-
Notifications
You must be signed in to change notification settings - Fork 0
/
Segaline_YouTube Metrics and Kruskal Wallis.ipynb
1282 lines (1282 loc) · 510 KB
/
Segaline_YouTube Metrics and Kruskal Wallis.ipynb
1
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
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
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
924
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
{
"cells": [
{
"cell_type": "markdown",
"id": "514a24e9",
"metadata": {},
"source": [
"# Kruskal - Wallis for YouTube Videos engagment metrics. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "e36e2c85",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np \n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"from scipy import stats\n",
"\n",
"%matplotlib inline "
]
},
{
"cell_type": "markdown",
"id": "b1313b9f",
"metadata": {},
"source": [
"# Importing the Dataset"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "89d9c316",
"metadata": {},
"outputs": [],
"source": [
"df_US = pd.read_csv('/Users/michaelsegaline/Desktop/WGU/New Program/D214 Capstone/USvideos_raw.csv')"
]
},
{
"cell_type": "markdown",
"id": "8f3fe33d",
"metadata": {},
"source": [
"# Exploring and Cleaning the dataset"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "1dbff397",
"metadata": {},
"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>video_id</th>\n",
" <th>trending_date</th>\n",
" <th>title</th>\n",
" <th>channel_title</th>\n",
" <th>category_id</th>\n",
" <th>publish_tim</th>\n",
" <th>Upload_hour</th>\n",
" <th>views</th>\n",
" <th>likes</th>\n",
" <th>dislikes</th>\n",
" <th>comment_count</th>\n",
" <th>thumbnail_link</th>\n",
" <th>comments_disabled</th>\n",
" <th>ratings_disabled</th>\n",
" <th>video_error_or_removed</th>\n",
" <th>description</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2kyS6SvSYSE</td>\n",
" <td>17.14.11</td>\n",
" <td>WE WANT TO TALK ABOUT OUR MARRIAGE</td>\n",
" <td>CaseyNeistat</td>\n",
" <td>22</td>\n",
" <td>2017-11-13T</td>\n",
" <td>17</td>\n",
" <td>748374</td>\n",
" <td>57527</td>\n",
" <td>2966</td>\n",
" <td>15954</td>\n",
" <td>https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>SHANTELL'S CHANNEL - https://www.youtube.com/s...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1ZAPwfrtAFY</td>\n",
" <td>17.14.11</td>\n",
" <td>The Trump Presidency: Last Week Tonight with J...</td>\n",
" <td>LastWeekTonight</td>\n",
" <td>24</td>\n",
" <td>2017-11-13T</td>\n",
" <td>7</td>\n",
" <td>2418783</td>\n",
" <td>97185</td>\n",
" <td>6146</td>\n",
" <td>12703</td>\n",
" <td>https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>One year after the presidential election, John...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>5qpjK5DgCt4</td>\n",
" <td>17.14.11</td>\n",
" <td>Racist Superman | Rudy Mancuso, King Bach & Le...</td>\n",
" <td>Rudy Mancuso</td>\n",
" <td>23</td>\n",
" <td>2017-11-12T</td>\n",
" <td>19</td>\n",
" <td>3191434</td>\n",
" <td>146033</td>\n",
" <td>5339</td>\n",
" <td>8181</td>\n",
" <td>https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>puqaWrEC7tY</td>\n",
" <td>17.14.11</td>\n",
" <td>Nickelback Lyrics: Real or Fake?</td>\n",
" <td>Good Mythical Morning</td>\n",
" <td>24</td>\n",
" <td>2017-11-13T</td>\n",
" <td>11</td>\n",
" <td>343168</td>\n",
" <td>10172</td>\n",
" <td>666</td>\n",
" <td>2146</td>\n",
" <td>https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>Today we find out if Link is a Nickelback amat...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>d380meD0W0M</td>\n",
" <td>17.14.11</td>\n",
" <td>I Dare You: GOING BALD!?</td>\n",
" <td>nigahiga</td>\n",
" <td>24</td>\n",
" <td>2017-11-12T</td>\n",
" <td>18</td>\n",
" <td>2095731</td>\n",
" <td>132235</td>\n",
" <td>1989</td>\n",
" <td>17518</td>\n",
" <td>https://i.ytimg.com/vi/d380meD0W0M/default.jpg</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>False</td>\n",
" <td>I know it's been a while since we did this sho...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" video_id trending_date \\\n",
"0 2kyS6SvSYSE 17.14.11 \n",
"1 1ZAPwfrtAFY 17.14.11 \n",
"2 5qpjK5DgCt4 17.14.11 \n",
"3 puqaWrEC7tY 17.14.11 \n",
"4 d380meD0W0M 17.14.11 \n",
"\n",
" title channel_title \\\n",
"0 WE WANT TO TALK ABOUT OUR MARRIAGE CaseyNeistat \n",
"1 The Trump Presidency: Last Week Tonight with J... LastWeekTonight \n",
"2 Racist Superman | Rudy Mancuso, King Bach & Le... Rudy Mancuso \n",
"3 Nickelback Lyrics: Real or Fake? Good Mythical Morning \n",
"4 I Dare You: GOING BALD!? nigahiga \n",
"\n",
" category_id publish_tim Upload_hour views likes dislikes \\\n",
"0 22 2017-11-13T 17 748374 57527 2966 \n",
"1 24 2017-11-13T 7 2418783 97185 6146 \n",
"2 23 2017-11-12T 19 3191434 146033 5339 \n",
"3 24 2017-11-13T 11 343168 10172 666 \n",
"4 24 2017-11-12T 18 2095731 132235 1989 \n",
"\n",
" comment_count thumbnail_link \\\n",
"0 15954 https://i.ytimg.com/vi/2kyS6SvSYSE/default.jpg \n",
"1 12703 https://i.ytimg.com/vi/1ZAPwfrtAFY/default.jpg \n",
"2 8181 https://i.ytimg.com/vi/5qpjK5DgCt4/default.jpg \n",
"3 2146 https://i.ytimg.com/vi/puqaWrEC7tY/default.jpg \n",
"4 17518 https://i.ytimg.com/vi/d380meD0W0M/default.jpg \n",
"\n",
" comments_disabled ratings_disabled video_error_or_removed \\\n",
"0 False False False \n",
"1 False False False \n",
"2 False False False \n",
"3 False False False \n",
"4 False False False \n",
"\n",
" description \n",
"0 SHANTELL'S CHANNEL - https://www.youtube.com/s... \n",
"1 One year after the presidential election, John... \n",
"2 WATCH MY PREVIOUS VIDEO ▶ \\n\\nSUBSCRIBE ► http... \n",
"3 Today we find out if Link is a Nickelback amat... \n",
"4 I know it's been a while since we did this sho... "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_US.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8ce5f3bb",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"video_id object\n",
"trending_date object\n",
"title object\n",
"channel_title object\n",
"category_id int64\n",
"publish_tim object\n",
"Upload_hour int64\n",
"views int64\n",
"likes int64\n",
"dislikes int64\n",
"comment_count int64\n",
"thumbnail_link object\n",
"comments_disabled bool\n",
"ratings_disabled bool\n",
"video_error_or_removed bool\n",
"description object\n",
"dtype: object"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#-- Now inspecting the data types --#\n",
"df_US.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "7c14aff5",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(40949, 16)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#-- Checking shape before dropping any null values --#\n",
"df_US.shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "e0e48110",
"metadata": {},
"outputs": [],
"source": [
"#-- Dropping any null values --#\n",
"df_US = df_US.dropna()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "327baa79",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(40379, 16)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#-- 98.6% full 1.4% Sparse --#\n",
"df_US.shape"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "ebad267c",
"metadata": {},
"outputs": [],
"source": [
"#-- Saving the cleaned Dataset --#\n",
"pd.DataFrame(df_US).to_csv('/Users/michaelsegaline/Desktop/WGU/New Program/D214 Capstone/USvideos_clean.csv')"
]
},
{
"cell_type": "markdown",
"id": "706bcae0",
"metadata": {},
"source": [
"Exploring Descriptive Statistics "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "7868ab46",
"metadata": {},
"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>category_id</th>\n",
" <th>Upload_hour</th>\n",
" <th>views</th>\n",
" <th>likes</th>\n",
" <th>dislikes</th>\n",
" <th>comment_count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>40379.000000</td>\n",
" <td>40379.000000</td>\n",
" <td>4.037900e+04</td>\n",
" <td>4.037900e+04</td>\n",
" <td>4.037900e+04</td>\n",
" <td>4.037900e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>19.944253</td>\n",
" <td>13.778945</td>\n",
" <td>2.370839e+06</td>\n",
" <td>7.461677e+04</td>\n",
" <td>3.508122e+03</td>\n",
" <td>8.287396e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>7.594850</td>\n",
" <td>6.415437</td>\n",
" <td>7.428515e+06</td>\n",
" <td>2.296172e+05</td>\n",
" <td>2.317486e+04</td>\n",
" <td>3.431605e+04</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>1.000000</td>\n",
" <td>0.000000</td>\n",
" <td>5.490000e+02</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>17.000000</td>\n",
" <td>10.000000</td>\n",
" <td>2.470760e+05</td>\n",
" <td>5.621500e+03</td>\n",
" <td>2.050000e+02</td>\n",
" <td>6.230000e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>24.000000</td>\n",
" <td>15.000000</td>\n",
" <td>6.895970e+05</td>\n",
" <td>1.837100e+04</td>\n",
" <td>6.370000e+02</td>\n",
" <td>1.874000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>25.000000</td>\n",
" <td>18.000000</td>\n",
" <td>1.834912e+06</td>\n",
" <td>5.567200e+04</td>\n",
" <td>1.948000e+03</td>\n",
" <td>5.787000e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>43.000000</td>\n",
" <td>23.000000</td>\n",
" <td>2.252119e+08</td>\n",
" <td>5.613827e+06</td>\n",
" <td>1.643059e+06</td>\n",
" <td>1.228655e+06</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" category_id Upload_hour views likes dislikes \\\n",
"count 40379.000000 40379.000000 4.037900e+04 4.037900e+04 4.037900e+04 \n",
"mean 19.944253 13.778945 2.370839e+06 7.461677e+04 3.508122e+03 \n",
"std 7.594850 6.415437 7.428515e+06 2.296172e+05 2.317486e+04 \n",
"min 1.000000 0.000000 5.490000e+02 0.000000e+00 0.000000e+00 \n",
"25% 17.000000 10.000000 2.470760e+05 5.621500e+03 2.050000e+02 \n",
"50% 24.000000 15.000000 6.895970e+05 1.837100e+04 6.370000e+02 \n",
"75% 25.000000 18.000000 1.834912e+06 5.567200e+04 1.948000e+03 \n",
"max 43.000000 23.000000 2.252119e+08 5.613827e+06 1.643059e+06 \n",
"\n",
" comment_count \n",
"count 4.037900e+04 \n",
"mean 8.287396e+03 \n",
"std 3.431605e+04 \n",
"min 0.000000e+00 \n",
"25% 6.230000e+02 \n",
"50% 1.874000e+03 \n",
"75% 5.787000e+03 \n",
"max 1.228655e+06 "
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#-- The average number of 'views' per trending video is 2,370,839. --#\n",
"#-- The average number of 'likes' per trending video is 74,616 --#\n",
"#-- The average number of 'dislikes' per treding video is 3,508 --#\n",
"#-- The average 'comment_count' per video is 34,316 --#\n",
"df_US.describe()"
]
},
{
"cell_type": "markdown",
"id": "cac4b4c3",
"metadata": {},
"source": [
"# Univariate Exploration"
]
},
{
"cell_type": "markdown",
"id": "00db9fa6",
"metadata": {},
"source": [
"Frequency distrobution of videos uploaded against the 'Upload_hour' on a 24hour time scale."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "91db4801",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:xlabel='Upload_hour', ylabel='Count'>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAkQAAAGxCAYAAACDV6ltAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAABUrElEQVR4nO3deXxU9b3/8dcks2QhGbIvECCsAgmLrKEqiBCgRVSsYKkRehG1KJYCtUVrja0XrPeK9oL7pYIsov0pVq8aZVEU2SORVWSVAFkgJJN9sp3fH9SpkR2SnCTzfj4e85A55ztnPsfJhDff8/1+j8UwDAMRERERL+ZjdgEiIiIiZlMgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrWc0uoKmoqanhxIkTBAUFYbFYzC5HRERELoFhGBQVFREbG4uPz/n7gRSILtGJEyeIi4szuwwRERG5ApmZmbRu3fq8+xWILlFQUBBw5n9ocHCwydWIiIjIpSgsLCQuLs7z9/j5KBBdou8vkwUHBysQiYiINDEXG+6iQdUiIiLi9RSIRERExOspEImIiIjXUyASERERr6dAJCIiIl5PgUhERES8ngKRiIiIeD0FIhEREfF6CkQiIiLi9RSIRERExOspEImIiIjXUyASERERr6dAJCIiIl5PgUhERES8ngKRiIiIeD2r2QWIiEjzkNirN9lZWRdsEx0Tw86M7Q1UkcilUyASEZE6kZ2VxSNLP79gmzl33dBA1YhcHlMvmb344ov06NGD4OBggoODSUpK4qOPPvLsnzRpEhaLpdZj4MCBtY7hdruZNm0a4eHhBAYGMmbMGI4dO1arTX5+PikpKTidTpxOJykpKRQUFDTEKYqIiEgTYGogat26NU899RTbtm1j27ZtDB06lFtuuYXdu3d72owcOZKsrCzP48MPP6x1jOnTp7Ny5UpWrFjB+vXrKS4uZvTo0VRXV3vaTJgwgYyMDNLS0khLSyMjI4OUlJQGO08RERFp3Ey9ZHbzzTfXev6f//mfvPjii2zatInu3bsD4HA4iI6OPufrXS4XCxcuZMmSJQwbNgyApUuXEhcXx+rVqxkxYgR79+4lLS2NTZs2MWDAAABeffVVkpKS2LdvH126dKnHMxQREZGmoNHMMquurmbFihWUlJSQlJTk2f7ZZ58RGRlJ586dmTJlCrm5uZ596enpVFZWkpyc7NkWGxtLQkICGzZsAGDjxo04nU5PGAIYOHAgTqfT0+Zc3G43hYWFtR4iIiLSPJkeiHbu3EmLFi1wOBzcf//9rFy5km7dugEwatQoli1bxtq1a3nmmWfYunUrQ4cOxe12A5CdnY3dbickJKTWMaOiosjOzva0iYyMPOt9IyMjPW3OZe7cuZ4xR06nk7i4uLo6ZREREWlkTJ9l1qVLFzIyMigoKODtt99m4sSJrFu3jm7dujF+/HhPu4SEBPr27Uvbtm354IMPGDt27HmPaRgGFovF8/yHfz5fmx+bPXs2M2bM8DwvLCxUKBIREWmmTA9Edrudjh07AtC3b1+2bt3K3/72N15++eWz2sbExNC2bVv2798PQHR0NBUVFeTn59fqJcrNzWXQoEGeNjk5OWcd6+TJk0RFRZ23LofDgcPhuKpzExERkabB9EtmP2YYhueS2I/l5eWRmZlJTEwMAH369MFms7Fq1SpPm6ysLHbt2uUJRElJSbhcLrZs2eJps3nzZlwul6eNiIiIeDdTe4geeeQRRo0aRVxcHEVFRaxYsYLPPvuMtLQ0iouLSU1N5fbbbycmJoYjR47wyCOPEB4ezm233QaA0+lk8uTJzJw5k7CwMEJDQ5k1axaJiYmeWWddu3Zl5MiRTJkyxdPrdO+99zJ69GjNMBMRERHA5ECUk5NDSkoKWVlZOJ1OevToQVpaGsOHD6esrIydO3fy+uuvU1BQQExMDDfeeCNvvvkmQUFBnmM8++yzWK1Wxo0bR1lZGTfddBOLFi3C19fX02bZsmU89NBDntloY8aMYcGCBQ1+viIiItI4WQzDMMwuoikoLCzE6XTicrkIDg42uxwRkUYnIir6km7dcTLn/DN8Rerapf79bfqgahERMZduyiqiQCQi4vUa201ZFdDEDApEIiLSqDS2gCbeodFNuxcRERFpaApEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrmRqIXnzxRXr06EFwcDDBwcEkJSXx0UcfefYbhkFqaiqxsbH4+/szZMgQdu/eXesYbrebadOmER4eTmBgIGPGjOHYsWO12uTn55OSkoLT6cTpdJKSkkJBQUFDnKKIiIg0AaYGotatW/PUU0+xbds2tm3bxtChQ7nllls8oefpp59m3rx5LFiwgK1btxIdHc3w4cMpKiryHGP69OmsXLmSFStWsH79eoqLixk9ejTV1dWeNhMmTCAjI4O0tDTS0tLIyMggJSWlwc9XREREGiermW9+880313r+n//5n7z44ots2rSJbt268dxzz/Hoo48yduxYABYvXkxUVBTLly/nvvvuw+VysXDhQpYsWcKwYcMAWLp0KXFxcaxevZoRI0awd+9e0tLS2LRpEwMGDADg1VdfJSkpiX379tGlS5eGPWkRERFpdBrNGKLq6mpWrFhBSUkJSUlJHD58mOzsbJKTkz1tHA4HgwcPZsOGDQCkp6dTWVlZq01sbCwJCQmeNhs3bsTpdHrCEMDAgQNxOp2eNufidrspLCys9RAREZHmyfRAtHPnTlq0aIHD4eD+++9n5cqVdOvWjezsbACioqJqtY+KivLsy87Oxm63ExIScsE2kZGRZ71vZGSkp825zJ071zPmyOl0EhcXd1XnKSIiIo2X6YGoS5cuZGRksGnTJn79618zceJE9uzZ49lvsVhqtTcM46xtP/bjNudqf7HjzJ49G5fL5XlkZmZe6imJiIhIE2N6ILLb7XTs2JG+ffsyd+5cevbsyd/+9jeio6MBzurFyc3N9fQaRUdHU1FRQX5+/gXb5OTknPW+J0+ePKv36YccDodn9tv3DxEREWmeTA9EP2YYBm63m/j4eKKjo1m1apVnX0VFBevWrWPQoEEA9OnTB5vNVqtNVlYWu3bt8rRJSkrC5XKxZcsWT5vNmzfjcrk8bURERMS7mTrL7JFHHmHUqFHExcVRVFTEihUr+Oyzz0hLS8NisTB9+nTmzJlDp06d6NSpE3PmzCEgIIAJEyYA4HQ6mTx5MjNnziQsLIzQ0FBmzZpFYmKiZ9ZZ165dGTlyJFOmTOHll18G4N5772X06NGaYSYiIiKAyYEoJyeHlJQUsrKycDqd9OjRg7S0NIYPHw7Aww8/TFlZGVOnTiU/P58BAwbwySefEBQU5DnGs88+i9VqZdy4cZSVlXHTTTexaNEifH19PW2WLVvGQw895JmNNmbMGBYsWNCwJysiIiKNlqmBaOHChRfcb7FYSE1NJTU19bxt/Pz8mD9/PvPnzz9vm9DQUJYuXXqlZYqIiEgz1+jGEImIiIg0NAUiERER8XoKRCIiIuL1FIhERETE6ykQiYiIiNdTIBIRERGvp0AkIiIiXs/UdYhERETMlNirN9lZWRdsEx0Tw86M7Q1UkZhFgUhERLxWdlYWjyz9/IJt5tx1QwNVI2bSJTMRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ7WIRIRaaK0qKBI3VEgEhFporSooEjd0SUzERER8XoKRCIiIuL1FIhERETE6ykQiYiIiNdTIBIRERGvp0AkIiIiXk+BSERERLyeApGIiIh4PQUiERER8XoKRCIiIuL1FIhERETE6ykQiYiIiNdTIBIRERGvp0AkIiIiXk+BSERERLyeApGIiIh4PQUiERER8XoKRCIiIuL1FIhERETE6ykQiYiIiNczNRDNnTuXfv36ERQURGRkJLfeeiv79u2r1WbSpElYLJZaj4EDB9Zq43a7mTZtGuHh4QQGBjJmzBiOHTtWq01+fj4pKSk4nU6cTicpKSkUFBTU9ymKiIhIE2BqIFq3bh0PPPAAmzZtYtWqVVRVVZGcnExJSUmtdiNHjiQrK8vz+PDDD2vtnz59OitXrmTFihWsX7+e4uJiRo8eTXV1tafNhAkTyMjIIC0tjbS0NDIyMkhJSWmQ8xQREZHGzWrmm6elpdV6/tprrxEZGUl6ejo33HCDZ7vD4SA6Ovqcx3C5XCxcuJAlS5YwbNgwAJYuXUpcXByrV69mxIgR7N27l7S0NDZt2sSAAQMAePXVV0lKSmLfvn106dKlns5QREREmoJGNYbI5XIBEBoaWmv7Z599RmRkJJ07d2bKlCnk5uZ69qWnp1NZWUlycrJnW2xsLAkJCWzYsAGAjRs34nQ6PWEIYODAgTidTk8bERER8V6m9hD9kGEYzJgxg+uuu46EhATP9lGjRnHHHXfQtm1bDh8+zGOPPcbQoUNJT0/H4XCQnZ2N3W4nJCSk1vGioqLIzs4GIDs7m8jIyLPeMzIy0tPmx9xuN2632/O8sLCwLk5TREREGqFGE4gefPBBduzYwfr162ttHz9+vOfPCQkJ9O3bl7Zt2/LBBx8wduzY8x7PMAwsFovn+Q//fL42PzR37lyeeOKJyz0NERERaYIaxSWzadOm8d577/Hpp5/SunXrC7aNiYmhbdu27N+/H4Do6GgqKirIz8+v1S43N5eoqChPm5ycnLOOdfLkSU+bH5s9ezYul8vzyMzMvJJTExERkSbA1EBkGAYPPvgg77zzDmvXriU+Pv6ir8nLyyMzM5OYmBgA+vTpg81mY9WqVZ42WVlZ7Nq1i0GDBgGQlJSEy+Viy5YtnjabN2/G5XJ52vyYw+EgODi41kNERESaJ1MvmT3wwAMsX76cf/7znwQFBXnG8zidTvz9/SkuLiY1NZXbb7+dmJgYjhw5wiOPPEJ4eDi33Xabp+3kyZOZOXMmYWFhhIaGMmvWLBITEz2zzrp27crIkSOZMmUKL7/8MgD33nsvo0eP1gwzERERMTcQvfjiiwAMGTKk1vbXXnuNSZMm4evry86dO3n99dcpKCggJiaGG2+8kTfffJOgoCBP+2effRar1cq4ceMoKyvjpptuYtGiRfj6+nraLFu2jIceesgzG23MmDEsWLCg/k9SREREGj1TA5FhGBfc7+/vz8cff3zR4/j5+TF//nzmz59/3jahoaEsXbr0smsUERGR5q9RDKoWERERMZMCkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ7V7AJERETkjMRevcnOyrpgm+iYGHZmbG+giryHApGISAPTX3pyPtlZWTyy9PMLtplz1w0XPY5+xi6fApGISAOrq7/0RM5HP2OXT4FIRETkKqlHpum7okDUvn17tm7dSlhYWK3tBQUFXHvttRw6dKhOihMREWkK1CPT9F3RLLMjR45QXV191na3283x48evuigRERGRhnRZgei9997jvffeA+Djjz/2PH/vvfdYuXIlf/nLX2jXrt0lH2/u3Ln069ePoKAgIiMjufXWW9m3b1+tNoZhkJqaSmxsLP7+/gwZMoTdu3fXauN2u5k2bRrh4eEEBgYyZswYjh07VqtNfn4+KSkpOJ1OnE4nKSkpFBQUXM7pi4iISDN1WZfMbr31VgAsFgsTJ06stc9ms9GuXTueeeaZSz7eunXreOCBB+jXrx9VVVU8+uijJCcns2fPHgIDAwF4+umnmTdvHosWLaJz5848+eSTDB8+nH379hEUFATA9OnTef/991mxYgVhYWHMnDmT0aNHk56ejq+vLwATJkzg2LFjpKWlAXDvvfeSkpLC+++/fzn/C0RERKQZuqxAVFNTA0B8fDxbt24lPDz8qt78+3Dyvddee43IyEjS09O54YYbMAyD5557jkcffZSxY8cCsHjxYqKioli+fDn33XcfLpeLhQsXsmTJEoYNGwbA0qVLiYuLY/Xq1YwYMYK9e/eSlpbGpk2bGDBgAACvvvoqSUlJ7Nu3jy5dulzVeYiIiEjTdkVjiA4fPnzVYehcXC4XAKGhoZ73yc7OJjk52dPG4XAwePBgNmzYAEB6ejqVlZW12sTGxpKQkOBps3HjRpxOpycMAQwcOBCn0+lp82Nut5vCwsJaDxEREWmernja/Zo1a1izZg25ubmenqPv/f3vf7/s4xmGwYwZM7juuutISEgAIDs7G4CoqKhabaOiovjuu+88bex2OyEhIWe1+f712dnZREZGnvWekZGRnjY/NnfuXJ544onLPg8RERFpeq6oh+iJJ54gOTmZNWvWcOrUKfLz82s9rsSDDz7Ijh07eOONN87aZ7FYaj03DOOsbT/24zbnan+h48yePRuXy+V5ZGZmXsppiIiISBN0RT1EL730EosWLSIlJaVOipg2bRrvvfcen3/+Oa1bt/Zsj46OBs708MTExHi25+bmenqNoqOjqaioID8/v1YvUW5uLoMGDfK0ycnJOet9T548eVbv0/ccDgcOh+PqT05EREQavSvqIaqoqPCEjathGAYPPvgg77zzDmvXriU+Pr7W/vj4eKKjo1m1alWt9163bp3n/fv06YPNZqvVJisri127dnnaJCUl4XK52LJli6fN5s2bcblcdXIeIiIi0rRdUSC65557WL58+VW/+QMPPMDSpUtZvnw5QUFBZGdnk52dTVlZGXDmMtf06dOZM2cOK1euZNeuXUyaNImAgAAmTJgAgNPpZPLkycycOZM1a9awfft27rrrLhITEz2zzrp27crIkSOZMmUKmzZtYtOmTUyZMoXRo0drhpmIiIhc2SWz8vJyXnnlFVavXk2PHj2w2Wy19s+bN++SjvPiiy8CMGTIkFrbX3vtNSZNmgTAww8/TFlZGVOnTiU/P58BAwbwySefeNYgAnj22WexWq2MGzeOsrIybrrpJhYtWuRZgwhg2bJlPPTQQ57ZaGPGjGHBggWXe+oiIiJew5vu0XZFgWjHjh306tULgF27dtXad7HBzj9kGMZF21gsFlJTU0lNTT1vGz8/P+bPn8/8+fPP2yY0NJSlS5decm0iIiLezpvu0XZFgejTTz+t6zpERERETHNFY4hEREREmpMr6iG68cYbL3hpbO3atVdckIiIiEhDu6JA9P34oe9VVlaSkZHBrl27zrrpq4iIiEhjd0WB6Nlnnz3n9tTUVIqLi6+qIBEREZGGVqdjiO66664ruo+ZiIiIiJnqNBBt3LgRPz+/ujykiIiISL27oktmY8eOrfXcMAyysrLYtm0bjz32WJ0UJiIiItJQrigQOZ3OWs99fHzo0qULf/7znz0rQYuIiIg0FVcUiF577bW6rkNERETENFcUiL6Xnp7O3r17sVgsdOvWjd69e9dVXSIiIiIN5ooCUW5uLnfeeSefffYZLVu2xDAMXC4XN954IytWrCAiIqKu6xQRERGpN1c0y2zatGkUFhaye/duTp8+TX5+Prt27aKwsJCHHnqormsUERERqVdX1EOUlpbG6tWr6dq1q2dbt27deP755zWoWkRERJqcK+ohqqmpwWaznbXdZrNRU1Nz1UWJiIiINKQrCkRDhw7lN7/5DSdOnPBsO378OL/97W+56aab6qw4ERERkYZwRYFowYIFFBUV0a5dOzp06EDHjh2Jj4+nqKiI+fPn13WNIiIiIvXqisYQxcXF8dVXX7Fq1Sq++eYbDMOgW7duDBs2rK7rExEREal3l9VDtHbtWrp160ZhYSEAw4cPZ9q0aTz00EP069eP7t2788UXX9RLoSIiIiL15bIC0XPPPceUKVMIDg4+a5/T6eS+++5j3rx5dVaciIiISEO4rED09ddfM3LkyPPuT05OJj09/aqLEhEREWlIlxWIcnJyzjnd/ntWq5WTJ09edVEiIiIiDemyAlGrVq3YuXPneffv2LGDmJiYqy5KREREpCFdViD66U9/yp/+9CfKy8vP2ldWVsbjjz/O6NGj66w4ERERkYZwWdPu//jHP/LOO+/QuXNnHnzwQbp06YLFYmHv3r08//zzVFdX8+ijj9ZXrSIiIiL14rICUVRUFBs2bODXv/41s2fPxjAMACwWCyNGjOCFF14gKiqqXgoVERERqS+XvTBj27Zt+fDDD8nPz+fAgQMYhkGnTp0ICQmpj/pERERE6t0VrVQNEBISQr9+/eqyFhERERFTXNG9zERERESaEwUiERER8XoKRCIiIuL1rngMkYiIyPmUVVRT7K6ipKKKquozM5J9LOATHs+JgjJinH5YLBaTqxT5NwUiERG5KoZhcPBkMdbuyfwz4zgni9yUVFSfs63/zX9k0FNrCXJYuSYmiD5tQ7mhczh924Zit+qihZhHgUhERK5IXrGbd746zpvbMjmQW4yj/3iO5JV69gfYfQmw+2Lz9cECVNUYZGedwB4cTpG7iq1H8tl6JJ+X1h0kyM/K6B6x/LxPa/NOSLyaApGIiFyWLFcZL687xBtbjuKuqgHAbvWh9Lsd3DhkCDFOP8ICHefs8Zlz110cPHGCQydL2HncxYYDp/h8/ylOFbt5Y8tR3thyFL/Rj3Igt5j2EYH46LKaNBAFIhERuSSlFVU8/+kBXv38MBXVZ4JQYisnd/aP4+aesXRo+yuuvfu2ix7H5utDl+ggukQH8fM+rampMdh0KI//99UxPtiRhTuiPR/szCK8hZ3rO0XQJjSgvk9NRIFIREQuzrd1D256Zh1ZrjM39+7fLpTfDOvEoA5hVz042sfHwqCO4QzqGM7sUV3pecdvaNH3Fk4VV7By+3HahwdyY5dIWvjpryypPxrBJiIi51VZXcOavTn4Df8NWa5yWof483JKH968byA/6Rhe5zPFIoIcVG5/l0lJ7ejVuiU+Fjh0qoQlm75j13GX5x6aInXN1ED0+eefc/PNNxMbG4vFYuHdd9+ttX/SpElYLJZaj4EDB9Zq43a7mTZtGuHh4QQGBjJmzBiOHTtWq01+fj4pKSk4nU6cTicpKSkUFBTU89mJSHOT2Ks3EVHRF3wk9uptdpl1Jr+0ghVbMtl1ohCAe66LZ/WMwYzoHl3vU+b97b4M7hLBhP5tiAp2UFFdw5pvcvlwVzbuqnPPYBO5Gqb2P5aUlNCzZ09+9atfcfvtt5+zzciRI3nttdc8z+12e63906dP5/3332fFihWEhYUxc+ZMRo8eTXp6Or6+vgBMmDCBY8eOkZaWBsC9995LSkoK77//fj2dmYg0R9lZWTyy9PMLtplz1w0NVE39OnyqhLRd2VRU19DCYeXkP+fyx6c+a/A6wlo4GNc3ju1HC9hw8BQHcovJLSzHJ0Sz0aRumRqIRo0axahRoy7YxuFwEB0dfc59LpeLhQsXsmTJEoYNGwbA0qVLiYuLY/Xq1YwYMYK9e/eSlpbGpk2bGDBgAACvvvoqSUlJ7Nu3jy5dutTtSYmINHE7jhXw6b6TAMQ6/fhpYgx/e+kb0+rxsVjo0zaEVi39+WhXFoXlVfj9bDar9+QwrFuUaXVJ89LoxxB99tlnREZG0rlzZ6ZMmUJubq5nX3p6OpWVlSQnJ3u2xcbGkpCQwIYNGwDYuHEjTqfTE4YABg4ciNPp9LQREZEzCyxuOpTnCUPdY4MZe21rAh2NYzBztNOPX/RvQ1yIPxabH1OWbOO1Lw+bXZY0E406EI0aNYply5axdu1annnmGbZu3crQoUNxu90AZGdnY7fbCQkJqfW6qKgosrOzPW0iIyPPOnZkZKSnzbm43W4KCwtrPUREmivDMFh/4BSbD58Gzswiu+maSHx9Gtc6QH42X27p1YrKbz7DMOCJ9/cwb9W3GmwtV61RB6Lx48fzs5/9jISEBG6++WY++ugjvv32Wz744IMLvs4wjFoD/s41+O/HbX5s7ty5nkHYTqeTuLi4Kz8REZFG7suDeXx1tACAwZ0jSKqD6fT1xdfHQsXGJcxK7gzA/6zZz5//b49CkVyVRh2IfiwmJoa2bduyf/9+AKKjo6moqCA/P79Wu9zcXKKiojxtcnJyzjrWyZMnPW3OZfbs2bhcLs8jMzOzDs9ERKTxsPW+hfTvzvweHdIlgl5xLc0t6BI9OLQTf76lOwCvfXmEv/zfXoUiuWJNKhDl5eWRmZlJTEwMAH369MFms7Fq1SpPm6ysLHbt2sWgQYMASEpKwuVysWXLFk+bzZs343K5PG3OxeFwEBwcXOshItLcLPryMPZeY4AzPUM9W7c0t6DLdHdSO/56eyIAf//yME999I1CUSPUFJasMHWkXHFxMQcOHPA8P3z4MBkZGYSGhhIaGkpqaiq33347MTExHDlyhEceeYTw8HBuu+3M0vBOp5PJkyczc+ZMwsLCCA0NZdasWSQmJnpmnXXt2pWRI0cyZcoUXn75ZeDMtPvRo0drhpmIeLX3vz7BE/+3B4Ck9mFNpmfox8b3a0NltcEf393Fy58fItjfxgM3djS7LPmBprBkhak9RNu2baN379707n0mFc6YMYPevXvzpz/9CV9fX3bu3Mktt9xC586dmThxIp07d2bjxo0EBQV5jvHss89y6623Mm7cOH7yk58QEBDA+++/71mDCGDZsmUkJiaSnJxMcnIyPXr0YMmSJQ1+viIijcW2I6eZ+dbXGAZU7l1Dv3YhF39RI3bXwLY8NrobAP/18T7e2qphDnJ5TO0hGjJkyAW7Nj/++OOLHsPPz4/58+czf/7887YJDQ1l6dKlV1SjiEhzczSvlHuXpFNRXcOI7lG8s+gNLA/eb3ZZV23ydfGcKnbz4mcHmb1yJxFBDm685uxZxiLn0qTGEImIyNUpKq9k8uKtnC6pIKFVMM+O7wXNaMzNwyO6cEef1lTXGEx7Yzv7c4rMLkmaCAUiEREvYRgGv397B/tzi4kKdvC/d/cjwN44Fl2sKxaLhTljExkQH0qxu4p7Xt9GfkmF2WVJE6BAJCLiJRauP8yHO7Ox+Vp48a4+RDv9zC6pXth8fXjxrj7EhfrzXV4pDyz/isrqGrPLkkZOgagRaArTEUWkadty+DRzPzpzP7LHRnfj2jZNexD1xYQG2vnfu/sRaPdlw8E8/vKv2XQi59O8+kqbqKYwHVFEmq7conIeXP4V1TUGt/SKJWVgW7NLahBdooN47s7e3LtkG69v/I7OUUHc5SXnLpdPPUQiIs2ZxYcHl28nt8hN56gWzB2b2GhvyVEfhneLYlbymTXnUt/bzVdH8y/yCvFWCkQiIs2Yrc9Ythw+TaDdlxfv6tPsBlFfiqlDOvCzxBiqagymLd9OQakGWcvZFIhERJqpo6dLsSeOAuC/7uhJh4gWJldkDovFwlO3J9IuLIDjBWXMfOtramqaz1IDUjcUiEREmqGyimo+2Z0NwIQBbfhpYozJFZkryM/G87+8FrvVhzXf5PLKF4fMLkkaGQUiEZFmxjAMVu/NoaSimpqCEzz2s25ml9QodI91knpzd+DM7T22HjltckXSmCgQiYg0MzuPuzh0qgRfiwX3ulfwt/te/EVe4hf947ilV+yZlayXbweHd15GlLMpEImINCN5xW6+2H8KgEEdw6g5rZuc/pDFYmHObYl0iAgku7Acxw2TL3hPTfEeCkQiIs1EVU0NabuzqaoxaBsaQO+4lmaX1CgFOqw8/8trcVh9sLbuwfbMArNLkkZAgUhEpJnYdOg0p4or8Lf5MrxblFetN3S5rokO5o+jz4yt+vLAKXIKy02uSMymQCQi0gxkucr46rsziw7e1DWSQIf3rTd0ue4a0Iaq79KpMeCjXdlUVOl+Z95MgUhEpImrrK7hk905GEDX6CCvXW/oclksFtzrF9PCYcVVVsmn+3LNLklMpH9CNCOJvXqTnZV1wTbRMTHszNjeQBWJSEPYcCCPgrJKWjisDO4cYXY5TUtFCSMTonk7/RjfZBfRJjSArjHBZlclJlAgakZ0k1gR75N5upSMYwUADOsaicOmKfaXq1VLfwa0D2XTodN8ui+XaKcfIQF2s8uSBqZAJI1eXfZ8qRdNmhWrH6v25gCQ0CqYtmGBJhfUdPVrF8qx02UcKygjbVc2d/RtjdVHo0q8iQKRNHp12fOlXjRpTuz9x1FUXkWwn5XrO+pS2dXwsVgY0T2aZVu+I7fIzYYDedygy49eRfFXRKQJ+nRfLrYugwEY3i0Ku1W/zq9WCz8rw7tGAbA9s4DDp0pMrkgakr5BIiJNjKu0kj+8vQOAXnEtaR0SYHJFzUf7iBb0at0SgFV7cih2V5lbkDQYBSIRkSYm9f3d5BS6qXFl85MOYWaX0+z8pFMYES0clFVW8/HubNACl15BgUhEpAlJ25XNyu3H8bGA+4uFWH31a7yuWX18GJUQjc3XwrH8MmyJo8wuSRqAvkkiIk1EXrGbR1fuBOC+wR2oOXnI5Iqar5BAO0M6RwJg630r6d+dNrkiqW8KRCIiTYBhGDy6chd5JRV0iQpi+rBOZpfU7HWNCaJLVBAWH18eeiMDV1ml2SVJPVIgEhFpAt77+gRpu7Ox+lh4ZlxPHFYtwFjfLBYLN14TQU1hDscLyvj9/9uBYRhmlyX1RIFIRKSRyyks50//3A3AtKGdSGjlNLki7+Gw+uJe9wo2Xwtpu7N5+XNdpmyuFIhERBoxwzCY/c5OXGWVJLZyMvXGDmaX5HVqTh3h8Zu7A/B02jd8/u1JkyuS+qBAJCLSiP0j/Rhrv8nF7uvDM+N6YtOsMlP8ckAbxveNo8aAaW9s16KNzZC+WSIijdSJgjL+8v4eAH47vDOdo4JMrsh7WSwWnrilOz3jWuIqq2Tyoq0UlFaYXZbUIQUiEZFG6vdv76DIXUXvNi2594b2Zpfj9fxsvrx6dx9atfTn0KkS7l+aTkVVjdllSR1RIBIRaYSsXQbzxf5TOKw+/PcdPfH10WrJjUFkkB8LJ/WlhcPKpkOnmfFWBtU1mnnWHCgQiYg0Mq6ySuz9xgHw8Mhr6BDRwuSK5IeuiQ7mhV9ei83Xwv/tyOKP7+4yuySpAwpEIiKNiGEYrNqTg8XmR//4UH41qJ3ZJck53NA5gufG98bHAm9sOYq933itUdTEKRCJiDQiXx9zcbygDKOynP/+eU98dKms0fpZjxjm3JYIgC0hmU/3nVQoasIUiEREGon80gq+PHAKgIqt/6BNWIDJFcnF3Nm/DU+NTcQwath53MUne3I0pqiJUiASEWkEav51qayqxiAu1J+qfZ+ZXZJcojv7t8H9+f9iscA32UW8s/0YZRXVZpcll8nUQPT5559z8803Exsbi8Vi4d1336213zAMUlNTiY2Nxd/fnyFDhrB79+5abdxuN9OmTSM8PJzAwEDGjBnDsWPHarXJz88nJSUFp9OJ0+kkJSWFgoKCej47EZFLt/1oAVmucuy+PgzrGmV2OXKZqg9tZkzPWOy+PpwoKGfF1qNku8rNLksug6mBqKSkhJ49e7JgwYJz7n/66aeZN28eCxYsYOvWrURHRzN8+HCKioo8baZPn87KlStZsWIF69evp7i4mNGjR1Nd/e90PmHCBDIyMkhLSyMtLY2MjAxSUlLq/fxERC5FXrGbjYfyALihczjBfjaTK5Ir0S4skHF9W+P0t1FYXsU/0jPZeuQ0NRpX1CRYzXzzUaNGMWrUqHPuMwyD5557jkcffZSxY8cCsHjxYqKioli+fDn33XcfLpeLhQsXsmTJEoYNGwbA0qVLiYuLY/Xq1YwYMYK9e/eSlpbGpk2bGDBgAACvvvoqSUlJ7Nu3jy5dujTMyYqInENVTQ1pu7OprjFoFxZAt5hgs0uSqxDWwsGd/eJY+00u+3OL2XAwjwO5xQzpEmF2aXIRjXYM0eHDh8nOziY5OdmzzeFwMHjwYDZs2ABAeno6lZWVtdrExsaSkJDgabNx40acTqcnDAEMHDgQp9PpaSMiYpaNB/M4VVyBv82XYV2jsFg0q6yp87P5MiohmmFdI7FbfcgtcvPWtmM4bpjCtzlFFz+AmMLUHqILyc7OBiAqqva19KioKL777jtPG7vdTkhIyFltvn99dnY2kZGRZx0/MjLS0+Zc3G43brfb87ywsPDKTkRE5DwyT5fy1dECAIZ1jSTQ0Wh/JctlslgsdI910i4skC8PnmJvVhHWDgNJfvZzhnWN5M5+bRjSJQKrbtbbaDT6T+LH/1oyDOOi/4L6cZtztb/YcebOnesZhO10OomLi7vMykVEzq+8sppP9uQAkBAbTHutRt0sBTqsJHeLZkL/NlQd2QbA6r253PP6NgbOXcsf3t7Bqj05uMoqTa5UGu0/R6Kjo4EzPTwxMTGe7bm5uZ5eo+joaCoqKsjPz6/VS5Sbm8ugQYM8bXJycs46/smTJ8/qffqh2bNnM2PGDM/zwsJChSIRqTNrv8ml2F1FywAbN3TW+JLmLiLIgfvTF/ls535WbMnkne3HOVXsZsXWTFZszcRigc6RQdivn8yWI6cJDbATEmDDGWDD6tPo+y6ahUYbiOLj44mOjmbVqlX07t0bgIqKCtatW8df//pXAPr06YPNZmPVqlWMG3fmvj9ZWVns2rWLp59+GoCkpCRcLhdbtmyhf//+AGzevBmXy+UJTeficDhwOBz1eYoi4qWsHQexP7cYHwuM7B6NTZdNvEbHyCD+OLobD4+8hk2H8lizN4d1357kSF4p+3KKsHUcxMaDebVeE2D3JcjPSguHlSCHDVvCCN77+gSxTj+inX5EBfvpZ6gOmBqIiouLOXDggOf54cOHycjIIDQ0lDZt2jB9+nTmzJlDp06d6NSpE3PmzCEgIIAJEyYA4HQ6mTx5MjNnziQsLIzQ0FBmzZpFYmKiZ9ZZ165dGTlyJFOmTOHll18G4N5772X06NGaYSYiDe5oXin2gb8EYGD7MKKC/UyuSMxgt/pwQ+cIT+/gySI324/mM2n6I/T42STySyvIL6mkorqG0opqSiuqyeHMuFZ7v3E89MZ2z7EsFoho4SCmpT8xwX7EtPTD2j2Zb3OKCPa3ER5o11ilS2BqINq2bRs33nij5/n3l6gmTpzIokWLePjhhykrK2Pq1Knk5+czYMAAPvnkE4KCgjyvefbZZ7FarYwbN46ysjJuuukmFi1ahK+vr6fNsmXLeOihhzyz0caMGXPetY9EROpLVXUN09/cjsXmR6uW/vRpG3LxF4lXiAhykNw9msodHzLi4T8AZ8a6llVWU1xeRZG7yvPfzWs/YtBNPyWrsIxsVzmV1Qa5RW5yi9x8/a/jOfqP56NdZyYO+VggLNBBZLCDyCAHrUMCCAnQWlc/ZmogGjJkyAVvhGexWEhNTSU1NfW8bfz8/Jg/fz7z588/b5vQ0FCWLl16NaWKiFy15z89yFdHCzDcpSR3a4ePptjLBVgsFgLsVgLsVn44V/rz1Fd56x9/AaCmxiCvpIIsVxknCsrJdpWR5Srn+deW0+baIeSXVlJWWc3JYjcni918f6+HID8r9qS7WLUnh0EdwjTDkUY8hkiavsRevcnOyrpgm+iYGHZmbL9gG5Hm4Kuj+fzP2v0AuDctJfin/2VyRdIc+PhYiAhyEBHkoEfrf2+f96tXuePeFAzDoMhdRW6hm9yicrJd5ZwoKKeovArbNTcy5fVt2K0+DO8axa29WzGkS4TXjkdSIJJ6k52VxSNLP79gmzl33dBA1YiYp9hdxW/fzKC6xuCWXrEsf22z2SWJl7BYLAT72Qj2s9Ex8szSDpXVNRzLL+PtFUvo8JObOXq6lA92ZvHBziyig/2YMKANEwa0IbyFd00s8s4YKCLSgP78/m6+yyulVUt//nxLgtnliJez+foQHx5IxablrPvdEP5v2nXcc108YYF2sgvLmbfqW67761r+/P4eLAEtzS63waiHSM6iS10idSdtVxZvbTuGxQLzxvXE6a/BrNJ4WCwWElo5SWjl5Hcju/DRzmz+/uVhdhxz8fcvD+N/+1w2HsyjT9sQ7Nbm3YeiQCRn0aUukbqR7SrnD+/sBODXgzswoH2YyRWJnJ/D6sutvVtxS69Yvth/ir+t2U/6d/lsOXKaXSdcDOkcQcfIFs32fnvNO+6JiJikpsZg1j++pqC0ksRWTqYP62x2SSKXxGKxcEPnCP7f/UmUr1mA099GaUU1H+7K5oOdWZS4q8wusV4oEImI1IO/f3mY9QdO4W/z5bk7ezX7yw3S/FgsFqqPbueugW3oHx+KjwUOnixh2eajfJdXYnZ5dU7fUBGROrY3q5Cn0/YB8MfRXemgG7dKE2b18SGpfRi/6N+G8BZ2yiqreTfjBBsP5l1wLcGmRoFIRKQu+dr4zYrtVFTXMKxrFBP6tzG7IpE6Ed7Cwfi+cSS2cgKw5chpPtyZDb52kyurGwpEIiJ1yN7353ybU0x4Cwd/vT2x2Q5AFe9k9fVh6DWRJHeLwscCB04W4zfqYU6XVJhd2lXTLDMRadIa0zIR3+WVYOt25sbS/3VHD8K8bGE78R5dY4IJ9rPxfztPUB4Rz52vbGTpPQOIDGq6NytWIBKRJq2xLBNRWlHFJ3tyAJiY1JYbu0Re5BUiTVurEH/u6BPH4jUZfJsD41/exBtTBhLtbJqhSJfMRESukmEYrNmbS2lFNTX5x5n9065mlyTSIEID7ZR/9FdatfTn8KkS7v77ZgpKm+blMwUiEZGrtPtEIYdOleBjAffnr+Jn8zW7JJEGYxSdZMW9A4kKdvBtTjG/WrSV0oqmt1aRApGIyFXIL61g3bcnARjUIZya05kmVyTS8OJCA3j9Pwbg9Lex/WgBD72xnZqapjUlX4FIxEsk9upNRFT0BR+JvXqbXWaTUl1j8PHubKpqDFqH+HNtm5ZmlyRimi7RQfx9Uj/sVh9W781l3qpvzS7psmhQtYiXaCyDj5uTzYfzyCl047D6kNwtSlPsxev1aRvCX29P5Ldvfs2CTw/QJTqIm3vGml3WJVEPkYjIFTheUMa2I/kA3HRNJEF+uou9CMBtvVtz7w3tAXj4/+3g4Mlikyu6NApEIiKXyV1Vzce7szGArjFBdIoKMrskkUbl9yOvYVCHMMoqq3lw+XbwbfwXpBSIREQu02f7TlJUXkWwn5XBnSPMLkek0fH1sfDs+F6EBdrZm1WIve8dZpd0UQpEIiKXYV92Ed9kF2GxwMiEaBxWTbEXOZeoYD/+e1xPAGzdhnEkr8Tkii5MgUhE5BJZAkNZuy8XgP7tQolx+ptckUjjdmOXSCYNagfAmr25uKuqzS3oAhSIREQuQXWNgeP6yVRU1RAd7Ef/dqFmlyTSJDw8sgs1hTkUu6tYv/+U2eWcV+Mf5STi5RrTzUu92SufH8I35hpsvhZGdI/Cx0dT7EUuRYDdinv9Ivx/+nt2nSikU1QQbUIDzC7rLApEIo2c1g8y385jLuat2gfA4M4RtAywm1yRSNNSk/MtPVo52XHcxaf7cvnlgDZYfRrXRarGVY2ISCNTVlHNb97cTmW1QdWRbXSLCTa7JJEmaVCHMALsvhSUVrL9aIHZ5ZxFgUhE5AKe/GAPh06WEBXswL3hda1GLXKFHDZfrusYDsCWw6cpLK80uaLaFIhERM5j9Z4clm0+CsAzd/QCd+OeNizS2F0THURsSz+qagy+aGQDrBWIRETO4WSRm9+/vQOAe66L57pO4SZXJNL0WSwWhnSOxAIcyC3mREGZ2SV5KBCJiPxITY3BrH98TV5JBddEB/G7kV3MLkmk2YgIctAt9sxYvC/2n8IwDJMrOkOBSETkR/7+5WHWfXsSh9WH//lFb61GLVLHBrYPw+pjIbuwnAO5jePmrwpEIiI/sPOYi7+mfQPAn27uRmfduFWkzrVwWOnTNgSALw/mUV1jfi+RApGIyL8Uu6uY9sZXVFYbjOwezYT+bcwuSaTZurZNCAF2X1xllew+4TK7HC3MKCKXpzmvnP2nf+7iSF4psU4/nro9UVPsReqR3epDv3ahrPv2JFuOnAZfm6n1KBCJyGVpritnr9x+jHe+Oo6PBf72i95ajVqkASS0Cib9u3yK3VVYuww2tRZdMhMRr3fkVAl/XLkLgN/c1Jl+unGrSIOw+vgwIP7M983e46eUuKvMq8W0d5bLVlNj8G1uEZmny8h2lVFVYxBotxISaKdLVBCg7n2Ry1VRVcNDK7ZTUlFN//hQHhza0eySRLxK15hgtn2Xjwsnb27N5D+uizelDgWiJuBEQRn2n/yK/nPWcKrYfd52Ab/8H97/+gTtwgJpHxFIoEMfr8jF/Pcn+9hxzEXLABt/u7MXvrqLvUiD8vWxcH2ncN5+6a/c9eQbptWhvzEbsSxXGRsP5pGZX4at83WcKnYTYPelY2QLooP9sFt9KK2oJtt1Zh2HCnsAh06VcOhUCZ9+C21DA+ge66R9RCA+zXBwaHllNTmF5RSUVmLvfye/WbGd4vIqKmsMAmy+BPlZaRsWQPuIFvSKa0lsS3+zS5ZG5tN9ubzy+SEA/np7D2Kc+hkRMUOHiBZU7VuH3WreSJ5GHYhSU1N54oknam2LiooiOzsbAMMweOKJJ3jllVfIz89nwIABPP/883Tv3t3T3u12M2vWLN544w3Kysq46aabeOGFF2jdunWDnsvlqK4x2Hw4j21H8jEAHwu4933BW0/Pol+70HP+wFRW19A6MYmh0//GoVPF5BS6OZJXypG8UoL9rPRuE9Lk79JdXWNwvKCMQyeLOXq6lPzSf98Y0NZ9OP/MOHHB17cPD8Tebxynit2Et3DUd7lyEWbPVss8Xcr0FRkA3J3UlhHdo+vlfUSkaWjUgQige/furF692vPc1/ffK8Y+/fTTzJs3j0WLFtG5c2eefPJJhg8fzr59+wgKOrOY2vTp03n//fdZsWIFYWFhzJw5k9GjR5Oenl7rWI1FsbuK978+QW7RmUtj10QHkdQ+jAV/n8xPOj513tfZfH2oyfuO/vGh9I8PJb+kgj1Zhew67qKwvIp1355k46E8bH1/Tk5hOVHBfg11SlelvLIa37Z9+GhXFkfySqmoqqm13+lvIyzQzjefvs2f//BbWjisWH19KKuooqC0ksN5JezPKWb3CReHTpVgSxjBss1HiQp20LdtKB0iAjW12iRmzlYrr6zm/qXpuMoq6RXXkkd/1rVe3kdEmo5GH4isVivR0Wf/y80wDJ577jkeffRRxo4dC8DixYuJiopi+fLl3HfffbhcLhYuXMiSJUsYNmwYAEuXLiUuLo7Vq1czYsSIBj2XiykorWDl9uMUllfhZ/VhaNdIOkVe2Sq5IYF2ftIxnP7xoezNKmT70QIKyiqxJ47i+r9+ym29W3Hv4PZ0iGhRx2dx9QzDYPeJQt7alsk/M07gN3Qq3+acWdrd3+ZLfPiZMVKxTn/87WdC7c7/+gf3XD//vMd0lVWy8eAp7nnyFezxfckpdPPBzizCW9i5rmM4bcMCG+TcxHyGYfDHd3ex+0QhYYF2XrzrWt2aQ0QafyDav38/sbGxOBwOBgwYwJw5c2jfvj2HDx8mOzub5ORkT1uHw8HgwYPZsGED9913H+np6VRWVtZqExsbS0JCAhs2bLhgIHK73bjd/x7AXFhYWD8n+C95xW7e2X6c0opqnP42buvdCqf/1S9SZfP1oUfrliS2cnL4VAnvfrKOiujOvLktk7fSM0nuFsX9gzvQu01IHZzF1ckrdvNuxgn+sS2Tb7KLPNtrSk7Tt+uZ8Bbt9Lui8VBOfxsjE2Jwf/oiv05ZS0ZmAV9nujhVXMG7GSfoGNmCGzqFE+RXdwuDmX1JSM7tjS2Z/L/0Y/hYYP4vemvckIgAjTwQDRgwgNdff53OnTuTk5PDk08+yaBBg9i9e7dnHFFUVFSt10RFRfHdd98BkJ2djd1uJyQk5Kw237/+fObOnXvW+KX6YgloybsZJyitqCa8hZ1be7Wq8xliFouF9hEtKP/or6Rt2cOLnx1i9d4cPt595jGwfSj3De7A4E4Rdfq+F+Xjy8e7s1n51XHWfJNDZfWZ+9nYrT4kd4vijr5x/PyGHly/ZF2dvWWA3cqgDuFc2yaEzYdP8/WxAg7knhmXdGOXujv/5rqAYVOWkVlA6nu7AfjdiGsY1DHc5IpEpLFo1IFo1KhRnj8nJiaSlJREhw4dWLx4MQMHDgQ4a/yHYRgXHRNyKW1mz57NjBkzPM8LCwuJi4u73FO4qKLyShzDp1PsriIkwMbYa1vjb6vf7vs+bUP534mh7M8p4uXPD/Hu9uNsOnSaTYdO06qlP7ZeYygsqyS4DnqozsUwDLILy/kmq4iA8c9w35J0z77EVk7u6NuaMT1j/71SsFE/N/3zs/kyuHME3WKCWftNLtmF5Xy8OwfHDVMocVdp2YJmJttVzv1L0qmormFE9yjuH9ze7JJEpBFpUr/xAwMDSUxMZP/+/dx6663AmV6gmJgYT5vc3FxPr1F0dDQVFRXk5+fX6iXKzc1l0KBBF3wvh8OBw1G/M5Eqq2v49dKv8A2NI8Duyy29WtV7GPqhTlFB/PcdPZmZ3Jn//eIwb23L5HhBGfbet/DahiPEhfrTJSqIdmFXv6ZRRVUNR0+XciSvhCOnSiipqAbA4hdEZJCDW3rFMvba1nQ1YSZcRJCDO/q0ZuuR02w+chprh4GMfWEDr9zdR2OLmgurH79atJXswnI6Rrbgv+7oqcH0IlJLk7p1h9vtZu/evcTExBAfH090dDSrVq3y7K+oqGDdunWesNOnTx9sNlutNllZWezateuigagh+FosJLZ2YlSWM6ZnbJ2MGboSMU5/Hhvdja2PDuNvd/ai+sQeADJPl7F6by7/u/4wb2w5ymf7cvkmu5DcwnKwnn+WWom7it0nXPjG9+OL/Sf5R3omL39+kA92ZrH7RCElFdXYfC10iQ6i/ON5bJx9E4/+rJspYeh7Pj4WBrQP4+fXtqamtIB9OUWMWfAlX+w/aVpNUjdqagwcN97P3qxCwlvYeW1SP4LrcKyYiDQPjbqHaNasWdx88820adOG3NxcnnzySQoLC5k4cSIWi4Xp06czZ84cOnXqRKdOnZgzZw4BAQFMmDABAKfTyeTJk5k5cyZhYWGEhoYya9YsEhMTPbPOzOTjY+H3I6/hmam3ETXyn2aXg5/tTC/VPR8/w4OvrmFvViGHTpWQW+T2PL4+5gIgMOV5uv0pjZAAO45/rYvkrqohv7SC0n/1/vgNuZ+vjhZ4ju/0txEfHki7sABahfhj9fHhqxO7G9XKwLEt/Sl//y8kzVrI15kFTPz7Fv4w6hqmXN9ePQpNkGEYfLovF2vrRPxsPiyc2I+40ACzyxKRRqhRB6Jjx47xi1/8glOnThEREcHAgQPZtGkTbdu2BeDhhx+mrKyMqVOnehZm/OSTTzxrEAE8++yzWK1Wxo0b51mYcdGiRY1qDSKjJN/sEs4S7G9jQPswBrQPo8RdxfGCMrJc5eQWlpNfWklZZTWlFdWUVpSd8/UhATZOHfmGXr2vJSrYQWxLf0KayN3DjdIC3rx3IH/65y7e2naMOR9+w96sIp66PVHTs5uY9KP57DpRiGHU8D939qFnXEuzSxKRRqpRB6IVK1ZccL/FYiE1NZXU1NTztvHz82P+/PnMn3/+NWrkwgIdVjpHBdE56t9Bc86vRrA1Yxf5pRWemWE2XwuhgXZCAu0E+9mIiLqbob+48CyrxsrP5stfb+9BQisnT7y/h5Xbj3Msv5SXU/oSGtg0gp23+yarkC8P5AFQsXkFyX+92eSKRKQxa9SBSBqxyjLahQfSjuY76NhisXB3UjviwwOZuuwrth7J57YXvmThxH50jGx8C1rKv+3PKeKTPTkA9IpryZevrTG5IhFp7JrUoGoRM1zfKYJ3fj2I1iH+fJdXytgXvmTDgVNmlyXncehkMWm7szGAbjHB3NBJaw2JyMUpEIlcgk5RQbz7wE+4tk1LCsuruPvvW3hz61Gzy5If+TaniA92ZlFjQOeoFtzUNVKD4UXkkigQiVyi8BYOlk8ZyM09Y6mqMfj92zuZ+9FeamrqZ+FIuTx7ThSStivbE4aSu0Vf0W1eRMQ7KRCJXAY/my//c2cvHrqpEwAvrzvErxZtJb+kwuTKvNumQ3ms2puDAXSPDWZE9+hGtZyDiDR+CkQil8lisTBjeGeeG98Lh9WHdd+eZPT89Xx1tPEtn9DclVdWY79+MpsPnwagT9sQbromUj1DInLZFIhErtCtvVvx7gM/oV1YAMcLyvj5ixt45pN9VFTVmF2aV8g8XcrPX9qAreMgLBa46ZpIrusYrjFDInJFFIhErkLXmGDem3Ydt/aKpcaA+WsPMGbBejYdyjO7tGbtgx1Z/Ox/vmDX8UKM8iJu7dWKhFZOs8sSkSZM6xCJXKVgPxvP3dmb5O7RPLpyJ99kF3HnK5twDLmfU8VuwlvU702Cf6iyuobCskqKyqv+9aikoroGu9UHn8gO5BSW4+tjIcDui7/Nt8n1ppwuqeCxf+7igx1ZAPRu05Iv/3sWbX5m/q1vRKRpUyASqSM/TYwhqX0Y81Z9y7LN32GN78eyzUeJDw8kITaYtmGBdTLQt6q6BldZJa6ySgpKK8kvq8BvxEx+8tRaTrjKMM4z6c3/Z4+wYmum57mvj4UWDitBDitB/lbCWzjwienK6ZKKRrcad2V1Dcs2fcezq/fjKqvE18fCA0M68ODQTrR6QmO3ROTqKRCJ1KGQQDt/uTWBCQPaMHz6PKzx/Th8qoTDp0rws/nQNiyQVi39iQp24PQ/9x3Xq6prOFVcQZarjGxXOdbuyaz9JpeCsgoKSs/0/vyYb2w3jhf8+75ygXZfgvxstPCzYvf1obK6hn0HDhIc0YrqGoOyymqqawxPsKIAoAj/kbO49i+riAxykNjKSa+4lvRq05IerVuet956ZfFh5fZjLFh7gIMnSwC4JjqIp3/egx6tWzZ8PSLSbCkQidSDrjHBuD97if/4xc/ZcdzFtzlFlFZUsy+7iH3ZRZ52ARPmkzR3DX42XyqqanBX1XC6xM0PlzZy9B/PzuOuWse3+/rQMsBGS38bzgAb65f8N/+3/H9pExpIaKD9nD1REVHj+e3SM/eWq64xKHZXUVxeRZH7TE/TqWI3+w8ewic4itwiN2u+yWXNN7me17ePCKRXXEus19xITmE54S0c9Ta1vbSiir1ZRfiPfZLfvvk1cOaGwTOTu3Bnvzisvhr+KCJ1S4FIpB6FBNoZ3DmC6zuGc7ygjGMFZZzILyOvpIKyymosjgCyXOVnvc7Xx0JUkINopx9b1n1C0o0jaOlvp2WADae/jQB77fE/nx3YQJ+2oZdcl6+PBae/7V+9Pv6e7XOevpMjR4/xTXYhX2e6yMgsICOzgKOnSzl0soRDJ0twJN3Fiq2Z+PpYiAxyEBXsR3SwH9FOP4L9rFc0LskwzvRWff8+mfml1BjgExxFSICNe65vT0pSW4L9TOilEhGvoEAk0gB8fCzEhQYQFxrg2eauqmbeb37BmrXrKKusxuZrwWH1JbyFnbAf9L5EPHE7g+75ZYPVGuiw0qdtaK2Adbqkgq8zC9ieWcC8xe8Q2K4n7qoaslzltQKdn9WHYH8bjiG/Zs6He2kd4k9ooJ0WDisOqy+GYVBZY1BQWoG161DWfXuS/NIKcgvdlFVW16ojKtjB0Y9eYf3q5QQ69KtKROqXfsuImMRh9cVwZZPYuvFPFw8NtHPjNZHceE0kc+96jhlL1lFQVkmOq5zswjOPk0VuyqtqKC9yY43vyyufH7rgMR0Df0lGZoHnua/FQmSwg/bhgbSPaEFooJ05f/tcYUhEGoR+04jIZbNYLIQE2AkJsHNNTDAAVTU15JdUUlheyduvPMPUWY9yLL+U/NJKStxVVFTVYLGAr48PTn8r69d+Qv8bhtHS305YCzuRwQ6sPhobJCLmUCASkTph9fEhIshBRJCDqr1reGz0sgu2j3jsNq6f/IsGqk5E5ML0zzERERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa+nQCQiIiJeT4FIREREvJ4CkYiIiHg9BSIRERHxegpEIiIi4vUUiERERMTrKRCJiIiI11MgEhEREa/nVYHohRdeID4+Hj8/P/r06cMXX3xhdkkiIiLSCHhNIHrzzTeZPn06jz76KNu3b+f6669n1KhRHD161OzSRERExGReE4jmzZvH5MmTueeee+jatSvPPfcccXFxvPjii2aXJiIiIibzikBUUVFBeno6ycnJtbYnJyezYcMGk6oSERGRxsJqdgEN4dSpU1RXVxMVFVVre1RUFNnZ2ed8jdvtxu12e567XC4ACgsL67y+mpoaykuKL9rmYu+t41z8s6nLYzXUe+k4DffzcTGNrWYdR5+ptx3nSnx/TMMwLtzQ8ALHjx83AGPDhg21tj/55JNGly5dzvmaxx9/3AD00EMPPfTQQ49m8MjMzLxgVvCKHqLw8HB8fX3P6g3Kzc09q9foe7Nnz2bGjBme5zU1NZw+fZqwsDAsFkud1VZYWEhcXByZmZkEBwfX2XHl8uhzaBz0OTQO+hwaB30OdcMwDIqKioiNjb1gO68IRHa7nT59+rBq1Spuu+02z/ZVq1Zxyy23nPM1DocDh8NRa1vLli3rrcbg4GD9wDcC+hwaB30OjYM+h8ZBn8PVczqdF23jFYEIYMaMGaSkpNC3b1+SkpJ45ZVXOHr0KPfff7/ZpYmIiIjJvCYQjR8/nry8PP785z+TlZVFQkICH374IW3btjW7NBERETGZ1wQigKlTpzJ16lSzy6jF4XDw+OOPn3V5ThqWPofGQZ9D46DPoXHQ59CwLIZxsXloIiIiIs2bVyzMKCIiInIhCkQiIiLi9RSIRERExOspEJnshRdeID4+Hj8/P/r06cMXX3xhdkleJTU1FYvFUusRHR1tdlnN3ueff87NN99MbGwsFouFd999t9Z+wzBITU0lNjYWf39/hgwZwu7du80pthm72OcwadKks74fAwcONKfYZmzu3Ln069ePoKAgIiMjufXWW9m3b1+tNvpO1D8FIhO9+eabTJ8+nUcffZTt27dz/fXXM2rUKI4ePWp2aV6le/fuZGVleR47d+40u6Rmr6SkhJ49e7JgwYJz7n/66aeZN28eCxYsYOvWrURHRzN8+HCKiooauNLm7WKfA8DIkSNrfT8+/PDDBqzQO6xbt44HHniATZs2sWrVKqqqqkhOTqakpMTTRt+JBlAX9wqTK9O/f3/j/vvvr7XtmmuuMf7whz+YVJH3efzxx42ePXuaXYZXA4yVK1d6ntfU1BjR0dHGU0895dlWXl5uOJ1O46WXXjKhQu/w48/BMAxj4sSJxi233GJKPd4sNzfXAIx169YZhqHvRENRD5FJKioqSE9PJzk5udb25ORkNmzYYFJV3mn//v3ExsYSHx/PnXfeyaFDh8wuyasdPnyY7OzsWt8Nh8PB4MGD9d0wwWeffUZkZCSdO3dmypQp5Obmml1Ss+dyuQAIDQ0F9J1oKApEJjl16hTV1dVn3Vw2KirqrJvQSv0ZMGAAr7/+Oh9//DGvvvoq2dnZDBo0iLy8PLNL81rf//zru2G+UaNGsWzZMtauXcszzzzD1q1bGTp0KG632+zSmi3DMJgxYwbXXXcdCQkJgL4TDcWrVqpujCwWS63nhmGctU3qz6hRozx/TkxMJCkpiQ4dOrB48WJmzJhhYmWi74b5xo8f7/lzQkICffv2pW3btnzwwQeMHTvWxMqarwcffJAdO3awfv36s/bpO1G/1ENkkvDwcHx9fc9K97m5uWf9K0AaTmBgIImJiezfv9/sUrzW97P89N1ofGJiYmjbtq2+H/Vk2rRpvPfee3z66ae0bt3as13fiYahQGQSu91Onz59WLVqVa3tq1atYtCgQSZVJW63m7179xITE2N2KV4rPj6e6OjoWt+NiooK1q1bp++GyfLy8sjMzNT3o44ZhsGDDz7IO++8w9q1a4mPj6+1X9+JhqFLZiaaMWMGKSkp9O3bl6SkJF555RWOHj3K/fffb3ZpXmPWrFncfPPNtGnThtzcXJ588kkKCwuZOHGi2aU1a8XFxRw4cMDz/PDhw2RkZBAaGkqbNm2YPn06c+bMoVOnTnTq1Ik5c+YQEBDAhAkTTKy6+bnQ5xAaGkpqaiq33347MTExHDlyhEceeYTw8HBuu+02E6tufh544AGWL1/OP//5T4KCgjw9QU6nE39/fywWi74TDcHUOW5iPP/880bbtm0Nu91uXHvttZ5pltIwxo8fb8TExBg2m82IjY01xo4da+zevdvsspq9Tz/91ADOekycONEwjDPTjB9//HEjOjracDgcxg033GDs3LnT3KKboQt9DqWlpUZycrIRERFh2Gw2o02bNsbEiRONo0ePml12s3OuzwAwXnvtNU8bfSfqn+52LyIiIl5PY4hERETE6ykQiYiIiNdTIBIRERGvp0AkIiIiXk+BSERERLyeApGIiIh4PQUiERER8XoKRCIiIuL1FIhEpNGbNGkSt956a6N6nyFDhjB9+vR6rUdEGo4CkYjUm/OFhnfffReLxdLwBYmInIcCkYhIE1JRUWF2CSLNkgKRiJgqNTWVXr168fLLLxMXF0dAQAB33HEHBQUF532N2+3moYceIjIyEj8/P6677jq2bt3q2V9dXc3kyZOJj4/H39+fLl268Le//a3WMaqrq5kxYwYtW7YkLCyMhx9+mMu9tWNNTQ0PP/wwoaGhREdHk5qaWmv/0aNHueWWW2jRogXBwcGMGzeOnJwcz/5zXaKbPn06Q4YM8TwfMmQIDz74IDNmzCA8PJzhw4dfVo0icmkUiETEdAcOHOCtt97i/fffJy0tjYyMDB544IHztn/44Yd5++23Wbx4MV999RUdO3ZkxIgRnD59GjgTVFq3bs1bb73Fnj17+NOf/sQjjzzCW2+95TnGM888w9///ncWLlzI+vXrOX36NCtXrrysuhcvXkxgYCCbN2/m6aef5s9//jOrVq0CwDAMbr31Vk6fPs26detYtWoVBw8eZPz48Zf9/2fx4sVYrVa+/PJLXn755ct+vYhcnNXsAkREysvLWbx4Ma1btwZg/vz5/OxnP+OZZ54hOjq6VtuSkhJefPFFFi1axKhRowB49dVXWbVqFQsXLuR3v/sdNpuNJ554wvOa+Ph4NmzYwFtvvcW4ceMAeO6555g9eza33347AC+99BIff/zxZdXdo0cPHn/8cQA6derEggULWLNmDcOHD2f16tXs2LGDw4cPExcXB8CSJUvo3r07W7dupV+/fpf8Ph07duTpp5++rNpE5PKoh0hETNemTRtPGAJISkqipqaGffv2ndX24MGDVFZW8pOf/MSzzWaz0b9/f/bu3evZ9tJLL9G3b18iIiJo0aIFr776KkePHgXA5XKRlZVFUlKSp73VaqVv376XVXePHj1qPY+JiSE3NxeAvXv3EhcX5wlDAN26daNly5a16rwUl1uXiFw+BSIRqTfBwcG4XK6zthcUFBAcHHze130/A+1cM9G+H+fz432GYXi2vfXWW/z2t7/lP/7jP/jkk0/IyMjgV7/6VZ0PSLbZbGfVXVNTc1Y956vTx8fnrHFLlZWVZ70mMDCwrkoWkfNQIBKRenPNNdewbdu2s7Zv3bqVLl26eJ4fPXqUEydOeJ5v3LgRHx8fOnfufNZrO3bsiN1uZ/369Z5tlZWVbNu2ja5duwLwxRdfMGjQIKZOnUrv3r3p2LEjBw8e9LR3Op3ExMSwadMmz7aqqirS09Ov7oR/oFu3bhw9epTMzEzPtj179uByuTx1RkREkJWVVet1GRkZdVaDiFw6BSIRqTdTp07l4MGDPPDAA3z99dd8++23PP/8856xPt/z8/Nj4sSJfP3113zxxRc89NBDjBs37qzxQ3Cmt+TXv/41v/vd70hLS2PPnj1MmTKF0tJSJk+eDJwJTdu2bePjjz/m22+/5bHHHqs1Cw3gN7/5DU899RQrV67km2++YerUqRec2Xa5hg0bRo8ePfjlL3/JV199xZYtW7j77rsZPHiw5xLY0KFD2bZtG6+//jr79+/n8ccfZ9euXXVWg4hcOgUiEak37dq144svvuDgwYMkJyfTr18/Fi1axKJFi7jjjjs87Tp27MjYsWP56U9/SnJyMgkJCbzwwgvnPe5TTz3F7bffTkpKCtdeey0HDhzg448/JiQkBID777+fsWPHMn78eAYMGEBeXh5Tp06tdYyZM2dy9913M2nSJJKSkggKCuK2226rs3O3WCy8++67hISEcMMNNzBs2DDat2/Pm2++6WkzYsQIHnvsMR5++GH69etHUVERd999d53VICKXzmJc7sIbIiJ1KDU1lXfffVeXikTEVOohEhEREa+nQCQi8iNHjx6lRYsW5318P31fRJoPXTITEfmRqqoqjhw5ct797dq1w2rVurYizYkCkYiIiHg9XTITERERr6dAJCIiIl5PgUhERES8ngKRiIiIeD0FIhEREfF6CkQiIiLi9RSIRERExOspEImIiIjX+//oaHJoZlr6CwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#-- All time scales are indexed on 'Zulu' time (located in Greenwinch, England) --#\n",
"\n",
"sns.histplot( x = df_US['Upload_hour'], kde = True)"
]
},
{
"cell_type": "markdown",
"id": "eb01277f",
"metadata": {},
"source": [
"Now plotting the distrobution of 'views'."
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "c6a94a82",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_US.views.plot()"
]
},
{
"cell_type": "markdown",
"id": "999b0a37",
"metadata": {},
"source": [
"Now plotting the distrobtion of 'likes'. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "46252465",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_US.likes.plot()"
]
},
{
"cell_type": "markdown",
"id": "080a4c5b",
"metadata": {},
"source": [
"Plotting the distrobution of the \"comment_count\"."
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "fdbaefff",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAiMAAAGsCAYAAAAPJKchAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAA5gElEQVR4nO3deXxU9b3/8XcWkiCSKCCBSMCoVWkDFINWUK7igkWK2muvXLViFX4txQ25eivaVvBaYqtS3ECUrbQIFEFFTSVRZA9bCGtYBEI2EkIC2ckkmTm/PyijIQlkkpl8Z3k9H488HuTke+Z8JifMvOf7/Z7vCbIsyxIAAIAhwaYLAAAAgY0wAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIzyqTCyZs0ajRgxQjExMQoKCtInn3zi8mNYlqXXX39dV111lcLDwxUbG6spU6a4v1gAANAsoaYLcEVlZaX69eunRx99VPfdd1+LHuPpp59WcnKyXn/9dfXp00elpaUqKipyc6UAAKC5gnz1RnlBQUH6+OOPde+99zq31dTU6Pe//70WLFigkpISxcfH689//rNuueUWSdLevXvVt29f7d69W1dffbWZwgEAQD0+NUxzPo8++qjWr1+vRYsWaefOnfqv//ov/fSnP9W3334rSfrss890+eWX6/PPP1dcXJwuu+wyjRkzRidOnDBcOQAAgctvwsihQ4e0cOFCLVmyRIMHD9YVV1yhZ599VjfddJPmzp0rSTp8+LCysrK0ZMkSzZ8/X/PmzVNaWpp+8YtfGK4eAIDA5VNzRs5l27ZtsixLV111Vb3tNptNnTt3liQ5HA7ZbDbNnz/f2W727NlKSEjQ/v37GboBAMAAvwkjDodDISEhSktLU0hISL2fXXjhhZKk7t27KzQ0tF5g6d27tyQpOzubMAIAgAF+E0b69+8vu92uwsJCDR48uNE2N954o+rq6nTo0CFdccUVkqQDBw5Iknr16tVmtQIAgO/41NU0FRUVOnjwoKTT4WPq1KkaMmSIOnXqpJ49e+qXv/yl1q9frzfeeEP9+/dXUVGRVq5cqT59+uiuu+6Sw+HQddddpwsvvFDTpk2Tw+HQ448/rsjISCUnJxt+dgAABCafCiOrVq3SkCFDGmx/5JFHNG/ePNXW1uqVV17R/PnzlZeXp86dO2vgwIGaPHmy+vTpI0k6evSonnzySSUnJ6tDhw4aNmyY3njjDXXq1Kmtnw4AAJCPhREAAOB//ObSXgAA4JsIIwAAwCifuJrG4XDo6NGj6tixo4KCgkyXAwAAmsGyLJWXlysmJkbBwU33f/hEGDl69KhiY2NNlwEAAFogJydHPXr0aPLnPhFGOnbsKOn0k4mMjDRcDQAAaI6ysjLFxsY638eb4hNh5MzQTGRkJGEEAAAfc74pFkxgBQAARhFGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAYBRhBAAAGEUYAQDAS3y4KVtbjpwwXUab84m79gIA4K9Kq2r17qqD6hYZoZc/z5AkHXl1uOGq2hZhBAAAgyZ/tkfL0vNMl2EUwzQAABi052iZ6RKMo2cEAAADKmx1OlhYIUuW6VKMc7lnZM2aNRoxYoRiYmIUFBSkTz755Jztly1bpjvuuEOXXHKJIiMjNXDgQK1YsaKl9QIA4Bfufmed7n13vQ4cqzBdinEuh5HKykr169dP77zzTrPar1mzRnfccYeSkpKUlpamIUOGaMSIEUpPT3e5WAAAfJ1lWXI4LB0+Xmm6FK/h8jDNsGHDNGzYsGa3nzZtWr3vp0yZok8//VSfffaZ+vfv7+rhAQDwWZZlaeTMjSo5VWO6FK/S5nNGHA6HysvL1alTpybb2Gw22Ww25/dlZUzuAQD4h80BuI7I+bT51TRvvPGGKisrdf/99zfZJjExUVFRUc6v2NjYNqwQAAD3qqqp093vrNNfv/rWdCleqU3DyMKFCzVp0iQtXrxYXbt2bbLdxIkTVVpa6vzKyclpwyoBAHCvRZtztDO3VG99TRhpTJsN0yxevFijR4/WkiVLdPvtt5+zbXh4uMLDw9uoMgAAPGN/QbkmLd+jCyNYSeNc2uS3s3DhQj322GNauHChhg8PrCVuAQCB65E5m1VQVm26DK/nchipqKjQwYMHnd9nZmZq+/bt6tSpk3r27KmJEycqLy9P8+fPl3Q6iIwaNUpvvvmmbrjhBhUUFEiS2rdvr6ioKDc9DQAAvA9BpHlcnjOydetW9e/f33lZ7oQJE9S/f3/98Y9/lCTl5+crOzvb2X7mzJmqq6vT448/ru7duzu/nn76aTc9BQAA4Mtc7hm55ZZbZFlNL107b968et+vWrXK1UMAAIAAwo3yAACAUUzvBQDAzapq6lRSVWu6DJ9BGAEAwA1O1dj1/+Zv1ZBruurtld8SRlxAGAEAwA0WbMrSuoNFWnewyHQpPoc5IwAAuEFVjd10CT6LMAIAAIwijAAAAKMIIwAAwCgmsAIA0Arp2Sf17JIduuiCMNOl+CzCCAAArfDw7M2qsNVJqjRdis9imAYAgFY4HUTQGoQRAABgFGEEAAAYRRgBAABGEUYAAIBRXE0DAEALZBVXKrOIK2jcgTACAEAL3PzaKtMl+A2GaQAAgFGEEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAXVNfa5XBYpsvwK6wzAgBAM5VU1ejHL6coodfFpkvxK/SMAADQTCv3FUqS0rJOGq7EvxBGAACAUYQRAABgFGEEAAAYRRgBAABGEUYAAIBRhBEAAGAUYQQAABhFGAEAAEYRRgAAgFGEEQAAmiH3ZJUsbknjEdybBgCA85i9LlP/93mGOnUIM12KX6JnBACA8/jTFxmSpBOVNYYr8U+EEQAAYBRhBAAAGEUYAQAARhFGAACAUYQRAABgFGEEAAAY5XIYWbNmjUaMGKGYmBgFBQXpk08+Oe8+q1evVkJCgiIiInT55Zfrvffea0mtAADAD7kcRiorK9WvXz+98847zWqfmZmpu+66S4MHD1Z6erpeeOEFPfXUU1q6dKnLxQIAAP/j8gqsw4YN07Bhw5rd/r333lPPnj01bdo0SVLv3r21detWvf7667rvvvtcPTwAAPAzHp8zkpqaqqFDh9bbduedd2rr1q2qra1tdB+bzaaysrJ6XwAAwD95PIwUFBQoOjq63rbo6GjV1dWpqKio0X0SExMVFRXl/IqNjfV0mQAAwJA2uZomKCio3vfWv297ePb2MyZOnKjS0lLnV05OjsdrBAAAZnj8rr3dunVTQUFBvW2FhYUKDQ1V586dG90nPDxc4eHhni4NAAB4AY/3jAwcOFApKSn1tiUnJ2vAgAFq166dpw8PAAC8nMthpKKiQtu3b9f27dslnb50d/v27crOzpZ0eohl1KhRzvZjx45VVlaWJkyYoL1792rOnDmaPXu2nn32Wfc8AwAA4NNcHqbZunWrhgwZ4vx+woQJkqRHHnlE8+bNU35+vjOYSFJcXJySkpL0zDPP6N1331VMTIzeeustLusFAACSpCDrzGxSL1ZWVqaoqCiVlpYqMjLSdDkAgABzxQtJsjva7u3yyKvD2+xYntTc92/uTQMAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgDAeQSZLsDPhZouAAAAb1VYVi1bncN0GX6PMAIAQBOun/K16RICAsM0AADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMII34q50SVfjptjT5KyzVdCgAA50QY8VMvLd+jfQXlenbJDtOlAABwToQRP1VVU9fstuXVtbIsy4PVAADQNMJIgDtwrFx9JiXrN39PM10KACBAEUYC3N82HJEkJWcck8Nh6dtj5fSSAADaVIvCyPTp0xUXF6eIiAglJCRo7dq152y/YMEC9evXTxdccIG6d++uRx99VMXFxS0qGO6RVVypjYfrn4Pff7pbd/x1jd795qChqgAAgcjlMLJ48WKNHz9eL774otLT0zV48GANGzZM2dnZjbZft26dRo0apdGjR2vPnj1asmSJtmzZojFjxrS6eLTcza+t0n+/v1F788uc2z7cdPocTk05YKosAEAAcjmMTJ06VaNHj9aYMWPUu3dvTZs2TbGxsZoxY0aj7Tdu3KjLLrtMTz31lOLi4nTTTTfpN7/5jbZu3drq4tF6u4+Wnb8RAAAe5FIYqampUVpamoYOHVpv+9ChQ7Vhw4ZG9xk0aJByc3OVlJQky7J07NgxffTRRxo+fHiTx7HZbCorK6v3BQAA/JNLYaSoqEh2u13R0dH1tkdHR6ugoKDRfQYNGqQFCxZo5MiRCgsLU7du3XTRRRfp7bffbvI4iYmJioqKcn7Fxsa6UiYAAPAhLZrAGhQUVO97y7IabDsjIyNDTz31lP74xz8qLS1NX375pTIzMzV27NgmH3/ixIkqLS11fuXk5LSkTAAA4ANCXWncpUsXhYSENOgFKSwsbNBbckZiYqJuvPFGPffcc5Kkvn37qkOHDho8eLBeeeUVde/evcE+4eHhCg8Pd6U0nCVIDcPhpsPFenvlQU2+50cGKgIAoHEu9YyEhYUpISFBKSkp9banpKRo0KBBje5TVVWl4OD6hwkJCZEk1rNoYyPf36h1B4v023+wwBkAwHu4PEwzYcIEzZo1S3PmzNHevXv1zDPPKDs72znsMnHiRI0aNcrZfsSIEVq2bJlmzJihw4cPa/369Xrqqad0/fXXKyYmxn3PBM1WUFptugQAAJxcGqaRpJEjR6q4uFgvv/yy8vPzFR8fr6SkJPXq1UuSlJ+fX2/NkV/96lcqLy/XO++8o//5n//RRRddpFtvvVV//vOf3fcsAACAz3I5jEjSuHHjNG7cuEZ/Nm/evAbbnnzyST355JMtORQ8jZEyAIBh3JsGDZBPAABtiTACAACMIowAAACjCCMAAMAowggAADCKMOKnmlidHwAAr0MYAQAARhFGAACAUYSRAMQ6IgAAb0IYAQAARhFGAACAUYQRNGAxjgMAaEOEEQAAYBRhBAAAGEUYAQAARhFG/BQrsAIAfAVhBAAAGEUYCXAWS6ABAAwLNV0A3Csl45i+3F2gqhq76VIAAGgWwoif+X/zt5ouAQAAlzBMAwAAjKJnJBAxTQQAmlRrd2jM37bq2p4Xmy4lYBBGAAD4nuQ9x7T6wHGtPnDcdCkBgzASAApKq2WrY0IrADQHr5dtjzASAG5I/Np0CQAANIkJrAGOO/QCAEwjjAAAAKMIIwAAwCjCCAAAMIowEuC4uy8AwDTCCOAjlmzNUVrWCdNlAIDbcWkv4APSsk7ouY92SpKOvDrccDUA4F70jAA+ILOoynQJAOAx9IwAXmx7TomS9xSo+0XtTZcCBAzm0rU9wkgA+v46Zyx65t3ufXe9JKlbZIThSgDAcximAXxAQVm16RIAwGPoGQG8UNKufF3SMdx0GQDQJggjgJc5WFiucQu2mS4DANoMwzSAl8k5ecp0CQDQpugZAbzEjpwSHS+3KSSEqfwAAgthBPAS9/z7ypk//OyHhisBgLbFMA3gZXJOsMAZgMBCGAEAAEa1KIxMnz5dcXFxioiIUEJCgtauXXvO9jabTS+++KJ69eql8PBwXXHFFZozZ06LCoZ7seaZGZ/tOKqJy3apzu4wXQqAswSJeVttzeU5I4sXL9b48eM1ffp03XjjjZo5c6aGDRumjIwM9ezZs9F97r//fh07dkyzZ8/WlVdeqcLCQtXV1bW6eMBXPbkwXZLUtWO4sk9UaczgOMMVAYA5LoeRqVOnavTo0RozZowkadq0aVqxYoVmzJihxMTEBu2//PJLrV69WocPH1anTp0kSZdddlnrqgb8xJtffytJ+jg9z3AlAGCOS8M0NTU1SktL09ChQ+ttHzp0qDZs2NDoPsuXL9eAAQP0l7/8RZdeeqmuuuoqPfvsszp1qum1FGw2m8rKyup9wX0sbkgDAPAiLvWMFBUVyW63Kzo6ut726OhoFRQUNLrP4cOHtW7dOkVEROjjjz9WUVGRxo0bpxMnTjQ5byQxMVGTJ092pTQAAOCjWjSBNeis+ytbltVg2xkOh0NBQUFasGCBrr/+et11112aOnWq5s2b12TvyMSJE1VaWur8ysnJaUmZAADAB7jUM9KlSxeFhIQ06AUpLCxs0FtyRvfu3XXppZcqKirKua13796yLEu5ubn6wQ9+0GCf8PBwhYdzk7C2wJxxAIBpLvWMhIWFKSEhQSkpKfW2p6SkaNCgQY3uc+ONN+ro0aOqqKhwbjtw4ICCg4PVo0ePFpQMAAD8icvDNBMmTNCsWbM0Z84c7d27V88884yys7M1duxYSaeHWEaNGuVs/+CDD6pz58569NFHlZGRoTVr1ui5557TY489pvbt27vvmQAAAJ/k8qW9I0eOVHFxsV5++WXl5+crPj5eSUlJ6tWrlyQpPz9f2dnZzvYXXnihUlJS9OSTT2rAgAHq3Lmz7r//fr3yyivuexZoMa6rAQCY1qIb5Y0bN07jxo1r9Gfz5s1rsO2aa65pMLQDAIA3auJ6DHgQ96YBAABGEUYAAIBRhBGgDVXX2lkBFwDO0qI5IwBcl3OiSoP/8o1G9IsxXQoAeBV6RoA28veNWZKkz3YcNVwJAHgXwkgAYpAAAOBNCCMAAMAowoiXqq616/6ZqXpn5bcePQ6TKQEAphFGvJDDYWnZtjxtzjyh15MPePRYRBEAgGmEES/zRvJ+XftKig4WVpy/MfwSqz8CCDRc2utl3l55UJI0Z32m4UoAAGgb9Ix4gVq7Q5+k56mgtLrNj82HcACAafSMeIH31xzWayv2q2MEpwMAEHjoGfECq/YXSpLKq+sMVwIAQNvjo7hBn27PU89OF5guAwDghSzLUlCAzGgnjBiyI6dETy/aLkm67rKLzRaDNtHclxSWfgFQXWvX8LfW6vq4Tkr8z76my/E4hmkMySyqNF0CAMBLvb5ivw4dr9TCzTmmS2kThBEAALzMrHWBtbwDYSQAMQwAAE0LlHka3oQw0sbmpx7RLa99o9yTVaZLAQDAKzCBtY398dM9kuTxe84AAOAr6BkBvAw9xAACDWEEAAAYRRgBAABGEUYCHBfWAABMI4y0EbvDksU1tYBHWJalOrvDdBkAWoiradpAda1dt76+Sld0vdB0KTCJiake88vZm3SwsEKrnxuiiHYhpssB4CJ6RtrAliMndLS0Wmu/LTJdCuA3Kmx1+tuGI8ovPaX1B4t1rMymtKyTpssC0AL0jADwSZOX79GStFy9t/qQ6VIAtBI9IwB80jf7j0uS8kurDVcCoLXoGfETzy3ZoROVNc1qa3ENDQDAixBGvECQG2Y2LknLdUMlgPcrLKvWwcIKcWE64D8IIwB8yvVTvm7yZ1w9D/gm5owEOF68AQCmEUYAL+OOYTsA8CWEEQAAYBRhJMBxu3r4ijq7g1sqAH6KMAK0EdPDLx+sOazBf1mpoyWnjNbREpW2Ol33p6/0q7lbTJcCwAMII4AfO1ZWrYdmbdSXuwv0p6S9yjlxSq+t2G+6LJet2n9cJ6tqtfrA8XO2Yw0duAMdxm2PS3sBPzZp+R6tP1is9QeLndvqHLxhA/Au9IwAfqy4mavyAoBJhBHAyzDUACDQEEYCHBcnAABMI4wEIAKId/P0+fHny2P9+KmhDb2e7HuTvH1di8LI9OnTFRcXp4iICCUkJGjt2rXN2m/9+vUKDQ3Vj3/845Yc1meZvqQTANA81bV2ZRVXmS4j4LgcRhYvXqzx48frxRdfVHp6ugYPHqxhw4YpOzv7nPuVlpZq1KhRuu2221pcLADXEIMB1zjoXjPC5TAydepUjR49WmPGjFHv3r01bdo0xcbGasaMGefc7ze/+Y0efPBBDRw4sMXFAoGAVXEBBBqXwkhNTY3S0tI0dOjQetuHDh2qDRs2NLnf3LlzdejQIb300kvNOo7NZlNZWVm9LwAAPMXusPTPrTnKLKo0XUpAcmnRs6KiItntdkVHR9fbHh0drYKCgkb3+fbbb/X8889r7dq1Cg1t3uESExM1efJkV0rzSsfLbUpM2qtenTuYLgVewFt6PHyxE9pbfnfwXx9uztYfPtltuoyA1aIJrEFnvTJYltVgmyTZ7XY9+OCDmjx5sq666qpmP/7EiRNVWlrq/MrJyWlJmca98PEuLUvP01+/OnDuhrzQAm7hi0EL3mFL5gnTJQQ0l3pGunTpopCQkAa9IIWFhQ16SySpvLxcW7duVXp6up544glJksNx+s6boaGhSk5O1q233tpgv/DwcIWHh7tSmlc64qXdfXzKDBy+fq7Lq2v12Y582ZlUCPg1l8JIWFiYEhISlJKSop///OfO7SkpKbrnnnsatI+MjNSuXbvqbZs+fbpWrlypjz76SHFxcS0sG0Ag+N3SnUra1fgQMNreycoafb4rX3f3jVHUBe1MlwM/4vKN8iZMmKCHH35YAwYM0MCBA/X+++8rOztbY8eOlXR6iCUvL0/z589XcHCw4uPj6+3ftWtXRURENNgOAGcjiHiXX/99q7YcOamvMo7pb49db7oc+BGXw8jIkSNVXFysl19+Wfn5+YqPj1dSUpJ69eolScrPzz/vmiMAAO92qsauv6Ue0e29ozV7XaZ25ZVod97pKxtXHzhuuDr32ZFToplrDuloSbXpUgKay2FEksaNG6dx48Y1+rN58+adc99JkyZp0qRJLTks4NO8ZtqDt9QBrzbtqwOaueawXv3XPtOleNQ97643XQLUwjACAN7In++701aSduXr/TWHdayMngK0HcJIAOL1OnBwXyS4atyCbaZL8AjLsvTM4u0KDw3Rn3/R13Q5OAthBPCwfQVlevHj3bI7SIGuCgoiPKP1ck9Wadiba1VeXSdJeunuH+qCMN7+vAlnA/Cwx+Zu0dFSurzhvSzL0hML0xUe2qJ1ML1WQWm1tueUaOm2XGcQgXcijHjQuRac4hNf4CiqqHGpvaeHVixmsOIs+aXV+mJnvuky3Cb3ZJUuuiBM//GXb1RjdzTaJrOoUkdLTrVxZWgKYcSQIH3vogbeGwC34L+S6yzL8qshxKziSt382ipFtAtuMohI0pDXV7VdUTgvwgjgx3x9OXh41r6CMj3w/kbdd20P06W0WsbRMv0pKUM9LrpAklRd23QQgfchjBjiP59DAM+p14MIt3t+6S6drKrVrHWZpktptQdnbVRJVa2k4vO2ZYjc+xBGfFTpqVp9vfeYhv6om175PMN0OTgXeifgpfzhPXnDwSIdLqr8dxCBryKM+JiNh4t18QVhevnzPVp/sFh39TnG/TsABKwHZ20yXQLcgDBiiKvdz5ZlKffkKf33+xvrbSeIwFV0UQPwNv51Ubmf+mJnvq6f8rWWbcszXQrQpoJcnYFL0EIzMLHb+9Az4g3O8x/j8Q9PL8/8168OtEExcDeTr3u86MIfnaqxa9ScTbrl6q4t2p/eQe9DGPGgcy1eFWRw1TP+HwKBLa/klDZnFsvu8M3LXxdtydaWIye15chJ06X4PFudXSFBQQoNMTtQQhgxhA+sAEy55bVvVGv33Y8lrCHSMpZlqfRUrWrsDv3hk926f0Csxi3Ypm5REVr93BCjtRFGgADj113UpPxm8eUgAtflnKiSZUl/33hEH6z9bk2ZFXuOSZKyiqtMleZEGDGEsXw0hb+N7/CrAFqmps6hFz/epRuv7KLxi7ebLue8CCOAh5kMF56+6Z7X4QM/IEn6cFOWlqTlaklarulSmoVLewEA8CN2h6XjFTbTZbiEnhFDgrjrBgDAzf624Yhe+SJD/WMvNl2KSwgjAAD4iZeW75EkbT5ywnAlrmGYBvAwb5u3YflQjxyTeYHAQM+IB/FCCtP4GwQCw+oDx1VU7lvzRL6PMGIKbxJoA42tKeJtPTXu5Eu9PnDdoeMV+sfGrFY/jj/+lTwyZ7PpElqFMGKI/74dAIBn3PvOepXb6kyXAQ9gzgjgYQyVAO5BEPFfhJFA5I99lGg2XxrK8OchJQDfIYwAAACjCCOG0HWPprjzTyPQ/s78+iaAgB9jAqshdD8HDs40AE+osNXp1/O3alif7qZLaTXCCAAAPmj22kxtOFSsDYeKTZfSagzTeAE+OaMtMZQB+IfKGv+5uogwYkigjeUDANAUwggAIKBYdA96HcKIIXSMBI4gusHaDO8xCCT+9MpCGAHgvfzp1RZe4+lF202XgLMQRgAPo0sYgcKyLFmWpcLyaiXtyteu3FKNnJmqtKwTpkurZ+W+QtMltMrRklP6y5f7dKys2nQpbsOlvUCAIRrBXWrtDgUHBWlpWq4GXHaxJn+WoUpbnQ4er1BJVa2z3X0zUnXk1eEGK/UvD8/epEPHK02X4VaEEcDDTM4ZYb4KPOXvqUf0h0/36M4fRWvFnmOmywko/hZEJIZpjDH5JuFLN0oD4J3+8OkeSWqTIMJQp/+jZ8SDzhU4+LwKnJ+r/094y2rahoNFKrfVqWO477zs19kdCgoK0n/O2KBukeGmy4EH+c5fpb8hjaAJjKzAEx6ctcl0Cc1SVVOnHTml6hgRqp9PX69bru6qHTkl2mG6MD9nWZbRHnvCCOBh3pYt6PH2PqbfCEyy1dkVFhKsf2zKVubxSu3NL1Pq4e/utZKSwXyUQEAYQbOUnqpVZERowL5gtiXCQmCosNXpUGGFKm11evzDbZry8z5+cffV5jhRWaO13x7XD7tH6o6/rtF/9r9Uy9LzTJcFg1o0gXX69OmKi4tTRESEEhIStHbt2ibbLlu2THfccYcuueQSRUZGauDAgVqxYkWLC/YXvvCWvjO3RFNTDujL3QXqNzlZk5bvMV0SXOQLf2eBZtm2XCXtyteIt9fpnnfX68FZm3Syqla/XbDNdGketznzhNYfLNKDH2zU04u2646/rpEkgghc7xlZvHixxo8fr+nTp+vGG2/UzJkzNWzYMGVkZKhnz54N2q9Zs0Z33HGHpkyZoosuukhz587ViBEjtGnTJvXv398tTwLuV1Zdq7vfWV9v299SszT5nnhDFQUOOka+42pH3NGSU3I4LO3ILVHv7pGKaBfimcKayeGwVFRpkyQ9t2SnhsV30/PLdrV5HbPXZbb5Mc92srJG989MNV0GmmBZZueruRxGpk6dqtGjR2vMmDGSpGnTpmnFihWaMWOGEhMTG7SfNm1ave+nTJmiTz/9VJ999hlhxIsNm9Z0bxdcRPeESyzL0qHjlYrr0kHVtQ6X9n1p+R4t3pKjjPwy3XB5Jy369UAPVXlupf9e8OsPn+7W8h1HdUFYiKpq7Fp94Hib1VBnd+jVf+3TwCs66/8+z2iz4zblpj+vNF0CvJhLYaSmpkZpaWl6/vnn620fOnSoNmzY0KzHcDgcKi8vV6dOnZpsY7PZZLPZnN+XlZW5UibcIK/klOkSEACqa+1atf+4Bl3ZWVO+2KuiCptuvuoS/eHTPRret2XzJzLyT79ebDzc9kuQl1XXqn27EPV7Obne9qoae5vXsmxbnmaty9QsL+gVkaRKA78D+A6XwkhRUZHsdruio6PrbY+OjlZBQUGzHuONN95QZWWl7r///ibbJCYmavLkya6UBqDZvhsIOnMVR2lVrTqEh6isuk52h6XOHcKUnlOiH3aPVGVNnTKOlummK7soZe8x/bB7pGI7XdC6CixLdoelP32xV3/fmKWfxHXSpszT4eGrvafvG/LFzvxWHaMtWZaltKyT+sV7qbrl6kta/DifpOepf8+LNHPNYf168OW6rEuHFj/W0VI+UMB3tOhqmrOvqGjuZWkLFy7UpEmT9Omnn6pr165Ntps4caImTJjg/L6srEyxsbEtKdVrff/3xQUq8JTG/ra+2luo91YfUruQYM1YdUhT7++nUXM264fdI529Cr/76TX685f7dH1cJ2UcLVOFrU4//VE3fbnn9IeO1t5nZNyCbUo9XOy8f8mZIOKLZq09rOmrDqlD+On5Kav2t3woZvzi7c5/r95/XOufv7W15QHNYnqumkthpEuXLgoJCWnQC1JYWNigt+Rsixcv1ujRo7VkyRLdfvvt52wbHh6u8HD/Xm2PAAKTXv3XPue/R83ZLOm74Q1J+utXBySdvvrhjDNBxB3+tdt9j2XK8XKbItoF65Uv9kqSTrj5diEMlSKQuHRpb1hYmBISEpSSklJve0pKigYNGtTkfgsXLtSvfvUrffjhhxo+nDs3msY6Fm2L3Hland2h//1ohz5KyzVdSquVVtXquj99pT6Tks/f2JAg/vLgQ1weppkwYYIefvhhDRgwQAMHDtT777+v7OxsjR07VtLpIZa8vDzNnz9f0ukgMmrUKL355pu64YYbnL0q7du3V1RUlBufCoCzrfu2yHQJTp/tPKp/bs3VP7d6bxipqXMoNDhIQUHSgWMVuvySDtqVV6p2wcFqHxasDYeK9aOYKP3vR967OHnqoWL9NeWALuno373LcK/TNyP0oeXgR44cqeLiYr388svKz89XfHy8kpKS1KtXL0lSfn6+srOzne1nzpypuro6Pf7443r88ced2x955BHNmzev9c/AR/nqZ5a13x7X2m+L9NydV6tdCDd99gR3/m3UObynG+xkZa3pEiRJWcWVOlZmU/eoCM1Zn6n7ru2hyZ/t0V19uuuN5APq2ekCPXB9rP7w6R4NuqKzNhwqPv+DepEHPthougTAZS2awDpu3DiNGzeu0Z+dHTBWrVrVkkMEFF8aNnl49un5BT0ubq9RAy8zWwx8QoWtTjtzSuQw8Iduq7NrV26pLuvSQf/9/kbd++MYvZ58oF6bueuPSJK2HDkp6fTcmZlrDkuSzwURwFdxb5oA5I5Py7knmVzXXIF+P58H3t+oXXmluvSi9m1+7KcWpmvFnu9utHZ2EAHgHehnB+BRu/JKJZm5OuT7QQRA00x30BNGAACAUYQRDzpX53wgdN2/kbxfv5y1SbX27+4v8s+tOUrLOmmwKgDA2UzM6fo+5owY4utRxDrHH25BabWiI8P19sqDkqQlW3OVV1Klnp0u0O+Wnr5jaWtX8PQlAZA7Afi4Zdvy9MD1PY0dnzACt/pgzWH9KWmvnrr1Sue2Fz5u+1ume5rDYSnrRJUu63yBf/ZymR5ANowJ2vAmh49XKPVwsa7tebHG/G2rR46x7mARYQS+b3deqaIjI/SnpNNLY7/1714Rf3CsrFrhocEKDQnWpOV79LO+3fXNvkL9LTVLz915tR4fcuX5HwQAWujWN1Z7/BgHj1WorLpWkRHtPH6sxhBG0Gr7C8r1s7fXmS7DrWrqHDpVY1dQsPSTKV9Lkn79H5fro7TcesuZv7ZiP2EEgM/bf6xcq/cf14h+MUaOTxgxxB969mvtDuWXVGvzEe+542qFrU4XhoeqqMKmiuq6Ft+Cfcjrq5RXckqzHxng3MaNywDAMwgjaLFRszcr9XCxbrn6kjY/9vacEu3MLdE9P75UI2emalh8d3W+MEy//2S3/u/eeP3hk92SpM0v3KaukRGNPkat3aHgoCCFBJ9OhpW2Ok1J2qvhfbo7g4c7VuD0g9wJAB5FGDHGt9+iLEtKPXz6jXrV/uMeP57dYWl7zkk9+WG6/jjiRxr7jzRJ0uItOdpXUK59BeXOtmeCiCTtLShvNIzU2h0a9OpKRUaE6qsJNysoKEhvrzyoBZuytWBTdoP2AADPIYw0U3GFTVuOnNTtvbsqlBvEafUBzweQM15bsU/z1h9RZY1dkpxBRJL25pedc9+mLkHOKq7U8XKbjpfbnNuyT1Q2aGciMjZ3CM/usBQSHKQFm7K0LatEf/lFX2cvDwC4yuT0gYAOI4Xl1frFjFSNvC5WYwbHaeGmbN18dVd1j4pQQWm1ul8UoV/PT9NNV3bRvA1HlFdySs8Pu0Zjb76i1cf+/kn3xfkj3xZWePwY3+wv1AXtQvTuN4eabBMUFNTsOw3a6uw6UFCh+Esj621fui1PM1YdVFhoSCOP71rNbSW/9JTumLpG9w+I1Zz1mZKk23p31V19uhuuDG3Jsiw5LGlnboniL43Sp9uPmi4JaJGADiNvf31Q2Seq9NqK/aqpc+jNr7+VPsvQNd06al9Bue7uF6PVB47X6wVYsaeg2WEk4xyf2r30Pc5rFFXY9OjcLedtd77f4/djym//sU0r9xXq98N765aruzq3P7tkR9OP74Y04u51SCYu26WqmjpV2OqcQUSSyqtr3XcQ/kC9kmVZWrwlR317XKSP0nL11d5juvHKzlq4OUeXXtSeSdbwWQEdRr5/99ot37si5Mz8g+U7WvYp41hZtTpGBPSvttVOVNY0q11z3ud35Zbqko7hWrmvUJI0b8MRDbmm63n2+vfjN/FvV5xrtdrGfLA285w/X7iZOS2BKmlXgZ5fVn8RwezNVZK42gu+LaDfMVsyVHK+95X80lMamLhSF4YH9K+2zQQpSOdaLvTgsQo9mlS/h8Wy+OB/XgG+Aqu32n201HQJ8GNBBl8ZA/od052/dofDUo3doU2HT/ewVNjq3PjogafZ5+Y8DTdlNn5pbrOHTkgtAOBxXBbyb61NhA98sFHX/OHLZg8vwD3Od9a+2lvYYJsrwyat/bs4WFiuWjvdDHAPwzdWBTwmoMNIi4Zpvvdvu8PSjpwS1dod2pR5ukckOaOgWY9T+L1LStFQszsuWpgVmrtba+aefrm7QLdPXUMvGdzG1flHgCu4tNeQ1n7qfW3Ffr23+pB+kdDDTRUFtsKyanUID9Un2/P0atK+Zu3TknNoyYWw4/Kjf4eJpgDQPIEdRlqZAt9bfXr9i+/fOG3jYe+5T4svKSyv1vVTvla7kCCXhjVacg5PT2D1/EcAPsPC3fibgr8K6DDyfc2e0GhZ+vvGLP0oJvL8bXFee46W6vUV+9Uv9iJJcnl+RUsihSWrRSHG3euFAK5yOIgj8E8BHUZasobEjtxS7cjl8jp3+cWMVJ2qteubFt7fxtMBgfwBIFCYfLkL8Ams3/3q7XziMOJUrb1V+7eoZ8SFU23yuntXMbfR/3GK4a8Cumfk+9YdLDJdAlqiJXNGXHl438ki8EOFZdWKbN9OJVW1yi89pdJTblzyH/AihBEYYVlWveX429Lxchsho5Xmrc9UQZlNzw+7xnQpfu36KV+re1SE8kurTZeCAMClvQg4T3yYri925bf6cYJb+L+nuXNNvt+quWs8LE3L1QdrDzvvceSLrPP0H036LEOSdG//GF3TjcncnkQQQSAI6DDCp2Nz3BFEpDY4hy4c4H8/2qELwkI1b8MRz9XjZSpZ0A2AGwR0GIHva2kWafYKrN//9zmCSc6JKv1za26TP/dXTY20ZRdXKap9OxWW86kewPkFdBjxpSsl0LjqWkeL9nPncvMr9x3ThH/uaFEdvs6yTq8V0yEsVDtyS7Roc46eH3aN7nl3venSALioxuB9tAI7jHhJFiEUtVxLLw1u0TLyTcwZeWze1hbV4G7u/Hs+/fs5/wvT+oNFevPrb+tt+6+Zqe4rBECbmb/hiO7uF2Pk2IG9zojpAmBM8+9N813Dz3e6Z56LPzk7iEhSTV3LeqsAmJV78pSxYwd0GPEWqYeLTZeAJnhL7xkA+LOADiO80QSu5p76nbklniwDALyGyffEAA8jpJGA1cxTf7yixrN1AICX4N40AFqNe9MA8FWBfTWN6QJgTFF583o8duSUeLYQD5m9LrNV+59vBVYA/sfk/WIDOowgcN311lrTJXhM6ala/d/nGa16jFqD6w0AMKOgzNwihYEdRugagZ/ZcuSELgwP7P/WAHwPr1qAn1j7bZGeX7bLdBkA4LKAnsDKyqfwJ+66+SAAtLWADiO2upYtJQ4AANwnoMPI3PVHTJcAAEDAa1EYmT59uuLi4hQREaGEhAStXXvuKxNWr16thIQERURE6PLLL9d7773XomIBAID/cTmMLF68WOPHj9eLL76o9PR0DR48WMOGDVN2dnaj7TMzM3XXXXdp8ODBSk9P1wsvvKCnnnpKS5cubXXxAADA9wVZTd0XvQk/+clPdO2112rGjBnObb1799a9996rxMTEBu1/97vfafny5dq7d69z29ixY7Vjxw6lpjbvVuNlZWWKiopSaWmpIiMjXSn3nC57/gu3PRYAAL7uyKvD3fp4zX3/dqlnpKamRmlpaRo6dGi97UOHDtWGDRsa3Sc1NbVB+zvvvFNbt25VbW1to/vYbDaVlZXV+wIAAP7JpTBSVFQku92u6Ojoetujo6NVUFDQ6D4FBQWNtq+rq1NRUVGj+yQmJioqKsr5FRsb60qZAADARVPv72fs2C2awHr23W4tyzrnHXAba9/Y9jMmTpyo0tJS51dOTk5LyjyvTS/c5pHHBQDAlzxwfU/957U9jB3fpRVYu3TpopCQkAa9IIWFhQ16P87o1q1bo+1DQ0PVuXPnRvcJDw9XeHi4K6W1SHRkhNvHxwAAgGtc6hkJCwtTQkKCUlJS6m1PSUnRoEGDGt1n4MCBDdonJydrwIABateunYvlAgAAf+PyMM2ECRM0a9YszZkzR3v37tUzzzyj7OxsjR07VtLpIZZRo0Y5248dO1ZZWVmaMGGC9u7dqzlz5mj27Nl69tln3fcsAACAz3L5RnkjR45UcXGxXn75ZeXn5ys+Pl5JSUnq1auXJCk/P7/emiNxcXFKSkrSM888o3fffVcxMTF66623dN9997nvWQAAAJ/l8jojJnhqnREAAOA5HllnBAAAwN0IIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAwijACAACMIowAAACjXF4O3oQzi8SWlZUZrgQAADTXmfft8y327hNhpLy8XJIUGxtruBIAAOCq8vJyRUVFNflzn7g3jcPh0NGjR9WxY0cFBQW57XHLysoUGxurnJwc7nnjYzh3vonz5ps4b77JG86bZVkqLy9XTEyMgoObnhniEz0jwcHB6tGjh8cePzIykv9gPopz55s4b76J8+abTJ+3c/WInMEEVgAAYBRhBAAAGBXQYSQ8PFwvvfSSwsPDTZcCF3HufBPnzTdx3nyTL503n5jACgAA/FdA94wAAADzCCMAAMAowggAADCKMAIAAIwK6DAyffp0xcXFKSIiQgkJCVq7dq3pkvzWmjVrNGLECMXExCgoKEiffPJJvZ9blqVJkyYpJiZG7du31y233KI9e/bUa2Oz2fTkk0+qS5cu6tChg+6++27l5ubWa3Py5Ek9/PDDioqKUlRUlB5++GGVlJTUa5Odna0RI0aoQ4cO6tKli5566inV1NR44mn7tMTERF133XXq2LGjunbtqnvvvVf79++v14bz5p1mzJihvn37Ohe7GjhwoP71r385f855836JiYkKCgrS+PHjndv8+rxZAWrRokVWu3btrA8++MDKyMiwnn76aatDhw5WVlaW6dL8UlJSkvXiiy9aS5cutSRZH3/8cb2fv/rqq1bHjh2tpUuXWrt27bJGjhxpde/e3SorK3O2GTt2rHXppZdaKSkp1rZt26whQ4ZY/fr1s+rq6pxtfvrTn1rx8fHWhg0brA0bNljx8fHWz372M+fP6+rqrPj4eGvIkCHWtm3brJSUFCsmJsZ64oknPP478DV33nmnNXfuXGv37t3W9u3breHDh1s9e/a0KioqnG04b95p+fLl1hdffGHt37/f2r9/v/XCCy9Y7dq1s3bv3m1ZFufN223evNm67LLLrL59+1pPP/20c7s/n7eADSPXX3+9NXbs2HrbrrnmGuv55583VFHgODuMOBwOq1u3btarr77q3FZdXW1FRUVZ7733nmVZllVSUmK1a9fOWrRokbNNXl6eFRwcbH355ZeWZVlWRkaGJcnauHGjs01qaqolydq3b59lWadDUXBwsJWXl+dss3DhQis8PNwqLS31yPP1F4WFhZYka/Xq1ZZlcd58zcUXX2zNmjWL8+blysvLrR/84AdWSkqKdfPNNzvDiL+ft4AcpqmpqVFaWpqGDh1ab/vQoUO1YcMGQ1UFrszMTBUUFNQ7H+Hh4br55pud5yMtLU21tbX12sTExCg+Pt7ZJjU1VVFRUfrJT37ibHPDDTcoKiqqXpv4+HjFxMQ429x5552y2WxKS0vz6PP0daWlpZKkTp06SeK8+Qq73a5FixapsrJSAwcO5Lx5uccff1zDhw/X7bffXm+7v583n7hRnrsVFRXJbrcrOjq63vbo6GgVFBQYqipwnfmdN3Y+srKynG3CwsJ08cUXN2hzZv+CggJ17dq1weN37dq1Xpuzj3PxxRcrLCyMc38OlmVpwoQJuummmxQfHy+J8+btdu3apYEDB6q6uloXXnihPv74Y/3whz90vuFw3rzPokWLtG3bNm3ZsqXBz/z9/1tAhpEzgoKC6n1vWVaDbWg7LTkfZ7dprH1L2qC+J554Qjt37tS6desa/Izz5p2uvvpqbd++XSUlJVq6dKkeeeQRrV692vlzzpt3ycnJ0dNPP63k5GRFREQ02c5fz1tADtN06dJFISEhDRJeYWFhgzQIz+vWrZsknfN8dOvWTTU1NTp58uQ52xw7dqzB4x8/frxem7OPc/LkSdXW1nLum/Dkk09q+fLl+uabb9SjRw/nds6bdwsLC9OVV16pAQMGKDExUf369dObb77JefNSaWlpKiwsVEJCgkJDQxUaGqrVq1frrbfeUmhoqPP35a/nLSDDSFhYmBISEpSSklJve0pKigYNGmSoqsAVFxenbt261TsfNTU1Wr16tfN8JCQkqF27dvXa5Ofna/fu3c42AwcOVGlpqTZv3uxss2nTJpWWltZrs3v3buXn5zvbJCcnKzw8XAkJCR59nr7Gsiw98cQTWrZsmVauXKm4uLh6P+e8+RbLsmSz2ThvXuq2227Trl27tH37dufXgAED9NBDD2n79u26/PLL/fu8eWRarA84c2nv7NmzrYyMDGv8+PFWhw4drCNHjpguzS+Vl5db6enpVnp6uiXJmjp1qpWenu68lPrVV1+1oqKirGXLllm7du2yHnjggUYvWevRo4f11VdfWdu2bbNuvfXWRi9Z69u3r5WammqlpqZaffr0afSStdtuu83atm2b9dVXX1k9evTgUsNG/Pa3v7WioqKsVatWWfn5+c6vqqoqZxvOm3eaOHGitWbNGiszM9PauXOn9cILL1jBwcFWcnKyZVmcN1/x/atpLMu/z1vAhhHLsqx3333X6tWrlxUWFmZde+21zksW4X7ffPONJanB1yOPPGJZ1unL1l566SWrW7duVnh4uPUf//Ef1q5du+o9xqlTp6wnnnjC6tSpk9W+fXvrZz/7mZWdnV2vTXFxsfXQQw9ZHTt2tDp27Gg99NBD1smTJ+u1ycrKsoYPH261b9/e6tSpk/XEE09Y1dXVnnz6Pqmx8yXJmjt3rrMN5807PfbYY87XtksuucS67bbbnEHEsjhvvuLsMOLP5y3IsizLM30uAAAA5xeQc0YAAID3IIwAAACjCCMAAMAowggAADCKMAIAAIwijAAAAKMIIwAAwCjCCAAAMIowAgAAjCKMAAAAowgjAADAKMIIAAAw6v8D7e1xLeXZKUoAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_US.comment_count.plot()"
]
},
{
"cell_type": "markdown",
"id": "a703717b",
"metadata": {},
"source": [
"Plotting the distrobution of 'dislikes'."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "9317e210",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df_US.dislikes.plot()"
]
},
{
"cell_type": "markdown",
"id": "c1989d3a",
"metadata": {},
"source": [
"# Bivariate Exploration \n"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "e6e5b03a",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fa155024940>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#-- Below is the frequency distrobution of the number of 'views' against the 'Upload_hour' --#\n",
"#-- Notice how it is opposite of the 'Upload_hour' frequency --#\n",
"\n",
"sns.relplot(data=df_US, x=\"Upload_hour\", y=\"views\", kind=\"line\")"
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "65d4f613",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fa1560a0910>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#-- Below is the number of 'likes' plotted against 'upload_hour' --#\n",
"\n",
"sns.relplot(\n",
" data=df_US, x=\"Upload_hour\", y=\"likes\",\n",
" sizes=(15, 200), kind = 'line'\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "0c135354",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fa155ee5ee0>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#-- Now plotting the frequency distobution of 'comment_count' against 'upload_hour' --#\n",
"\n",
"sns.relplot(data=df_US, x=\"Upload_hour\", y=\"comment_count\", kind=\"line\")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "c8d09ae6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.FacetGrid at 0x7fa1560e6190>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 500x500 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#-- Now plotting 'dislikes' against the 'upload_hour' --#\n",
"\n",
"sns.relplot(data=df_US, x=\"Upload_hour\", y=\"dislikes\", kind=\"line\")"
]
},
{
"cell_type": "markdown",
"id": "8474746c",
"metadata": {},
"source": [
"# 3D graphs of views, likes, and upload hour.\n",
"\n",
"jointplot() plots the relationship or joint distribution of two variables while adding marginal axes that show the univariate distribution of each one separately. \n",
"\n",
"Imagine the video content is a rubber ball and if you drop your rubber ball at a certain time, the ball will bounce a certain hieght. "
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "87d4f796",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.JointGrid at 0x7fa155f4f640>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 600x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.jointplot(data=df_US, x=\"views\", y=\"likes\", hue=\"Upload_hour\")"
]
},
{
"cell_type": "markdown",
"id": "d8ca8af7",
"metadata": {},
"source": [
"# Creating the KPI for exploration.\n",
"\n",
"Engagment Per View (EPV) = 'views' / ('likes' + 'dislikes' + 'comment_count')\n"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "0669f80f",
"metadata": {},
"outputs": [],
"source": [
"#-- Creating Total Engagment Per View --#\n",
"\n",
"EPV = df_US.views /(df_US.likes + df_US.dislikes + df_US.comment_count)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "f02c579a",
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAhYAAAGsCAYAAACB/u5dAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAj5ElEQVR4nO3df3BU9f3v8dfm1yaEZCVACCEBgr8lgWpAjaKCKIpAtVcd9aJDtX5vtYBQrh2N2q9iq8G5ymBrxZEyCNcKDlehWBUJVUAFFBKQIBr8ASRCIIKwGwLZ/PrcP2hWFgiw4bPsnvB8zOyMOfns7jucxDxzdvesyxhjBAAAYEFMpAcAAADtB2EBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsiVhYrFixQqNGjVJmZqZcLpcWLlwY8m0YY/T888/rvPPOk9vtVnZ2tp599ln7wwIAgJMSF6k7rq2tVf/+/XXvvffq1ltvbdNtTJgwQUuWLNHzzz+vvLw8eb1e7d692/KkAADgZLmi4U3IXC6XFixYoFtuuSWwrb6+Xk888YT+8Y9/aN++fcrNzdVzzz2nwYMHS5K++uor9evXTxs3btT5558fmcEBAECQqH2Oxb333qtPP/1U8+bN04YNG3T77bfrxhtv1DfffCNJeuedd9SnTx/961//Uk5Ojnr37q37779fP/30U4QnBwDgzBWVYfHdd99p7ty5mj9/vq666iqdffbZevjhhzVo0CDNmjVLkvT9999r27Ztmj9/vubMmaPXXntNJSUluu222yI8PQAAZ66IPcfieEpLS2WM0XnnnRe03e/3q3PnzpKk5uZm+f1+zZkzJ7Bu5syZys/PV3l5OQ+PAAAQAVEZFs3NzYqNjVVJSYliY2ODPtexY0dJUvfu3RUXFxcUHxdeeKEkqaKigrAAACACojIsLr74YjU1Nam6ulpXXXXVMddceeWVamxs1Hfffaezzz5bkrR582ZJUq9evU7brAAA4GcRe1XI/v379e2330o6FBJTp07VkCFDlJaWpp49e+ruu+/Wp59+qhdeeEEXX3yxdu/erQ8//FB5eXm66aab1NzcrIEDB6pjx46aNm2ampubNXbsWKWmpmrJkiWR+JIAADjjRSwsli1bpiFDhhy1fcyYMXrttdfU0NCgP//5z5ozZ462b9+uzp07q6CgQJMnT1ZeXp4kaceOHRo/fryWLFmi5ORkDR8+XC+88ILS0tJO95cDAAAUJeexAAAA7UNUvtwUAAA4E2EBAACsOe2vCmlubtaOHTuUkpIil8t1uu8eAAC0gTFGNTU1yszMVExM68clTntY7NixQ9nZ2af7bgEAgAWVlZXKyspq9fOnPSxSUlIkHRosNTX1dN89AABoA5/Pp+zs7MDv8dac9rBoefgjNTWVsAAAwGFO9DQGnrwJAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1IYVFY2OjnnjiCeXk5CgpKUl9+vTR008/rebm5nDNBwAAHCSk9wp57rnn9Morr2j27Nnq27ev1q5dq3vvvVcej0cTJkwI14wAAMAhQgqLVatW6eabb9aIESMkSb1799bcuXO1du3asAwHADi+98uqFBvj0rC+GZEeBZAU4kMhgwYN0r///W9t3rxZkvTFF1/ok08+0U033dTqdfx+v3w+X9AFAHDqvAcb9OA/SvW//m+J6hqaIj0OICnEIxaPPPKIvF6vLrjgAsXGxqqpqUnPPPOM7rrrrlavU1RUpMmTJ5/yoACAYLX+xsB/1zc1KzE+NoLTAIeEdMTizTff1Ouvv6433nhDpaWlmj17tp5//nnNnj271esUFhbK6/UGLpWVlac8NAAAiE4hHbH4wx/+oEcffVR33nmnJCkvL0/btm1TUVGRxowZc8zruN1uud3uU58UAABEvZCOWBw4cEAxMcFXiY2N5eWmAABAUohHLEaNGqVnnnlGPXv2VN++fbVu3TpNnTpV9913X7jmAwAADhJSWPz1r3/VH//4R/3ud79TdXW1MjMz9dvf/lb//d//Ha75AACAg4QUFikpKZo2bZqmTZsWpnEAAICT8V4hAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAgEO5XD//tzGRmwM4HGEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAA7lkuvnD0zk5gAOR1gAAABrCAsAAGANYQEAAKwJKSx69+4tl8t11GXs2LHhmg8AADhIXCiL16xZo6ampsDHGzdu1PXXX6/bb7/d+mAAAMB5QgqLrl27Bn08ZcoUnX322brmmmusDgUAAJwppLA4XH19vV5//XVNmjRJLper1XV+v19+vz/wsc/na+tdAgCAKNfmJ28uXLhQ+/bt069//evjrisqKpLH4wlcsrOz23qXAAAgyrU5LGbOnKnhw4crMzPzuOsKCwvl9XoDl8rKyrbeJQAAiHJteihk27ZtWrp0qd5+++0TrnW73XK73W25GwAA4DBtOmIxa9Yspaena8SIEbbnAQAADhZyWDQ3N2vWrFkaM2aM4uLa/NxPAADQDoUcFkuXLlVFRYXuu+++cMwDAAAcLORDDsOGDZMxvI0eAAA4Gu8VAgAArCEsAMChjnNuQiBiCAsAAGANYQEA7YARz31DdCAsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwBwKFekBwCOgbAAAADWEBYAAMAawgIA2gFjIj0BcAhhAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArAk5LLZv3667775bnTt3VocOHfSLX/xCJSUl4ZgNAAA4TFwoi/fu3asrr7xSQ4YM0fvvv6/09HR99913Ouuss8I0HgAAcJKQwuK5555Tdna2Zs2aFdjWu3dv2zMBAACHCumhkEWLFmnAgAG6/fbblZ6erosvvlgzZsw47nX8fr98Pl/QBQAAtE8hhcX333+v6dOn69xzz9UHH3ygBx54QA899JDmzJnT6nWKiork8XgCl+zs7FMeGgAgyRXpAYCjuYw5+TfbTUhI0IABA7Ry5crAtoceekhr1qzRqlWrjnkdv98vv98f+Njn8yk7O1ter1epqamnMDoAnNmqa+p06TP/liSt++P16pScEOGJ0J75fD55PJ4T/v4O6YhF9+7dddFFFwVtu/DCC1VRUdHqddxut1JTU4MuAACgfQopLK688kqVl5cHbdu8ebN69epldSgAQGhO+tAzEGYhhcXvf/97rV69Ws8++6y+/fZbvfHGG3r11Vc1duzYcM0HAAAcJKSwGDhwoBYsWKC5c+cqNzdXf/rTnzRt2jSNHj06XPMBAAAHCek8FpI0cuRIjRw5MhyzAAAAh+O9QgAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDUhn3kTABBZxhh98u1upfE26YhChAUAOMzijTv14D9KIz0GcEw8FAIADrN884+RHgFoFWEBAACsISwAAIA1hAUAtAPGmEiPAEgiLAAAgEWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAgMO4XJGeAGgdYQEA7YCL2kCUICwAAIA1hAUAALCGsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAI7DOSsQvQgLAABgTUhh8dRTT8nlcgVdMjIywjUbAABwmLhQr9C3b18tXbo08HFsbKzVgQAAoTPGRHoEQFIbwiIuLo6jFAAA4JhCfo7FN998o8zMTOXk5OjOO+/U999/f9z1fr9fPp8v6AIAANqnkMLisssu05w5c/TBBx9oxowZ2rlzp6644grt2bOn1esUFRXJ4/EELtnZ2ac8NAAAiE4hhcXw4cN16623Ki8vT9ddd53effddSdLs2bNbvU5hYaG8Xm/gUllZeWoTAwCAqBXycywOl5ycrLy8PH3zzTetrnG73XK73adyNwAAwCFO6TwWfr9fX331lbp3725rHgDACbg4PxaiWEhh8fDDD2v58uXasmWLPvvsM912223y+XwaM2ZMuOYDAAAOEtJDIT/88IPuuusu7d69W127dtXll1+u1atXq1evXuGaDwAAOEhIYTFv3rxwzQEAANoB3isEAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQA4DOfHQjQjLAAAgDWEBQC0AybSAwD/QVgAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAOAwLs6QhShGWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWACAw7jEGbIQvQgLAABgDWEBAO2AMZGeADiEsAAAANYQFgAAwBrCAgAAWENYAAAAawgLAABgzSmFRVFRkVwulyZOnGhpHAAA4GRtDos1a9bo1VdfVb9+/WzOAwA4ARfnx0IUa1NY7N+/X6NHj9aMGTPUqVMn2zMBAACHalNYjB07ViNGjNB11113wrV+v18+ny/oAgAA2qe4UK8wb948lZaWas2aNSe1vqioSJMnTw55MAAA4DwhHbGorKzUhAkT9PrrrysxMfGkrlNYWCiv1xu4VFZWtmlQAAAQ/UI6YlFSUqLq6mrl5+cHtjU1NWnFihV66aWX5Pf7FRsbG3Qdt9stt9ttZ1oAABDVQgqLoUOHqqysLGjbvffeqwsuuECPPPLIUVEBAADOLCGFRUpKinJzc4O2JScnq3PnzkdtBwAAZx7OvAkAAKwJ+VUhR1q2bJmFMQAAJ4vzYyGaccQCAABYQ1gAQDtgZCI9AiCJsAAAABYRFgAAwBrCAgAchgc9EM0ICwAAYA1hAQAArCEsAACANYQFADgMJ8hCNCMsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAMBhXC5OkYXoRVgAAABrCAsAaA94L3VECcICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrQgqL6dOnq1+/fkpNTVVqaqoKCgr0/vvvh2s2AADgMCGFRVZWlqZMmaK1a9dq7dq1uvbaa3XzzTfryy+/DNd8AADAQeJCWTxq1Kigj5955hlNnz5dq1evVt++fa0OBgAAnCeksDhcU1OT5s+fr9raWhUUFNicCQAAOFTIYVFWVqaCggLV1dWpY8eOWrBggS666KJW1/v9fvn9/sDHPp+vbZMCAICoF/KrQs4//3ytX79eq1ev1oMPPqgxY8Zo06ZNra4vKiqSx+MJXLKzs09pYAA407lckZ4AaF3IYZGQkKBzzjlHAwYMUFFRkfr3768XX3yx1fWFhYXyer2BS2Vl5SkNDAA4mon0AMB/tPk5Fi2MMUEPdRzJ7XbL7Xaf6t0AAAAHCCksHnvsMQ0fPlzZ2dmqqanRvHnztGzZMi1evDhc8wEAAAcJKSx27dqle+65R1VVVfJ4POrXr58WL16s66+/PlzzAQAABwkpLGbOnBmuOQAAQDvAe4UAAABrCAsAAGANYQEAAKwhLADAYVziDFmIXoQFAACwhrAAAADWEBYAAMAawgIAAFhDWABAO8DTOREtCAsAAGANYQEAAKwhLAAAgDWEBQA4jIsnVCCKERYA0A6YSA8A/AdhAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwBwGM6PhWhGWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWACAw7g4QxaiWEhhUVRUpIEDByolJUXp6em65ZZbVF5eHq7ZAAAnyZhITwAcElJYLF++XGPHjtXq1atVXFysxsZGDRs2TLW1teGaDwAAOEhcKIsXL14c9PGsWbOUnp6ukpISXX311VYHAwAAzhNSWBzJ6/VKktLS0lpd4/f75ff7Ax/7fL5TuUsAABDF2vzkTWOMJk2apEGDBik3N7fVdUVFRfJ4PIFLdnZ2W+8SAABEuTaHxbhx47RhwwbNnTv3uOsKCwvl9XoDl8rKyrbeJQAAiHJteihk/PjxWrRokVasWKGsrKzjrnW73XK73W0aDgAAOEtIYWGM0fjx47VgwQItW7ZMOTk54ZoLAAA4UEhhMXbsWL3xxhv65z//qZSUFO3cuVOS5PF4lJSUFJYBAQDBXJwhC1EspOdYTJ8+XV6vV4MHD1b37t0DlzfffDNc8wEAjmA4GxaiWMgPhQAAALSG9woBAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAMBhjnWCLCNOB4DoQFgAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAgMMcfXosIHoQFgAAwBrCAgAAWENYAAAAawgLAABgDWEBAACsISwAAIA1hAUAALCGsAAAANYQFgDgNMc4Q5Yxp38M4FgICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMCakMNixYoVGjVqlDIzM+VyubRw4cIwjAUAAJwo5LCora1V//799dJLL4VjHgAA4GBxoV5h+PDhGj58eDhmAQCcBNexzpAFRImQwyJUfr9ffr8/8LHP5wv3XQIAgAgJ+5M3i4qK5PF4Apfs7Oxw3yUAAIiQsIdFYWGhvF5v4FJZWRnuuwQAABES9odC3G633G53uO8GAABEAc5jAQAArAn5iMX+/fv17bffBj7esmWL1q9fr7S0NPXs2dPqcAAAwFlCDou1a9dqyJAhgY8nTZokSRozZoxee+01a4MBAADnCTksBg8eLGNMOGYBAAAOx3MsAMBhXMc4PxZ/7iFaEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYA4DDHOD8WEDUICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWABAO2CMifQIgCTCAgAcx8UZshDFCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAGsICAABYQ1gAAABrCAsAcBiXOEMWohdhAQAArCEsAACANYQFAACwpk1h8fLLLysnJ0eJiYnKz8/Xxx9/bHsuAADgQCGHxZtvvqmJEyfq8ccf17p163TVVVdp+PDhqqioCMd8wBlnv79RN05bof/zwdeqb2xWTV2DvAcb9F9z1uq9sqpIjwcAxxUX6hWmTp2q3/zmN7r//vslSdOmTdMHH3yg6dOnq6ioyPqAwJnm/62t1Nc7a/T1zhq9u6FKW/cc0K2XZKl40y4Vb9qlrVNGRHpEAGhVSGFRX1+vkpISPfroo0Hbhw0bppUrVx7zOn6/X36/P/Cxz+drw5gnNnVJuWr8jZr16VZJ0qBzuuic9I4ndd1af6Pml/wgScpOS1LlTweV1SlJP+w9GLQuMT5GdQ3NVuc+WS1zSVKHhFgdqG9Sz7QOuvaC9KPWbt93UMWbdkmSfn1F7xPedn1Ts+JiXIpxHf8lbBU/HdCHX1crOSFWtfVNQZ/r7klUlbdOeT08KtvulSR16ejW7v1+XXdhN2V1SjrubbfctTHB20u27VV6ils9OiUpxuXSjzWHvpe6priD1nkPNmjbnlqd1y1FifGxx7yPuoYmrd22VxmpierTNbnVr3fHvoOKcblU39SsZmPU46wklWzbqz5dk5WekihJ+qrKp8+2/HTcr8mGrXsOSJLeKv0hsK33o++2+fZGX9ZT8bEx2r7v0Pf44f/er63cGrQ2IzVRO311kqT0FLeqa/xBPxddU9z6scavlMQ41dQ1Sjq577cWW/fUaln5j0HbMj2J2uGtO+b32Klq+flNiI3R/7ysZ2D7j/v98iTFKyH25A/gtvxbtXztLtfP37vxsS41NJnAtpafV0mKi3Gpsdkc8zYPv41QPtdi8jub1OOsJG3dU6u4GJe6pSZqU5VPF3VPVfx/vjbfwQb9uN+v3p2TFRtzel6yuuq7PerdpYOqvHUyRuqW6tay8h+V0yVZNXWN6tW5g2JcLh2ob1SPTknauN2n87qlaOueWnVLdauh0aihuVl9unRUSmLwr6y6hiZ9/2OtzsvoqLgYnjJ4uP897DylJMZH5L5dxpzo2/VnO3bsUI8ePfTpp5/qiiuuCGx/9tlnNXv2bJWXlx91naeeekqTJ08+arvX61Vqamobxz7apc8sVXWN/8QLAQBo5z5/fGjgDyFbfD6fPB7PCX9/h/xQiCS5jvhLzxhz1LYWhYWFmjRpUtBg2dnZbbnb4/r1lb1V62/UG59VaO+BBt2Ul6E+XU7yiEX9z0c6Wv5iyuvh0Zbdtdrvb9RZHeK170CDepyVpO37Dh73tlr+Srft8CMBLX819svy6Kpzuxy1tspbp7dLtysxPka/GZRzwtv2HWxUYnyMEuKOX/zGSG+XbteA3p1UufegEmJdSk9J1PrKfRrWt5sWrtuum/K664sf9ikhNkY90zpoxTe7dVt+luJj2/bXUfnO/fpyh1f/45IegW2LN+7UZX06q1OHn2u8sclo0Rc7VNCns7qf1foPU8tDC7flZ6lb6s9HPVxyqdmYwFGRZZurNeicrlq+uVo35XXX2q17lRgfo4KzO0uSNu/aHzgq5CS/vbqP4mJd2l1Tr4qfDuiSXmcFTrY0e+VW1fgb1dEdp/3+Rl3YPVVfVR06wnh+txSV76oJ+j48N72jvqner55pHVTx0wG542L0X1f1kdGhv1VaO4lTy+e37Tmgf22oUkpinGr9jWo2Um6PVG3c7gvcpk0tP9sZqYm6Nf/n7ydjpA+/rtagc7q0erTrSNOXf6emZqPenTto654DgZ97d1yMzuoQr10+v7qlurXL51efrsn6/sfaoBlajgBlpCaquqZOhx/E6NIxQbv318uTFC/vwYagbSnuONX4G9U3M1W+ugb17e7R7v1+NTQbDTrn0Pem72Cj3iur0qj+mSrZtledOyaob2Zq4Gt9Z8MODeiVpszj/JzY9Mm3e2SM0bnpKfqovFq3XtJDb3xWodr6Jp3XraMS4mL0i+yz9M4XVfrVxT30/sYqDeiVJl9dg3bsO6hLczrr/Y1Vuu2SLLnjj/5/1HtlO3VR91T17tJBLrlkZALfe4f/d8vHh2tZ3x51SGjTr3crQjpiUV9frw4dOmj+/Pn61a9+Fdg+YcIErV+/XsuXLz/hbZxs8QAAgOhxsr+/Q3pQKiEhQfn5+SouLg7aXlxcHPTQCAAAODOFfKxk0qRJuueeezRgwAAVFBTo1VdfVUVFhR544IFwzAcAABwk5LC44447tGfPHj399NOqqqpSbm6u3nvvPfXq1Ssc8wEAAAcJ6TkWNvAcCwAAnCcsz7EAAAA4HsICAABYQ1gAAABrCAsAAGANYQEAAKwhLAAAgDWEBQAAsIawAAAA1hAWAADAmtP+vqotJ/r0+Xyn+64BAEAbtfzePtEJu097WNTU1EiSsrOzT/ddAwCAU1RTUyOPx9Pq50/7e4U0Nzdrx44dSklJkcvlsna7Pp9P2dnZqqys5D1IHIT95kzsN2divzlXNOw7Y4xqamqUmZmpmJjWn0lx2o9YxMTEKCsrK2y3n5qayg+MA7HfnIn95kzsN+eK9L473pGKFjx5EwAAWENYAAAAa9pNWLjdbj355JNyu92RHgUhYL85E/vNmdhvzuWkfXfan7wJAADar3ZzxAIAAEQeYQEAAKwhLAAAgDWEBQAAsKbdhMXLL7+snJwcJSYmKj8/Xx9//HGkR2q3VqxYoVGjRikzM1Mul0sLFy4M+rwxRk899ZQyMzOVlJSkwYMH68svvwxa4/f7NX78eHXp0kXJycn65S9/qR9++CFozd69e3XPPffI4/HI4/Honnvu0b59+4LWVFRUaNSoUUpOTlaXLl300EMPqb6+PhxftqMVFRVp4MCBSklJUXp6um655RaVl5cHrWG/RZ/p06erX79+gZMiFRQU6P333w98nn3mDEVFRXK5XJo4cWJgW7ved6YdmDdvnomPjzczZswwmzZtMhMmTDDJyclm27ZtkR6tXXrvvffM448/bt566y0jySxYsCDo81OmTDEpKSnmrbfeMmVlZeaOO+4w3bt3Nz6fL7DmgQceMD169DDFxcWmtLTUDBkyxPTv3980NjYG1tx4440mNzfXrFy50qxcudLk5uaakSNHBj7f2NhocnNzzZAhQ0xpaakpLi42mZmZZty4cWH/N3CaG264wcyaNcts3LjRrF+/3owYMcL07NnT7N+/P7CG/RZ9Fi1aZN59911TXl5uysvLzWOPPWbi4+PNxo0bjTHsMyf4/PPPTe/evU2/fv3MhAkTAtvb875rF2Fx6aWXmgceeCBo2wUXXGAeffTRCE105jgyLJqbm01GRoaZMmVKYFtdXZ3xeDzmlVdeMcYYs2/fPhMfH2/mzZsXWLN9+3YTExNjFi9ebIwxZtOmTUaSWb16dWDNqlWrjCTz9ddfG2MOBU5MTIzZvn17YM3cuXON2+02Xq83LF9ve1FdXW0kmeXLlxtj2G9O0qlTJ/P3v/+dfeYANTU15txzzzXFxcXmmmuuCYRFe993jn8opL6+XiUlJRo2bFjQ9mHDhmnlypURmurMtWXLFu3cuTNof7jdbl1zzTWB/VFSUqKGhoagNZmZmcrNzQ2sWbVqlTwejy677LLAmssvv1wejydoTW5urjIzMwNrbrjhBvn9fpWUlIT163Q6r9crSUpLS5PEfnOCpqYmzZs3T7W1tSooKGCfOcDYsWM1YsQIXXfddUHb2/u+O+1vQmbb7t271dTUpG7dugVt79atm3bu3Bmhqc5cLf/mx9of27ZtC6xJSEhQp06djlrTcv2dO3cqPT39qNtPT08PWnPk/XTq1EkJCQns++MwxmjSpEkaNGiQcnNzJbHfollZWZkKCgpUV1enjh07asGCBbrooosCvzjYZ9Fp3rx5Ki0t1Zo1a476XHv/eXN8WLQ48i3YjTFW35YdoWnL/jhyzbHWt2UNgo0bN04bNmzQJ598ctTn2G/R5/zzz9f69eu1b98+vfXWWxozZoyWL18e+Dz7LPpUVlZqwoQJWrJkiRITE1td1173neMfCunSpYtiY2OPKq/q6uqjKg3hl5GRIUnH3R8ZGRmqr6/X3r17j7tm165dR93+jz/+GLTmyPvZu3evGhoa2PetGD9+vBYtWqSPPvpIWVlZge3st+iVkJCgc845RwMGDFBRUZH69++vF198kX0WxUpKSlRdXa38/HzFxcUpLi5Oy5cv11/+8hfFxcUF/s3a675zfFgkJCQoPz9fxcXFQduLi4t1xRVXRGiqM1dOTo4yMjKC9kd9fb2WL18e2B/5+fmKj48PWlNVVaWNGzcG1hQUFMjr9erzzz8PrPnss8/k9XqD1mzcuFFVVVWBNUuWLJHb7VZ+fn5Yv06nMcZo3Lhxevvtt/Xhhx8qJycn6PPsN+cwxsjv97PPotjQoUNVVlam9evXBy4DBgzQ6NGjtX79evXp06d977uwPCX0NGt5uenMmTPNpk2bzMSJE01ycrLZunVrpEdrl2pqasy6devMunXrjCQzdepUs27dusDLe6dMmWI8Ho95++23TVlZmbnrrruO+TKqrKwss3TpUlNaWmquvfbaY76Mql+/fmbVqlVm1apVJi8v75gvoxo6dKgpLS01S5cuNVlZWbwE7hgefPBB4/F4zLJly0xVVVXgcuDAgcAa9lv0KSwsNCtWrDBbtmwxGzZsMI899piJiYkxS5YsMcawz5zk8FeFGNO+9127CAtjjPnb3/5mevXqZRISEswll1wSeBkd7Pvoo4+MpKMuY8aMMcYceinVk08+aTIyMozb7TZXX321KSsrC7qNgwcPmnHjxpm0tDSTlJRkRo4caSoqKoLW7Nmzx4wePdqkpKSYlJQUM3r0aLN3796gNdu2bTMjRowwSUlJJi0tzYwbN87U1dWF88t3pGPtL0lm1qxZgTXst+hz3333Bf6/1rVrVzN06NBAVBjDPnOSI8OiPe873jYdAABY4/jnWAAAgOhBWAAAAGsICwAAYA1hAQAArCEsAACANYQFAACwhrAAAADWEBYAAMAawgIAAFhDWAAAAGsICwAAYA1hAQAArPn/WojSwJdn79AAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#-- Plotting Total Engagment Per View --#\n",
"#-- Outliers excluded, this distrobution appears to have one mode. --#\n",
"\n",
"EPV.plot()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "4bfa8fb6",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:ylabel='Density'>"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#-- Creating a denisty plot of EPV against Upload hour --#\n",
"#-- The distobution density is skewed towards the zero hour --#\n",
"\n",
"sns.kdeplot(data=df_US, x= EPV, hue='Upload_hour', multiple=\"stack\")"
]
},
{