├── README.md ├── data.py ├── model.py ├── toy_data └── names │ ├── Arabic.txt │ ├── Chinese.txt │ ├── Czech.txt │ ├── Dutch.txt │ ├── English.txt │ ├── French.txt │ ├── German.txt │ ├── Greek.txt │ ├── Irish.txt │ ├── Italian.txt │ ├── Japanese.txt │ ├── Korean.txt │ ├── Polish.txt │ ├── Portuguese.txt │ ├── Russian.txt │ ├── Scottish.txt │ ├── Spanish.txt │ └── Vietnamese.txt ├── train.py └── utils.py /README.md: -------------------------------------------------------------------------------- 1 | Classifying Names with A Character-Level RNN 2 | 3 | Code mostly adapted from: 4 | - http://pytorch.org/tutorials/intermediate/char_rnn_classification_tutorial.html 5 | - https://github.com/ngarneau/understanding-pytorch-batching-lstm -------------------------------------------------------------------------------- /data.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | import math 4 | import random 5 | import argparse 6 | import operator 7 | import pdb 8 | 9 | import torch 10 | import torch.autograd as autograd 11 | import torch.nn as nn 12 | import torch.nn.functional as F 13 | import torch.optim as optim 14 | 15 | from torch.utils.data import Dataset, DataLoader 16 | 17 | from collections import defaultdict 18 | from collections import Counter 19 | from torch.autograd import Variable 20 | 21 | 22 | class TextLoader: 23 | def __init__(self, data_dir): 24 | 25 | self.token2id = defaultdict(int) 26 | 27 | # prepare data 28 | self.token_set, data = self.load_data(data_dir) 29 | 30 | # split data 31 | self.train_data, self.dev_data, self.test_data = self.split_data(data) 32 | 33 | # token and category vocabulary 34 | self.token2id = self.set2id(self.token_set, 'PAD', 'UNK') 35 | self.tag2id = self.set2id(set(data.keys())) 36 | 37 | def load_data(self, data_dir): 38 | filenames = os.listdir(data_dir) 39 | token_set = set() 40 | data = defaultdict(list) 41 | for f in filenames: 42 | if not f.endswith('txt'): 43 | continue 44 | 45 | cat = f.replace('.txt', '') 46 | with open(os.path.join(data_dir, f)) as f: 47 | for line in f: 48 | line = line.strip().lower() 49 | data[cat].append(line) 50 | for token in line: 51 | token_set.add(token) 52 | 53 | return token_set, data 54 | 55 | 56 | def split_data(self, data): 57 | """ 58 | Split data into train, dev, and test (currently use 80%/10%/10%) 59 | It is more make sense to split based on category, but currently it hurts performance 60 | """ 61 | train_split = [] 62 | dev_split = [] 63 | test_split = [] 64 | 65 | print('Data statistics: ') 66 | 67 | all_data = [] 68 | for cat in data: 69 | cat_data = data[cat] 70 | print(cat, len(data[cat])) 71 | all_data += [(dat, cat) for dat in cat_data] 72 | 73 | all_data = random.sample(all_data, len(all_data)) 74 | 75 | train_ratio = int(len(all_data) * 0.8) 76 | dev_ratio = int(len(all_data) * 0.9) 77 | 78 | train_split = all_data[:train_ratio] 79 | dev_split = all_data[train_ratio:dev_ratio] 80 | test_split = all_data[dev_ratio:] 81 | 82 | train_cat = set() 83 | for item, cat in train_split: 84 | train_cat.add(cat) 85 | print('Train categories:', sorted(list(train_cat))) 86 | 87 | dev_cat = set() 88 | for item, cat in dev_split: 89 | dev_cat.add(cat) 90 | print('Dev categories:', sorted(list(dev_cat))) 91 | 92 | test_cat = set() 93 | for item, cat in test_split: 94 | test_cat.add(cat) 95 | print('Test categories:', sorted(list(test_cat))) 96 | 97 | return train_split, dev_split, test_split 98 | 99 | 100 | def set2id(self, item_set, pad=None, unk=None): 101 | item2id = defaultdict(int) 102 | if pad is not None: 103 | item2id[pad] = 0 104 | if unk is not None: 105 | item2id[unk] = 1 106 | 107 | for item in item_set: 108 | item2id[item] = len(item2id) 109 | 110 | return item2id 111 | 112 | 113 | """ 114 | We are going to use the Dataset interface provided 115 | by pytorch wich is really convenient when it comes to 116 | batching our data 117 | """ 118 | class PaddedTensorDataset(Dataset): 119 | """Dataset wrapping data, target and length tensors. 120 | 121 | Each sample will be retrieved by indexing both tensors along the first 122 | dimension. 123 | 124 | Arguments: 125 | data_tensor (Tensor): contains sample data. 126 | target_tensor (Tensor): contains sample targets (labels). 127 | length (Tensor): contains sample lengths. 128 | raw_data (Any): The data that has been transformed into tensor, useful for debugging 129 | """ 130 | 131 | def __init__(self, data_tensor, target_tensor, length_tensor, raw_data): 132 | assert data_tensor.size(0) == target_tensor.size(0) == length_tensor.size(0) 133 | self.data_tensor = data_tensor 134 | self.target_tensor = target_tensor 135 | self.length_tensor = length_tensor 136 | self.raw_data = raw_data 137 | 138 | def __getitem__(self, index): 139 | return self.data_tensor[index], self.target_tensor[index], self.length_tensor[index], self.raw_data[index] 140 | 141 | def __len__(self): 142 | return self.data_tensor.size(0) 143 | 144 | -------------------------------------------------------------------------------- /model.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.autograd as autograd 3 | import torch.nn as nn 4 | import torch.functional as F 5 | import torch.optim as optim 6 | 7 | from torch.nn.utils.rnn import pack_padded_sequence, pad_packed_sequence 8 | 9 | 10 | class LSTMClassifier(nn.Module): 11 | 12 | def __init__(self, vocab_size, embedding_dim, hidden_dim, output_size): 13 | 14 | super(LSTMClassifier, self).__init__() 15 | 16 | self.embedding_dim = embedding_dim 17 | self.hidden_dim = hidden_dim 18 | self.vocab_size = vocab_size 19 | 20 | self.embedding = nn.Embedding(vocab_size, embedding_dim) 21 | self.lstm = nn.LSTM(embedding_dim, hidden_dim, num_layers=1) 22 | 23 | self.hidden2out = nn.Linear(hidden_dim, output_size) 24 | self.softmax = nn.LogSoftmax() 25 | 26 | self.dropout_layer = nn.Dropout(p=0.2) 27 | 28 | 29 | def init_hidden(self, batch_size): 30 | return(autograd.Variable(torch.randn(1, batch_size, self.hidden_dim)), 31 | autograd.Variable(torch.randn(1, batch_size, self.hidden_dim))) 32 | 33 | 34 | def forward(self, batch, lengths): 35 | 36 | self.hidden = self.init_hidden(batch.size(-1)) 37 | 38 | embeds = self.embedding(batch) 39 | packed_input = pack_padded_sequence(embeds, lengths) 40 | outputs, (ht, ct) = self.lstm(packed_input, self.hidden) 41 | 42 | # ht is the last hidden state of the sequences 43 | # ht = (1 x batch_size x hidden_dim) 44 | # ht[-1] = (batch_size x hidden_dim) 45 | output = self.dropout_layer(ht[-1]) 46 | output = self.hidden2out(output) 47 | output = self.softmax(output) 48 | 49 | return output -------------------------------------------------------------------------------- /toy_data/names/Arabic.txt: -------------------------------------------------------------------------------- 1 | Khoury 2 | Nahas 3 | Daher 4 | Gerges 5 | Nazari 6 | Maalouf 7 | Gerges 8 | Naifeh 9 | Guirguis 10 | Baba 11 | Sabbagh 12 | Attia 13 | Tahan 14 | Haddad 15 | Aswad 16 | Najjar 17 | Dagher 18 | Maloof 19 | Isa 20 | Asghar 21 | Nader 22 | Gaber 23 | Abboud 24 | Maalouf 25 | Zogby 26 | Srour 27 | Bahar 28 | Mustafa 29 | Hanania 30 | Daher 31 | Tuma 32 | Nahas 33 | Saliba 34 | Shamoon 35 | Handal 36 | Baba 37 | Amari 38 | Bahar 39 | Atiyeh 40 | Said 41 | Khouri 42 | Tahan 43 | Baba 44 | Mustafa 45 | Guirguis 46 | Sleiman 47 | Seif 48 | Dagher 49 | Bahar 50 | Gaber 51 | Harb 52 | Seif 53 | Asker 54 | Nader 55 | Antar 56 | Awad 57 | Srour 58 | Shadid 59 | Hajjar 60 | Hanania 61 | Kalb 62 | Shadid 63 | Bazzi 64 | Mustafa 65 | Masih 66 | Ghanem 67 | Haddad 68 | Isa 69 | Antoun 70 | Sarraf 71 | Sleiman 72 | Dagher 73 | Najjar 74 | Malouf 75 | Nahas 76 | Naser 77 | Saliba 78 | Shamon 79 | Malouf 80 | Kalb 81 | Daher 82 | Maalouf 83 | Wasem 84 | Kanaan 85 | Naifeh 86 | Boutros 87 | Moghadam 88 | Masih 89 | Sleiman 90 | Aswad 91 | Cham 92 | Assaf 93 | Quraishi 94 | Shalhoub 95 | Sabbag 96 | Mifsud 97 | Gaber 98 | Shammas 99 | Tannous 100 | Sleiman 101 | Bazzi 102 | Quraishi 103 | Rahal 104 | Cham 105 | Ghanem 106 | Ghanem 107 | Naser 108 | Baba 109 | Shamon 110 | Almasi 111 | Basara 112 | Quraishi 113 | Bata 114 | Wasem 115 | Shamoun 116 | Deeb 117 | Touma 118 | Asfour 119 | Deeb 120 | Hadad 121 | Naifeh 122 | Touma 123 | Bazzi 124 | Shamoun 125 | Nahas 126 | Haddad 127 | Arian 128 | Kouri 129 | Deeb 130 | Toma 131 | Halabi 132 | Nazari 133 | Saliba 134 | Fakhoury 135 | Hadad 136 | Baba 137 | Mansour 138 | Sayegh 139 | Antar 140 | Deeb 141 | Morcos 142 | Shalhoub 143 | Sarraf 144 | Amari 145 | Wasem 146 | Ganim 147 | Tuma 148 | Fakhoury 149 | Hadad 150 | Hakimi 151 | Nader 152 | Said 153 | Ganim 154 | Daher 155 | Ganem 156 | Tuma 157 | Boutros 158 | Aswad 159 | Sarkis 160 | Daher 161 | Toma 162 | Boutros 163 | Kanaan 164 | Antar 165 | Gerges 166 | Kouri 167 | Maroun 168 | Wasem 169 | Dagher 170 | Naifeh 171 | Bishara 172 | Ba 173 | Cham 174 | Kalb 175 | Bazzi 176 | Bitar 177 | Hadad 178 | Moghadam 179 | Sleiman 180 | Shamoun 181 | Antar 182 | Atiyeh 183 | Koury 184 | Nahas 185 | Kouri 186 | Maroun 187 | Nassar 188 | Sayegh 189 | Haik 190 | Ghanem 191 | Sayegh 192 | Salib 193 | Cham 194 | Bata 195 | Touma 196 | Antoun 197 | Antar 198 | Bata 199 | Botros 200 | Shammas 201 | Ganim 202 | Sleiman 203 | Seif 204 | Moghadam 205 | Ba 206 | Tannous 207 | Bazzi 208 | Seif 209 | Salib 210 | Hadad 211 | Quraishi 212 | Halabi 213 | Essa 214 | Bahar 215 | Kattan 216 | Boutros 217 | Nahas 218 | Sabbagh 219 | Kanaan 220 | Sayegh 221 | Said 222 | Botros 223 | Najjar 224 | Toma 225 | Bata 226 | Atiyeh 227 | Halabi 228 | Tannous 229 | Kouri 230 | Shamoon 231 | Kassis 232 | Haddad 233 | Tuma 234 | Mansour 235 | Antar 236 | Kassis 237 | Kalb 238 | Basara 239 | Rahal 240 | Mansour 241 | Handal 242 | Morcos 243 | Fakhoury 244 | Hadad 245 | Morcos 246 | Kouri 247 | Quraishi 248 | Almasi 249 | Awad 250 | Naifeh 251 | Koury 252 | Asker 253 | Maroun 254 | Fakhoury 255 | Sabbag 256 | Sarraf 257 | Shamon 258 | Assaf 259 | Boutros 260 | Malouf 261 | Nassar 262 | Qureshi 263 | Ghanem 264 | Srour 265 | Almasi 266 | Qureshi 267 | Ghannam 268 | Mustafa 269 | Najjar 270 | Kassab 271 | Shadid 272 | Shamoon 273 | Morcos 274 | Atiyeh 275 | Isa 276 | Ba 277 | Baz 278 | Asker 279 | Seif 280 | Asghar 281 | Hajjar 282 | Deeb 283 | Essa 284 | Qureshi 285 | Abboud 286 | Ganem 287 | Haddad 288 | Koury 289 | Nassar 290 | Abadi 291 | Toma 292 | Tannous 293 | Harb 294 | Issa 295 | Khouri 296 | Mifsud 297 | Kalb 298 | Gaber 299 | Ganim 300 | Boulos 301 | Samaha 302 | Haddad 303 | Sabbag 304 | Wasem 305 | Dagher 306 | Rahal 307 | Atiyeh 308 | Antar 309 | Asghar 310 | Mansour 311 | Awad 312 | Boulos 313 | Sarraf 314 | Deeb 315 | Abadi 316 | Nazari 317 | Daher 318 | Gerges 319 | Shamoon 320 | Gaber 321 | Amari 322 | Sarraf 323 | Nazari 324 | Saliba 325 | Naifeh 326 | Nazari 327 | Hakimi 328 | Shamon 329 | Abboud 330 | Quraishi 331 | Tahan 332 | Safar 333 | Hajjar 334 | Srour 335 | Gaber 336 | Shalhoub 337 | Attia 338 | Safar 339 | Said 340 | Ganem 341 | Nader 342 | Asghar 343 | Mustafa 344 | Said 345 | Antar 346 | Botros 347 | Nader 348 | Ghannam 349 | Asfour 350 | Tahan 351 | Mansour 352 | Attia 353 | Touma 354 | Najjar 355 | Kassis 356 | Abboud 357 | Bishara 358 | Bazzi 359 | Shalhoub 360 | Shalhoub 361 | Safar 362 | Khoury 363 | Nazari 364 | Sabbag 365 | Sleiman 366 | Atiyeh 367 | Kouri 368 | Bitar 369 | Zogby 370 | Ghanem 371 | Assaf 372 | Abadi 373 | Arian 374 | Shalhoub 375 | Khoury 376 | Morcos 377 | Shamon 378 | Wasem 379 | Abadi 380 | Antoun 381 | Baz 382 | Naser 383 | Assaf 384 | Saliba 385 | Nader 386 | Mikhail 387 | Naser 388 | Daher 389 | Morcos 390 | Awad 391 | Nahas 392 | Sarkis 393 | Malouf 394 | Mustafa 395 | Fakhoury 396 | Ghannam 397 | Shadid 398 | Gaber 399 | Koury 400 | Atiyeh 401 | Shamon 402 | Boutros 403 | Sarraf 404 | Arian 405 | Fakhoury 406 | Abadi 407 | Kassab 408 | Nahas 409 | Quraishi 410 | Mansour 411 | Samaha 412 | Wasem 413 | Seif 414 | Fakhoury 415 | Saliba 416 | Cham 417 | Bahar 418 | Shamoun 419 | Essa 420 | Shamon 421 | Asfour 422 | Bitar 423 | Cham 424 | Tahan 425 | Tannous 426 | Daher 427 | Khoury 428 | Shamon 429 | Bahar 430 | Quraishi 431 | Ghannam 432 | Kassab 433 | Zogby 434 | Basara 435 | Shammas 436 | Arian 437 | Sayegh 438 | Naifeh 439 | Mifsud 440 | Sleiman 441 | Arian 442 | Kassis 443 | Shamoun 444 | Kassis 445 | Harb 446 | Mustafa 447 | Boulos 448 | Asghar 449 | Shamon 450 | Kanaan 451 | Atiyeh 452 | Kassab 453 | Tahan 454 | Bazzi 455 | Kassis 456 | Qureshi 457 | Basara 458 | Shalhoub 459 | Sayegh 460 | Haik 461 | Attia 462 | Maroun 463 | Kassis 464 | Sarkis 465 | Harb 466 | Assaf 467 | Kattan 468 | Antar 469 | Sleiman 470 | Touma 471 | Sarraf 472 | Bazzi 473 | Boulos 474 | Baz 475 | Issa 476 | Shamon 477 | Shadid 478 | Deeb 479 | Sabbag 480 | Wasem 481 | Awad 482 | Mansour 483 | Saliba 484 | Fakhoury 485 | Arian 486 | Bishara 487 | Dagher 488 | Bishara 489 | Koury 490 | Fakhoury 491 | Naser 492 | Nader 493 | Antar 494 | Gerges 495 | Handal 496 | Hanania 497 | Shadid 498 | Gerges 499 | Kassis 500 | Essa 501 | Assaf 502 | Shadid 503 | Seif 504 | Shalhoub 505 | Shamoun 506 | Hajjar 507 | Baba 508 | Sayegh 509 | Mustafa 510 | Sabbagh 511 | Isa 512 | Najjar 513 | Tannous 514 | Hanania 515 | Ganem 516 | Gerges 517 | Fakhoury 518 | Mifsud 519 | Nahas 520 | Bishara 521 | Bishara 522 | Abadi 523 | Sarkis 524 | Masih 525 | Isa 526 | Attia 527 | Kalb 528 | Essa 529 | Boulos 530 | Basara 531 | Halabi 532 | Halabi 533 | Dagher 534 | Attia 535 | Kassis 536 | Tuma 537 | Gerges 538 | Ghannam 539 | Toma 540 | Baz 541 | Asghar 542 | Zogby 543 | Aswad 544 | Hadad 545 | Dagher 546 | Naser 547 | Shadid 548 | Atiyeh 549 | Zogby 550 | Abboud 551 | Tannous 552 | Khouri 553 | Atiyeh 554 | Ganem 555 | Maalouf 556 | Isa 557 | Maroun 558 | Issa 559 | Khouri 560 | Harb 561 | Nader 562 | Awad 563 | Nahas 564 | Said 565 | Baba 566 | Totah 567 | Ganim 568 | Handal 569 | Mansour 570 | Basara 571 | Malouf 572 | Said 573 | Botros 574 | Samaha 575 | Safar 576 | Tahan 577 | Botros 578 | Shamoun 579 | Handal 580 | Sarraf 581 | Malouf 582 | Bishara 583 | Aswad 584 | Khouri 585 | Baz 586 | Asker 587 | Toma 588 | Koury 589 | Gerges 590 | Bishara 591 | Boulos 592 | Najjar 593 | Aswad 594 | Shamon 595 | Kouri 596 | Srour 597 | Assaf 598 | Tannous 599 | Attia 600 | Mustafa 601 | Kattan 602 | Asghar 603 | Amari 604 | Shadid 605 | Said 606 | Bazzi 607 | Masih 608 | Antar 609 | Fakhoury 610 | Shadid 611 | Masih 612 | Handal 613 | Sarraf 614 | Kassis 615 | Salib 616 | Hajjar 617 | Totah 618 | Koury 619 | Totah 620 | Mustafa 621 | Sabbagh 622 | Moghadam 623 | Toma 624 | Srour 625 | Almasi 626 | Totah 627 | Maroun 628 | Kattan 629 | Naifeh 630 | Sarkis 631 | Mikhail 632 | Nazari 633 | Boutros 634 | Guirguis 635 | Gaber 636 | Kassis 637 | Masih 638 | Hanania 639 | Maloof 640 | Quraishi 641 | Cham 642 | Hadad 643 | Tahan 644 | Bitar 645 | Arian 646 | Gaber 647 | Baz 648 | Mansour 649 | Kalb 650 | Sarkis 651 | Attia 652 | Antar 653 | Asfour 654 | Said 655 | Essa 656 | Koury 657 | Hadad 658 | Tuma 659 | Moghadam 660 | Sabbagh 661 | Amari 662 | Dagher 663 | Srour 664 | Antoun 665 | Sleiman 666 | Maroun 667 | Tuma 668 | Nahas 669 | Hanania 670 | Sayegh 671 | Amari 672 | Sabbagh 673 | Said 674 | Cham 675 | Asker 676 | Nassar 677 | Bitar 678 | Said 679 | Dagher 680 | Safar 681 | Khouri 682 | Totah 683 | Khoury 684 | Salib 685 | Basara 686 | Abboud 687 | Baz 688 | Isa 689 | Cham 690 | Amari 691 | Mifsud 692 | Hadad 693 | Rahal 694 | Khoury 695 | Bazzi 696 | Basara 697 | Totah 698 | Ghannam 699 | Koury 700 | Malouf 701 | Zogby 702 | Zogby 703 | Boutros 704 | Nassar 705 | Handal 706 | Hajjar 707 | Maloof 708 | Abadi 709 | Maroun 710 | Mifsud 711 | Kalb 712 | Amari 713 | Hakimi 714 | Boutros 715 | Masih 716 | Kattan 717 | Haddad 718 | Arian 719 | Nazari 720 | Assaf 721 | Attia 722 | Wasem 723 | Gerges 724 | Asker 725 | Tahan 726 | Fakhoury 727 | Shadid 728 | Sarraf 729 | Attia 730 | Naifeh 731 | Aswad 732 | Deeb 733 | Tannous 734 | Totah 735 | Cham 736 | Baba 737 | Najjar 738 | Hajjar 739 | Shamoon 740 | Handal 741 | Awad 742 | Guirguis 743 | Awad 744 | Ganem 745 | Naifeh 746 | Khoury 747 | Hajjar 748 | Moghadam 749 | Mikhail 750 | Ghannam 751 | Guirguis 752 | Tannous 753 | Kanaan 754 | Handal 755 | Khoury 756 | Kalb 757 | Qureshi 758 | Najjar 759 | Atiyeh 760 | Gerges 761 | Nassar 762 | Tahan 763 | Hadad 764 | Fakhoury 765 | Salib 766 | Wasem 767 | Bitar 768 | Fakhoury 769 | Attia 770 | Awad 771 | Totah 772 | Deeb 773 | Touma 774 | Botros 775 | Nazari 776 | Nahas 777 | Kouri 778 | Ghannam 779 | Assaf 780 | Asfour 781 | Sarraf 782 | Naifeh 783 | Toma 784 | Asghar 785 | Abboud 786 | Issa 787 | Sabbag 788 | Sabbagh 789 | Isa 790 | Koury 791 | Kattan 792 | Shamoon 793 | Rahal 794 | Kalb 795 | Naser 796 | Masih 797 | Sayegh 798 | Dagher 799 | Asker 800 | Maroun 801 | Dagher 802 | Sleiman 803 | Botros 804 | Sleiman 805 | Harb 806 | Tahan 807 | Tuma 808 | Said 809 | Hadad 810 | Samaha 811 | Harb 812 | Cham 813 | Atiyeh 814 | Haik 815 | Malouf 816 | Bazzi 817 | Harb 818 | Malouf 819 | Ghanem 820 | Cham 821 | Asghar 822 | Samaha 823 | Khouri 824 | Nassar 825 | Rahal 826 | Baz 827 | Kalb 828 | Rahal 829 | Gerges 830 | Cham 831 | Sayegh 832 | Shadid 833 | Morcos 834 | Shamoon 835 | Hakimi 836 | Shamoon 837 | Qureshi 838 | Ganim 839 | Shadid 840 | Khoury 841 | Boutros 842 | Hanania 843 | Antoun 844 | Naifeh 845 | Deeb 846 | Samaha 847 | Awad 848 | Asghar 849 | Awad 850 | Saliba 851 | Shamoun 852 | Mikhail 853 | Hakimi 854 | Mikhail 855 | Cham 856 | Halabi 857 | Sarkis 858 | Kattan 859 | Nazari 860 | Safar 861 | Morcos 862 | Khoury 863 | Essa 864 | Nassar 865 | Haik 866 | Shadid 867 | Fakhoury 868 | Najjar 869 | Arian 870 | Botros 871 | Daher 872 | Saliba 873 | Saliba 874 | Kattan 875 | Hajjar 876 | Nader 877 | Daher 878 | Nassar 879 | Maroun 880 | Harb 881 | Nassar 882 | Antar 883 | Shammas 884 | Toma 885 | Antar 886 | Koury 887 | Nader 888 | Botros 889 | Bahar 890 | Najjar 891 | Maloof 892 | Salib 893 | Malouf 894 | Mansour 895 | Bazzi 896 | Atiyeh 897 | Kanaan 898 | Bishara 899 | Hakimi 900 | Saliba 901 | Tuma 902 | Mifsud 903 | Hakimi 904 | Assaf 905 | Nassar 906 | Sarkis 907 | Bitar 908 | Isa 909 | Halabi 910 | Shamon 911 | Qureshi 912 | Bishara 913 | Maalouf 914 | Srour 915 | Boulos 916 | Safar 917 | Shamoun 918 | Ganim 919 | Abadi 920 | Koury 921 | Shadid 922 | Zogby 923 | Boutros 924 | Shadid 925 | Hakimi 926 | Bazzi 927 | Isa 928 | Totah 929 | Salib 930 | Shamoon 931 | Gaber 932 | Antar 933 | Antar 934 | Najjar 935 | Fakhoury 936 | Malouf 937 | Salib 938 | Rahal 939 | Boulos 940 | Attia 941 | Said 942 | Kassis 943 | Bahar 944 | Bazzi 945 | Srour 946 | Antar 947 | Nahas 948 | Kassis 949 | Samaha 950 | Quraishi 951 | Asghar 952 | Asker 953 | Antar 954 | Totah 955 | Haddad 956 | Maloof 957 | Kouri 958 | Basara 959 | Bata 960 | Antar 961 | Shammas 962 | Arian 963 | Gerges 964 | Seif 965 | Almasi 966 | Tuma 967 | Shamoon 968 | Khoury 969 | Hakimi 970 | Abboud 971 | Baz 972 | Seif 973 | Issa 974 | Nazari 975 | Harb 976 | Shammas 977 | Amari 978 | Totah 979 | Malouf 980 | Sarkis 981 | Naser 982 | Zogby 983 | Handal 984 | Naifeh 985 | Cham 986 | Hadad 987 | Gerges 988 | Kalb 989 | Shalhoub 990 | Saliba 991 | Tannous 992 | Tahan 993 | Tannous 994 | Kassis 995 | Shadid 996 | Sabbag 997 | Tahan 998 | Abboud 999 | Nahas 1000 | Shamoun 1001 | Dagher 1002 | Botros 1003 | Amari 1004 | Maalouf 1005 | Awad 1006 | Gerges 1007 | Shamoon 1008 | Haddad 1009 | Salib 1010 | Attia 1011 | Kassis 1012 | Sleiman 1013 | Maloof 1014 | Maroun 1015 | Koury 1016 | Asghar 1017 | Kalb 1018 | Asghar 1019 | Touma 1020 | Ganim 1021 | Rahal 1022 | Haddad 1023 | Zogby 1024 | Mansour 1025 | Guirguis 1026 | Touma 1027 | Maroun 1028 | Tannous 1029 | Hakimi 1030 | Baba 1031 | Toma 1032 | Botros 1033 | Sarraf 1034 | Koury 1035 | Sarraf 1036 | Nassar 1037 | Boutros 1038 | Guirguis 1039 | Qureshi 1040 | Aswad 1041 | Basara 1042 | Toma 1043 | Tuma 1044 | Mansour 1045 | Ba 1046 | Naifeh 1047 | Mikhail 1048 | Amari 1049 | Shamon 1050 | Malouf 1051 | Boutros 1052 | Hakimi 1053 | Srour 1054 | Morcos 1055 | Halabi 1056 | Bazzi 1057 | Abadi 1058 | Shamoun 1059 | Haddad 1060 | Baz 1061 | Baba 1062 | Hadad 1063 | Saliba 1064 | Haddad 1065 | Maalouf 1066 | Bitar 1067 | Shammas 1068 | Totah 1069 | Said 1070 | Najjar 1071 | Mikhail 1072 | Samaha 1073 | Boulos 1074 | Kalb 1075 | Shamon 1076 | Shamoun 1077 | Seif 1078 | Touma 1079 | Hajjar 1080 | Hadad 1081 | Atiyeh 1082 | Totah 1083 | Mansour 1084 | Nazari 1085 | Quraishi 1086 | Ba 1087 | Sarkis 1088 | Gerges 1089 | Shalhoub 1090 | Nazari 1091 | Issa 1092 | Salib 1093 | Shalhoub 1094 | Nassar 1095 | Guirguis 1096 | Daher 1097 | Hakimi 1098 | Attia 1099 | Cham 1100 | Isa 1101 | Hakimi 1102 | Amari 1103 | Boutros 1104 | Sarraf 1105 | Antoun 1106 | Botros 1107 | Haddad 1108 | Tahan 1109 | Bishara 1110 | Shalhoub 1111 | Safar 1112 | Haik 1113 | Tahan 1114 | Seif 1115 | Awad 1116 | Antoun 1117 | Atiyeh 1118 | Samaha 1119 | Assaf 1120 | Guirguis 1121 | Hadad 1122 | Sayegh 1123 | Khouri 1124 | Asghar 1125 | Tannous 1126 | Maalouf 1127 | Khouri 1128 | Hajjar 1129 | Abadi 1130 | Ghanem 1131 | Salib 1132 | Botros 1133 | Bitar 1134 | Bishara 1135 | Quraishi 1136 | Boutros 1137 | Aswad 1138 | Srour 1139 | Shamon 1140 | Abboud 1141 | Almasi 1142 | Baba 1143 | Tahan 1144 | Essa 1145 | Sabbag 1146 | Issa 1147 | Abadi 1148 | Abboud 1149 | Bazzi 1150 | Nader 1151 | Bahar 1152 | Ghannam 1153 | Asghar 1154 | Gaber 1155 | Sayegh 1156 | Guirguis 1157 | Srour 1158 | Asghar 1159 | Quraishi 1160 | Sayegh 1161 | Rahal 1162 | Tahan 1163 | Morcos 1164 | Cham 1165 | Kanaan 1166 | Nahas 1167 | Essa 1168 | Mifsud 1169 | Kouri 1170 | Isa 1171 | Saliba 1172 | Asfour 1173 | Guirguis 1174 | Isa 1175 | Bishara 1176 | Assaf 1177 | Naser 1178 | Moghadam 1179 | Kalb 1180 | Baba 1181 | Guirguis 1182 | Naifeh 1183 | Bitar 1184 | Samaha 1185 | Abboud 1186 | Hadad 1187 | Ghannam 1188 | Hanania 1189 | Shadid 1190 | Totah 1191 | Tahan 1192 | Toma 1193 | Maloof 1194 | Botros 1195 | Issa 1196 | Deeb 1197 | Nahas 1198 | Khoury 1199 | Sayegh 1200 | Harb 1201 | Said 1202 | Guirguis 1203 | Nader 1204 | Harb 1205 | Atiyeh 1206 | Zogby 1207 | Basara 1208 | Nassar 1209 | Kalb 1210 | Khoury 1211 | Mifsud 1212 | Wasem 1213 | Handal 1214 | Ganim 1215 | Harb 1216 | Ganim 1217 | Malouf 1218 | Sayegh 1219 | Khoury 1220 | Sabbag 1221 | Sabbag 1222 | Boulos 1223 | Malouf 1224 | Gaber 1225 | Shammas 1226 | Fakhoury 1227 | Halabi 1228 | Haddad 1229 | Asker 1230 | Morcos 1231 | Hanania 1232 | Amari 1233 | Kassab 1234 | Malouf 1235 | Khouri 1236 | Moghadam 1237 | Totah 1238 | Maloof 1239 | Atiyeh 1240 | Abadi 1241 | Baz 1242 | Khoury 1243 | Arian 1244 | Handal 1245 | Dagher 1246 | Awad 1247 | Atiyeh 1248 | Arian 1249 | Khoury 1250 | Amari 1251 | Attia 1252 | Ganim 1253 | Nader 1254 | Dagher 1255 | Sabbag 1256 | Halabi 1257 | Khouri 1258 | Khouri 1259 | Saliba 1260 | Mifsud 1261 | Koury 1262 | Awad 1263 | Bahar 1264 | Mustafa 1265 | Kassis 1266 | Gaber 1267 | Mifsud 1268 | Bishara 1269 | Asker 1270 | Nahas 1271 | Wasem 1272 | Sleiman 1273 | Bata 1274 | Daher 1275 | Antar 1276 | Isa 1277 | Ganim 1278 | Rahal 1279 | Toma 1280 | Rahal 1281 | Shamoun 1282 | Maloof 1283 | Hakimi 1284 | Safar 1285 | Gerges 1286 | Hanania 1287 | Koury 1288 | Assaf 1289 | Safar 1290 | Gerges 1291 | Ganim 1292 | Morcos 1293 | Awad 1294 | Arian 1295 | Tahan 1296 | Sleiman 1297 | Asker 1298 | Boulos 1299 | Koury 1300 | Mifsud 1301 | Sabbag 1302 | Dagher 1303 | Bazzi 1304 | Mustafa 1305 | Almasi 1306 | Handal 1307 | Isa 1308 | Guirguis 1309 | Sayegh 1310 | Ganim 1311 | Ghanem 1312 | Toma 1313 | Mustafa 1314 | Basara 1315 | Bitar 1316 | Samaha 1317 | Mifsud 1318 | Tahan 1319 | Issa 1320 | Salib 1321 | Khoury 1322 | Hadad 1323 | Haik 1324 | Gaber 1325 | Mansour 1326 | Hakimi 1327 | Ba 1328 | Mustafa 1329 | Gaber 1330 | Kattan 1331 | Koury 1332 | Awad 1333 | Maalouf 1334 | Masih 1335 | Harb 1336 | Atiyeh 1337 | Zogby 1338 | Nahas 1339 | Assaf 1340 | Morcos 1341 | Ganem 1342 | Ganem 1343 | Wasem 1344 | Fakhoury 1345 | Ghanem 1346 | Salib 1347 | Khouri 1348 | Maloof 1349 | Khouri 1350 | Shalhoub 1351 | Issa 1352 | Najjar 1353 | Kassis 1354 | Mustafa 1355 | Sayegh 1356 | Kassis 1357 | Hajjar 1358 | Nader 1359 | Sarkis 1360 | Tahan 1361 | Haddad 1362 | Antar 1363 | Sayegh 1364 | Zogby 1365 | Mifsud 1366 | Kassab 1367 | Hanania 1368 | Bishara 1369 | Shamoun 1370 | Abboud 1371 | Mustafa 1372 | Sleiman 1373 | Abadi 1374 | Sarraf 1375 | Zogby 1376 | Daher 1377 | Issa 1378 | Nazari 1379 | Shamon 1380 | Tuma 1381 | Asghar 1382 | Morcos 1383 | Mifsud 1384 | Cham 1385 | Sarraf 1386 | Antar 1387 | Ba 1388 | Aswad 1389 | Mikhail 1390 | Kouri 1391 | Mikhail 1392 | Awad 1393 | Halabi 1394 | Moghadam 1395 | Mikhail 1396 | Naifeh 1397 | Kattan 1398 | Shammas 1399 | Malouf 1400 | Najjar 1401 | Srour 1402 | Masih 1403 | Fakhoury 1404 | Khouri 1405 | Assaf 1406 | Mifsud 1407 | Malouf 1408 | Abboud 1409 | Shamoon 1410 | Mansour 1411 | Halabi 1412 | Ganem 1413 | Deeb 1414 | Wasem 1415 | Kalb 1416 | Safar 1417 | Tuma 1418 | Fakhoury 1419 | Toma 1420 | Guirguis 1421 | Kassab 1422 | Nader 1423 | Handal 1424 | Baba 1425 | Fakhoury 1426 | Haik 1427 | Guirguis 1428 | Seif 1429 | Almasi 1430 | Shamon 1431 | Ba 1432 | Salib 1433 | Zogby 1434 | Koury 1435 | Najjar 1436 | Atiyeh 1437 | Morcos 1438 | Antar 1439 | Awad 1440 | Hadad 1441 | Maroun 1442 | Touma 1443 | Almasi 1444 | Kassis 1445 | Arian 1446 | Malouf 1447 | Koury 1448 | Sarraf 1449 | Hadad 1450 | Bata 1451 | Tuma 1452 | Sarkis 1453 | Quraishi 1454 | Gaber 1455 | Abadi 1456 | Nader 1457 | Bazzi 1458 | Ghannam 1459 | Botros 1460 | Deeb 1461 | Awad 1462 | Kattan 1463 | Kanaan 1464 | Sarraf 1465 | Nahas 1466 | Assaf 1467 | Shadid 1468 | Gaber 1469 | Samaha 1470 | Harb 1471 | Samaha 1472 | Zogby 1473 | Atiyeh 1474 | Mustafa 1475 | Hanania 1476 | Isa 1477 | Almasi 1478 | Bitar 1479 | Fakhoury 1480 | Moghadam 1481 | Handal 1482 | Seif 1483 | Mustafa 1484 | Rahal 1485 | Antoun 1486 | Kassab 1487 | Bazzi 1488 | Hadad 1489 | Nader 1490 | Tuma 1491 | Basara 1492 | Totah 1493 | Nassar 1494 | Seif 1495 | Nassar 1496 | Daher 1497 | Daher 1498 | Maalouf 1499 | Rahal 1500 | Quraishi 1501 | Hadad 1502 | Bahar 1503 | Sabbag 1504 | Halabi 1505 | Tuma 1506 | Antoun 1507 | Boutros 1508 | Gerges 1509 | Bishara 1510 | Baba 1511 | Zogby 1512 | Nahas 1513 | Atiyeh 1514 | Rahal 1515 | Sabbagh 1516 | Bitar 1517 | Botros 1518 | Tuma 1519 | Ganim 1520 | Handal 1521 | Daher 1522 | Boutros 1523 | Khouri 1524 | Maroun 1525 | Mifsud 1526 | Arian 1527 | Safar 1528 | Koury 1529 | Deeb 1530 | Shamoun 1531 | Cham 1532 | Asghar 1533 | Morcos 1534 | Tahan 1535 | Salib 1536 | Aswad 1537 | Shadid 1538 | Saliba 1539 | Ganim 1540 | Haik 1541 | Kattan 1542 | Antoun 1543 | Hajjar 1544 | Toma 1545 | Toma 1546 | Antoun 1547 | Tahan 1548 | Haik 1549 | Kassis 1550 | Shamoun 1551 | Shammas 1552 | Kassis 1553 | Shadid 1554 | Samaha 1555 | Sarraf 1556 | Nader 1557 | Ganem 1558 | Zogby 1559 | Maloof 1560 | Kalb 1561 | Gerges 1562 | Seif 1563 | Nahas 1564 | Arian 1565 | Asfour 1566 | Hakimi 1567 | Ba 1568 | Handal 1569 | Abadi 1570 | Harb 1571 | Nader 1572 | Asghar 1573 | Sabbag 1574 | Touma 1575 | Amari 1576 | Kanaan 1577 | Hajjar 1578 | Said 1579 | Sarraf 1580 | Haddad 1581 | Mifsud 1582 | Shammas 1583 | Sleiman 1584 | Asfour 1585 | Deeb 1586 | Kattan 1587 | Naser 1588 | Said 1589 | Bishara 1590 | Harb 1591 | Morcos 1592 | Sayegh 1593 | Said 1594 | Naser 1595 | Aswad 1596 | Seif 1597 | Kouri 1598 | Dagher 1599 | Shamon 1600 | Hadad 1601 | Handal 1602 | Tuma 1603 | Shamon 1604 | Hakimi 1605 | Rahal 1606 | Hadad 1607 | Ghannam 1608 | Almasi 1609 | Daher 1610 | Handal 1611 | Malouf 1612 | Mansour 1613 | Sabbagh 1614 | Sabbag 1615 | Saliba 1616 | Haddad 1617 | Tahan 1618 | Khoury 1619 | Harb 1620 | Ganim 1621 | Mansour 1622 | Ganem 1623 | Handal 1624 | Handal 1625 | Antar 1626 | Asfour 1627 | Kouri 1628 | Cham 1629 | Masih 1630 | Saliba 1631 | Qureshi 1632 | Daher 1633 | Safar 1634 | Assaf 1635 | Harb 1636 | Abboud 1637 | Haik 1638 | Ghannam 1639 | Maalouf 1640 | Daher 1641 | Najjar 1642 | Mifsud 1643 | Daher 1644 | Amari 1645 | Saliba 1646 | Kanaan 1647 | Guirguis 1648 | Atiyeh 1649 | Sleiman 1650 | Mikhail 1651 | Arian 1652 | Wasem 1653 | Attia 1654 | Nassar 1655 | Cham 1656 | Koury 1657 | Baba 1658 | Guirguis 1659 | Morcos 1660 | Quraishi 1661 | Seif 1662 | Sarkis 1663 | Moghadam 1664 | Ba 1665 | Boutros 1666 | Nader 1667 | Gerges 1668 | Salib 1669 | Salib 1670 | Guirguis 1671 | Essa 1672 | Guirguis 1673 | Antoun 1674 | Kassis 1675 | Abboud 1676 | Najjar 1677 | Aswad 1678 | Srour 1679 | Mifsud 1680 | Ghanem 1681 | Bitar 1682 | Ghannam 1683 | Asghar 1684 | Deeb 1685 | Kalb 1686 | Nader 1687 | Srour 1688 | Attia 1689 | Shamon 1690 | Bata 1691 | Nahas 1692 | Gerges 1693 | Kanaan 1694 | Kassis 1695 | Sarkis 1696 | Maloof 1697 | Almasi 1698 | Nassar 1699 | Saliba 1700 | Arian 1701 | Ghanem 1702 | Awad 1703 | Naifeh 1704 | Boutros 1705 | Fakhoury 1706 | Sabbag 1707 | Antar 1708 | Tahan 1709 | Mustafa 1710 | Almasi 1711 | Shammas 1712 | Totah 1713 | Boutros 1714 | Cham 1715 | Shamon 1716 | Ganim 1717 | Ghanem 1718 | Assaf 1719 | Khoury 1720 | Naifeh 1721 | Bahar 1722 | Quraishi 1723 | Bishara 1724 | Cham 1725 | Asfour 1726 | Ghannam 1727 | Khoury 1728 | Sayegh 1729 | Hanania 1730 | Maroun 1731 | Kouri 1732 | Sarkis 1733 | Haik 1734 | Basara 1735 | Salib 1736 | Shammas 1737 | Fakhoury 1738 | Nahas 1739 | Ganim 1740 | Botros 1741 | Arian 1742 | Shalhoub 1743 | Hadad 1744 | Mustafa 1745 | Shalhoub 1746 | Kassab 1747 | Asker 1748 | Botros 1749 | Kanaan 1750 | Gaber 1751 | Bazzi 1752 | Sayegh 1753 | Nassar 1754 | Kassis 1755 | Fakhoury 1756 | Kassis 1757 | Amari 1758 | Sarraf 1759 | Mifsud 1760 | Salib 1761 | Samaha 1762 | Mustafa 1763 | Asfour 1764 | Najjar 1765 | Essa 1766 | Naifeh 1767 | Cham 1768 | Sarraf 1769 | Moghadam 1770 | Fakhoury 1771 | Assaf 1772 | Almasi 1773 | Asghar 1774 | Nader 1775 | Kalb 1776 | Shamoun 1777 | Gerges 1778 | Wasem 1779 | Morcos 1780 | Nader 1781 | Said 1782 | Safar 1783 | Quraishi 1784 | Samaha 1785 | Kassab 1786 | Deeb 1787 | Sarraf 1788 | Rahal 1789 | Naifeh 1790 | Ba 1791 | Nazari 1792 | Ganim 1793 | Arian 1794 | Asker 1795 | Touma 1796 | Kassab 1797 | Tahan 1798 | Mansour 1799 | Morcos 1800 | Shammas 1801 | Baba 1802 | Morcos 1803 | Isa 1804 | Moghadam 1805 | Ganem 1806 | Baz 1807 | Totah 1808 | Nader 1809 | Kouri 1810 | Guirguis 1811 | Koury 1812 | Zogby 1813 | Basara 1814 | Baz 1815 | Deeb 1816 | Mustafa 1817 | Shadid 1818 | Awad 1819 | Sarraf 1820 | Quraishi 1821 | Kanaan 1822 | Tahan 1823 | Ghannam 1824 | Shammas 1825 | Abboud 1826 | Najjar 1827 | Bishara 1828 | Tuma 1829 | Srour 1830 | Mifsud 1831 | Srour 1832 | Hajjar 1833 | Qureshi 1834 | Bitar 1835 | Hadad 1836 | Almasi 1837 | Wasem 1838 | Abadi 1839 | Maroun 1840 | Baz 1841 | Koury 1842 | Ganem 1843 | Awad 1844 | Maalouf 1845 | Mifsud 1846 | Haik 1847 | Sleiman 1848 | Arian 1849 | Seif 1850 | Mansour 1851 | Koury 1852 | Kattan 1853 | Koury 1854 | Aswad 1855 | Ba 1856 | Rahal 1857 | Zogby 1858 | Bahar 1859 | Fakhoury 1860 | Samaha 1861 | Sarraf 1862 | Mifsud 1863 | Antar 1864 | Moghadam 1865 | Botros 1866 | Srour 1867 | Sabbag 1868 | Sayegh 1869 | Rahal 1870 | Attia 1871 | Naifeh 1872 | Saliba 1873 | Mustafa 1874 | Amari 1875 | Issa 1876 | Masih 1877 | Khouri 1878 | Haddad 1879 | Kalb 1880 | Bazzi 1881 | Salib 1882 | Hanania 1883 | Shamoon 1884 | Tuma 1885 | Cham 1886 | Antoun 1887 | Wasem 1888 | Kouri 1889 | Ghanem 1890 | Wasem 1891 | Khoury 1892 | Assaf 1893 | Ganem 1894 | Seif 1895 | Nader 1896 | Essa 1897 | Shadid 1898 | Botros 1899 | Sleiman 1900 | Bishara 1901 | Basara 1902 | Maalouf 1903 | Issa 1904 | Nassar 1905 | Moghadam 1906 | Ganim 1907 | Kassis 1908 | Antoun 1909 | Said 1910 | Khouri 1911 | Salib 1912 | Baz 1913 | Sarkis 1914 | Tuma 1915 | Naifeh 1916 | Najjar 1917 | Asker 1918 | Khouri 1919 | Mustafa 1920 | Najjar 1921 | Sabbag 1922 | Malouf 1923 | Wasem 1924 | Maalouf 1925 | Gaber 1926 | Said 1927 | Zogby 1928 | Bahar 1929 | Hanania 1930 | Shalhoub 1931 | Abadi 1932 | Handal 1933 | Qureshi 1934 | Kanaan 1935 | Abboud 1936 | Mifsud 1937 | Touma 1938 | Ganim 1939 | Bishara 1940 | Bazzi 1941 | Gaber 1942 | Haik 1943 | Ghanem 1944 | Sarraf 1945 | Sarkis 1946 | Mustafa 1947 | Baz 1948 | Kanaan 1949 | Nazari 1950 | Bahar 1951 | Malouf 1952 | Quraishi 1953 | Kattan 1954 | Arian 1955 | Shadid 1956 | Tuma 1957 | Nader 1958 | Khoury 1959 | Safar 1960 | Wasem 1961 | Toma 1962 | Haddad 1963 | Quraishi 1964 | Nassar 1965 | Kanaan 1966 | Gaber 1967 | Haddad 1968 | Rahal 1969 | Koury 1970 | Harb 1971 | Mikhail 1972 | Dagher 1973 | Shadid 1974 | Boutros 1975 | Mikhail 1976 | Khouri 1977 | Nader 1978 | Issa 1979 | Harb 1980 | Dagher 1981 | Gerges 1982 | Morcos 1983 | Essa 1984 | Fakhoury 1985 | Tuma 1986 | Kattan 1987 | Totah 1988 | Qureshi 1989 | Nahas 1990 | Bitar 1991 | Tahan 1992 | Daher 1993 | Shammas 1994 | Kouri 1995 | Ganim 1996 | Daher 1997 | Awad 1998 | Malouf 1999 | Mustafa 2000 | Aswad 2001 | -------------------------------------------------------------------------------- /toy_data/names/Chinese.txt: -------------------------------------------------------------------------------- 1 | Ang 2 | Au-Yong 3 | Bai 4 | Ban 5 | Bao 6 | Bei 7 | Bian 8 | Bui 9 | Cai 10 | Cao 11 | Cen 12 | Chai 13 | Chaim 14 | Chan 15 | Chang 16 | Chao 17 | Che 18 | Chen 19 | Cheng 20 | Cheung 21 | Chew 22 | Chieu 23 | Chin 24 | Chong 25 | Chou 26 | Chu 27 | Cui 28 | Dai 29 | Deng 30 | Ding 31 | Dong 32 | Dou 33 | Duan 34 | Eng 35 | Fan 36 | Fei 37 | Feng 38 | Foong 39 | Fung 40 | Gan 41 | Gauk 42 | Geng 43 | Gim 44 | Gok 45 | Gong 46 | Guan 47 | Guang 48 | Guo 49 | Gwock 50 | Han 51 | Hang 52 | Hao 53 | Hew 54 | Hiu 55 | Hong 56 | Hor 57 | Hsiao 58 | Hua 59 | Huan 60 | Huang 61 | Hui 62 | Huie 63 | Huo 64 | Jia 65 | Jiang 66 | Jin 67 | Jing 68 | Joe 69 | Kang 70 | Kau 71 | Khoo 72 | Khu 73 | Kong 74 | Koo 75 | Kwan 76 | Kwei 77 | Kwong 78 | Lai 79 | Lam 80 | Lang 81 | Lau 82 | Law 83 | Lew 84 | Lian 85 | Liao 86 | Lim 87 | Lin 88 | Ling 89 | Liu 90 | Loh 91 | Long 92 | Loong 93 | Luo 94 | Mah 95 | Mai 96 | Mak 97 | Mao 98 | Mar 99 | Mei 100 | Meng 101 | Miao 102 | Min 103 | Ming 104 | Moy 105 | Mui 106 | Nie 107 | Niu 108 | Ou-Yang 109 | Ow-Yang 110 | Pan 111 | Pang 112 | Pei 113 | Peng 114 | Ping 115 | Qian 116 | Qin 117 | Qiu 118 | Quan 119 | Que 120 | Ran 121 | Rao 122 | Rong 123 | Ruan 124 | Sam 125 | Seah 126 | See 127 | Seow 128 | Seto 129 | Sha 130 | Shan 131 | Shang 132 | Shao 133 | Shaw 134 | She 135 | Shen 136 | Sheng 137 | Shi 138 | Shu 139 | Shuai 140 | Shui 141 | Shum 142 | Siew 143 | Siu 144 | Song 145 | Sum 146 | Sun 147 | Sze 148 | Tan 149 | Tang 150 | Tao 151 | Teng 152 | Teoh 153 | Thean 154 | Thian 155 | Thien 156 | Tian 157 | Tong 158 | Tow 159 | Tsang 160 | Tse 161 | Tsen 162 | Tso 163 | Tze 164 | Wan 165 | Wang 166 | Wei 167 | Wen 168 | Weng 169 | Won 170 | Wong 171 | Woo 172 | Xiang 173 | Xiao 174 | Xie 175 | Xing 176 | Xue 177 | Xun 178 | Yan 179 | Yang 180 | Yao 181 | Yap 182 | Yau 183 | Yee 184 | Yep 185 | Yim 186 | Yin 187 | Ying 188 | Yong 189 | You 190 | Yuan 191 | Zang 192 | Zeng 193 | Zha 194 | Zhan 195 | Zhang 196 | Zhao 197 | Zhen 198 | Zheng 199 | Zhong 200 | Zhou 201 | Zhu 202 | Zhuo 203 | Zong 204 | Zou 205 | Bing 206 | Chi 207 | Chu 208 | Cong 209 | Cuan 210 | Dan 211 | Fei 212 | Feng 213 | Gai 214 | Gao 215 | Gou 216 | Guan 217 | Gui 218 | Guo 219 | Hong 220 | Hou 221 | Huan 222 | Jian 223 | Jiao 224 | Jin 225 | Jiu 226 | Juan 227 | Jue 228 | Kan 229 | Kuai 230 | Kuang 231 | Kui 232 | Lao 233 | Liang 234 | Lu: 235 | Luo 236 | Man 237 | Nao 238 | Pian 239 | Qiao 240 | Qing 241 | Qiu 242 | Rang 243 | Rui 244 | She 245 | Shi 246 | Shuo 247 | Sui 248 | Tai 249 | Wan 250 | Wei 251 | Xian 252 | Xie 253 | Xin 254 | Xing 255 | Xiong 256 | Xuan 257 | Yan 258 | Yin 259 | Ying 260 | Yuan 261 | Yue 262 | Yun 263 | Zha 264 | Zhai 265 | Zhang 266 | Zhi 267 | Zhuan 268 | Zhui 269 | -------------------------------------------------------------------------------- /toy_data/names/Czech.txt: -------------------------------------------------------------------------------- 1 | Abl 2 | Adsit 3 | Ajdrna 4 | Alt 5 | Antonowitsch 6 | Antonowitz 7 | Bacon 8 | Ballalatak 9 | Ballaltick 10 | Bartonova 11 | Bastl 12 | Baroch 13 | Benesch 14 | Betlach 15 | Biganska 16 | Bilek 17 | Blahut 18 | Blazek 19 | Blazek 20 | Blazejovsky 21 | Blecha 22 | Bleskan 23 | Blober 24 | Bock 25 | Bohac 26 | Bohunovsky 27 | Bolcar 28 | Borovka 29 | Borovski 30 | Borowski 31 | Borovsky 32 | Brabbery 33 | Brezovjak 34 | Brousil 35 | Bruckner 36 | Buchta 37 | Cablikova 38 | Camfrlova 39 | Cap 40 | Cerda 41 | Cermak 42 | Chermak 43 | Cermak 44 | Cernochova 45 | Cernohous 46 | Cerny 47 | Cerney 48 | Cerny 49 | Cerv 50 | Cervenka 51 | Chalupka 52 | Charlott 53 | Chemlik 54 | Chicken 55 | Chilar 56 | Chromy 57 | Cihak 58 | Clineburg 59 | Klineberg 60 | Cober 61 | Colling 62 | Cvacek 63 | Czabal 64 | Damell 65 | Demall 66 | Dehmel 67 | Dana 68 | Dejmal 69 | Dempko 70 | Demko 71 | Dinko 72 | Divoky 73 | Dolejsi 74 | Dolezal 75 | Doljs 76 | Dopita 77 | Drassal 78 | Driml 79 | Duyava 80 | Dvorak 81 | Dziadik 82 | Egr 83 | Entler 84 | Faltysek 85 | Faltejsek 86 | Fencl 87 | Fenyo 88 | Fillipova 89 | Finfera 90 | Finferovy 91 | Finke 92 | Fojtikova 93 | Fremut 94 | Friedrich 95 | Frierdich 96 | Fritsch 97 | Furtsch 98 | Gabrisova 99 | Gavalok 100 | Geier 101 | Georgijev 102 | Geryk 103 | Giersig 104 | Glatter 105 | Glockl 106 | Grabski 107 | Grozmanova 108 | Grulich 109 | Grygarova 110 | Hadash 111 | Hafernik 112 | Hajek 113 | Hajicek 114 | Hajkova 115 | Hana 116 | Hanek 117 | Hanek 118 | Hanika 119 | Hanusch 120 | Hanzlick 121 | Handzlik 122 | Hanzlik 123 | Harger 124 | Hartl 125 | Havlatova 126 | Havlice 127 | Hawlata 128 | Heidl 129 | Herback 130 | Herodes 131 | Hiorvst 132 | Hladky 133 | Hlavsa 134 | Hnizdil 135 | Hodowal 136 | Hodoval 137 | Holan 138 | Holub 139 | Homulka 140 | Hora 141 | Hovanec 142 | Hrabak 143 | Hradek 144 | Hrdy 145 | Hrula 146 | Hruska 147 | Hruskova 148 | Hudecek 149 | Husk 150 | Hynna 151 | Jaluvka 152 | Janca 153 | Janicek 154 | Jenicek 155 | Janacek 156 | Janick 157 | Janoch 158 | Janosik 159 | Janutka 160 | Jares 161 | Jarzembowski 162 | Jedlicka 163 | Jelinek 164 | Jindra 165 | Jirava 166 | Jirik 167 | Jirku 168 | Jirovy 169 | Jobst 170 | Jonas 171 | Kacirek 172 | Kafka 173 | Kafka 174 | Kaiser 175 | Kanak 176 | Kaplanek 177 | Kara 178 | Karlovsky 179 | Kasa 180 | Kasimor 181 | Kazimor 182 | Kazmier 183 | Katschker 184 | Kauphsman 185 | Kenzel 186 | Kerner 187 | Kesl 188 | Kessel 189 | Kessler 190 | Khork 191 | Kirchma 192 | Klein 193 | Klemper 194 | Klimes 195 | Kober 196 | Koberna 197 | Koci 198 | Kocian 199 | Kocian 200 | Kofron 201 | Kolacny 202 | Koliha 203 | Kolman 204 | Koma 205 | Komo 206 | Coma 207 | Konarik 208 | Kopp 209 | Kopecky 210 | Korandak 211 | Korycan 212 | Korycansky 213 | Kosko 214 | Kouba 215 | Kouba 216 | Koukal 217 | Koza 218 | Kozumplikova 219 | Kratschmar 220 | Krawiec 221 | Kreisinger 222 | Kremlacek 223 | Kremlicka 224 | Kreutschmer 225 | Krhovsky 226 | Krivan 227 | Krivolavy 228 | Kriz 229 | Kruessel 230 | Krupala 231 | Krytinar 232 | Kubin 233 | Kucera 234 | Kucharova 235 | Kudrna 236 | Kuffel 237 | Kupfel 238 | Kofel 239 | Kulhanek 240 | Kunik 241 | Kurtz 242 | Kusak 243 | Kvasnicka 244 | Lawa 245 | Linart 246 | Lind 247 | Lokay 248 | Loskot 249 | Ludwig 250 | Lynsmeier 251 | Macha 252 | Machacek 253 | Macikova 254 | Malafa 255 | Malec 256 | Malecha 257 | Maly 258 | Marek 259 | Marik 260 | Marik 261 | Markytan 262 | Matejka 263 | Matjeka 264 | Matocha 265 | Maxa/B 266 | Mayer 267 | Meier 268 | Merta 269 | Meszes 270 | Metjeka 271 | Michalovic 272 | Michalovicova 273 | Miksatkova 274 | Mojzis 275 | Mojjis 276 | Mozzis 277 | Molcan 278 | Monfort 279 | MonkoAustria 280 | Morava 281 | Morek 282 | Muchalon 283 | Mudra 284 | Muhlbauer 285 | Nadvornizch 286 | Nadwornik 287 | Navara 288 | Navratil 289 | Navratil 290 | Navrkal 291 | Nekuza 292 | Nemec 293 | Nemecek 294 | Nestrojil 295 | Netsch 296 | Neusser 297 | Neisser 298 | Naizer 299 | Novak 300 | Nowak 301 | Novotny 302 | Novy Novy 303 | Oborny 304 | Ocasek 305 | Ocaskova 306 | Oesterreicher 307 | Okenfuss 308 | Olbrich 309 | Ondrisek 310 | Opizka 311 | Opova 312 | Opp 313 | Osladil 314 | Ozimuk 315 | Pachr 316 | Palzewicz 317 | Panek 318 | Patril 319 | Pavlik 320 | Pavlicka 321 | Pavlu 322 | Pawlak 323 | Pear 324 | Peary 325 | Pech 326 | Peisar 327 | Paisar 328 | Paiser 329 | Perevuznik 330 | Perina 331 | Persein 332 | Petrezelka 333 | Petru 334 | Pesek 335 | Petersen 336 | Pfeifer 337 | Picha 338 | Pillar 339 | Pellar 340 | Piller 341 | Pinter 342 | Pitterman 343 | Planick 344 | Piskach 345 | Plisek 346 | Plisko 347 | Pokorny 348 | Ponec 349 | Ponec 350 | Prachar 351 | Praseta 352 | Prchal 353 | Prehatney 354 | Pretsch 355 | Prill 356 | Psik 357 | Pudel 358 | Purdes 359 | Quasninsky 360 | Raffel 361 | Rafaj1 362 | Ransom 363 | Rezac 364 | Riedel 365 | Riha 366 | Riha 367 | Ritchie 368 | Rozinek 369 | Ruba 370 | Ruda 371 | Rumisek 372 | Ruzicka 373 | Rypka 374 | Rebka 375 | Rzehak 376 | Sabol 377 | Safko 378 | Samz 379 | Sankovsky 380 | Sappe 381 | Sappe 382 | Sarna 383 | Satorie 384 | Savchak 385 | Svotak 386 | Swatchak 387 | Svocak 388 | Svotchak 389 | Schallom 390 | Schenk 391 | Schlantz 392 | Schmeiser 393 | Schneider 394 | Schmied 395 | Schubert 396 | Schwarz 397 | Schwartz 398 | Sedmik 399 | Sedmikova 400 | Seger 401 | Sekovora 402 | Semick 403 | Serak 404 | Sherak 405 | Shima 406 | Shula 407 | Siegl 408 | Silhan 409 | Simecek 410 | Simodines 411 | Simonek 412 | Sip 413 | Sitta 414 | Skala 415 | Skeril 416 | Skokan 417 | Skomicka 418 | Skwor 419 | Slapnickova 420 | Slejtr 421 | Slepicka 422 | Slepica 423 | Slezak 424 | Slivka 425 | Smith 426 | Snelker 427 | Sokolik 428 | Soucek 429 | Soukup 430 | Soukup 431 | Spicka 432 | Spoerl 433 | Sponer 434 | Srda 435 | Srpcikova 436 | Stangl 437 | Stanzel 438 | Stary 439 | Staska 440 | Stedronsky 441 | Stegon 442 | Sztegon 443 | Steinborn 444 | Stepan 445 | Stites 446 | Stluka 447 | Stotzky 448 | StrakaO 449 | Stramba 450 | Stupka 451 | Subertova 452 | Suchanka 453 | Sula 454 | Svejda 455 | Svejkovsky 456 | Svoboda 457 | Tejc 458 | Tikal 459 | Tykal 460 | Till 461 | Timpe 462 | Timpy 463 | Toman 464 | Tomanek 465 | Tomasek 466 | Tomes 467 | Trampotova 468 | Trampota 469 | Treblik 470 | Trnkova 471 | Uerling 472 | Uhlik 473 | Urbanek 474 | Urbanek1 475 | Urbanovska 476 | Urista 477 | Ustohal 478 | Vaca 479 | Vaculova 480 | Vavra 481 | Vejvoda 482 | Veverka 483 | Victor 484 | Vlach 485 | Vlach 486 | Vlasak 487 | Vlasek 488 | Volcik 489 | Voneve 490 | Votke 491 | Vozab 492 | Vrazel 493 | Vykruta 494 | Wykruta 495 | Waclauska 496 | Weichert 497 | Weineltk 498 | Weisener 499 | Wiesner 500 | Wizner 501 | Weiss 502 | Werlla 503 | Whitmire1 504 | Widerlechner 505 | Wilchek 506 | Wondracek 507 | Wood 508 | Zajicek 509 | Zak 510 | Zajicek 511 | Zaruba 512 | Zaruba 513 | Zelinka 514 | Zeman 515 | Zimola 516 | Zipperer 517 | Zitka 518 | Zoucha 519 | Zwolenksy 520 | -------------------------------------------------------------------------------- /toy_data/names/Dutch.txt: -------------------------------------------------------------------------------- 1 | Aalsburg 2 | Aalst 3 | Aarle 4 | Achteren 5 | Achthoven 6 | Adrichem 7 | Aggelen 8 | Agteren 9 | Agthoven 10 | Akkeren 11 | Aller 12 | Alphen 13 | Alst 14 | Altena 15 | Althuis 16 | Amelsvoort 17 | Amersvoort 18 | Amstel 19 | Andel 20 | Andringa 21 | Ankeren 22 | Antwerp 23 | Antwerpen 24 | Apeldoorn 25 | Arendonk 26 | Asch 27 | Assen 28 | Baarle 29 | Bokhoven 30 | Breda 31 | Bueren 32 | Buggenum 33 | Buiren 34 | Buren 35 | Can 36 | Cann 37 | Canne 38 | Daal 39 | Daalen 40 | Dael 41 | Daele 42 | Dale 43 | Dalen 44 | Laar 45 | Vliert 46 | Akker 47 | Andel 48 | Denend 49 | Aart 50 | Beek 51 | Berg 52 | Hout 53 | Laar 54 | See 55 | Stoep 56 | Veen 57 | Ven 58 | Venn 59 | Venne 60 | Vennen 61 | Zee 62 | Donk 63 | Haanraads 64 | Haanraats 65 | Haanrade 66 | Haanrath 67 | Haenraats 68 | Haenraets 69 | Hanraets 70 | Hassel 71 | Hautem 72 | Hautum 73 | Heel 74 | Herten 75 | Hofwegen 76 | Horn 77 | Hout 78 | Houte 79 | Houtem 80 | Houten 81 | Houttum 82 | Houtum 83 | Kan 84 | Kann 85 | Kanne 86 | Kappel 87 | Karl 88 | Kikkert 89 | Klein 90 | Klerk 91 | Klerken 92 | Klerks 93 | Klerkse 94 | Klerkx 95 | Klerx 96 | Kloet 97 | Kloeten 98 | Kloeter 99 | Koeman 100 | Koemans 101 | Kolen 102 | Kolijn 103 | Kollen 104 | Koning 105 | Kool 106 | Koole 107 | Koolen 108 | Kools 109 | Kouman 110 | Koumans 111 | Krantz 112 | Kranz 113 | Krusen 114 | Kuijpers 115 | Kuiper 116 | Kuipers 117 | Laar 118 | Langbroek 119 | Laren 120 | Lauwens 121 | Lauwers 122 | Leeuwenhoeck 123 | Leeuwenhoek 124 | Leeuwenhoek 125 | Lucas 126 | Lucassen 127 | Lyon 128 | Maas 129 | Maes 130 | Maessen 131 | Marquering 132 | Marqueringh 133 | Marquerink 134 | Mas 135 | Meeuwe 136 | Meeuwes 137 | Meeuwessen 138 | Meeuweszen 139 | Meeuwis 140 | Meeuwissen 141 | Meeuwsen 142 | Meisner 143 | Merckx 144 | Mertens 145 | Michel 146 | Middelburg 147 | Middlesworth 148 | Mohren 149 | Mooren 150 | Mulder 151 | Muyskens 152 | Nagel 153 | Nelissen 154 | Nifterick 155 | Nifterick 156 | Nifterik 157 | Nifterik 158 | Niftrik 159 | Niftrik 160 | Offermans 161 | Ogterop 162 | Ogtrop 163 | Oirschot 164 | Oirschotten 165 | Oomen 166 | Oorschot 167 | Oorschot 168 | Ophoven 169 | Otten 170 | Pander 171 | Panders 172 | Paulis 173 | Paulissen 174 | Peerenboom 175 | Peeters 176 | Peij 177 | Pender 178 | Penders 179 | Pennders 180 | Penner 181 | Penners 182 | Peter 183 | Peusen 184 | Pey 185 | Philips 186 | Prinsen 187 | Rademaker 188 | Rademakers 189 | Ramaaker 190 | Ramaker 191 | Ramakers 192 | Ramecker 193 | Rameckers 194 | Raske 195 | Reijnder 196 | Reijnders 197 | Reinder 198 | Reinders 199 | Reynder 200 | Reynders 201 | Richard 202 | Rietveld 203 | Rijnder 204 | Rijnders 205 | Robert 206 | Roggeveen 207 | Roijacker 208 | Roijackers 209 | Roijakker 210 | Roijakkers 211 | Romeijn 212 | Romeijnders 213 | Romeijnsen 214 | Romijn 215 | Romijnders 216 | Romijnsen 217 | Rompa 218 | Rompa 219 | Rompaeij 220 | Rompaey 221 | Rompaij 222 | Rompay 223 | Rompaye 224 | Rompu 225 | Rompuy 226 | Rooiakker 227 | Rooiakkers 228 | Rooijakker 229 | Rooijakkers 230 | Roosa 231 | Roosevelt 232 | Rossem 233 | Rossum 234 | Rumpade 235 | Rutten 236 | Ryskamp 237 | Samson 238 | Sanna 239 | Schenck 240 | Schermer 241 | Schneider 242 | Schneiders 243 | Schneijder 244 | Schneijders 245 | Schoonenburg 246 | Schoonraad 247 | Schoorel 248 | Schoorel 249 | Schoorl 250 | Schorel 251 | Schrijnemakers 252 | Schuyler 253 | Schwarzenberg 254 | Seeger 255 | Seegers 256 | Seelen 257 | Segers 258 | Segher 259 | Seghers 260 | Severijns 261 | Severins 262 | Sevriens 263 | Silje 264 | Simon 265 | Simonis 266 | Slootmaekers 267 | Smeets 268 | Smets 269 | Smit 270 | Smits 271 | Snaaijer 272 | Snaijer 273 | Sneiders 274 | Sneijder 275 | Sneijders 276 | Sneijer 277 | Sneijers 278 | Snell 279 | Snider 280 | Sniders 281 | Snijder 282 | Snijders 283 | Snyder 284 | Snyders 285 | Specht 286 | Spijker 287 | Spiker 288 | Ter Avest 289 | Teunissen 290 | Theunissen 291 | Tholberg 292 | Tillens 293 | Tunison 294 | Tunneson 295 | Vandale 296 | Vandroogenbroeck 297 | Vann 298 | -------------------------------------------------------------------------------- /toy_data/names/English.txt: -------------------------------------------------------------------------------- 1 | Abbas 2 | Abbey 3 | Abbott 4 | Abdi 5 | Abel 6 | Abraham 7 | Abrahams 8 | Abrams 9 | Ackary 10 | Ackroyd 11 | Acton 12 | Adair 13 | Adam 14 | Adams 15 | Adamson 16 | Adanet 17 | Addams 18 | Adderley 19 | Addinall 20 | Addis 21 | Addison 22 | Addley 23 | Aderson 24 | Adey 25 | Adkins 26 | Adlam 27 | Adler 28 | Adrol 29 | Adsett 30 | Agar 31 | Ahern 32 | Aherne 33 | Ahmad 34 | Ahmed 35 | Aikman 36 | Ainley 37 | Ainsworth 38 | Aird 39 | Airey 40 | Aitchison 41 | Aitken 42 | Akhtar 43 | Akram 44 | Alam 45 | Alanson 46 | Alber 47 | Albert 48 | Albrighton 49 | Albutt 50 | Alcock 51 | Alden 52 | Alder 53 | Aldersley 54 | Alderson 55 | Aldred 56 | Aldren 57 | Aldridge 58 | Aldworth 59 | Alesbury 60 | Alexandar 61 | Alexander 62 | Alexnader 63 | Alford 64 | Algar 65 | Ali 66 | Alker 67 | Alladee 68 | Allam 69 | Allan 70 | Allard 71 | Allaway 72 | Allcock 73 | Allcott 74 | Alldridge 75 | Alldritt 76 | Allen 77 | Allgood 78 | Allington 79 | Alliott 80 | Allison 81 | Allkins 82 | Allman 83 | Allport 84 | Allsop 85 | Allum 86 | Allwood 87 | Almond 88 | Alpin 89 | Alsop 90 | Altham 91 | Althoff 92 | Alves 93 | Alvey 94 | Alway 95 | Ambrose 96 | Amesbury 97 | Amin 98 | Amner 99 | Amod 100 | Amor 101 | Amos 102 | Anakin 103 | Anderson 104 | Andersson 105 | Anderton 106 | Andrew 107 | Andrews 108 | Angus 109 | Anker 110 | Anley 111 | Annan 112 | Anscombe 113 | Ansell 114 | Anstee 115 | Anthony 116 | Antic 117 | Anton 118 | Antony 119 | Antram 120 | Anwar 121 | Appleby 122 | Appleton 123 | Appleyard 124 | Apsley 125 | Arah 126 | Archer 127 | Ardern 128 | Arkins 129 | Armer 130 | Armitage 131 | Armour 132 | Armsden 133 | Armstrong 134 | Arnall 135 | Arnett 136 | Arnold 137 | Arnott 138 | Arrowsmith 139 | Arscott 140 | Arthur 141 | Artliff 142 | Ashbridge 143 | Ashbrook 144 | Ashby 145 | Ashcroft 146 | Ashdown 147 | Ashe 148 | Asher 149 | Ashford 150 | Ashley 151 | Ashman 152 | Ashton 153 | Ashurst 154 | Ashwell 155 | Ashworth 156 | Askew 157 | Aslam 158 | Asom 159 | Aspey 160 | Aspin 161 | Aspinall 162 | Astbury 163 | Astle 164 | Astley 165 | Aston 166 | Atherley 167 | Atherstone 168 | Atherton 169 | Atkin 170 | Atkins 171 | Atkinson 172 | Attard 173 | Atter 174 | Atterbury 175 | Atterton 176 | Attewell 177 | Attrill 178 | Attwood 179 | Auberton 180 | Auborn 181 | Aubrey 182 | Austen 183 | Austin 184 | Auton 185 | Avenue 186 | Avery 187 | Aves 188 | Avis 189 | Awad 190 | Axon 191 | Aylett 192 | Ayley 193 | Ayliffe 194 | Ayling 195 | Aylott 196 | Aylward 197 | Ayres 198 | Ayton 199 | Aziz 200 | Bacon 201 | Bailey 202 | Bain 203 | Bainbridge 204 | Baines 205 | Bains 206 | Baird 207 | Baker 208 | Baldwin 209 | Bale 210 | Ball 211 | Ballantyne 212 | Ballard 213 | Bamford 214 | Bancroft 215 | Banks 216 | Banner 217 | Bannister 218 | Barber 219 | Barclay 220 | Barker 221 | Barlow 222 | Barnard 223 | Barnes 224 | Barnett 225 | Baron 226 | Barr 227 | Barrett 228 | Barron 229 | Barrow 230 | Barry 231 | Bartlett 232 | Barton 233 | Bass 234 | Bassett 235 | Batchelor 236 | Bate 237 | Bateman 238 | Bates 239 | Batt 240 | Batten 241 | Batty 242 | Baxter 243 | Bayliss 244 | Beadle 245 | Beal 246 | Beale 247 | Beamish 248 | Bean 249 | Bear 250 | Beattie 251 | Beatty 252 | Beaumont 253 | Beck 254 | Bedford 255 | Beech 256 | Beer 257 | Begum 258 | Bell 259 | Bellamy 260 | Benfield 261 | Benjamin 262 | Bennett 263 | Benson 264 | Bentley 265 | Berger 266 | Bernard 267 | Berry 268 | Best 269 | Bethell 270 | Betts 271 | Bevan 272 | Beveridge 273 | Bickley 274 | Biddle 275 | Biggs 276 | Bill 277 | Bing 278 | Bingham 279 | Binnington 280 | Birch 281 | Bird 282 | Bishop 283 | Bithell 284 | Black 285 | Blackburn 286 | Blackman 287 | Blackmore 288 | Blackwell 289 | Blair 290 | Blake 291 | Blakeley 292 | Blakey 293 | Blanchard 294 | Bland 295 | Bloggs 296 | Bloom 297 | Blundell 298 | Blythe 299 | Bob 300 | Boden 301 | Boland 302 | Bolton 303 | Bond 304 | Bone 305 | Bonner 306 | Boon 307 | Booth 308 | Borland 309 | Bostock 310 | Boulton 311 | Bourne 312 | Bouvet 313 | Bowden 314 | Bowen 315 | Bower 316 | Bowers 317 | Bowes 318 | Bowler 319 | Bowles 320 | Bowman 321 | Boyce 322 | Boyd 323 | Boyle 324 | Bracey 325 | Bradbury 326 | Bradley 327 | Bradshaw 328 | Brady 329 | Brain 330 | Braithwaite 331 | Bramley 332 | Brandrick 333 | Bray 334 | Breen 335 | Brelsford 336 | Brennan 337 | Brett 338 | Brewer 339 | Bridges 340 | Briggs 341 | Bright 342 | Bristow 343 | Britton 344 | Broadbent 345 | Broadhurst 346 | Broadley 347 | Brock 348 | Brook 349 | Brooke 350 | Brooker 351 | Brookes 352 | Brookfield 353 | Brooks 354 | Broomfield 355 | Broughton 356 | Brown 357 | Browne 358 | Browning 359 | Bruce 360 | Brunet 361 | Brunton 362 | Bryan 363 | Bryant 364 | Bryson 365 | Buchan 366 | Buchanan 367 | Buck 368 | Buckingham 369 | Buckley 370 | Budd 371 | Bugg 372 | Bull 373 | Bullock 374 | Burch 375 | Burden 376 | Burdett 377 | Burford 378 | Burge 379 | Burgess 380 | Burke 381 | Burland 382 | Burman 383 | Burn 384 | Burnett 385 | Burns 386 | Burr 387 | Burrows 388 | Burt 389 | Burton 390 | Busby 391 | Bush 392 | Butcher 393 | Butler 394 | Butt 395 | Butter 396 | Butterworth 397 | Button 398 | Buxton 399 | Byrne 400 | Caddy 401 | Cadman 402 | Cahill 403 | Cain 404 | Cairns 405 | Caldwell 406 | Callaghan 407 | Callow 408 | Calveley 409 | Calvert 410 | Cameron 411 | Campbell 412 | Cann 413 | Cannon 414 | Caplan 415 | Capper 416 | Carey 417 | Carling 418 | Carmichael 419 | Carnegie 420 | Carney 421 | Carpenter 422 | Carr 423 | Carrington 424 | Carroll 425 | Carruthers 426 | Carson 427 | Carter 428 | Cartwright 429 | Carty 430 | Casey 431 | Cashmore 432 | Cassidy 433 | Caton 434 | Cavanagh 435 | Cawley 436 | Chadwick 437 | Chalmers 438 | Chamberlain 439 | Chambers 440 | Chan 441 | Chance 442 | Chandler 443 | Chantler 444 | Chaplin 445 | Chapman 446 | Chappell 447 | Chapple 448 | Charge 449 | Charles 450 | Charlton 451 | Charnock 452 | Chase 453 | Chatterton 454 | Chauhan 455 | Cheetham 456 | Chelmy 457 | Cherry 458 | Cheshire 459 | Chester 460 | Cheung 461 | Chidlow 462 | Child 463 | Childs 464 | Chilvers 465 | Chisholm 466 | Chong 467 | Christie 468 | Christy 469 | Chung 470 | Church 471 | Churchill 472 | Clamp 473 | Clancy 474 | Clark 475 | Clarke 476 | Clarkson 477 | Clay 478 | Clayton 479 | Cleary 480 | Cleaver 481 | Clegg 482 | Clements 483 | Cliff 484 | Clifford 485 | Clifton 486 | Close 487 | Clough 488 | Clowes 489 | Coates 490 | Coburn 491 | Cochrane 492 | Cockburn 493 | Cockle 494 | Coffey 495 | Cohen 496 | Cole 497 | Coleman 498 | Coles 499 | Coll 500 | Collard 501 | Collett 502 | Colley 503 | Collier 504 | Collingwood 505 | Collins 506 | Collinson 507 | Colman 508 | Compton 509 | Conneely 510 | Connell 511 | Connelly 512 | Connolly 513 | Connor 514 | Conrad 515 | Conroy 516 | Conway 517 | Cook 518 | Cooke 519 | Cookson 520 | Coomber 521 | Coombes 522 | Cooper 523 | Cope 524 | Copeland 525 | Copland 526 | Copley 527 | Corbett 528 | Corcoran 529 | Core 530 | Corlett 531 | Cormack 532 | Corner 533 | Cornish 534 | Cornock 535 | Corr 536 | Corrigan 537 | Cosgrove 538 | Costa 539 | Costello 540 | Cotter 541 | Cotterill 542 | Cotton 543 | Cottrell 544 | Couch 545 | Coulson 546 | Coulter 547 | Court 548 | Cousin 549 | Cousins 550 | Cove 551 | Cowan 552 | Coward 553 | Cowell 554 | Cowie 555 | Cowley 556 | Cox 557 | Coyle 558 | Crabb 559 | Crabtree 560 | Cracknell 561 | Craig 562 | Crane 563 | Craven 564 | Crawford 565 | Crawley 566 | Creasey 567 | Cresswell 568 | Crew 569 | Cripps 570 | Crisp 571 | Crocker 572 | Croft 573 | Crofts 574 | Cronin 575 | Crook 576 | Crosby 577 | Cross 578 | Crossland 579 | Crossley 580 | Crouch 581 | Croucher 582 | Crow 583 | Crowe 584 | Crowley 585 | Crown 586 | Crowther 587 | Crump 588 | Cullen 589 | Cumming 590 | Cummings 591 | Cummins 592 | Cunningham 593 | Curley 594 | Curran 595 | Currie 596 | Curry 597 | Curtis 598 | Curwood 599 | Cutts 600 | D arcy 601 | Dacey 602 | Dack 603 | Dalby 604 | Dale 605 | Daley 606 | Dallas 607 | Dalton 608 | Daly 609 | Dalzell 610 | Damon 611 | Danby 612 | Dandy 613 | Daniel 614 | Daniells 615 | Daniels 616 | Danks 617 | Dann 618 | Darby 619 | Darbyshire 620 | Darcy 621 | Dardenne 622 | Darlington 623 | Darr 624 | Daugherty 625 | Davenport 626 | Davey 627 | David 628 | Davidson 629 | Davie 630 | Davies 631 | Davis 632 | Davison 633 | Davy 634 | Dawe 635 | Dawes 636 | Dawkins 637 | Dawson 638 | Day 639 | Dayman 640 | De ath 641 | Deacon 642 | Deakin 643 | Dean 644 | Deane 645 | Deans 646 | Debenham 647 | Deegan 648 | Deeley 649 | Deighton 650 | Delamarre 651 | Delaney 652 | Dell 653 | Dempsey 654 | Dempster 655 | Denby 656 | Denham 657 | Denis 658 | Denney 659 | Dennis 660 | Dent 661 | Denton 662 | Depp 663 | Dermody 664 | Derrick 665 | Derrien 666 | Dervish 667 | Desai 668 | Devaney 669 | Devenish 670 | Deverell 671 | Devine 672 | Devlin 673 | Devon 674 | Devonport 675 | Dewar 676 | Dexter 677 | Diamond 678 | Dibble 679 | Dick 680 | Dickens 681 | Dickenson 682 | Dicker 683 | Dickinson 684 | Dickson 685 | Dillon 686 | Dimmock 687 | Dingle 688 | Dipper 689 | Dixon 690 | Dobbin 691 | Dobbins 692 | Doble 693 | Dobson 694 | Docherty 695 | Docker 696 | Dodd 697 | Dodds 698 | Dodson 699 | Doherty 700 | Dolan 701 | Dolcy 702 | Dolman 703 | Dolton 704 | Donald 705 | Donaldson 706 | Donkin 707 | Donlan 708 | Donn 709 | Donnachie 710 | Donnelly 711 | Donoghue 712 | Donohoe 713 | Donovan 714 | Dooley 715 | Doolin 716 | Doon 717 | Doors 718 | Dora 719 | Doran 720 | Dorman 721 | Dornan 722 | Dorrian 723 | Dorrington 724 | Dougal 725 | Dougherty 726 | Doughty 727 | Douglas 728 | Douthwaite 729 | Dove 730 | Dover 731 | Dowell 732 | Dowler 733 | Dowling 734 | Down 735 | Downer 736 | Downes 737 | Downey 738 | Downie 739 | Downing 740 | Downs 741 | Downton 742 | Dowson 743 | Doyle 744 | Drabble 745 | Drain 746 | Drake 747 | Draper 748 | Drew 749 | Drewett 750 | Dreyer 751 | Driffield 752 | Drinkwater 753 | Driscoll 754 | Driver 755 | Drummond 756 | Drury 757 | Drysdale 758 | Dubois 759 | Duck 760 | Duckworth 761 | Ducon 762 | Dudley 763 | Duff 764 | Duffield 765 | Duffin 766 | Duffy 767 | Dufour 768 | Duggan 769 | Duke 770 | Dukes 771 | Dumont 772 | Duncan 773 | Dundon 774 | Dunford 775 | Dunkley 776 | Dunlop 777 | Dunmore 778 | Dunn 779 | Dunne 780 | Dunnett 781 | Dunning 782 | Dunsford 783 | Dupont 784 | Durand 785 | Durant 786 | Durber 787 | Durham 788 | Durrant 789 | Dutt 790 | Duval 791 | Duvall 792 | Dwyer 793 | Dyde 794 | Dyer 795 | Dyerson 796 | Dykes 797 | Dymond 798 | Dymott 799 | Dyson 800 | Eade 801 | Eadie 802 | Eagle 803 | Eales 804 | Ealham 805 | Ealy 806 | Eames 807 | Eansworth 808 | Earing 809 | Earl 810 | Earle 811 | Earley 812 | Easdale 813 | Easdown 814 | Easen 815 | Eason 816 | East 817 | Eastaugh 818 | Eastaway 819 | Eastell 820 | Easterbrook 821 | Eastham 822 | Easton 823 | Eastwood 824 | Eatherington 825 | Eaton 826 | Eaves 827 | Ebbs 828 | Ebden 829 | Ebdon 830 | Ebeling 831 | Eburne 832 | Eccles 833 | Eccleston 834 | Ecclestone 835 | Eccott 836 | Eckersall 837 | Eckersley 838 | Eddison 839 | Eddleston 840 | Eddy 841 | Eden 842 | Edeson 843 | Edgar 844 | Edge 845 | Edgell 846 | Edgerton 847 | Edgley 848 | Edgson 849 | Edkins 850 | Edler 851 | Edley 852 | Edlington 853 | Edmond 854 | Edmonds 855 | Edmondson 856 | Edmunds 857 | Edmundson 858 | Edney 859 | Edon 860 | Edwards 861 | Edwick 862 | Eedie 863 | Egan 864 | Egerton 865 | Eggby 866 | Eggison 867 | Eggleston 868 | Eglan 869 | Egleton 870 | Eglin 871 | Eilers 872 | Ekin 873 | Elbutt 874 | Elcock 875 | Elder 876 | Eldeston 877 | Eldridge 878 | Eley 879 | Elfman 880 | Elford 881 | Elkin 882 | Elkington 883 | Ellam 884 | Ellans 885 | Ellard 886 | Elleray 887 | Ellerby 888 | Ellershaw 889 | Ellery 890 | Elliman 891 | Elling 892 | Ellingham 893 | Elliot 894 | Elliott 895 | Ellis 896 | Ellison 897 | Elliston 898 | Ellrott 899 | Ellwood 900 | Elmer 901 | Elmes 902 | Elmhirst 903 | Elmore 904 | Elms 905 | Elphick 906 | Elsdon 907 | Elsmore 908 | Elson 909 | Elston 910 | Elstone 911 | Eltis 912 | Elven 913 | Elvin 914 | Elvins 915 | Elwell 916 | Elwood 917 | Elworthy 918 | Elzer 919 | Emberey 920 | Emberson 921 | Embleton 922 | Emerick 923 | Emerson 924 | Emery 925 | Emmanuel 926 | Emmerson 927 | Emmery 928 | Emmett 929 | Emmings 930 | Emmins 931 | Emmons 932 | Emmott 933 | Emms 934 | Emsden 935 | Endroe 936 | England 937 | English 938 | Ennis 939 | Ennos 940 | Enright 941 | Enticott 942 | Entwistle 943 | Epsom 944 | Epton 945 | Ernest 946 | Erridge 947 | Errington 948 | Errity 949 | Esan 950 | Escott 951 | Eskins 952 | Eslick 953 | Espley 954 | Essam 955 | Essan 956 | Essop 957 | Estlick 958 | Etchells 959 | Etheridge 960 | Etherington 961 | Etherton 962 | Ettrick 963 | Evans 964 | Evason 965 | Evenden 966 | Everdell 967 | Everett 968 | Everill 969 | Everitt 970 | Everson 971 | Everton 972 | Eveson 973 | Evison 974 | Evrard 975 | Ewart 976 | Ewin 977 | Ewing 978 | Ewles 979 | Exley 980 | Exon 981 | Exton 982 | Eyett 983 | Eyles 984 | Eyre 985 | Eyres 986 | Fabb 987 | Fagan 988 | Fagon 989 | Fahy 990 | Fairbairn 991 | Fairbrace 992 | Fairbrother 993 | Fairchild 994 | Fairclough 995 | Fairhurst 996 | Fairley 997 | Fairlie 998 | Fairweather 999 | Falconer 1000 | Falk 1001 | Fall 1002 | Fallon 1003 | Fallows 1004 | Falsh 1005 | Farge 1006 | Fargher 1007 | Farhall 1008 | Farley 1009 | Farmer 1010 | Farnsworth 1011 | Farnum 1012 | Farnworth 1013 | Farr 1014 | Farrant 1015 | Farrar 1016 | Farre 1017 | Farrell 1018 | Farrelly 1019 | Farren 1020 | Farrer 1021 | Farrier 1022 | Farrington 1023 | Farrow 1024 | Faulkner 1025 | Faust 1026 | Fawcett 1027 | Fawn 1028 | Faye 1029 | Fearn 1030 | Fearnley 1031 | Fearns 1032 | Fearon 1033 | Featherstone 1034 | Feeney 1035 | Feetham 1036 | Felix 1037 | Fell 1038 | Fellmen 1039 | Fellows 1040 | Feltham 1041 | Felton 1042 | Fenlon 1043 | Fenn 1044 | Fenton 1045 | Fenwick 1046 | Ferdinand 1047 | Fereday 1048 | Ferguson 1049 | Fern 1050 | Fernandez 1051 | Ferns 1052 | Fernyhough 1053 | Ferreira 1054 | Ferrier 1055 | Ferris 1056 | Ferry 1057 | Fewtrell 1058 | Field 1059 | Fielder 1060 | Fielding 1061 | Fields 1062 | Fifield 1063 | Finan 1064 | Finbow 1065 | Finch 1066 | Findlay 1067 | Findley 1068 | Finlay 1069 | Finn 1070 | Finnegan 1071 | Finney 1072 | Finnigan 1073 | Finnimore 1074 | Firth 1075 | Fischer 1076 | Fish 1077 | Fisher 1078 | Fishlock 1079 | Fisk 1080 | Fitch 1081 | Fitchett 1082 | Fitton 1083 | Fitzgerald 1084 | Fitzpatrick 1085 | Fitzsimmons 1086 | Flack 1087 | Flaherty 1088 | Flanagan 1089 | Flanders 1090 | Flannery 1091 | Flavell 1092 | Flaxman 1093 | Fleetwood 1094 | Fleming 1095 | Fletcher 1096 | Flett 1097 | Florey 1098 | Floss 1099 | Flower 1100 | Flowers 1101 | Floyd 1102 | Flynn 1103 | Foden 1104 | Fogg 1105 | Foley 1106 | Fontaine 1107 | Foran 1108 | Forbes 1109 | Ford 1110 | Forde 1111 | Fordham 1112 | Foreman 1113 | Forester 1114 | Forman 1115 | Forrest 1116 | Forrester 1117 | Forshaw 1118 | Forster 1119 | Forsyth 1120 | Forsythe 1121 | Forth 1122 | Fortin 1123 | Foss 1124 | Fossard 1125 | Fosse 1126 | Foster 1127 | Foston 1128 | Fothergill 1129 | Fotheringham 1130 | Foucher 1131 | Foulkes 1132 | Fountain 1133 | Fowler 1134 | Fowley 1135 | Fox 1136 | Foxall 1137 | Foxley 1138 | Frame 1139 | Frampton 1140 | France 1141 | Francis 1142 | Franco 1143 | Frankish 1144 | Frankland 1145 | Franklin 1146 | Franks 1147 | Frary 1148 | Fraser 1149 | Frazer 1150 | Frederick 1151 | Frederikson 1152 | Freeburn 1153 | Freedman 1154 | Freeman 1155 | Freestone 1156 | Freeth 1157 | Freight 1158 | French 1159 | Fretwell 1160 | Frey 1161 | Fricker 1162 | Friel 1163 | Friend 1164 | Frith 1165 | Froggatt 1166 | Froggett 1167 | Frost 1168 | Frostick 1169 | Froy 1170 | Frusher 1171 | Fryer 1172 | Fulker 1173 | Fuller 1174 | Fulleron 1175 | Fullerton 1176 | Fulton 1177 | Funnell 1178 | Furey 1179 | Furlong 1180 | Furnell 1181 | Furness 1182 | Furnish 1183 | Furniss 1184 | Furse 1185 | Fyall 1186 | Gadsden 1187 | Gaffney 1188 | Galbraith 1189 | Gale 1190 | Gales 1191 | Gall 1192 | Gallacher 1193 | Gallagher 1194 | Galliford 1195 | Gallo 1196 | Galloway 1197 | Galvin 1198 | Gamble 1199 | Gammer 1200 | Gammon 1201 | Gander 1202 | Gandham 1203 | Ganivet 1204 | Garber 1205 | Garbett 1206 | Garbutt 1207 | Garcia 1208 | Gardener 1209 | Gardiner 1210 | Gardner 1211 | Garland 1212 | Garner 1213 | Garrard 1214 | Garratt 1215 | Garrett 1216 | Garside 1217 | Garvey 1218 | Gascoyne 1219 | Gaskell 1220 | Gately 1221 | Gates 1222 | Gaudin 1223 | Gaumont 1224 | Gauntlett 1225 | Gavin 1226 | Gaynor 1227 | Geaney 1228 | Geary 1229 | Geeson 1230 | Geldard 1231 | Geldart 1232 | Gell 1233 | Gemmell 1234 | Gene 1235 | George 1236 | Gerard 1237 | Gerrard 1238 | Geyer 1239 | Gibb 1240 | Gibbins 1241 | Gibbon 1242 | Gibbons 1243 | Gibbs 1244 | Giblin 1245 | Gibson 1246 | Gifford 1247 | Gilbert 1248 | Gilbey 1249 | Gilchrist 1250 | Gilder 1251 | Giles 1252 | Gilfillan 1253 | Gilks 1254 | Gill 1255 | Gillam 1256 | Gillan 1257 | Gillard 1258 | Gillen 1259 | Gillespie 1260 | Gillett 1261 | Gillies 1262 | Gilmartin 1263 | Gilmore 1264 | Gilmour 1265 | Ginty 1266 | Girdwood 1267 | Girling 1268 | Given 1269 | Gladwell 1270 | Glaister 1271 | Glasby 1272 | Glasgow 1273 | Glass 1274 | Gleave 1275 | Gledhill 1276 | Gleeson 1277 | Glen 1278 | Glencross 1279 | Glenn 1280 | Glennie 1281 | Glennon 1282 | Glew 1283 | Glossop 1284 | Glover 1285 | Glynn 1286 | Goble 1287 | Godby 1288 | Goddard 1289 | Godden 1290 | Godfrey 1291 | Godwin 1292 | Goff 1293 | Gold 1294 | Goldberg 1295 | Golding 1296 | Goldman 1297 | Goldsmith 1298 | Goldsworthy 1299 | Gomez 1300 | Gonzalez 1301 | Gooch 1302 | Good 1303 | Goodacre 1304 | Goodall 1305 | Goodchild 1306 | Goode 1307 | Gooding 1308 | Goodman 1309 | Goodridge 1310 | Goodson 1311 | Goodwin 1312 | Goodyear 1313 | Gordon 1314 | Goring 1315 | Gorman 1316 | Gosden 1317 | Gosling 1318 | Gough 1319 | Gould 1320 | Goulden 1321 | Goulding 1322 | Gourlay 1323 | Govender 1324 | Govier 1325 | Gower 1326 | Gowing 1327 | Grady 1328 | Graham 1329 | Grainger 1330 | Grange 1331 | Granger 1332 | Grant 1333 | Graves 1334 | Gray 1335 | Grayson 1336 | Greaves 1337 | Green 1338 | Greenall 1339 | Greenaway 1340 | Greene 1341 | Greener 1342 | Greenhill 1343 | Greening 1344 | Greenleaf 1345 | Greenshields 1346 | Greenslade 1347 | Greensmith 1348 | Greenway 1349 | Greenwood 1350 | Greer 1351 | Gregory 1352 | Greig 1353 | Grenard 1354 | Grennan 1355 | Gresham 1356 | Grey 1357 | Grierson 1358 | Griff 1359 | Griffin 1360 | Griffith 1361 | Griffiths 1362 | Griggs 1363 | Grimes 1364 | Grimshaw 1365 | Grinham 1366 | Grivet 1367 | Grogan 1368 | Groom 1369 | Grose 1370 | Grosvenor 1371 | Grout 1372 | Groves 1373 | Grundy 1374 | Guest 1375 | Guilmard 1376 | Guinard 1377 | Gulley 1378 | Gunby 1379 | Gunn 1380 | Gunning 1381 | Gunston 1382 | Gunter 1383 | Guthrie 1384 | Gutteridge 1385 | Guttridge 1386 | Hackett 1387 | Hadden 1388 | Haddock 1389 | Hadfield 1390 | Hagan 1391 | Haggett 1392 | Haigh 1393 | Haine 1394 | Haines 1395 | Hale 1396 | Halford 1397 | Hall 1398 | Hallam 1399 | Hallett 1400 | Halliday 1401 | Halliwell 1402 | Halstead 1403 | Hamer 1404 | Hamill 1405 | Hamilton 1406 | Hammond 1407 | Hamnett 1408 | Hampson 1409 | Hampton 1410 | Hancock 1411 | Hand 1412 | Handley 1413 | Hanlon 1414 | Hannam 1415 | Hansen 1416 | Hanson 1417 | Harden 1418 | Harding 1419 | Hardwick 1420 | Hardy 1421 | Hargreaves 1422 | Harker 1423 | Harkness 1424 | Harley 1425 | Harlow 1426 | Harman 1427 | Harness 1428 | Harper 1429 | Harries 1430 | Harrington 1431 | Harris 1432 | Harrison 1433 | Harrop 1434 | Harry 1435 | Hart 1436 | Hartley 1437 | Harvey 1438 | Harwood 1439 | Haslam 1440 | Hassan 1441 | Hassani 1442 | Hastings 1443 | Hatch 1444 | Hatton 1445 | Hawes 1446 | Hawker 1447 | Hawkes 1448 | Hawkins 1449 | Hawkridge 1450 | Hawley 1451 | Haworth 1452 | Hawtin 1453 | Hayes 1454 | Haynes 1455 | Hayward 1456 | Head 1457 | Healey 1458 | Healy 1459 | Heath 1460 | Heathcote 1461 | Heather 1462 | Heatley 1463 | Heaton 1464 | Hedley 1465 | Hegney 1466 | Helley 1467 | Hellier 1468 | Helm 1469 | Hemingway 1470 | Hemmings 1471 | Henderson 1472 | Hendry 1473 | Heneghan 1474 | Hennessy 1475 | Henry 1476 | Hepburn 1477 | Hepples 1478 | Herbert 1479 | Heritage 1480 | Heron 1481 | Herron 1482 | Hetherington 1483 | Hewitt 1484 | Hewlett 1485 | Heywood 1486 | Hibbert 1487 | Hickey 1488 | Hickman 1489 | Hicks 1490 | Higgins 1491 | Higginson 1492 | Higgs 1493 | Hill 1494 | Hills 1495 | Hilton 1496 | Hind 1497 | Hinde 1498 | Hindle 1499 | Hindley 1500 | Hinds 1501 | Hine 1502 | Hinton 1503 | Hirst 1504 | Hiscocks 1505 | Hitchcock 1506 | Hoare 1507 | Hobbs 1508 | Hobson 1509 | Hocking 1510 | Hodder 1511 | Hodge 1512 | Hodges 1513 | Hodgkins 1514 | Hodgkinson 1515 | Hodgson 1516 | Hodkinson 1517 | Hodson 1518 | Hogan 1519 | Hogg 1520 | Holden 1521 | Holder 1522 | Holding 1523 | Holdsworth 1524 | Hole 1525 | Holgate 1526 | Holl 1527 | Holland 1528 | Hollis 1529 | Holloway 1530 | Holman 1531 | Holmes 1532 | Holt 1533 | Homer 1534 | Hood 1535 | Hook 1536 | Hooper 1537 | Hooton 1538 | Hope 1539 | Hopes 1540 | Hopkins 1541 | Hopkinson 1542 | Hopwood 1543 | Horn 1544 | Horne 1545 | Horner 1546 | Horrocks 1547 | Horton 1548 | Hough 1549 | Houghton 1550 | Hoult 1551 | Houlton 1552 | Houston 1553 | Howard 1554 | Howarth 1555 | Howden 1556 | Howe 1557 | Howell 1558 | Howells 1559 | Howes 1560 | Howie 1561 | Hoyle 1562 | Hubbard 1563 | Hudson 1564 | Huggins 1565 | Hughes 1566 | Hull 1567 | Hulme 1568 | Hume 1569 | Humphrey 1570 | Humphreys 1571 | Humphries 1572 | Hunt 1573 | Hunter 1574 | Hurley 1575 | Hurrell 1576 | Hurst 1577 | Hussain 1578 | Hussein 1579 | Hussey 1580 | Hutchings 1581 | Hutchins 1582 | Hutchinson 1583 | Hutchison 1584 | Hutton 1585 | Hyde 1586 | Ianson 1587 | Ibbotson 1588 | Ibbs 1589 | Ibrahim 1590 | Iddon 1591 | Iggleden 1592 | Iles 1593 | Ilett 1594 | Illing 1595 | Illingworth 1596 | Ilsley 1597 | Impey 1598 | Imran 1599 | Ingermann 1600 | Ingham 1601 | Ingle 1602 | Ingleby 1603 | Ingledew 1604 | Inglefield 1605 | Ingles 1606 | Inglethorpe 1607 | Ingram 1608 | Inker 1609 | Inman 1610 | Innalls 1611 | Innes 1612 | Inson 1613 | Ireland 1614 | Ireson 1615 | Ironman 1616 | Ironmonger 1617 | Irvin 1618 | Irvine 1619 | Irving 1620 | Irwin 1621 | Isaac 1622 | Isaacs 1623 | Isbill 1624 | Isbitt 1625 | Isgate 1626 | Isherwod 1627 | Isherwood 1628 | Islam 1629 | Isman 1630 | Isnard 1631 | Issac 1632 | Ivory 1633 | Izzard 1634 | Jackman 1635 | Jacks 1636 | Jackson 1637 | Jacob 1638 | Jacobs 1639 | Jacobson 1640 | Jacques 1641 | Jaffray 1642 | Jagger 1643 | Jakeman 1644 | James 1645 | Jameson 1646 | Jamieson 1647 | Janes 1648 | Jansen 1649 | Jardine 1650 | Jarman 1651 | Jarram 1652 | Jarratt 1653 | Jarrett 1654 | Jarrold 1655 | Jarvis 1656 | Jasper 1657 | Jebson 1658 | Jeffcock 1659 | Jefferies 1660 | Jeffers 1661 | Jefferson 1662 | Jeffery 1663 | Jefford 1664 | Jeffrey 1665 | Jeffreys 1666 | Jeffries 1667 | Jeffs 1668 | Jems 1669 | Jenas 1670 | Jenkin 1671 | Jenkins 1672 | Jenkinson 1673 | Jenks 1674 | Jenkyns 1675 | Jenner 1676 | Jennings 1677 | Jennison 1678 | Jennson 1679 | Jensen 1680 | Jepson 1681 | Jermy 1682 | Jerome 1683 | Jerry 1684 | Jervis 1685 | Jesson 1686 | Jessop 1687 | Jevons 1688 | Jewell 1689 | Jewers 1690 | Jewett 1691 | Jewitt 1692 | Jewkes 1693 | Jewson 1694 | Jiggens 1695 | Jobson 1696 | Johannson 1697 | Johansen 1698 | Johanson 1699 | John 1700 | Johns 1701 | Johnson 1702 | Johnston 1703 | Johnstone 1704 | Jolley 1705 | Jolly 1706 | Jonas 1707 | Jones 1708 | Jonhson 1709 | Jopson 1710 | Jordan 1711 | Jordison 1712 | Jordon 1713 | Joseph 1714 | Joss 1715 | Jourdan 1716 | Jowett 1717 | Jowitt 1718 | Joyce 1719 | Joynson 1720 | Jubb 1721 | Judd 1722 | Judge 1723 | Jukes 1724 | Jupp 1725 | Jury 1726 | Kacy 1727 | Kaddour 1728 | Kamara 1729 | Kampfner 1730 | Kane 1731 | Kanes 1732 | Kapoor 1733 | Karim 1734 | Karne 1735 | Karras 1736 | Kassell 1737 | Kaufman 1738 | Kaul 1739 | Kaur 1740 | Kavanagh 1741 | Kay 1742 | Kaye 1743 | Kayes 1744 | Keable 1745 | Keal 1746 | Kealey 1747 | Keane 1748 | Kearney 1749 | Kearns 1750 | Kearsley 1751 | Kearton 1752 | Keating 1753 | Keaveney 1754 | Keay 1755 | Keeble 1756 | Keefe 1757 | Keegan 1758 | Keelan 1759 | Keeler 1760 | Keeley 1761 | Keeling 1762 | Keenan 1763 | Keene 1764 | Keetley 1765 | Keffler 1766 | Kehoe 1767 | Keighley 1768 | Keight 1769 | Keilty 1770 | Keir 1771 | Keith 1772 | Kelk 1773 | Kell 1774 | Kelland 1775 | Kellems 1776 | Kellie 1777 | Kelliher 1778 | Kelly 1779 | Kelsall 1780 | Kelsey 1781 | Kelso 1782 | Kemp 1783 | Kempson 1784 | Kempster 1785 | Kendall 1786 | Kendell 1787 | Kendrick 1788 | Kenley 1789 | Kennard 1790 | Kennedy 1791 | Kenneford 1792 | Kennell 1793 | Kenneth 1794 | Kennett 1795 | Kenney 1796 | Kenning 1797 | Kenny 1798 | Kenrick 1799 | Kensington 1800 | Kent 1801 | Kentwood 1802 | Kenward 1803 | Kenworthy 1804 | Kenyon 1805 | Keogh 1806 | Kerby 1807 | Kernick 1808 | Kerr 1809 | Kerrell 1810 | Kerridge 1811 | Kerrigan 1812 | Kerrighen 1813 | Kerrison 1814 | Kershaw 1815 | Ketley 1816 | Kett 1817 | Kettell 1818 | Ketteringham 1819 | Kettlewell 1820 | Keward 1821 | Kewley 1822 | Keys 1823 | Keyte 1824 | Keywood 1825 | Khalid 1826 | Khalifa 1827 | Khalil 1828 | Khan 1829 | Kibblewhite 1830 | Kidd 1831 | Kiddle 1832 | Kidman 1833 | Kidner 1834 | Kiely 1835 | Kiernan 1836 | Kilb 1837 | Kilbee 1838 | Kilbey 1839 | Kilbride 1840 | Kilburn 1841 | Kilford 1842 | Kill 1843 | Killeen 1844 | Killen 1845 | Killick 1846 | Killock 1847 | Kilminster 1848 | Kilmurry 1849 | Kilnan 1850 | Kilner 1851 | Kilroy 1852 | Kilshaw 1853 | Kimber 1854 | Kimble 1855 | Kinch 1856 | Kinchin 1857 | Kinder 1858 | King 1859 | Kingdon 1860 | Kinghorn 1861 | Kingman 1862 | Kings 1863 | Kingscott 1864 | Kingsley 1865 | Kingston 1866 | Kinnaird 1867 | Kinnear 1868 | Kinnersley 1869 | Kinniburgh 1870 | Kinnison 1871 | Kinrade 1872 | Kinsella 1873 | Kinsey 1874 | Kinsley 1875 | Kipling 1876 | Kirby 1877 | Kirk 1878 | Kirkbride 1879 | Kirkbright 1880 | Kirkby 1881 | Kirkland 1882 | Kirkman 1883 | Kirkpatrick 1884 | Kirkwood 1885 | Kirtley 1886 | Kirwan 1887 | Kirwin 1888 | Kitchen 1889 | Kitchin 1890 | Kitching 1891 | Kitson 1892 | Kitt 1893 | Klam 1894 | Klein 1895 | Knab 1896 | Knappett 1897 | Knibb 1898 | Knigge 1899 | Knight 1900 | Knightley 1901 | Knighton 1902 | Knights 1903 | Knott 1904 | Knowler 1905 | Knowles 1906 | Knox 1907 | Knoxville 1908 | Knuckles 1909 | Knutt 1910 | Koban 1911 | Kolt 1912 | Kone 1913 | Kore 1914 | Kouma 1915 | Kram 1916 | Kreyling 1917 | Kristensen 1918 | Kromberg 1919 | Kruger 1920 | Kumar 1921 | Kurian 1922 | Kurray 1923 | Kydd 1924 | Kyle 1925 | Kysel 1926 | Labbe 1927 | Lacey 1928 | Lacy 1929 | Laing 1930 | Laird 1931 | Lake 1932 | Lakey 1933 | Lakin 1934 | Lamb 1935 | Lambert 1936 | Lambton 1937 | Lame 1938 | Lamond 1939 | Lancaster 1940 | Lander 1941 | Lane 1942 | Lang 1943 | Langdon 1944 | Lange 1945 | Langford 1946 | Langley 1947 | Langridge 1948 | Langston 1949 | Langton 1950 | Lanham 1951 | Laraway 1952 | Large 1953 | Larkin 1954 | Larkings 1955 | Larsen 1956 | Larsson 1957 | Last 1958 | Latham 1959 | Lathan 1960 | Lathey 1961 | Lattimore 1962 | Laurie 1963 | Laver 1964 | Laverick 1965 | Lavery 1966 | Lawal 1967 | Lawler 1968 | Lawlor 1969 | Lawn 1970 | Lawrance 1971 | Lawrence 1972 | Lawrie 1973 | Laws 1974 | Lawson 1975 | Lawther 1976 | Lawton 1977 | Laycock 1978 | Layton 1979 | Le tissier 1980 | Leach 1981 | Leadley 1982 | Leahy 1983 | Leake 1984 | Leal 1985 | Leary 1986 | Leaver 1987 | Leck 1988 | Leckie 1989 | Ledger 1990 | Lee 1991 | Leech 1992 | Leedham 1993 | Leek 1994 | Leeming 1995 | Lees 1996 | Leese 1997 | Leeson 1998 | Legg 1999 | Legge 2000 | Leggett 2001 | Leigh 2002 | Leighton 2003 | Leitch 2004 | Leith 2005 | Lendon 2006 | Lenihan 2007 | Lennard 2008 | Lennon 2009 | Lennox 2010 | Leonard 2011 | Leroy 2012 | Leslie 2013 | Lester 2014 | Lethbridge 2015 | Levann 2016 | Levett 2017 | Levin 2018 | Levine 2019 | Levy 2020 | Lewin 2021 | Lewington 2022 | Lewins 2023 | Lewis 2024 | Lewry 2025 | Leyland 2026 | Leys 2027 | Leyshon 2028 | Liddell 2029 | Liddle 2030 | Lightfoot 2031 | Lilley 2032 | Lilly 2033 | Lilwall 2034 | Lincoln 2035 | Lind 2036 | Linden 2037 | Lindo 2038 | Lindop 2039 | Lindsay 2040 | Line 2041 | Lines 2042 | Linford 2043 | Ling 2044 | Linley 2045 | Linsby 2046 | Linton 2047 | Lister 2048 | Litchfield 2049 | Little 2050 | Littlewood 2051 | Livermore 2052 | Livingstone 2053 | Llewellyn 2054 | Lloyd 2055 | Loat 2056 | Lobb 2057 | Lock 2058 | Locke 2059 | Lockett 2060 | Lockhart 2061 | Lockie 2062 | Lockwood 2063 | Lockyer 2064 | Lodge 2065 | Loft 2066 | Lofthouse 2067 | Loftus 2068 | Logan 2069 | Lohan 2070 | Lois 2071 | Lomas 2072 | Lomax 2073 | London 2074 | Long 2075 | Longhurst 2076 | Longley 2077 | Longworth 2078 | Lonsdale 2079 | Lopes 2080 | Lopez 2081 | Lord 2082 | Loudon 2083 | Loughran 2084 | Louth 2085 | Lovatt 2086 | Love 2087 | Lovegrove 2088 | Lovell 2089 | Lovelock 2090 | Lovett 2091 | Lovey 2092 | Lowbridge 2093 | Lowdon 2094 | Lowe 2095 | Lowes 2096 | Lowis 2097 | Lowndes 2098 | Lowrie 2099 | Lowry 2100 | Lucas 2101 | Luce 2102 | Lucey 2103 | Luckhurst 2104 | Ludgrove 2105 | Ludkin 2106 | Ludlow 2107 | Luke 2108 | Luker 2109 | Lumb 2110 | Lumley 2111 | Lumsden 2112 | Lunn 2113 | Lunt 2114 | Luscombe 2115 | Luttrell 2116 | Luxton 2117 | Lyall 2118 | Lyes 2119 | Lyme 2120 | Lynas 2121 | Lynch 2122 | Lynes 2123 | Lynn 2124 | Lyon 2125 | Lyons 2126 | Mac 2127 | Macarthur 2128 | Macaulay 2129 | Macdonald 2130 | Mace 2131 | Macfarlane 2132 | Macgregor 2133 | Machin 2134 | Macintyre 2135 | Mack 2136 | Mackay 2137 | Mackenzie 2138 | Mackie 2139 | Maclean 2140 | Macleod 2141 | Macmillan 2142 | Macpherson 2143 | Macrae 2144 | Madden 2145 | Maddocks 2146 | Magee 2147 | Maguire 2148 | Maher 2149 | Mahoney 2150 | Main 2151 | Mair 2152 | Major 2153 | Makin 2154 | Malley 2155 | Mallinson 2156 | Malone 2157 | Maloney 2158 | Mangnall 2159 | Mann 2160 | Manning 2161 | Mansell 2162 | Mansfield 2163 | Manson 2164 | Markham 2165 | Marks 2166 | Marlow 2167 | Marr 2168 | Marriott 2169 | Marsden 2170 | Marsh 2171 | Marshall 2172 | Martin 2173 | Martinez 2174 | Martins 2175 | Mason 2176 | Masters 2177 | Mather 2178 | Mathers 2179 | Matheson 2180 | Mathews 2181 | Matthams 2182 | Matthews 2183 | Maughan 2184 | Mawson 2185 | Maxwell 2186 | May 2187 | Maynard 2188 | Mcarthur 2189 | Mcauley 2190 | Mcavoy 2191 | Mcbain 2192 | Mccabe 2193 | Mccaffrey 2194 | Mccall 2195 | Mccallum 2196 | Mccann 2197 | Mccarthy 2198 | Mccartney 2199 | Mccluskey 2200 | Mcclymont 2201 | Mcconnell 2202 | Mccormack 2203 | Mccormick 2204 | Mccourt 2205 | Mcculloch 2206 | Mccullough 2207 | Mcdermott 2208 | Mcdonagh 2209 | Mcdonald 2210 | Mcdonnell 2211 | Mcdougall 2212 | Mcelroy 2213 | Mcewan 2214 | Mcfadden 2215 | Mcfarlane 2216 | Mcgee 2217 | Mcghee 2218 | Mcgill 2219 | Mcginty 2220 | Mcgowan 2221 | Mcgrady 2222 | Mcgrath 2223 | Mcgregor 2224 | Mcgrory 2225 | Mcguinness 2226 | Mcguire 2227 | Mcintosh 2228 | Mcintyre 2229 | Mckay 2230 | Mckee 2231 | Mckenna 2232 | Mckenzie 2233 | Mckeown 2234 | Mckie 2235 | Mclaren 2236 | Mclaughlin 2237 | Mclean 2238 | Mclellan 2239 | Mcleod 2240 | Mcloughlin 2241 | Mcmahon 2242 | Mcmanus 2243 | Mcmillan 2244 | Mcnally 2245 | Mcnamara 2246 | Mcnaught 2247 | Mcneil 2248 | Mcneill 2249 | Mcnulty 2250 | Mcphail 2251 | Mcphee 2252 | Mcpherson 2253 | Mcrae 2254 | Mcshane 2255 | Mctaggart 2256 | Meadows 2257 | Meakin 2258 | Mears 2259 | Melia 2260 | Mellor 2261 | Meredith 2262 | Merritt 2263 | Metcalf 2264 | Metcalfe 2265 | Michael 2266 | Michel 2267 | Middleton 2268 | Miles 2269 | Milford 2270 | Mill 2271 | Millar 2272 | Millard 2273 | Miller 2274 | Millett 2275 | Milligan 2276 | Millington 2277 | Mills 2278 | Millward 2279 | Milne 2280 | Milner 2281 | Milward 2282 | Mistry 2283 | Mitchell 2284 | Moffat 2285 | Mohamed 2286 | Mohammed 2287 | Molloy 2288 | Molyneux 2289 | Monaghan 2290 | Montague 2291 | Montgomery 2292 | Moody 2293 | Moon 2294 | Mooney 2295 | Moore 2296 | Moorhouse 2297 | Moran 2298 | More 2299 | Moreno 2300 | Moreton 2301 | Morgan 2302 | Moriarty 2303 | Morley 2304 | Moroney 2305 | Morris 2306 | Morrison 2307 | Morrow 2308 | Mortimer 2309 | Morton 2310 | Moseley 2311 | Moss 2312 | Mottram 2313 | Mould 2314 | Muir 2315 | Mullen 2316 | Mulligan 2317 | Mullins 2318 | Mundy 2319 | Munro 2320 | Murphy 2321 | Murray 2322 | Murrell 2323 | Mustafa 2324 | Myatt 2325 | Myers 2326 | Nair 2327 | Nairn 2328 | Nandi 2329 | Nanson 2330 | Nanton 2331 | Napier 2332 | Napper 2333 | Nartey 2334 | Nash 2335 | Nason 2336 | Naughton 2337 | Naumann 2338 | Nayler 2339 | Naylor 2340 | Naysmith 2341 | Neal 2342 | Neale 2343 | Neary 2344 | Neave 2345 | Neaverson 2346 | Nedd 2347 | Needham 2348 | Neeson 2349 | Negros 2350 | Neighbour 2351 | Neill 2352 | Neilsen 2353 | Neilson 2354 | Neish 2355 | Nelmes 2356 | Nelms 2357 | Nelson 2358 | Nemeth 2359 | Nero 2360 | Nesbitt 2361 | Ness 2362 | Nessbert 2363 | Nettleton 2364 | Neville 2365 | Nevins 2366 | Nevis 2367 | Newall 2368 | Newberry 2369 | Newbold 2370 | Newbury 2371 | Newby 2372 | Newcombe 2373 | Newell 2374 | Newey 2375 | Newham 2376 | Newill 2377 | Newington 2378 | Newland 2379 | Newlands 2380 | Newman 2381 | Newsham 2382 | Newsome 2383 | Newson 2384 | Newstead 2385 | Newton 2386 | Neyland 2387 | Nichol 2388 | Nicholas 2389 | Nicholl 2390 | Nicholls 2391 | Nichols 2392 | Nicholson 2393 | Nickel 2394 | Nickolls 2395 | Nicks 2396 | Nicol 2397 | Nicolas 2398 | Nicoll 2399 | Nicolson 2400 | Nield 2401 | Nielsen 2402 | Nielson 2403 | Nightingale 2404 | Niles 2405 | Nilsen 2406 | Nineham 2407 | Nisbet 2408 | Nixon 2409 | Noach 2410 | Noakes 2411 | Nobbs 2412 | Noble 2413 | Noggins 2414 | Nokes 2415 | Nolan 2416 | Nood 2417 | Noon 2418 | Noonan 2419 | Norbert 2420 | Norburn 2421 | Norbury 2422 | Norcross 2423 | Nord 2424 | Norgate 2425 | Norgrove 2426 | Norm 2427 | Norman 2428 | Normington 2429 | Norris 2430 | Norsworthy 2431 | North 2432 | Northcott 2433 | Norton 2434 | Norville 2435 | Norwood 2436 | Notman 2437 | Nott 2438 | Nourse 2439 | Nova 2440 | Nowak 2441 | Nowell 2442 | Noyce 2443 | Noyes 2444 | Nugent 2445 | Number 2446 | Nunn 2447 | Nurse 2448 | Nurton 2449 | Nutella 2450 | Nutman 2451 | Nutt 2452 | Nuttall 2453 | Oakes 2454 | Oakey 2455 | Oakley 2456 | Oaks 2457 | Oakton 2458 | Oates 2459 | Oatridge 2460 | Oatway 2461 | Obrien 2462 | Ocallaghan 2463 | Oconnell 2464 | Oconnor 2465 | Odam 2466 | Oddie 2467 | Oddy 2468 | Odea 2469 | Odell 2470 | Odling 2471 | Odonnell 2472 | Odonoghue 2473 | Odriscoll 2474 | Oflynn 2475 | Ogden 2476 | Ogilvie 2477 | Ogilvy 2478 | Ogrady 2479 | Ohalloran 2480 | Ohara 2481 | Okeefe 2482 | Okey 2483 | Okten 2484 | Olan 2485 | Oldfield 2486 | Oldham 2487 | Olding 2488 | Oldland 2489 | Oldroyd 2490 | Olds 2491 | Oleary 2492 | Oliver 2493 | Olivier 2494 | Ollerhead 2495 | Olley 2496 | Oloughlin 2497 | Olsen 2498 | Olson 2499 | Omalley 2500 | Oman 2501 | Oneil 2502 | Oneill 2503 | Opayne 2504 | Openshaw 2505 | Oram 2506 | Orbell 2507 | Orchard 2508 | Oreilly 2509 | Oriley 2510 | Orman 2511 | Orme 2512 | Ormiston 2513 | Ormond 2514 | Ormsby 2515 | Ormston 2516 | Orrell 2517 | Orritt 2518 | Orton 2519 | Orvis 2520 | Orwin 2521 | Osborn 2522 | Osborne 2523 | Osman 2524 | Osmond 2525 | Ostcliffe 2526 | Ostler 2527 | Osullivan 2528 | Oswald 2529 | Otoole 2530 | Otten 2531 | Otter 2532 | Ottey 2533 | Ottley 2534 | Otton 2535 | Ould 2536 | Oulton 2537 | Overall 2538 | Overett 2539 | Overfield 2540 | Overing 2541 | Overson 2542 | Overton 2543 | Owen 2544 | Owens 2545 | Owings 2546 | Oxby 2547 | Oxenham 2548 | Oxley 2549 | Oxtoby 2550 | Pack 2551 | Packard 2552 | Packer 2553 | Pagan 2554 | Page 2555 | Paige 2556 | Pailing 2557 | Paine 2558 | Painter 2559 | Paisley 2560 | Palfrey 2561 | Palfreyman 2562 | Palin 2563 | Pallett 2564 | Palmer 2565 | Panesar 2566 | Pankhurst 2567 | Pannell 2568 | Parish 2569 | Park 2570 | Parker 2571 | Parkes 2572 | Parkin 2573 | Parkins 2574 | Parkinson 2575 | Parks 2576 | Parmar 2577 | Parnaby 2578 | Parnell 2579 | Parr 2580 | Parratt 2581 | Parrott 2582 | Parry 2583 | Parsons 2584 | Partington 2585 | Partlett 2586 | Partridge 2587 | Pascoe 2588 | Pasfield 2589 | Paskell 2590 | Passmore 2591 | Patchett 2592 | Patel 2593 | Pateman 2594 | Paterson 2595 | Paton 2596 | Patrick 2597 | Patten 2598 | Patterson 2599 | Pattinson 2600 | Pattison 2601 | Patton 2602 | Paul 2603 | Pavot 2604 | Pawson 2605 | Payne 2606 | Peace 2607 | Peach 2608 | Peacock 2609 | Peake 2610 | Peal 2611 | Peaper 2612 | Pearce 2613 | Pears 2614 | Pearson 2615 | Peat 2616 | Peck 2617 | Pedley 2618 | Peebles 2619 | Peel 2620 | Peers 2621 | Pegg 2622 | Peigne 2623 | Pell 2624 | Pelling 2625 | Pemberton 2626 | Pender 2627 | Pendlebury 2628 | Pendleton 2629 | Penfold 2630 | Penn 2631 | Pennell 2632 | Penney 2633 | Pennington 2634 | Percival 2635 | Pereira 2636 | Perez 2637 | Perkin 2638 | Perkins 2639 | Perks 2640 | Perowne 2641 | Perrett 2642 | Perrin 2643 | Perrins 2644 | Perry 2645 | Peters 2646 | Petersen 2647 | Peterson 2648 | Petrova 2649 | Pett 2650 | Petticrew 2651 | Peyton 2652 | Phelan 2653 | Phelps 2654 | Philip 2655 | Philips 2656 | Phillips 2657 | Philpott 2658 | Phipps 2659 | Phoenix 2660 | Pick 2661 | Pickard 2662 | Pickering 2663 | Pickersgill 2664 | Pickett 2665 | Pickford 2666 | Pickthall 2667 | Picot 2668 | Pierce 2669 | Piercey 2670 | Pierre 2671 | Pigott 2672 | Pike 2673 | Pilkington 2674 | Pillay 2675 | Pinder 2676 | Pine 2677 | Pinkney 2678 | Pinner 2679 | Pinnock 2680 | Pinsmail 2681 | Pipe 2682 | Piper 2683 | Pitcher 2684 | Pitchford 2685 | Pitt 2686 | Pitts 2687 | Plant 2688 | Plastow 2689 | Platt 2690 | Platts 2691 | Pledger 2692 | Plouvin 2693 | Plumb 2694 | Plummer 2695 | Pocock 2696 | Pointer 2697 | Pole 2698 | Pollard 2699 | Pollock 2700 | Polson 2701 | Pomeroy 2702 | Pomphrey 2703 | Pond 2704 | Pooke 2705 | Poole 2706 | Poon 2707 | Pope 2708 | Porter 2709 | Potter 2710 | Potts 2711 | Poulter 2712 | Poulton 2713 | Pounder 2714 | Povey 2715 | Powell 2716 | Power 2717 | Powers 2718 | Powis 2719 | Powles 2720 | Poyser 2721 | Pratt 2722 | Preece 2723 | Prendergast 2724 | Prentice 2725 | Prescott 2726 | Preston 2727 | Prevost 2728 | Price 2729 | Prime 2730 | Prince 2731 | Pringle 2732 | Prior 2733 | Pritchard 2734 | Privett 2735 | Probert 2736 | Procter 2737 | Proctor 2738 | Prosser 2739 | Provan 2740 | Pryor 2741 | Pugh 2742 | Pullen 2743 | Purcell 2744 | Purkis 2745 | Purnell 2746 | Purse 2747 | Purvis 2748 | Putt 2749 | Pyle 2750 | Quigley 2751 | Quinlivan 2752 | Quinn 2753 | Quinnell 2754 | Quinton 2755 | Quirk 2756 | Quirke 2757 | Rackham 2758 | Radcliffe 2759 | Radford 2760 | Radley 2761 | Raeburn 2762 | Rafferty 2763 | Rahman 2764 | Raine 2765 | Rainey 2766 | Rainford 2767 | Ralph 2768 | Ralston 2769 | Ramm 2770 | Rampling 2771 | Ramsay 2772 | Ramsden 2773 | Ramsey 2774 | Rand 2775 | Randall 2776 | Randle 2777 | Ranger 2778 | Rankin 2779 | Ranks 2780 | Rann 2781 | Ransom 2782 | Ranson 2783 | Rapson 2784 | Rashid 2785 | Ratcliffe 2786 | Raval 2787 | Raven 2788 | Ravenscroft 2789 | Rawlings 2790 | Rawlinson 2791 | Rawsthorne 2792 | Raymond 2793 | Rayner 2794 | Read 2795 | Reade 2796 | Reader 2797 | Reading 2798 | Readle 2799 | Readman 2800 | Reardon 2801 | Reasbeck 2802 | Reay 2803 | Redden 2804 | Redding 2805 | Reddy 2806 | Redfern 2807 | Redhead 2808 | Redin 2809 | Redman 2810 | Redmond 2811 | Redwood 2812 | Reed 2813 | Rees 2814 | Reese 2815 | Reeve 2816 | Reeves 2817 | Regan 2818 | Regent 2819 | Rehman 2820 | Reid 2821 | Reilly 2822 | Reisser 2823 | Render 2824 | Renna 2825 | Rennalls 2826 | Rennie 2827 | Renshaw 2828 | Renwick 2829 | Reveley 2830 | Reyes 2831 | Reygan 2832 | Reynolds 2833 | Rhoades 2834 | Rhodes 2835 | Rhys 2836 | Ricci 2837 | Rice 2838 | Rich 2839 | Richards 2840 | Richardson 2841 | Riches 2842 | Richman 2843 | Richmond 2844 | Richter 2845 | Rick 2846 | Rickard 2847 | Rickards 2848 | Rickett 2849 | Ricketts 2850 | Riddell 2851 | Riddle 2852 | Riddler 2853 | Ridge 2854 | Ridgway 2855 | Ridgwell 2856 | Ridle 2857 | Ridley 2858 | Rigby 2859 | Rigg 2860 | Rigley 2861 | Riley 2862 | Ring 2863 | Ripley 2864 | Rippin 2865 | Riseborough 2866 | Ritchie 2867 | Rivers 2868 | Rixon 2869 | Roach 2870 | Robb 2871 | Robbins 2872 | Robe 2873 | Robert 2874 | Roberts 2875 | Robertson 2876 | Robin 2877 | Robins 2878 | Robinson 2879 | Robishaw 2880 | Robotham 2881 | Robson 2882 | Roche 2883 | Rochford 2884 | Rockliffe 2885 | Rodden 2886 | Roden 2887 | Rodger 2888 | Rodgers 2889 | Rodham 2890 | Rodrigues 2891 | Rodriguez 2892 | Rodwell 2893 | Roebuck 2894 | Roff 2895 | Roffey 2896 | Rogan 2897 | Rogers 2898 | Rogerson 2899 | Roles 2900 | Rolfe 2901 | Rollinson 2902 | Roman 2903 | Romans 2904 | Ronald 2905 | Ronflard 2906 | Rook 2907 | Rooke 2908 | Roome 2909 | Rooney 2910 | Rootham 2911 | Roper 2912 | Ropple 2913 | Roscoe 2914 | Rose 2915 | Rosenblatt 2916 | Rosenbloom 2917 | Ross 2918 | Rosser 2919 | Rossi 2920 | Rosso 2921 | Roth 2922 | Rothery 2923 | Rothwell 2924 | Rouse 2925 | Roussel 2926 | Rousset 2927 | Routledge 2928 | Rowan 2929 | Rowe 2930 | Rowland 2931 | Rowlands 2932 | Rowley 2933 | Rowlinson 2934 | Rowson 2935 | Royall 2936 | Royle 2937 | Rudd 2938 | Ruff 2939 | Rugg 2940 | Rumbold 2941 | Rumsey 2942 | Ruscoe 2943 | Rush 2944 | Rushbrooke 2945 | Rushby 2946 | Rushton 2947 | Russel 2948 | Russell 2949 | Russon 2950 | Rust 2951 | Rutherford 2952 | Rutter 2953 | Ryan 2954 | Ryans 2955 | Rycroft 2956 | Ryder 2957 | Sadiq 2958 | Sadler 2959 | Said 2960 | Saleh 2961 | Salisbury 2962 | Sallis 2963 | Salmon 2964 | Salt 2965 | Salter 2966 | Sampson 2967 | Samuel 2968 | Samuels 2969 | Sanchez 2970 | Sanders 2971 | Sanderson 2972 | Sandison 2973 | Sands 2974 | Santos 2975 | Sargent 2976 | Saunders 2977 | Savage 2978 | Saville 2979 | Sawyer 2980 | Saxton 2981 | Sayers 2982 | Schmid 2983 | Schmidt 2984 | Schofield 2985 | Scott 2986 | Searle 2987 | Seddon 2988 | Seer 2989 | Selby 2990 | Sellars 2991 | Sellers 2992 | Senior 2993 | Sewell 2994 | Sexton 2995 | Seymour 2996 | Shackleton 2997 | Shah 2998 | Shakespeare 2999 | Shand 3000 | Shanks 3001 | Shannon 3002 | Sharkey 3003 | Sharma 3004 | Sharp 3005 | Sharpe 3006 | Sharples 3007 | Shaughnessy 3008 | Shaw 3009 | Shea 3010 | Shearer 3011 | Sheehan 3012 | Sheldon 3013 | Shelton 3014 | Shepherd 3015 | Sheppard 3016 | Sheridan 3017 | Sherman 3018 | Sherriff 3019 | Sherry 3020 | Sherwood 3021 | Shields 3022 | Shipley 3023 | Short 3024 | Shotton 3025 | Showell 3026 | Shuttleworth 3027 | Silcock 3028 | Silva 3029 | Simmonds 3030 | Simmons 3031 | Simms 3032 | Simon 3033 | Simons 3034 | Simpson 3035 | Sims 3036 | Sinclair 3037 | Singh 3038 | Singleton 3039 | Sinha 3040 | Sisson 3041 | Sissons 3042 | Skelly 3043 | Skelton 3044 | Skinner 3045 | Skipper 3046 | Slade 3047 | Slater 3048 | Slattery 3049 | Sloan 3050 | Slocombe 3051 | Small 3052 | Smallwood 3053 | Smart 3054 | Smit 3055 | Smith 3056 | Smithson 3057 | Smullen 3058 | Smyth 3059 | Smythe 3060 | Sneddon 3061 | Snell 3062 | Snelling 3063 | Snow 3064 | Snowden 3065 | Snowdon 3066 | Somerville 3067 | South 3068 | Southern 3069 | Southgate 3070 | Southwick 3071 | Sparkes 3072 | Sparrow 3073 | Spears 3074 | Speed 3075 | Speight 3076 | Spence 3077 | Spencer 3078 | Spicer 3079 | Spiller 3080 | Spinks 3081 | Spooner 3082 | Squire 3083 | Squires 3084 | Stacey 3085 | Stack 3086 | Staff 3087 | Stafford 3088 | Stainton 3089 | Stamp 3090 | Stanfield 3091 | Stanford 3092 | Stanley 3093 | Stannard 3094 | Stanton 3095 | Stark 3096 | Steadman 3097 | Stedman 3098 | Steel 3099 | Steele 3100 | Steer 3101 | Steere 3102 | Stenhouse 3103 | Stephen 3104 | Stephens 3105 | Stephenson 3106 | Sterling 3107 | Stevens 3108 | Stevenson 3109 | Steward 3110 | Stewart 3111 | Stock 3112 | Stocker 3113 | Stockley 3114 | Stoddart 3115 | Stokes 3116 | Stokoe 3117 | Stone 3118 | Stoppard 3119 | Storer 3120 | Storey 3121 | Storr 3122 | Stott 3123 | Stout 3124 | Strachan 3125 | Strange 3126 | Street 3127 | Stretton 3128 | Strickland 3129 | Stringer 3130 | Strong 3131 | Stroud 3132 | Stuart 3133 | Stubbs 3134 | Stuckey 3135 | Sturgess 3136 | Sturrock 3137 | Styles 3138 | Sugden 3139 | Sullivan 3140 | Summers 3141 | Sumner 3142 | Sunderland 3143 | Sutherland 3144 | Sutton 3145 | Swain 3146 | Swales 3147 | Swan 3148 | Swann 3149 | Swanson 3150 | Sweeney 3151 | Sweeting 3152 | Swift 3153 | Sykes 3154 | Sylvester 3155 | Symes 3156 | Symonds 3157 | Taggart 3158 | Tailor 3159 | Tait 3160 | Talbot 3161 | Tallett 3162 | Tamber 3163 | Tang 3164 | Tanner 3165 | Tansey 3166 | Tansley 3167 | Tappin 3168 | Tapping 3169 | Tapscott 3170 | Tarr 3171 | Tarrant 3172 | Tasker 3173 | Tate 3174 | Tatlock 3175 | Tatlow 3176 | Tatnell 3177 | Taurel 3178 | Tayler 3179 | Taylor 3180 | Teague 3181 | Teal 3182 | Teale 3183 | Teasdale 3184 | Tedd 3185 | Telford 3186 | Tell 3187 | Tellis 3188 | Tempest 3189 | Templar 3190 | Temple 3191 | Templeman 3192 | Templeton 3193 | Tennant 3194 | Terry 3195 | Thackeray 3196 | Thackray 3197 | Thake 3198 | Thatcher 3199 | Thelwell 3200 | Thirlwall 3201 | Thirlway 3202 | Thirlwell 3203 | Thistlethwaite 3204 | Thom 3205 | Thomas 3206 | Thomason 3207 | Thompson 3208 | Thoms 3209 | Thomson 3210 | Thonon 3211 | Thorley 3212 | Thorndyke 3213 | Thorne 3214 | Thornes 3215 | Thornhill 3216 | Thornley 3217 | Thornton 3218 | Thorp 3219 | Thorpe 3220 | Thurbon 3221 | Thurgood 3222 | Thurling 3223 | Thurlow 3224 | Thurman 3225 | Thurston 3226 | Tickner 3227 | Tidmarsh 3228 | Tierney 3229 | Till 3230 | Tillett 3231 | Tilley 3232 | Tilson 3233 | Tilston 3234 | Timberlake 3235 | Timmins 3236 | Timms 3237 | Timney 3238 | Timson 3239 | Tindall 3240 | Tindell 3241 | Tinker 3242 | Tinkler 3243 | Tinsley 3244 | Tipping 3245 | Tippins 3246 | Tips 3247 | Tisdall 3248 | Titmarsh 3249 | Titmus 3250 | Titmuss 3251 | Titterington 3252 | Toal 3253 | Tobin 3254 | Tocher 3255 | Todd 3256 | Tohill 3257 | Toland 3258 | Tolley 3259 | Tollis 3260 | Tolmay 3261 | Tomas 3262 | Tombs 3263 | Tomes 3264 | Tomkins 3265 | Tomlin 3266 | Tomlinson 3267 | Tompkin 3268 | Tompkins 3269 | Toms 3270 | Tong 3271 | Tonge 3272 | Tonks 3273 | Tonner 3274 | Toomer 3275 | Toomey 3276 | Topham 3277 | Topley 3278 | Topliss 3279 | Topp 3280 | Torney 3281 | Torrance 3282 | Torrens 3283 | Torres 3284 | Tosh 3285 | Totten 3286 | Toucet 3287 | Tovar 3288 | Tovey 3289 | Towell 3290 | Towers 3291 | Towle 3292 | Townend 3293 | Towns 3294 | Townsend 3295 | Townsley 3296 | Tozer 3297 | Trafford 3298 | Train 3299 | Trainor 3300 | Trattles 3301 | Travers 3302 | Travill 3303 | Travis 3304 | Traynor 3305 | Treble 3306 | Trennery 3307 | Trent 3308 | Treseder 3309 | Trevor 3310 | Trew 3311 | Trickett 3312 | Trigg 3313 | Trimble 3314 | Trinder 3315 | Trollope 3316 | Troon 3317 | Trotman 3318 | Trott 3319 | Trueman 3320 | Truman 3321 | Trump 3322 | Truscott 3323 | Tuck 3324 | Tucker 3325 | Tuckey 3326 | Tudor 3327 | Tuffnell 3328 | Tufnall 3329 | Tugwell 3330 | Tully 3331 | Tunks 3332 | Tunstall 3333 | Turford 3334 | Turke 3335 | Turkington 3336 | Turland 3337 | Turnbull 3338 | Turner 3339 | Turney 3340 | Turnham 3341 | Turnock 3342 | Turrell 3343 | Turton 3344 | Turvey 3345 | Tuthill 3346 | Tuttle 3347 | Tutton 3348 | Tweddle 3349 | Twigg 3350 | Twiggs 3351 | Twine 3352 | Tyler 3353 | Tyman 3354 | Tyne 3355 | Tyrer 3356 | Tyrrell 3357 | Uddin 3358 | Ullman 3359 | Ullmann 3360 | Ulyatt 3361 | Umney 3362 | Underdown 3363 | Underhill 3364 | Underwood 3365 | Unsworth 3366 | Unwin 3367 | Upfield 3368 | Upjohn 3369 | Upsdell 3370 | Upson 3371 | Upton 3372 | Urwin 3373 | Utley 3374 | Utterson 3375 | Uttley 3376 | Utton 3377 | Uttridge 3378 | Vale 3379 | Valentine 3380 | Vallance 3381 | Vallins 3382 | Vallory 3383 | Valmary 3384 | Vancoller 3385 | Vane 3386 | Vann 3387 | Vanstone 3388 | Vanwell 3389 | Vardy 3390 | Varey 3391 | Varley 3392 | Varndell 3393 | Vass 3394 | Vaughan 3395 | Vaughn 3396 | Veale 3397 | Veasey 3398 | Veevers 3399 | Veitch 3400 | Velds 3401 | Venables 3402 | Ventura 3403 | Verdon 3404 | Verell 3405 | Verney 3406 | Vernon 3407 | Vicary 3408 | Vicens 3409 | Vickars 3410 | Vickerman 3411 | Vickers 3412 | Vickery 3413 | Victor 3414 | Vikers 3415 | Villiger 3416 | Villis 3417 | Vince 3418 | Vincent 3419 | Vine 3420 | Viner 3421 | Vines 3422 | Viney 3423 | Vinicombe 3424 | Vinny 3425 | Vinton 3426 | Virgo 3427 | Voakes 3428 | Vockins 3429 | Vodden 3430 | Vollans 3431 | Voyse 3432 | Vyner 3433 | Wade 3434 | Wadham 3435 | Waghorn 3436 | Wagstaff 3437 | Wain 3438 | Wainwright 3439 | Waite 3440 | Wakefield 3441 | Wakeford 3442 | Wakeham 3443 | Wakelin 3444 | Waldron 3445 | Wale 3446 | Wales 3447 | Walkden 3448 | Walker 3449 | Wall 3450 | Wallace 3451 | Waller 3452 | Walling 3453 | Wallis 3454 | Walls 3455 | Walmsley 3456 | Walpole 3457 | Walsh 3458 | Walshe 3459 | Walter 3460 | Walters 3461 | Walton 3462 | Wane 3463 | Wang 3464 | Warburton 3465 | Warby 3466 | Ward 3467 | Warden 3468 | Wardle 3469 | Ware 3470 | Wareing 3471 | Waring 3472 | Warn 3473 | Warner 3474 | Warren 3475 | Warriner 3476 | Warrington 3477 | Warwick 3478 | Water 3479 | Waterfield 3480 | Waterhouse 3481 | Wateridge 3482 | Waterman 3483 | Waters 3484 | Waterson 3485 | Watkins 3486 | Watkinson 3487 | Watling 3488 | Watson 3489 | Watt 3490 | Watters 3491 | Watts 3492 | Waugh 3493 | Wears 3494 | Weasley 3495 | Weaver 3496 | Webb 3497 | Webber 3498 | Webster 3499 | Weeks 3500 | Weir 3501 | Welch 3502 | Weldon 3503 | Weller 3504 | Wellington 3505 | Wellman 3506 | Wells 3507 | Welsh 3508 | Welton 3509 | Were 3510 | Werner 3511 | Werrett 3512 | West 3513 | Western 3514 | Westgate 3515 | Westlake 3516 | Weston 3517 | Westwell 3518 | Westwood 3519 | Whalley 3520 | Wharton 3521 | Wheatcroft 3522 | Wheatley 3523 | Wheeldon 3524 | Wheeler 3525 | Whelan 3526 | Whitaker 3527 | Whitby 3528 | White 3529 | Whiteford 3530 | Whitehead 3531 | Whitehouse 3532 | Whitelaw 3533 | Whiteley 3534 | Whitfield 3535 | Whitham 3536 | Whiting 3537 | Whitley 3538 | Whitlock 3539 | Whitmore 3540 | Whittaker 3541 | Whittingham 3542 | Whittington 3543 | Whittle 3544 | Whittley 3545 | Whitworth 3546 | Whyte 3547 | Wickens 3548 | Wickham 3549 | Wicks 3550 | Widdows 3551 | Widdowson 3552 | Wiggins 3553 | Wigley 3554 | Wilcox 3555 | Wild 3556 | Wilde 3557 | Wildman 3558 | Wileman 3559 | Wiles 3560 | Wilkes 3561 | Wilkie 3562 | Wilkin 3563 | Wilkins 3564 | Wilkinson 3565 | Wilks 3566 | Wilkshire 3567 | Will 3568 | Willett 3569 | Willetts 3570 | Williams 3571 | Williamson 3572 | Willis 3573 | Wills 3574 | Willson 3575 | Wilmot 3576 | Wilson 3577 | Wilton 3578 | Wiltshire 3579 | Winder 3580 | Windsor 3581 | Winfer 3582 | Winfield 3583 | Winman 3584 | Winn 3585 | Winship 3586 | Winstanley 3587 | Winter 3588 | Wintersgill 3589 | Winward 3590 | Wise 3591 | Wiseman 3592 | Wither 3593 | Withers 3594 | Wolf 3595 | Wolfe 3596 | Wolstencroft 3597 | Wong 3598 | Wood 3599 | Woodcock 3600 | Woodford 3601 | Woodhall 3602 | Woodham 3603 | Woodhams 3604 | Woodhead 3605 | Woodhouse 3606 | Woodland 3607 | Woodley 3608 | Woods 3609 | Woodward 3610 | Wooldridge 3611 | Woollard 3612 | Woolley 3613 | Woolnough 3614 | Wootton 3615 | Worgan 3616 | Wormald 3617 | Worrall 3618 | Worsnop 3619 | Worth 3620 | Worthington 3621 | Wotherspoon 3622 | Wragg 3623 | Wraight 3624 | Wray 3625 | Wren 3626 | Wrench 3627 | Wrenn 3628 | Wrigglesworth 3629 | Wright 3630 | Wrightson 3631 | Wyatt 3632 | Wyer 3633 | Yabsley 3634 | Yallop 3635 | Yang 3636 | Yapp 3637 | Yard 3638 | Yardley 3639 | Yarker 3640 | Yarlett 3641 | Yarnall 3642 | Yarnold 3643 | Yarwood 3644 | Yasmin 3645 | Yates 3646 | Yeadon 3647 | Yeardley 3648 | Yeardsley 3649 | Yeates 3650 | Yeatman 3651 | Yeldon 3652 | Yeoman 3653 | Yeomans 3654 | Yetman 3655 | Yeung 3656 | Yoman 3657 | Yomkins 3658 | York 3659 | Yorke 3660 | Yorston 3661 | Youlden 3662 | Young 3663 | Younge 3664 | Younis 3665 | Youssouf 3666 | Yule 3667 | Yusuf 3668 | Zaoui 3669 | -------------------------------------------------------------------------------- /toy_data/names/French.txt: -------------------------------------------------------------------------------- 1 | Abel 2 | Abraham 3 | Adam 4 | Albert 5 | Allard 6 | Archambault 7 | Armistead 8 | Arthur 9 | Augustin 10 | Babineaux 11 | Baudin 12 | Beauchene 13 | Beaulieu 14 | Beaumont 15 | Bélanger 16 | Bellamy 17 | Bellerose 18 | Belrose 19 | Berger 20 | Béringer 21 | Bernard 22 | Bertrand 23 | Bisset 24 | Bissette 25 | Blaise 26 | Blanc 27 | Blanchet 28 | Blanchett 29 | Bonfils 30 | Bonheur 31 | Bonhomme 32 | Bonnaire 33 | Bonnay 34 | Bonner 35 | Bonnet 36 | Borde 37 | Bordelon 38 | Bouchard 39 | Boucher 40 | Brisbois 41 | Brodeur 42 | Bureau 43 | Caron 44 | Cavey 45 | Chaput 46 | Charbonneau 47 | Charpentier 48 | Charron 49 | Chastain 50 | Chevalier 51 | Chevrolet 52 | Cloutier 53 | Colbert 54 | Comtois 55 | Cornett 56 | Coté 57 | Coupe 58 | Courtemanche 59 | Cousineau 60 | Couture 61 | Daniau 62 | D'aramitz 63 | Daviau 64 | David 65 | Deforest 66 | Degarmo 67 | Delacroix 68 | De la fontaine 69 | Deniau 70 | Deniaud 71 | Deniel 72 | Denis 73 | De sauveterre 74 | Deschamps 75 | Descoteaux 76 | Desjardins 77 | Desrochers 78 | Desrosiers 79 | Dubois 80 | Duchamps 81 | Dufort 82 | Dufour 83 | Duguay 84 | Dupond 85 | Dupont 86 | Durand 87 | Durant 88 | Duval 89 | Émile 90 | Eustis 91 | Fabian 92 | Fabre 93 | Fabron 94 | Faucher 95 | Faucheux 96 | Faure 97 | Favager 98 | Favre 99 | Favreau 100 | Fay 101 | Félix 102 | Firmin 103 | Fontaine 104 | Forest 105 | Forestier 106 | Fortier 107 | Foss 108 | Fournier 109 | Gage 110 | Gagne 111 | Gagnier 112 | Gagnon 113 | Garcon 114 | Gardinier 115 | Germain 116 | Géroux 117 | Giles 118 | Girard 119 | Giroux 120 | Glaisyer 121 | Gosse 122 | Gosselin 123 | Granger 124 | Guérin 125 | Guillory 126 | Hardy 127 | Harman 128 | Hébert 129 | Herbert 130 | Herriot 131 | Jacques 132 | Janvier 133 | Jordan 134 | Joubert 135 | Labelle 136 | Lachance 137 | Lachapelle 138 | Lamar 139 | Lambert 140 | Lane 141 | Langlais 142 | Langlois 143 | Lapointe 144 | Larue 145 | Laurent 146 | Lavigne 147 | Lavoie 148 | Leandres 149 | Lebeau 150 | Leblanc 151 | Leclair 152 | Leclerc 153 | Lécuyer 154 | Lefebvre 155 | Lefévre 156 | Lefurgey 157 | Legrand 158 | Lemaire 159 | Lémieux 160 | Leon 161 | Leroy 162 | Lesauvage 163 | Lestrange 164 | Lévêque 165 | Lévesque 166 | Linville 167 | Lyon 168 | Lyon 169 | Maçon 170 | Marchand 171 | Marie 172 | Marion 173 | Martel 174 | Martel 175 | Martin 176 | Masson 177 | Masson 178 | Mathieu 179 | Mercier 180 | Merle 181 | Michaud 182 | Michel 183 | Monet 184 | Monette 185 | Montagne 186 | Moreau 187 | Moulin 188 | Mullins 189 | Noel 190 | Oliver 191 | Olivier 192 | Page 193 | Paget 194 | Palomer 195 | Pan 196 | Pape 197 | Paquet 198 | Paquet 199 | Parent 200 | Paris 201 | Parris 202 | Pascal 203 | Patenaude 204 | Paternoster 205 | Paul 206 | Pelletier 207 | Perrault 208 | Perreault 209 | Perrot 210 | Petit 211 | Pettigrew 212 | Pierre 213 | Plamondon 214 | Plourde 215 | Poingdestre 216 | Poirier 217 | Porcher 218 | Poulin 219 | Proulx 220 | Renaud 221 | Rey 222 | Reyer 223 | Richard 224 | Richelieu 225 | Robert 226 | Roche 227 | Rome 228 | Romilly 229 | Rose 230 | Rousseau 231 | Roux 232 | Roy 233 | Royer 234 | Salomon 235 | Salvage 236 | Samson 237 | Samuel 238 | Sargent 239 | Sarkozi 240 | Sarkozy 241 | Sartre 242 | Sault 243 | Sauvage 244 | Sauvageau 245 | Sauvageon 246 | Sauvageot 247 | Sauveterre 248 | Savatier 249 | Segal 250 | Sergeant 251 | Séverin 252 | Simon 253 | Solomon 254 | Soucy 255 | St martin 256 | St pierre 257 | Tailler 258 | Tasse 259 | Thayer 260 | Thibault 261 | Thomas 262 | Tobias 263 | Tolbert 264 | Traver 265 | Travere 266 | Travers 267 | Traverse 268 | Travert 269 | Tremblay 270 | Tremble 271 | Victor 272 | Victors 273 | Villeneuve 274 | Vincent 275 | Vipond 276 | Voclain 277 | Yount 278 | -------------------------------------------------------------------------------- /toy_data/names/German.txt: -------------------------------------------------------------------------------- 1 | Abbing 2 | Abel 3 | Abeln 4 | Abt 5 | Achilles 6 | Achterberg 7 | Acker 8 | Ackermann 9 | Adam 10 | Adenauer 11 | Adler 12 | Adlersflügel 13 | Aeschelman 14 | Albert 15 | Albrecht 16 | Aleshire 17 | Aleshite 18 | Althaus 19 | Amsel 20 | Andres 21 | Armbrüster 22 | Armbruster 23 | Artz 24 | Aue 25 | Auer 26 | Augustin 27 | Aust 28 | Autenburg 29 | Auttenberg 30 | Baasch 31 | Bach 32 | Bachmeier 33 | Bäcker 34 | Bader 35 | Bähr 36 | Bambach 37 | Bauer 38 | Bauers 39 | Baum 40 | Baumann 41 | Baumbach 42 | Baumgärtner 43 | Baumgartner 44 | Baumhauer 45 | Bayer 46 | Beck 47 | Becke 48 | Beckenbauer 49 | Becker 50 | Beckert 51 | Behrend 52 | Behrends 53 | Beitel 54 | Beltz 55 | Benn 56 | Berg 57 | Berger 58 | Bergfalk 59 | Beringer 60 | Bernat 61 | Best 62 | Beutel 63 | Beyer 64 | Beyersdorf 65 | Bieber 66 | Biermann 67 | Bischoffs 68 | Blau 69 | Blecher 70 | Bleier 71 | Blumenthal 72 | Blumstein 73 | Bocker 74 | Boehler 75 | Boer 76 | Boesch 77 | Böhler 78 | Böhm 79 | Böhme 80 | Böhmer 81 | Bohn 82 | Borchard 83 | Bösch 84 | Bosch 85 | Böttcher 86 | Brahms 87 | Brand 88 | Brandt 89 | Brant 90 | Brauer 91 | Braun 92 | Braune 93 | Breiner 94 | Breisacher 95 | Breitbarth 96 | Bretz 97 | Brinkerhoff 98 | Brodbeck 99 | Brose 100 | Brotz 101 | Bruhn 102 | Brun 103 | Brune 104 | Buchholz 105 | Buckholtz 106 | Buhr 107 | Bumgarner 108 | Burgstaller 109 | Busch 110 | Carver 111 | Chevrolet 112 | Cline 113 | Dahl 114 | Denzel 115 | Derrick 116 | Diefenbach 117 | Dieter 118 | Dietrich 119 | Dirchs 120 | Dittmar 121 | Dohman 122 | Drechsler 123 | Dreher 124 | Dreschner 125 | Dresdner 126 | Dressler 127 | Duerr 128 | Dunkle 129 | Dunst 130 | Dürr 131 | Eberhardt 132 | Ebner 133 | Ebner 134 | Eckstein 135 | Egger 136 | Eichel 137 | Eilerts 138 | Engel 139 | Enns 140 | Esser 141 | Essert 142 | Everhart 143 | Fabel 144 | Faerber 145 | Falk 146 | Falkenrath 147 | Färber 148 | Fashingbauer 149 | Faust 150 | Feigenbaum 151 | Feld 152 | Feldt 153 | Fenstermacher 154 | Fertig 155 | Fiedler 156 | Fischer 157 | Flater 158 | Fleischer 159 | Foerstner 160 | Forst 161 | Förstner 162 | Foth 163 | Frank 164 | Franke 165 | Frei 166 | Freud 167 | Freudenberger 168 | Freund 169 | Fried 170 | Friedrich 171 | Fromm 172 | Frost 173 | Fuchs 174 | Fuhrmann 175 | Fürst 176 | Fux 177 | Gabler 178 | Gaertner 179 | Garb 180 | Garber 181 | Gärtner 182 | Garver 183 | Gass 184 | Gehrig 185 | Gehring 186 | Geier 187 | Geiger 188 | Geisler 189 | Geissler 190 | Geiszler 191 | Gensch 192 | Gerber 193 | Gerhard 194 | Gerhardt 195 | Gerig 196 | Gerst 197 | Gerstle 198 | Gerver 199 | Giehl 200 | Giese 201 | Glöckner 202 | Goebel 203 | Goldschmidt 204 | Gorman 205 | Gott 206 | Gotti 207 | Gottlieb 208 | Gottschalk 209 | Graner 210 | Greenberg 211 | Groos 212 | Gros 213 | Gross 214 | Groß 215 | Große 216 | Grosse 217 | Größel 218 | Großel 219 | Großer 220 | Grosser 221 | Grosz 222 | Grünewald 223 | Günther 224 | Gunther 225 | Gutermuth 226 | Gwerder 227 | Haas 228 | Haase 229 | Haber 230 | Habich 231 | Habicht 232 | Hafner 233 | Hahn 234 | Hall 235 | Halle 236 | Harman 237 | Hartmann 238 | Hase 239 | Hasek 240 | Hasenkamp 241 | Hass 242 | Hauer 243 | Haupt 244 | Hausler 245 | Havener 246 | Heidrich 247 | Heinrich 248 | Heinrichs 249 | Heintze 250 | Hellewege 251 | Heppenheimer 252 | Herbert 253 | Hermann 254 | Herrmann 255 | Herschel 256 | Hertz 257 | Hildebrand 258 | Hinrichs 259 | Hintzen 260 | Hirsch 261 | Hoch 262 | Hochberg 263 | Hoefler 264 | Hofer 265 | Hoffman 266 | Hoffmann 267 | Höfler 268 | Hofmann 269 | Hofmeister 270 | Holst 271 | Holtzer 272 | Hölzer 273 | Holzer 274 | Holzknecht 275 | Holzmann 276 | Hoover 277 | Horn 278 | Horn 279 | Horowitz 280 | Houk 281 | Hüber 282 | Huber 283 | Huff 284 | Huffman 285 | Huffmann 286 | Hummel 287 | Hummel 288 | Hutmacher 289 | Ingersleben 290 | Jaeger 291 | Jäger 292 | Jager 293 | Jans 294 | Janson 295 | Janz 296 | Jollenbeck 297 | Jordan 298 | Jund 299 | Jung 300 | Junge 301 | Kahler 302 | Kaiser 303 | Kalb 304 | Kalbfleisch 305 | Kappel 306 | Karl 307 | Kaspar 308 | Kassmeyer 309 | Kästner 310 | Katz 311 | Kaube 312 | Käufer 313 | Kaufer 314 | Kauffmann 315 | Kaufman 316 | Keil 317 | Keller 318 | Kempf 319 | Kerner 320 | Kerper 321 | Kerwar 322 | Kerwer 323 | Kiefer 324 | Kiefer 325 | Kirchner 326 | Kistler 327 | Kistner 328 | Kleid 329 | Klein 330 | Klossner 331 | Knef 332 | Kneib 333 | Kneller 334 | Knepp 335 | Knochenmus 336 | Knopf 337 | Knopp 338 | Koch 339 | Kock 340 | Koenig 341 | Koenigsmann 342 | Köhl 343 | Kohl 344 | Köhler 345 | Kohler 346 | Kolbe 347 | König 348 | Königsmann 349 | Kopp 350 | Kraemer 351 | Krämer 352 | Kramer 353 | Krantz 354 | Kranz 355 | Kraus 356 | Krause 357 | Krauss 358 | Krauß 359 | Krebs 360 | Kröger 361 | Kron 362 | Kruckel 363 | Krüger 364 | Krüger 365 | Kruger 366 | Kruse 367 | Kruse 368 | Küchler 369 | Kuhn 370 | Kundert 371 | Kunkel 372 | Kunkle 373 | Kuntz 374 | Kunze 375 | Kurzmann 376 | Laberenz 377 | Lafrentz 378 | Lafrenz 379 | Landau 380 | Lang 381 | Lange 382 | Langenberg 383 | Langer 384 | Larenz 385 | Laurenz 386 | Lauritz 387 | Lawerenz 388 | Lawrenz 389 | Lehmann 390 | Lehrer 391 | Leitner 392 | Leitz 393 | Leitzke 394 | Lenz 395 | Leverenz 396 | Lewerentz 397 | Lewerenz 398 | Lichtenberg 399 | Lieberenz 400 | Linden 401 | Loewe 402 | Lohrenz 403 | Lorentz 404 | Lorenz 405 | Lorenzen 406 | Loris 407 | Loritz 408 | Löwe 409 | Ludwig 410 | Luther 411 | Maas 412 | Maier 413 | Mandel 414 | Mann 415 | Markwardt 416 | Marquardt 417 | Marquering 418 | Marquerink 419 | Martell 420 | Martin 421 | Martz 422 | Mas 423 | Maurer 424 | Maus 425 | Mayer 426 | Meier 427 | Mein 428 | Meindl 429 | Meinhardt 430 | Meisner 431 | Meissner 432 | Melsbach 433 | Mendel 434 | Mendelsohn 435 | Mendelssohn 436 | Messer 437 | Messerli 438 | Messmann 439 | Messner 440 | Metz 441 | Metz 442 | Metzger 443 | Meyer 444 | Michel 445 | Mohren 446 | Möller 447 | Morgenstern 448 | Moser 449 | Mueller 450 | Muhlfeld 451 | Müller 452 | Nagel 453 | Neuman 454 | Neumann 455 | Nuremberg 456 | Nussbaum 457 | Nussenbaum 458 | Oberst 459 | Oelberg 460 | Ohme 461 | Oliver 462 | Oppenheimer 463 | Ott 464 | Otto 465 | Oursler 466 | Pahlke 467 | Papke 468 | Papp 469 | Paternoster 470 | Paul 471 | Paulis 472 | Pawlitzki 473 | Penzig 474 | Peter 475 | Peters 476 | Pfaff 477 | Pfenning 478 | Plank 479 | Pletcher 480 | Porsche 481 | Portner 482 | Prinz 483 | Protz 484 | Rademacher 485 | Rademaker 486 | Rapp 487 | Raske 488 | Raskob 489 | Raskop 490 | Raskoph 491 | Regenbogen 492 | Reier 493 | Reiher 494 | Reiter 495 | Rettig 496 | Reuter 497 | Reuter 498 | Richard 499 | Richter 500 | Rier 501 | Riese 502 | Ritter 503 | Rose 504 | Rosenberg 505 | Rosenberger 506 | Rosenfeld 507 | Rot 508 | Roth 509 | Rothbauer 510 | Rothenberg 511 | Rothschild 512 | Sachs 513 | Saller 514 | Saller 515 | Salomon 516 | Salzwedel 517 | Samuel 518 | Sander 519 | Sauber 520 | Schäfer 521 | Scheer 522 | Scheinberg 523 | Schenck 524 | Schermer 525 | Schindler 526 | Schirmer 527 | Schlender 528 | Schlimme 529 | Schlusser 530 | Schmeling 531 | Schmid 532 | Schmidt 533 | Schmitt 534 | Schmitz 535 | Schneider 536 | Schnoor 537 | Schnur 538 | Schoettmer 539 | Schräder 540 | Schrader 541 | Schreck 542 | Schreier 543 | Schröder 544 | Schröder 545 | Schroeder 546 | Schroeter 547 | Schröter 548 | Schubert 549 | Schuchard 550 | Schuchardt 551 | Schuchert 552 | Schuhart 553 | Schuhmacher 554 | Schuler 555 | Schult 556 | Schulte 557 | Schultes 558 | Schultheis 559 | Schultheiss 560 | Schultheiß 561 | Schultz 562 | Schultze 563 | Schulz 564 | Schulze 565 | Schumacher 566 | Schuster 567 | Schuttmann 568 | Schwangau 569 | Schwartz 570 | Schwarz 571 | Schwarzenegger 572 | Schwenke 573 | Schwinghammer 574 | Seelenfreund 575 | Seidel 576 | Senft 577 | Senft 578 | Sheinfeld 579 | Shriver 580 | Siegel 581 | Siegel 582 | Siekert 583 | Siemon 584 | Silverstein 585 | Simen 586 | Simmon 587 | Simon 588 | Simons 589 | Siskin 590 | Siskind 591 | Sitz 592 | Sitz 593 | Slusser 594 | Solberg 595 | Sommer 596 | Sommer 597 | Sommer 598 | Sommer 599 | Sonnen 600 | Sorg 601 | Sorge 602 | Spannagel 603 | Specht 604 | Spellmeyer 605 | Spitznogle 606 | Sponaugle 607 | Stark 608 | Stauss 609 | Steen 610 | Steffen 611 | Stein 612 | Steinmann 613 | Stenger 614 | Sternberg 615 | Steube 616 | Steuben 617 | Stieber 618 | Stoppelbein 619 | Stoppelbein 620 | Strand 621 | Straub 622 | Strobel 623 | Strohkirch 624 | Stroman 625 | Stuber 626 | Stueck 627 | Stumpf 628 | Sturm 629 | Suess 630 | Sulzbach 631 | Swango 632 | Switzer 633 | Tangeman 634 | Tanzer 635 | Teufel 636 | Tiedeman 637 | Tifft 638 | Tillens 639 | Tobias 640 | Tolkien 641 | Tresler 642 | Tritten 643 | Trumbauer 644 | Tschida 645 | Unkle 646 | Unruh 647 | Unterbrink 648 | Ursler 649 | Vann 650 | Van tonder 651 | Vieth 652 | Vogel 653 | Vogt 654 | Vogts 655 | Voigt 656 | Voigts 657 | Volk 658 | Voll 659 | Von brandt 660 | Von essen 661 | Von grimmelshausen 662 | Von ingersleben 663 | Vonnegut 664 | Von wegberg 665 | Voss 666 | Voß 667 | Wägner 668 | Wagner 669 | Wähner 670 | Wahner 671 | Waldfogel 672 | Waldvogel 673 | Walkenhorst 674 | Walter 675 | Walther 676 | Waltz 677 | Wang 678 | Warner 679 | Waxweiler 680 | Weber 681 | Wechsler 682 | Wedekind 683 | Weeber 684 | Wegener 685 | Wegner 686 | Wehner 687 | Wehunt 688 | Weigand 689 | Weiman 690 | Weiner 691 | Weiss 692 | Weiß 693 | Welter 694 | Wendel 695 | Wendell 696 | Werner 697 | Wernher 698 | West 699 | Westerberg 700 | Wetterman 701 | Wetzel 702 | Wexler 703 | Wieck 704 | Wiegand 705 | Wildgrube 706 | Winter 707 | Winther 708 | Winther 709 | Wirner 710 | Wirnhier 711 | Wirt 712 | Wirth 713 | Wolf 714 | Wolff 715 | Wolter 716 | Wörner 717 | Wörnhör 718 | Wruck 719 | Wyman 720 | Xylander 721 | Zellweger 722 | Zilberschlag 723 | Zimmerman 724 | Zimmermann 725 | -------------------------------------------------------------------------------- /toy_data/names/Greek.txt: -------------------------------------------------------------------------------- 1 | Adamidis 2 | Adamou 3 | Agelakos 4 | Akrivopoulos 5 | Alexandropoulos 6 | Anetakis 7 | Angelopoulos 8 | Antimisiaris 9 | Antipas 10 | Antonakos 11 | Antoniadis 12 | Antonopoulos 13 | Antonopoulos 14 | Antonopoulos 15 | Arvanitoyannis 16 | Avgerinos 17 | Banos 18 | Batsakis 19 | Bekyros 20 | Belesis 21 | Bertsimas 22 | Bilias 23 | Blades 24 | Bouloukos 25 | Brisimitzakis 26 | Bursinos 27 | Calogerakis 28 | Calpis 29 | Chellos 30 | Christakos 31 | Christodoulou 32 | Christou 33 | Chrysanthopoulos 34 | Chrysanthopoulos 35 | Comino 36 | Close 37 | Close 38 | Close 39 | Close 40 | Close 41 | Close 42 | Close 43 | Close 44 | Dalianis 45 | Danas 46 | Dasios 47 | Demakis 48 | Demarchis 49 | Demas 50 | Demetrious 51 | Dertilis 52 | Diakogeorgiou 53 | Dioletis 54 | Dounias 55 | Dritsas 56 | Drivakis 57 | Eatros 58 | Egonidis 59 | Eliopoulos 60 | Forakis 61 | Fotopoulos 62 | Fourakis 63 | Frangopoulos 64 | Galanopoulos 65 | Garofalis 66 | Gavril 67 | Gavrilopoulos 68 | Georgeakopoulos 69 | Geracimos 70 | Gianakopulos 71 | Giannakopoulos 72 | Giannakos 73 | Glynatsis 74 | Gomatos 75 | Grammatakakis 76 | Gravari 77 | Hadjiyianakies 78 | Hagias 79 | Haritopoulos 80 | Honjas 81 | Horiatis 82 | Houlis 83 | Jamussa 84 | Kaglantge 85 | Kalakos 86 | Kalogeria 87 | Kaloxylos 88 | Kanavos 89 | Kapsimalles 90 | Karahalios 91 | Karameros 92 | Karkampasis 93 | Karnoupakis 94 | Katsourinis 95 | Kefalas 96 | Kokkali 97 | Kokoris 98 | Kolovos 99 | Konstantatos 100 | Kosmas 101 | Kotsilimbas 102 | Kotsiopoulos 103 | Kouches 104 | Koulaxizis 105 | Koumanidis 106 | Kourempes 107 | Kouretas 108 | Kouropoulos 109 | Kouros 110 | Koustoubos 111 | Koutsoubos 112 | Kreskas 113 | Kringos 114 | Kyritsis 115 | Laganas 116 | Leontarakis 117 | Letsos 118 | Liatos 119 | Lillis 120 | Lolos 121 | Louverdis 122 | Makricosta 123 | Malihoudis 124 | Maneates 125 | Manos 126 | Manoukarakis 127 | Matsoukis 128 | Mentis 129 | Mersinias 130 | Metrofanis 131 | Michalaras 132 | Milionis 133 | Missiakos 134 | Moraitopoulos 135 | Nikolaou 136 | Nomikos 137 | Paitakes 138 | Paloumbas 139 | Panayiotopoulos 140 | Panoulias 141 | Pantelakos 142 | Pantelas 143 | Papadelias 144 | Papadopulos 145 | Papageorge 146 | Papoutsis 147 | Pappayiorgas 148 | Paraskevopoulos 149 | Paraskos 150 | Paschalis 151 | Patrianakos 152 | Patselas 153 | Pefanis 154 | Petimezas 155 | Petrakis 156 | Pezos 157 | Phocas 158 | Pispinis 159 | Polites 160 | Polymenakou 161 | Poniros 162 | Protopsaltis 163 | Rallis 164 | Rigatos 165 | Rorris 166 | Rousses 167 | Ruvelas 168 | Sakelaris 169 | Sakellariou 170 | Samios 171 | Sardelis 172 | Sfakianos 173 | Sklavenitis 174 | Sortras 175 | Sotiris 176 | Spyridis 177 | Stamatas 178 | Stamatelos 179 | Stavropoulos 180 | Strilakos 181 | Stroggylis 182 | Tableriou 183 | Taflambas 184 | Tassioglou 185 | Telis 186 | Tsoumada 187 | Theofilopoulos 188 | Theohari 189 | Totolos 190 | Tourna 191 | Tsahalis 192 | Tsangaris 193 | Tselios 194 | Tsogas 195 | Vamvakidis 196 | Varvitsiotes 197 | Vassilikos 198 | Vassilopulos 199 | Vlahos 200 | Vourlis 201 | Xydis 202 | Zaloumi 203 | Zouvelekis 204 | -------------------------------------------------------------------------------- /toy_data/names/Irish.txt: -------------------------------------------------------------------------------- 1 | Adam 2 | Ahearn 3 | Aodh 4 | Aodha 5 | Aonghuis 6 | Aonghus 7 | Bhrighde 8 | Bradach 9 | Bradan 10 | Braden 11 | Brady 12 | Bran 13 | Brannon 14 | Brian 15 | Callaghan 16 | Caomh 17 | Carey 18 | Casey 19 | Cassidy 20 | Cathain 21 | Cathan 22 | Cathasach 23 | Ceallach 24 | Ceallachan 25 | Cearbhall 26 | Cennetig 27 | Ciardha 28 | Clark 29 | Cleirich 30 | Cleirigh 31 | Cnaimhin 32 | Coghlan 33 | Coilean 34 | Collins 35 | Colman 36 | Conall 37 | Conchobhar 38 | Conn 39 | Connell 40 | Connolly 41 | Cormac 42 | Corraidhin 43 | Cuidightheach 44 | Curran 45 | Dúbhshlaine 46 | Dalach 47 | Daly 48 | Damhain 49 | Damhan 50 | Delaney 51 | Desmond 52 | Devin 53 | Diarmaid 54 | Doherty 55 | Domhnall 56 | Donnchadh 57 | Donndubhan 58 | Donnell 59 | Donoghue 60 | Donovan 61 | Doyle 62 | Dubhain 63 | Dubhan 64 | Duncan 65 | Eoghan 66 | Eoin 67 | Eoin 68 | Faolan 69 | Farrell 70 | Fearghal 71 | Fergus 72 | Finn 73 | Finnegan 74 | Fionn 75 | Flanagan 76 | Flann 77 | Flynn 78 | Gallchobhar 79 | Gerald 80 | Giolla 81 | Gorman 82 | Hayden 83 | Ivor 84 | John 85 | Kavanagh 86 | Keefe 87 | Kelly 88 | Kennedy 89 | Lennon 90 | Login 91 | Macclelland 92 | Macdermott 93 | Maceachthighearna 94 | Macfarland 95 | Macghabhann 96 | Maciomhair 97 | Macshuibhne 98 | Madaidhin 99 | Madden 100 | Maguire 101 | Mahoney 102 | Maille 103 | Malone 104 | Manus 105 | Maolmhuaidh 106 | Mathghamhain 107 | Maurice 108 | Mcguire 109 | Mckay 110 | Mclain 111 | Mcmahon 112 | Mcnab 113 | Mcneil 114 | Meadhra 115 | Michael 116 | Milligan 117 | Mochan 118 | Mohan 119 | Molloy 120 | Monahan 121 | Mooney 122 | Muirchertach 123 | Mullen 124 | Mulryan 125 | Murchadh 126 | Murphy 127 | Names 128 | Naoimhin 129 | Naomhan 130 | Neil 131 | Neville 132 | Nevin 133 | Niadh 134 | Niall 135 | Nolan 136 | Nuallan 137 | O'Boyle 138 | O'Brien 139 | O'Byrne 140 | O'Donnell 141 | O'Hannagain 142 | O'Hannigain 143 | O'Keefe 144 | O'Mooney 145 | O'Neal 146 | O'Boyle 147 | O'Bree 148 | O'Brian 149 | O'Brien 150 | O'Callaghann 151 | O'Connell 152 | O'Connor 153 | O'Dell 154 | O'Doherty 155 | O'Donnell 156 | O'Donoghue 157 | O'Dowd 158 | O'Driscoll 159 | O'Gorman 160 | O'Grady 161 | O'Hagan 162 | O'Halloran 163 | O'Hanlon 164 | O'Hara 165 | O'Hare 166 | O'Kane 167 | O'Keefe 168 | O'Keeffe 169 | O'Kelly 170 | O'Leary 171 | O'Loughlin 172 | O'Mahoney 173 | O'Mahony 174 | O'Malley 175 | O'Meara 176 | O'Neal 177 | O'Neill 178 | O'Reilly 179 | O'Rourke 180 | O'Ryan 181 | O'Shea 182 | O'Sullivan 183 | O'Toole 184 | Patrick 185 | Peatain 186 | Pharlain 187 | Power 188 | Quigley 189 | Quinn 190 | Quirke 191 | Raghailligh 192 | Reagan 193 | Register 194 | Reilly 195 | Reynold 196 | Rhys 197 | Riagain 198 | Riagan 199 | Riain 200 | Rian 201 | Rinn 202 | Roach 203 | Rodagh 204 | Rory 205 | Ruadh 206 | Ruadhain 207 | Ruadhan 208 | Ruaidh 209 | Samuel 210 | Scolaidhe 211 | Seaghdha 212 | Sechnall 213 | Seighin 214 | Shannon 215 | Sheehy 216 | Simon 217 | Sioda 218 | Sloan 219 | Sluaghadhan 220 | Suaird 221 | Sullivan 222 | Tadhg 223 | Tadhgan 224 | Taidhg 225 | Teagan 226 | Teague 227 | Tighearnach 228 | Tracey 229 | Treasach 230 | Whalen 231 | Whelan 232 | William 233 | -------------------------------------------------------------------------------- /toy_data/names/Italian.txt: -------------------------------------------------------------------------------- 1 | Abandonato 2 | Abatangelo 3 | Abatantuono 4 | Abate 5 | Abategiovanni 6 | Abatescianni 7 | Abbà 8 | Abbadelli 9 | Abbascia 10 | Abbatangelo 11 | Abbatantuono 12 | Abbate 13 | Abbatelli 14 | Abbaticchio 15 | Abbiati 16 | Abbracciabene 17 | Abbracciabeni 18 | Abelli 19 | Abelló 20 | Abrami 21 | Abramo 22 | Acardi 23 | Accardi 24 | Accardo 25 | Acciai 26 | Acciaio 27 | Acciaioli 28 | Acconci 29 | Acconcio 30 | Accorsi 31 | Accorso 32 | Accosi 33 | Accursio 34 | Acerbi 35 | Acone 36 | Aconi 37 | Acqua 38 | Acquafredda 39 | Acquarone 40 | Acquati 41 | Adalardi 42 | Adami 43 | Adamo 44 | Adamoli 45 | Addario 46 | Adelardi 47 | Adessi 48 | Adimari 49 | Adriatico 50 | Affini 51 | Africani 52 | Africano 53 | Agani 54 | Aggi 55 | Aggio 56 | Agli 57 | Agnelli 58 | Agnellutti 59 | Agnusdei 60 | Agosti 61 | Agostini 62 | Agresta 63 | Agrioli 64 | Aiello 65 | Aiolfi 66 | Airaldi 67 | Airò 68 | Aita 69 | Ajello 70 | Alagona 71 | Alamanni 72 | Albanesi 73 | Albani 74 | Albano 75 | Alberghi 76 | Alberghini 77 | Alberici 78 | Alberighi 79 | Albero 80 | Albini 81 | Albricci 82 | Albrici 83 | Alcheri 84 | Aldebrandi 85 | Alderisi 86 | Alduino 87 | Alemagna 88 | Aleppo 89 | Alesci 90 | Alescio 91 | Alesi 92 | Alesini 93 | Alesio 94 | Alessandri 95 | Alessi 96 | Alfero 97 | Aliberti 98 | Alinari 99 | Aliprandi 100 | Allegri 101 | Allegro 102 | Alò 103 | Aloia 104 | Aloisi 105 | Altamura 106 | Altimari 107 | Altoviti 108 | Alunni 109 | Amadei 110 | Amadori 111 | Amalberti 112 | Amantea 113 | Amato 114 | Amatore 115 | Ambrogi 116 | Ambrosi 117 | Amello 118 | Amerighi 119 | Amoretto 120 | Angioli 121 | Ansaldi 122 | Anselmetti 123 | Anselmi 124 | Antonelli 125 | Antonini 126 | Antonino 127 | Aquila 128 | Aquino 129 | Arbore 130 | Ardiccioni 131 | Ardizzone 132 | Ardovini 133 | Arena 134 | Aringheri 135 | Arlotti 136 | Armani 137 | Armati 138 | Armonni 139 | Arnolfi 140 | Arnoni 141 | Arrighetti 142 | Arrighi 143 | Arrigucci 144 | Aucciello 145 | Azzarà 146 | Baggi 147 | Baggio 148 | Baglio 149 | Bagni 150 | Bagnoli 151 | Balboni 152 | Baldi 153 | Baldini 154 | Baldinotti 155 | Baldovini 156 | Bandini 157 | Bandoni 158 | Barbieri 159 | Barone 160 | Barsetti 161 | Bartalotti 162 | Bartolomei 163 | Bartolomeo 164 | Barzetti 165 | Basile 166 | Bassanelli 167 | Bassani 168 | Bassi 169 | Basso 170 | Basurto 171 | Battaglia 172 | Bazzoli 173 | Bellandi 174 | Bellandini 175 | Bellincioni 176 | Bellini 177 | Bello 178 | Bellomi 179 | Belloni 180 | Belluomi 181 | Belmonte 182 | Bencivenni 183 | Benedetti 184 | Benenati 185 | Benetton 186 | Benini 187 | Benivieni 188 | Benvenuti 189 | Berardi 190 | Bergamaschi 191 | Berti 192 | Bertolini 193 | Biancardi 194 | Bianchi 195 | Bicchieri 196 | Biondi 197 | Biondo 198 | Boerio 199 | Bologna 200 | Bondesan 201 | Bonomo 202 | Borghi 203 | Borgnino 204 | Borgogni 205 | Bosco 206 | Bove 207 | Bovér 208 | Boveri 209 | Brambani 210 | Brambilla 211 | Breda 212 | Brioschi 213 | Brivio 214 | Brunetti 215 | Bruno 216 | Buffone 217 | Bulgarelli 218 | Bulgari 219 | Buonarroti 220 | Busto 221 | Caiazzo 222 | Caito 223 | Caivano 224 | Calabrese 225 | Calligaris 226 | Campana 227 | Campo 228 | Cantu 229 | Capello 230 | Capello 231 | Capello 232 | Capitani 233 | Carbone 234 | Carboni 235 | Carideo 236 | Carlevaro 237 | Caro 238 | Carracci 239 | Carrara 240 | Caruso 241 | Cassano 242 | Castro 243 | Catalano 244 | Cattaneo 245 | Cavalcante 246 | Cavallo 247 | Cingolani 248 | Cino 249 | Cipriani 250 | Cisternino 251 | Coiro 252 | Cola 253 | Colombera 254 | Colombo 255 | Columbo 256 | Como 257 | Como 258 | Confortola 259 | Conti 260 | Corna 261 | Corti 262 | Corvi 263 | Costa 264 | Costantini 265 | Costanzo 266 | Cracchiolo 267 | Cremaschi 268 | Cremona 269 | Cremonesi 270 | Crespo 271 | Croce 272 | Crocetti 273 | Cucinotta 274 | Cuocco 275 | Cuoco 276 | D'ambrosio 277 | Damiani 278 | D'amore 279 | D'angelo 280 | D'antonio 281 | De angelis 282 | De campo 283 | De felice 284 | De filippis 285 | De fiore 286 | De laurentis 287 | De luca 288 | De palma 289 | De rege 290 | De santis 291 | De vitis 292 | Di antonio 293 | Di caprio 294 | Di mercurio 295 | Dinapoli 296 | Dioli 297 | Di pasqua 298 | Di pietro 299 | Di stefano 300 | Donati 301 | D'onofrio 302 | Drago 303 | Durante 304 | Elena 305 | Episcopo 306 | Ermacora 307 | Esposito 308 | Evangelista 309 | Fabbri 310 | Fabbro 311 | Falco 312 | Faraldo 313 | Farina 314 | Farro 315 | Fattore 316 | Fausti 317 | Fava 318 | Favero 319 | Fermi 320 | Ferrara 321 | Ferrari 322 | Ferraro 323 | Ferrero 324 | Ferro 325 | Fierro 326 | Filippi 327 | Fini 328 | Fiore 329 | Fiscella 330 | Fiscella 331 | Fonda 332 | Fontana 333 | Fortunato 334 | Franco 335 | Franzese 336 | Furlan 337 | Gabrielli 338 | Gagliardi 339 | Gallo 340 | Ganza 341 | Garfagnini 342 | Garofalo 343 | Gaspari 344 | Gatti 345 | Genovese 346 | Gentile 347 | Germano 348 | Giannino 349 | Gimondi 350 | Giordano 351 | Gismondi 352 | Giùgovaz 353 | Giunta 354 | Goretti 355 | Gori 356 | Greco 357 | Grillo 358 | Grimaldi 359 | Gronchi 360 | Guarneri 361 | Guerra 362 | Guerriero 363 | Guidi 364 | Guttuso 365 | Idoni 366 | Innocenti 367 | Labriola 368 | Làconi 369 | Laganà 370 | Lagomarsìno 371 | Lagorio 372 | Laguardia 373 | Lama 374 | Lamberti 375 | Lamon 376 | Landi 377 | Lando 378 | Landolfi 379 | Laterza 380 | Laurito 381 | Lazzari 382 | Lecce 383 | Leccese 384 | Leggièri 385 | Lèmmi 386 | Leone 387 | Leoni 388 | Lippi 389 | Locatelli 390 | Lombardi 391 | Longo 392 | Lupo 393 | Luzzatto 394 | Maestri 395 | Magro 396 | Mancini 397 | Manco 398 | Mancuso 399 | Manfredi 400 | Manfredonia 401 | Mantovani 402 | Marchegiano 403 | Marchesi 404 | Marchetti 405 | Marchioni 406 | Marconi 407 | Mari 408 | Maria 409 | Mariani 410 | Marino 411 | Marmo 412 | Martelli 413 | Martinelli 414 | Masi 415 | Masin 416 | Mazza 417 | Merlo 418 | Messana 419 | Micheli 420 | Milani 421 | Milano 422 | Modugno 423 | Mondadori 424 | Mondo 425 | Montagna 426 | Montana 427 | Montanari 428 | Monte 429 | Monti 430 | Morandi 431 | Morello 432 | Moretti 433 | Morra 434 | Moschella 435 | Mosconi 436 | Motta 437 | Muggia 438 | Muraro 439 | Murgia 440 | Murtas 441 | Nacar 442 | Naggi 443 | Naggia 444 | Naldi 445 | Nana 446 | Nani 447 | Nanni 448 | Nannini 449 | Napoleoni 450 | Napoletani 451 | Napoliello 452 | Nardi 453 | Nardo 454 | Nardovino 455 | Nasato 456 | Nascimbene 457 | Nascimbeni 458 | Natale 459 | Nave 460 | Nazario 461 | Necchi 462 | Negri 463 | Negrini 464 | Nelli 465 | Nenci 466 | Nepi 467 | Neri 468 | Neroni 469 | Nervetti 470 | Nervi 471 | Nespola 472 | Nicastro 473 | Nicchi 474 | Nicodemo 475 | Nicolai 476 | Nicolosi 477 | Nicosia 478 | Nicotera 479 | Nieddu 480 | Nieri 481 | Nigro 482 | Nisi 483 | Nizzola 484 | Noschese 485 | Notaro 486 | Notoriano 487 | Oberti 488 | Oberto 489 | Ongaro 490 | Orlando 491 | Orsini 492 | Pace 493 | Padovan 494 | Padovano 495 | Pagani 496 | Pagano 497 | Palladino 498 | Palmisano 499 | Palumbo 500 | Panzavecchia 501 | Parisi 502 | Parma 503 | Parodi 504 | Parri 505 | Parrino 506 | Passerini 507 | Pastore 508 | Paternoster 509 | Pavesi 510 | Pavone 511 | Pavoni 512 | Pecora 513 | Pedrotti 514 | Pellegrino 515 | Perugia 516 | Pesaresi 517 | Pesaro 518 | Pesce 519 | Petri 520 | Pherigo 521 | Piazza 522 | Piccirillo 523 | Piccoli 524 | Pierno 525 | Pietri 526 | Pini 527 | Piovene 528 | Piraino 529 | Pisani 530 | Pittaluga 531 | Poggi 532 | Poggio 533 | Poletti 534 | Pontecorvo 535 | Portelli 536 | Porto 537 | Portoghese 538 | Potenza 539 | Pozzi 540 | Profeta 541 | Prosdocimi 542 | Provenza 543 | Provenzano 544 | Pugliese 545 | Quaranta 546 | Quattrocchi 547 | Ragno 548 | Raimondi 549 | Rais 550 | Rana 551 | Raneri 552 | Rao 553 | Rapallino 554 | Ratti 555 | Ravenna 556 | Ré 557 | Ricchetti 558 | Ricci 559 | Riggi 560 | Righi 561 | Rinaldi 562 | Riva 563 | Rizzo 564 | Robustelli 565 | Rocca 566 | Rocchi 567 | Rocco 568 | Roma 569 | Roma 570 | Romagna 571 | Romagnoli 572 | Romano 573 | Romano 574 | Romero 575 | Roncalli 576 | Ronchi 577 | Rosa 578 | Rossi 579 | Rossini 580 | Rotolo 581 | Rovigatti 582 | Ruggeri 583 | Russo 584 | Rustici 585 | Ruzzier 586 | Sabbadin 587 | Sacco 588 | Sala 589 | Salomon 590 | Salucci 591 | Salvaggi 592 | Salvai 593 | Salvail 594 | Salvatici 595 | Salvay 596 | Sanna 597 | Sansone 598 | Santini 599 | Santoro 600 | Sapienti 601 | Sarno 602 | Sarti 603 | Sartini 604 | Sarto 605 | Savona 606 | Scarpa 607 | Scarsi 608 | Scavo 609 | Sciacca 610 | Sciacchitano 611 | Sciarra 612 | Scordato 613 | Scotti 614 | Scutese 615 | Sebastiani 616 | Sebastino 617 | Segreti 618 | Selmone 619 | Selvaggio 620 | Serafin 621 | Serafini 622 | Serpico 623 | Sessa 624 | Sgro 625 | Siena 626 | Silvestri 627 | Sinagra 628 | Sinagra 629 | Soldati 630 | Somma 631 | Sordi 632 | Soriano 633 | Sorrentino 634 | Spada 635 | Spanò 636 | Sparacello 637 | Speziale 638 | Spini 639 | Stabile 640 | Stablum 641 | Stilo 642 | Sultana 643 | Tafani 644 | Tamàro 645 | Tamboia 646 | Tanzi 647 | Tarantino 648 | Taverna 649 | Tedesco 650 | Terranova 651 | Terzi 652 | Tessaro 653 | Testa 654 | Tiraboschi 655 | Tivoli 656 | Todaro 657 | Toloni 658 | Tornincasa 659 | Toselli 660 | Tosetti 661 | Tosi 662 | Tosto 663 | Trapani 664 | Traversa 665 | Traversi 666 | Traversini 667 | Traverso 668 | Trucco 669 | Trudu 670 | Tumicelli 671 | Turati 672 | Turchi 673 | Uberti 674 | Uccello 675 | Uggeri 676 | Ughi 677 | Ungaretti 678 | Ungaro 679 | Vacca 680 | Vaccaro 681 | Valenti 682 | Valentini 683 | Valerio 684 | Varano 685 | Ventimiglia 686 | Ventura 687 | Verona 688 | Veronesi 689 | Vescovi 690 | Vespa 691 | Vestri 692 | Vicario 693 | Vico 694 | Vigo 695 | Villa 696 | Vinci 697 | Vinci 698 | Viola 699 | Vitali 700 | Viteri 701 | Voltolini 702 | Zambrano 703 | Zanetti 704 | Zangari 705 | Zappa 706 | Zeni 707 | Zini 708 | Zino 709 | Zunino 710 | -------------------------------------------------------------------------------- /toy_data/names/Japanese.txt: -------------------------------------------------------------------------------- 1 | Abe 2 | Abukara 3 | Adachi 4 | Aida 5 | Aihara 6 | Aizawa 7 | Ajibana 8 | Akaike 9 | Akamatsu 10 | Akatsuka 11 | Akechi 12 | Akera 13 | Akimoto 14 | Akita 15 | Akiyama 16 | Akutagawa 17 | Amagawa 18 | Amaya 19 | Amori 20 | Anami 21 | Ando 22 | Anzai 23 | Aoki 24 | Arai 25 | Arakawa 26 | Araki 27 | Arakida 28 | Arato 29 | Arihyoshi 30 | Arishima 31 | Arita 32 | Ariwa 33 | Ariwara 34 | Asahara 35 | Asahi 36 | Asai 37 | Asano 38 | Asanuma 39 | Asari 40 | Ashia 41 | Ashida 42 | Ashikaga 43 | Asuhara 44 | Atshushi 45 | Ayabito 46 | Ayugai 47 | Baba 48 | Baisotei 49 | Bando 50 | Bunya 51 | Chiba 52 | Chikamatsu 53 | Chikanatsu 54 | Chino 55 | Chishu 56 | Choshi 57 | Daishi 58 | Dan 59 | Date 60 | Dazai 61 | Deguchi 62 | Deushi 63 | Doi 64 | Ebina 65 | Ebisawa 66 | Eda 67 | Egami 68 | Eguchi 69 | Ekiguchi 70 | Endo 71 | Endoso 72 | Enoki 73 | Enomoto 74 | Erizawa 75 | Eto 76 | Etsuko 77 | Ezakiya 78 | Fuchida 79 | Fugunaga 80 | Fujikage 81 | Fujimaki 82 | Fujimoto 83 | Fujioka 84 | Fujishima 85 | Fujita 86 | Fujiwara 87 | Fukao 88 | Fukayama 89 | Fukuda 90 | Fukumitsu 91 | Fukunaka 92 | Fukuoka 93 | Fukusaku 94 | Fukushima 95 | Fukuyama 96 | Fukuzawa 97 | Fumihiko 98 | Funabashi 99 | Funaki 100 | Funakoshi 101 | Furusawa 102 | Fuschida 103 | Fuse 104 | Futabatei 105 | Fuwa 106 | Gakusha 107 | Genda 108 | Genji 109 | Gensai 110 | Godo 111 | Goto 112 | Gushiken 113 | Hachirobei 114 | Haga 115 | Hagino 116 | Hagiwara 117 | Hama 118 | Hamacho 119 | Hamada 120 | Hamaguchi 121 | Hamamoto 122 | Hanabusa 123 | Hanari 124 | Handa 125 | Hara 126 | Harada 127 | Haruguchi 128 | Hasegawa 129 | Hasekura 130 | Hashimoto 131 | Hasimoto 132 | Hatakeda 133 | Hatakeyama 134 | Hatayama 135 | Hatoyama 136 | Hattori 137 | Hayakawa 138 | Hayami 139 | Hayashi 140 | Hayashida 141 | Hayata 142 | Hayuata 143 | Hida 144 | Hideaki 145 | Hideki 146 | Hideyoshi 147 | Higashikuni 148 | Higashiyama 149 | Higo 150 | Higoshi 151 | Higuchi 152 | Hike 153 | Hino 154 | Hira 155 | Hiraga 156 | Hiraki 157 | Hirano 158 | Hiranuma 159 | Hiraoka 160 | Hirase 161 | Hirasi 162 | Hirata 163 | Hiratasuka 164 | Hirayama 165 | Hiro 166 | Hirose 167 | Hirota 168 | Hiroyuki 169 | Hisamatsu 170 | Hishida 171 | Hishikawa 172 | Hitomi 173 | Hiyama 174 | Hohki 175 | Hojo 176 | Hokusai 177 | Honami 178 | Honda 179 | Hori 180 | Horigome 181 | Horigoshi 182 | Horiuchi 183 | Horri 184 | Hoshino 185 | Hosokawa 186 | Hosokaya 187 | Hotate 188 | Hotta 189 | Hyata 190 | Hyobanshi 191 | Ibi 192 | Ibu 193 | Ibuka 194 | Ichigawa 195 | Ichihara 196 | Ichikawa 197 | Ichimonji 198 | Ichiro 199 | Ichisada 200 | Ichiyusai 201 | Idane 202 | Iemochi 203 | Ienari 204 | Iesada 205 | Ieyasu 206 | Ieyoshi 207 | Igarashi 208 | Ihara 209 | Ii 210 | Iida 211 | Iijima 212 | Iitaka 213 | Ijichi 214 | Ijiri 215 | Ikeda 216 | Ikina 217 | Ikoma 218 | Imada 219 | Imagawa 220 | Imai 221 | Imaizumi 222 | Imamura 223 | Imoo 224 | Ina 225 | Inaba 226 | Inao 227 | Inihara 228 | Ino 229 | Inoguchi 230 | Inokuma 231 | Inoue 232 | Inouye 233 | Inukai 234 | Ippitsusai 235 | Irie 236 | Iriye 237 | Isayama 238 | Ise 239 | Iseki 240 | Iseya 241 | Ishibashi 242 | Ishida 243 | Ishiguro 244 | Ishihara 245 | Ishikawa 246 | Ishimaru 247 | Ishimura 248 | Ishinomori 249 | Ishiyama 250 | Isobe 251 | Isoda 252 | Isozaki 253 | Itagaki 254 | Itami 255 | Ito 256 | Itoh 257 | Iwahara 258 | Iwahashi 259 | Iwakura 260 | Iwasa 261 | Iwasaki 262 | Izumi 263 | Jimbo 264 | Jippensha 265 | Jo 266 | Joshuya 267 | Joshuyo 268 | Jukodo 269 | Jumonji 270 | Kada 271 | Kagabu 272 | Kagawa 273 | Kahae 274 | Kahaya 275 | Kaibara 276 | Kaima 277 | Kajahara 278 | Kajitani 279 | Kajiwara 280 | Kajiyama 281 | Kakinomoto 282 | Kakutama 283 | Kamachi 284 | Kamata 285 | Kaminaga 286 | Kamio 287 | Kamioka 288 | Kamisaka 289 | Kamo 290 | Kamon 291 | Kan 292 | Kanada 293 | Kanagaki 294 | Kanegawa 295 | Kaneko 296 | Kanesaka 297 | Kano 298 | Karamorita 299 | Karube 300 | Karubo 301 | Kasahara 302 | Kasai 303 | Kasamatsu 304 | Kasaya 305 | Kase 306 | Kashiwagi 307 | Kasuse 308 | Kataoka 309 | Katayama 310 | Katayanagi 311 | Kate 312 | Kato 313 | Katoaka 314 | Katsu 315 | Katsukawa 316 | Katsumata 317 | Katsura 318 | Katsushika 319 | Kawabata 320 | Kawachi 321 | Kawagichi 322 | Kawagishi 323 | Kawaguchi 324 | Kawai 325 | Kawaii 326 | Kawakami 327 | Kawamata 328 | Kawamura 329 | Kawasaki 330 | Kawasawa 331 | Kawashima 332 | Kawasie 333 | Kawatake 334 | Kawate 335 | Kawayama 336 | Kawazu 337 | Kaza 338 | Kazuyoshi 339 | Kenkyusha 340 | Kenmotsu 341 | Kentaro 342 | Ki 343 | Kido 344 | Kihara 345 | Kijimuta 346 | Kijmuta 347 | Kikkawa 348 | Kikuchi 349 | Kikugawa 350 | Kikui 351 | Kikutake 352 | Kimio 353 | Kimiyama 354 | Kimura 355 | Kinashita 356 | Kinoshita 357 | Kinugasa 358 | Kira 359 | Kishi 360 | Kiski 361 | Kita 362 | Kitabatake 363 | Kitagawa 364 | Kitamura 365 | Kitano 366 | Kitao 367 | Kitoaji 368 | Ko 369 | Kobayashi 370 | Kobi 371 | Kodama 372 | Koga 373 | Kogara 374 | Kogo 375 | Koguchi 376 | Koiso 377 | Koizumi 378 | Kojima 379 | Kokan 380 | Komagata 381 | Komatsu 382 | Komatsuzaki 383 | Komine 384 | Komiya 385 | Komon 386 | Komura 387 | Kon 388 | Konae 389 | Konda 390 | Kondo 391 | Konishi 392 | Kono 393 | Konoe 394 | Koruba 395 | Koshin 396 | Kotara 397 | Kotoku 398 | Koyama 399 | Koyanagi 400 | Kozu 401 | Kubo 402 | Kubota 403 | Kudara 404 | Kudo 405 | Kuga 406 | Kumagae 407 | Kumasaka 408 | Kunda 409 | Kunikida 410 | Kunisada 411 | Kuno 412 | Kunomasu 413 | Kuramochi 414 | Kuramoto 415 | Kurata 416 | Kurkawa 417 | Kurmochi 418 | Kuroda 419 | Kurofuji 420 | Kurogane 421 | Kurohiko 422 | Kuroki 423 | Kurosawa 424 | Kurusu 425 | Kusatsu 426 | Kusonoki 427 | Kusuhara 428 | Kusunoki 429 | Kuwabara 430 | Kwakami 431 | Kyubei 432 | Maeda 433 | Maehata 434 | Maeno 435 | Maita 436 | Makiguchi 437 | Makino 438 | Makioka 439 | Makuda 440 | Marubeni 441 | Marugo 442 | Marusa 443 | Maruya 444 | Maruyama 445 | Masanobu 446 | Masaoka 447 | Mashita 448 | Masoni 449 | Masudu 450 | Masuko 451 | Masuno 452 | Masuzoe 453 | Matano 454 | Matokai 455 | Matoke 456 | Matsuda 457 | Matsukata 458 | Matsuki 459 | Matsumara 460 | Matsumoto 461 | Matsumura 462 | Matsuo 463 | Matsuoka 464 | Matsura 465 | Matsushina 466 | Matsushita 467 | Matsuya 468 | Matsuzawa 469 | Mayuzumi 470 | Mazaki 471 | Mazawa 472 | Mazuka 473 | Mifune 474 | Mihashi 475 | Miki 476 | Mimasuya 477 | Minabuchi 478 | Minami 479 | Minamoto 480 | Minatoya 481 | Minobe 482 | Mishima 483 | Mitsubishi 484 | Mitsuharu 485 | Mitsui 486 | Mitsukuri 487 | Mitsuwa 488 | Mitsuya 489 | Mitzusaka 490 | Miura 491 | Miwa 492 | Miyagi 493 | Miyahara 494 | Miyajima 495 | Miyake 496 | Miyamae 497 | Miyamoto 498 | Miyazaki 499 | Miyazawa 500 | Miyoshi 501 | Mizoguchi 502 | Mizumaki 503 | Mizuno 504 | Mizutani 505 | Modegi 506 | Momotami 507 | Momotani 508 | Monomonoi 509 | Mori 510 | Moriguchi 511 | Morimoto 512 | Morinaga 513 | Morioka 514 | Morishita 515 | Morisue 516 | Morita 517 | Morri 518 | Moto 519 | Motoori 520 | Motoyoshi 521 | Munakata 522 | Munkata 523 | Muraguchi 524 | Murakami 525 | Muraoka 526 | Murasaki 527 | Murase 528 | Murata 529 | Murkami 530 | Muro 531 | Muruyama 532 | Mushanaokoji 533 | Mushashibo 534 | Muso 535 | Mutsu 536 | Nagahama 537 | Nagai 538 | Nagano 539 | Nagasawa 540 | Nagase 541 | Nagata 542 | Nagatsuka 543 | Nagumo 544 | Naito 545 | Nakada 546 | Nakadai 547 | Nakadan 548 | Nakae 549 | Nakagawa 550 | Nakahara 551 | Nakajima 552 | Nakamoto 553 | Nakamura 554 | Nakane 555 | Nakanishi 556 | Nakano 557 | Nakanoi 558 | Nakao 559 | Nakasato 560 | Nakasawa 561 | Nakasone 562 | Nakata 563 | Nakatoni 564 | Nakayama 565 | Nakazawa 566 | Namiki 567 | Nanami 568 | Narahashi 569 | Narato 570 | Narita 571 | Nataga 572 | Natsume 573 | Nawabe 574 | Nemoto 575 | Niijima 576 | Nijo 577 | Ninomiya 578 | Nishi 579 | Nishihara 580 | Nishikawa 581 | Nishimoto 582 | Nishimura 583 | Nishimuraya 584 | Nishio 585 | Nishiwaki 586 | Nitta 587 | Nobunaga 588 | Noda 589 | Nogi 590 | Noguchi 591 | Nogushi 592 | Nomura 593 | Nonomura 594 | Noro 595 | Nosaka 596 | Nose 597 | Nozaki 598 | Nozara 599 | Numajiri 600 | Numata 601 | Obata 602 | Obinata 603 | Obuchi 604 | Ochiai 605 | Ochida 606 | Odaka 607 | Ogata 608 | Ogiwara 609 | Ogura 610 | Ogyu 611 | Ohba 612 | Ohira 613 | Ohishi 614 | Ohka 615 | Ohmae 616 | Ohmiya 617 | Oichi 618 | Oinuma 619 | Oishi 620 | Okabe 621 | Okada 622 | Okakura 623 | Okamoto 624 | Okamura 625 | Okanao 626 | Okanaya 627 | Okano 628 | Okasawa 629 | Okawa 630 | Okazaki 631 | Okazawaya 632 | Okimasa 633 | Okimoto 634 | Okita 635 | Okubo 636 | Okuda 637 | Okui 638 | Okuma 639 | Okuma 640 | Okumura 641 | Okura 642 | Omori 643 | Omura 644 | Onishi 645 | Ono 646 | Onoda 647 | Onoe 648 | Onohara 649 | Ooka 650 | Osagawa 651 | Osaragi 652 | Oshima 653 | Oshin 654 | Ota 655 | Otaka 656 | Otake 657 | Otani 658 | Otomo 659 | Otsu 660 | Otsuka 661 | Ouchi 662 | Oyama 663 | Ozaki 664 | Ozawa 665 | Ozu 666 | Raikatuji 667 | Royama 668 | Ryusaki 669 | Sada 670 | Saeki 671 | Saga 672 | Saigo 673 | Saiki 674 | Saionji 675 | Saito 676 | Saitoh 677 | Saji 678 | Sakagami 679 | Sakai 680 | Sakakibara 681 | Sakamoto 682 | Sakanoue 683 | Sakata 684 | Sakiyurai 685 | Sakoda 686 | Sakubara 687 | Sakuraba 688 | Sakurai 689 | Sammiya 690 | Sanda 691 | Sanjo 692 | Sano 693 | Santo 694 | Saromi 695 | Sarumara 696 | Sasada 697 | Sasakawa 698 | Sasaki 699 | Sassa 700 | Satake 701 | Sato 702 | Satoh 703 | Satoya 704 | Sawamatsu 705 | Sawamura 706 | Sayuki 707 | Segawa 708 | Sekigawa 709 | Sekine 710 | Sekozawa 711 | Sen 712 | Senmatsu 713 | Seo 714 | Serizawa 715 | Shiba 716 | Shibaguchi 717 | Shibanuma 718 | Shibasaki 719 | Shibasawa 720 | Shibata 721 | Shibukji 722 | Shichirobei 723 | Shidehara 724 | Shiga 725 | Shiganori 726 | Shige 727 | Shigeki 728 | Shigemitsu 729 | Shigi 730 | Shikitei 731 | Shikuk 732 | Shima 733 | Shimada 734 | Shimakage 735 | Shimamura 736 | Shimanouchi 737 | Shimaoka 738 | Shimazaki 739 | Shimazu 740 | Shimedzu 741 | Shimizu 742 | Shimohira 743 | Shimon 744 | Shimura 745 | Shimuzu 746 | Shinko 747 | Shinozaki 748 | Shinozuka 749 | Shintaro 750 | Shiokawa 751 | Shiomi 752 | Shiomiya 753 | Shionoya 754 | Shiotani 755 | Shioya 756 | Shirahata 757 | Shirai 758 | Shiraishi 759 | Shirane 760 | Shirasu 761 | Shiratori 762 | Shirokawa 763 | Shiroyama 764 | Shiskikura 765 | Shizuma 766 | Shobo 767 | Shoda 768 | Shunji 769 | Shunsen 770 | Siagyo 771 | Soga 772 | Sohda 773 | Soho 774 | Soma 775 | Someya 776 | Sone 777 | Sonoda 778 | Soseki 779 | Sotomura 780 | Suenami 781 | Sugai 782 | Sugase 783 | Sugawara 784 | Sugihara 785 | Sugimura 786 | Sugisata 787 | Sugita 788 | Sugitani 789 | Sugiyama 790 | Sumitimo 791 | Sunada 792 | Suzambo 793 | Suzuki 794 | Tabuchi 795 | Tadeshi 796 | Tagawa 797 | Taguchi 798 | Taira 799 | Taka 800 | Takabe 801 | Takagaki 802 | Takagawa 803 | Takagi 804 | Takahama 805 | Takahashi 806 | Takaki 807 | Takamura 808 | Takano 809 | Takaoka 810 | Takara 811 | Takarabe 812 | Takashi 813 | Takashita 814 | Takasu 815 | Takasugi 816 | Takayama 817 | Takecare 818 | Takeda 819 | Takei 820 | Takekawa 821 | Takemago 822 | Takemitsu 823 | Takemura 824 | Takenouchi 825 | Takeshita 826 | Taketomo 827 | Takeuchi 828 | Takewaki 829 | Takimoto 830 | Takishida 831 | Takishita 832 | Takizawa 833 | Taku 834 | Takudo 835 | Takudome 836 | Tamazaki 837 | Tamura 838 | Tamuro 839 | Tanaka 840 | Tange 841 | Tani 842 | Taniguchi 843 | Tanizaki 844 | Tankoshitsu 845 | Tansho 846 | Tanuma 847 | Tarumi 848 | Tatenaka 849 | Tatsuko 850 | Tatsuno 851 | Tatsuya 852 | Tawaraya 853 | Tayama 854 | Temko 855 | Tenshin 856 | Terada 857 | Terajima 858 | Terakado 859 | Terauchi 860 | Teshigahara 861 | Teshima 862 | Tochikura 863 | Togo 864 | Tojo 865 | Tokaji 866 | Tokuda 867 | Tokudome 868 | Tokuoka 869 | Tomika 870 | Tomimoto 871 | Tomioka 872 | Tommii 873 | Tomonaga 874 | Tomori 875 | Tono 876 | Torii 877 | Torisei 878 | Toru 879 | Toshishai 880 | Toshitala 881 | Toshusai 882 | Toyama 883 | Toyoda 884 | Toyoshima 885 | Toyota 886 | Toyotomi 887 | Tsubouchi 888 | Tsucgimoto 889 | Tsuchie 890 | Tsuda 891 | Tsuji 892 | Tsujimoto 893 | Tsujimura 894 | Tsukada 895 | Tsukade 896 | Tsukahara 897 | Tsukamoto 898 | Tsukatani 899 | Tsukawaki 900 | Tsukehara 901 | Tsukioka 902 | Tsumemasa 903 | Tsumura 904 | Tsunoda 905 | Tsurimi 906 | Tsuruga 907 | Tsuruya 908 | Tsushima 909 | Tsutaya 910 | Tsutomu 911 | Uboshita 912 | Uchida 913 | Uchiyama 914 | Ueda 915 | Uehara 916 | Uemura 917 | Ueshima 918 | Uesugi 919 | Uetake 920 | Ugaki 921 | Ui 922 | Ukiyo 923 | Umari 924 | Umehara 925 | Umeki 926 | Uno 927 | Uoya 928 | Urogataya 929 | Usami 930 | Ushiba 931 | Utagawa 932 | Wakai 933 | Wakatsuki 934 | Watabe 935 | Watanabe 936 | Watari 937 | Watnabe 938 | Watoga 939 | Yakuta 940 | Yamabe 941 | Yamada 942 | Yamagata 943 | Yamaguchi 944 | Yamaguchiya 945 | Yamaha 946 | Yamahata 947 | Yamakage 948 | Yamakawa 949 | Yamakazi 950 | Yamamoto 951 | Yamamura 952 | Yamana 953 | Yamanaka 954 | Yamanouchi 955 | Yamanoue 956 | Yamaoka 957 | Yamashita 958 | Yamato 959 | Yamawaki 960 | Yamazaki 961 | Yamhata 962 | Yamura 963 | Yanagawa 964 | Yanagi 965 | Yanagimoto 966 | Yanagita 967 | Yano 968 | Yasuda 969 | Yasuhiro 970 | Yasui 971 | Yasujiro 972 | Yasukawa 973 | Yasutake 974 | Yoemon 975 | Yokokawa 976 | Yokoyama 977 | Yonai 978 | Yosano 979 | Yoshida 980 | Yoshifumi 981 | Yoshihara 982 | Yoshikawa 983 | Yoshimatsu 984 | Yoshinobu 985 | Yoshioka 986 | Yoshitomi 987 | Yoshizaki 988 | Yoshizawa 989 | Yuasa 990 | Yuhara 991 | Yunokawa 992 | -------------------------------------------------------------------------------- /toy_data/names/Korean.txt: -------------------------------------------------------------------------------- 1 | Ahn 2 | Baik 3 | Bang 4 | Byon 5 | Cha 6 | Chang 7 | Chi 8 | Chin 9 | Cho 10 | Choe 11 | Choi 12 | Chong 13 | Chou 14 | Chu 15 | Chun 16 | Chung 17 | Chweh 18 | Gil 19 | Gu 20 | Gwang 21 | Ha 22 | Han 23 | Ho 24 | Hong 25 | Hung 26 | Hwang 27 | Hyun 28 | Jang 29 | Jeon 30 | Jeong 31 | Jo 32 | Jon 33 | Jong 34 | Jung 35 | Kang 36 | Kim 37 | Ko 38 | Koo 39 | Ku 40 | Kwak 41 | Kwang 42 | Lee 43 | Li 44 | Lim 45 | Ma 46 | Mo 47 | Moon 48 | Nam 49 | Ngai 50 | Noh 51 | Oh 52 | Pae 53 | Pak 54 | Park 55 | Ra 56 | Rhee 57 | Rheem 58 | Ri 59 | Rim 60 | Ron 61 | Ryom 62 | Ryoo 63 | Ryu 64 | San 65 | Seo 66 | Seok 67 | Shim 68 | Shin 69 | Shon 70 | Si 71 | Sin 72 | So 73 | Son 74 | Song 75 | Sook 76 | Suh 77 | Suk 78 | Sun 79 | Sung 80 | Tsai 81 | Wang 82 | Woo 83 | Yang 84 | Yeo 85 | Yeon 86 | Yi 87 | Yim 88 | Yoo 89 | Yoon 90 | You 91 | Youj 92 | Youn 93 | Yu 94 | Yun 95 | -------------------------------------------------------------------------------- /toy_data/names/Polish.txt: -------------------------------------------------------------------------------- 1 | Adamczak 2 | Adamczyk 3 | Andrysiak 4 | Auttenberg 5 | Bartosz 6 | Bernard 7 | Bobienski 8 | Bosko 9 | Broż 10 | Brzezicki 11 | Budny 12 | Bukoski 13 | Bukowski 14 | Chlebek 15 | Chmiel 16 | Czajka 17 | Czajkowski 18 | Dubanowski 19 | Dubicki 20 | Dunajski 21 | Dziedzic 22 | Fabian 23 | Filipek 24 | Filipowski 25 | Gajos 26 | Gniewek 27 | Gomolka 28 | Gomulka 29 | Gorecki 30 | Górka 31 | Górski 32 | Grzeskiewicz 33 | Gwozdek 34 | Jagoda 35 | Janda 36 | Janowski 37 | Jaskolski 38 | Jaskulski 39 | Jedynak 40 | Jelen 41 | Jez 42 | Jordan 43 | Kaczka 44 | Kaluza 45 | Kamiński 46 | Kasprzak 47 | Kava 48 | Kedzierski 49 | Kijek 50 | Klimek 51 | Kosmatka 52 | Kowalczyk 53 | Kowalski 54 | Koziol 55 | Kozlow 56 | Kozlowski 57 | Krakowski 58 | Król 59 | Kumiega 60 | Lawniczak 61 | Lis 62 | Majewski 63 | Malinowski 64 | Maly 65 | Marek 66 | Marszałek 67 | Maslanka 68 | Mencher 69 | Miazga 70 | Michel 71 | Mikolajczak 72 | Mozdzierz 73 | Niemczyk 74 | Niemec 75 | Nosek 76 | Nowak 77 | Pakulski 78 | Pasternack 79 | Pasternak 80 | Paszek 81 | Piatek 82 | Piontek 83 | Pokorny 84 | Poplawski 85 | Róg 86 | Rudaski 87 | Rudawski 88 | Rusnak 89 | Rutkowski 90 | Sadowski 91 | Salomon 92 | Serafin 93 | Sienkiewicz 94 | Sierzant 95 | Sitko 96 | Skala 97 | Slaski 98 | Ślązak 99 | Ślusarczyk 100 | Ślusarski 101 | Smolák 102 | Sniegowski 103 | Sobol 104 | Sokal 105 | Sokolof 106 | Sokoloff 107 | Sokolofsky 108 | Sokolowski 109 | Sokolsky 110 | Sówka 111 | Stanek 112 | Starek 113 | Stawski 114 | Stolarz 115 | Szczepanski 116 | Szewc 117 | Szwarc 118 | Szweda 119 | Szwedko 120 | Walentowicz 121 | Warszawski 122 | Wawrzaszek 123 | Wiater 124 | Winograd 125 | Winogrodzki 126 | Wojda 127 | Wojewódka 128 | Wojewódzki 129 | Wronski 130 | Wyrick 131 | Wyrzyk 132 | Zabek 133 | Zawisza 134 | Zdunowski 135 | Zdunowski 136 | Zielinski 137 | Ziemniak 138 | Zientek 139 | Żuraw 140 | -------------------------------------------------------------------------------- /toy_data/names/Portuguese.txt: -------------------------------------------------------------------------------- 1 | Abreu 2 | Albuquerque 3 | Almeida 4 | Alves 5 | Araújo 6 | Araullo 7 | Barros 8 | Basurto 9 | Belo 10 | Cabral 11 | Campos 12 | Cardozo 13 | Castro 14 | Coelho 15 | Costa 16 | Crespo 17 | Cruz 18 | D'cruz 19 | D'cruze 20 | Delgado 21 | De santigo 22 | Duarte 23 | Estéves 24 | Fernandes 25 | Ferreira 26 | Ferreiro 27 | Ferro 28 | Fonseca 29 | Franco 30 | Freitas 31 | Garcia 32 | Gaspar 33 | Gomes 34 | Gouveia 35 | Guerra 36 | Henriques 37 | Lobo 38 | Machado 39 | Madeira 40 | Magalhães 41 | Maria 42 | Mata 43 | Mateus 44 | Matos 45 | Medeiros 46 | Melo 47 | Mendes 48 | Moreno 49 | Nunes 50 | Palmeiro 51 | Paredes 52 | Pereira 53 | Pinheiro 54 | Pinho 55 | Ramires 56 | Ribeiro 57 | Rios 58 | Rocha 59 | Rodrigues 60 | Romão 61 | Rosario 62 | Salazar 63 | Santana 64 | Santiago 65 | Santos 66 | Serafim 67 | Silva 68 | Silveira 69 | Simões 70 | Soares 71 | Souza 72 | Torres 73 | Vargas 74 | Ventura 75 | -------------------------------------------------------------------------------- /toy_data/names/Scottish.txt: -------------------------------------------------------------------------------- 1 | Smith 2 | Brown 3 | Wilson 4 | Campbell 5 | Stewart 6 | Thomson 7 | Robertson 8 | Anderson 9 | Macdonald 10 | Scott 11 | Reid 12 | Murray 13 | Taylor 14 | Clark 15 | Ross 16 | Watson 17 | Morrison 18 | Paterson 19 | Young 20 | Mitchell 21 | Walker 22 | Fraser 23 | Miller 24 | Mcdonald 25 | Gray 26 | Henderson 27 | Hamilton 28 | Johnston 29 | Duncan 30 | Graham 31 | Ferguson 32 | Kerr 33 | Davidson 34 | Bell 35 | Cameron 36 | Kelly 37 | Martin 38 | Hunter 39 | Allan 40 | Mackenzie 41 | Grant 42 | Simpson 43 | Mackay 44 | Mclean 45 | Macleod 46 | Black 47 | Russell 48 | Marshall 49 | Wallace 50 | Gibson 51 | Kennedy 52 | Gordon 53 | Burns 54 | Sutherland 55 | Stevenson 56 | Munro 57 | Milne 58 | Watt 59 | Murphy 60 | Craig 61 | Wood 62 | Muir 63 | Wright 64 | Mckenzie 65 | Ritchie 66 | Johnstone 67 | Sinclair 68 | White 69 | Mcmillan 70 | Williamson 71 | Dickson 72 | Hughes 73 | Cunningham 74 | Mckay 75 | Bruce 76 | Millar 77 | Crawford 78 | Mcintosh 79 | Douglas 80 | Docherty 81 | King 82 | Jones 83 | Boyle 84 | Fleming 85 | Mcgregor 86 | Aitken 87 | Christie 88 | Shaw 89 | Maclean 90 | Jamieson 91 | Mcintyre 92 | Hay 93 | Lindsay 94 | Alexander 95 | Ramsay 96 | Mccallum 97 | Whyte 98 | Jackson 99 | Mclaughlin 100 | Hill 101 | -------------------------------------------------------------------------------- /toy_data/names/Spanish.txt: -------------------------------------------------------------------------------- 1 | Abana 2 | Abano 3 | Abarca 4 | Abaroa 5 | Abascal 6 | Abasolo 7 | Abel 8 | Abelló 9 | Aberquero 10 | Abreu 11 | Acosta 12 | Agramunt 13 | Aiza 14 | Alamilla 15 | Albert 16 | Albuquerque 17 | Aldana 18 | Alfaro 19 | Alvarado 20 | Álvarez 21 | Alves 22 | Amador 23 | Andreu 24 | Antúnez 25 | Aqua 26 | Aquino 27 | Araújo 28 | Araullo 29 | Araya 30 | Arce 31 | Arechavaleta 32 | Arena 33 | Aritza 34 | Armando 35 | Arreola 36 | Arriola 37 | Asis 38 | Asturias 39 | Avana 40 | Azarola 41 | Banderas 42 | Barros 43 | Basurto 44 | Bautista 45 | Bello 46 | Belmonte 47 | Bengochea 48 | Benitez 49 | Bermúdez 50 | Blanco 51 | Blanxart 52 | Bolívar 53 | Bonaventura 54 | Bosque 55 | Bustillo 56 | Busto 57 | Bustos 58 | Cabello 59 | Cabrera 60 | Campo 61 | Campos 62 | Capello 63 | Cardona 64 | Caro 65 | Casales 66 | Castell 67 | Castellano 68 | Castillion 69 | Castillo 70 | Castro 71 | Chavarría 72 | Chavez 73 | Colón 74 | Costa 75 | Crespo 76 | Cruz 77 | Cuéllar 78 | Cuevas 79 | D'cruz 80 | D'cruze 81 | De la cruz 82 | De la fuente 83 | Del bosque 84 | De leon 85 | Delgado 86 | Del olmo 87 | De santigo 88 | Díaz 89 | Dominguez 90 | Duarte 91 | Durante 92 | Echevarría 93 | Echeverría 94 | Elizondo 95 | Escamilla 96 | Escárcega 97 | Escarrà 98 | Esparza 99 | Espina 100 | Espino 101 | Espinosa 102 | Espinoza 103 | Estévez 104 | Etxebarria 105 | Etxeberria 106 | Félix 107 | Fernández 108 | Ferrer 109 | Fierro 110 | Flores 111 | Fonseca 112 | Franco 113 | Fuentes 114 | Gallego 115 | Gallo 116 | García 117 | Garrastazu 118 | Garza 119 | Gaspar 120 | Gebara 121 | Gomez 122 | Gonzales 123 | Gonzalez 124 | Grec 125 | Guadarrama 126 | Guerra 127 | Guerrero 128 | Gutiérrez 129 | Gutierrez 130 | Hernandez 131 | Herrera 132 | Herrero 133 | Hierro 134 | Holguín 135 | Huerta 136 | Ibáñez 137 | Ibarra 138 | Iñíguez 139 | Iturburua 140 | Jaso 141 | Jasso 142 | Jimenez 143 | Jordà 144 | Juárez 145 | Lobo 146 | Lopez 147 | Losa 148 | Loyola 149 | Machado 150 | Macías 151 | Maradona 152 | María 153 | Marino 154 | Márquez 155 | Martell 156 | Martí 157 | Martínez 158 | Martinez 159 | Mas 160 | Mata 161 | Mateu 162 | Medina 163 | Melendez 164 | Méndez 165 | Mendoza 166 | Menendez 167 | Merlo 168 | Michel 169 | Mingo 170 | Moles 171 | Molina 172 | Montero 173 | Morales 174 | Moralez 175 | Moreno 176 | Narváez 177 | Nieves 178 | Noguerra 179 | Núñez 180 | Obando 181 | Ochoa 182 | Ojeda 183 | Ola 184 | Oleastro 185 | Olguin 186 | Oliver 187 | Olmos 188 | Oquendo 189 | Orellana 190 | Oriol 191 | Ortega 192 | Ortiz 193 | Palomo 194 | Paredes 195 | Pavia 196 | Peláez 197 | Peña 198 | Pérez 199 | Perez 200 | Petit 201 | Picasso 202 | Porra 203 | Porras 204 | Prieto 205 | Puerta 206 | Puga 207 | Puig 208 | Quinones 209 | Quintana 210 | Quirós 211 | Ramírez 212 | Ramos 213 | Rana 214 | Rendón 215 | Rey 216 | Reyes 217 | Rios 218 | Rivera 219 | Rivero 220 | Robledo 221 | Robles 222 | Rocha 223 | Rodríguez 224 | Rodriquez 225 | Roig 226 | Rojas 227 | Rojo 228 | Roldán 229 | Romà 230 | Romà 231 | Romero 232 | Rosa 233 | Rosales 234 | Rubio 235 | Ruiz 236 | Sala 237 | Salamanca 238 | Salazar 239 | Salcedo 240 | Salinas 241 | Sanchez 242 | Sandoval 243 | San nicolas 244 | Santana 245 | Santiago 246 | Santillian 247 | Santos 248 | Sastre 249 | Sepúlveda 250 | Sierra 251 | Silva 252 | Soler 253 | Solo 254 | Solos 255 | Soto 256 | Suárez 257 | Suero 258 | Tapia 259 | Terrazas 260 | Tomàs 261 | Torres 262 | Tos 263 | Tosell 264 | Toset 265 | Travieso 266 | Trujillo 267 | Ubina 268 | Urbina 269 | Ureña 270 | Valdez 271 | Valencia 272 | Varela 273 | Vargas 274 | Vásquez 275 | Vázquez 276 | Vega 277 | Vela 278 | Vela 279 | Velazquez 280 | Ventura 281 | Vicario 282 | Vilaró 283 | Villa 284 | Villalobos 285 | Villanueva 286 | Villaverde 287 | Viola 288 | Viteri 289 | Vivas 290 | Vives 291 | Ybarra 292 | Zabala 293 | Zambrano 294 | Zamorano 295 | Zapatero 296 | Zavala 297 | Zubizarreta 298 | Zuñiga 299 | -------------------------------------------------------------------------------- /toy_data/names/Vietnamese.txt: -------------------------------------------------------------------------------- 1 | Nguyen 2 | Tron 3 | Le 4 | Pham 5 | Huynh 6 | Hoang 7 | Phan 8 | Vu 9 | Vo 10 | Dang 11 | Bui 12 | Do 13 | Ho 14 | Ngo 15 | Duong 16 | Ly 17 | An 18 | an 19 | Bach 20 | Banh 21 | Cao 22 | Chau 23 | Chu 24 | Chung 25 | Chu 26 | Diep 27 | Doan 28 | Dam 29 | Dao 30 | Dinh 31 | Doan 32 | Giang 33 | Ha 34 | Han 35 | Kieu 36 | Kim 37 | La 38 | Lac 39 | Lam 40 | Lieu 41 | Luc 42 | Luong 43 | Luu 44 | Ma 45 | Mach 46 | Mai 47 | Nghiem 48 | Phi 49 | Pho 50 | Phung 51 | Quach 52 | Quang 53 | Quyen 54 | Ta 55 | Thach 56 | Thai 57 | Sai 58 | Thi 59 | Than 60 | Thao 61 | Thuy 62 | Tieu 63 | To 64 | Ton 65 | Tong 66 | Trang 67 | Trieu 68 | Trinh 69 | Truong 70 | Van 71 | Vinh 72 | Vuong 73 | Vuu 74 | -------------------------------------------------------------------------------- /train.py: -------------------------------------------------------------------------------- 1 | import os 2 | import sys 3 | import argparse 4 | import time 5 | import random 6 | import utils 7 | import pdb 8 | 9 | import torch 10 | import torch.autograd as autograd 11 | import torch.nn as nn 12 | import torch.functional as F 13 | import torch.optim as optim 14 | 15 | from torch.utils.data import Dataset, DataLoader 16 | from torch.nn.utils.rnn import pack_padded_sequence, pad_packed_sequence 17 | from sklearn.metrics import classification_report, confusion_matrix, accuracy_score 18 | from data import PaddedTensorDataset 19 | from data import TextLoader 20 | from model import LSTMClassifier 21 | 22 | 23 | def main(): 24 | parser = argparse.ArgumentParser() 25 | parser.add_argument('--data_dir', type=str, default='toy_data/names', 26 | help='data_directory') 27 | parser.add_argument('--hidden_dim', type=int, default=32, 28 | help='LSTM hidden dimensions') 29 | parser.add_argument('--batch_size', type=int, default=32, 30 | help='size for each minibatch') 31 | parser.add_argument('--num_epochs', type=int, default=5, 32 | help='maximum number of epochs') 33 | parser.add_argument('--char_dim', type=int, default=128, 34 | help='character embedding dimensions') 35 | parser.add_argument('--learning_rate', type=float, default=0.01, 36 | help='initial learning rate') 37 | parser.add_argument('--weight_decay', type=float, default=1e-4, 38 | help='weight_decay rate') 39 | parser.add_argument('--seed', type=int, default=123, 40 | help='seed for random initialisation') 41 | args = parser.parse_args() 42 | train(args) 43 | 44 | 45 | def apply(model, criterion, batch, targets, lengths): 46 | pred = model(torch.autograd.Variable(batch), lengths.cpu().numpy()) 47 | loss = criterion(pred, torch.autograd.Variable(targets)) 48 | return pred, loss 49 | 50 | 51 | def train_model(model, optimizer, train, dev, x_to_ix, y_to_ix, batch_size, max_epochs): 52 | criterion = nn.NLLLoss(size_average=False) 53 | for epoch in range(max_epochs): 54 | print('Epoch:', epoch) 55 | y_true = list() 56 | y_pred = list() 57 | total_loss = 0 58 | for batch, targets, lengths, raw_data in utils.create_dataset(train, x_to_ix, y_to_ix, batch_size=batch_size): 59 | batch, targets, lengths = utils.sort_batch(batch, targets, lengths) 60 | model.zero_grad() 61 | pred, loss = apply(model, criterion, batch, targets, lengths) 62 | loss.backward() 63 | optimizer.step() 64 | 65 | pred_idx = torch.max(pred, 1)[1] 66 | y_true += list(targets.int()) 67 | y_pred += list(pred_idx.data.int()) 68 | total_loss += loss 69 | acc = accuracy_score(y_true, y_pred) 70 | val_loss, val_acc = evaluate_validation_set(model, dev, x_to_ix, y_to_ix, criterion) 71 | print("Train loss: {} - acc: {} \nValidation loss: {} - acc: {}".format(total_loss.data.float()/len(train), acc, 72 | val_loss, val_acc)) 73 | return model 74 | 75 | 76 | def evaluate_validation_set(model, devset, x_to_ix, y_to_ix, criterion): 77 | y_true = list() 78 | y_pred = list() 79 | total_loss = 0 80 | for batch, targets, lengths, raw_data in utils.create_dataset(devset, x_to_ix, y_to_ix, batch_size=1): 81 | batch, targets, lengths = utils.sort_batch(batch, targets, lengths) 82 | pred, loss = apply(model, criterion, batch, targets, lengths) 83 | pred_idx = torch.max(pred, 1)[1] 84 | y_true += list(targets.int()) 85 | y_pred += list(pred_idx.data.int()) 86 | total_loss += loss 87 | acc = accuracy_score(y_true, y_pred) 88 | return total_loss.data.float()/len(devset), acc 89 | 90 | 91 | def evaluate_test_set(model, test, x_to_ix, y_to_ix): 92 | y_true = list() 93 | y_pred = list() 94 | 95 | for batch, targets, lengths, raw_data in utils.create_dataset(test, x_to_ix, y_to_ix, batch_size=1): 96 | batch, targets, lengths = utils.sort_batch(batch, targets, lengths) 97 | 98 | pred = model(torch.autograd.Variable(batch), lengths.cpu().numpy()) 99 | pred_idx = torch.max(pred, 1)[1] 100 | y_true += list(targets.int()) 101 | y_pred += list(pred_idx.data.int()) 102 | 103 | print(len(y_true), len(y_pred)) 104 | print(classification_report(y_true, y_pred)) 105 | print(confusion_matrix(y_true, y_pred)) 106 | 107 | 108 | def train(args): 109 | 110 | random.seed(args.seed) 111 | data_loader = TextLoader(args.data_dir) 112 | 113 | train_data = data_loader.train_data 114 | dev_data = data_loader.dev_data 115 | test_data = data_loader.test_data 116 | 117 | char_vocab = data_loader.token2id 118 | tag_vocab = data_loader.tag2id 119 | char_vocab_size = len(char_vocab) 120 | 121 | print('Training samples:', len(train_data)) 122 | print('Valid samples:', len(dev_data)) 123 | print('Test samples:', len(test_data)) 124 | 125 | print(char_vocab) 126 | print(tag_vocab) 127 | 128 | model = LSTMClassifier(char_vocab_size, args.char_dim, args.hidden_dim, len(tag_vocab)) 129 | optimizer = optim.SGD(model.parameters(), lr=args.learning_rate, weight_decay=args.weight_decay) 130 | 131 | model = train_model(model, optimizer, train_data, dev_data, char_vocab, tag_vocab, args.batch_size, args.num_epochs) 132 | 133 | evaluate_test_set(model, test_data, char_vocab, tag_vocab) 134 | 135 | 136 | if __name__ == '__main__': 137 | main() 138 | -------------------------------------------------------------------------------- /utils.py: -------------------------------------------------------------------------------- 1 | import torch 2 | import torch.autograd as autograd 3 | import torch.nn as nn 4 | import torch.nn.functional as F 5 | import torch.optim as optim 6 | 7 | from torch.utils.data import Dataset, DataLoader 8 | from torch.nn.utils.rnn import pack_padded_sequence, pad_packed_sequence 9 | from data import PaddedTensorDataset 10 | 11 | 12 | def vectorized_data(data, item2id): 13 | return [[item2id[token] if token in item2id else item2id['UNK'] for token in seq] for seq, _ in data] 14 | 15 | 16 | def pad_sequences(vectorized_seqs, seq_lengths): 17 | # create a zero matrix 18 | seq_tensor = torch.zeros((len(vectorized_seqs), seq_lengths.max())).long() 19 | 20 | # fill the index 21 | for idx, (seq, seqlen) in enumerate(zip(vectorized_seqs, seq_lengths)): 22 | seq_tensor[idx, :seqlen] = torch.LongTensor(seq) 23 | return seq_tensor 24 | 25 | 26 | def create_dataset(data, input2id, target2id, batch_size=4): 27 | vectorized_seqs = vectorized_data(data, input2id) 28 | 29 | seq_lengths = torch.LongTensor([len(s) for s in vectorized_seqs]) 30 | seq_tensor = pad_sequences(vectorized_seqs, seq_lengths) 31 | target_tensor = torch.LongTensor([target2id[y] for _, y in data]) 32 | raw_data = [x for x, _ in data] 33 | 34 | return DataLoader(PaddedTensorDataset(seq_tensor, target_tensor, seq_lengths, raw_data), batch_size=batch_size) 35 | 36 | 37 | def sort_batch(batch, targets, lengths): 38 | seq_lengths, perm_idx = lengths.sort(0, descending=True) 39 | seq_tensor = batch[perm_idx] 40 | target_tensor = targets[perm_idx] 41 | 42 | return seq_tensor.transpose(0, 1), target_tensor, seq_lengths 43 | --------------------------------------------------------------------------------