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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Browse politicians\n",
    "In the folder data/politicians/lastnames, there is a pickle file for every year from 1890 until 2016. They contain the active politicians of that year.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "year = 1899"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737 738 739 740 741 742
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>type</th>\n",
       "      <th>name_short</th>\n",
       "      <th>name_correct</th>\n",
       "      <th>uniqueIndex</th>\n",
       "      <th>CantonName</th>\n",
       "      <th>CantonAbbreviation</th>\n",
       "      <th>Citizenship</th>\n",
       "      <th>FirstName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>simple</td>\n",
       "      <td>Abegg</td>\n",
       "      <td>Abegg</td>\n",
       "      <td>7</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Küsnacht (ZH)</td>\n",
       "      <td>Johann Jakob</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>simple</td>\n",
       "      <td>Ador</td>\n",
       "      <td>Ador</td>\n",
       "      <td>23</td>\n",
       "      <td>Genf</td>\n",
       "      <td>GE</td>\n",
       "      <td>Vuiteboeuf (VD),Genf (GE)</td>\n",
       "      <td>Gustave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>simple</td>\n",
       "      <td>Ammann</td>\n",
       "      <td>Ammann</td>\n",
       "      <td>116</td>\n",
       "      <td>Schaffhausen</td>\n",
       "      <td>SH</td>\n",
       "      <td>Schaffhausen (SH)</td>\n",
       "      <td>P. Albert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>canton</td>\n",
       "      <td>Amsler</td>\n",
       "      <td>Amsler (Zürich)</td>\n",
       "      <td>128</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Meilen (ZH)</td>\n",
       "      <td>Johann-Rudolf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>canton</td>\n",
       "      <td>Amsler</td>\n",
       "      <td>Amsler (Zürich)</td>\n",
       "      <td>129</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Aussersihl (ZH)</td>\n",
       "      <td>Johann Jakob</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>simple</td>\n",
       "      <td>Bähler</td>\n",
       "      <td>Bähler</td>\n",
       "      <td>236</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Längenbühl (BE)</td>\n",
       "      <td>Traugott-Philipp Eduard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>simple</td>\n",
       "      <td>Baldinger</td>\n",
       "      <td>Baldinger</td>\n",
       "      <td>238</td>\n",
       "      <td>Aargau</td>\n",
       "      <td>AG</td>\n",
       "      <td>Baden (AG)</td>\n",
       "      <td>Emil A.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>simple</td>\n",
       "      <td>Bangerter</td>\n",
       "      <td>Bangerter</td>\n",
       "      <td>253</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Lyss (BE)</td>\n",
       "      <td>Gottfried</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>simple</td>\n",
       "      <td>Battaglini</td>\n",
       "      <td>Battaglini</td>\n",
       "      <td>279</td>\n",
       "      <td>Tessin</td>\n",
       "      <td>TI</td>\n",
       "      <td>Cagiallo (TI)</td>\n",
       "      <td>Antonio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>simple</td>\n",
       "      <td>Benziger</td>\n",
       "      <td>Benziger</td>\n",
       "      <td>355</td>\n",
       "      <td>Schwyz</td>\n",
       "      <td>SZ</td>\n",
       "      <td>Einsiedeln (SZ)</td>\n",
       "      <td>Nikolaus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>simple</td>\n",
       "      <td>Berchtold</td>\n",
       "      <td>Berchtold</td>\n",
       "      <td>364</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Seegräben (ZH)</td>\n",
       "      <td>Heinrich</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>simple</td>\n",
       "      <td>Berger</td>\n",
       "      <td>Berger</td>\n",
       "      <td>367</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Langnau im Emmental (BE)</td>\n",
       "      <td>Gottlieb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>simple</td>\n",
       "      <td>Berlinger</td>\n",
       "      <td>Berlinger</td>\n",
       "      <td>376</td>\n",
       "      <td>St. Gallen</td>\n",
       "      <td>SG</td>\n",
       "      <td>Ganterschwil (SG)</td>\n",
       "      <td>Johann Georg</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>simple</td>\n",
       "      <td>Berthoud</td>\n",
       "      <td>Berthoud</td>\n",
       "      <td>401</td>\n",
       "      <td>Neuenburg</td>\n",
       "      <td>NE</td>\n",
       "      <td>Boudevilliers (NE),Neuenburg (NE)</td>\n",
       "      <td>Jean Ed.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>simple</td>\n",
       "      <td>Bigler</td>\n",
       "      <td>Bigler</td>\n",
       "      <td>436</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Worb (BE)</td>\n",
       "      <td>Franz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>simple</td>\n",
       "      <td>Bioley</td>\n",
       "      <td>Bioley</td>\n",
       "      <td>456</td>\n",
       "      <td>Wallis</td>\n",
       "      <td>VS</td>\n",
       "      <td>St-Maurice (VS),Massongex (VS)</td>\n",
       "      <td>Henri</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>canton</td>\n",
       "      <td>Blumer</td>\n",
       "      <td>Blumer (Zürich)</td>\n",
       "      <td>510</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Embrach (ZH),Glarus (GL)</td>\n",
       "      <td>Othmar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>canton</td>\n",
       "      <td>Blumer</td>\n",
       "      <td>Blumer (Glarus)</td>\n",
       "      <td>513</td>\n",
       "      <td>Glarus</td>\n",
       "      <td>GL</td>\n",
       "      <td>Schwanden (GL)</td>\n",
       "      <td>Eduard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>canton</td>\n",
       "      <td>Blumer</td>\n",
       "      <td>Blumer (Glarus)</td>\n",
       "      <td>517</td>\n",
       "      <td>Glarus</td>\n",
       "      <td>GL</td>\n",
       "      <td>Engi (GL)</td>\n",
       "      <td>Leonhard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>simple</td>\n",
       "      <td>Boéchat</td>\n",
       "      <td>Boéchat</td>\n",
       "      <td>531</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Miécourt (JU)</td>\n",
       "      <td>Emile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>simple</td>\n",
       "      <td>Boiceau</td>\n",
       "      <td>Boiceau</td>\n",
       "      <td>540</td>\n",
       "      <td>Waadt</td>\n",
       "      <td>VD</td>\n",
       "      <td>Apples (VD)</td>\n",
       "      <td>Charles M. S.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>simple</td>\n",
       "      <td>Boinay</td>\n",
       "      <td>Boinay</td>\n",
       "      <td>541</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Vendlincourt (JU)</td>\n",
       "      <td>Joseph-Auguste</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>simple</td>\n",
       "      <td>Bolla</td>\n",
       "      <td>Bolla</td>\n",
       "      <td>545</td>\n",
       "      <td>Tessin</td>\n",
       "      <td>TI</td>\n",
       "      <td>Castro (TI)</td>\n",
       "      <td>Cesare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>simple</td>\n",
       "      <td>Borella</td>\n",
       "      <td>Borella</td>\n",
       "      <td>597</td>\n",
       "      <td>Tessin</td>\n",
       "      <td>TI</td>\n",
       "      <td>Mendrisio (TI)</td>\n",
       "      <td>Achille</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>simple</td>\n",
       "      <td>Bossy</td>\n",
       "      <td>Bossy</td>\n",
       "      <td>639</td>\n",
       "      <td>Freiburg</td>\n",
       "      <td>FR</td>\n",
       "      <td>Givisiez (FR),Avry-sur-Matran (FR)</td>\n",
       "      <td>Alois</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>simple</td>\n",
       "      <td>Brenner</td>\n",
       "      <td>Brenner</td>\n",
       "      <td>681</td>\n",
       "      <td>Basel-Stadt</td>\n",
       "      <td>BS</td>\n",
       "      <td>Basel (BS)</td>\n",
       "      <td>Ernst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>simple</td>\n",
       "      <td>Brosi</td>\n",
       "      <td>Brosi</td>\n",
       "      <td>729</td>\n",
       "      <td>Solothurn</td>\n",
       "      <td>SO</td>\n",
       "      <td>Solothurn (SO),Mümliswil-Ramiswil (SO)</td>\n",
       "      <td>Albert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>simple</td>\n",
       "      <td>Büeler</td>\n",
       "      <td>Büeler</td>\n",
       "      <td>792</td>\n",
       "      <td>Schwyz</td>\n",
       "      <td>SZ</td>\n",
       "      <td>Schwyz (SZ)</td>\n",
       "      <td>Jos. Ferd. Anton</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>canton</td>\n",
       "      <td>Bühler</td>\n",
       "      <td>Bühler (Graubünden)</td>\n",
       "      <td>807</td>\n",
       "      <td>Graubünden</td>\n",
       "      <td>GR</td>\n",
       "      <td>Davos (GR)</td>\n",
       "      <td>Peter Theophil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>canton</td>\n",
       "      <td>Bühler</td>\n",
       "      <td>Bühler (Bern)</td>\n",
       "      <td>810</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Aeschi b. Spiez (BE)</td>\n",
       "      <td>Arnold Gottlieb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>simple</td>\n",
       "      <td>Thélin</td>\n",
       "      <td>Thélin</td>\n",
       "      <td>5216</td>\n",
       "      <td>Waadt</td>\n",
       "      <td>VD</td>\n",
       "      <td>Bioley-Orjulaz (VD)</td>\n",
       "      <td>Adrien F.-H.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>simple</td>\n",
       "      <td>Theraulaz</td>\n",
       "      <td>Theraulaz</td>\n",
       "      <td>5223</td>\n",
       "      <td>Freiburg</td>\n",
       "      <td>FR</td>\n",
       "      <td>Freiburg (FR)</td>\n",
       "      <td>Alphonse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>simple</td>\n",
       "      <td>Tissot</td>\n",
       "      <td>Tissot</td>\n",
       "      <td>5242</td>\n",
       "      <td>Neuenburg</td>\n",
       "      <td>NE</td>\n",
       "      <td>Le Locle (NE),La Ferrière (BE)</td>\n",
       "      <td>Charles Emile</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>simple</td>\n",
       "      <td>Tobler</td>\n",
       "      <td>Tobler</td>\n",
       "      <td>5243</td>\n",
       "      <td>St. Gallen</td>\n",
       "      <td>SG</td>\n",
       "      <td>Thal (SG)</td>\n",
       "      <td>Christoph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>simple</td>\n",
       "      <td>Triquet</td>\n",
       "      <td>Triquet</td>\n",
       "      <td>5273</td>\n",
       "      <td>Genf</td>\n",
       "      <td>GE</td>\n",
       "      <td>Carouge (GE)</td>\n",
       "      <td>Alexandre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>simple</td>\n",
       "      <td>Ursprung</td>\n",
       "      <td>Ursprung</td>\n",
       "      <td>5337</td>\n",
       "      <td>Aargau</td>\n",
       "      <td>AG</td>\n",
       "      <td>Ueken (AG),Zurzach (AG)</td>\n",
       "      <td>Albert</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>simple</td>\n",
       "      <td>Vigier</td>\n",
       "      <td>Vigier</td>\n",
       "      <td>5390</td>\n",
       "      <td>Solothurn</td>\n",
       "      <td>SO</td>\n",
       "      <td>Solothurn (SO)</td>\n",
       "      <td>Wilhelm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>simple</td>\n",
       "      <td>Vincent</td>\n",
       "      <td>Vincent</td>\n",
       "      <td>5400</td>\n",
       "      <td>Genf</td>\n",
       "      <td>GE</td>\n",
       "      <td>Genf (GE)</td>\n",
       "      <td>Alfred-L.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>simple</td>\n",
       "      <td>Vital</td>\n",
       "      <td>Vital</td>\n",
       "      <td>5409</td>\n",
       "      <td>Graubünden</td>\n",
       "      <td>GR</td>\n",
       "      <td>Sent (GR),Fetan (GR)</td>\n",
       "      <td>Andreas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>simple</td>\n",
       "      <td>Vogelsanger</td>\n",
       "      <td>Vogelsanger</td>\n",
       "      <td>5417</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Zürich-Oberstrass (ZH),Beggingen (SH)</td>\n",
       "      <td>Jakob J.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>comp</td>\n",
       "      <td>Albertini</td>\n",
       "      <td>von Albertini</td>\n",
       "      <td>5433</td>\n",
       "      <td>Graubünden</td>\n",
       "      <td>GR</td>\n",
       "      <td>Ponte-Campovasto (GR)</td>\n",
       "      <td>Thomas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>comp</td>\n",
       "      <td>Arx</td>\n",
       "      <td>von Arx</td>\n",
       "      <td>5438</td>\n",
       "      <td>Solothurn</td>\n",
       "      <td>SO</td>\n",
       "      <td>Olten (SO)</td>\n",
       "      <td>Casimir</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>comp</td>\n",
       "      <td>Planta</td>\n",
       "      <td>von Planta</td>\n",
       "      <td>5477</td>\n",
       "      <td>Graubünden</td>\n",
       "      <td>GR</td>\n",
       "      <td>Tamins (GR),Chur (GR),Sameden (GR)</td>\n",
       "      <td>Alfred</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>comp</td>\n",
       "      <td>Schumacher</td>\n",
       "      <td>von Schumacher</td>\n",
       "      <td>5495</td>\n",
       "      <td>Luzern</td>\n",
       "      <td>LU</td>\n",
       "      <td>Luzern (LU)</td>\n",
       "      <td>Edmund</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>comp</td>\n",
       "      <td>Steiger</td>\n",
       "      <td>von Steiger</td>\n",
       "      <td>5507</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Bern (BE)</td>\n",
       "      <td>K. Fr. Edmund</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>simple</td>\n",
       "      <td>Wild</td>\n",
       "      <td>Wild</td>\n",
       "      <td>5718</td>\n",
       "      <td>St. Gallen</td>\n",
       "      <td>SG</td>\n",
       "      <td>St. Gallen (SG)</td>\n",
       "      <td>Karl Emil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>simple</td>\n",
       "      <td>Will</td>\n",
       "      <td>Will</td>\n",
       "      <td>5725</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Ste-Croix (VD),Bern (BE)</td>\n",
       "      <td>Eduard</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>simple</td>\n",
       "      <td>Winiger</td>\n",
       "      <td>Winiger</td>\n",
       "      <td>5729</td>\n",
       "      <td>Luzern</td>\n",
       "      <td>LU</td>\n",
       "      <td>Ermensee (LU)</td>\n",
       "      <td>Josef</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>simple</td>\n",
       "      <td>Wirz</td>\n",
       "      <td>Wirz</td>\n",
       "      <td>5754</td>\n",
       "      <td>Obwalden</td>\n",
       "      <td>OW</td>\n",
       "      <td>Sarnen (OW)</td>\n",
       "      <td>Theodor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>simple</td>\n",
       "      <td>Wullschleger</td>\n",
       "      <td>Wullschleger</td>\n",
       "      <td>5768</td>\n",
       "      <td>Basel-Stadt</td>\n",
       "      <td>BS</td>\n",
       "      <td>Basel (BS),Vordemwald (AG)</td>\n",
       "      <td>Eugen</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>simple</td>\n",
       "      <td>Wunderli</td>\n",
       "      <td>Wunderli</td>\n",
       "      <td>5773</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Meilen (ZH)</td>\n",
       "      <td>Hans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>simple</td>\n",
       "      <td>Wyrsch</td>\n",
       "      <td>Wyrsch</td>\n",
       "      <td>5784</td>\n",
       "      <td>Nidwalden</td>\n",
       "      <td>NW</td>\n",
       "      <td>Buochs (NW)</td>\n",
       "      <td>Jakob Konst.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>simple</td>\n",
       "      <td>Wyss</td>\n",
       "      <td>Wyss</td>\n",
       "      <td>5788</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Bern (BE)</td>\n",
       "      <td>S. J. Ernst</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>simple</td>\n",
       "      <td>Zemp</td>\n",
       "      <td>Zemp</td>\n",
       "      <td>5832</td>\n",
       "      <td>Luzern</td>\n",
       "      <td>LU</td>\n",
       "      <td>Entlebuch (LU)</td>\n",
       "      <td>Joseph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>simple</td>\n",
       "      <td>Zimmermann</td>\n",
       "      <td>Zimmermann</td>\n",
       "      <td>5861</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Lyss (BE)</td>\n",
       "      <td>Johann</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>simple</td>\n",
       "      <td>Zschokke</td>\n",
       "      <td>Zschokke</td>\n",
       "      <td>5878</td>\n",
       "      <td>Aargau</td>\n",
       "      <td>AG</td>\n",
       "      <td>Aarau (AG),Malans (GR)</td>\n",
       "      <td>F. V. Konradin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>simple</td>\n",
       "      <td>Zumstein</td>\n",
       "      <td>Zumstein</td>\n",
       "      <td>5889</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Seeberg (BE)</td>\n",
       "      <td>Fritz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>simple</td>\n",
       "      <td>Zurbuchen</td>\n",
       "      <td>Zurbuchen</td>\n",
       "      <td>5897</td>\n",
       "      <td>Bern</td>\n",
       "      <td>BE</td>\n",
       "      <td>Ringgenberg (BE)</td>\n",
       "      <td>Mathäus</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>simple</td>\n",
       "      <td>Zürcher</td>\n",
       "      <td>Zürcher</td>\n",
       "      <td>5900</td>\n",
       "      <td>Zürich</td>\n",
       "      <td>ZH</td>\n",
       "      <td>Grub (AR)</td>\n",
       "      <td>Emil J. J.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>simple</td>\n",
       "      <td>Zweifel</td>\n",
       "      <td>Zweifel</td>\n",
       "      <td>5913</td>\n",
       "      <td>Glarus</td>\n",
       "      <td>GL</td>\n",
       "      <td>Linthal (GL)</td>\n",
       "      <td>Peter</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>237 rows × 8 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       type    name_short         name_correct  uniqueIndex    CantonName  \\\n",
       "0    simple         Abegg                Abegg            7        Zürich   \n",
       "1    simple          Ador                 Ador           23          Genf   \n",
       "2    simple        Ammann               Ammann          116  Schaffhausen   \n",
       "3    canton        Amsler      Amsler (Zürich)          128        Zürich   \n",
       "4    canton        Amsler      Amsler (Zürich)          129        Zürich   \n",
       "5    simple        Bähler               Bähler          236          Bern   \n",
       "6    simple     Baldinger            Baldinger          238        Aargau   \n",
       "7    simple     Bangerter            Bangerter          253          Bern   \n",
       "8    simple    Battaglini           Battaglini          279        Tessin   \n",
       "9    simple      Benziger             Benziger          355        Schwyz   \n",
       "10   simple     Berchtold            Berchtold          364        Zürich   \n",
       "11   simple        Berger               Berger          367          Bern   \n",
       "12   simple     Berlinger            Berlinger          376    St. Gallen   \n",
       "13   simple      Berthoud             Berthoud          401     Neuenburg   \n",
       "14   simple        Bigler               Bigler          436          Bern   \n",
       "15   simple        Bioley               Bioley          456        Wallis   \n",
       "16   canton        Blumer      Blumer (Zürich)          510        Zürich   \n",
       "17   canton        Blumer      Blumer (Glarus)          513        Glarus   \n",
       "18   canton        Blumer      Blumer (Glarus)          517        Glarus   \n",
       "19   simple       Boéchat              Boéchat          531          Bern   \n",
       "20   simple       Boiceau              Boiceau          540         Waadt   \n",
       "21   simple        Boinay               Boinay          541          Bern   \n",
       "22   simple         Bolla                Bolla          545        Tessin   \n",
       "23   simple       Borella              Borella          597        Tessin   \n",
       "24   simple         Bossy                Bossy          639      Freiburg   \n",
       "25   simple       Brenner              Brenner          681   Basel-Stadt   \n",
       "26   simple         Brosi                Brosi          729     Solothurn   \n",
       "27   simple        Büeler               Büeler          792        Schwyz   \n",
       "28   canton        Bühler  Bühler (Graubünden)          807    Graubünden   \n",
       "29   canton        Bühler        Bühler (Bern)          810          Bern   \n",
       "..      ...           ...                  ...          ...           ...   \n",
       "207  simple        Thélin               Thélin         5216         Waadt   \n",
       "208  simple     Theraulaz            Theraulaz         5223      Freiburg   \n",
       "209  simple        Tissot               Tissot         5242     Neuenburg   \n",
       "210  simple        Tobler               Tobler         5243    St. Gallen   \n",
       "211  simple       Triquet              Triquet         5273          Genf   \n",
       "212  simple      Ursprung             Ursprung         5337        Aargau   \n",
       "213  simple        Vigier               Vigier         5390     Solothurn   \n",
       "214  simple       Vincent              Vincent         5400          Genf   \n",
       "215  simple         Vital                Vital         5409    Graubünden   \n",
       "216  simple   Vogelsanger          Vogelsanger         5417        Zürich   \n",
       "217    comp     Albertini        von Albertini         5433    Graubünden   \n",
       "218    comp           Arx              von Arx         5438     Solothurn   \n",
       "219    comp        Planta           von Planta         5477    Graubünden   \n",
       "220    comp    Schumacher       von Schumacher         5495        Luzern   \n",
       "221    comp       Steiger          von Steiger         5507          Bern   \n",
       "222  simple          Wild                 Wild         5718    St. Gallen   \n",
       "223  simple          Will                 Will         5725          Bern   \n",
       "224  simple       Winiger              Winiger         5729        Luzern   \n",
       "225  simple          Wirz                 Wirz         5754      Obwalden   \n",
       "226  simple  Wullschleger         Wullschleger         5768   Basel-Stadt   \n",
       "227  simple      Wunderli             Wunderli         5773        Zürich   \n",
       "228  simple        Wyrsch               Wyrsch         5784     Nidwalden   \n",
       "229  simple          Wyss                 Wyss         5788          Bern   \n",
       "230  simple          Zemp                 Zemp         5832        Luzern   \n",
       "231  simple    Zimmermann           Zimmermann         5861          Bern   \n",
       "232  simple      Zschokke             Zschokke         5878        Aargau   \n",
       "233  simple      Zumstein             Zumstein         5889          Bern   \n",
       "234  simple     Zurbuchen            Zurbuchen         5897          Bern   \n",
       "235  simple       Zürcher              Zürcher         5900        Zürich   \n",
       "236  simple       Zweifel              Zweifel         5913        Glarus   \n",
       "\n",
       "    CantonAbbreviation                             Citizenship  \\\n",
       "0                   ZH                           Küsnacht (ZH)   \n",
       "1                   GE               Vuiteboeuf (VD),Genf (GE)   \n",
       "2                   SH                       Schaffhausen (SH)   \n",
       "3                   ZH                             Meilen (ZH)   \n",
       "4                   ZH                         Aussersihl (ZH)   \n",
       "5                   BE                         Längenbühl (BE)   \n",
       "6                   AG                              Baden (AG)   \n",
       "7                   BE                               Lyss (BE)   \n",
       "8                   TI                           Cagiallo (TI)   \n",
       "9                   SZ                         Einsiedeln (SZ)   \n",
       "10                  ZH                          Seegräben (ZH)   \n",
       "11                  BE                Langnau im Emmental (BE)   \n",
       "12                  SG                       Ganterschwil (SG)   \n",
       "13                  NE       Boudevilliers (NE),Neuenburg (NE)   \n",
       "14                  BE                               Worb (BE)   \n",
       "15                  VS          St-Maurice (VS),Massongex (VS)   \n",
       "16                  ZH                Embrach (ZH),Glarus (GL)   \n",
       "17                  GL                          Schwanden (GL)   \n",
       "18                  GL                               Engi (GL)   \n",
       "19                  BE                           Miécourt (JU)   \n",
       "20                  VD                             Apples (VD)   \n",
       "21                  BE                       Vendlincourt (JU)   \n",
       "22                  TI                             Castro (TI)   \n",
       "23                  TI                          Mendrisio (TI)   \n",
       "24                  FR      Givisiez (FR),Avry-sur-Matran (FR)   \n",
       "25                  BS                              Basel (BS)   \n",
       "26                  SO  Solothurn (SO),Mümliswil-Ramiswil (SO)   \n",
       "27                  SZ                             Schwyz (SZ)   \n",
       "28                  GR                              Davos (GR)   \n",
       "29                  BE                    Aeschi b. Spiez (BE)   \n",
       "..                 ...                                     ...   \n",
       "207                 VD                     Bioley-Orjulaz (VD)   \n",
       "208                 FR                           Freiburg (FR)   \n",
       "209                 NE          Le Locle (NE),La Ferrière (BE)   \n",
       "210                 SG                               Thal (SG)   \n",
       "211                 GE                            Carouge (GE)   \n",
       "212                 AG                 Ueken (AG),Zurzach (AG)   \n",
       "213                 SO                          Solothurn (SO)   \n",
       "214                 GE                               Genf (GE)   \n",
       "215                 GR                    Sent (GR),Fetan (GR)   \n",
       "216                 ZH   Zürich-Oberstrass (ZH),Beggingen (SH)   \n",
       "217                 GR                   Ponte-Campovasto (GR)   \n",
       "218                 SO                              Olten (SO)   \n",
       "219                 GR      Tamins (GR),Chur (GR),Sameden (GR)   \n",
       "220                 LU                             Luzern (LU)   \n",
       "221                 BE                               Bern (BE)   \n",
       "222                 SG                         St. Gallen (SG)   \n",
       "223                 BE                Ste-Croix (VD),Bern (BE)   \n",
       "224                 LU                           Ermensee (LU)   \n",
       "225                 OW                             Sarnen (OW)   \n",
       "226                 BS              Basel (BS),Vordemwald (AG)   \n",
       "227                 ZH                             Meilen (ZH)   \n",
       "228                 NW                             Buochs (NW)   \n",
       "229                 BE                               Bern (BE)   \n",
       "230                 LU                          Entlebuch (LU)   \n",
       "231                 BE                               Lyss (BE)   \n",
       "232                 AG                  Aarau (AG),Malans (GR)   \n",
       "233                 BE                            Seeberg (BE)   \n",
       "234                 BE                        Ringgenberg (BE)   \n",
       "235                 ZH                               Grub (AR)   \n",
       "236                 GL                            Linthal (GL)   \n",
       "\n",
       "                   FirstName  \n",
       "0               Johann Jakob  \n",
       "1                    Gustave  \n",
       "2                  P. Albert  \n",
       "3              Johann-Rudolf  \n",
       "4               Johann Jakob  \n",
       "5    Traugott-Philipp Eduard  \n",
       "6                    Emil A.  \n",
       "7                  Gottfried  \n",
       "8                    Antonio  \n",
       "9                   Nikolaus  \n",
       "10                  Heinrich  \n",
       "11                  Gottlieb  \n",
       "12              Johann Georg  \n",
       "13                  Jean Ed.  \n",
       "14                     Franz  \n",
       "15                     Henri  \n",
       "16                    Othmar  \n",
       "17                    Eduard  \n",
       "18                  Leonhard  \n",
       "19                     Emile  \n",
       "20             Charles M. S.  \n",
       "21            Joseph-Auguste  \n",
       "22                    Cesare  \n",
       "23                   Achille  \n",
       "24                     Alois  \n",
       "25                     Ernst  \n",
       "26                    Albert  \n",
       "27          Jos. Ferd. Anton  \n",
       "28            Peter Theophil  \n",
       "29           Arnold Gottlieb  \n",
       "..                       ...  \n",
       "207             Adrien F.-H.  \n",
       "208                 Alphonse  \n",
       "209            Charles Emile  \n",
       "210                Christoph  \n",
       "211                Alexandre  \n",
       "212                   Albert  \n",
       "213                  Wilhelm  \n",
       "214                Alfred-L.  \n",
       "215                  Andreas  \n",
       "216                 Jakob J.  \n",
       "217                   Thomas  \n",
       "218                  Casimir  \n",
       "219                   Alfred  \n",
       "220                   Edmund  \n",
       "221            K. Fr. Edmund  \n",
       "222                Karl Emil  \n",
       "223                   Eduard  \n",
       "224                    Josef  \n",
       "225                  Theodor  \n",
       "226                    Eugen  \n",
       "227                     Hans  \n",
       "228             Jakob Konst.  \n",
       "229              S. J. Ernst  \n",
       "230                   Joseph  \n",
       "231                   Johann  \n",
       "232           F. V. Konradin  \n",
       "233                    Fritz  \n",
       "234                  Mathäus  \n",
       "235               Emil J. J.  \n",
       "236                    Peter  \n",
       "\n",
       "[237 rows x 8 columns]"
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "with open(\"../data/politicians/lastnames/{}_lastnames.pickle\".format(str(year)), \"rb\") as f:\n",
    "    df_lastnames = pickle.load(f)\n",
    "    \n",
    "df_lastnames"
   ]
  }
 ],
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