division 3 | from __future__ import print_function 4 | 5 | import tensorflow as tf 6 | 7 | """ Modified from tensorflow contrib svm """ 8 | 9 | 10 | def RealValuedFeaturesPerfectlySeparable(self): 11 | """ SVM classifier with real valued features.""" 12 | 13 | def input_fn(): 14 | return { 15 | 'example_id': tf.constant(['1', '2', '3']), 16 | 'feature1': tf.constant([[0.0], [1.0], [3.0]]), 17 | 'feature2': tf.constant([[1.0], [-1.2], [1.0]]), 18 | }, tf.constant([[1], [0], [1]]) 19 | 20 | feature1 = tf.contrib.layers.real_valued_column('feature1') 21 | feature2 = tf.contrib.layers.real_valued_column('feature2') 22 | svm_classifier = tf.contrib.learn.SVM(feature_columns=[feature1, feature2], 23 | example_id_column='example_id', 24 | l1_regularization=0.0, 25 | l2_regularization=0.0) 26 | svm_classifier.fit(input_fn=input_fn, steps=30) 27 | metrics = svm_classifier.evaluate(input_fn=input_fn, steps=1) 28 | loss = metrics['loss'] 29 | accuracy = metrics['accuracy'] 30 | # The points are not only separable but there exist weights (for instance 31 | # w1=0.0, w2=1.0) that satisfy the margin inequalities (y_i* w^T*x_i >=1). 32 | # The unregularized loss should therefore be 0.0. 33 | 34 | def RealValuedFeaturesWithL2Regularization(self): 35 | """ SVM classifier with real valued features and L2 regularization.""" 36 | 37 | def input_fn(): 38 | return { 39 | 'example_id': tf.constant(['1', '2', '3']), 40 | 'feature1': tf.constant([[0.5], [1.0], [1.0]]), 41 | 'feature2': tf.constant([[1.0], [-1.0], [0.5]]), 42 | }, tf.constant([[1], [0], [1]]) 43 | 44 | feature1 = tf.contrib.layers.real_valued_column('feature1') 45 | feature2 = tf.contrib.layers.real_valued_column('feature2') 46 | svm_classifier = tf.contrib.learn.SVM(feature_columns=[feature1, feature2], 47 | example_id_column='example_id', 48 | l1_regularization=0.0, 49 | l2_regularization=1.0) 50 | svm_classifier.fit(input_fn=input_fn, steps=30) 51 | metrics = svm_classifier.evaluate(input_fn=input_fn, steps=1) 52 | loss = metrics['loss'] 53 | accuracy = metrics['accuracy'] 54 | # The points are in general separable. Also, if there was no regularization, 55 | # the margin inequalities would be satisfied too (for instance by w1=1.0, 56 | # w2=5.0). Due to regularization, smaller weights are chosen. This results 57 | # to a small but non-zero uneregularized loss. Still, all the predictions 58 | # will be correct resulting to perfect accuracy. 59 | 60 | def MultiDimensionalRealValuedFeaturesWithL2Regularization(self): 61 | """ SVM with multi-dimensional real features and L2 regularization.""" 62 | 63 | # This is identical to the one in RealValuedFeaturesWithL2Regularization 64 | # where 2 tensors (dense features) of shape [3, 1] have been replaced by a 65 | # single tensor (dense feature) of shape [3, 2]. 66 | def input_fn(): 67 | return { 68 | 'example_id': tf.constant(['1', '2', '3']), 69 | 'multi_dim_feature': tf.constant( 70 | [[0.5, 1.0], [1.0, -1.0], [1.0, 0.5]]), 71 | }, tf.constant([[1], [0], [1]]) 72 | 73 | multi_dim_feature = tf.contrib.layers.real_valued_column( 74 | 'multi_dim_feature', dimension=2) 75 | svm_classifier = tf.contrib.learn.SVM(feature_columns=[multi_dim_feature], 76 | example_id_column='example_id', 77 | l1_regularization=0.0, 78 | l2_regularization=1.0) 79 | svm_classifier.fit(input_fn=input_fn, steps=30) 80 | metrics = svm_classifier.evaluate(input_fn=input_fn, steps=1) 81 | loss = metrics['loss'] 82 | accuracy = metrics['accuracy'] 83 | 84 | 85 | def RealValuedFeaturesWithMildL1Regularization(self): 86 | """ SVM classifier with real valued features and L2 regularization.""" 87 | 88 | def input_fn(): 89 | return { 90 | 'example_id': tf.constant(['1', '2', '3']), 91 | 'feature1': tf.constant([[0.5], [1.0], [1.0]]), 92 | 'feature2': tf.constant([[1.0], [-1.0], [0.5]]), 93 | }, tf.constant([[1], [0], [1]]) 94 | 95 | feature1 = tf.contrib.layers.real_valued_column('feature1') 96 | feature2 = tf.contrib.layers.real_valued_column('feature2') 97 | svm_classifier = tf.contrib.learn.SVM(feature_columns=[feature1, feature2], 98 | example_id_column='example_id', 99 | l1_regularization=0.5, 100 | l2_regularization=1.0) 101 | svm_classifier.fit(input_fn=input_fn, steps=30) 102 | metrics = svm_classifier.evaluate(input_fn=input_fn, steps=1) 103 | loss = metrics['loss'] 104 | accuracy = metrics['accuracy'] 105 | 106 | # Adding small L1 regularization favors even smaller weights. This results 107 | # to somewhat moderate unregularized loss (bigger than the one when there is 108 | # no L1 regularization. Still, since L1 is small, all the predictions will 109 | # be correct resulting to perfect accuracy. 110 | 111 | def RealValuedFeaturesWithBigL1Regularization(self): 112 | """ SVM classifier with real valued features and L2 regularization.""" 113 | 114 | def input_fn(): 115 | return { 116 | 'example_id': tf.constant(['1', '2', '3']), 117 | 'feature1': tf.constant([[0.5], [1.0], [1.0]]), 118 | 'feature2': tf.constant([[1.0], [-1.0], [0.5]]), 119 | }, tf.constant([[1], [0], [1]]) 120 | 121 | feature1 = tf.contrib.layers.real_valued_column('feature1') 122 | feature2 = tf.contrib.layers.real_valued_column('feature2') 123 | svm_classifier = tf.contrib.learn.SVM(feature_columns=[feature1, feature2], 124 | example_id_column='example_id', 125 | l1_regularization=3.0, 126 | l2_regularization=1.0) 127 | svm_classifier.fit(input_fn=input_fn, steps=30) 128 | metrics = svm_classifier.evaluate(input_fn=input_fn, steps=1) 129 | loss = metrics['loss'] 130 | accuracy = metrics['accuracy'] 131 | 132 | # When L1 regularization parameter is large, the loss due to regularization 133 | # outweights the unregularized loss. In this case, the classifier will favor 134 | # very small weights (in current case 0) resulting both big unregularized 135 | # loss and bad accuracy. 136 | 137 | def parseFeatures(self): 138 | """ SVM classifier with (hashed) sparse features.""" 139 | 140 | def input_fn(): 141 | return { 142 | 'example_id': tf.constant(['1', '2', '3']), 143 | 'price': tf.constant([[0.8], [0.6], [0.3]]), 144 | 'country': tf.SparseTensor( 145 | values=['IT', 'US', 'GB'], 146 | indices=[[0, 0], [1, 0], [2, 0]], 147 | shape=[3, 1]), 148 | }, tf.constant([[0], [1], [1]]) 149 | 150 | price = tf.contrib.layers.real_valued_column('price') 151 | country = tf.contrib.layers.sparse_column_with_hash_bucket( 152 | 'country', hash_bucket_size=5) 153 | svm_classifier = tf.contrib.learn.SVM(feature_columns=[price, country], 154 | example_id_column='example_id', 155 | l1_regularization=0.0, 156 | l2_regularization=1.0) 157 | svm_classifier.fit(input_fn=input_fn, steps=30) 158 | accuracy = svm_classifier.evaluate(input_fn=input_fn, steps=1)['accuracy'] 159 | 160 | 161 | def BucketizedFeatures(self): 162 | """ SVM classifier with bucketized features.""" 163 | 164 | def input_fn(): 165 | return { 166 | 'example_id': tf.constant(['1', '2', '3']), 167 | 'price': tf.constant([[600.0], [800.0], [400.0]]), 168 | 'sq_footage': tf.constant([[1000.0], [800.0], [500.0]]), 169 | 'weights': tf.constant([[1.0], [1.0], [1.0]]) 170 | }, tf.constant([[1], [0], [1]]) 171 | 172 | price_bucket = tf.contrib.layers.bucketized_column( 173 | tf.contrib.layers.real_valued_column('price'), 174 | boundaries=[500.0, 700.0]) 175 | sq_footage_bucket = tf.contrib.layers.bucketized_column( 176 | tf.contrib.layers.real_valued_column('sq_footage'), boundaries=[650.0]) 177 | 178 | svm_classifier = tf.contrib.learn.SVM( 179 | feature_columns=[price_bucket, sq_footage_bucket], 180 | example_id_column='example_id', 181 | l1_regularization=0.1, 182 | l2_regularization=1.0) 183 | svm_classifier.fit(input_fn=input_fn, steps=30) 184 | accuracy = svm_classifier.evaluate(input_fn=input_fn, steps=1)['accuracy'] 185 | 186 | 187 | def MixedFeatures(self): 188 | """ SVM classifier with a mix of features.""" 189 | 190 | def input_fn(): 191 | return { 192 | 'example_id': tf.constant(['1', '2', '3']), 193 | 'price': tf.constant([[0.6], [0.8], [0.3]]), 194 | 'sq_footage': tf.constant([[900.0], [700.0], [600.0]]), 195 | 'country': tf.SparseTensor( 196 | values=['IT', 'US', 'GB'], 197 | indices=[[0, 0], [1, 3], [2, 1]], 198 | shape=[3, 5]), 199 | 'weights': tf.constant([[3.0], [1.0], [1.0]]) 200 | }, tf.constant([[1], [0], [1]]) 201 | 202 | price = tf.contrib.layers.real_valued_column('price') 203 | sq_footage_bucket = tf.contrib.layers.bucketized_column( 204 | tf.contrib.layers.real_valued_column('sq_footage'), 205 | boundaries=[650.0, 800.0]) 206 | country = tf.contrib.layers.sparse_column_with_hash_bucket( 207 | 'country', hash_bucket_size=5) 208 | sq_footage_country = tf.contrib.layers.crossed_column( 209 | [sq_footage_bucket, country], hash_bucket_size=10) 210 | svm_classifier = tf.contrib.learn.SVM( 211 | feature_columns=[price, sq_footage_bucket, country, sq_footage_country], 212 | example_id_column='example_id', 213 | weight_column_name='weights', 214 | l1_regularization=0.1, 215 | l2_regularization=1.0) 216 | 217 | svm_classifier.fit(input_fn=input_fn, steps=30) 218 | accuracy = svm_classifier.evaluate(input_fn=input_fn, steps=1)['accuracy'] -------------------------------------------------------------------------------- /part2/test.csv: -------------------------------------------------------------------------------- 1 | PassengerId,Pclass,Name,Sex,Age,SibSp,Parch,Ticket,Fare,Cabin,Embarked 2 | 892,3,"Kelly, Mr. James",male,34,0,0,330911,7.8292,None,Q 3 | 893,3,"Wilkes, Mrs. James (Ellen Needs)",female,47,1,0,363272,7,None,S 4 | 894,2,"Myles, Mr. Thomas Francis",male,62,0,0,240276,9.6875,None,Q 5 | 895,3,"Wirz, Mr. Albert",male,27,0,0,315154,8.6625,None,S 6 | 896,3,"Hirvonen, Mrs. Alexander (Helga E Lindqvist)",female,22,1,1,3101298,12.2875,None,S 7 | 897,3,"Svensson, Mr. Johan Cervin",male,14,0,0,7538,9.225,None,S 8 | 898,3,"Connolly, Miss. Kate",female,30,0,0,330972,7.6292,None,Q 9 | 899,2,"Caldwell, Mr. Albert Francis",male,26,1,1,248738,29,None,S 10 | 900,3,"Abrahim, Mrs. Joseph (Sophie Halaut Easu)",female,18,0,0,2657,7.2292,None,C 11 | 901,3,"Davies, Mr. John Samuel",male,21,2,0,A/4 48871,24.15,None,S 12 | 902,3,"Ilieff, Mr. Ylio",male,27,0,0,349220,7.8958,None,S 13 | 903,1,"Jones, Mr. Charles Cresson",male,46,0,0,694,26,None,S 14 | 904,1,"Snyder, Mrs. John Pillsbury (Nelle Stevenson)",female,23,1,0,21228,82.2667,B45,S 15 | 905,2,"Howard, Mr. Benjamin",male,63,1,0,24065,26,None,S 16 | 906,1,"Chaffee, Mrs. Herbert Fuller (Carrie Constance Toogood)",female,47,1,0,W.E.P. 5734,61.175,E31,S 17 | 907,2,"del Carlo, Mrs. Sebastiano (Argenia Genovesi)",female,24,1,0,SC/PARIS 2167,27.7208,None,C 18 | 908,2,"Keane, Mr. Daniel",male,35,0,0,233734,12.35,None,Q 19 | 909,3,"Assaf, Mr. Gerios",male,21,0,0,2692,7.225,None,C 20 | 910,3,"Ilmakangas, Miss. Ida Livija",female,27,1,0,STON/O2. 3101270,7.925,None,S 21 | 911,3,"Assaf Khalil, Mrs. Mariana (Miriam"")""",female,45,0,0,2696,7.225,None,C 22 | 912,1,"Rothschild, Mr. Martin",male,55,1,0,PC 17603,59.4,None,C 23 | 913,3,"Olsen, Master. Artur Karl",male,9,0,1,C 17368,3.1708,None,S 24 | 914,1,"Flegenheim, Mrs. Alfred (Antoinette)",female,27,0,0,PC 17598,31.6833,None,S 25 | 915,1,"Williams, Mr. Richard Norris II",male,21,0,1,PC 17597,61.3792,None,C 26 | 916,1,"Ryerson, Mrs. Arthur Larned (Emily Maria Borie)",female,48,1,3,PC 17608,262.375,B57 B59 B63 B66,C 27 | 917,3,"Robins, Mr. Alexander A",male,50,1,0,A/5. 3337,14.5,None,S 28 | 918,1,"Ostby, Miss. 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Archibald IV",male,53,0,0,113780,28.5,C51,C 134 | 1024,3,"Lefebre, Mrs. Frank (Frances)",female,27,0,4,4133,25.4667,None,S 135 | 1025,3,"Thomas, Mr. Charles P",male,27,1,0,2621,6.4375,None,C 136 | 1026,3,"Dintcheff, Mr. Valtcho",male,43,0,0,349226,7.8958,None,S 137 | 1027,3,"Carlsson, Mr. Carl Robert",male,24,0,0,350409,7.8542,None,S 138 | 1028,3,"Zakarian, Mr. Mapriededer",male,26,0,0,2656,7.225,None,C 139 | 1029,2,"Schmidt, Mr. August",male,26,0,0,248659,13,None,S 140 | 1030,3,"Drapkin, Miss. Jennie",female,23,0,0,SOTON/OQ 392083,8.05,None,S 141 | 1031,3,"Goodwin, Mr. Charles Frederick",male,40,1,6,CA 2144,46.9,None,S 142 | 1032,3,"Goodwin, Miss. Jessie Allis",female,10,5,2,CA 2144,46.9,None,S 143 | 1033,1,"Daniels, Miss. Sarah",female,33,0,0,113781,151.55,None,S 144 | 1034,1,"Ryerson, Mr. Arthur Larned",male,61,1,3,PC 17608,262.375,B57 B59 B63 B66,C 145 | 1035,2,"Beauchamp, Mr. Henry James",male,28,0,0,244358,26,None,S 146 | 1036,1,"Lindeberg-Lind, Mr. Erik Gustaf (Mr Edward Lingrey"")""",male,42,0,0,17475,26.55,None,S 147 | 1037,3,"Vander Planke, Mr. Julius",male,31,3,0,345763,18,None,S 148 | 1038,1,"Hilliard, Mr. Herbert Henry",male,27,0,0,17463,51.8625,E46,S 149 | 1039,3,"Davies, Mr. Evan",male,22,0,0,SC/A4 23568,8.05,None,S 150 | 1040,1,"Crafton, Mr. John Bertram",male,27,0,0,113791,26.55,None,S 151 | 1041,2,"Lahtinen, Rev. William",male,30,1,1,250651,26,None,S 152 | 1042,1,"Earnshaw, Mrs. Boulton (Olive Potter)",female,23,0,1,11767,83.1583,C54,C 153 | 1043,3,"Matinoff, Mr. Nicola",male,27,0,0,349255,7.8958,None,C 154 | 1044,3,"Storey, Mr. Thomas",male,60,0,0,3701,,None,S 155 | 1045,3,"Klasen, Mrs. (Hulda Kristina Eugenia Lofqvist)",female,36,0,2,350405,12.1833,None,S 156 | 1046,3,"Asplund, Master. Filip Oscar",male,13,4,2,347077,31.3875,None,S 157 | 1047,3,"Duquemin, Mr. Joseph",male,24,0,0,S.O./P.P. 752,7.55,None,S 158 | 1048,1,"Bird, Miss. Ellen",female,29,0,0,PC 17483,221.7792,C97,S 159 | 1049,3,"Lundin, Miss. Olga Elida",female,23,0,0,347469,7.8542,None,S 160 | 1050,1,"Borebank, Mr. John James",male,42,0,0,110489,26.55,D22,S 161 | 1051,3,"Peacock, Mrs. Benjamin (Edith Nile)",female,26,0,2,SOTON/O.Q. 3101315,13.775,None,S 162 | 1052,3,"Smyth, Miss. Julia",female,27,0,0,335432,7.7333,None,Q 163 | 1053,3,"Touma, Master. Georges Youssef",male,7,1,1,2650,15.2458,None,C 164 | 1054,2,"Wright, Miss. Marion",female,26,0,0,220844,13.5,None,S 165 | 1055,3,"Pearce, Mr. Ernest",male,27,0,0,343271,7,None,S 166 | 1056,2,"Peruschitz, Rev. Joseph Maria",male,41,0,0,237393,13,None,S 167 | 1057,3,"Kink-Heilmann, Mrs. Anton (Luise Heilmann)",female,26,1,1,315153,22.025,None,S 168 | 1058,1,"Brandeis, Mr. Emil",male,48,0,0,PC 17591,50.4958,B10,C 169 | 1059,3,"Ford, Mr. Edward Watson",male,18,2,2,W./C. 6608,34.375,None,S 170 | 1060,1,"Cassebeer, Mrs. Henry Arthur Jr (Eleanor Genevieve Fosdick)",female,27,0,0,17770,27.7208,None,C 171 | 1061,3,"Hellstrom, Miss. Hilda Maria",female,22,0,0,7548,8.9625,None,S 172 | 1062,3,"Lithman, Mr. Simon",male,27,0,0,S.O./P.P. 251,7.55,None,S 173 | 1063,3,"Zakarian, Mr. Ortin",male,27,0,0,2670,7.225,None,C 174 | 1064,3,"Dyker, Mr. Adolf Fredrik",male,23,1,0,347072,13.9,None,S 175 | 1065,3,"Torfa, Mr. Assad",male,27,0,0,2673,7.2292,None,C 176 | 1066,3,"Asplund, Mr. Carl Oscar Vilhelm Gustafsson",male,40,1,5,347077,31.3875,None,S 177 | 1067,2,"Brown, Miss. Edith Eileen",female,15,0,2,29750,39,None,S 178 | 1068,2,"Sincock, Miss. Maude",female,20,0,0,C.A. 33112,36.75,None,S 179 | 1069,1,"Stengel, Mr. Charles Emil Henry",male,54,1,0,11778,55.4417,C116,C 180 | 1070,2,"Becker, Mrs. Allen Oliver (Nellie E Baumgardner)",female,36,0,3,230136,39,F4,S 181 | 1071,1,"Compton, Mrs. Alexander Taylor (Mary Eliza Ingersoll)",female,64,0,2,PC 17756,83.1583,E45,C 182 | 1072,2,"McCrie, Mr. James Matthew",male,30,0,0,233478,13,None,S 183 | 1073,1,"Compton, Mr. Alexander Taylor Jr",male,37,1,1,PC 17756,83.1583,E52,C 184 | 1074,1,"Marvin, Mrs. Daniel Warner (Mary Graham Carmichael Farquarson)",female,18,1,0,113773,53.1,D30,S 185 | 1075,3,"Lane, Mr. Patrick",male,27,0,0,7935,7.75,None,Q 186 | 1076,1,"Douglas, Mrs. Frederick Charles (Mary Helene Baxter)",female,27,1,1,PC 17558,247.5208,B58 B60,C 187 | 1077,2,"Maybery, Mr. Frank Hubert",male,40,0,0,239059,16,None,S 188 | 1078,2,"Phillips, Miss. Alice Frances Louisa",female,21,0,1,S.O./P.P. 2,21,None,S 189 | 1079,3,"Davies, Mr. Joseph",male,17,2,0,A/4 48873,8.05,None,S 190 | 1080,3,"Sage, Miss. Ada",female,27,8,2,CA. 2343,69.55,None,S 191 | 1081,2,"Veal, Mr. James",male,40,0,0,28221,13,None,S 192 | 1082,2,"Angle, Mr. William A",male,34,1,0,226875,26,None,S 193 | 1083,1,"Salomon, Mr. Abraham L",male,27,0,0,111163,26,None,S 194 | 1084,3,"van Billiard, Master. Walter John",male,11,1,1,A/5. 851,14.5,None,S 195 | 1085,2,"Lingane, Mr. John",male,61,0,0,235509,12.35,None,Q 196 | 1086,2,"Drew, Master. Marshall Brines",male,8,0,2,28220,32.5,None,S 197 | 1087,3,"Karlsson, Mr. Julius Konrad Eugen",male,33,0,0,347465,7.8542,None,S 198 | 1088,1,"Spedden, Master. Robert Douglas",male,6,0,2,16966,134.5,E34,C 199 | 1089,3,"Nilsson, Miss. Berta Olivia",female,18,0,0,347066,7.775,None,S 200 | 1090,2,"Baimbrigge, Mr. Charles Robert",male,23,0,0,C.A. 31030,10.5,None,S 201 | 1091,3,"Rasmussen, Mrs. (Lena Jacobsen Solvang)",female,27,0,0,65305,8.1125,None,S 202 | 1092,3,"Murphy, Miss. Nora",female,27,0,0,36568,15.5,None,Q 203 | 1093,3,"Danbom, Master. Gilbert Sigvard Emanuel",male,0,0,2,347080,14.4,None,S 204 | 1094,1,"Astor, Col. John Jacob",male,47,1,0,PC 17757,227.525,C62 C64,C 205 | 1095,2,"Quick, Miss. Winifred Vera",female,8,1,1,26360,26,None,S 206 | 1096,2,"Andrew, Mr. Frank Thomas",male,25,0,0,C.A. 34050,10.5,None,S 207 | 1097,1,"Omont, Mr. Alfred Fernand",male,27,0,0,F.C. 12998,25.7417,None,C 208 | 1098,3,"McGowan, Miss. Katherine",female,35,0,0,9232,7.75,None,Q 209 | 1099,2,"Collett, Mr. Sidney C Stuart",male,24,0,0,28034,10.5,None,S 210 | 1100,1,"Rosenbaum, Miss. Edith Louise",female,33,0,0,PC 17613,27.7208,A11,C 211 | 1101,3,"Delalic, Mr. Redjo",male,25,0,0,349250,7.8958,None,S 212 | 1102,3,"Andersen, Mr. Albert Karvin",male,32,0,0,C 4001,22.525,None,S 213 | 1103,3,"Finoli, Mr. Luigi",male,27,0,0,SOTON/O.Q. 3101308,7.05,None,S 214 | 1104,2,"Deacon, Mr. Percy William",male,17,0,0,S.O.C. 14879,73.5,None,S 215 | 1105,2,"Howard, Mrs. Benjamin (Ellen Truelove Arman)",female,60,1,0,24065,26,None,S 216 | 1106,3,"Andersson, Miss. Ida Augusta Margareta",female,38,4,2,347091,7.775,None,S 217 | 1107,1,"Head, Mr. Christopher",male,42,0,0,113038,42.5,B11,S 218 | 1108,3,"Mahon, Miss. Bridget Delia",female,27,0,0,330924,7.8792,None,Q 219 | 1109,1,"Wick, Mr. George Dennick",male,57,1,1,36928,164.8667,None,S 220 | 1110,1,"Widener, Mrs. George Dunton (Eleanor Elkins)",female,50,1,1,113503,211.5,C80,C 221 | 1111,3,"Thomson, Mr. Alexander Morrison",male,27,0,0,32302,8.05,None,S 222 | 1112,2,"Duran y More, Miss. Florentina",female,30,1,0,SC/PARIS 2148,13.8583,None,C 223 | 1113,3,"Reynolds, Mr. Harold J",male,21,0,0,342684,8.05,None,S 224 | 1114,2,"Cook, Mrs. (Selena Rogers)",female,22,0,0,W./C. 14266,10.5,F33,S 225 | 1115,3,"Karlsson, Mr. Einar Gervasius",male,21,0,0,350053,7.7958,None,S 226 | 1116,1,"Candee, Mrs. Edward (Helen Churchill Hungerford)",female,53,0,0,PC 17606,27.4458,None,C 227 | 1117,3,"Moubarek, Mrs. George (Omine Amenia"" Alexander)""",female,27,0,2,2661,15.2458,None,C 228 | 1118,3,"Asplund, Mr. Johan Charles",male,23,0,0,350054,7.7958,None,S 229 | 1119,3,"McNeill, Miss. Bridget",female,27,0,0,370368,7.75,None,Q 230 | 1120,3,"Everett, Mr. Thomas James",male,40,0,0,C.A. 6212,15.1,None,S 231 | 1121,2,"Hocking, Mr. Samuel James Metcalfe",male,36,0,0,242963,13,None,S 232 | 1122,2,"Sweet, Mr. George Frederick",male,14,0,0,220845,65,None,S 233 | 1123,1,"Willard, Miss. Constance",female,21,0,0,113795,26.55,None,S 234 | 1124,3,"Wiklund, Mr. Karl Johan",male,21,1,0,3101266,6.4958,None,S 235 | 1125,3,"Linehan, Mr. Michael",male,27,0,0,330971,7.8792,None,Q 236 | 1126,1,"Cumings, Mr. John Bradley",male,39,1,0,PC 17599,71.2833,C85,C 237 | 1127,3,"Vendel, Mr. Olof Edvin",male,20,0,0,350416,7.8542,None,S 238 | 1128,1,"Warren, Mr. Frank Manley",male,64,1,0,110813,75.25,D37,C 239 | 1129,3,"Baccos, Mr. Raffull",male,20,0,0,2679,7.225,None,C 240 | 1130,2,"Hiltunen, Miss. Marta",female,18,1,1,250650,13,None,S 241 | 1131,1,"Douglas, Mrs. Walter Donald (Mahala Dutton)",female,48,1,0,PC 17761,106.425,C86,C 242 | 1132,1,"Lindstrom, Mrs. Carl Johan (Sigrid Posse)",female,55,0,0,112377,27.7208,None,C 243 | 1133,2,"Christy, Mrs. (Alice Frances)",female,45,0,2,237789,30,None,S 244 | 1134,1,"Spedden, Mr. Frederic Oakley",male,45,1,1,16966,134.5,E34,C 245 | 1135,3,"Hyman, Mr. Abraham",male,27,0,0,3470,7.8875,None,S 246 | 1136,3,"Johnston, Master. William Arthur Willie""""",male,27,1,2,W./C. 6607,23.45,None,S 247 | 1137,1,"Kenyon, Mr. Frederick R",male,41,1,0,17464,51.8625,D21,S 248 | 1138,2,"Karnes, Mrs. J Frank (Claire Bennett)",female,22,0,0,F.C.C. 13534,21,None,S 249 | 1139,2,"Drew, Mr. James Vivian",male,42,1,1,28220,32.5,None,S 250 | 1140,2,"Hold, Mrs. Stephen (Annie Margaret Hill)",female,29,1,0,26707,26,None,S 251 | 1141,3,"Khalil, Mrs. Betros (Zahie Maria"" Elias)""",female,27,1,0,2660,14.4542,None,C 252 | 1142,2,"West, Miss. Barbara J",female,0,1,2,C.A. 34651,27.75,None,S 253 | 1143,3,"Abrahamsson, Mr. Abraham August Johannes",male,20,0,0,SOTON/O2 3101284,7.925,None,S 254 | 1144,1,"Clark, Mr. Walter Miller",male,27,1,0,13508,136.7792,C89,C 255 | 1145,3,"Salander, Mr. Karl Johan",male,24,0,0,7266,9.325,None,S 256 | 1146,3,"Wenzel, Mr. Linhart",male,32,0,0,345775,9.5,None,S 257 | 1147,3,"MacKay, Mr. George William",male,27,0,0,C.A. 42795,7.55,None,S 258 | 1148,3,"Mahon, Mr. John",male,27,0,0,AQ/4 3130,7.75,None,Q 259 | 1149,3,"Niklasson, Mr. Samuel",male,28,0,0,363611,8.05,None,S 260 | 1150,2,"Bentham, Miss. Lilian W",female,19,0,0,28404,13,None,S 261 | 1151,3,"Midtsjo, Mr. Karl Albert",male,21,0,0,345501,7.775,None,S 262 | 1152,3,"de Messemaeker, Mr. Guillaume Joseph",male,36,1,0,345572,17.4,None,S 263 | 1153,3,"Nilsson, Mr. August Ferdinand",male,21,0,0,350410,7.8542,None,S 264 | 1154,2,"Wells, Mrs. Arthur Henry (Addie"" Dart Trevaskis)""",female,29,0,2,29103,23,None,S 265 | 1155,3,"Klasen, Miss. Gertrud Emilia",female,1,1,1,350405,12.1833,None,S 266 | 1156,2,"Portaluppi, Mr. Emilio Ilario Giuseppe",male,30,0,0,C.A. 34644,12.7375,None,C 267 | 1157,3,"Lyntakoff, Mr. Stanko",male,27,0,0,349235,7.8958,None,S 268 | 1158,1,"Chisholm, Mr. Roderick Robert Crispin",male,27,0,0,112051,0,None,S 269 | 1159,3,"Warren, Mr. Charles William",male,27,0,0,C.A. 49867,7.55,None,S 270 | 1160,3,"Howard, Miss. May Elizabeth",female,27,0,0,A. 2. 39186,8.05,None,S 271 | 1161,3,"Pokrnic, Mr. Mate",male,17,0,0,315095,8.6625,None,S 272 | 1162,1,"McCaffry, Mr. Thomas Francis",male,46,0,0,13050,75.2417,C6,C 273 | 1163,3,"Fox, Mr. Patrick",male,27,0,0,368573,7.75,None,Q 274 | 1164,1,"Clark, Mrs. Walter Miller (Virginia McDowell)",female,26,1,0,13508,136.7792,C89,C 275 | 1165,3,"Lennon, Miss. Mary",female,27,1,0,370371,15.5,None,Q 276 | 1166,3,"Saade, Mr. Jean Nassr",male,27,0,0,2676,7.225,None,C 277 | 1167,2,"Bryhl, Miss. Dagmar Jenny Ingeborg ",female,20,1,0,236853,26,None,S 278 | 1168,2,"Parker, Mr. Clifford Richard",male,28,0,0,SC 14888,10.5,None,S 279 | 1169,2,"Faunthorpe, Mr. Harry",male,40,1,0,2926,26,None,S 280 | 1170,2,"Ware, Mr. John James",male,30,1,0,CA 31352,21,None,S 281 | 1171,2,"Oxenham, Mr. Percy Thomas",male,22,0,0,W./C. 14260,10.5,None,S 282 | 1172,3,"Oreskovic, Miss. Jelka",female,23,0,0,315085,8.6625,None,S 283 | 1173,3,"Peacock, Master. Alfred Edward",male,0,1,1,SOTON/O.Q. 3101315,13.775,None,S 284 | 1174,3,"Fleming, Miss. Honora",female,27,0,0,364859,7.75,None,Q 285 | 1175,3,"Touma, Miss. Maria Youssef",female,9,1,1,2650,15.2458,None,C 286 | 1176,3,"Rosblom, Miss. Salli Helena",female,2,1,1,370129,20.2125,None,S 287 | 1177,3,"Dennis, Mr. William",male,36,0,0,A/5 21175,7.25,None,S 288 | 1178,3,"Franklin, Mr. Charles (Charles Fardon)",male,27,0,0,SOTON/O.Q. 3101314,7.25,None,S 289 | 1179,1,"Snyder, Mr. John Pillsbury",male,24,1,0,21228,82.2667,B45,S 290 | 1180,3,"Mardirosian, Mr. Sarkis",male,27,0,0,2655,7.2292,F E46,C 291 | 1181,3,"Ford, Mr. Arthur",male,27,0,0,A/5 1478,8.05,None,S 292 | 1182,1,"Rheims, Mr. George Alexander Lucien",male,27,0,0,PC 17607,39.6,None,S 293 | 1183,3,"Daly, Miss. Margaret Marcella Maggie""""",female,30,0,0,382650,6.95,None,Q 294 | 1184,3,"Nasr, Mr. Mustafa",male,27,0,0,2652,7.2292,None,C 295 | 1185,1,"Dodge, Dr. Washington",male,53,1,1,33638,81.8583,A34,S 296 | 1186,3,"Wittevrongel, Mr. Camille",male,36,0,0,345771,9.5,None,S 297 | 1187,3,"Angheloff, Mr. Minko",male,26,0,0,349202,7.8958,None,S 298 | 1188,2,"Laroche, Miss. Louise",female,1,1,2,SC/Paris 2123,41.5792,None,C 299 | 1189,3,"Samaan, Mr. Hanna",male,27,2,0,2662,21.6792,None,C 300 | 1190,1,"Loring, Mr. Joseph Holland",male,30,0,0,113801,45.5,None,S 301 | 1191,3,"Johansson, Mr. Nils",male,29,0,0,347467,7.8542,None,S 302 | 1192,3,"Olsson, Mr. Oscar Wilhelm",male,32,0,0,347079,7.775,None,S 303 | 1193,2,"Malachard, Mr. Noel",male,27,0,0,237735,15.0458,D,C 304 | 1194,2,"Phillips, Mr. Escott Robert",male,43,0,1,S.O./P.P. 2,21,None,S 305 | 1195,3,"Pokrnic, Mr. Tome",male,24,0,0,315092,8.6625,None,S 306 | 1196,3,"McCarthy, Miss. Catherine Katie""""",female,27,0,0,383123,7.75,None,Q 307 | 1197,1,"Crosby, Mrs. Edward Gifford (Catherine Elizabeth Halstead)",female,64,1,1,112901,26.55,B26,S 308 | 1198,1,"Allison, Mr. Hudson Joshua Creighton",male,30,1,2,113781,151.55,C22 C26,S 309 | 1199,3,"Aks, Master. Philip Frank",male,0,0,1,392091,9.35,None,S 310 | 1200,1,"Hays, Mr. Charles Melville",male,55,1,1,12749,93.5,B69,S 311 | 1201,3,"Hansen, Mrs. Claus Peter (Jennie L Howard)",female,45,1,0,350026,14.1083,None,S 312 | 1202,3,"Cacic, Mr. Jego Grga",male,18,0,0,315091,8.6625,None,S 313 | 1203,3,"Vartanian, Mr. David",male,22,0,0,2658,7.225,None,C 314 | 1204,3,"Sadowitz, Mr. Harry",male,27,0,0,LP 1588,7.575,None,S 315 | 1205,3,"Carr, Miss. Jeannie",female,37,0,0,368364,7.75,None,Q 316 | 1206,1,"White, Mrs. John Stuart (Ella Holmes)",female,55,0,0,PC 17760,135.6333,C32,C 317 | 1207,3,"Hagardon, Miss. Kate",female,17,0,0,AQ/3. 30631,7.7333,None,Q 318 | 1208,1,"Spencer, Mr. William Augustus",male,57,1,0,PC 17569,146.5208,B78,C 319 | 1209,2,"Rogers, Mr. Reginald Harry",male,19,0,0,28004,10.5,None,S 320 | 1210,3,"Jonsson, Mr. Nils Hilding",male,27,0,0,350408,7.8542,None,S 321 | 1211,2,"Jefferys, Mr. Ernest Wilfred",male,22,2,0,C.A. 31029,31.5,None,S 322 | 1212,3,"Andersson, Mr. Johan Samuel",male,26,0,0,347075,7.775,None,S 323 | 1213,3,"Krekorian, Mr. Neshan",male,25,0,0,2654,7.2292,F E57,C 324 | 1214,2,"Nesson, Mr. Israel",male,26,0,0,244368,13,F2,S 325 | 1215,1,"Rowe, Mr. Alfred G",male,33,0,0,113790,26.55,None,S 326 | 1216,1,"Kreuchen, Miss. Emilie",female,39,0,0,24160,211.3375,None,S 327 | 1217,3,"Assam, Mr. Ali",male,23,0,0,SOTON/O.Q. 3101309,7.05,None,S 328 | 1218,2,"Becker, Miss. Ruth Elizabeth",female,12,2,1,230136,39,F4,S 329 | 1219,1,"Rosenshine, Mr. George (Mr George Thorne"")""",male,46,0,0,PC 17585,79.2,None,C 330 | 1220,2,"Clarke, Mr. Charles Valentine",male,29,1,0,2003,26,None,S 331 | 1221,2,"Enander, Mr. Ingvar",male,21,0,0,236854,13,None,S 332 | 1222,2,"Davies, Mrs. John Morgan (Elizabeth Agnes Mary White) ",female,48,0,2,C.A. 33112,36.75,None,S 333 | 1223,1,"Dulles, Mr. William Crothers",male,39,0,0,PC 17580,29.7,A18,C 334 | 1224,3,"Thomas, Mr. Tannous",male,27,0,0,2684,7.225,None,C 335 | 1225,3,"Nakid, Mrs. Said (Waika Mary"" Mowad)""",female,19,1,1,2653,15.7417,None,C 336 | 1226,3,"Cor, Mr. Ivan",male,27,0,0,349229,7.8958,None,S 337 | 1227,1,"Maguire, Mr. John Edward",male,30,0,0,110469,26,C106,S 338 | 1228,2,"de Brito, Mr. Jose Joaquim",male,32,0,0,244360,13,None,S 339 | 1229,3,"Elias, Mr. Joseph",male,39,0,2,2675,7.2292,None,C 340 | 1230,2,"Denbury, Mr. Herbert",male,25,0,0,C.A. 31029,31.5,None,S 341 | 1231,3,"Betros, Master. Seman",male,27,0,0,2622,7.2292,None,C 342 | 1232,2,"Fillbrook, Mr. Joseph Charles",male,18,0,0,C.A. 15185,10.5,None,S 343 | 1233,3,"Lundstrom, Mr. Thure Edvin",male,32,0,0,350403,7.5792,None,S 344 | 1234,3,"Sage, Mr. John George",male,27,1,9,CA. 2343,69.55,None,S 345 | 1235,1,"Cardeza, Mrs. James Warburton Martinez (Charlotte Wardle Drake)",female,58,0,1,PC 17755,512.3292,B51 B53 B55,C 346 | 1236,3,"van Billiard, Master. James William",male,27,1,1,A/5. 851,14.5,None,S 347 | 1237,3,"Abelseth, Miss. Karen Marie",female,16,0,0,348125,7.65,None,S 348 | 1238,2,"Botsford, Mr. William Hull",male,26,0,0,237670,13,None,S 349 | 1239,3,"Whabee, Mrs. George Joseph (Shawneene Abi-Saab)",female,38,0,0,2688,7.2292,None,C 350 | 1240,2,"Giles, Mr. Ralph",male,24,0,0,248726,13.5,None,S 351 | 1241,2,"Walcroft, Miss. 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Mabel Helen",female,23,3,2,19950,263.0,C23 C25 C27,S 91 | 90,0,3,"Celotti, Mr. Francesco",male,24,0,0,343275,8.05,None,S 92 | 91,0,3,"Christmann, Mr. Emil",male,29,0,0,343276,8.05,None,S 93 | 92,0,3,"Andreasson, Mr. Paul Edvin",male,20,0,0,347466,7.8542,None,S 94 | 93,0,1,"Chaffee, Mr. Herbert Fuller",male,46,1,0,W.E.P. 5734,61.175,E31,S 95 | 94,0,3,"Dean, Mr. Bertram Frank",male,26,1,2,C.A. 2315,20.575,None,S 96 | 95,0,3,"Coxon, Mr. Daniel",male,59,0,0,364500,7.25,None,S 97 | 96,0,3,"Shorney, Mr. Charles Joseph",male,28,0,0,374910,8.05,None,S 98 | 97,0,1,"Goldschmidt, Mr. George B",male,71,0,0,PC 17754,34.6542,A5,C 99 | 98,1,1,"Greenfield, Mr. William Bertram",male,23,0,1,PC 17759,63.3583,D10 D12,C 100 | 99,1,2,"Doling, Mrs. John T (Ada Julia Bone)",female,34,0,1,231919,23.0,None,S 101 | 100,0,2,"Kantor, Mr. Sinai",male,34,1,0,244367,26.0,None,S 102 | 101,0,3,"Petranec, Miss. 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Katriina",female,20,1,0,4136,9.825,None,S 116 | 115,0,3,"Attalah, Miss. Malake",female,17,0,0,2627,14.4583,None,C 117 | 116,0,3,"Pekoniemi, Mr. Edvard",male,21,0,0,STON/O 2. 3101294,7.925,None,S 118 | 117,0,3,"Connors, Mr. Patrick",male,70,0,0,370369,7.75,None,Q 119 | 118,0,2,"Turpin, Mr. William John Robert",male,29,1,0,11668,21.0,None,S 120 | 119,0,1,"Baxter, Mr. Quigg Edmond",male,24,0,1,PC 17558,247.5208,B58 B60,C 121 | 120,0,3,"Andersson, Miss. Ellis Anna Maria",female,2,4,2,347082,31.275,None,S 122 | 121,0,2,"Hickman, Mr. Stanley George",male,21,2,0,S.O.C. 14879,73.5,None,S 123 | 122,0,3,"Moore, Mr. Leonard Charles",male,28,0,0,A4. 54510,8.05,None,S 124 | 123,0,2,"Nasser, Mr. Nicholas",male,32,1,0,237736,30.0708,None,C 125 | 124,1,2,"Webber, Miss. Susan",female,32,0,0,27267,13.0,E101,S 126 | 125,0,1,"White, Mr. Percival Wayland",male,54,0,1,35281,77.2875,D26,S 127 | 126,1,3,"Nicola-Yarred, Master. Elias",male,12,1,0,2651,11.2417,None,C 128 | 127,0,3,"McMahon, Mr. Martin",male,28,0,0,370372,7.75,None,Q 129 | 128,1,3,"Madsen, Mr. Fridtjof Arne",male,24,0,0,C 17369,7.1417,None,S 130 | 129,1,3,"Peter, Miss. Anna",female,28,1,1,2668,22.3583,F E69,C 131 | 130,0,3,"Ekstrom, Mr. Johan",male,45,0,0,347061,6.975,None,S 132 | 131,0,3,"Drazenoic, Mr. Jozef",male,33,0,0,349241,7.8958,None,C 133 | 132,0,3,"Coelho, Mr. Domingos Fernandeo",male,20,0,0,SOTON/O.Q. 3101307,7.05,None,S 134 | 133,0,3,"Robins, Mrs. Alexander A (Grace Charity Laury)",female,47,1,0,A/5. 3337,14.5,None,S 135 | 134,1,2,"Weisz, Mrs. Leopold (Mathilde Francoise Pede)",female,29,1,0,228414,26.0,None,S 136 | 135,0,2,"Sobey, Mr. Samuel James Hayden",male,25,0,0,C.A. 29178,13.0,None,S 137 | 136,0,2,"Richard, Mr. Emile",male,23,0,0,SC/PARIS 2133,15.0458,None,C 138 | 137,1,1,"Newsom, Miss. Helen Monypeny",female,19,0,2,11752,26.2833,D47,S 139 | 138,0,1,"Futrelle, Mr. Jacques Heath",male,37,1,0,113803,53.1,C123,S 140 | 139,0,3,"Osen, Mr. Olaf Elon",male,16,0,0,7534,9.2167,None,S 141 | 140,0,1,"Giglio, Mr. Victor",male,24,0,0,PC 17593,79.2,B86,C 142 | 141,0,3,"Boulos, Mrs. Joseph (Sultana)",female,28,0,2,2678,15.2458,None,C 143 | 142,1,3,"Nysten, Miss. Anna Sofia",female,22,0,0,347081,7.75,None,S 144 | 143,1,3,"Hakkarainen, Mrs. Pekka Pietari (Elin Matilda Dolck)",female,24,1,0,STON/O2. 3101279,15.85,None,S 145 | 144,0,3,"Burke, Mr. Jeremiah",male,19,0,0,365222,6.75,None,Q 146 | 145,0,2,"Andrew, Mr. Edgardo Samuel",male,18,0,0,231945,11.5,None,S 147 | 146,0,2,"Nicholls, Mr. Joseph Charles",male,19,1,1,C.A. 33112,36.75,None,S 148 | 147,1,3,"Andersson, Mr. August Edvard (""Wennerstrom"")",male,27,0,0,350043,7.7958,None,S 149 | 148,0,3,"Ford, Miss. Robina Maggie ""Ruby""",female,9,2,2,W./C. 6608,34.375,None,S 150 | 149,0,2,"Navratil, Mr. Michel (""Louis M Hoffman"")",male,36,0,2,230080,26.0,F2,S 151 | 150,0,2,"Byles, Rev. Thomas Roussel Davids",male,42,0,0,244310,13.0,None,S 152 | 151,0,2,"Bateman, Rev. Robert James",male,51,0,0,S.O.P. 1166,12.525,None,S 153 | 152,1,1,"Pears, Mrs. Thomas (Edith Wearne)",female,22,1,0,113776,66.6,C2,S 154 | 153,0,3,"Meo, Mr. Alfonzo",male,55,0,0,A.5. 11206,8.05,None,S 155 | 154,0,3,"van Billiard, Mr. Austin Blyler",male,40,0,2,A/5. 851,14.5,None,S 156 | 155,0,3,"Olsen, Mr. Ole Martin",male,28,0,0,Fa 265302,7.3125,None,S 157 | 156,0,1,"Williams, Mr. Charles Duane",male,51,0,1,PC 17597,61.3792,None,C 158 | 157,1,3,"Gilnagh, Miss. Katherine ""Katie""",female,16,0,0,35851,7.7333,None,Q 159 | 158,0,3,"Corn, Mr. Harry",male,30,0,0,SOTON/OQ 392090,8.05,None,S 160 | 159,0,3,"Smiljanic, Mr. Mile",male,28,0,0,315037,8.6625,None,S 161 | 160,0,3,"Sage, Master. Thomas Henry",male,28,8,2,CA. 2343,69.55,None,S 162 | 161,0,3,"Cribb, Mr. John Hatfield",male,44,0,1,371362,16.1,None,S 163 | 162,1,2,"Watt, Mrs. James (Elizabeth ""Bessie"" Inglis Milne)",female,40,0,0,C.A. 33595,15.75,None,S 164 | 163,0,3,"Bengtsson, Mr. John Viktor",male,26,0,0,347068,7.775,None,S 165 | 164,0,3,"Calic, Mr. Jovo",male,17,0,0,315093,8.6625,None,S 166 | 165,0,3,"Panula, Master. Eino Viljami",male,1,4,1,3101295,39.6875,None,S 167 | 166,1,3,"Goldsmith, Master. Frank John William ""Frankie""",male,9,0,2,363291,20.525,None,S 168 | 167,1,1,"Chibnall, Mrs. (Edith Martha Bowerman)",female,28,0,1,113505,55.0,E33,S 169 | 168,0,3,"Skoog, Mrs. William (Anna Bernhardina Karlsson)",female,45,1,4,347088,27.9,None,S 170 | 169,0,1,"Baumann, Mr. John D",male,28,0,0,PC 17318,25.925,None,S 171 | 170,0,3,"Ling, Mr. Lee",male,28,0,0,1601,56.4958,None,S 172 | 171,0,1,"Van der hoef, Mr. Wyckoff",male,61,0,0,111240,33.5,B19,S 173 | 172,0,3,"Rice, Master. Arthur",male,4,4,1,382652,29.125,None,Q 174 | 173,1,3,"Johnson, Miss. Eleanor Ileen",female,1,1,1,347742,11.1333,None,S 175 | 174,0,3,"Sivola, Mr. Antti Wilhelm",male,21,0,0,STON/O 2. 3101280,7.925,None,S 176 | 175,0,1,"Smith, Mr. James Clinch",male,56,0,0,17764,30.6958,A7,C 177 | 176,0,3,"Klasen, Mr. Klas Albin",male,18,1,1,350404,7.8542,None,S 178 | 177,0,3,"Lefebre, Master. Henry Forbes",male,28,3,1,4133,25.4667,None,S 179 | 178,0,1,"Isham, Miss. Ann Elizabeth",female,50,0,0,PC 17595,28.7125,C49,C 180 | 179,0,2,"Hale, Mr. Reginald",male,30,0,0,250653,13.0,None,S 181 | 180,0,3,"Leonard, Mr. Lionel",male,36,0,0,LINE,0.0,None,S 182 | 181,0,3,"Sage, Miss. Constance Gladys",female,28,8,2,CA. 2343,69.55,None,S 183 | 182,0,2,"Pernot, Mr. Rene",male,28,0,0,SC/PARIS 2131,15.05,None,C 184 | 183,0,3,"Asplund, Master. Clarence Gustaf Hugo",male,9,4,2,347077,31.3875,None,S 185 | 184,1,2,"Becker, Master. Richard F",male,1,2,1,230136,39.0,F4,S 186 | 185,1,3,"Kink-Heilmann, Miss. Luise Gretchen",female,4,0,2,315153,22.025,None,S 187 | 186,0,1,"Rood, Mr. Hugh Roscoe",male,28,0,0,113767,50.0,A32,S 188 | 187,1,3,"O'Brien, Mrs. Thomas (Johanna ""Hannah"" Godfrey)",female,28,1,0,370365,15.5,None,Q 189 | 188,1,1,"Romaine, Mr. Charles Hallace (""Mr C Rolmane"")",male,45,0,0,111428,26.55,None,S 190 | 189,0,3,"Bourke, Mr. John",male,40,1,1,364849,15.5,None,Q 191 | 190,0,3,"Turcin, Mr. Stjepan",male,36,0,0,349247,7.8958,None,S 192 | 191,1,2,"Pinsky, Mrs. (Rosa)",female,32,0,0,234604,13.0,None,S 193 | 192,0,2,"Carbines, Mr. William",male,19,0,0,28424,13.0,None,S 194 | 193,1,3,"Andersen-Jensen, Miss. Carla Christine Nielsine",female,19,1,0,350046,7.8542,None,S 195 | 194,1,2,"Navratil, Master. Michel M",male,3,1,1,230080,26.0,F2,S 196 | 195,1,1,"Brown, Mrs. James Joseph (Margaret Tobin)",female,44,0,0,PC 17610,27.7208,B4,C 197 | 196,1,1,"Lurette, Miss. Elise",female,58,0,0,PC 17569,146.5208,B80,C 198 | 197,0,3,"Mernagh, Mr. Robert",male,28,0,0,368703,7.75,None,Q 199 | 198,0,3,"Olsen, Mr. Karl Siegwart Andreas",male,42,0,1,4579,8.4042,None,S 200 | 199,1,3,"Madigan, Miss. Margaret ""Maggie""",female,28,0,0,370370,7.75,None,Q 201 | 200,0,2,"Yrois, Miss. Henriette (""Mrs Harbeck"")",female,24,0,0,248747,13.0,None,S 202 | 201,0,3,"Vande Walle, Mr. Nestor Cyriel",male,28,0,0,345770,9.5,None,S 203 | 202,0,3,"Sage, Mr. Frederick",male,28,8,2,CA. 2343,69.55,None,S 204 | 203,0,3,"Johanson, Mr. Jakob Alfred",male,34,0,0,3101264,6.4958,None,S 205 | 204,0,3,"Youseff, Mr. Gerious",male,45,0,0,2628,7.225,None,C 206 | 205,1,3,"Cohen, Mr. Gurshon ""Gus""",male,18,0,0,A/5 3540,8.05,None,S 207 | 206,0,3,"Strom, Miss. Telma Matilda",female,2,0,1,347054,10.4625,G6,S 208 | 207,0,3,"Backstrom, Mr. Karl Alfred",male,32,1,0,3101278,15.85,None,S 209 | 208,1,3,"Albimona, Mr. Nassef Cassem",male,26,0,0,2699,18.7875,None,C 210 | 209,1,3,"Carr, Miss. Helen ""Ellen""",female,16,0,0,367231,7.75,None,Q 211 | 210,1,1,"Blank, Mr. Henry",male,40,0,0,112277,31.0,A31,C 212 | 211,0,3,"Ali, Mr. Ahmed",male,24,0,0,SOTON/O.Q. 3101311,7.05,None,S 213 | 212,1,2,"Cameron, Miss. Clear Annie",female,35,0,0,F.C.C. 13528,21.0,None,S 214 | 213,0,3,"Perkin, Mr. John Henry",male,22,0,0,A/5 21174,7.25,None,S 215 | 214,0,2,"Givard, Mr. Hans Kristensen",male,30,0,0,250646,13.0,None,S 216 | 215,0,3,"Kiernan, Mr. Philip",male,28,1,0,367229,7.75,None,Q 217 | 216,1,1,"Newell, Miss. Madeleine",female,31,1,0,35273,113.275,D36,C 218 | 217,1,3,"Honkanen, Miss. Eliina",female,27,0,0,STON/O2. 3101283,7.925,None,S 219 | 218,0,2,"Jacobsohn, Mr. Sidney Samuel",male,42,1,0,243847,27.0,None,S 220 | 219,1,1,"Bazzani, Miss. Albina",female,32,0,0,11813,76.2917,D15,C 221 | 220,0,2,"Harris, Mr. Walter",male,30,0,0,W/C 14208,10.5,None,S 222 | 221,1,3,"Sunderland, Mr. Victor Francis",male,16,0,0,SOTON/OQ 392089,8.05,None,S 223 | 222,0,2,"Bracken, Mr. James H",male,27,0,0,220367,13.0,None,S 224 | 223,0,3,"Green, Mr. George Henry",male,51,0,0,21440,8.05,None,S 225 | 224,0,3,"Nenkoff, Mr. Christo",male,28,0,0,349234,7.8958,None,S 226 | 225,1,1,"Hoyt, Mr. Frederick Maxfield",male,38,1,0,19943,90.0,C93,S 227 | 226,0,3,"Berglund, Mr. Karl Ivar Sven",male,22,0,0,PP 4348,9.35,None,S 228 | 227,1,2,"Mellors, Mr. William John",male,19,0,0,SW/PP 751,10.5,None,S 229 | 228,0,3,"Lovell, Mr. John Hall (""Henry"")",male,20,0,0,A/5 21173,7.25,None,S 230 | 229,0,2,"Fahlstrom, Mr. Arne Jonas",male,18,0,0,236171,13.0,None,S 231 | 230,0,3,"Lefebre, Miss. Mathilde",female,28,3,1,4133,25.4667,None,S 232 | 231,1,1,"Harris, Mrs. Henry Birkhardt (Irene Wallach)",female,35,1,0,36973,83.475,C83,S 233 | 232,0,3,"Larsson, Mr. Bengt Edvin",male,29,0,0,347067,7.775,None,S 234 | 233,0,2,"Sjostedt, Mr. Ernst Adolf",male,59,0,0,237442,13.5,None,S 235 | 234,1,3,"Asplund, Miss. Lillian Gertrud",female,5,4,2,347077,31.3875,None,S 236 | 235,0,2,"Leyson, Mr. Robert William Norman",male,24,0,0,C.A. 29566,10.5,None,S 237 | 236,0,3,"Harknett, Miss. Alice Phoebe",female,28,0,0,W./C. 6609,7.55,None,S 238 | 237,0,2,"Hold, Mr. Stephen",male,44,1,0,26707,26.0,None,S 239 | 238,1,2,"Collyer, Miss. Marjorie ""Lottie""",female,8,0,2,C.A. 31921,26.25,None,S 240 | 239,0,2,"Pengelly, Mr. Frederick William",male,19,0,0,28665,10.5,None,S 241 | 240,0,2,"Hunt, Mr. George Henry",male,33,0,0,SCO/W 1585,12.275,None,S 242 | 241,0,3,"Zabour, Miss. Thamine",female,28,1,0,2665,14.4542,None,C 243 | 242,1,3,"Murphy, Miss. Katherine ""Kate""",female,28,1,0,367230,15.5,None,Q 244 | 243,0,2,"Coleridge, Mr. Reginald Charles",male,29,0,0,W./C. 14263,10.5,None,S 245 | 244,0,3,"Maenpaa, Mr. Matti Alexanteri",male,22,0,0,STON/O 2. 3101275,7.125,None,S 246 | 245,0,3,"Attalah, Mr. Sleiman",male,30,0,0,2694,7.225,None,C 247 | 246,0,1,"Minahan, Dr. William Edward",male,44,2,0,19928,90.0,C78,Q 248 | 247,0,3,"Lindahl, Miss. Agda Thorilda Viktoria",female,25,0,0,347071,7.775,None,S 249 | 248,1,2,"Hamalainen, Mrs. William (Anna)",female,24,0,2,250649,14.5,None,S 250 | 249,1,1,"Beckwith, Mr. Richard Leonard",male,37,1,1,11751,52.5542,D35,S 251 | 250,0,2,"Carter, Rev. Ernest Courtenay",male,54,1,0,244252,26.0,None,S 252 | 251,0,3,"Reed, Mr. James George",male,28,0,0,362316,7.25,None,S 253 | 252,0,3,"Strom, Mrs. Wilhelm (Elna Matilda Persson)",female,29,1,1,347054,10.4625,G6,S 254 | 253,0,1,"Stead, Mr. William Thomas",male,62,0,0,113514,26.55,C87,S 255 | 254,0,3,"Lobb, Mr. William Arthur",male,30,1,0,A/5. 3336,16.1,None,S 256 | 255,0,3,"Rosblom, Mrs. Viktor (Helena Wilhelmina)",female,41,0,2,370129,20.2125,None,S 257 | 256,1,3,"Touma, Mrs. Darwis (Hanne Youssef Razi)",female,29,0,2,2650,15.2458,None,C 258 | 257,1,1,"Thorne, Mrs. Gertrude Maybelle",female,28,0,0,PC 17585,79.2,None,C 259 | 258,1,1,"Cherry, Miss. Gladys",female,30,0,0,110152,86.5,B77,S 260 | 259,1,1,"Ward, Miss. Anna",female,35,0,0,PC 17755,512.3292,None,C 261 | 260,1,2,"Parrish, Mrs. (Lutie Davis)",female,50,0,1,230433,26.0,None,S 262 | 261,0,3,"Smith, Mr. Thomas",male,28,0,0,384461,7.75,None,Q 263 | 262,1,3,"Asplund, Master. Edvin Rojj Felix",male,3,4,2,347077,31.3875,None,S 264 | 263,0,1,"Taussig, Mr. Emil",male,52,1,1,110413,79.65,E67,S 265 | 264,0,1,"Harrison, Mr. William",male,40,0,0,112059,0.0,B94,S 266 | 265,0,3,"Henry, Miss. Delia",female,28,0,0,382649,7.75,None,Q 267 | 266,0,2,"Reeves, Mr. David",male,36,0,0,C.A. 17248,10.5,None,S 268 | 267,0,3,"Panula, Mr. Ernesti Arvid",male,16,4,1,3101295,39.6875,None,S 269 | 268,1,3,"Persson, Mr. Ernst Ulrik",male,25,1,0,347083,7.775,None,S 270 | 269,1,1,"Graham, Mrs. William Thompson (Edith Junkins)",female,58,0,1,PC 17582,153.4625,C125,S 271 | 270,1,1,"Bissette, Miss. Amelia",female,35,0,0,PC 17760,135.6333,C99,S 272 | 271,0,1,"Cairns, Mr. Alexander",male,28,0,0,113798,31.0,None,S 273 | 272,1,3,"Tornquist, Mr. William Henry",male,25,0,0,LINE,0.0,None,S 274 | 273,1,2,"Mellinger, Mrs. (Elizabeth Anne Maidment)",female,41,0,1,250644,19.5,None,S 275 | 274,0,1,"Natsch, Mr. Charles H",male,37,0,1,PC 17596,29.7,C118,C 276 | 275,1,3,"Healy, Miss. Hanora ""Nora""",female,28,0,0,370375,7.75,None,Q 277 | 276,1,1,"Andrews, Miss. Kornelia Theodosia",female,63,1,0,13502,77.9583,D7,S 278 | 277,0,3,"Lindblom, Miss. Augusta Charlotta",female,45,0,0,347073,7.75,None,S 279 | 278,0,2,"Parkes, Mr. Francis ""Frank""",male,28,0,0,239853,0.0,None,S 280 | 279,0,3,"Rice, Master. Eric",male,7,4,1,382652,29.125,None,Q 281 | 280,1,3,"Abbott, Mrs. Stanton (Rosa Hunt)",female,35,1,1,C.A. 2673,20.25,None,S 282 | 281,0,3,"Duane, Mr. Frank",male,65,0,0,336439,7.75,None,Q 283 | 282,0,3,"Olsson, Mr. Nils Johan Goransson",male,28,0,0,347464,7.8542,None,S 284 | 283,0,3,"de Pelsmaeker, Mr. Alfons",male,16,0,0,345778,9.5,None,S 285 | 284,1,3,"Dorking, Mr. Edward Arthur",male,19,0,0,A/5. 10482,8.05,None,S 286 | 285,0,1,"Smith, Mr. Richard William",male,28,0,0,113056,26.0,A19,S 287 | 286,0,3,"Stankovic, Mr. Ivan",male,33,0,0,349239,8.6625,None,C 288 | 287,1,3,"de Mulder, Mr. Theodore",male,30,0,0,345774,9.5,None,S 289 | 288,0,3,"Naidenoff, Mr. Penko",male,22,0,0,349206,7.8958,None,S 290 | 289,1,2,"Hosono, Mr. Masabumi",male,42,0,0,237798,13.0,None,S 291 | 290,1,3,"Connolly, Miss. Kate",female,22,0,0,370373,7.75,None,Q 292 | 291,1,1,"Barber, Miss. Ellen ""Nellie""",female,26,0,0,19877,78.85,None,S 293 | 292,1,1,"Bishop, Mrs. Dickinson H (Helen Walton)",female,19,1,0,11967,91.0792,B49,C 294 | 293,0,2,"Levy, Mr. Rene Jacques",male,36,0,0,SC/Paris 2163,12.875,D,C 295 | 294,0,3,"Haas, Miss. Aloisia",female,24,0,0,349236,8.85,None,S 296 | 295,0,3,"Mineff, Mr. Ivan",male,24,0,0,349233,7.8958,None,S 297 | 296,0,1,"Lewy, Mr. Ervin G",male,28,0,0,PC 17612,27.7208,None,C 298 | 297,0,3,"Hanna, Mr. Mansour",male,23,0,0,2693,7.2292,None,C 299 | 298,0,1,"Allison, Miss. Helen Loraine",female,2,1,2,113781,151.55,C22 C26,S 300 | 299,1,1,"Saalfeld, Mr. Adolphe",male,28,0,0,19988,30.5,C106,S 301 | 300,1,1,"Baxter, Mrs. James (Helene DeLaudeniere Chaput)",female,50,0,1,PC 17558,247.5208,B58 B60,C 302 | 301,1,3,"Kelly, Miss. Anna Katherine ""Annie Kate""",female,28,0,0,9234,7.75,None,Q 303 | 302,1,3,"McCoy, Mr. Bernard",male,28,2,0,367226,23.25,None,Q 304 | 303,0,3,"Johnson, Mr. William Cahoone Jr",male,19,0,0,LINE,0.0,None,S 305 | 304,1,2,"Keane, Miss. Nora A",female,28,0,0,226593,12.35,E101,Q 306 | 305,0,3,"Williams, Mr. Howard Hugh ""Harry""",male,28,0,0,A/5 2466,8.05,None,S 307 | 306,1,1,"Allison, Master. Hudson Trevor",male,0,1,2,113781,151.55,C22 C26,S 308 | 307,1,1,"Fleming, Miss. Margaret",female,28,0,0,17421,110.8833,None,C 309 | 308,1,1,"Penasco y Castellana, Mrs. Victor de Satode (Maria Josefa Perez de Soto y Vallejo)",female,17,1,0,PC 17758,108.9,C65,C 310 | 309,0,2,"Abelson, Mr. Samuel",male,30,1,0,P/PP 3381,24.0,None,C 311 | 310,1,1,"Francatelli, Miss. Laura Mabel",female,30,0,0,PC 17485,56.9292,E36,C 312 | 311,1,1,"Hays, Miss. Margaret Bechstein",female,24,0,0,11767,83.1583,C54,C 313 | 312,1,1,"Ryerson, Miss. Emily Borie",female,18,2,2,PC 17608,262.375,B57 B59 B63 B66,C 314 | 313,0,2,"Lahtinen, Mrs. William (Anna Sylfven)",female,26,1,1,250651,26.0,None,S 315 | 314,0,3,"Hendekovic, Mr. Ignjac",male,28,0,0,349243,7.8958,None,S 316 | 315,0,2,"Hart, Mr. Benjamin",male,43,1,1,F.C.C. 13529,26.25,None,S 317 | 316,1,3,"Nilsson, Miss. Helmina Josefina",female,26,0,0,347470,7.8542,None,S 318 | 317,1,2,"Kantor, Mrs. Sinai (Miriam Sternin)",female,24,1,0,244367,26.0,None,S 319 | 318,0,2,"Moraweck, Dr. Ernest",male,54,0,0,29011,14.0,None,S 320 | 319,1,1,"Wick, Miss. Mary Natalie",female,31,0,2,36928,164.8667,C7,S 321 | 320,1,1,"Spedden, Mrs. Frederic Oakley (Margaretta Corning Stone)",female,40,1,1,16966,134.5,E34,C 322 | 321,0,3,"Dennis, Mr. Samuel",male,22,0,0,A/5 21172,7.25,None,S 323 | 322,0,3,"Danoff, Mr. Yoto",male,27,0,0,349219,7.8958,None,S 324 | 323,1,2,"Slayter, Miss. Hilda Mary",female,30,0,0,234818,12.35,None,Q 325 | 324,1,2,"Caldwell, Mrs. Albert Francis (Sylvia Mae Harbaugh)",female,22,1,1,248738,29.0,None,S 326 | 325,0,3,"Sage, Mr. George John Jr",male,28,8,2,CA. 2343,69.55,None,S 327 | 326,1,1,"Young, Miss. Marie Grice",female,36,0,0,PC 17760,135.6333,C32,C 328 | 327,0,3,"Nysveen, Mr. Johan Hansen",male,61,0,0,345364,6.2375,None,S 329 | 328,1,2,"Ball, Mrs. (Ada E Hall)",female,36,0,0,28551,13.0,D,S 330 | 329,1,3,"Goldsmith, Mrs. Frank John (Emily Alice Brown)",female,31,1,1,363291,20.525,None,S 331 | 330,1,1,"Hippach, Miss. Jean Gertrude",female,16,0,1,111361,57.9792,B18,C 332 | 331,1,3,"McCoy, Miss. Agnes",female,28,2,0,367226,23.25,None,Q 333 | 332,0,1,"Partner, Mr. Austen",male,45,0,0,113043,28.5,C124,S 334 | 333,0,1,"Graham, Mr. George Edward",male,38,0,1,PC 17582,153.4625,C91,S 335 | 334,0,3,"Vander Planke, Mr. Leo Edmondus",male,16,2,0,345764,18.0,None,S 336 | 335,1,1,"Frauenthal, Mrs. Henry William (Clara Heinsheimer)",female,28,1,0,PC 17611,133.65,None,S 337 | 336,0,3,"Denkoff, Mr. Mitto",male,28,0,0,349225,7.8958,None,S 338 | 337,0,1,"Pears, Mr. Thomas Clinton",male,29,1,0,113776,66.6,C2,S 339 | 338,1,1,"Burns, Miss. Elizabeth Margaret",female,41,0,0,16966,134.5,E40,C 340 | 339,1,3,"Dahl, Mr. Karl Edwart",male,45,0,0,7598,8.05,None,S 341 | 340,0,1,"Blackwell, Mr. Stephen Weart",male,45,0,0,113784,35.5,T,S 342 | 341,1,2,"Navratil, Master. Edmond Roger",male,2,1,1,230080,26.0,F2,S 343 | 342,1,1,"Fortune, Miss. Alice Elizabeth",female,24,3,2,19950,263.0,C23 C25 C27,S 344 | 343,0,2,"Collander, Mr. Erik Gustaf",male,28,0,0,248740,13.0,None,S 345 | 344,0,2,"Sedgwick, Mr. Charles Frederick Waddington",male,25,0,0,244361,13.0,None,S 346 | 345,0,2,"Fox, Mr. Stanley Hubert",male,36,0,0,229236,13.0,None,S 347 | 346,1,2,"Brown, Miss. Amelia ""Mildred""",female,24,0,0,248733,13.0,F33,S 348 | 347,1,2,"Smith, Miss. Marion Elsie",female,40,0,0,31418,13.0,None,S 349 | 348,1,3,"Davison, Mrs. Thomas Henry (Mary E Finck)",female,28,1,0,386525,16.1,None,S 350 | 349,1,3,"Coutts, Master. William Loch ""William""",male,3,1,1,C.A. 37671,15.9,None,S 351 | 350,0,3,"Dimic, Mr. Jovan",male,42,0,0,315088,8.6625,None,S 352 | 351,0,3,"Odahl, Mr. Nils Martin",male,23,0,0,7267,9.225,None,S 353 | 352,0,1,"Williams-Lambert, Mr. Fletcher Fellows",male,28,0,0,113510,35.0,C128,S 354 | 353,0,3,"Elias, Mr. Tannous",male,15,1,1,2695,7.2292,None,C 355 | 354,0,3,"Arnold-Franchi, Mr. Josef",male,25,1,0,349237,17.8,None,S 356 | 355,0,3,"Yousif, Mr. Wazli",male,28,0,0,2647,7.225,None,C 357 | 356,0,3,"Vanden Steen, Mr. Leo Peter",male,28,0,0,345783,9.5,None,S 358 | 357,1,1,"Bowerman, Miss. Elsie Edith",female,22,0,1,113505,55.0,E33,S 359 | 358,0,2,"Funk, Miss. Annie Clemmer",female,38,0,0,237671,13.0,None,S 360 | 359,1,3,"McGovern, Miss. Mary",female,28,0,0,330931,7.8792,None,Q 361 | 360,1,3,"Mockler, Miss. Helen Mary ""Ellie""",female,28,0,0,330980,7.8792,None,Q 362 | 361,0,3,"Skoog, Mr. Wilhelm",male,40,1,4,347088,27.9,None,S 363 | 362,0,2,"del Carlo, Mr. Sebastiano",male,29,1,0,SC/PARIS 2167,27.7208,None,C 364 | 363,0,3,"Barbara, Mrs. (Catherine David)",female,45,0,1,2691,14.4542,None,C 365 | 364,0,3,"Asim, Mr. Adola",male,35,0,0,SOTON/O.Q. 3101310,7.05,None,S 366 | 365,0,3,"O'Brien, Mr. Thomas",male,28,1,0,370365,15.5,None,Q 367 | 366,0,3,"Adahl, Mr. Mauritz Nils Martin",male,30,0,0,C 7076,7.25,None,S 368 | 367,1,1,"Warren, Mrs. Frank Manley (Anna Sophia Atkinson)",female,60,1,0,110813,75.25,D37,C 369 | 368,1,3,"Moussa, Mrs. (Mantoura Boulos)",female,28,0,0,2626,7.2292,None,C 370 | 369,1,3,"Jermyn, Miss. Annie",female,28,0,0,14313,7.75,None,Q 371 | 370,1,1,"Aubart, Mme. Leontine Pauline",female,24,0,0,PC 17477,69.3,B35,C 372 | 371,1,1,"Harder, Mr. George Achilles",male,25,1,0,11765,55.4417,E50,C 373 | 372,0,3,"Wiklund, Mr. Jakob Alfred",male,18,1,0,3101267,6.4958,None,S 374 | 373,0,3,"Beavan, Mr. William Thomas",male,19,0,0,323951,8.05,None,S 375 | 374,0,1,"Ringhini, Mr. Sante",male,22,0,0,PC 17760,135.6333,None,C 376 | 375,0,3,"Palsson, Miss. Stina Viola",female,3,3,1,349909,21.075,None,S 377 | 376,1,1,"Meyer, Mrs. Edgar Joseph (Leila Saks)",female,28,1,0,PC 17604,82.1708,None,C 378 | 377,1,3,"Landergren, Miss. Aurora Adelia",female,22,0,0,C 7077,7.25,None,S 379 | 378,0,1,"Widener, Mr. Harry Elkins",male,27,0,2,113503,211.5,C82,C 380 | 379,0,3,"Betros, Mr. Tannous",male,20,0,0,2648,4.0125,None,C 381 | 380,0,3,"Gustafsson, Mr. Karl Gideon",male,19,0,0,347069,7.775,None,S 382 | 381,1,1,"Bidois, Miss. Rosalie",female,42,0,0,PC 17757,227.525,None,C 383 | 382,1,3,"Nakid, Miss. Maria (""Mary"")",female,1,0,2,2653,15.7417,None,C 384 | 383,0,3,"Tikkanen, Mr. Juho",male,32,0,0,STON/O 2. 3101293,7.925,None,S 385 | 384,1,1,"Holverson, Mrs. Alexander Oskar (Mary Aline Towner)",female,35,1,0,113789,52.0,None,S 386 | 385,0,3,"Plotcharsky, Mr. Vasil",male,28,0,0,349227,7.8958,None,S 387 | 386,0,2,"Davies, Mr. Charles Henry",male,18,0,0,S.O.C. 14879,73.5,None,S 388 | 387,0,3,"Goodwin, Master. Sidney Leonard",male,1,5,2,CA 2144,46.9,None,S 389 | 388,1,2,"Buss, Miss. Kate",female,36,0,0,27849,13.0,None,S 390 | 389,0,3,"Sadlier, Mr. Matthew",male,28,0,0,367655,7.7292,None,Q 391 | 390,1,2,"Lehmann, Miss. Bertha",female,17,0,0,SC 1748,12.0,None,C 392 | 391,1,1,"Carter, Mr. William Ernest",male,36,1,2,113760,120.0,B96 B98,S 393 | 392,1,3,"Jansson, Mr. Carl Olof",male,21,0,0,350034,7.7958,None,S 394 | 393,0,3,"Gustafsson, Mr. Johan Birger",male,28,2,0,3101277,7.925,None,S 395 | 394,1,1,"Newell, Miss. Marjorie",female,23,1,0,35273,113.275,D36,C 396 | 395,1,3,"Sandstrom, Mrs. Hjalmar (Agnes Charlotta Bengtsson)",female,24,0,2,PP 9549,16.7,G6,S 397 | 396,0,3,"Johansson, Mr. Erik",male,22,0,0,350052,7.7958,None,S 398 | 397,0,3,"Olsson, Miss. Elina",female,31,0,0,350407,7.8542,None,S 399 | 398,0,2,"McKane, Mr. Peter David",male,46,0,0,28403,26.0,None,S 400 | 399,0,2,"Pain, Dr. Alfred",male,23,0,0,244278,10.5,None,S 401 | 400,1,2,"Trout, Mrs. William H (Jessie L)",female,28,0,0,240929,12.65,None,S 402 | 401,1,3,"Niskanen, Mr. Juha",male,39,0,0,STON/O 2. 3101289,7.925,None,S 403 | 402,0,3,"Adams, Mr. John",male,26,0,0,341826,8.05,None,S 404 | 403,0,3,"Jussila, Miss. Mari Aina",female,21,1,0,4137,9.825,None,S 405 | 404,0,3,"Hakkarainen, Mr. Pekka Pietari",male,28,1,0,STON/O2. 3101279,15.85,None,S 406 | 405,0,3,"Oreskovic, Miss. Marija",female,20,0,0,315096,8.6625,None,S 407 | 406,0,2,"Gale, Mr. Shadrach",male,34,1,0,28664,21.0,None,S 408 | 407,0,3,"Widegren, Mr. Carl/Charles Peter",male,51,0,0,347064,7.75,None,S 409 | 408,1,2,"Richards, Master. William Rowe",male,3,1,1,29106,18.75,None,S 410 | 409,0,3,"Birkeland, Mr. Hans Martin Monsen",male,21,0,0,312992,7.775,None,S 411 | 410,0,3,"Lefebre, Miss. Ida",female,28,3,1,4133,25.4667,None,S 412 | 411,0,3,"Sdycoff, Mr. Todor",male,28,0,0,349222,7.8958,None,S 413 | 412,0,3,"Hart, Mr. Henry",male,28,0,0,394140,6.8583,None,Q 414 | 413,1,1,"Minahan, Miss. Daisy E",female,33,1,0,19928,90.0,C78,Q 415 | 414,0,2,"Cunningham, Mr. Alfred Fleming",male,28,0,0,239853,0.0,None,S 416 | 415,1,3,"Sundman, Mr. Johan Julian",male,44,0,0,STON/O 2. 3101269,7.925,None,S 417 | 416,0,3,"Meek, Mrs. Thomas (Annie Louise Rowley)",female,28,0,0,343095,8.05,None,S 418 | 417,1,2,"Drew, Mrs. James Vivian (Lulu Thorne Christian)",female,34,1,1,28220,32.5,None,S 419 | 418,1,2,"Silven, Miss. Lyyli Karoliina",female,18,0,2,250652,13.0,None,S 420 | 419,0,2,"Matthews, Mr. William John",male,30,0,0,28228,13.0,None,S 421 | 420,0,3,"Van Impe, Miss. Catharina",female,10,0,2,345773,24.15,None,S 422 | 421,0,3,"Gheorgheff, Mr. Stanio",male,28,0,0,349254,7.8958,None,C 423 | 422,0,3,"Charters, Mr. David",male,21,0,0,A/5. 13032,7.7333,None,Q 424 | 423,0,3,"Zimmerman, Mr. Leo",male,29,0,0,315082,7.875,None,S 425 | 424,0,3,"Danbom, Mrs. Ernst Gilbert (Anna Sigrid Maria Brogren)",female,28,1,1,347080,14.4,None,S 426 | 425,0,3,"Rosblom, Mr. Viktor Richard",male,18,1,1,370129,20.2125,None,S 427 | 426,0,3,"Wiseman, Mr. Phillippe",male,28,0,0,A/4. 34244,7.25,None,S 428 | 427,1,2,"Clarke, Mrs. Charles V (Ada Maria Winfield)",female,28,1,0,2003,26.0,None,S 429 | 428,1,2,"Phillips, Miss. Kate Florence (""Mrs Kate Louise Phillips Marshall"")",female,19,0,0,250655,26.0,None,S 430 | 429,0,3,"Flynn, Mr. James",male,28,0,0,364851,7.75,None,Q 431 | 430,1,3,"Pickard, Mr. Berk (Berk Trembisky)",male,32,0,0,SOTON/O.Q. 392078,8.05,E10,S 432 | 431,1,1,"Bjornstrom-Steffansson, Mr. Mauritz Hakan",male,28,0,0,110564,26.55,C52,S 433 | 432,1,3,"Thorneycroft, Mrs. Percival (Florence Kate White)",female,28,1,0,376564,16.1,None,S 434 | 433,1,2,"Louch, Mrs. Charles Alexander (Alice Adelaide Slow)",female,42,1,0,SC/AH 3085,26.0,None,S 435 | 434,0,3,"Kallio, Mr. Nikolai Erland",male,17,0,0,STON/O 2. 3101274,7.125,None,S 436 | 435,0,1,"Silvey, Mr. William Baird",male,50,1,0,13507,55.9,E44,S 437 | 436,1,1,"Carter, Miss. Lucile Polk",female,14,1,2,113760,120.0,B96 B98,S 438 | 437,0,3,"Ford, Miss. Doolina Margaret ""Daisy""",female,21,2,2,W./C. 6608,34.375,None,S 439 | 438,1,2,"Richards, Mrs. Sidney (Emily Hocking)",female,24,2,3,29106,18.75,None,S 440 | 439,0,1,"Fortune, Mr. Mark",male,64,1,4,19950,263.0,C23 C25 C27,S 441 | 440,0,2,"Kvillner, Mr. Johan Henrik Johannesson",male,31,0,0,C.A. 18723,10.5,None,S 442 | 441,1,2,"Hart, Mrs. Benjamin (Esther Ada Bloomfield)",female,45,1,1,F.C.C. 13529,26.25,None,S 443 | 442,0,3,"Hampe, Mr. Leon",male,20,0,0,345769,9.5,None,S 444 | 443,0,3,"Petterson, Mr. Johan Emil",male,25,1,0,347076,7.775,None,S 445 | 444,1,2,"Reynaldo, Ms. Encarnacion",female,28,0,0,230434,13.0,None,S 446 | 445,1,3,"Johannesen-Bratthammer, Mr. Bernt",male,28,0,0,65306,8.1125,None,S 447 | 446,1,1,"Dodge, Master. Washington",male,4,0,2,33638,81.8583,A34,S 448 | 447,1,2,"Mellinger, Miss. Madeleine Violet",female,13,0,1,250644,19.5,None,S 449 | 448,1,1,"Seward, Mr. Frederic Kimber",male,34,0,0,113794,26.55,None,S 450 | 449,1,3,"Baclini, Miss. Marie Catherine",female,5,2,1,2666,19.2583,None,C 451 | 450,1,1,"Peuchen, Major. Arthur Godfrey",male,52,0,0,113786,30.5,C104,S 452 | 451,0,2,"West, Mr. Edwy Arthur",male,36,1,2,C.A. 34651,27.75,None,S 453 | 452,0,3,"Hagland, Mr. Ingvald Olai Olsen",male,28,1,0,65303,19.9667,None,S 454 | 453,0,1,"Foreman, Mr. Benjamin Laventall",male,30,0,0,113051,27.75,C111,C 455 | 454,1,1,"Goldenberg, Mr. Samuel L",male,49,1,0,17453,89.1042,C92,C 456 | 455,0,3,"Peduzzi, Mr. Joseph",male,28,0,0,A/5 2817,8.05,None,S 457 | 456,1,3,"Jalsevac, Mr. Ivan",male,29,0,0,349240,7.8958,None,C 458 | 457,0,1,"Millet, Mr. Francis Davis",male,65,0,0,13509,26.55,E38,S 459 | 458,1,1,"Kenyon, Mrs. Frederick R (Marion)",female,28,1,0,17464,51.8625,D21,S 460 | 459,1,2,"Toomey, Miss. Ellen",female,50,0,0,F.C.C. 13531,10.5,None,S 461 | 460,0,3,"O'Connor, Mr. Maurice",male,28,0,0,371060,7.75,None,Q 462 | 461,1,1,"Anderson, Mr. Harry",male,48,0,0,19952,26.55,E12,S 463 | 462,0,3,"Morley, Mr. William",male,34,0,0,364506,8.05,None,S 464 | 463,0,1,"Gee, Mr. Arthur H",male,47,0,0,111320,38.5,E63,S 465 | 464,0,2,"Milling, Mr. Jacob Christian",male,48,0,0,234360,13.0,None,S 466 | 465,0,3,"Maisner, Mr. Simon",male,28,0,0,A/S 2816,8.05,None,S 467 | 466,0,3,"Goncalves, Mr. Manuel Estanslas",male,38,0,0,SOTON/O.Q. 3101306,7.05,None,S 468 | 467,0,2,"Campbell, Mr. William",male,28,0,0,239853,0.0,None,S 469 | 468,0,1,"Smart, Mr. John Montgomery",male,56,0,0,113792,26.55,None,S 470 | 469,0,3,"Scanlan, Mr. James",male,28,0,0,36209,7.725,None,Q 471 | 470,1,3,"Baclini, Miss. Helene Barbara",female,0,2,1,2666,19.2583,None,C 472 | 471,0,3,"Keefe, Mr. Arthur",male,28,0,0,323592,7.25,None,S 473 | 472,0,3,"Cacic, Mr. Luka",male,38,0,0,315089,8.6625,None,S 474 | 473,1,2,"West, Mrs. Edwy Arthur (Ada Mary Worth)",female,33,1,2,C.A. 34651,27.75,None,S 475 | 474,1,2,"Jerwan, Mrs. Amin S (Marie Marthe Thuillard)",female,23,0,0,SC/AH Basle 541,13.7917,D,C 476 | 475,0,3,"Strandberg, Miss. Ida Sofia",female,22,0,0,7553,9.8375,None,S 477 | 476,0,1,"Clifford, Mr. George Quincy",male,28,0,0,110465,52.0,A14,S 478 | 477,0,2,"Renouf, Mr. Peter Henry",male,34,1,0,31027,21.0,None,S 479 | 478,0,3,"Braund, Mr. Lewis Richard",male,29,1,0,3460,7.0458,None,S 480 | 479,0,3,"Karlsson, Mr. Nils August",male,22,0,0,350060,7.5208,None,S 481 | 480,1,3,"Hirvonen, Miss. Hildur E",female,2,0,1,3101298,12.2875,None,S 482 | 481,0,3,"Goodwin, Master. Harold Victor",male,9,5,2,CA 2144,46.9,None,S 483 | 482,0,2,"Frost, Mr. Anthony Wood ""Archie""",male,28,0,0,239854,0.0,None,S 484 | 483,0,3,"Rouse, Mr. Richard Henry",male,50,0,0,A/5 3594,8.05,None,S 485 | 484,1,3,"Turkula, Mrs. (Hedwig)",female,63,0,0,4134,9.5875,None,S 486 | 485,1,1,"Bishop, Mr. Dickinson H",male,25,1,0,11967,91.0792,B49,C 487 | 486,0,3,"Lefebre, Miss. Jeannie",female,28,3,1,4133,25.4667,None,S 488 | 487,1,1,"Hoyt, Mrs. Frederick Maxfield (Jane Anne Forby)",female,35,1,0,19943,90.0,C93,S 489 | 488,0,1,"Kent, Mr. Edward Austin",male,58,0,0,11771,29.7,B37,C 490 | 489,0,3,"Somerton, Mr. Francis William",male,30,0,0,A.5. 18509,8.05,None,S 491 | 490,1,3,"Coutts, Master. Eden Leslie ""Neville""",male,9,1,1,C.A. 37671,15.9,None,S 492 | 491,0,3,"Hagland, Mr. Konrad Mathias Reiersen",male,28,1,0,65304,19.9667,None,S 493 | 492,0,3,"Windelov, Mr. Einar",male,21,0,0,SOTON/OQ 3101317,7.25,None,S 494 | 493,0,1,"Molson, Mr. Harry Markland",male,55,0,0,113787,30.5,C30,S 495 | 494,0,1,"Artagaveytia, Mr. Ramon",male,71,0,0,PC 17609,49.5042,None,C 496 | 495,0,3,"Stanley, Mr. Edward Roland",male,21,0,0,A/4 45380,8.05,None,S 497 | 496,0,3,"Yousseff, Mr. Gerious",male,28,0,0,2627,14.4583,None,C 498 | 497,1,1,"Eustis, Miss. Elizabeth Mussey",female,54,1,0,36947,78.2667,D20,C 499 | 498,0,3,"Shellard, Mr. Frederick William",male,28,0,0,C.A. 6212,15.1,None,S 500 | 499,0,1,"Allison, Mrs. Hudson J C (Bessie Waldo Daniels)",female,25,1,2,113781,151.55,C22 C26,S 501 | 500,0,3,"Svensson, Mr. Olof",male,24,0,0,350035,7.7958,None,S 502 | 501,0,3,"Calic, Mr. Petar",male,17,0,0,315086,8.6625,None,S 503 | 502,0,3,"Canavan, Miss. Mary",female,21,0,0,364846,7.75,None,Q 504 | 503,0,3,"O'Sullivan, Miss. Bridget Mary",female,28,0,0,330909,7.6292,None,Q 505 | 504,0,3,"Laitinen, Miss. Kristina Sofia",female,37,0,0,4135,9.5875,None,S 506 | 505,1,1,"Maioni, Miss. Roberta",female,16,0,0,110152,86.5,B79,S 507 | 506,0,1,"Penasco y Castellana, Mr. Victor de Satode",male,18,1,0,PC 17758,108.9,C65,C 508 | 507,1,2,"Quick, Mrs. Frederick Charles (Jane Richards)",female,33,0,2,26360,26.0,None,S 509 | 508,1,1,"Bradley, Mr. George (""George Arthur Brayton"")",male,28,0,0,111427,26.55,None,S 510 | 509,0,3,"Olsen, Mr. Henry Margido",male,28,0,0,C 4001,22.525,None,S 511 | 510,1,3,"Lang, Mr. Fang",male,26,0,0,1601,56.4958,None,S 512 | 511,1,3,"Daly, Mr. Eugene Patrick",male,29,0,0,382651,7.75,None,Q 513 | 512,0,3,"Webber, Mr. James",male,28,0,0,SOTON/OQ 3101316,8.05,None,S 514 | 513,1,1,"McGough, Mr. James Robert",male,36,0,0,PC 17473,26.2875,E25,S 515 | 514,1,1,"Rothschild, Mrs. Martin (Elizabeth L. Barrett)",female,54,1,0,PC 17603,59.4,None,C 516 | 515,0,3,"Coleff, Mr. Satio",male,24,0,0,349209,7.4958,None,S 517 | 516,0,1,"Walker, Mr. William Anderson",male,47,0,0,36967,34.0208,D46,S 518 | 517,1,2,"Lemore, Mrs. (Amelia Milley)",female,34,0,0,C.A. 34260,10.5,F33,S 519 | 518,0,3,"Ryan, Mr. Patrick",male,28,0,0,371110,24.15,None,Q 520 | 519,1,2,"Angle, Mrs. William A (Florence ""Mary"" Agnes Hughes)",female,36,1,0,226875,26.0,None,S 521 | 520,0,3,"Pavlovic, Mr. Stefo",male,32,0,0,349242,7.8958,None,S 522 | 521,1,1,"Perreault, Miss. Anne",female,30,0,0,12749,93.5,B73,S 523 | 522,0,3,"Vovk, Mr. Janko",male,22,0,0,349252,7.8958,None,S 524 | 523,0,3,"Lahoud, Mr. Sarkis",male,28,0,0,2624,7.225,None,C 525 | 524,1,1,"Hippach, Mrs. Louis Albert (Ida Sophia Fischer)",female,44,0,1,111361,57.9792,B18,C 526 | 525,0,3,"Kassem, Mr. Fared",male,28,0,0,2700,7.2292,None,C 527 | 526,0,3,"Farrell, Mr. James",male,40,0,0,367232,7.75,None,Q 528 | 527,1,2,"Ridsdale, Miss. Lucy",female,50,0,0,W./C. 14258,10.5,None,S 529 | 528,0,1,"Farthing, Mr. John",male,28,0,0,PC 17483,221.7792,C95,S 530 | 529,0,3,"Salonen, Mr. Johan Werner",male,39,0,0,3101296,7.925,None,S 531 | 530,0,2,"Hocking, Mr. Richard George",male,23,2,1,29104,11.5,None,S 532 | 531,1,2,"Quick, Miss. Phyllis May",female,2,1,1,26360,26.0,None,S 533 | 532,0,3,"Toufik, Mr. Nakli",male,28,0,0,2641,7.2292,None,C 534 | 533,0,3,"Elias, Mr. Joseph Jr",male,17,1,1,2690,7.2292,None,C 535 | 534,1,3,"Peter, Mrs. Catherine (Catherine Rizk)",female,28,0,2,2668,22.3583,None,C 536 | 535,0,3,"Cacic, Miss. Marija",female,30,0,0,315084,8.6625,None,S 537 | 536,1,2,"Hart, Miss. Eva Miriam",female,7,0,2,F.C.C. 13529,26.25,None,S 538 | 537,0,1,"Butt, Major. Archibald Willingham",male,45,0,0,113050,26.55,B38,S 539 | 538,1,1,"LeRoy, Miss. Bertha",female,30,0,0,PC 17761,106.425,None,C 540 | 539,0,3,"Risien, Mr. Samuel Beard",male,28,0,0,364498,14.5,None,S 541 | 540,1,1,"Frolicher, Miss. Hedwig Margaritha",female,22,0,2,13568,49.5,B39,C 542 | 541,1,1,"Crosby, Miss. Harriet R",female,36,0,2,WE/P 5735,71.0,B22,S 543 | 542,0,3,"Andersson, Miss. Ingeborg Constanzia",female,9,4,2,347082,31.275,None,S 544 | 543,0,3,"Andersson, Miss. Sigrid Elisabeth",female,11,4,2,347082,31.275,None,S 545 | 544,1,2,"Beane, Mr. Edward",male,32,1,0,2908,26.0,None,S 546 | 545,0,1,"Douglas, Mr. Walter Donald",male,50,1,0,PC 17761,106.425,C86,C 547 | 546,0,1,"Nicholson, Mr. Arthur Ernest",male,64,0,0,693,26.0,None,S 548 | 547,1,2,"Beane, Mrs. Edward (Ethel Clarke)",female,19,1,0,2908,26.0,None,S 549 | 548,1,2,"Padro y Manent, Mr. Julian",male,28,0,0,SC/PARIS 2146,13.8625,None,C 550 | 549,0,3,"Goldsmith, Mr. Frank John",male,33,1,1,363291,20.525,None,S 551 | 550,1,2,"Davies, Master. John Morgan Jr",male,8,1,1,C.A. 33112,36.75,None,S 552 | 551,1,1,"Thayer, Mr. John Borland Jr",male,17,0,2,17421,110.8833,C70,C 553 | 552,0,2,"Sharp, Mr. Percival James R",male,27,0,0,244358,26.0,None,S 554 | 553,0,3,"O'Brien, Mr. Timothy",male,28,0,0,330979,7.8292,None,Q 555 | 554,1,3,"Leeni, Mr. Fahim (""Philip Zenni"")",male,22,0,0,2620,7.225,None,C 556 | 555,1,3,"Ohman, Miss. Velin",female,22,0,0,347085,7.775,None,S 557 | 556,0,1,"Wright, Mr. George",male,62,0,0,113807,26.55,None,S 558 | 557,1,1,"Duff Gordon, Lady. (Lucille Christiana Sutherland) (""Mrs Morgan"")",female,48,1,0,11755,39.6,A16,C 559 | 558,0,1,"Robbins, Mr. Victor",male,28,0,0,PC 17757,227.525,None,C 560 | 559,1,1,"Taussig, Mrs. Emil (Tillie Mandelbaum)",female,39,1,1,110413,79.65,E67,S 561 | 560,1,3,"de Messemaeker, Mrs. Guillaume Joseph (Emma)",female,36,1,0,345572,17.4,None,S 562 | 561,0,3,"Morrow, Mr. Thomas Rowan",male,28,0,0,372622,7.75,None,Q 563 | 562,0,3,"Sivic, Mr. Husein",male,40,0,0,349251,7.8958,None,S 564 | 563,0,2,"Norman, Mr. Robert Douglas",male,28,0,0,218629,13.5,None,S 565 | 564,0,3,"Simmons, Mr. John",male,28,0,0,SOTON/OQ 392082,8.05,None,S 566 | 565,0,3,"Meanwell, Miss. (Marion Ogden)",female,28,0,0,SOTON/O.Q. 392087,8.05,None,S 567 | 566,0,3,"Davies, Mr. Alfred J",male,24,2,0,A/4 48871,24.15,None,S 568 | 567,0,3,"Stoytcheff, Mr. Ilia",male,19,0,0,349205,7.8958,None,S 569 | 568,0,3,"Palsson, Mrs. Nils (Alma Cornelia Berglund)",female,29,0,4,349909,21.075,None,S 570 | 569,0,3,"Doharr, Mr. Tannous",male,28,0,0,2686,7.2292,None,C 571 | 570,1,3,"Jonsson, Mr. Carl",male,32,0,0,350417,7.8542,None,S 572 | 571,1,2,"Harris, Mr. George",male,62,0,0,S.W./PP 752,10.5,None,S 573 | 572,1,1,"Appleton, Mrs. Edward Dale (Charlotte Lamson)",female,53,2,0,11769,51.4792,C101,S 574 | 573,1,1,"Flynn, Mr. John Irwin (""Irving"")",male,36,0,0,PC 17474,26.3875,E25,S 575 | 574,1,3,"Kelly, Miss. Mary",female,28,0,0,14312,7.75,None,Q 576 | 575,0,3,"Rush, Mr. Alfred George John",male,16,0,0,A/4. 20589,8.05,None,S 577 | 576,0,3,"Patchett, Mr. George",male,19,0,0,358585,14.5,None,S 578 | 577,1,2,"Garside, Miss. Ethel",female,34,0,0,243880,13.0,None,S 579 | 578,1,1,"Silvey, Mrs. William Baird (Alice Munger)",female,39,1,0,13507,55.9,E44,S 580 | 579,0,3,"Caram, Mrs. Joseph (Maria Elias)",female,28,1,0,2689,14.4583,None,C 581 | 580,1,3,"Jussila, Mr. Eiriik",male,32,0,0,STON/O 2. 3101286,7.925,None,S 582 | 581,1,2,"Christy, Miss. Julie Rachel",female,25,1,1,237789,30.0,None,S 583 | 582,1,1,"Thayer, Mrs. John Borland (Marian Longstreth Morris)",female,39,1,1,17421,110.8833,C68,C 584 | 583,0,2,"Downton, Mr. William James",male,54,0,0,28403,26.0,None,S 585 | 584,0,1,"Ross, Mr. John Hugo",male,36,0,0,13049,40.125,A10,C 586 | 585,0,3,"Paulner, Mr. Uscher",male,28,0,0,3411,8.7125,None,C 587 | 586,1,1,"Taussig, Miss. Ruth",female,18,0,2,110413,79.65,E68,S 588 | 587,0,2,"Jarvis, Mr. John Denzil",male,47,0,0,237565,15.0,None,S 589 | 588,1,1,"Frolicher-Stehli, Mr. Maxmillian",male,60,1,1,13567,79.2,B41,C 590 | 589,0,3,"Gilinski, Mr. Eliezer",male,22,0,0,14973,8.05,None,S 591 | 590,0,3,"Murdlin, Mr. Joseph",male,28,0,0,A./5. 3235,8.05,None,S 592 | 591,0,3,"Rintamaki, Mr. Matti",male,35,0,0,STON/O 2. 3101273,7.125,None,S 593 | 592,1,1,"Stephenson, Mrs. Walter Bertram (Martha Eustis)",female,52,1,0,36947,78.2667,D20,C 594 | 593,0,3,"Elsbury, Mr. William James",male,47,0,0,A/5 3902,7.25,None,S 595 | 594,0,3,"Bourke, Miss. Mary",female,28,0,2,364848,7.75,None,Q 596 | 595,0,2,"Chapman, Mr. John Henry",male,37,1,0,SC/AH 29037,26.0,None,S 597 | 596,0,3,"Van Impe, Mr. Jean Baptiste",male,36,1,1,345773,24.15,None,S 598 | 597,1,2,"Leitch, Miss. Jessie Wills",female,28,0,0,248727,33.0,None,S 599 | 598,0,3,"Johnson, Mr. Alfred",male,49,0,0,LINE,0.0,None,S 600 | 599,0,3,"Boulos, Mr. Hanna",male,28,0,0,2664,7.225,None,C 601 | 600,1,1,"Duff Gordon, Sir. Cosmo Edmund (""Mr Morgan"")",male,49,1,0,PC 17485,56.9292,A20,C 602 | 601,1,2,"Jacobsohn, Mrs. Sidney Samuel (Amy Frances Christy)",female,24,2,1,243847,27.0,None,S 603 | 602,0,3,"Slabenoff, Mr. Petco",male,28,0,0,349214,7.8958,None,S 604 | 603,0,1,"Harrington, Mr. Charles H",male,28,0,0,113796,42.4,None,S 605 | 604,0,3,"Torber, Mr. Ernst William",male,44,0,0,364511,8.05,None,S 606 | 605,1,1,"Homer, Mr. Harry (""Mr E Haven"")",male,35,0,0,111426,26.55,None,C 607 | 606,0,3,"Lindell, Mr. Edvard Bengtsson",male,36,1,0,349910,15.55,None,S 608 | 607,0,3,"Karaic, Mr. Milan",male,30,0,0,349246,7.8958,None,S 609 | 608,1,1,"Daniel, Mr. Robert Williams",male,27,0,0,113804,30.5,None,S 610 | 609,1,2,"Laroche, Mrs. Joseph (Juliette Marie Louise Lafargue)",female,22,1,2,SC/Paris 2123,41.5792,None,C 611 | 610,1,1,"Shutes, Miss. Elizabeth W",female,40,0,0,PC 17582,153.4625,C125,S 612 | 611,0,3,"Andersson, Mrs. Anders Johan (Alfrida Konstantia Brogren)",female,39,1,5,347082,31.275,None,S 613 | 612,0,3,"Jardin, Mr. Jose Neto",male,28,0,0,SOTON/O.Q. 3101305,7.05,None,S 614 | 613,1,3,"Murphy, Miss. Margaret Jane",female,28,1,0,367230,15.5,None,Q 615 | 614,0,3,"Horgan, Mr. John",male,28,0,0,370377,7.75,None,Q 616 | 615,0,3,"Brocklebank, Mr. William Alfred",male,35,0,0,364512,8.05,None,S 617 | 616,1,2,"Herman, Miss. Alice",female,24,1,2,220845,65.0,None,S 618 | 617,0,3,"Danbom, Mr. Ernst Gilbert",male,34,1,1,347080,14.4,None,S 619 | 618,0,3,"Lobb, Mrs. William Arthur (Cordelia K Stanlick)",female,26,1,0,A/5. 3336,16.1,None,S 620 | 619,1,2,"Becker, Miss. Marion Louise",female,4,2,1,230136,39.0,F4,S 621 | 620,0,2,"Gavey, Mr. Lawrence",male,26,0,0,31028,10.5,None,S 622 | 621,0,3,"Yasbeck, Mr. Antoni",male,27,1,0,2659,14.4542,None,C 623 | 622,1,1,"Kimball, Mr. Edwin Nelson Jr",male,42,1,0,11753,52.5542,D19,S 624 | 623,1,3,"Nakid, Mr. Sahid",male,20,1,1,2653,15.7417,None,C 625 | 624,0,3,"Hansen, Mr. Henry Damsgaard",male,21,0,0,350029,7.8542,None,S 626 | 625,0,3,"Bowen, Mr. David John ""Dai""",male,21,0,0,54636,16.1,None,S 627 | 626,0,1,"Sutton, Mr. Frederick",male,61,0,0,36963,32.3208,D50,S 628 | 627,0,2,"Kirkland, Rev. Charles Leonard",male,57,0,0,219533,12.35,None,Q 629 | 628,1,1,"Longley, Miss. Gretchen Fiske",female,21,0,0,13502,77.9583,D9,S 630 | 629,0,3,"Bostandyeff, Mr. Guentcho",male,26,0,0,349224,7.8958,None,S 631 | 630,0,3,"O'Connell, Mr. Patrick D",male,28,0,0,334912,7.7333,None,Q 632 | 631,1,1,"Barkworth, Mr. Algernon Henry Wilson",male,80,0,0,27042,30.0,A23,S 633 | 632,0,3,"Lundahl, Mr. Johan Svensson",male,51,0,0,347743,7.0542,None,S 634 | 633,1,1,"Stahelin-Maeglin, Dr. Max",male,32,0,0,13214,30.5,B50,C 635 | 634,0,1,"Parr, Mr. William Henry Marsh",male,28,0,0,112052,0.0,None,S 636 | 635,0,3,"Skoog, Miss. Mabel",female,9,3,2,347088,27.9,None,S 637 | 636,1,2,"Davis, Miss. Mary",female,28,0,0,237668,13.0,None,S 638 | 637,0,3,"Leinonen, Mr. Antti Gustaf",male,32,0,0,STON/O 2. 3101292,7.925,None,S 639 | 638,0,2,"Collyer, Mr. Harvey",male,31,1,1,C.A. 31921,26.25,None,S 640 | 639,0,3,"Panula, Mrs. Juha (Maria Emilia Ojala)",female,41,0,5,3101295,39.6875,None,S 641 | 640,0,3,"Thorneycroft, Mr. Percival",male,28,1,0,376564,16.1,None,S 642 | 641,0,3,"Jensen, Mr. Hans Peder",male,20,0,0,350050,7.8542,None,S 643 | 642,1,1,"Sagesser, Mlle. Emma",female,24,0,0,PC 17477,69.3,B35,C 644 | 643,0,3,"Skoog, Miss. Margit Elizabeth",female,2,3,2,347088,27.9,None,S 645 | 644,1,3,"Foo, Mr. Choong",male,28,0,0,1601,56.4958,None,S 646 | 645,1,3,"Baclini, Miss. Eugenie",female,0,2,1,2666,19.2583,None,C 647 | 646,1,1,"Harper, Mr. Henry Sleeper",male,48,1,0,PC 17572,76.7292,D33,C 648 | 647,0,3,"Cor, Mr. Liudevit",male,19,0,0,349231,7.8958,None,S 649 | 648,1,1,"Simonius-Blumer, Col. Oberst Alfons",male,56,0,0,13213,35.5,A26,C 650 | 649,0,3,"Willey, Mr. Edward",male,28,0,0,S.O./P.P. 751,7.55,None,S 651 | 650,1,3,"Stanley, Miss. Amy Zillah Elsie",female,23,0,0,CA. 2314,7.55,None,S 652 | 651,0,3,"Mitkoff, Mr. Mito",male,28,0,0,349221,7.8958,None,S 653 | 652,1,2,"Doling, Miss. Elsie",female,18,0,1,231919,23.0,None,S 654 | 653,0,3,"Kalvik, Mr. Johannes Halvorsen",male,21,0,0,8475,8.4333,None,S 655 | 654,1,3,"O'Leary, Miss. Hanora ""Norah""",female,28,0,0,330919,7.8292,None,Q 656 | 655,0,3,"Hegarty, Miss. Hanora ""Nora""",female,18,0,0,365226,6.75,None,Q 657 | 656,0,2,"Hickman, Mr. Leonard Mark",male,24,2,0,S.O.C. 14879,73.5,None,S 658 | 657,0,3,"Radeff, Mr. Alexander",male,28,0,0,349223,7.8958,None,S 659 | 658,0,3,"Bourke, Mrs. John (Catherine)",female,32,1,1,364849,15.5,None,Q 660 | 659,0,2,"Eitemiller, Mr. George Floyd",male,23,0,0,29751,13.0,None,S 661 | 660,0,1,"Newell, Mr. Arthur Webster",male,58,0,2,35273,113.275,D48,C 662 | 661,1,1,"Frauenthal, Dr. Henry William",male,50,2,0,PC 17611,133.65,None,S 663 | 662,0,3,"Badt, Mr. Mohamed",male,40,0,0,2623,7.225,None,C 664 | 663,0,1,"Colley, Mr. Edward Pomeroy",male,47,0,0,5727,25.5875,E58,S 665 | 664,0,3,"Coleff, Mr. Peju",male,36,0,0,349210,7.4958,None,S 666 | 665,1,3,"Lindqvist, Mr. Eino William",male,20,1,0,STON/O 2. 3101285,7.925,None,S 667 | 666,0,2,"Hickman, Mr. Lewis",male,32,2,0,S.O.C. 14879,73.5,None,S 668 | 667,0,2,"Butler, Mr. Reginald Fenton",male,25,0,0,234686,13.0,None,S 669 | 668,0,3,"Rommetvedt, Mr. Knud Paust",male,28,0,0,312993,7.775,None,S 670 | 669,0,3,"Cook, Mr. Jacob",male,43,0,0,A/5 3536,8.05,None,S 671 | 670,1,1,"Taylor, Mrs. Elmer Zebley (Juliet Cummins Wright)",female,28,1,0,19996,52.0,C126,S 672 | 671,1,2,"Brown, Mrs. Thomas William Solomon (Elizabeth Catherine Ford)",female,40,1,1,29750,39.0,None,S 673 | 672,0,1,"Davidson, Mr. Thornton",male,31,1,0,F.C. 12750,52.0,B71,S 674 | 673,0,2,"Mitchell, Mr. Henry Michael",male,70,0,0,C.A. 24580,10.5,None,S 675 | 674,1,2,"Wilhelms, Mr. Charles",male,31,0,0,244270,13.0,None,S 676 | 675,0,2,"Watson, Mr. Ennis Hastings",male,28,0,0,239856,0.0,None,S 677 | 676,0,3,"Edvardsson, Mr. Gustaf Hjalmar",male,18,0,0,349912,7.775,None,S 678 | 677,0,3,"Sawyer, Mr. Frederick Charles",male,24,0,0,342826,8.05,None,S 679 | 678,1,3,"Turja, Miss. Anna Sofia",female,18,0,0,4138,9.8417,None,S 680 | 679,0,3,"Goodwin, Mrs. Frederick (Augusta Tyler)",female,43,1,6,CA 2144,46.9,None,S 681 | 680,1,1,"Cardeza, Mr. Thomas Drake Martinez",male,36,0,1,PC 17755,512.3292,B51 B53 B55,C 682 | 681,0,3,"Peters, Miss. Katie",female,28,0,0,330935,8.1375,None,Q 683 | 682,1,1,"Hassab, Mr. Hammad",male,27,0,0,PC 17572,76.7292,D49,C 684 | 683,0,3,"Olsvigen, Mr. Thor Anderson",male,20,0,0,6563,9.225,None,S 685 | 684,0,3,"Goodwin, Mr. Charles Edward",male,14,5,2,CA 2144,46.9,None,S 686 | 685,0,2,"Brown, Mr. Thomas William Solomon",male,60,1,1,29750,39.0,None,S 687 | 686,0,2,"Laroche, Mr. Joseph Philippe Lemercier",male,25,1,2,SC/Paris 2123,41.5792,None,C 688 | 687,0,3,"Panula, Mr. Jaako Arnold",male,14,4,1,3101295,39.6875,None,S 689 | 688,0,3,"Dakic, Mr. Branko",male,19,0,0,349228,10.1708,None,S 690 | 689,0,3,"Fischer, Mr. Eberhard Thelander",male,18,0,0,350036,7.7958,None,S 691 | 690,1,1,"Madill, Miss. Georgette Alexandra",female,15,0,1,24160,211.3375,B5,S 692 | 691,1,1,"Dick, Mr. Albert Adrian",male,31,1,0,17474,57.0,B20,S 693 | 692,1,3,"Karun, Miss. Manca",female,4,0,1,349256,13.4167,None,C 694 | 693,1,3,"Lam, Mr. Ali",male,28,0,0,1601,56.4958,None,S 695 | 694,0,3,"Saad, Mr. Khalil",male,25,0,0,2672,7.225,None,C 696 | 695,0,1,"Weir, Col. John",male,60,0,0,113800,26.55,None,S 697 | 696,0,2,"Chapman, Mr. Charles Henry",male,52,0,0,248731,13.5,None,S 698 | 697,0,3,"Kelly, Mr. James",male,44,0,0,363592,8.05,None,S 699 | 698,1,3,"Mullens, Miss. Katherine ""Katie""",female,28,0,0,35852,7.7333,None,Q 700 | 699,0,1,"Thayer, Mr. John Borland",male,49,1,1,17421,110.8833,C68,C 701 | 700,0,3,"Humblen, Mr. Adolf Mathias Nicolai Olsen",male,42,0,0,348121,7.65,F G63,S 702 | 701,1,1,"Astor, Mrs. John Jacob (Madeleine Talmadge Force)",female,18,1,0,PC 17757,227.525,C62 C64,C 703 | 702,1,1,"Silverthorne, Mr. Spencer Victor",male,35,0,0,PC 17475,26.2875,E24,S 704 | 703,0,3,"Barbara, Miss. Saiide",female,18,0,1,2691,14.4542,None,C 705 | 704,0,3,"Gallagher, Mr. Martin",male,25,0,0,36864,7.7417,None,Q 706 | 705,0,3,"Hansen, Mr. Henrik Juul",male,26,1,0,350025,7.8542,None,S 707 | 706,0,2,"Morley, Mr. Henry Samuel (""Mr Henry Marshall"")",male,39,0,0,250655,26.0,None,S 708 | 707,1,2,"Kelly, Mrs. Florence ""Fannie""",female,45,0,0,223596,13.5,None,S 709 | 708,1,1,"Calderhead, Mr. Edward Pennington",male,42,0,0,PC 17476,26.2875,E24,S 710 | 709,1,1,"Cleaver, Miss. Alice",female,22,0,0,113781,151.55,None,S 711 | 710,1,3,"Moubarek, Master. Halim Gonios (""William George"")",male,28,1,1,2661,15.2458,None,C 712 | 711,1,1,"Mayne, Mlle. Berthe Antonine (""Mrs de Villiers"")",female,24,0,0,PC 17482,49.5042,C90,C 713 | 712,0,1,"Klaber, Mr. Herman",male,28,0,0,113028,26.55,C124,S 714 | 713,1,1,"Taylor, Mr. Elmer Zebley",male,48,1,0,19996,52.0,C126,S 715 | 714,0,3,"Larsson, Mr. August Viktor",male,29,0,0,7545,9.4833,None,S 716 | 715,0,2,"Greenberg, Mr. Samuel",male,52,0,0,250647,13.0,None,S 717 | 716,0,3,"Soholt, Mr. Peter Andreas Lauritz Andersen",male,19,0,0,348124,7.65,F G73,S 718 | 717,1,1,"Endres, Miss. Caroline Louise",female,38,0,0,PC 17757,227.525,C45,C 719 | 718,1,2,"Troutt, Miss. Edwina Celia ""Winnie""",female,27,0,0,34218,10.5,E101,S 720 | 719,0,3,"McEvoy, Mr. Michael",male,28,0,0,36568,15.5,None,Q 721 | 720,0,3,"Johnson, Mr. Malkolm Joackim",male,33,0,0,347062,7.775,None,S 722 | 721,1,2,"Harper, Miss. Annie Jessie ""Nina""",female,6,0,1,248727,33.0,None,S 723 | 722,0,3,"Jensen, Mr. Svend Lauritz",male,17,1,0,350048,7.0542,None,S 724 | 723,0,2,"Gillespie, Mr. William Henry",male,34,0,0,12233,13.0,None,S 725 | 724,0,2,"Hodges, Mr. Henry Price",male,50,0,0,250643,13.0,None,S 726 | 725,1,1,"Chambers, Mr. Norman Campbell",male,27,1,0,113806,53.1,E8,S 727 | 726,0,3,"Oreskovic, Mr. Luka",male,20,0,0,315094,8.6625,None,S 728 | 727,1,2,"Renouf, Mrs. Peter Henry (Lillian Jefferys)",female,30,3,0,31027,21.0,None,S 729 | 728,1,3,"Mannion, Miss. Margareth",female,28,0,0,36866,7.7375,None,Q 730 | 729,0,2,"Bryhl, Mr. Kurt Arnold Gottfrid",male,25,1,0,236853,26.0,None,S 731 | 730,0,3,"Ilmakangas, Miss. Pieta Sofia",female,25,1,0,STON/O2. 3101271,7.925,None,S 732 | 731,1,1,"Allen, Miss. Elisabeth Walton",female,29,0,0,24160,211.3375,B5,S 733 | 732,0,3,"Hassan, Mr. Houssein G N",male,11,0,0,2699,18.7875,None,C 734 | 733,0,2,"Knight, Mr. Robert J",male,28,0,0,239855,0.0,None,S 735 | 734,0,2,"Berriman, Mr. William John",male,23,0,0,28425,13.0,None,S 736 | 735,0,2,"Troupiansky, Mr. Moses Aaron",male,23,0,0,233639,13.0,None,S 737 | 736,0,3,"Williams, Mr. Leslie",male,28,0,0,54636,16.1,None,S 738 | 737,0,3,"Ford, Mrs. Edward (Margaret Ann Watson)",female,48,1,3,W./C. 6608,34.375,None,S 739 | 738,1,1,"Lesurer, Mr. Gustave J",male,35,0,0,PC 17755,512.3292,B101,C 740 | 739,0,3,"Ivanoff, Mr. Kanio",male,28,0,0,349201,7.8958,None,S 741 | 740,0,3,"Nankoff, Mr. Minko",male,28,0,0,349218,7.8958,None,S 742 | 741,1,1,"Hawksford, Mr. Walter James",male,28,0,0,16988,30.0,D45,S 743 | 742,0,1,"Cavendish, Mr. Tyrell William",male,36,1,0,19877,78.85,C46,S 744 | 743,1,1,"Ryerson, Miss. Susan Parker ""Suzette""",female,21,2,2,PC 17608,262.375,B57 B59 B63 B66,C 745 | 744,0,3,"McNamee, Mr. Neal",male,24,1,0,376566,16.1,None,S 746 | 745,1,3,"Stranden, Mr. Juho",male,31,0,0,STON/O 2. 3101288,7.925,None,S 747 | 746,0,1,"Crosby, Capt. Edward Gifford",male,70,1,1,WE/P 5735,71.0,B22,S 748 | 747,0,3,"Abbott, Mr. Rossmore Edward",male,16,1,1,C.A. 2673,20.25,None,S 749 | 748,1,2,"Sinkkonen, Miss. Anna",female,30,0,0,250648,13.0,None,S 750 | 749,0,1,"Marvin, Mr. Daniel Warner",male,19,1,0,113773,53.1,D30,S 751 | 750,0,3,"Connaghton, Mr. Michael",male,31,0,0,335097,7.75,None,Q 752 | 751,1,2,"Wells, Miss. Joan",female,4,1,1,29103,23.0,None,S 753 | 752,1,3,"Moor, Master. Meier",male,6,0,1,392096,12.475,E121,S 754 | 753,0,3,"Vande Velde, Mr. Johannes Joseph",male,33,0,0,345780,9.5,None,S 755 | 754,0,3,"Jonkoff, Mr. Lalio",male,23,0,0,349204,7.8958,None,S 756 | 755,1,2,"Herman, Mrs. Samuel (Jane Laver)",female,48,1,2,220845,65.0,None,S 757 | 756,1,2,"Hamalainen, Master. Viljo",male,0,1,1,250649,14.5,None,S 758 | 757,0,3,"Carlsson, Mr. August Sigfrid",male,28,0,0,350042,7.7958,None,S 759 | 758,0,2,"Bailey, Mr. Percy Andrew",male,18,0,0,29108,11.5,None,S 760 | 759,0,3,"Theobald, Mr. Thomas Leonard",male,34,0,0,363294,8.05,None,S 761 | 760,1,1,"Rothes, the Countess. of (Lucy Noel Martha Dyer-Edwards)",female,33,0,0,110152,86.5,B77,S 762 | 761,0,3,"Garfirth, Mr. John",male,28,0,0,358585,14.5,None,S 763 | 762,0,3,"Nirva, Mr. Iisakki Antino Aijo",male,41,0,0,SOTON/O2 3101272,7.125,None,S 764 | 763,1,3,"Barah, Mr. Hanna Assi",male,20,0,0,2663,7.2292,None,C 765 | 764,1,1,"Carter, Mrs. William Ernest (Lucile Polk)",female,36,1,2,113760,120.0,B96 B98,S 766 | 765,0,3,"Eklund, Mr. Hans Linus",male,16,0,0,347074,7.775,None,S 767 | 766,1,1,"Hogeboom, Mrs. John C (Anna Andrews)",female,51,1,0,13502,77.9583,D11,S 768 | 767,0,1,"Brewe, Dr. Arthur Jackson",male,28,0,0,112379,39.6,None,C 769 | 768,0,3,"Mangan, Miss. Mary",female,30,0,0,364850,7.75,None,Q 770 | 769,0,3,"Moran, Mr. Daniel J",male,28,1,0,371110,24.15,None,Q 771 | 770,0,3,"Gronnestad, Mr. Daniel Danielsen",male,32,0,0,8471,8.3625,None,S 772 | 771,0,3,"Lievens, Mr. Rene Aime",male,24,0,0,345781,9.5,None,S 773 | 772,0,3,"Jensen, Mr. Niels Peder",male,48,0,0,350047,7.8542,None,S 774 | 773,0,2,"Mack, Mrs. (Mary)",female,57,0,0,S.O./P.P. 3,10.5,E77,S 775 | 774,0,3,"Elias, Mr. Dibo",male,28,0,0,2674,7.225,None,C 776 | 775,1,2,"Hocking, Mrs. Elizabeth (Eliza Needs)",female,54,1,3,29105,23.0,None,S 777 | 776,0,3,"Myhrman, Mr. Pehr Fabian Oliver Malkolm",male,18,0,0,347078,7.75,None,S 778 | 777,0,3,"Tobin, Mr. Roger",male,28,0,0,383121,7.75,F38,Q 779 | 778,1,3,"Emanuel, Miss. Virginia Ethel",female,5,0,0,364516,12.475,None,S 780 | 779,0,3,"Kilgannon, Mr. Thomas J",male,28,0,0,36865,7.7375,None,Q 781 | 780,1,1,"Robert, Mrs. Edward Scott (Elisabeth Walton McMillan)",female,43,0,1,24160,211.3375,B3,S 782 | 781,1,3,"Ayoub, Miss. Banoura",female,13,0,0,2687,7.2292,None,C 783 | 782,1,1,"Dick, Mrs. Albert Adrian (Vera Gillespie)",female,17,1,0,17474,57.0,B20,S 784 | 783,0,1,"Long, Mr. Milton Clyde",male,29,0,0,113501,30.0,D6,S 785 | 784,0,3,"Johnston, Mr. Andrew G",male,28,1,2,W./C. 6607,23.45,None,S 786 | 785,0,3,"Ali, Mr. William",male,25,0,0,SOTON/O.Q. 3101312,7.05,None,S 787 | 786,0,3,"Harmer, Mr. Abraham (David Lishin)",male,25,0,0,374887,7.25,None,S 788 | 787,1,3,"Sjoblom, Miss. Anna Sofia",female,18,0,0,3101265,7.4958,None,S 789 | 788,0,3,"Rice, Master. George Hugh",male,8,4,1,382652,29.125,None,Q 790 | 789,1,3,"Dean, Master. Bertram Vere",male,1,1,2,C.A. 2315,20.575,None,S 791 | 790,0,1,"Guggenheim, Mr. Benjamin",male,46,0,0,PC 17593,79.2,B82 B84,C 792 | 791,0,3,"Keane, Mr. Andrew ""Andy""",male,28,0,0,12460,7.75,None,Q 793 | 792,0,2,"Gaskell, Mr. Alfred",male,16,0,0,239865,26.0,None,S 794 | 793,0,3,"Sage, Miss. Stella Anna",female,28,8,2,CA. 2343,69.55,None,S 795 | 794,0,1,"Hoyt, Mr. William Fisher",male,28,0,0,PC 17600,30.6958,None,C 796 | 795,0,3,"Dantcheff, Mr. Ristiu",male,25,0,0,349203,7.8958,None,S 797 | 796,0,2,"Otter, Mr. Richard",male,39,0,0,28213,13.0,None,S 798 | 797,1,1,"Leader, Dr. Alice (Farnham)",female,49,0,0,17465,25.9292,D17,S 799 | 798,1,3,"Osman, Mrs. Mara",female,31,0,0,349244,8.6833,None,S 800 | 799,0,3,"Ibrahim Shawah, Mr. Yousseff",male,30,0,0,2685,7.2292,None,C 801 | 800,0,3,"Van Impe, Mrs. Jean Baptiste (Rosalie Paula Govaert)",female,30,1,1,345773,24.15,None,S 802 | 801,0,2,"Ponesell, Mr. Martin",male,34,0,0,250647,13.0,None,S 803 | 802,1,2,"Collyer, Mrs. Harvey (Charlotte Annie Tate)",female,31,1,1,C.A. 31921,26.25,None,S 804 | 803,1,1,"Carter, Master. William Thornton II",male,11,1,2,113760,120.0,B96 B98,S 805 | 804,1,3,"Thomas, Master. Assad Alexander",male,0,0,1,2625,8.5167,None,C 806 | 805,1,3,"Hedman, Mr. Oskar Arvid",male,27,0,0,347089,6.975,None,S 807 | 806,0,3,"Johansson, Mr. Karl Johan",male,31,0,0,347063,7.775,None,S 808 | 807,0,1,"Andrews, Mr. Thomas Jr",male,39,0,0,112050,0.0,A36,S 809 | 808,0,3,"Pettersson, Miss. Ellen Natalia",female,18,0,0,347087,7.775,None,S 810 | 809,0,2,"Meyer, Mr. August",male,39,0,0,248723,13.0,None,S 811 | 810,1,1,"Chambers, Mrs. Norman Campbell (Bertha Griggs)",female,33,1,0,113806,53.1,E8,S 812 | 811,0,3,"Alexander, Mr. William",male,26,0,0,3474,7.8875,None,S 813 | 812,0,3,"Lester, Mr. James",male,39,0,0,A/4 48871,24.15,None,S 814 | 813,0,2,"Slemen, Mr. Richard James",male,35,0,0,28206,10.5,None,S 815 | 814,0,3,"Andersson, Miss. Ebba Iris Alfrida",female,6,4,2,347082,31.275,None,S 816 | 815,0,3,"Tomlin, Mr. Ernest Portage",male,30,0,0,364499,8.05,None,S 817 | 816,0,1,"Fry, Mr. Richard",male,28,0,0,112058,0.0,B102,S 818 | 817,0,3,"Heininen, Miss. Wendla Maria",female,23,0,0,STON/O2. 3101290,7.925,None,S 819 | 818,0,2,"Mallet, Mr. Albert",male,31,1,1,S.C./PARIS 2079,37.0042,None,C 820 | 819,0,3,"Holm, Mr. John Fredrik Alexander",male,43,0,0,C 7075,6.45,None,S 821 | 820,0,3,"Skoog, Master. Karl Thorsten",male,10,3,2,347088,27.9,None,S 822 | 821,1,1,"Hays, Mrs. Charles Melville (Clara Jennings Gregg)",female,52,1,1,12749,93.5,B69,S 823 | 822,1,3,"Lulic, Mr. Nikola",male,27,0,0,315098,8.6625,None,S 824 | 823,0,1,"Reuchlin, Jonkheer. John George",male,38,0,0,19972,0.0,None,S 825 | 824,1,3,"Moor, Mrs. (Beila)",female,27,0,1,392096,12.475,E121,S 826 | 825,0,3,"Panula, Master. Urho Abraham",male,2,4,1,3101295,39.6875,None,S 827 | 826,0,3,"Flynn, Mr. John",male,28,0,0,368323,6.95,None,Q 828 | 827,0,3,"Lam, Mr. Len",male,28,0,0,1601,56.4958,None,S 829 | 828,1,2,"Mallet, Master. Andre",male,1,0,2,S.C./PARIS 2079,37.0042,None,C 830 | 829,1,3,"McCormack, Mr. Thomas Joseph",male,28,0,0,367228,7.75,None,Q 831 | 830,1,1,"Stone, Mrs. George Nelson (Martha Evelyn)",female,62,0,0,113572,80.0,B28,S 832 | 831,1,3,"Yasbeck, Mrs. Antoni (Selini Alexander)",female,15,1,0,2659,14.4542,None,C 833 | 832,1,2,"Richards, Master. George Sibley",male,0,1,1,29106,18.75,None,S 834 | 833,0,3,"Saad, Mr. Amin",male,28,0,0,2671,7.2292,None,C 835 | 834,0,3,"Augustsson, Mr. Albert",male,23,0,0,347468,7.8542,None,S 836 | 835,0,3,"Allum, Mr. Owen George",male,18,0,0,2223,8.3,None,S 837 | 836,1,1,"Compton, Miss. Sara Rebecca",female,39,1,1,PC 17756,83.1583,E49,C 838 | 837,0,3,"Pasic, Mr. Jakob",male,21,0,0,315097,8.6625,None,S 839 | 838,0,3,"Sirota, Mr. Maurice",male,28,0,0,392092,8.05,None,S 840 | 839,1,3,"Chip, Mr. Chang",male,32,0,0,1601,56.4958,None,S 841 | 840,1,1,"Marechal, Mr. Pierre",male,28,0,0,11774,29.7,C47,C 842 | 841,0,3,"Alhomaki, Mr. Ilmari Rudolf",male,20,0,0,SOTON/O2 3101287,7.925,None,S 843 | 842,0,2,"Mudd, Mr. Thomas Charles",male,16,0,0,S.O./P.P. 3,10.5,None,S 844 | 843,1,1,"Serepeca, Miss. Augusta",female,30,0,0,113798,31.0,None,C 845 | 844,0,3,"Lemberopolous, Mr. Peter L",male,34,0,0,2683,6.4375,None,C 846 | 845,0,3,"Culumovic, Mr. Jeso",male,17,0,0,315090,8.6625,None,S 847 | 846,0,3,"Abbing, Mr. Anthony",male,42,0,0,C.A. 5547,7.55,None,S 848 | 847,0,3,"Sage, Mr. Douglas Bullen",male,28,8,2,CA. 2343,69.55,None,S 849 | 848,0,3,"Markoff, Mr. Marin",male,35,0,0,349213,7.8958,None,C 850 | 849,0,2,"Harper, Rev. John",male,28,0,1,248727,33.0,None,S 851 | 850,1,1,"Goldenberg, Mrs. Samuel L (Edwiga Grabowska)",female,28,1,0,17453,89.1042,C92,C 852 | 851,0,3,"Andersson, Master. Sigvard Harald Elias",male,4,4,2,347082,31.275,None,S 853 | 852,0,3,"Svensson, Mr. Johan",male,74,0,0,347060,7.775,None,S 854 | 853,0,3,"Boulos, Miss. Nourelain",female,9,1,1,2678,15.2458,None,C 855 | 854,1,1,"Lines, Miss. Mary Conover",female,16,0,1,PC 17592,39.4,D28,S 856 | 855,0,2,"Carter, Mrs. Ernest Courtenay (Lilian Hughes)",female,44,1,0,244252,26.0,None,S 857 | 856,1,3,"Aks, Mrs. Sam (Leah Rosen)",female,18,0,1,392091,9.35,None,S 858 | 857,1,1,"Wick, Mrs. George Dennick (Mary Hitchcock)",female,45,1,1,36928,164.8667,None,S 859 | 858,1,1,"Daly, Mr. Peter Denis ",male,51,0,0,113055,26.55,E17,S 860 | 859,1,3,"Baclini, Mrs. Solomon (Latifa Qurban)",female,24,0,3,2666,19.2583,None,C 861 | 860,0,3,"Razi, Mr. Raihed",male,28,0,0,2629,7.2292,None,C 862 | 861,0,3,"Hansen, Mr. Claus Peter",male,41,2,0,350026,14.1083,None,S 863 | 862,0,2,"Giles, Mr. Frederick Edward",male,21,1,0,28134,11.5,None,S 864 | 863,1,1,"Swift, Mrs. Frederick Joel (Margaret Welles Barron)",female,48,0,0,17466,25.9292,D17,S 865 | 864,0,3,"Sage, Miss. Dorothy Edith ""Dolly""",female,28,8,2,CA. 2343,69.55,None,S 866 | 865,0,2,"Gill, Mr. John William",male,24,0,0,233866,13.0,None,S 867 | 866,1,2,"Bystrom, Mrs. (Karolina)",female,42,0,0,236852,13.0,None,S 868 | 867,1,2,"Duran y More, Miss. Asuncion",female,27,1,0,SC/PARIS 2149,13.8583,None,C 869 | 868,0,1,"Roebling, Mr. Washington Augustus II",male,31,0,0,PC 17590,50.4958,A24,S 870 | 869,0,3,"van Melkebeke, Mr. Philemon",male,28,0,0,345777,9.5,None,S 871 | 870,1,3,"Johnson, Master. Harold Theodor",male,4,1,1,347742,11.1333,None,S 872 | 871,0,3,"Balkic, Mr. Cerin",male,26,0,0,349248,7.8958,None,S 873 | 872,1,1,"Beckwith, Mrs. Richard Leonard (Sallie Monypeny)",female,47,1,1,11751,52.5542,D35,S 874 | 873,0,1,"Carlsson, Mr. Frans Olof",male,33,0,0,695,5.0,B51 B53 B55,S 875 | 874,0,3,"Vander Cruyssen, Mr. Victor",male,47,0,0,345765,9.0,None,S 876 | 875,1,2,"Abelson, Mrs. Samuel (Hannah Wizosky)",female,28,1,0,P/PP 3381,24.0,None,C 877 | 876,1,3,"Najib, Miss. Adele Kiamie ""Jane""",female,15,0,0,2667,7.225,None,C 878 | 877,0,3,"Gustafsson, Mr. Alfred Ossian",male,20,0,0,7534,9.8458,None,S 879 | 878,0,3,"Petroff, Mr. Nedelio",male,19,0,0,349212,7.8958,None,S 880 | 879,0,3,"Laleff, Mr. Kristo",male,28,0,0,349217,7.8958,None,S 881 | 880,1,1,"Potter, Mrs. Thomas Jr (Lily Alexenia Wilson)",female,56,0,1,11767,83.1583,C50,C 882 | 881,1,2,"Shelley, Mrs. William (Imanita Parrish Hall)",female,25,0,1,230433,26.0,None,S 883 | 882,0,3,"Markun, Mr. Johann",male,33,0,0,349257,7.8958,None,S 884 | 883,0,3,"Dahlberg, Miss. Gerda Ulrika",female,22,0,0,7552,10.5167,None,S 885 | 884,0,2,"Banfield, Mr. Frederick James",male,28,0,0,C.A./SOTON 34068,10.5,None,S 886 | 885,0,3,"Sutehall, Mr. Henry Jr",male,25,0,0,SOTON/OQ 392076,7.05,None,S 887 | 886,0,3,"Rice, Mrs. William (Margaret Norton)",female,39,0,5,382652,29.125,None,Q 888 | 887,0,2,"Montvila, Rev. Juozas",male,27,0,0,211536,13.0,None,S 889 | 888,1,1,"Graham, Miss. Margaret Edith",female,19,0,0,112053,30.0,B42,S 890 | 889,0,3,"Johnston, Miss. Catherine Helen ""Carrie""",female,28,1,2,W./C. 6607,23.45,None,S 891 | 890,1,1,"Behr, Mr. Karl Howell",male,26,0,0,111369,30.0,C148,C 892 | 891,0,3,"Dooley, Mr. Patrick",male,32,0,0,370376,7.75,None,Q 893 | --------------------------------------------------------------------------------