└── Aula_1.ipynb
/Aula_1.ipynb:
--------------------------------------------------------------------------------
1 | {
2 | "nbformat": 4,
3 | "nbformat_minor": 0,
4 | "metadata": {
5 | "colab": {
6 | "name": "Aula 1.ipynb",
7 | "provenance": [],
8 | "collapsed_sections": [
9 | "yK7CLCUQp-x4"
10 | ]
11 | },
12 | "kernelspec": {
13 | "name": "python3",
14 | "display_name": "Python 3"
15 | }
16 | },
17 | "cells": [
18 | {
19 | "cell_type": "markdown",
20 | "metadata": {
21 | "id": "yK7CLCUQp-x4"
22 | },
23 | "source": [
24 | "# Importando base de datos"
25 | ]
26 | },
27 | {
28 | "cell_type": "code",
29 | "metadata": {
30 | "id": "1vpvnGT0pdUK"
31 | },
32 | "source": [
33 | "import pandas as pd"
34 | ],
35 | "execution_count": null,
36 | "outputs": []
37 | },
38 | {
39 | "cell_type": "code",
40 | "metadata": {
41 | "id": "eo-KjjS8qBIW",
42 | "colab": {
43 | "base_uri": "https://localhost:8080/"
44 | },
45 | "outputId": "4922a997-65bb-4965-e297-034658efc967"
46 | },
47 | "source": [
48 | "pd.read_csv('credit_card.csv')"
49 | ],
50 | "execution_count": null,
51 | "outputs": [
52 | {
53 | "output_type": "execute_result",
54 | "data": {
55 | "text/html": [
56 | "
\n",
57 | "\n",
70 | "
\n",
71 | " \n",
72 | " \n",
73 | " | \n",
74 | " LIMIT_BAL | \n",
75 | " CHECKING_ACCOUNT | \n",
76 | " EDUCATION | \n",
77 | " MARRIAGE | \n",
78 | " AGE | \n",
79 | " BILL_AMT | \n",
80 | " PAY_AMT | \n",
81 | " DEFAULT | \n",
82 | "
\n",
83 | " \n",
84 | " \n",
85 | " \n",
86 | " | 0 | \n",
87 | " 6022 | \n",
88 | " Yes | \n",
89 | " 2.University | \n",
90 | " Married | \n",
91 | " 24 | \n",
92 | " 934.0122 | \n",
93 | " 0.0000 | \n",
94 | " 1 | \n",
95 | "
\n",
96 | " \n",
97 | " | 1 | \n",
98 | " 36132 | \n",
99 | " Yes | \n",
100 | " 2.University | \n",
101 | " Single | \n",
102 | " 26 | \n",
103 | " 519.3975 | \n",
104 | " 0.0000 | \n",
105 | " 1 | \n",
106 | "
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107 | " \n",
108 | " | 2 | \n",
109 | " 27099 | \n",
110 | " Yes | \n",
111 | " 2.University | \n",
112 | " Single | \n",
113 | " 34 | \n",
114 | " 4223.5297 | \n",
115 | " 457.0698 | \n",
116 | " 0 | \n",
117 | "
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118 | " \n",
119 | " | 3 | \n",
120 | " 15055 | \n",
121 | " Yes | \n",
122 | " 2.University | \n",
123 | " Married | \n",
124 | " 37 | \n",
125 | " 14522.9563 | \n",
126 | " 602.2000 | \n",
127 | " 0 | \n",
128 | "
\n",
129 | " \n",
130 | " | 4 | \n",
131 | " 150550 | \n",
132 | " No | \n",
133 | " 3.Graduate School | \n",
134 | " Single | \n",
135 | " 29 | \n",
136 | " 124060.1253 | \n",
137 | " 16560.5000 | \n",
138 | " 0 | \n",
139 | "
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140 | " \n",
141 | " | ... | \n",
142 | " ... | \n",
143 | " ... | \n",
144 | " ... | \n",
145 | " ... | \n",
146 | " ... | \n",
147 | " ... | \n",
148 | " ... | \n",
149 | " ... | \n",
150 | "
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151 | " \n",
152 | " | 1495 | \n",
153 | " 54198 | \n",
154 | " Yes | \n",
155 | " 3.Graduate School | \n",
156 | " Single | \n",
157 | " 27 | \n",
158 | " 295.0780 | \n",
159 | " 0.0000 | \n",
160 | " 1 | \n",
161 | "
\n",
162 | " \n",
163 | " | 1496 | \n",
164 | " 45165 | \n",
165 | " No | \n",
166 | " 2.University | \n",
167 | " Married | \n",
168 | " 55 | \n",
169 | " 23637.8555 | \n",
170 | " 1144.1800 | \n",
171 | " 0 | \n",
172 | "
\n",
173 | " \n",
174 | " | 1497 | \n",
175 | " 78286 | \n",
176 | " No | \n",
177 | " 3.Graduate School | \n",
178 | " Single | \n",
179 | " 34 | \n",
180 | " 962.9178 | \n",
181 | " 962.9178 | \n",
182 | " 0 | \n",
183 | "
\n",
184 | " \n",
185 | " | 1498 | \n",
186 | " 6022 | \n",
187 | " No | \n",
188 | " 2.University | \n",
189 | " Married | \n",
190 | " 44 | \n",
191 | " 864.7592 | \n",
192 | " 864.7592 | \n",
193 | " 0 | \n",
194 | "
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195 | " \n",
196 | " | 1499 | \n",
197 | " 183671 | \n",
198 | " No | \n",
199 | " 3.Graduate School | \n",
200 | " Single | \n",
201 | " 31 | \n",
202 | " 97022.8508 | \n",
203 | " 97022.8508 | \n",
204 | " 0 | \n",
205 | "
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206 | " \n",
207 | "
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208 | "
1500 rows × 8 columns
\n",
209 | "
"
210 | ],
211 | "text/plain": [
212 | " LIMIT_BAL CHECKING_ACCOUNT ... PAY_AMT DEFAULT\n",
213 | "0 6022 Yes ... 0.0000 1\n",
214 | "1 36132 Yes ... 0.0000 1\n",
215 | "2 27099 Yes ... 457.0698 0\n",
216 | "3 15055 Yes ... 602.2000 0\n",
217 | "4 150550 No ... 16560.5000 0\n",
218 | "... ... ... ... ... ...\n",
219 | "1495 54198 Yes ... 0.0000 1\n",
220 | "1496 45165 No ... 1144.1800 0\n",
221 | "1497 78286 No ... 962.9178 0\n",
222 | "1498 6022 No ... 864.7592 0\n",
223 | "1499 183671 No ... 97022.8508 0\n",
224 | "\n",
225 | "[1500 rows x 8 columns]"
226 | ]
227 | },
228 | "metadata": {
229 | "tags": []
230 | },
231 | "execution_count": 2
232 | }
233 | ]
234 | },
235 | {
236 | "cell_type": "code",
237 | "metadata": {
238 | "id": "51-Xa1-2qQ9V"
239 | },
240 | "source": [
241 | "datos = pd.read_csv('credit_card.csv')"
242 | ],
243 | "execution_count": null,
244 | "outputs": []
245 | },
246 | {
247 | "cell_type": "code",
248 | "metadata": {
249 | "id": "vk5csq8Oq0D6",
250 | "colab": {
251 | "base_uri": "https://localhost:8080/"
252 | },
253 | "outputId": "ff7016fa-fbb2-4eaf-f4db-25eaeab41488"
254 | },
255 | "source": [
256 | "datos.head()"
257 | ],
258 | "execution_count": null,
259 | "outputs": [
260 | {
261 | "output_type": "execute_result",
262 | "data": {
263 | "text/html": [
264 | "\n",
265 | "\n",
278 | "
\n",
279 | " \n",
280 | " \n",
281 | " | \n",
282 | " LIMIT_BAL | \n",
283 | " CHECKING_ACCOUNT | \n",
284 | " EDUCATION | \n",
285 | " MARRIAGE | \n",
286 | " AGE | \n",
287 | " BILL_AMT | \n",
288 | " PAY_AMT | \n",
289 | " DEFAULT | \n",
290 | "
\n",
291 | " \n",
292 | " \n",
293 | " \n",
294 | " | 0 | \n",
295 | " 6022 | \n",
296 | " Yes | \n",
297 | " 2.University | \n",
298 | " Married | \n",
299 | " 24 | \n",
300 | " 934.0122 | \n",
301 | " 0.0000 | \n",
302 | " 1 | \n",
303 | "
\n",
304 | " \n",
305 | " | 1 | \n",
306 | " 36132 | \n",
307 | " Yes | \n",
308 | " 2.University | \n",
309 | " Single | \n",
310 | " 26 | \n",
311 | " 519.3975 | \n",
312 | " 0.0000 | \n",
313 | " 1 | \n",
314 | "
\n",
315 | " \n",
316 | " | 2 | \n",
317 | " 27099 | \n",
318 | " Yes | \n",
319 | " 2.University | \n",
320 | " Single | \n",
321 | " 34 | \n",
322 | " 4223.5297 | \n",
323 | " 457.0698 | \n",
324 | " 0 | \n",
325 | "
\n",
326 | " \n",
327 | " | 3 | \n",
328 | " 15055 | \n",
329 | " Yes | \n",
330 | " 2.University | \n",
331 | " Married | \n",
332 | " 37 | \n",
333 | " 14522.9563 | \n",
334 | " 602.2000 | \n",
335 | " 0 | \n",
336 | "
\n",
337 | " \n",
338 | " | 4 | \n",
339 | " 150550 | \n",
340 | " No | \n",
341 | " 3.Graduate School | \n",
342 | " Single | \n",
343 | " 29 | \n",
344 | " 124060.1253 | \n",
345 | " 16560.5000 | \n",
346 | " 0 | \n",
347 | "
\n",
348 | " \n",
349 | "
\n",
350 | "
"
351 | ],
352 | "text/plain": [
353 | " LIMIT_BAL CHECKING_ACCOUNT ... PAY_AMT DEFAULT\n",
354 | "0 6022 Yes ... 0.0000 1\n",
355 | "1 36132 Yes ... 0.0000 1\n",
356 | "2 27099 Yes ... 457.0698 0\n",
357 | "3 15055 Yes ... 602.2000 0\n",
358 | "4 150550 No ... 16560.5000 0\n",
359 | "\n",
360 | "[5 rows x 8 columns]"
361 | ]
362 | },
363 | "metadata": {
364 | "tags": []
365 | },
366 | "execution_count": 4
367 | }
368 | ]
369 | },
370 | {
371 | "cell_type": "code",
372 | "metadata": {
373 | "id": "QwOFyWTrq4b3",
374 | "colab": {
375 | "base_uri": "https://localhost:8080/"
376 | },
377 | "outputId": "0cae559d-a155-49fa-8b35-f66d349afec4"
378 | },
379 | "source": [
380 | "datos.info()"
381 | ],
382 | "execution_count": null,
383 | "outputs": [
384 | {
385 | "output_type": "stream",
386 | "text": [
387 | "\n",
388 | "RangeIndex: 1500 entries, 0 to 1499\n",
389 | "Data columns (total 8 columns):\n",
390 | " # Column Non-Null Count Dtype \n",
391 | "--- ------ -------------- ----- \n",
392 | " 0 LIMIT_BAL 1500 non-null int64 \n",
393 | " 1 CHECKING_ACCOUNT 1500 non-null object \n",
394 | " 2 EDUCATION 1500 non-null object \n",
395 | " 3 MARRIAGE 1500 non-null object \n",
396 | " 4 AGE 1500 non-null int64 \n",
397 | " 5 BILL_AMT 1500 non-null float64\n",
398 | " 6 PAY_AMT 1500 non-null float64\n",
399 | " 7 DEFAULT 1500 non-null int64 \n",
400 | "dtypes: float64(2), int64(3), object(3)\n",
401 | "memory usage: 93.9+ KB\n"
402 | ],
403 | "name": "stdout"
404 | }
405 | ]
406 | },
407 | {
408 | "cell_type": "markdown",
409 | "metadata": {
410 | "id": "M5Aua0mtr_-a"
411 | },
412 | "source": [
413 | "# Traduciendo variables"
414 | ]
415 | },
416 | {
417 | "cell_type": "code",
418 | "metadata": {
419 | "id": "EkLxzoS2rArT",
420 | "colab": {
421 | "base_uri": "https://localhost:8080/"
422 | },
423 | "outputId": "74ba61e5-cc55-4d47-bc15-17a92a314a0a"
424 | },
425 | "source": [
426 | "datos.columns"
427 | ],
428 | "execution_count": null,
429 | "outputs": [
430 | {
431 | "output_type": "execute_result",
432 | "data": {
433 | "text/plain": [
434 | "Index(['LIMIT_BAL', 'CHECKING_ACCOUNT', 'EDUCATION', 'MARRIAGE', 'AGE',\n",
435 | " 'BILL_AMT', 'PAY_AMT', 'DEFAULT'],\n",
436 | " dtype='object')"
437 | ]
438 | },
439 | "metadata": {
440 | "tags": []
441 | },
442 | "execution_count": 6
443 | }
444 | ]
445 | },
446 | {
447 | "cell_type": "code",
448 | "metadata": {
449 | "id": "2C4vyEp0sCPJ"
450 | },
451 | "source": [
452 | "dic_columnas = {\n",
453 | " 'LIMIT_BAL' : 'limite', \n",
454 | " 'CHECKING_ACCOUNT' : 'cuenta_corriente', \n",
455 | " 'EDUCATION' : 'escolaridad', \n",
456 | " 'MARRIAGE' : 'estado_civil', \n",
457 | " 'AGE' : 'edad',\n",
458 | " 'BILL_AMT' : 'valor_factura', \n",
459 | " 'PAY_AMT' : 'valor_pago', \n",
460 | " 'DEFAULT' : 'moroso'\n",
461 | "}"
462 | ],
463 | "execution_count": null,
464 | "outputs": []
465 | },
466 | {
467 | "cell_type": "code",
468 | "metadata": {
469 | "id": "DajHMeOXsx7V"
470 | },
471 | "source": [
472 | "tarjetas = datos.rename(columns = dic_columnas)"
473 | ],
474 | "execution_count": null,
475 | "outputs": []
476 | },
477 | {
478 | "cell_type": "code",
479 | "metadata": {
480 | "id": "MOOByTxvs_xY",
481 | "colab": {
482 | "base_uri": "https://localhost:8080/"
483 | },
484 | "outputId": "71297d4a-9580-4940-dbb8-12f49da3c7f5"
485 | },
486 | "source": [
487 | "tarjetas.head()"
488 | ],
489 | "execution_count": null,
490 | "outputs": [
491 | {
492 | "output_type": "execute_result",
493 | "data": {
494 | "text/html": [
495 | "\n",
496 | "\n",
509 | "
\n",
510 | " \n",
511 | " \n",
512 | " | \n",
513 | " limite | \n",
514 | " cuenta_corriente | \n",
515 | " escolaridad | \n",
516 | " estado_civil | \n",
517 | " edad | \n",
518 | " valor_factura | \n",
519 | " valor_pago | \n",
520 | " moroso | \n",
521 | "
\n",
522 | " \n",
523 | " \n",
524 | " \n",
525 | " | 0 | \n",
526 | " 6022 | \n",
527 | " Yes | \n",
528 | " 2.University | \n",
529 | " Married | \n",
530 | " 24 | \n",
531 | " 934.0122 | \n",
532 | " 0.0000 | \n",
533 | " 1 | \n",
534 | "
\n",
535 | " \n",
536 | " | 1 | \n",
537 | " 36132 | \n",
538 | " Yes | \n",
539 | " 2.University | \n",
540 | " Single | \n",
541 | " 26 | \n",
542 | " 519.3975 | \n",
543 | " 0.0000 | \n",
544 | " 1 | \n",
545 | "
\n",
546 | " \n",
547 | " | 2 | \n",
548 | " 27099 | \n",
549 | " Yes | \n",
550 | " 2.University | \n",
551 | " Single | \n",
552 | " 34 | \n",
553 | " 4223.5297 | \n",
554 | " 457.0698 | \n",
555 | " 0 | \n",
556 | "
\n",
557 | " \n",
558 | " | 3 | \n",
559 | " 15055 | \n",
560 | " Yes | \n",
561 | " 2.University | \n",
562 | " Married | \n",
563 | " 37 | \n",
564 | " 14522.9563 | \n",
565 | " 602.2000 | \n",
566 | " 0 | \n",
567 | "
\n",
568 | " \n",
569 | " | 4 | \n",
570 | " 150550 | \n",
571 | " No | \n",
572 | " 3.Graduate School | \n",
573 | " Single | \n",
574 | " 29 | \n",
575 | " 124060.1253 | \n",
576 | " 16560.5000 | \n",
577 | " 0 | \n",
578 | "
\n",
579 | " \n",
580 | "
\n",
581 | "
"
582 | ],
583 | "text/plain": [
584 | " limite cuenta_corriente ... valor_pago moroso\n",
585 | "0 6022 Yes ... 0.0000 1\n",
586 | "1 36132 Yes ... 0.0000 1\n",
587 | "2 27099 Yes ... 457.0698 0\n",
588 | "3 15055 Yes ... 602.2000 0\n",
589 | "4 150550 No ... 16560.5000 0\n",
590 | "\n",
591 | "[5 rows x 8 columns]"
592 | ]
593 | },
594 | "metadata": {
595 | "tags": []
596 | },
597 | "execution_count": 9
598 | }
599 | ]
600 | },
601 | {
602 | "cell_type": "code",
603 | "metadata": {
604 | "id": "dbVlkME1tC6G",
605 | "colab": {
606 | "base_uri": "https://localhost:8080/"
607 | },
608 | "outputId": "28bc0ad9-cd2e-4604-949d-91fd9470071d"
609 | },
610 | "source": [
611 | "tarjetas.cuenta_corriente.unique()"
612 | ],
613 | "execution_count": null,
614 | "outputs": [
615 | {
616 | "output_type": "execute_result",
617 | "data": {
618 | "text/plain": [
619 | "array(['Yes', 'No'], dtype=object)"
620 | ]
621 | },
622 | "metadata": {
623 | "tags": []
624 | },
625 | "execution_count": 10
626 | }
627 | ]
628 | },
629 | {
630 | "cell_type": "code",
631 | "metadata": {
632 | "id": "C6TFhVRxtS0v"
633 | },
634 | "source": [
635 | "dic_cuenta = {\n",
636 | " 'Yes' : 'Si', \n",
637 | " 'No' : 'No'\n",
638 | "}"
639 | ],
640 | "execution_count": null,
641 | "outputs": []
642 | },
643 | {
644 | "cell_type": "code",
645 | "metadata": {
646 | "id": "1hLs_7x6tdgi",
647 | "colab": {
648 | "base_uri": "https://localhost:8080/"
649 | },
650 | "outputId": "b56a78d2-64b2-46e7-acc4-914a6f4a48b1"
651 | },
652 | "source": [
653 | "tarjetas.cuenta_corriente.map(dic_cuenta)"
654 | ],
655 | "execution_count": null,
656 | "outputs": [
657 | {
658 | "output_type": "execute_result",
659 | "data": {
660 | "text/plain": [
661 | "0 Si\n",
662 | "1 Si\n",
663 | "2 Si\n",
664 | "3 Si\n",
665 | "4 No\n",
666 | " ..\n",
667 | "1495 Si\n",
668 | "1496 No\n",
669 | "1497 No\n",
670 | "1498 No\n",
671 | "1499 No\n",
672 | "Name: cuenta_corriente, Length: 1500, dtype: object"
673 | ]
674 | },
675 | "metadata": {
676 | "tags": []
677 | },
678 | "execution_count": 12
679 | }
680 | ]
681 | },
682 | {
683 | "cell_type": "code",
684 | "metadata": {
685 | "id": "Of6TujPDtomI",
686 | "colab": {
687 | "base_uri": "https://localhost:8080/"
688 | },
689 | "outputId": "340b2d34-2550-4776-8d8f-8442b6034df5"
690 | },
691 | "source": [
692 | "tarjetas.head()"
693 | ],
694 | "execution_count": null,
695 | "outputs": [
696 | {
697 | "output_type": "execute_result",
698 | "data": {
699 | "text/html": [
700 | "\n",
701 | "\n",
714 | "
\n",
715 | " \n",
716 | " \n",
717 | " | \n",
718 | " limite | \n",
719 | " cuenta_corriente | \n",
720 | " escolaridad | \n",
721 | " estado_civil | \n",
722 | " edad | \n",
723 | " valor_factura | \n",
724 | " valor_pago | \n",
725 | " moroso | \n",
726 | "
\n",
727 | " \n",
728 | " \n",
729 | " \n",
730 | " | 0 | \n",
731 | " 6022 | \n",
732 | " Yes | \n",
733 | " 2.University | \n",
734 | " Married | \n",
735 | " 24 | \n",
736 | " 934.0122 | \n",
737 | " 0.0000 | \n",
738 | " 1 | \n",
739 | "
\n",
740 | " \n",
741 | " | 1 | \n",
742 | " 36132 | \n",
743 | " Yes | \n",
744 | " 2.University | \n",
745 | " Single | \n",
746 | " 26 | \n",
747 | " 519.3975 | \n",
748 | " 0.0000 | \n",
749 | " 1 | \n",
750 | "
\n",
751 | " \n",
752 | " | 2 | \n",
753 | " 27099 | \n",
754 | " Yes | \n",
755 | " 2.University | \n",
756 | " Single | \n",
757 | " 34 | \n",
758 | " 4223.5297 | \n",
759 | " 457.0698 | \n",
760 | " 0 | \n",
761 | "
\n",
762 | " \n",
763 | " | 3 | \n",
764 | " 15055 | \n",
765 | " Yes | \n",
766 | " 2.University | \n",
767 | " Married | \n",
768 | " 37 | \n",
769 | " 14522.9563 | \n",
770 | " 602.2000 | \n",
771 | " 0 | \n",
772 | "
\n",
773 | " \n",
774 | " | 4 | \n",
775 | " 150550 | \n",
776 | " No | \n",
777 | " 3.Graduate School | \n",
778 | " Single | \n",
779 | " 29 | \n",
780 | " 124060.1253 | \n",
781 | " 16560.5000 | \n",
782 | " 0 | \n",
783 | "
\n",
784 | " \n",
785 | "
\n",
786 | "
"
787 | ],
788 | "text/plain": [
789 | " limite cuenta_corriente ... valor_pago moroso\n",
790 | "0 6022 Yes ... 0.0000 1\n",
791 | "1 36132 Yes ... 0.0000 1\n",
792 | "2 27099 Yes ... 457.0698 0\n",
793 | "3 15055 Yes ... 602.2000 0\n",
794 | "4 150550 No ... 16560.5000 0\n",
795 | "\n",
796 | "[5 rows x 8 columns]"
797 | ]
798 | },
799 | "metadata": {
800 | "tags": []
801 | },
802 | "execution_count": 13
803 | }
804 | ]
805 | },
806 | {
807 | "cell_type": "code",
808 | "metadata": {
809 | "id": "OjLFjgAEtuoQ"
810 | },
811 | "source": [
812 | "tarjetas.cuenta_corriente = tarjetas.cuenta_corriente.map(dic_cuenta)"
813 | ],
814 | "execution_count": null,
815 | "outputs": []
816 | },
817 | {
818 | "cell_type": "code",
819 | "metadata": {
820 | "id": "GYoSlA8Et-4c",
821 | "colab": {
822 | "base_uri": "https://localhost:8080/"
823 | },
824 | "outputId": "a4ea32c7-4023-40d8-f316-4887881027a9"
825 | },
826 | "source": [
827 | "tarjetas.head()"
828 | ],
829 | "execution_count": null,
830 | "outputs": [
831 | {
832 | "output_type": "execute_result",
833 | "data": {
834 | "text/html": [
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858 | " valor_factura | \n",
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862 | " \n",
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874 | "
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885 | "
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896 | "
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906 | " 0 | \n",
907 | "
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908 | " \n",
909 | " | 4 | \n",
910 | " 150550 | \n",
911 | " No | \n",
912 | " 3.Graduate School | \n",
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915 | " 124060.1253 | \n",
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918 | "
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920 | "
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923 | "text/plain": [
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925 | "0 6022 Si ... 0.0000 1\n",
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930 | "\n",
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932 | ]
933 | },
934 | "metadata": {
935 | "tags": []
936 | },
937 | "execution_count": 15
938 | }
939 | ]
940 | },
941 | {
942 | "cell_type": "code",
943 | "metadata": {
944 | "id": "ODM-bcVsuA8W",
945 | "colab": {
946 | "base_uri": "https://localhost:8080/"
947 | },
948 | "outputId": "d452c84f-6908-4d10-d1ac-5366359245a4"
949 | },
950 | "source": [
951 | "tarjetas.escolaridad.unique()"
952 | ],
953 | "execution_count": null,
954 | "outputs": [
955 | {
956 | "output_type": "execute_result",
957 | "data": {
958 | "text/plain": [
959 | "array(['2.University', '3.Graduate School', '1.High School'], dtype=object)"
960 | ]
961 | },
962 | "metadata": {
963 | "tags": []
964 | },
965 | "execution_count": 16
966 | }
967 | ]
968 | },
969 | {
970 | "cell_type": "code",
971 | "metadata": {
972 | "id": "1h232Q4BuLN_"
973 | },
974 | "source": [
975 | "dic_escolaridad = {\n",
976 | " '2.University' : '2.Universidad', \n",
977 | " '3.Graduate School' : '3.Pos-graduación', \n",
978 | " '1.High School' : '1.Colegio'\n",
979 | "}"
980 | ],
981 | "execution_count": null,
982 | "outputs": []
983 | },
984 | {
985 | "cell_type": "code",
986 | "metadata": {
987 | "id": "dieM3KbMueph"
988 | },
989 | "source": [
990 | "tarjetas.escolaridad = tarjetas.escolaridad.map(dic_escolaridad)"
991 | ],
992 | "execution_count": null,
993 | "outputs": []
994 | },
995 | {
996 | "cell_type": "code",
997 | "metadata": {
998 | "id": "3ify9XVPupUj",
999 | "colab": {
1000 | "base_uri": "https://localhost:8080/"
1001 | },
1002 | "outputId": "5ad122af-512b-404c-fc21-469d9e51e5c7"
1003 | },
1004 | "source": [
1005 | "tarjetas.head()"
1006 | ],
1007 | "execution_count": null,
1008 | "outputs": [
1009 | {
1010 | "output_type": "execute_result",
1011 | "data": {
1012 | "text/html": [
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1088 | " 150550 | \n",
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1097 | " \n",
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1100 | ],
1101 | "text/plain": [
1102 | " limite cuenta_corriente escolaridad ... valor_factura valor_pago moroso\n",
1103 | "0 6022 Si 2.Universidad ... 934.0122 0.0000 1\n",
1104 | "1 36132 Si 2.Universidad ... 519.3975 0.0000 1\n",
1105 | "2 27099 Si 2.Universidad ... 4223.5297 457.0698 0\n",
1106 | "3 15055 Si 2.Universidad ... 14522.9563 602.2000 0\n",
1107 | "4 150550 No 3.Pos-graduación ... 124060.1253 16560.5000 0\n",
1108 | "\n",
1109 | "[5 rows x 8 columns]"
1110 | ]
1111 | },
1112 | "metadata": {
1113 | "tags": []
1114 | },
1115 | "execution_count": 19
1116 | }
1117 | ]
1118 | },
1119 | {
1120 | "cell_type": "code",
1121 | "metadata": {
1122 | "id": "34N9qdYAurjw",
1123 | "colab": {
1124 | "base_uri": "https://localhost:8080/"
1125 | },
1126 | "outputId": "82a6fb0a-5914-4db7-bc56-86889f19752c"
1127 | },
1128 | "source": [
1129 | "tarjetas.estado_civil.unique()"
1130 | ],
1131 | "execution_count": null,
1132 | "outputs": [
1133 | {
1134 | "output_type": "execute_result",
1135 | "data": {
1136 | "text/plain": [
1137 | "array(['Married', 'Single'], dtype=object)"
1138 | ]
1139 | },
1140 | "metadata": {
1141 | "tags": []
1142 | },
1143 | "execution_count": 20
1144 | }
1145 | ]
1146 | },
1147 | {
1148 | "cell_type": "code",
1149 | "metadata": {
1150 | "id": "6ZMt0Sv0u3BK"
1151 | },
1152 | "source": [
1153 | "dic_estado_civil = {\n",
1154 | " 'Married' : 'Casado/a', \n",
1155 | " 'Single' : 'Soltero/a'\n",
1156 | "}"
1157 | ],
1158 | "execution_count": null,
1159 | "outputs": []
1160 | },
1161 | {
1162 | "cell_type": "code",
1163 | "metadata": {
1164 | "id": "Al0kuxS7vD2y"
1165 | },
1166 | "source": [
1167 | "tarjetas.estado_civil = tarjetas.estado_civil.map(dic_estado_civil)"
1168 | ],
1169 | "execution_count": null,
1170 | "outputs": []
1171 | },
1172 | {
1173 | "cell_type": "code",
1174 | "metadata": {
1175 | "id": "rjFHY1rXvNq1",
1176 | "colab": {
1177 | "base_uri": "https://localhost:8080/"
1178 | },
1179 | "outputId": "dbb66397-f748-46db-cdc6-64679fac5577"
1180 | },
1181 | "source": [
1182 | "tarjetas.head()"
1183 | ],
1184 | "execution_count": null,
1185 | "outputs": [
1186 | {
1187 | "output_type": "execute_result",
1188 | "data": {
1189 | "text/html": [
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1204 | "
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1279 | " limite cuenta_corriente escolaridad ... valor_factura valor_pago moroso\n",
1280 | "0 6022 Si 2.Universidad ... 934.0122 0.0000 1\n",
1281 | "1 36132 Si 2.Universidad ... 519.3975 0.0000 1\n",
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1285 | "\n",
1286 | "[5 rows x 8 columns]"
1287 | ]
1288 | },
1289 | "metadata": {
1290 | "tags": []
1291 | },
1292 | "execution_count": 23
1293 | }
1294 | ]
1295 | }
1296 | ]
1297 | }
--------------------------------------------------------------------------------