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  1. EDA.ipynb +308 -74
EDA.ipynb CHANGED
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- "Total number of missing values in each column:\n",
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- " stop_id 0\n",
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- "stop_name 343\n",
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- "x_coord 0\n",
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- "y_coord 0\n",
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- "local_bus 0\n",
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- "express_bus 0\n",
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- "non_stop_express_bus 0\n",
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- "virtual_stop 0\n",
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- "reachability 94054\n",
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- "special_needs 15339\n",
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- "municipality_code 0\n",
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- "postcode 64\n",
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- "dtype: int64\n"
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- ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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- "RangeIndex: 3182 entries, 0 to 3181\n",
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- "Data columns (total 11 columns):\n",
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- " # Column Non-Null Count Dtype \n",
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- "--- ------ -------------- ----- \n",
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- " 0 site_id 3182 non-null str \n",
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- " 8 x_coord 3182 non-null float64\n",
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+ " stop_id stop_name x_coord y_coord local_bus \\\n",
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+ "0 230671 Siihtalantie L 330678.481291 6.991867e+06 1 \n",
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+ "1 144902 Koivula P 334973.487130 6.981632e+06 1 \n",
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+ "3 370318 Rantala 347064.214735 6.966050e+06 0 \n",
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+ " municipality_code postcode \n",
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+ "0 5 62720 \n",
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+ " <td>230671</td>\n",
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+ " <td>Siihtalantie L</td>\n",
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+ " <tr>\n",
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+ " <th>1</th>\n",
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+ " <td>144902</td>\n",
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+ " <td>Koivula P</td>\n",
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+ " <td>334973.487130</td>\n",
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+ " <td>6.981632e+06</td>\n",
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+ " <td>5</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
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+ " <td>144903</td>\n",
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+ " <td>Koivula E</td>\n",
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+ " <td>334955.732622</td>\n",
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+ " <td>6.981702e+06</td>\n",
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+ " <td>1</td>\n",
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+ " <td>0</td>\n",
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+ " <td>0</td>\n",
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+ " <td>0</td>\n",
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+ " <td>5</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>3</th>\n",
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+ " <td>370318</td>\n",
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+ " <td>Rantala</td>\n",
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+ " <td>347064.214735</td>\n",
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+ " <td>6.966050e+06</td>\n",
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+ " <td>0</td>\n",
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+ " <td>0</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>5</td>\n",
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+ " <td>63500</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>4</th>\n",
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+ " <td>94282</td>\n",
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+ " <td>Viinamäki L</td>\n",
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+ " <td>339610.903212</td>\n",
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+ " <td>6.992368e+06</td>\n",
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+ " <td>1</td>\n",
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+ " <td>0</td>\n",
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+ " <td>0</td>\n",
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+ " <td>Ei tiedossa</td>\n",
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+ "data": {
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+ "text/plain": [
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+ " site_id site_name site_type \\\n",
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+ "0 1.2.246.578.4.4.14.2794881191.502898512 Virtaniemi Pysäköimisalue \n",
294
+ "1 1.2.246.578.4.4.14.3162531687.2555180344 Suhanko Pysäköimisalue \n",
295
+ "2 1.2.246.578.4.4.14.195.338441696 Koivula Pysäköimisalue \n",
296
+ "3 1.2.246.578.4.4.14.195.309048859 Välttikangas Pysäköimisalue \n",
297
+ "4 1.2.246.578.4.4.14.195.309048971 Kuusivaara Pysäköimisalue \n",
298
+ "\n",
299
+ " road_number ely_region has_electricity parking_capacity \\\n",
300
+ "0 969 LAP False NaN \n",
301
+ "1 19758 LAP False NaN \n",
302
+ "2 79 LAP False NaN \n",
303
+ "3 4 LAP False NaN \n",
304
+ "4 930 LAP False NaN \n",
305
+ "\n",
306
+ " winter_maintenance x_coord y_coord postcode \n",
307
+ "0 Hoidetaan talvisin 557184.973 7643520.049 99860 \n",
308
+ "1 Hoidetaan talvisin 459189.439 7333807.635 97700 \n",
309
+ "2 Hoidetaan talvisin 399232.836 7533052.580 99130 \n",
310
+ "3 Hoidetaan talvisin 453450.370 7383473.530 96900 \n",
311
+ "4 Hoidetaan osan talvea 410566.808 7364622.440 97140 "
312
+ ],
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+ " <thead>\n",
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+ " <tr style=\"text-align: right;\">\n",
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+ " <th>site_id</th>\n",
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+ " <th>site_name</th>\n",
334
+ " <th>site_type</th>\n",
335
+ " <th>road_number</th>\n",
336
+ " <th>ely_region</th>\n",
337
+ " <th>has_electricity</th>\n",
338
+ " <th>parking_capacity</th>\n",
339
+ " <th>winter_maintenance</th>\n",
340
+ " <th>x_coord</th>\n",
341
+ " <th>y_coord</th>\n",
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+ " <th>postcode</th>\n",
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+ " </tr>\n",
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+ " </thead>\n",
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+ " <tbody>\n",
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+ " <tr>\n",
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+ " <th>0</th>\n",
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+ " <td>1.2.246.578.4.4.14.2794881191.502898512</td>\n",
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+ " <td>Virtaniemi</td>\n",
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+ " <td>Pysäköimisalue</td>\n",
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+ " <td>969</td>\n",
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+ " <td>LAP</td>\n",
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+ " <td>False</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>Hoidetaan talvisin</td>\n",
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+ " <td>557184.973</td>\n",
357
+ " <td>7643520.049</td>\n",
358
+ " <td>99860</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
361
+ " <th>1</th>\n",
362
+ " <td>1.2.246.578.4.4.14.3162531687.2555180344</td>\n",
363
+ " <td>Suhanko</td>\n",
364
+ " <td>Pysäköimisalue</td>\n",
365
+ " <td>19758</td>\n",
366
+ " <td>LAP</td>\n",
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+ " <td>False</td>\n",
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+ " <td>NaN</td>\n",
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+ " <td>Hoidetaan talvisin</td>\n",
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+ " <td>459189.439</td>\n",
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+ " <td>7333807.635</td>\n",
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+ " <td>97700</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>2</th>\n",
376
+ " <td>1.2.246.578.4.4.14.195.338441696</td>\n",
377
+ " <td>Koivula</td>\n",
378
+ " <td>Pysäköimisalue</td>\n",
379
+ " <td>79</td>\n",
380
+ " <td>LAP</td>\n",
381
+ " <td>False</td>\n",
382
+ " <td>NaN</td>\n",
383
+ " <td>Hoidetaan talvisin</td>\n",
384
+ " <td>399232.836</td>\n",
385
+ " <td>7533052.580</td>\n",
386
+ " <td>99130</td>\n",
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+ " </tr>\n",
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+ " <tr>\n",
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+ " <th>3</th>\n",
390
+ " <td>1.2.246.578.4.4.14.195.309048859</td>\n",
391
+ " <td>Välttikangas</td>\n",
392
+ " <td>Pysäköimisalue</td>\n",
393
+ " <td>4</td>\n",
394
+ " <td>LAP</td>\n",
395
+ " <td>False</td>\n",
396
+ " <td>NaN</td>\n",
397
+ " <td>Hoidetaan talvisin</td>\n",
398
+ " <td>453450.370</td>\n",
399
+ " <td>7383473.530</td>\n",
400
+ " <td>96900</td>\n",
401
+ " </tr>\n",
402
+ " <tr>\n",
403
+ " <th>4</th>\n",
404
+ " <td>1.2.246.578.4.4.14.195.309048971</td>\n",
405
+ " <td>Kuusivaara</td>\n",
406
+ " <td>Pysäköimisalue</td>\n",
407
+ " <td>930</td>\n",
408
+ " <td>LAP</td>\n",
409
+ " <td>False</td>\n",
410
+ " <td>NaN</td>\n",
411
+ " <td>Hoidetaan osan talvea</td>\n",
412
+ " <td>410566.808</td>\n",
413
+ " <td>7364622.440</td>\n",
414
+ " <td>97140</td>\n",
415
+ " </tr>\n",
416
+ " </tbody>\n",
417
+ "</table>\n",
418
+ "</div>"
419
+ ]
420
+ },
421
+ "execution_count": 66,
422
+ "metadata": {},
423
+ "output_type": "execute_result"
424
  }
425
  ],
426
+ "execution_count": 66
427
  },
428
  {
429
  "metadata": {
430
  "ExecuteTime": {
431
+ "end_time": "2026-09-22T17:08:38.466451100Z",
432
+ "start_time": "2026-09-22T17:08:38.451147800Z"
433
  }
434
  },
435
  "cell_type": "code",
 
461
  ]
462
  }
463
  ],
464
+ "execution_count": 67
465
  },
466
  {
467
  "metadata": {
468
  "ExecuteTime": {
469
+ "end_time": "2026-09-22T17:08:38.481980700Z",
470
+ "start_time": "2026-09-22T17:08:38.468452400Z"
471
  }
472
  },
473
  "cell_type": "code",
 
501
  ]
502
  }
503
  ],
504
+ "execution_count": 68
505
  },
506
  {
507
  "metadata": {
508
  "ExecuteTime": {
509
+ "end_time": "2026-09-22T17:08:38.612292200Z",
510
+ "start_time": "2026-09-22T17:08:38.483963800Z"
511
  }
512
  },
513
  "cell_type": "code",
 
631
  "</div>"
632
  ]
633
  },
634
+ "execution_count": 69,
635
  "metadata": {},
636
  "output_type": "execute_result"
637
  }
638
  ],
639
+ "execution_count": 69
640
  },
641
  {
642
  "metadata": {
643
  "ExecuteTime": {
644
+ "end_time": "2026-09-22T17:08:38.637240200Z",
645
+ "start_time": "2026-09-22T17:08:38.614293100Z"
646
  }
647
  },
648
  "cell_type": "code",
 
671
  ]
672
  }
673
  ],
674
+ "execution_count": 70
675
  },
676
  {
677
  "metadata": {
678
  "ExecuteTime": {
679
+ "end_time": "2026-09-22T17:08:38.651293900Z",
680
+ "start_time": "2026-09-22T17:08:38.638240100Z"
681
  }
682
  },
683
  "cell_type": "code",
 
702
  ]
703
  }
704
  ],
705
+ "execution_count": 71
706
  },
707
  {
708
  "metadata": {
709
  "ExecuteTime": {
710
+ "end_time": "2026-09-22T17:08:39.303909800Z",
711
+ "start_time": "2026-09-22T17:08:38.652288400Z"
712
  }
713
  },
714
  "cell_type": "code",
 
737
  }
738
  }
739
  ],
740
+ "execution_count": 72
741
  }
742
  ],
743
  "metadata": {