Seaborn.ipynb 905 KB
Newer Older
Simon Clarke's avatar
Simon Clarke committed
1
{
Zachari Swiecki's avatar
Zachari Swiecki committed
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
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
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "50ICcnvFE8dw"
   },
   "source": [
    "# Introduction to Seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oO6WaCIlE8d2"
   },
   "source": [
    "`Seaborn` is a plotting library which is built on top of `Matplotlib`, however it is specifically designed for data analysis. It is integrated with `Pandas` and provides routines for common tasks for exploratory data analysis. `Matplotlib` functions calls can also be used to enhance the `Seaborn` plots.\n",
    "\n",
    "`Seaborn` has high level and low level routines, we will concentrate on the high level routines.\n",
    "\n",
    "`Seaborn` also has some builtin datasets, which we will discuss and use to display the plotting routines. The names of these datasets can be obtained using `sns.get_dataset_names()`. To load and individual dataset and store as a `pandas` dataframe, use `sns.load_dataset()`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "oS_0ZGAME8d3"
   },
   "source": [
    "## Contents\n",
    "\n",
    "* Categorical plots\n",
    "* Scatter plots and relations between features\n",
    "* Line plots\n",
    "* Exercises"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "coc6qF9zE8d4"
   },
   "source": [
    "Import libraries, the common abbreviations for `seaborn` is `sns` or sometimes `sb`. We will use `sns` here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "id": "ovkRqZTdE8d4"
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "M8GxTZzCE8d5"
   },
   "source": [
    "In general `seaborn` routines have the syntax\n",
    "\n",
    "> sns.plottype(data, x=x, y=y, ...)\n",
    "\n",
    "`data` corresponds to the particular dataframe, `x` is the feature to be plotted on the x-axis, and `y` is the feature to be plotted on the y-axis. One of the most common other keywords is `hue`, which allows the plotted features to be categorised in terms of the other features of the dataframe."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DROPPe1YE8d6"
   },
   "source": [
    "## Categorical plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DVAqf5UAE8d6"
   },
   "source": [
    "The first dataset we will use is the `titanic` dataset. This contains details about each of the individual passengers on the Titanic, including whether or not they survived."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
97
    "colab": {
Zachari Swiecki's avatar
Zachari Swiecki committed
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
     "base_uri": "https://localhost:8080/",
     "height": 224
    },
    "id": "cFfJZ8GyE8d6",
    "outputId": "c076de0f-982c-4657-c09d-dd8cb7756364"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>survived</th>\n",
       "      <th>pclass</th>\n",
       "      <th>sex</th>\n",
       "      <th>age</th>\n",
       "      <th>sibsp</th>\n",
       "      <th>parch</th>\n",
       "      <th>fare</th>\n",
       "      <th>embarked</th>\n",
       "      <th>class</th>\n",
       "      <th>who</th>\n",
       "      <th>adult_male</th>\n",
       "      <th>deck</th>\n",
       "      <th>embark_town</th>\n",
       "      <th>alive</th>\n",
       "      <th>alone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>22.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>38.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>71.2833</td>\n",
       "      <td>C</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Cherbourg</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>female</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7.9250</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>female</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>53.1000</td>\n",
       "      <td>S</td>\n",
       "      <td>First</td>\n",
       "      <td>woman</td>\n",
       "      <td>False</td>\n",
       "      <td>C</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>yes</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>male</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8.0500</td>\n",
       "      <td>S</td>\n",
       "      <td>Third</td>\n",
       "      <td>man</td>\n",
       "      <td>True</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Southampton</td>\n",
       "      <td>no</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   survived  pclass     sex   age  ...  deck  embark_town  alive  alone\n",
       "0         0       3    male  22.0  ...   NaN  Southampton     no  False\n",
       "1         1       1  female  38.0  ...     C    Cherbourg    yes  False\n",
       "2         1       3  female  26.0  ...   NaN  Southampton    yes   True\n",
       "3         1       1  female  35.0  ...     C  Southampton    yes  False\n",
       "4         0       3    male  35.0  ...   NaN  Southampton     no   True\n",
       "\n",
       "[5 rows x 15 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
Simon Clarke's avatar
Simon Clarke committed
254
    }
Zachari Swiecki's avatar
Zachari Swiecki committed
255
256
257
258
259
   ],
   "source": [
    "titanic = sns.load_dataset('titanic')\n",
    "titanic.head()"
   ]
Simon Clarke's avatar
Simon Clarke committed
260
  },
Zachari Swiecki's avatar
Zachari Swiecki committed
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
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "2eX2HFwsE8d7"
   },
   "source": [
    "The dataset has 891 records and 15 features for each record."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1_7ez5bYE8d7",
    "outputId": "5d2f53f8-d810-4745-b604-e6f201deea55"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(891, 15)"
      ]
     },
     "execution_count": 4,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "titanic.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "R_thwykgE8d7"
   },
   "source": [
    "To create a bar plot which counts the number of passengers in a particular category, we can use `sns.countplot()`. This only takes one of the `x` and `y` arguments. In the first case the bar plots will be vertical, and in the second case they will be horizontal. In this case we want to count passengers based on the port that they embarked at and the class they travelled in, so we can set `hue='class'`. We also set the order of the ports, so that they are listed in the order visited. If not, it will be ordered in terms of decreasing count.\n",
    "\n",
    "Notice that `seaborn` creates axis titles and legends automatically. We can add a figure title using `plt.title()`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "UMxvnk9CE8d8",
    "outputId": "4b92726e-385c-43d9-e62f-883c5e072bd4"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbYAAAEWCAYAAAAKFbKeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3de7xUZdn/8c+XLQIKihxSEBU8hSKHQDEyFNPMzF9qaj4eMrLE0jw8JdmTh4i0MrXsYBl28JD6FJ4yn1JTQA1JBAQ5iKJIiaAJJkIJwvb6/bHuwWE7w96z2XvPZvF9v17z2mvW4V7Xumftuea+5561FBGYmZnlRZtqB2BmZtaUnNjMzCxXnNjMzCxXnNjMzCxXnNjMzCxXnNjMzCxXnNi2IJKul3RpE5W1q6RVkmrS80mSvtAUZafy/izps01VXgX7vVzSMkmvtPS+80BSb0khaatqx9LUJO0o6VFJKyVd08z7GiPpt01Y3khJf22isk6V9GBTlNVccnfybakkLQJ2BNYBtcA84GZgXES8AxARX6ygrC9ExEPl1omIfwAdNy3q9fsbA+wZEacVlf/xpii7wjh2Bb4K7BYR/2zp/VvzknQjsDgiLmlkEaOAZcB2sYX8AFhSb+BFoG1ErAOIiFuBW6sYVr3cYsuX/xcRnYDdgO8BFwG/auqd5PHTeLIrsNxJbUN5eL0LPQubaDdg3uaW1PLw+lUsIvzIwQNYBBxeZ95Q4B1gv/T8RuDyNN0NuA94A3gdeIzsg84taZu3gFXA14DeQACfB/4BPFo0b6tU3iTgu8BU4E3gD0CXtGwE2Sfl98QLHAm8DaxN+5tVVN4X0nQb4BLg78A/yVqi26dlhTg+m2JbBly8kXraPm3/WirvklT+4emY30lx3Fhi2xHAYuAbaT+LgFOLln8CeCod/0vAmKJl7YHfAstTnT8J7JiWjQQWAivJPh0Xl3kG8AzwL+ABstZkYVkAXwQWpDKvA5SW1QDXpDhfBL5c5/XanuxDz1LgZeByoKYonsnAD1O8lwN7Ao8AK1KZvytTv4XXYxSwJJV/YVq2E/AfoGvR+oPTa9G2RFljgDuA36W6mQEMLFq+TzpP3gDmAp8sWnYj8HPgT8C/Uzxryc61VcAfy8T/ofTarEh/P1RUXvH2h5fYth1wNdl5+CpwPdChzrnzNbJzeClwLHAU8BzZ/+A3Kjj2rwMvpGXzgOOKlpV6/UYCfy1a5yrgr+k82Nh5+4/0eq5Kj2ElyipZZ0X/x99O8awEHgS6Nfv7YUu++frRjC9kicSW5v8D+FKavpF3E9t30z9e2/QYzrtvihuUxbtvVjcD2wIdKJ3YXgb2S+vcCfw2LRtBmcSWpscU1i1aPol3E9sZwPPA7mTdn3cBt9SJ7YYU10BgDbBPmXq6mSzpdkrbPgd8vlycdbYdQdbV+wOyN7FDyN4031+0vD9ZohxA9uZ2bFp2FvBHYBuypDME2C7V1ZtFZfQA+qXpY9Jx70P2tcElwONF8QTZh5POZK3N14Aj07Ivkr3h9QJ2AB6q83rdDfwi7f99ZB9IzkrLRqbjPDfttwNwO3BxOrb2wIfL1FHh9bg9ld0/xVV4rf9EOh/T8x8CPylT1hiyZHIC2Tl6IalbLD2eJ/uQsTXwEbI3zkI93kj2RntQUcw3ks7/MvvrQvYB4jPpuE9Oz7vW/f8ps/0PgXtTOZ3S6/3dOufOZSn2M1O93JbW7Uf2wapPfceelp8I9EzHdhLZedhjI6/fSLJE1obsf+UBYJsGnLeF13OrouMcSUpsDaizSWQJeO8UxyTge83+fthSb7x+NPMLWT6x/Y3UgmHDxDaW7A1+z/rKKjq5dy8xrzixfa9o+b5kn25r2PTE9jBwdtGy96d/+q2K4uhVtHwq8F8ljqsmxbRv0byzgElp+j1x1tl+RHrD2LZo3u+BS8usfy3wwzR9BvA4MKDOOtuStTiOJ326L1r2Z1LSTc/bkLV4dkvPg6IEk2L5epqeQEpU6fnhhdeL7LvYNcX7I3tDmpimRwL/qBPLzcC44nouc8yF16Nv0bzvA79K0ycBk4tej1eAoWXKGgP8rc7xLyX7EDY8bdumaPntpNYG2bl+c53ybmTjiekzwNQ686YAI+vbHhBZctmjaN4w4MWic+ct3m0Vd0r1dGDR+tN5N6GUPfYy+58JHLOR128k8ARZC/BOYOuN1EPxeVt4PcsltvrqbBJwSdGys4H7N3YONcXD37Hl385k3Rx1XUX2ifdBSQslfb0BZb1UwfK/k33S7NagKDeuZyqvuOzCG3RB8SjG/1B6YEu3FFPdsnauIJZ/RcS/62zfE0DSgZImSnpN0gqyVlPh+G8h+5T8v5KWSPq+pLaprJPSuksl/Z+kvmmb3YAfSXpDUqHLWHXiLXfcPdnw9Sie3o2sHpYWlf0LspZbqfUh60ITMFXSXElnlK+i92y/vo7IPkztK6kP8FFgRURMbUg5kQ2CWpzK6gm8lOYV72fnUts2UN3zrFSZ5XQna41PL6rT+9P8guURUZum30p/Xy1a/hYbnrfljh1Jp0uaWbSv/djwf63Use9J1gvwrYh4uzCznvO2Pg2ps4b8bzYpJ7Yck3QA2Qn2nmG+EbEyIr4aEbsDnwS+IumwwuIyRZabX7BL0fSuZK2qZWSfZLcpiquGDf/h6yt3CdmbcXHZ69jwTaEhlqWY6pb1cgVl7CBp2zrbL0nTt5F1Re0SEduTdfUKICLWRsS3ImJfsu8kjgZOT8seiIiPknVDzifrKoLszemsiOhc9OgQEY83IM6lZN2QBcWvzUtkLbZuReVuFxH9itbZ4DWJiFci4syI6EnWyv2ZpD03sv+658KSVM5qspblaWSf9m+p5zjWlyOpTTqmJemxS5pXvJ/i17LueVXpeVaqzHKWkSWmfkV1un1EbMqbeMljl7Qb2TnyZbIuv87AHNK5lpQ61meAzwF/lvT+ovllz9sy5RTblDprNk5sOSRpO0lHA/9L1sU3u8Q6R0vaU5LIvouoJRs4AVnC2L0Ruz5N0r6StiHr6rwjfUJ9Dmgv6ROS2pJ9V9SuaLtXgd513qSK3Q78t6Q+kjoC3yEbvLCukuBSLL8HrpDUKb1BfIVsUEclviVpa0nDyRLU+DS/E/B6RKyWNBQ4pbCBpEMl9U9J/U2yBPtO+m3UMSlZriH7gr7wOlwP/I+kfqmM7SWd2MAYfw+cL2lnSZ3JRsgW6mEp2Zf416RzpY2kPSQdUq4wSSdKKiTKf5G94b1Tbn3gUknbpNg/R9YFVnAzWXfWJ6k/sQ2R9Kk0su8Csjr6G1m32n+Ar0lqK2kE8P/Izvly6juv/wTsLekUSVtJOomsS/2+emIstKhuAH4o6X0Aqe4/Vt+2G1Hu2Lclq//X0n4+R9Ziq1dE3E72veRDkvZIs8uet2kf71C+3hpdZ83JiS1f/ihpJdkn8ovJBjl8rsy6e5ENKFhF1if+s4iYmJZ9F7gkdXNcWMH+byH7HuIVsi/rzwOIiBVkfeu/JPsk92+ybpWCQmJYLmlGiXJ/ncp+lOwL9NVkX4w3xrlp/wvJWrK3pfIb6hWyN/YlZL/l+WJEzE/LzgbGptfgMrLkUrAT2Si3N8k+OT9CdkxtyJLrErKuxkOALwFExN3AlWTdl2+SfSpv6O/7biBLXk+TjXj7E+/+xhGy1uLWZANM/pVi67GR8g4AnpC0iuzT/fkRsXAj6z9C1tX9MHB1RKz/QW9ETCZ7s5wREXW7ser6A1lXbWGAwqdS6/dtskT2cbLW0s+A04tei1J+RdYN+oake+oujIjlZB9Uvko2mvBrwNERsayeGAsuIjvmv6XX6yGy74Mbq9yxzyMb8TqFLFn3Jxt12CARcRPZB88J6XdqZc/biPgPcAUwOdXbB+uUtal11iwKo+DMrB6pVfDbiOhV37qtjaSPA9dHRN1uo6qQNAG4LSJ+uZF1xlDnh/tmDeEWm1kOSeog6ajUPbQz8E2yIf5Vl777HcyG3ZNmTcaJzSyfBHyLrBvrKbLuz8uqGhEg6SayLroLImJlteOxfHJXpJmZ5YpbbGZmlitb3sUxW5lu3bpF7969qx2GmdlmZfr06csionupZU5sVda7d2+mTZtW7TDMzDYrksr+VMRdkWZmlitObGZmlitObGZmliv+js3MrIrWrl3L4sWLWb16dbVDaZXat29Pr169aNu2bYO3cWIzM6uixYsX06lTJ3r37k12TXIriAiWL1/O4sWL6dOnT4O3c1ekmVkVrV69mq5duzqplSCJrl27VtyadYutyp5ZvJwho2+udhiblelXnV7tEMyalJNaeY2pG7fYzMwsV5zYzMy2QGPGjOHqq6+udhjNwonNzMxyxYnNzGwLcPPNNzNgwAAGDhzIZz7zmQ2W3XDDDRxwwAEMHDiQ448/nv/85z8AjB8/nv3224+BAwdy8MEHAzB37lyGDh3KoEGDGDBgAAsWLGjxY6mPE5uZWc7NnTuXyy+/nAkTJjBr1ix+9KMfbbD8U5/6FE8++SSzZs1in3324Ve/+hUAY8eO5YEHHmDWrFnce++9AFx//fWcf/75zJw5k2nTptGrV+u7obwTm5lZzk2YMIETTzyRbt26AdClS5cNls+ZM4fhw4fTv39/br31VubOnQvAQQcdxMiRI7nhhhuora0FYNiwYXznO9/hyiuv5O9//zsdOnRo2YNpACc2M7Mt3MiRI/npT3/K7Nmz+eY3v7n+d2PXX389l19+OS+99BJDhgxh+fLlnHLKKdx777106NCBo446igkTJlQ5+vdyYjMzy7mPfOQjjB8/nuXLlwPw+uuvb7B85cqV9OjRg7Vr13Lrrbeun//CCy9w4IEHMnbsWLp3785LL73EwoUL2X333TnvvPM45phjePrpp1v0WBrCP9A2M8u5fv36cfHFF3PIIYdQU1PDBz7wAYpvcPztb3+bAw88kO7du3PggQeycuVKAEaPHs2CBQuICA477DAGDhzIlVdeyS233ELbtm3Zaaed+MY3vlGloypPEVHtGLZo2+7UJ/p+5lvVDmOz4iuPWJ4888wz7LPPPtUOo1UrVUeSpkfE/qXWd1ekmZnlihObmZnlihObmZnlihObmZnlihObmZnlihObmZnlin/HZmbWijT1jYcb8vOYmpoa+vfvv/75PffcwymnnMLjjz/e4P1ce+21jBo1im222aZRcTYlJzYzsy1chw4dmDlz5gbzSiW1devWsdVWpdPGtddey2mnnebEZrBHzSvc3emqRm+/62WzmzAaM7NMx44dWbVqFZMmTeLSSy9lhx12YP78+Tz11FN8+tOfZvHixdTW1nLppZfy6quvsmTJEg499FC6devGxIkTqxq7E5uZ2RburbfeYtCgQQD06dOHu+++e4PlM2bMYM6cOfTp04c777yTnj178n//938ArFixgu23354f/OAHTJw4cf0dBKrJic3MbAtXqiuy2NChQ+nTpw8A/fv356tf/SoXXXQRRx99NMOHD2+pMBvMoyLNzGyjtt122/XTe++9NzNmzKB///5ccskljB07toqRleYWm5mZNdiSJUvo0qULp512Gp07d+aXv/wlAJ06dWLlypXuijQzsw219rtXzJ49m9GjR9OmTRvatm3Lz3/+cwBGjRrFkUceSc+ePas+eKTV3rZG0k7AtcABwBvAq8A9wCcj4uhNKPdG4L6IuKMp4txUA3buEPedtWejt/eoSLPNm29bU79c3LZGkoC7gUkRsUdEDAH+B9hxE8ttthaqpJrmKtvMzBquVSY24FBgbURcX5gREbOAx4COku6QNF/SrSkJImmIpEckTZf0gKQeaf4kSddKmgacn4o7XNI0Sc9JOjqt117SbyTNlvSUpEPT/JGSflqIQ9J9kkak6VWSrpE0Cxgm6fOpzKmSbijezszMWkZr/Y5tP2B6mWUfAPoBS4DJwEGSngB+AhwTEa9JOgm4AjgjbbN1ocmauiJ7A0OBPYCJkvYEzgEiIvpL6gs8KGnveuLcFngiIr4qqSfwW2AwsBKYAMyq+MjNzGyTtNbEtjFTI2IxgKSZZEnqDbJk+JfUgKsBlhZt87s6Zfw+It4BFkhaCPQFPkyWHImI+ZL+DtSX2GqBO9P0UOCRiHg9xTa+3PaSRgGjAHbevm09uzAzs0q01sQ2FzihzLI1RdO1ZMcgYG5EDCuzzb/rPK87YmZjI2jWsWGXbfui6dURUbuRbUuKiHHAOMgGj1S6vZmZlddav2ObALRLLRsAJA0Ayv3E/Vmgu6Rhad22kvptpPwTJbWRtAewe9r+MeDUtP3ewK5p/iJgUFp/F7KWWSlPAodI2iENUjm+YYdqZmZNqVW22CIiJB0HXCvpImA1WYK5p8z6b0s6AfixpO3JjutaspZfKf8ApgLbAV+MiNWSfgb8XNJsslbayIhYI2ky8CIwD3gGmFEmhpclfSeV+zowH1hR+dGb2ZbsH2P7179SBRr6k6ArrriC2267jZqaGtq0acMvfvELDjzwwCaNZWMmTZrE1VdfzX333bfJZbXKxAYQEUuAT5dYdEPROl8ump4JHFyinBF1no8ss7/VwOdKzA9SS67Eso51Zt0WEeNSi+1uyiRiM7PWZMqUKdx3333MmDGDdu3asWzZMt5+++1qh9VorbUrcnM1Jg1omUPWynNiM7NWb+nSpXTr1o127doB0K1bN3r27Mn06dM55JBDGDJkCB/72MdYujQbk/f8889z+OGHM3DgQAYPHswLL7xARDB69Gj2228/+vfvz+9+l43ZmzRpEiNGjOCEE06gb9++nHrqqRQuDHL//ffTt29fBg8ezF133dVkx+PE1oQi4sKIGBQRfSPivGitl3UxMytyxBFH8NJLL7H33ntz9tln88gjj7B27VrOPfdc7rjjDqZPn84ZZ5zBxRdfDMCpp57KOeecw6xZs3j88cfp0aMHd911FzNnzmTWrFk89NBDjB49en0ifOqpp7j22muZN28eCxcuZPLkyaxevZozzzyTP/7xj0yfPp1XXnmlyY6n1XZFmplZy+jYsSPTp0/nscceY+LEiZx00klccsklzJkzh49+9KMA1NbW0qNHD1auXMnLL7/McccdB0D79tlA8b/+9a+cfPLJ1NTUsOOOO3LIIYfw5JNPst122zF06FB69eoFwKBBg1i0aBEdO3akT58+7LXXXgCcdtppjBs3rkmOx4nNzMyoqalhxIgRjBgxgv79+3PdddfRr18/pkyZssF6K1eurLjsQhdnYT/r1q3b5Hg3xomtyhbW1HDyDts1voCfHNR0wbSAyedOrnYIZlbHs88+S5s2bda3nmbOnMk+++zDgw8+yJQpUxg2bBhr167lueeeo1+/fvTq1Yt77rmHY489ljVr1lBbW8vw4cP5xS9+wWc/+1lef/11Hn30Ua666irmz59fcp99+/Zl0aJFvPDCC+yxxx7cfvvtTXY8TmxmZq1INe7YsWrVKs4991zeeOMNttpqK/bcc0/GjRvHqFGjOO+881ixYgXr1q3jggsuoF+/ftxyyy2cddZZXHbZZbRt25bx48dz3HHHMWXKFAYOHIgkvv/977PTTjuVTWzt27dn3LhxfOITn2CbbbZh+PDhjWoNltJqb1uzpei4a8cYOHpgtcNoMW6xmW3It62pXy5uW2NmZtZYTmxmZpYrTmxmZpYrTmxmZpYrTmxmZpYrTmxmZpYr/h2bmVkrclATX3Shvp/YLF++nMMOOwyAV155hZqaGrp3786iRYvo2bMn8+bNe882l112GQcffDCHH374RstuylvRVMKJzcxsC9a1a1dmzpwJwJgxY+jYsSMXXnghixYt4uijjy65zdixY0vOr62tpaamptlibSh3RZqZWUm1tbWceeaZ9OvXjyOOOIK33noLgJEjR3LHHXcA0Lt3by666CIGDx7M+PHjm+1WNJVwYjMzs5IWLFjAOeecw9y5c+ncuTN33nlnyfW6du3KjBkzOPbYY5vtVjSVcGIzM7OS+vTpw6BBgwAYMmQIixYtKrneSSedBMD8+fPX34pGEqeddlpLhboBJzYzMyupobeb2XbbbVsqpAZxYjMzsyZRfCsaoElvRVMJj4o0M2tFNuc7YDTnrWgq4dvWVJlvW2O2ZfNta+rn29aYmdkWzYnNzMxyxd+xVVnf9/V195zZFi4ikFTtMFqlxnxd5habmVkVtW/fnuXLlzfqDTzvIoLly5fTvn37irZzi83MrIp69erF4sWLee2116odSqvUvn17evXqVdE2TmxmZlXUtm1b+vTpU+0wcsVdkWZmlitObGZmlitObGZmlitObGZmlitObGZmlitObGZmlitObGZmlitObGZmlitObGZmlisNvvKIpHbA8UDv4u0iYmzTh2VmZtY4lVxS6w/ACmA6sKZ5wtnyPLN4OUNG31ztMKwJTL/q9GqHYGZUlth6RcSRzRaJmZlZE6jkO7bHJfVvtkjMzMyaQCUttg8DIyW9SNYVKSAiYkCzRGZmZtYIlSS2jzdbFGZmZk2kksT2BeBR4PGI+HczxWNmZrZJKvmObSFwMjBN0lRJ10g6ppniMjMza5QGJ7aI+E1EnAEcCvwWODH9NTMzazUq+YH2L4F9gVeBx4ATgBnNFJeZmVmjVNIV2RWoAd4AXgeWRcS6ZonKzMyskRrcYouI4wAk7QN8DJgoqSYiejVXcGZmZpWqpCvyaGA4cDDQGZhA1iVpZmbWalQy3P9IskT2o4hY0kzxmJmZbZJKuiK/LGlH4ABJg4GpEfHP5gvNzMyscg0ePCLpRGAq2TD/TwNPSDqhuQIzMzNrjEq6Ii8BDii00iR1Bx4C7miOwMzMzBqjkuH+bep0PS6vcHszM7NmV0mL7X5JDwC3p+cnAX9u+pDMzMwar5LBI6MlfYrs9jUA4yLi7uYJy8zMrHEUEQ1bUboyIi6qb55VZsDOHeK+s/asdhiWE7teNrvaIZi1CEnTI2L/Ussq+Y7soyXm+R5tZmbWqtTbFSnpS8DZwO6Sni5a1AmY3FyBmZmZNUZDvmO7jWyQyHeBrxfNXxkRrxeeSNohIv7VxPGZmZlVpN7EFhErgBVkNxndmIeBwU0RlJmZWWM15e/Q1IRlmZmZNUpTJraGDa80MzNrRs1+5RBJF0uaK+lpSTMlHdiIMkZI+lDR8xtb8jqVknpLOqWl9mdmZo1XyZVH6vOerkhJw4CjgcERsUZSN2DrRpQ9AlgFPL5JETZeb+AUsoE0ZmbWilVydf/Pl5j3vaKnh5XYrAewLCLWAETEsohYIukwSU9Jmi3p15LapfIWpeSHpP0lTZLUG/gi8N+pxTc8lX2wpMclLSy03iR1lPSwpBmp7GPS/N6S5qeW3nOSbpV0uKTJkhZIGprWGyPpFklT0vwz076+BwxP+/9vSe0l/Sbt4ylJh6btR0q6S9L9afvvN7R+zcysaVTSFXm8pFMLTyRdB3QvPC8e+l/kQWCXlEx+JukQSe2BG4GTIqI/WavxS+V2GhGLgOuBH0bEoIgo3LW7B9nlvY4mSzwAq4HjImIwcChwjaRCS3JP4Bqgb3qckra/EPhG0S4HAB8BhgGXSepJ9jOHx9L+fwick4UW/clGi96UjgtgENl1NPsDJ0nape4xSRolaZqkaa//u7bcoZuZWSNUlNiAkZJOlnQTsC4i3tOKKxYRq4AhwCjgNeB3wFnAixHxXFrtJuDgiiOHeyLinYiYB+yY5gn4Tvoh+UPAzkXLXoyI2RHxDjAXeDiy64nNJutqLPhDRLwVEcuAicDQEvv+MPDbdIzzgb8De6dlD0fEiohYDcwDdqu7cUSMi4j9I2L/LtvWNOLQzcysnIZceaRL0dMvAPeQXXHkW5K6lGmprRcRtcAkYJKk2WStnXLW8W6ybb+R9QDWFIeZ/p5K1oocEhFrJS0qKqd4/XeKnr/DhvVQd3RnpaM9i/dTS9N+j2lmZvVoSIttOjAtPSYCnYFPFM0vS9L7Je1VNGsQ8ALQW1Lhyr+fAR5J04vIWniQtRALVpJdwqs+2wP/TEntUEq0lhrgmPQdWleyQStPltj/Y2RJFEl7A7sCzzZiX2Zm1sQacuWRPpLaAMMiotJrQ3YEfiKpM1lr7HmybsnbgfGStiJLHNen9b8F/ErSt8laeQV/BO5Ig0HO3cj+bgX+mFqG04D5FcYL8DRZAu8GfDsNdnkNqJU0i+z7wZ8BP0/7WQeMTKM+G7E7MzNrSpXctuapiPhAM8dTVZLGAKsi4uqW2qdvW2NNybetsS1FU9225mFJx8vNEjMza8UqGdhwFvAVYJ2k1WQDNiIitmuWyKogIsZUOwYzM9s0DU5sEdGQwRtmZmZVVdFQdEk7AHtRNBQ/Ih5t6qDMzMwaq8GJTdIXgPOBXsBM4IPAFLKrdFgjLayp4eQdctOba9X2k4OqHYFZg0w+t9JB9g1XyeCR84EDgL9HxKHAB4A3miUqMzOzRqoksa1Ol4lCUrt0Kan3N09YZmZmjVPJd2yL0w+t7wH+IulfZNdINDMzazUqGRV5XJocI2ki2eWr7m+WqMzMzBqp0lGRg8mubB/A5Ih4u1miMjMza6RKbjR6GdktZrqSXUfxN5Iuaa7AzMzMGqOSFtupwMCiASTfIxv2f3lzBGZmZtYYlYyKXMKG90hrB7zctOGYmZltmobcaPQnZN+prQDmSvpLev5RYGrzhmdmZlaZhnRFFm4mOh24u2j+pCaPxszMbBM15EajN7VEIGZmZk2hklGRR0t6StLrkt6UtFLSm80ZnJmZWaUqGRV5LfApYHY09LbbZmZmLaySUZEvAXOc1MzMrDWrpMX2NeBPkh4B1hRmRsQPmjwqMzOzRqoksV0BrCL7LdvWzROOmZnZpqkksfWMiP2aLRIzM7MmUMl3bH+SdESzRWJmZtYE1NCxIJJWAtsAbwNrAQEREds1X3j5t//++8e0adPqX9HMzNaTND0i9i+1rJKuyO3JLoTcJyLGStoV6NEUAZqZmTWVSroirwM+CJycnq8EftrkEZmZmW2CSlpsB0bEYElPAUTEvyR5dKSZmbUqlbTY1kqqIbuyP5K6A+80S1RmZmaNVEli+zHZ1f3fJ+kK4K/Ad5olKjMzsyur31kAAAsDSURBVEZqcFdkRNwqaTpwGNmIyGMj4plmi8zMzKwRKvmOjYiYD8xvpljMzMw2WSVdkWZmZq2eE5uZmeWKE5uZmeWKE5uZmeWKE5uZmeWKE5uZmeWKE5uZmeWKE1uVPbN4OUNG31ztMMzMcsOJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJzczMcsWJrcr2qHmFuztdxT/G9q92KGZmueDEZmZmueLEZmZmueLEZmZmueLEZmZmueLEZmZmudLiiU1SL0l/kLRA0kJJP5XUrqXjKIqns6Szq7V/MzNrWi2a2CQJuAu4JyL2AvYCOgDfb8k46ugMOLGZmeVES7fYPgKsjojfAERELfDfwOmSvizpp4UVJd0naUSaPkLSFEkzJI2X1DHNHyLpEUnTJT0gqUeaP0nSlZKmSnpO0vA0v1+aN1PS05L2Ar4H7JHmXaXMVZLmSJot6aS07XWSPpmm75b06zR9hqQrJPWW9IykGyTNlfSgpA4tU61mZlbQ0omtHzC9eEZEvAksArYqtYGkbsAlwOERMRiYBnxFUlvgJ8AJETEE+DVwRdGmW0XEUOAC4Jtp3heBH0XEIGB/YDHwdeCFiBgUEaOBTwGDgIHA4cBVKWE+BgxP5ewM7JumhwOPpum9gOsioh/wBnB8w6vGzMyaQslk0sp8kCyJTM56MtkamAK8H9gP+EuaXwMsLdrurvR3OtA7TU8BLpbUC7grIhakbYt9GLg9tSZflfQIcABZYrtA0r7APGCHlPCGAecBXYEXI2Jmif1uQNIoYBTAztu3raAqzMysPi2d2OYBJxTPkLQdsBOwHNi7aFH7wirAXyLi5Drb9QfmRsSwMvtak/7Wko4zIm6T9ATwCeBPks4CFjYk8Ih4WVJn4EiyFloX4NPAqohYKalr0T4L+y3ZFRkR44BxAAN27hAN2b+ZmTVMS3dFPgxsI+l0AEk1wDXAT4EXgUGS2kjaBRiatvkbcJCkPdM220raG3gW6C5pWJrfVlK/je1c0u7Awoj4MfAHYACwEuhUtNpjwEmSaiR1Bw4GphbFcgFZYnsMuDD9NTOzVqJFE1tEBHAccIKkBWSttHci4gpgMllymwf8GJiRtnkNGAncLulpsu7EvhHxNlnr70pJs4CZwIfqCeHTwBxJM8m6MW+OiOVk3ZxzJF0F3A08DcwCJgBfi4hX0vaPkX1393yKrwtObGZmrYqyXFOlnUsfAm4HjouIGVULpIoG7Nwh7jtrTwB2vWx2laMxM9s8SJoeEfuXWlbVwSMR8TiwWzVjMDOzfPEltczMLFec2MzMLFec2MzMLFc2hx9o59rCmhpO3mG77MlPDqpuMFUy+dzJ1Q7BzHLELTYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8uVraodwJau7/v6MvncydUOw8wsN9xiMzOzXHFiMzOzXHFiMzOzXHFiMzOzXHFiMzOzXHFiMzOzXFFEVDuGLZqklcCz1Y6jQt2AZdUOohE2x7gdc8twzC2jKWPeLSK6l1rg37FV37MRsX+1g6iEpGmbW8ywecbtmFuGY24ZLRWzuyLNzCxXnNjMzCxXnNiqb1y1A2iEzTFm2DzjdswtwzG3jBaJ2YNHzMwsV9xiMzOzXHFiMzOzXHFiqyJJR0p6VtLzkr5e7XjKkbRI0mxJMyVNS/O6SPqLpAXp7w5VjvHXkv4paU7RvJIxKvPjVO9PSxrcimIeI+nlVNczJR1VtOx/UszPSvpYlWLeRdJESfMkzZV0fprfaut6IzG39rpuL2mqpFkp7m+l+X0kPZHi+52krdP8dun582l571YU842SXiyq60FpfvOcHxHhRxUeQA3wArA7sDUwC9i32nGViXUR0K3OvO8DX0/TXweurHKMBwODgTn1xQgcBfwZEPBB4IlWFPMY4MIS6+6bzpF2QJ907tRUIeYewOA03Ql4LsXWaut6IzG39roW0DFNtwWeSHX4e+C/0vzrgS+l6bOB69P0fwG/a0Ux3wicUGL9Zjk/3GKrnqHA8xGxMCLeBv4XOKbKMVXiGOCmNH0TcGwVYyEiHgVerzO7XIzHADdH5m9AZ0k9WibSd5WJuZxjgP+NiDUR8SLwPNk51KIiYmlEzEjTK4FngJ1pxXW9kZjLaS11HRGxKj1tmx4BfAS4I82vW9eF1+AO4DBJaqFwgY3GXE6znB9ObNWzM/BS0fPFbPyfrZoCeFDSdEmj0rwdI2Jpmn4F2LE6oW1UuRhbe91/OXXL/Lqoi7fVxZy6uj5A9ql8s6jrOjFDK69rSTWSZgL/BP5C1np8IyLWlYhtfdxp+Qqga8tG/N6YI6JQ11ekuv6hpHZ1Y06apK6d2KwhPhwRg4GPA+dIOrh4YWR9Cq36dyObQ4zJz4E9gEHAUuCa6oZTmqSOwJ3ABRHxZvGy1lrXJWJu9XUdEbURMQjoRdZq7FvlkOpVN2ZJ+wH/Qxb7AUAX4KLmjMGJrXpeBnYpet4rzWt1IuLl9PefwN1k/2CvFroM0t9/Vi/CssrF2GrrPiJeTW8M7wA38G4XWKuJWVJbsgRxa0TclWa36rouFfPmUNcFEfEGMBEYRtZdV7jOb3Fs6+NOy7cHlrdwqOsVxXxk6g6OiFgD/IZmrmsntup5EtgrjXDamuzL3nurHNN7SNpWUqfCNHAEMIcs1s+m1T4L/KE6EW5UuRjvBU5PI7I+CKwo6karqjrfLxxHVteQxfxfaeRbH2AvYGoV4hPwK+CZiPhB0aJWW9flYt4M6rq7pM5pugPwUbLvBycCJ6TV6tZ14TU4AZiQWs8tpkzM84s+9IjsO8Hium7686M5R8j4Ue8IoqPIRmi9AFxc7XjKxLg72QixWcDcQpxkffcPAwuAh4AuVY7zdrLupLVk/fSfLxcj2Qis61K9zwb2b0Ux35Jiejr90/coWv/iFPOzwMerFPOHyboZnwZmpsdRrbmuNxJza6/rAcBTKb45wGVp/u5kifZ5YDzQLs1vn54/n5bv3opinpDqeg7wW94dOdks54cvqWVmZrnirkgzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYzM8sVJzYz22SSLpC0TbXjMAPfQdvMmoCkRWS/QVpW7VjM3GIz20JIOj1dhHaWpFsk9ZY0Ic17WNKuab0bJZ1QtN2q9HeEpEmS7pA0X9Kt6YoR5wE9gYmSJlbn6MzetVX9q5jZ5k5SP+AS4EMRsUxSF7JbnNwUETdJOgP4MfXffugDQD9gCTAZOCgifizpK8ChbrFZa+AWm9mW4SPA+ELiiYjXyS6oe1tafgvZpafqMzUiFkd24eCZQO9miNVskzixmVld60jvDZLakN3hvWBN0XQt7vWxVsiJzWzLMAE4UVJXgNQV+TjZXSUATgUeS9OLgCFp+pNkd0Guz0qgU1MFa7Yp/GnLbAsQEXMlXQE8IqmW7Ars5wK/kTQaeA34XFr9BuAPkmYB9wP/bsAuxgH3S1oSEYc2/RGYNZyH+5uZWa64K9LMzHLFic3MzHLFic3MzHLFic3MzHLFic3MzHLFic3MzHLFic3MzHLl/wPM/P4hZV15FAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.countplot(data=titanic, y='embark_town', hue='class', order=('Cherbourg','Southampton','Queenstown'))\n",
    "plt.title('Distribution of passengers by port of embarkation');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CJMSS5XWE8d8"
   },
   "source": [
    "The function `sns.barplot()` allows categorical data to be plotted against continuous data. If we want to determine the average fare paid by adult males and females, and children, again categorized on the class that they travelled in, we can plot `who` and `class` (categorical variables) against `fare` (a continuous variable). This plots a rectangle whose height is the mean value, and error bars which show the 95% confidence interval for the observations (95% of the observations lie in this interval).\n",
    "\n",
    "If we wanted the bar plot to have horizontal bars, we could set `x='fare'` and `y='who'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "o5UtsaqjE8d8",
    "outputId": "25804b30-9ea0-4617-b984-827c8cdc8e40"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(data=titanic, x='who', y='fare', hue='class')\n",
    "plt.title('Fares in Pounds for categories of passenger');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "hEdx2vO8E8d9"
   },
   "source": [
    "Histograms of data can be created using the routine `sns.histplot()`. By default `sns.histplot()` plots counts,  however by specifying keywords for`sns.histplot()` we can also plot distributions. Here we will primarily plot counts of features.\n",
    "\n",
    "Histograms are used to bin continous data into a discrete number of groups, and then count the number of observations in each group. If we want to plot the count of passengers based on `age` and `class`, we then just need to set `x='age'` and `hue='class'`. As we have multiple categories (classes) in each bin, we need to specify that they are stacked one on top of each other using `multiple='stack'`. Otherwise, the bins for each category will be overlaid and some will not be observable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "Cw9CnmOjE8d9",
    "outputId": "e44b6565-cf9f-4a2f-872e-33c93ebac41e"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=titanic, x='age', hue='class', multiple='stack')\n",
    "plt.title(\"Distribution of age\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "sMTSnLrjE8d9"
   },
   "source": [
    "To create a distribution, where the area of the histogram is normalized to be equal to one, we can set `stat='density'`. This will create a plot similar to the default for `sns.displot()`, and for which the height of the bars do not change significantly as we change the number of bins. \n",
    "\n",
    "Investigate changing the number of bins for the histogram and density plots by varying the keyword `bins=n`, where `n` is an integer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "mu4sTqhtE8d-",
    "outputId": "4d02fe73-6d7d-4913-8c11-43a6d9f2fef1"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=titanic, x='age', hue='class', multiple='stack', stat='density')\n",
    "plt.title(\"Distribution of age\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gzng8WawE8d-"
   },
   "source": [
    "An alternative to stacked plots is to plot categories next to each other using `multiple='dodge'`. In this case to make the figures easier to view we slightly shrink the bars and reduce the number of bins by setting `shrink=0.8` and `bins=10`. Notice that reducing the number of bins changes the shape of the histogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "lL5-IiP4E8d_",
    "outputId": "2398cca2-ef91-4864-cbd0-d0ff361f618f"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=titanic, x='age', hue='class', bins=10, multiple='dodge', shrink=0.8)\n",
    "plt.title(\"Distribution of age\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "cj3b78rnE8d_"
   },
   "source": [
    "As with the other bar type plots we have considered, the orientation of the plots can be changed by setting the binned variable to `y` rather than `x`.\n",
    "\n",
    "We can also create two-dimensional histograms by setting both the `x` and `y` continuous variables. The colour of each bin then corresponds to the frequency of observations. To understand the count in each bin, a colourbar should be added to the plot. In this case the darker cells reflect higher counts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "lHs2S5yhE8d_",
    "outputId": "213b799e-0e89-42f1-ec91-fb9a15372776"
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEWCAYAAACdaNcBAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nO3dedweVX338c83CTtIgKQpJoGEkorBDUwBi60o+BSQAk9FxCIihicuKCD4Elz6gL5csIuIT+sSAQGLLEUQilSlLOJSgmyyBUuKLIkJSSAJILJEfs8f51wwubmXmTvXXMvc33de88ps15kzM9f9u86cOTNHEYGZmTXLuG5nwMzM2s/B3cysgRzczcwayMHdzKyBHNzNzBrIwd3MrIHGbHCX9A1Jf9emtLaT9KSk8Xn6eklHtyPtnN5/SDqyXelV2O7nJK2UtKzT224CSTMkhaQJ3c5Ltwz3t6Dk25JWSbqp03lrukZ+6SQ9AEwB1gJ/AO4BzgPmR8TzABHxgQppHR0R/znUOhHxELD5+uX6he2dCuwYEe8upL9fO9KumI/tgBOB7SNieae3b2PCG4G3AtMi4nfdzkzTNLnk/tcRsQWwPXAacBJwVrs30uBS2XbAow7s62rw+e6G7YEHRhPYc6m/yfFr/UVE4wbgAWCfAfN2A54HXpWnzwE+l8cnAVcCq4HHgJ+Sfvi+kz/ze+BJ4OPADCCAucBDwA2FeRNyetcDXwRuAh4HLge2zsv2AhYPll9gX+BZ4Lm8vV8V0js6j48DPg08CCwnXZFsmZe18nFkzttK4FPDHKct8+dX5PQ+ndPfJ+/z8zkf5wzy2b2AxcAn83YeAA4vLH8bcFve/4eBUwvLNgb+FXg0H/NfAlPysvcC9wNPAL8ZkOb7gIXAKuBHpKuK1rIAPgDcl9P8F0B52Xjgn3I+fwN8eMD52pL0w78UWAJ8DhhfyM/PgdNzfj8H7Aj8BFiT07xoiOPbOh/zgN/m9D+Wl/0x8BSwTWH9XfO52GCQtHYD/ivv21Lgn4ENC8v/F/DrnKev5fwdXebYDbKtfwOW5bRuAHYuLDsnH9sf5HO0APiTwvK3Avfmz/7zwHwU1psLPE26sn4S+AywFenvcEXO55WkUn3rM9cDn8/n4/f5POwEXE36u/01cGi340+vDF3PQC07NUhwz/MfAj6Yx8/hxeD+ReAbwAZ5+ItCYFgnrcIf7HnAZsAmDB7clwCvyut8D/jXvGwvhgjuefzU1rqF5dfzYnB/H7AI2IFUFXQp8J0BeftWztdrgWeAVw5xnM4j/fBskT/738DcofI54LN7kaq9vgxsBLwJ+B3wisLyV5N+LF4DPAIcnJe9H/h3YFNS4H098LJ8rB4vpLEtObAAB+X9fiWpOvHTwC8K+QlSMJhIuupYAeybl32AVDU3jRRA/nPA+boM+Gbe/h+RfpTfn5e9N+/nR/J2NwEuAD6V921j4I1DHKPW+bggp/3qnK/Wub6K/H3M06cD/2+ItF4P7JHzMIMUqI/Pyybl4/Y3eflxpALC0WWO3SDbel/+TmwEfAW4vbDsHNKP3G45rfOBCwv5eAI4hPR39NF87F4S3AvH9meF6W2At+fvxRakH5nvD/g7eAjYOW97S1LB4ag8vQvpx3Z2t2NQLwxdz0AtOzV0cL+RXJJl3eD+WVKQ23GktAp/sDsMMq8Y3E8rLJ9NKpGPZ/2D+zXAhwrLXpH/kFt/9MG6pZ2bgMMG2a/xOU+zC/PeD1yfx1+SzwGf3yv/4W5WmHcx8HdDrP8V4PQ8/j7gF8BrBqyzGalk+nZgkwHL/oP8w5Onx5FKvtvn6aAQZHNeTs7j15KDdZ7ep3W+SPdmniluD3gXcF0efy/w0IC8nAfMLx7nIfa5dT52Ksz7e+CsPP5O4OeF87EM2K3kd/x44LI8/h7gvwrLRAp6re/MsMduhO1MzPvQujo8BzizsHx/4N5CPm4ckI/FlAzugyx/HbBqwN/BZwvT7wR+OuAz3wROKXMMmz6MtTqrqaTLt4H+gVSy+bGk+yWdXCKthyssf5BUkplUKpfDe3lOr5h2K0i1FFu3PMXgN3sn5TwNTGtqhbysinXrSx/M+UPS7pKuk7RC0hpS6bm1/98hVQ1cKOm3kv5e0gY5rXfmdZdK+oGknfJntgfOkLRaUqv6TAPyO9R+v5x1z0dxfHvScVhaSPubpBL8YOtDqp4TcJOkuyW9b+hD9JLPv3CMSAWK2ZJmkqoz1kTEoK1GJP2ppCslLZP0OPAFXjye6+xfpCi3eMA+jnTsWtsZL+k0Sf+Tt/NAXlT87pY6zjkfI/2dFLe9qaRvSnowb/sGYGKrFVo28Nzt3tqvvG+Hk6q8xrwxE9wl/Rnpy/yzgcsi4omIODEidgAOBE6QtHdr8RBJDjW/ZXphfDtS6Xolqepi00K+xgOTK6T7W9KXupj2WlK1RxUrc54GprWkQhpbSdpswOd/m8e/C1wBTI+ILUnVXgKIiOci4jMRMRv4c+AAUqmPiPhRRLyVVCVzL6mKCdIf9fsjYmJh2CQiflEin0tJVTItxXPzMKnkPqmQ7ssiYufCOuuck4hYFhH/JyJeTrra+ZqkHYfZ/sDvwm9zOk+TrjDeDRxB+tEbytdJx2NWRLyMdK9Dg+2fJA3Y3yrH7m9J1Tj7kKo9ZrSSHSZvLUsp7GvOx/ShV3+JE0lXorvnffzLQbZdPBcPAz8ZsF+bR8QHK2yzsRof3CW9TNIBwIWk6o47B1nnAEk75i/jGtJNnufz4kdI9dtVvVvSbEmbkqp9LomIP5DqtTeW9DZJG5DqPzcqfO4RYMYwLQEuAD4qaaakzUkluIsiYm2VzOW8XAx8XtIWkrYHTiDd6KziM5I2lPQXpCD9b3n+FsBjEfG0pN1IQQMASW+W9Or8w/Y46UfmeUlTJB2UfzCeId1oa52HbwCfkLRzTmNLSe8omceLgeMkTZU0kdRyqnUclgI/Bv4pf1fGSfoTSW8aKjFJ75DUCp6rSAHn+aHWB/4ul0p3JtUPX1RYdh6peuJAhg/uW5CO1ZP5aqYYwH4AvFrSwbk1zzGsW3qtcuy2IB37R0mFkC8Mk6eBfgDsLOlvcj6OpVopegvSjdLVkrYGThlh/SuBP5V0hKQN8vBnkl5ZYZuN1eTg/u+SniD9un+KdOPvqCHWnUW6yfYkqUXC1yLiurzsi8Cn82Xfxyps/zuk+sllpJtuxwJExBrgQ8CZpFLy71j3EroVHB+VdOsg6Z6d076B1PLjadLNvtH4SN7+/aQrmu/m9MtaRgpuvyXdWPtARNybl30I+Gw+B/+XFGBb/hi4hBSsFpJaVHyH9H08Iaf3GOkm7QcBIuIy4EukqpzHgbuAsu3/v0UK4HeQWvBcxYvPQEC6atiQdNN1Vc7btsOk92fAAklPkq5OjouI+4dZ/yekar9rgH+MiB+3FkTEz0k/DLdGxINDfB7gY6QfyCfy/rzwAxERK4F3kOrzHyXd47mZFKSrHrvzSFVHS0jH48Zh8rSOQj5Oy/mYRWrZUtZXSDesV+bt/nCE7T1BaiV0GOk7s4y0nxsN97mxotUixKwSSXuRroSmjbRur5G0H/CNiNh+xJU7QNK1wHcj4sw2pTeOVGA4vFBIsTGmySV3MwAkbSJpf0kTJE0lXe5f1u18wQv3gnZl3aqa0aTzV5ImStqIF+vjS5e6rXkc3G0sEOkhmVWkapmFpKqirpJ0Lqk68PhcxbA+3gD8D6lK469JzxT8fj3TtD7mahkzswZyyd3MrIH6+iVIkyZNihkzZnQ7G2bWB2655ZaVETF55DWHtvUfbx/PPft0qXWfXLX8RxGx7/psb330dXCfMWMGN998c7ezYWZ9QNJwTU1Lee7Zp9ll78NKrfvTS77ajifSR62vg7uZWcepzMO63efgbmZWhYO7mVkTObibmTWM6Jfg7qaQZmZVSOWGEZPR2ZKWS7prkGUnKnWuPilPS9JXJS2SdIekXUdK38HdzKwSlRxGdA6pa811U5emk16I9lBh9n6kF7HNInXb+PWREndwNzOrok0l94i4gcE7Dzqd1CFM8fUBBwHnRXIjqROT4d5c6uBuZlaaqBLcJ0m6uTDMGzF56SBgSUT8asCiqazbC9ViRug1zTdUraMuvHF17ds4bI+JtW/DxqpKN1RXRsSc0imnjn0+SaqSWW8O7mZmVdTXzv1PgJnAr1KncEwDbs09mS1h3S4LpzFCl5i1VstIekDSnZJul3Rznre1pKsl3Zf/3yrPr3w32Mys89p2Q3UdEXFnRPxRRMyIiBmkqpddI2IZqcev9+Q4uQepM/Wlw6XXiTr3N0fE6wqXJycD10TELFK3Yyfn+ZXvBpuZdVybYrukC0jder5C0mJJc4dZ/SpSd5iLSN0sfmik9LtRLXMQsFcePxe4ntRh8Qt3g4Ebc68y247062Rm1lntKRNHxLtGWD6jMB6kjs9Lq7vkHsCPJd1SuFM8pRCwlwFT8nipu8GS5rXuPq9YsaKufJuZDaJkS5keeP9M3SX3N0bEEkl/BFwt6d7iwogISZW6goqI+cB8gDlz5rgbKTPrsO4H7jJqLblHxJL8/3JSh8S7AY+0Gt/n/5fn1SvfDTYz67g+KbnXFtwlbSZpi9Y4qe3mXaS7vkfm1Y4ELs/jle8Gm5l1Xj2tZdqtzmqZKcBlub3mBOC7EfFDSb8ELs53hh8EDs3rXwXsT7ob/BRwVI15MzOrrjfidim1BfeIuB947SDzHwX2HmR+5bvBZmadJVB/vLXFT6iamVXSH0V3B3czsyp64GZpGQ7uZmaV9Edw74/KIzMzq8QldzOz0nxD1cysmVznbmbWPNEnde4O7mZmZbW62esDDu5mZpU4uJuZNU9/xHYHd+ssd15t/c2tZczMGqo/iu4O7mZmVfiGqplZEzm4m5k1TP+80L0/7gyYmfWAAELlhpFIOlvSckl3Feb9g6R7Jd0h6TJJEwvLPiFpkaRfS/qrkdJ3cDczK0uk1jJlhpGdA+w7YN7VwKsi4jXAfwOfAJA0GzgM2Dl/5muSxg+XuIO7mVkl7elDNSJuAB4bMO/HEbE2T94ITMvjBwEXRsQzEfEbUnekuw2XvoO7mVkVUrkBJkm6uTDMq7il9wH/kcenAg8Xli3O84bkG6pmZqVVuqG6MiLmjGor0qeAtcD5o/k8OLibmVVTczt3Se8FDgD2jojIs5cA0wurTcvzhuRqGTOzCkIqNYyGpH2BjwMHRsRThUVXAIdJ2kjSTGAWcNNwabnkbmZWSXtK7pIuAPYi1c0vBk4htY7ZCLha6Qfixoj4QETcLeli4B5Sdc0xEfGH4dJ3cDczq6JN1TIR8a5BZp81zPqfBz5fNn0HdzOz0vrnCVUHdzOzstwTk5lZUzm4m5k1zmhbwnSag7uZWSX9Edxrb+cuabyk2yRdmadnSlqQ3252kaQN8/yN8vSivHxG3XkzM6um5KsHeqB034mHmI4DFhamvwScHhE7AquAuXn+XGBVnn96Xs/MrMe058Vhdas1uEuaBrwNODNPC3gLcEle5Vzg4Dx+UJ4mL987r29m1jPqfEK1neouuX+F9Cjt83l6G2B14ZWWxTebvfDWs7x8TV7fzKyHjPGSu6QDgOURcUub053XeoXmihUr2pm0mdkIXOcOsCdwoKQHgAtJ1TFnABMltVrpFN9s9sJbz/LyLYFHByYaEfMjYk5EzJk8eXKN2TczG6D1ENNYDu4R8YmImBYRM0jdQ10bEYcD1wGH5NWOBC7P41fkafLyawuvuzQz6wmBSg3d1o1X/p4EnCBpEalOvfWinLOAbfL8E4CTu5A3M7Ph9UnJvSMPMUXE9cD1efx+Bun7LyKeBt7RifyYmY1e9wN3GX5C1cystN4olZfh4G5mVlLgd8uYmTWUg7uZWfO45G5m1kQO7mZmDdMbrxYow8HdzKws9c8N1W48xGRm1r/a9BCTpLMlLZd0V2He1pKulnRf/n+rPF+Svpr7u7hD0q4jpe/gbmZWSdveCnkOsO+AeScD10TELOAaXnxSfz9gVh7mAV8fKXEHdzOzCtr1PveIuAF4bMDsYr8WA/u7OC+SG0kvYNx2uPQd3M3MSitbahfApNbryfMwr8QGpkTE0jy+DJiSx1/o7yIr9oUxKN9QNTOrovwN1ZURMWe0m4mIkDTqN+O65G5mVkHN3ew90qpuyf8vz/Nf6O8iK/aFMSgHdzOzSmrtZq/Yr8XA/i7ek1vN7AGsKVTfDMrVMmZmZbV6YmpHUtIFwF6kuvnFwCnAacDFkuYCDwKH5tWvAvYHFgFPAUeNlL6Du5lZae17QjUi3jXEor0HWTeAY6qk7+BuZlZBvzyh6uBuZlaFg7uZWRM5uJuZNYp7YjIzayS/8tfMrJn6pOTuh5jMzBrIJXczs7IEof4oEzu4m5lV0h/VMg7uZmalletlqRc4uJuZVRAuuZuZNVB/xHYHdzOzSnxD1cysifqj6F5bcJe0MXADsFHeziURcYqkmcCFwDbALcAREfGspI2A84DXA48C74yIB+rKXz86/xerO7Kdw/98Yke2Y4O7ZMGqjmznkN236sh2mmW9elnqqDqvL54B3hIRrwVeB+ybexD5EnB6ROwIrALm5vXnAqvy/NPzemZmNgq1BfdInsyTG+QhgLcAl+T55wIH5/GD8jR5+d5Sn/xEmtnY0OqJqczQZbXeGZA0XtLtpE5erwb+B1gdEWvzKouBqXl8KvAwQF6+hlR1MzDNeZJulnTzihUr6sy+mdkgau1DtW1qDe4R8YeIeB2pp+7dgJ3akOb8iJgTEXMmT5683nk0M6siNK7U0G0dyUFErAauA94ATJTUupE7DViSx5cA0wHy8i1JN1bNzHpHfxTc6wvukiZLmpjHNwHeCiwkBflD8mpHApfn8SvyNHn5tblTWDOzHlE2so8c3SV9VNLdku6SdIGkjSXNlLRA0iJJF0nacLQ5rbPkvi1wnaQ7gF8CV0fElcBJwAmSFpHq1M/K658FbJPnnwCcXGPezMwqa/XEVGYYjqSpwLHAnIh4FTAeOIyhWxNWVls794i4A9hlkPn3k+rfB85/GnhHXfkxM2uPttW5TAA2kfQcsCmwlNSa8G/z8nOBU4Gvjybx7tf6m5n1kzY0hYyIJcA/Ag+Rgvoa0kOdQ7UmrMzB3cysrGrt3Ce1mm3nYd4LyUhbkZ7tmQm8HNgM2LedWfW7ZczMSqvUFGZlRMwZYtk+wG8iYgWApEuBPcmtCXPpvdiasDKX3M3MKmjHDVVSdcwekjbNT+LvDdzD0K0JKysV3CVtIukVo92ImVlzrH9TyIhYQHrNyq3AnaRYPJ+hWxNWNmK1jKS/JlX8bwjMlPQ64LMRceBoN2pm1rfa1FgmIk4BThkwe9DWhKNRpuR+at7Y6pyh20k3AczMxqBxJYfuKnND9bmIWDPgBY1+ctTMxqDeeONjGWWC+92S/hYYL2kW6amqX9SbLTOz3tQvJdsy1w4fAXYmdb7xXVJj++PrzJSZWc/qk/e5D1tylzQe+EFEvBn4VGeyZGbWy7ofuMsYNrhHxB8kPS9py4hY06lM9av6+77szJfq4hr3o+7bTM/XnD70wq0y65rWE6p9oEyd+5PAnZKuBn7XmhkRx9aWKxvUBuP7pbbP1pc7r+5hDQrul+bBzGyM65GeOEoYMbhHxLkjrWNmNmY0peSemz9+EZgNbNyaHxE71JgvMzNbD2XuDX2b9LL4tcCbgfOAf60zU2ZmPatPmkKWCe6bRMQ1gCLiwYg4FXhbvdkyM+tV/dFDdpkbqs9IGgfcJ+nDpPcLb15vtszMelQPlMrLGLLkLuk7efT7pP79jgVeDxxBes+wmdnYUrZKpgd+AIYrub9e0suBw4FvAU8BJ3YkV2ZmPav7gbuM4YL7N4BrgB1IHbeK9M6c1v9uLWNmY08PlMrLGLJaJiK+GhGvBM6OiB0iYmbx/w7m0czMKirzENMHO5ERM7O+oP54u1CZ1jJmZtbSH7UyDu5mZuX1Rhv2Mhzczcyq6PcbqmZm9lIq+W/EdKSJki6RdK+khZLeIGlrSVdLui//P+p3Pzu4m5l1xxnADyNiJ+C1wELgZOCaiJhFaop+8mgTd3A3MytLpNYyZYbhkpG2BP4SOAsgIp6NiNXAQUDrNevnAgePNqu1BXdJ0yVdJ+keSXdLOi7PH/SyQ8lXJS2SdIekXevKm5nZqJV/b9gkSTcXhnmFVGYCK4BvS7pN0pmSNgOmRMTSvM4yYMpos1nnDdW1wIkRcaukLYBbcld97yVddpwm6WTSZcdJwH7ArDzsTnrN8O415q/tmtA1Wv39wNZ7nDqRf2jGubbRKFefnq2MiDlDLJsA7Ap8JCIWSDqDAVUwERGSRt23Zm0l94hYGhG35vEnSPVJUxn6suMg4LxIbgQmStq2rvyZmY1Ke14cthhYHBEL8vQlpGD/SCvu5f+XjzabHalzlzQD2AVYwNCXHVOBhwsfW5znDUxrXusyZ8WKFbXl2cysLhGxDHhY0ivyrL2Be4ArePGtu0cCl492G7W3c5e0OfA94PiIeFyFX7TRXHZExHxgPsCcOXNGfcliZjYq7Wvn/hHgfEkbAvcDR5EK3BdLmgs8CBw62sRrDe6SNiAF9vMj4tI8+xFJ20bE0gGXHUuA6YWPT8vzzMx6ggC1KbhHxO3AYHXye7cj/Tpby4jUzGdhRHy5sGioy44rgPfkVjN7AGsK1TdmZj2iOd3sjdaepF6b7pR0e573SeA0Br/suArYH1hE6hjkqBrzZmZWndS2knvdagvuEfEzhv75esllR0QEcExd+TEzG0v84jAzsyrGesndzKyJxny1jJlZMzm4m5k1TP/cUPVbIc3MGsgldzOzsuQ6dzOzhnJwNzNrlHa+fqBuDu5mZhX0SWx3cDczq6Y/oruDu5lZaZV6YuqqMRXcL+5QF2x1eWZt/V+qTTrwjfj2z9bUlvYWG9SW9DouvHF1ZzZUo8P2mNjtLPSn/ojtYyu428jWRr3f3N934AeqbnUfI+tdAjbok9Pv4G5mVpKA8d3OREkO7mZmZQnGu+RuZtYson/e2eLgbmZWgYO7mVnDiP6plumXHyEzs54wQeWGMiSNl3SbpCvz9ExJCyQtknSRpA1Hm08HdzOzklp17mWGko4DFhamvwScHhE7AquAuaPNq4O7mVkF41RuGImkacDbgDPztIC3AJfkVc4FDh5tPl3nbmZWUsXWMpMk3VyYnh8R8wvTXwE+DmyRp7cBVkfE2jy9GJg62rw6uJuZlRaMI8quvDIi5gy2QNIBwPKIuEXSXu3KXZGDu5lZSaJclUsJewIHStof2Bh4GXAGMFHShFx6nwYsGe0GXOduZlZWyZYyI7WWiYhPRMS0iJgBHAZcGxGHA9cBh+TVjgQuH21WHdzNzEqqobXMQCcBJ0haRKqDP2u0CblaxsysgnY/wxQR1wPX5/H7gd3aka6Du5lZBW2qc6+dg7uZWUn99OKw2vIp6WxJyyXdVZi3taSrJd2X/98qz5ekr+ZHbu+QtGtd+TIzWx/jFaWGbqvzR+gcYN8B804GromIWcA1eRpgP2BWHuYBX68xX2Zmo9KBG6ptU1u1TETcIGnGgNkHAXvl8XNJNxFOyvPPi4gAbpQ0UdK2EbG0rvyZjXV19yl86O5b1Zp+t8h17oOaUgjYy4ApeXwq8HBhvdZjty8J7pLmkUr3bLfddpU2Xvev6fM1p7/s9/3SwdfQ6r5cffoP9ZeZnn2+3r/uyRvX/U2CCeO6X23Qr3qhVF5G1/KZS+mVv2ERMT8i5kTEnMmTJ9eQMzOzwbWeUG3Hi8Pq1ung/oikbQHy/8vz/CXA9MJ66/XYrZlZXVRy6LZOB/crSI/UwrqP1l4BvCe3mtkDWOP6djPrNcodZJcZuq22OndJF5Bunk6StBg4BTgNuFjSXOBB4NC8+lXA/sAi4CngqLryZWa2Pvqlzr3O1jLvGmLR3oOsG8AxdeXFzKxd1ANt2MvwE6pmZiX10xOqDu5mZhW4nbuZWQP1SWx3cDczK0v0RkuYMhzczcwqcJ27mVkDubWMmVkD9UmtjIO7mVlZ6pH3xpTh4G5mVoGDu5lZw/TTQ0z9kk8zs57QjrdCSpou6TpJ90i6W9Jxef6gXZGOhoO7mVkFUrlhBGuBEyNiNrAHcIyk2QzdFWllDu5mZhWIKDUMJyKWRsStefwJYCGp97mDSF2Qkv8/eLT5dJ27mdWiiX20tnpiKmmSpJsL0/MjYv5L0kx9Te8CLGDorkgrG1PB/Qv3bVBr+tM3rvdwrrropFrTB2p/K9Ljr357remz3WvqTR/Yf3K9fdk+34FnZLbeqN5+WjeZ0B8P+oxGheC+MiLmDLeCpM2B7wHHR8TjKvz9RURoPZ6YcrWMmVkF7epmT9IGpMB+fkRcmmcP1RVpZQ7uZmYVtKm1jICzgIUR8eXCoqG6Iq1sTFXLmJmtjzY+oboncARwp6Tb87xPMnRXpJU5uJuZlTZyS5hSqUT8jKEL+C/pinQ0HNzNzCpwT0xmZg1TsSlkVzm4m5lV0C+tUBzczcwq6JOCu4O7mVkVrnM3M2uYsg8o9QIHdzOzCsa5D1Uzs4Yp9zrfnuDgbmZWQZ/Edgd3M7OyXOduZtZQ/fIQU0+1x5e0r6RfS1okadTdS5mZ1aVdr/ytW8+U3CWNB/4FeCuwGPilpCsi4p7u5szMLEmvH+iP1jK9VHLfDVgUEfdHxLPAhaT+BM3MekabOsiuXc+U3Emdwz5cmF4M7D5wJUnzgHkA2223XaUN3Pruzdcjez3gkDO6nQOzMa8H4nYpvVRyLyUi5kfEnIiYM3ny5G5nx8zGGNe5V7cEmF6YnpbnmZn1BNEbVS5l9FLJ/ZfALEkzJW0IHEbqT9DMrGe45F5RRKyV9GHgR8B44OyIuLvL2TIze1H7+lCtXc8Ed4CIuAq4qtv5MDMbSr9Uy/RUcDcz62WpysXt3M3MGqdd7dzrfiLfwd3MrIJ23FAtPJG/HzAbeJek2e3Mp4O7mVkF41RuGEHtT+Qroj/qjwYjaQXwYMnVJwEra8xOL/I+jx1jcb+r7vP2EbFeTz5K+mHebhkbA08XpudHxPycziHAvjakJQMAAAR+SURBVBFxdJ4+Atg9Ij68Pvkr6usbqlVOlKSbI2JOnfnpNd7nsWMs7nc39jki9u3k9taHq2XMzDqv9ifyHdzNzDqv9ify+7papqL53c5AF3ifx46xuN99u8+deCK/r2+ompnZ4FwtY2bWQA7uZmYN1PjgPlY63ZY0XdJ1ku6RdLek4/L8rSVdLem+/P9W3c5ru0kaL+k2SVfm6ZmSFuRzflG+YdUYkiZKukTSvZIWSnpD08+zpI/m7/Vdki6QtHHTz/P6anRw78Qjvj1kLXBiRMwG9gCOyft6MnBNRMwCrsnTTXMcsLAw/SXg9IjYEVgFzO1KrupzBvDDiNgJeC1p3xt7niVNBY4F5kTEq0g3IA+j+ed5vTQ6uDOGOt2OiKURcWsef4L0Bz+VtL/n5tXOBQ7uTg7rIWka8DbgzDwt4C3AJXmVRu2zpC2BvwTOAoiIZyNiNQ0/z6SWfZtImgBsCiylwee5HZoe3AfrdHtql/LSMZJmALsAC4ApEbE0L1oGTOlSturyFeDjwPN5ehtgdUSszdNNO+czgRXAt3NV1JmSNqPB5zkilgD/CDxECuprgFto9nleb00P7mOOpM2B7wHHR8TjxWWR2r02pu2rpAOA5RFxS7fz0kETgF2Br0fELsDvGFAF08DzvBXpymQm8HJgM6BvXgPQLU0P7mOq021JG5AC+/kRcWme/YikbfPybYHl3cpfDfYEDpT0AKnK7S2k+uiJ+fIdmnfOFwOLI2JBnr6EFOybfJ73AX4TESsi4jngUtK5b/J5Xm9ND+5jptPtXNd8FrAwIr5cWHQFcGQePxK4vNN5q0tEfCIipkXEDNK5vTYiDgeuAw7JqzVtn5cBD0t6RZ61N3APDT7PpOqYPSRtmr/nrX1u7Hluh8Y/oSppf1K9bOsR3893OUu1kPRG4KfAnbxY//xJUr37xcB2pNcjHxoRj3UlkzWStBfwsYg4QNIOpJL81sBtwLsj4plu5q+dJL2OdAN5Q+B+4ChSQa2x51nSZ4B3klqF3QYcTapjb+x5Xl+ND+5mZmNR06tlzMzGJAd3M7MGcnA3M2sgB3czswZycDczayAHdzOzBnJwNzNrIAd36zuSvi/plvx+73l53lxJ/y3pJknfkvTPef5kSd+T9Ms87Nnd3Jt1hh9isr4jaeuIeEzSJqRXTPwV8HPSO1aeAK4FfhURH5b0XeBrEfEzSdsBP4qIV3Yt82YdMmHkVcx6zrGS/ncenw4cAfyk9bi9pH8D/jQv3weYnV5JAsDLJG0eEU92MsNmnebgbn0lv0NmH+ANEfGUpOuBe4GhSuPjgD0i4unO5NCsN7jO3frNlsCqHNh3InUpuBnwJklb5VfAvr2w/o+Bj7Qm8ku3zBrPwd36zQ+BCZIWAqcBN5Le4/0F4CZS3fsDpN56IPe9KekOSfcAH+h4js26wDdUrRFa9ei55H4Z6fXOl3U7X2bd4pK7NcWpkm4H7gJ+A3y/y/kx6yqX3M3MGsgldzOzBnJwNzNrIAd3M7MGcnA3M2sgB3czswb6/zbdGwakAPuFAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=titanic, x='age', y='fare', bins=10, cbar=True, palette='viridis')\n",
    "plt.title(\"Distribution of passengers by age and fare\");"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "urPRvFNXE8d_"
   },
   "source": [
    "Sometimes we need to know the cumulative count of a feature. For example, we might want to know the number of passengers less than a certain age. In this case we can create cumulative histrograms by setting `cumulative=True`. To show the count of passengers by sex, less than a certain age we can therefore use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 312
    },
    "id": "mTWybSz-E8eA",
    "outputId": "622a35bf-23d9-42bc-e689-2ee045f08b1e"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Cumulative count of passengers')"
      ]
     },
     "execution_count": 30,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=titanic, x=\"age\", hue=\"sex\", element=\"step\", fill=False, cumulative=True);\n",
    "plt.title('Cumulative count of passengers')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "SMWtar-mE8eA"
   },
   "source": [
    "For multiple categories these plots can also be stacked. If we plot the cumulative density, it is then apparent that the height of the plot approaches one at the right hand side, reflecting that for density plots the area of the histogram is one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "vEb6qoeLE8eA",
    "outputId": "17354c71-8a5a-499d-ee18-6bfd8f64e8f6",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.histplot(data=titanic, x=\"age\", hue=\"sex\", element=\"step\", multiple='stack', stat='density',\n",
    "             cumulative=True);\n",
    "plt.title('Cumulative distribution of passengers');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gGNn0vCVE8eA"
   },
   "source": [
    "We saw that bar plots can show the mean and variation of observations. If we want more detail there are four `seaborn` plot types we can use to investigate the observations. The first two are `sns.swarmplot()` and `sns.stripplot()`, which plot the actual observations, and the second two are `sns.boxplot()` and `sns.violinplot()`, which plot descriptive statistics. \n",
    "\n",
    "To demonstrate these plots we will investigate the survival rate of passengers. \n",
    "\n",
    "`sns.swarmplot()` plots each observation at a particular level, without superimposing any observations. Therefore the width of the swarm at each level demonstrates the number of observations for that pairing of categories. Depending on the number of observations the size of the marker may need to be adjusted to fit all the data on one plot. Here `size=3` gives a satisfactory visualisation of the data. With multiple categories for `hue`, the plots can be overlaid or plotted side-by-side by setting `dodge=True`. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "AqwmtGVxE8eB",
    "outputId": "45a50ea0-6c1a-4f52-faa7-60ceb7bfe14b"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.swarmplot(data=titanic, x=\"survived\", y=\"age\", hue='sex', dodge=True, size=3)\n",
    "plt.title('Survival rate by sex and age');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Q6Fr_KZPE8eB"
   },
   "source": [
    "`sns.stripplot()` shows a similar visualisation of the data, but the data points are overlaid in a strip of fixed width. Therefore the density of points reflects the number of observations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "4JgqC-m_E8eB",
    "outputId": "821ba7c3-0e27-498a-bc68-6e2d491bafa8"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.stripplot(data=titanic, x=\"survived\", y=\"age\", hue='sex', dodge=True, size=3)\n",
    "plt.title('Survival rate by sex and age');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "u_KV8QF0E8eB"
   },
   "source": [
    "Box and whisker plots can be created using `sns.boxplot()`. These can be thought of continuous versions of the strip plots. The filled box for each classification shows the quartiles for the data, i.e., the levels which account for 25%, 50% and 75% of the observations. The whiskers at the top and bottom of the plots then show what `seaborn` determines to be the upper and lower limits of the data. Any observations which are outside these limits are classied as 'outliers' and are show a separate points. \n",
    "\n",
    "Using a box and whisker plot, the following cell shows the descriptive statistics for survival rates as a function of `age` and `class`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "M4yRHYWFE8eB",
    "outputId": "5f0e3195-8fb6-408b-d3f5-d15fb1cd99b2"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.boxplot(data=titanic, x=\"survived\", y=\"age\", hue=\"class\")\n",
    "plt.title('Survival rate by class and age');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "IEwI9U4ZE8eC"
   },
   "source": [
    "Violin plots can be considered as continuous analogues of the swarm plots. In these plots `seaborn` fits a continuous curve to the distribution of the observations and plots this curve. One very useful property of violin plots is that if we are classifying observations based on a binary variable such as `survived` or `sex`, then the violin plot can be split to show the distributions for the two values on either side of the plot. Otherwise, the plot will be symmetrical. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 295
    },
    "id": "99KYm4zYE8eC",
    "outputId": "36139236-0575-42fe-f1c9-1c9fb68386f0"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.violinplot(x='class', y='age', hue='survived', data=titanic, split=True)\n",
    "plt.title('Survival rate by class and age');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "XiBGxMUNE8eC"
   },
   "source": [
    "## Scatter plots and relations between features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "gwB1cS9qE8eD"
   },
   "source": [
    "Scatter plots are useful for observing data with multiple continuous features. For the titanic dataset the only continuous feature is the age, so to demonstrate scatter plots we will use the penguins dataset. This dataset classify three types of penguin species in the Southern Atlantic Ocean, based on four continuously varying features. \n",
    "\n",
    "As can be seen there are rows in the data which have missing entries, which are represented by NaN (not a number). Our first step should be to remove these rows, however `seaborn` takes these into account when plotting the data, so we can analyse the data without first cleaning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 204
    },
    "id": "x4_8vHyqE8eD",
    "outputId": "702eae4f-2347-4a0b-b5dc-5856abfa07c5"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>species</th>\n",
       "      <th>island</th>\n",
       "      <th>bill_length_mm</th>\n",
       "      <th>bill_depth_mm</th>\n",
       "      <th>flipper_length_mm</th>\n",
       "      <th>body_mass_g</th>\n",
       "      <th>sex</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.1</td>\n",
       "      <td>18.7</td>\n",
       "      <td>181.0</td>\n",
       "      <td>3750.0</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>39.5</td>\n",
       "      <td>17.4</td>\n",
       "      <td>186.0</td>\n",
       "      <td>3800.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>40.3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>195.0</td>\n",
       "      <td>3250.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adelie</td>\n",
       "      <td>Torgersen</td>\n",
       "      <td>36.7</td>\n",
       "      <td>19.3</td>\n",
       "      <td>193.0</td>\n",
       "      <td>3450.0</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
924
      ],
Zachari Swiecki's avatar
Zachari Swiecki committed
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
      "text/plain": [
       "  species     island  bill_length_mm  ...  flipper_length_mm  body_mass_g     sex\n",
       "0  Adelie  Torgersen            39.1  ...              181.0       3750.0    Male\n",
       "1  Adelie  Torgersen            39.5  ...              186.0       3800.0  Female\n",
       "2  Adelie  Torgersen            40.3  ...              195.0       3250.0  Female\n",
       "3  Adelie  Torgersen             NaN  ...                NaN          NaN     NaN\n",
       "4  Adelie  Torgersen            36.7  ...              193.0       3450.0  Female\n",
       "\n",
       "[5 rows x 7 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penguins = sns.load_dataset('penguins')\n",
    "penguins.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "G5h_k_0rE8eD"
   },
   "source": [
    "The dataset has 344 observations, each having 7 features."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Qrrt7j6kE8eD",
    "outputId": "bfae9b47-103f-4a92-d31d-f54deefd1ddf"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(344, 7)"
      ]
     },
     "execution_count": 18,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "penguins.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "jV4BjzMrE8eD"
   },
   "source": [
    "We can now use `sns.scatterplot()` to try to understand the classifications. By setting the size of the dots proportional to one of the features (here we choose 'body_mass_g') we can observe the classifications as three of the features are varied. Now it can be observed that Adelie penguins have distinctly different bill lengths from the other two species, while Gentoo penguins have distincly different flipper lengths. However, beware of including too much information in your plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 313
    },
    "id": "HtVbvUPwE8eE",
    "outputId": "4be30d71-1ee5-4c62-de1c-5737b5d11835"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Variation of penguin species')"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.scatterplot(data=penguins, x='bill_length_mm', y='flipper_length_mm', hue='species', size='body_mass_g')\n",
    "plt.title('Variation of penguin species')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "II861u2nE8eE"
   },
   "source": [
    "One way to enhance the scatterplots is to include the distributions of the features. Recall that these are continuous versions of histograms. The function `sns.jointplot()` creates such a figure. On the top axis the distributions of the `x` variable are shown, and on the right axis the distributions of the `y` variable are shown. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 441
    },
    "id": "X8fkVmI_E8eE",
    "outputId": "83cb958e-85d3-423e-bf77-26321efa1ac8"
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light",
      "tags": []
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.jointplot(data=penguins, x='bill_length_mm', y='flipper_length_mm', hue='species');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B0uQ9rs2E8eE"
   },
   "source": [
    "`sns.pairplot()` will create these types of plots for all the numerical features of the dataset. In this case only the dataframe needs to be passed as an argument. Beware that if you have a large number of features, this can take a while to generate the figure. The plots on the main diagonal of this figure show the distribution for the features, while the plots off the main diagonal show the scatter plot for two particular features. Note that the plot on row 1 and column 2 is the same as that on row 2 and column 1, except that it is reflected in the line y=x. The same applies to all the scatter plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 743
    },
    "id": "g4oJm16pE8eE",
    "outputId": "9bb9d269-bb88-4918-f986-e3cdbf0ea918"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7f579087fd10>"
      ]
     },
     "execution_count": 21,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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