-
Notifications
You must be signed in to change notification settings - Fork 0
/
Version1
747 lines (747 loc) · 161 KB
/
Version1
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
{
"cells": [
{
"cell_type": "markdown",
"id": "d5ba7bd7",
"metadata": {
"papermill": {
"duration": 0.007554,
"end_time": "2024-06-20T10:29:34.965621",
"exception": false,
"start_time": "2024-06-20T10:29:34.958067",
"status": "completed"
},
"tags": []
},
"source": [
"# Zomato Data Analysis Using Python"
]
},
{
"cell_type": "markdown",
"id": "4fad84b8",
"metadata": {
"papermill": {
"duration": 0.006464,
"end_time": "2024-06-20T10:29:34.979092",
"exception": false,
"start_time": "2024-06-20T10:29:34.972628",
"status": "completed"
},
"tags": []
},
"source": [
"## Import the necessary libraries"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "6be82d12",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:34.994833Z",
"iopub.status.busy": "2024-06-20T10:29:34.994351Z",
"iopub.status.idle": "2024-06-20T10:29:37.666658Z",
"shell.execute_reply": "2024-06-20T10:29:37.665101Z"
},
"papermill": {
"duration": 2.683898,
"end_time": "2024-06-20T10:29:37.669828",
"exception": false,
"start_time": "2024-06-20T10:29:34.985930",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "b88854f5",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:37.688747Z",
"iopub.status.busy": "2024-06-20T10:29:37.687977Z",
"iopub.status.idle": "2024-06-20T10:29:37.725375Z",
"shell.execute_reply": "2024-06-20T10:29:37.723619Z"
},
"papermill": {
"duration": 0.050034,
"end_time": "2024-06-20T10:29:37.728241",
"exception": false,
"start_time": "2024-06-20T10:29:37.678207",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" name online_order book_table rate votes \\\n",
"0 Jalsa Yes Yes 4.1/5 775 \n",
"1 Spice Elephant Yes No 4.1/5 787 \n",
"2 San Churro Cafe Yes No 3.8/5 918 \n",
"3 Addhuri Udupi Bhojana No No 3.7/5 88 \n",
"4 Grand Village No No 3.8/5 166 \n",
"\n",
" approx_cost(for two people) listed_in(type) \n",
"0 800 Buffet \n",
"1 800 Buffet \n",
"2 800 Buffet \n",
"3 300 Buffet \n",
"4 600 Buffet \n"
]
}
],
"source": [
"dataframe = pd.read_csv(\"/kaggle/input/zomato-data-analysis/Zomato data .csv\")\n",
"print(dataframe.head())"
]
},
{
"cell_type": "markdown",
"id": "46e726ef",
"metadata": {
"papermill": {
"duration": 0.0069,
"end_time": "2024-06-20T10:29:37.742513",
"exception": false,
"start_time": "2024-06-20T10:29:37.735613",
"status": "completed"
},
"tags": []
},
"source": [
"Let's convert the data type of the rate column to float and remove the denominator."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "62b961ab",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:37.758714Z",
"iopub.status.busy": "2024-06-20T10:29:37.758240Z",
"iopub.status.idle": "2024-06-20T10:29:37.774928Z",
"shell.execute_reply": "2024-06-20T10:29:37.772844Z"
},
"papermill": {
"duration": 0.029355,
"end_time": "2024-06-20T10:29:37.778921",
"exception": false,
"start_time": "2024-06-20T10:29:37.749566",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" name online_order book_table rate votes \\\n",
"0 Jalsa Yes Yes 4.1 775 \n",
"1 Spice Elephant Yes No 4.1 787 \n",
"2 San Churro Cafe Yes No 3.8 918 \n",
"3 Addhuri Udupi Bhojana No No 3.7 88 \n",
"4 Grand Village No No 3.8 166 \n",
"\n",
" approx_cost(for two people) listed_in(type) \n",
"0 800 Buffet \n",
"1 800 Buffet \n",
"2 800 Buffet \n",
"3 300 Buffet \n",
"4 600 Buffet \n"
]
}
],
"source": [
"def handleRate(value):\n",
" value = str(value).split('/')\n",
" value=value[0];\n",
" return float(value)\n",
"dataframe['rate']=dataframe['rate'].apply(handleRate)\n",
"print(dataframe.head())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "febcb73c",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:37.796308Z",
"iopub.status.busy": "2024-06-20T10:29:37.795844Z",
"iopub.status.idle": "2024-06-20T10:29:37.826627Z",
"shell.execute_reply": "2024-06-20T10:29:37.824900Z"
},
"papermill": {
"duration": 0.042839,
"end_time": "2024-06-20T10:29:37.829512",
"exception": false,
"start_time": "2024-06-20T10:29:37.786673",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 148 entries, 0 to 147\n",
"Data columns (total 7 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 name 148 non-null object \n",
" 1 online_order 148 non-null object \n",
" 2 book_table 148 non-null object \n",
" 3 rate 148 non-null float64\n",
" 4 votes 148 non-null int64 \n",
" 5 approx_cost(for two people) 148 non-null int64 \n",
" 6 listed_in(type) 148 non-null object \n",
"dtypes: float64(1), int64(2), object(4)\n",
"memory usage: 8.2+ KB\n"
]
}
],
"source": [
"dataframe.info()"
]
},
{
"cell_type": "markdown",
"id": "b8624301",
"metadata": {
"papermill": {
"duration": 0.007181,
"end_time": "2024-06-20T10:29:37.844233",
"exception": false,
"start_time": "2024-06-20T10:29:37.837052",
"status": "completed"
},
"tags": []
},
"source": [
"Let's explore the listed_in(type) column"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "8eac7d11",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:37.861453Z",
"iopub.status.busy": "2024-06-20T10:29:37.861034Z",
"iopub.status.idle": "2024-06-20T10:29:38.158063Z",
"shell.execute_reply": "2024-06-20T10:29:38.156487Z"
},
"papermill": {
"duration": 0.309396,
"end_time": "2024-06-20T10:29:38.161277",
"exception": false,
"start_time": "2024-06-20T10:29:37.851881",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5, 0, 'Type of restaurant')"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x=dataframe['listed_in(type)'])\n",
"plt.xlabel(\"Type of restaurant\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "659ae45f",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:38.180354Z",
"iopub.status.busy": "2024-06-20T10:29:38.179805Z",
"iopub.status.idle": "2024-06-20T10:29:38.540149Z",
"shell.execute_reply": "2024-06-20T10:29:38.538647Z"
},
"papermill": {
"duration": 0.373551,
"end_time": "2024-06-20T10:29:38.543158",
"exception": false,
"start_time": "2024-06-20T10:29:38.169607",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Votes')"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"grouped_data = dataframe.groupby('listed_in(type)')['votes'].sum()\n",
"result = pd.DataFrame({'votes': grouped_data})\n",
"plt.plot(result, c=\"green\", marker=\"o\")\n",
"plt.xlabel(\"Type of restaurant\", c = \"red\", size = 20)\n",
"plt.ylabel(\"Votes\", c = \"red\", size = 20)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "ee28e4a3",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:38.564087Z",
"iopub.status.busy": "2024-06-20T10:29:38.563000Z",
"iopub.status.idle": "2024-06-20T10:29:38.572685Z",
"shell.execute_reply": "2024-06-20T10:29:38.571469Z"
},
"papermill": {
"duration": 0.023616,
"end_time": "2024-06-20T10:29:38.575983",
"exception": false,
"start_time": "2024-06-20T10:29:38.552367",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Restaurant(s) with the maximum votes:\n",
"38 Empire Restaurant\n",
"Name: name, dtype: object\n"
]
}
],
"source": [
"max_votes = dataframe['votes'].max()\n",
"restaurant_with_max_votes = dataframe.loc[dataframe['votes'] == max_votes, 'name']\n",
"\n",
"print(\"Restaurant(s) with the maximum votes:\")\n",
"print(restaurant_with_max_votes)\n"
]
},
{
"cell_type": "markdown",
"id": "f572ff9e",
"metadata": {
"papermill": {
"duration": 0.008693,
"end_time": "2024-06-20T10:29:38.594009",
"exception": false,
"start_time": "2024-06-20T10:29:38.585316",
"status": "completed"
},
"tags": []
},
"source": [
"Number of Online Orders"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "179ab960",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:38.614725Z",
"iopub.status.busy": "2024-06-20T10:29:38.614227Z",
"iopub.status.idle": "2024-06-20T10:29:38.860300Z",
"shell.execute_reply": "2024-06-20T10:29:38.858811Z"
},
"papermill": {
"duration": 0.260234,
"end_time": "2024-06-20T10:29:38.863398",
"exception": false,
"start_time": "2024-06-20T10:29:38.603164",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='online_order', ylabel='count'>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.countplot(x=dataframe['online_order'])"
]
},
{
"cell_type": "markdown",
"id": "f17458ec",
"metadata": {
"papermill": {
"duration": 0.009335,
"end_time": "2024-06-20T10:29:38.882407",
"exception": false,
"start_time": "2024-06-20T10:29:38.873072",
"status": "completed"
},
"tags": []
},
"source": [
"Check for the Ratings"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d881f44d",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:38.904171Z",
"iopub.status.busy": "2024-06-20T10:29:38.903686Z",
"iopub.status.idle": "2024-06-20T10:29:39.164476Z",
"shell.execute_reply": "2024-06-20T10:29:39.163083Z"
},
"papermill": {
"duration": 0.274578,
"end_time": "2024-06-20T10:29:39.167044",
"exception": false,
"start_time": "2024-06-20T10:29:38.892466",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.hist(dataframe['rate'], bins = 5)\n",
"plt.title(\"Ratings Distribution\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "c4488710",
"metadata": {
"papermill": {
"duration": 0.009179,
"end_time": "2024-06-20T10:29:39.185819",
"exception": false,
"start_time": "2024-06-20T10:29:39.176640",
"status": "completed"
},
"tags": []
},
"source": [
"Costs for two people"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "4f9ea97d",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:39.208012Z",
"iopub.status.busy": "2024-06-20T10:29:39.207606Z",
"iopub.status.idle": "2024-06-20T10:29:39.537952Z",
"shell.execute_reply": "2024-06-20T10:29:39.536783Z"
},
"papermill": {
"duration": 0.344489,
"end_time": "2024-06-20T10:29:39.540574",
"exception": false,
"start_time": "2024-06-20T10:29:39.196085",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='approx_cost(for two people)', ylabel='count'>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAjIAAAGxCAYAAAB4AFyyAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuNSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/xnp5ZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAyhUlEQVR4nO3deXiU5bnH8d+QZQiGhCW77KCsAVcwQBEFhYiIS10oeoKovURQEEXEqohIqe2xWnsQW4+FtqLUBXBDRJFERQSkBIxCCBgElE0ghDWE5D5/cBgZshJmkjz0+7muuS7mfZ957vvJGyc/33lnxmNmJgAAAAfVqekGAAAAqoogAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwVmhNNxBsxcXF+vHHH1W/fn15PJ6abgcAAFSCmWnfvn1KSkpSnTpln3c544PMjz/+qKZNm9Z0GwAAoAo2b96sJk2alLn/jA8y9evXl3TsBxEVFVXD3QAAgMrIz89X06ZNfX/Hy3LGB5njLydFRUURZAAAcExFl4VwsS8AAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWaE13QBQGf+c0S8o89429MOgzAsAqB6ckQEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcRZABAADOIsgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcVaNBZsqUKbr44otVv359xcXF6dprr1V2drbfmMOHD2vEiBFq3LixIiMjdcMNN2j79u011DEAAKhNajTIZGRkaMSIEfryyy/10UcfqbCwUFdeeaUOHDjgG3P//ffr3Xff1RtvvKGMjAz9+OOPuv7662uwawAAUFuE1mTx+fPn+92fMWOG4uLitGLFCvXq1Ut79+7Vyy+/rFdffVWXX365JGn69Olq3769vvzyS11yySU10TYAAKglatU1Mnv37pUkNWrUSJK0YsUKFRYWqm/fvr4x7dq1U7NmzbRkyZJS5ygoKFB+fr7fDQAAnJlqTZApLi7W6NGj1aNHD3Xq1EmStG3bNoWHh6tBgwZ+Y+Pj47Vt27ZS55kyZYqio6N9t6ZNmwa7dQAAUENqTZAZMWKEsrKyNGvWrNOaZ/z48dq7d6/vtnnz5gB1CAAAapsavUbmuJEjR+q9997Tp59+qiZNmvi2JyQk6MiRI8rLy/M7K7N9+3YlJCSUOpfX65XX6w12ywAAoBao0TMyZqaRI0dqzpw5+uSTT9SyZUu//RdeeKHCwsK0cOFC37bs7Gxt2rRJKSkp1d0uAACoZWr0jMyIESP06quv6u2331b9+vV9171ER0crIiJC0dHRuuOOOzRmzBg1atRIUVFRuvfee5WSksI7lgAAQM0GmWnTpkmSevfu7bd9+vTpGjp0qCTp2WefVZ06dXTDDTeooKBA/fr10wsvvFDNnQIAgNqoRoOMmVU4pm7dupo6daqmTp1aDR0BAACX1Jp3LQEAAJwqggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcRZABAADOIsgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcRZABAADOIsgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLNCa7qBM9m2FyYEZd6EeyaWun31tGuCUq/z8HeCMi8AAKeLMzIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4KwaDTKffvqpBg4cqKSkJHk8Hs2dO9dv/9ChQ+XxePxu/fv3r5lmAQBArVOjQebAgQPq0qWLpk6dWuaY/v37a+vWrb7ba6+9Vo0dAgCA2qxGvzQyNTVVqamp5Y7xer1KSEiopo4AAIBLav01Munp6YqLi1Pbtm01fPhw7dq1q9zxBQUFys/P97sBAIAzU42ekalI//79df3116tly5basGGDHnnkEaWmpmrJkiUKCQkp9TFTpkzRxIkTq7lToOpunxOc676mXzc/KPMCQG1Sq4PMLbfc4vt3cnKyOnfurNatWys9PV19+vQp9THjx4/XmDFjfPfz8/PVtGnToPcKAACqX61/aelErVq1UkxMjNavX1/mGK/Xq6ioKL8bAAA4MzkVZLZs2aJdu3YpMTGxplsBAAC1QI2+tLR//36/syu5ubnKzMxUo0aN1KhRI02cOFE33HCDEhIStGHDBj300ENq06aN+vXrV4NdAwCA2qJGg8xXX32lyy67zHf/+LUtaWlpmjZtmlavXq2///3vysvLU1JSkq688kpNmjRJXq+3ploGAAC1SI0Gmd69e8vMytz/4YcfVmM3AADANU5dIwMAAHAiggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFm1+tuvAbhtwOwXgjLv+9ffE5R5AbiHMzIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcFaVgszll1+uvLy8Etvz8/N1+eWXn25PAAAAlVKlIJOenq4jR46U2H748GF99tlnp90UAABAZZzSt1+vXr3a9+9vv/1W27Zt890vKirS/PnzdfbZZweuOwAAgHKcUpA577zz5PF45PF4Sn0JKSIiQn/+858D1hwAAEB5TinI5ObmyszUqlUrLVu2TLGxsb594eHhiouLU0hISMCbBIDa5po33wvKvO/88uqgzAucqU4pyDRv3lySVFxcHJRmAAAATsUpBZkT5eTkaNGiRdqxY0eJYPP444+fdmMAAAAVqVKQeemllzR8+HDFxMQoISFBHo/Ht8/j8RBkAABAtahSkHnqqac0efJkjRs3LtD9AAAAVFqVPkdmz549uvHGGwPdCwAAwCmpUpC58cYbtWDBgkD3AgAAcEqq9NJSmzZt9Nhjj+nLL79UcnKywsLC/Pbfd999AWkOAACgPFUKMn/9618VGRmpjIwMZWRk+O3zeDwEGQAAUC2qFGRyc3MD3QcAAMApq9I1MgAAALVBlc7IDBs2rNz9f/vb36rUDAAAwKmoUpDZs2eP3/3CwkJlZWUpLy+v1C+TBAAACIYqBZk5c+aU2FZcXKzhw4erdevWp90UAABAZQTsGpk6depozJgxevbZZwM1JQAAQLmq/KWRpdmwYYOOHj0ayCkBAAiYxf/YGZR5e/xXbFDmRcWqFGTGjBnjd9/MtHXrVr3//vtKS0sLSGMAAAAVqVKQWblypd/9OnXqKDY2Vs8880yF72gCAAAIlCoFmUWLFgW6DwAAgFN2WtfI7Ny5U9nZ2ZKktm3bKjaW1wgBAED1qdK7lg4cOKBhw4YpMTFRvXr1Uq9evZSUlKQ77rhDBw8eDHSPAAAApapSkBkzZowyMjL07rvvKi8vT3l5eXr77beVkZGhBx54INA9AgAAlKpKLy299dZbevPNN9W7d2/ftquuukoRERG66aabNG3atED1BwAAUKYqnZE5ePCg4uPjS2yPi4vjpSUAAFBtqhRkUlJSNGHCBB0+fNi37dChQ5o4caJSUlIC1hwAAEB5qvTS0nPPPaf+/furSZMm6tKliyRp1apV8nq9WrBgQUAbBAAAKEuVgkxycrJycnI0c+ZMrV27VpI0ePBgDRkyRBEREQFtEAAAoCxVCjJTpkxRfHy87rrrLr/tf/vb37Rz506NGzcuIM0BAACUp0rXyPzlL39Ru3btSmzv2LGjXnzxxdNuCgAAoDKqFGS2bdumxMTEEttjY2O1devW024KAACgMqoUZJo2barFixeX2L548WIlJSWddlMAAACVUaVrZO666y6NHj1ahYWFuvzyyyVJCxcu1EMPPcQn+wIAgGpTpSAzduxY7dq1S/fcc4+OHDkiSapbt67GjRun8ePHB7RBAACAslQpyHg8Hj399NN67LHHtGbNGkVEROicc86R1+sNdH8AAABlqlKQOS4yMlIXX3xxoHoBAAA4JVW62BcAAKA2IMgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHBWjQaZTz/9VAMHDlRSUpI8Ho/mzp3rt9/M9PjjjysxMVERERHq27evcnJyaqZZAABQ69RokDlw4IC6dOmiqVOnlrr/97//vZ5//nm9+OKLWrp0qc466yz169dPhw8fruZOAQBAbXRaH4h3ulJTU5WamlrqPjPTc889p0cffVSDBg2SJP3jH/9QfHy85s6dq1tuuaU6WwUAALVQrb1GJjc3V9u2bVPfvn1926Kjo9WtWzctWbKkBjsDAAC1RY2ekSnPtm3bJEnx8fF+2+Pj4337SlNQUKCCggLf/fz8/OA0CAAAalytPSNTVVOmTFF0dLTv1rRp05puCQAABEmtDTIJCQmSpO3bt/tt3759u29facaPH6+9e/f6bps3bw5qnwAAoObU2iDTsmVLJSQkaOHChb5t+fn5Wrp0qVJSUsp8nNfrVVRUlN8NAACcmWr0Gpn9+/dr/fr1vvu5ubnKzMxUo0aN1KxZM40ePVpPPfWUzjnnHLVs2VKPPfaYkpKSdO2119Zc0wAAoNao0SDz1Vdf6bLLLvPdHzNmjCQpLS1NM2bM0EMPPaQDBw7o17/+tfLy8tSzZ0/Nnz9fdevWramWAQBALVKjQaZ3794yszL3ezwePfnkk3ryySersSsAAOCKWnuNDAAAQEUIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcRZABAADOIsgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcRZABAADOIsgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAzgqt6Qaq285prwRl3tjhtwZl3trqw5evCsq8/e6YF5R58bOr5j4WlHnnXTspKPMCQHk4IwMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAzqrVQeaJJ56Qx+Pxu7Vr166m2wIAALVErf+upY4dO+rjjz/23Q8NrfUtAwCAalLrU0FoaKgSEhJqug0AAFAL1eqXliQpJydHSUlJatWqlYYMGaJNmzaVO76goED5+fl+NwAAcGaq1WdkunXrphkzZqht27baunWrJk6cqF/84hfKyspS/fr1S33MlClTNHHixGruFADOHPfN2RyUeZ+/rmlQ5sV/tlp9RiY1NVU33nijOnfurH79+mnevHnKy8vT66+/XuZjxo8fr7179/pumzcH5z9IAABQ82r1GZmTNWjQQOeee67Wr19f5hiv1yuv11uNXQEAgJpSq8/InGz//v3asGGDEhMTa7oVAABQC9TqIPPggw8qIyNDGzdu1BdffKHrrrtOISEhGjx4cE23BgAAaoFa/dLSli1bNHjwYO3atUuxsbHq2bOnvvzyS8XGxtZ0awAAoBao1UFm1qxZNd0CAACoxWr1S0sAAADlIcgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcFVrTDQC1zTOv9QvKvA8M/jAo8+JnV785MyjzvvfLIUGZF8e89tbOoMw7+IbYoMyL2oUzMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4iyADAACcRZABAADOCq3pBgAAFbv+rS+DMu/sGy4Jyrw4ZuNz24Iyb4vRCaVu3/7s6qDUi7+/c1DmDQTOyAAAAGcRZAAAgLMIMgAAwFkEGQAA4CyCDAAAcBZBBgAAOIsgAwAAnEWQAQAAziLIAAAAZxFkAACAswgyAADAWQQZAADgLIIMAABwFkEGAAA4K7SmGwAAAO7Z8eePgzJv3L19T2k8Z2QAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFlOBJmpU6eqRYsWqlu3rrp166Zly5bVdEsAAKAWqPVB5l//+pfGjBmjCRMm6N///re6dOmifv36aceOHTXdGgAAqGG1Psj88Y9/1F133aXbb79dHTp00Isvvqh69erpb3/7W023BgAAalitDjJHjhzRihUr1Lfvz9+EWadOHfXt21dLliypwc4AAEBtEFrTDZTnp59+UlFRkeLj4/22x8fHa+3ataU+pqCgQAUFBb77e/fulSTl5+dLkvYdOhSUXr3/P/+J9h0qKGXk6atXSi1J2n+oMCj18kupd6Aaa0nSoUNHq63e4YPVV0uSjlRzvcKDwfm9LK1e4cHg/PdW9toOVlu96qx1rN6Baqt35OC+aqslSQeDVs9bYtuBQ9VXS5L2HQ5WvXpl1NsflHoRpf6NC87vZN3/r3X898XMyn+A1WI//PCDSbIvvvjCb/vYsWOta9eupT5mwoQJJokbN27cuHHjdgbcNm/eXG5WqNVnZGJiYhQSEqLt27f7bd++fbsSEhJKfcz48eM1ZswY3/3i4mLt3r1bjRs3lsfjqXTt/Px8NW3aVJs3b1ZUVFTVFlALa1V3PdZGvdpWq7rrsTY3653Ja6vuelWtZWbat2+fkpKSyh1Xq4NMeHi4LrzwQi1cuFDXXnutpGPBZOHChRo5cmSpj/F6vfJ6/U/xNWjQoMo9REVFVcsvVXXXqu56rI16ta1WdddjbW7WO5PXVt31qlIrOjq6wjG1OshI0pgxY5SWlqaLLrpIXbt21XPPPacDBw7o9ttvr+nWAABADav1Qebmm2/Wzp079fjjj2vbtm0677zzNH/+/BIXAAMAgP88tT7ISNLIkSPLfCkpWLxeryZMmFDiZSrXa1V3PdZGvdpWq7rrsTY3653Ja6vuesGu5TGr6H1NAAAAtVOt/kA8AACA8hBkAACAswgyAADAWf9RQebTTz/VwIEDlZSUJI/Ho7lz5/rtNzM9/vjjSkxMVEREhPr27aucnBy/Mbt379aQIUMUFRWlBg0a6I477tD+/aV/JHRF9YYOHSqPx+N369+/f5XqTZkyRRdffLHq16+vuLg4XXvttcrOzvYbc/jwYY0YMUKNGzdWZGSkbrjhhhIfNrhp0yYNGDBA9erVU1xcnMaOHaujR/0/Qr8ytXr37l1ibXffffcp15KkadOmqXPnzr7PIEhJSdEHH3wQ8HVVplYg11Wa3/3ud/J4PBo9enRQ1ldRrUCu74knnigxV7t27YK2rorqBfrY/fDDD7r11lvVuHFjRUREKDk5WV999ZVvf6CfTyqqF6jnkxYtWpSYx+PxaMSIEZICf9wqqhfI41ZUVKTHHntMLVu2VEREhFq3bq1Jkyb5fQR+II9bZeoF8u/Avn37NHr0aDVv3lwRERHq3r27li9fHpS1VaZeINdWrtP9GgGXzJs3z37zm9/Y7NmzTZLNmTPHb//vfvc7i46Otrlz59qqVavsmmuusZYtW9qhQ4d8Y/r3729dunSxL7/80j777DNr06aNDR48uEr10tLSrH///rZ161bfbffu3X5jKluvX79+Nn36dMvKyrLMzEy76qqrrFmzZrZ//37fmLvvvtuaNm1qCxcutK+++souueQS6969u2//0aNHrVOnTta3b19buXKlzZs3z2JiYmz8+PGnXOvSSy+1u+66y29te/fuPeVaZmbvvPOOvf/++7Zu3TrLzs62Rx55xMLCwiwrKyug66pMrUCu62TLli2zFi1aWOfOnW3UqFEBP26VqRXI9U2YMME6duzoN9fOnTuDtq6K6gVybbt377bmzZvb0KFDbenSpfbdd9/Zhx9+aOvXr/eNCeTzSWXqBer5ZMeOHX5zfPTRRybJFi1aFJTjVlG9QB63yZMnW+PGje29996z3Nxce+ONNywyMtL+9Kc/BeW4VaZeIP8O3HTTTdahQwfLyMiwnJwcmzBhgkVFRdmWLVsCvrbK1Avk2srzHxVkTnRysCguLraEhAT7wx/+4NuWl5dnXq/XXnvtNTMz+/bbb02SLV++3Dfmgw8+MI/HYz/88MMp1TM7dpAHDRpU5mNOp96OHTtMkmVkZPjWEhYWZm+88YZvzJo1a0ySLVmyxMyOBa86derYtm3bfGOmTZtmUVFRVlBQUOlaZseefE78A3myqtY6rmHDhva///u/QV3XybWCua59+/bZOeecYx999JFfjWCsr6xagV7fhAkTrEuXLqXOE4x1lVcv0GsbN26c9ezZs8y5Av18UlE9s+A9n4waNcpat25txcXF1fLf24n1zAJ73AYMGGDDhg3z23b99dfbkCFDzCzwx62iemaBO24HDx60kJAQe++99/wef8EFF9hvfvObgK+tonqBXFtF/qNeWipPbm6utm3bpr59+/q2RUdHq1u3blqyZIkkacmSJWrQoIEuuugi35i+ffuqTp06Wrp0aZXqpqenKy4uTm3bttXw4cO1a9cu377TqXf8W78bNWokSVqxYoUKCwv91teuXTs1a9bMb33Jycl+HzbYr18/5efn65tvvql0reNmzpypmJgYderUSePHj9fBE74tuKq1ioqKNGvWLB04cEApKSlBXdfJtYK5rhEjRmjAgAF+65CCc9zKqhWM9eXk5CgpKUmtWrXSkCFDtGnTpqCtq7x6gV7bO++8o4suukg33nij4uLidP755+ull17y7Q/080lF9Y4L9PPJkSNH9Morr2jYsGHyeDxB/e+ttHrHBeq4de/eXQsXLtS6deskSatWrdLnn3+u1NRUSYE/bhXVOy4Qx+3o0aMqKipS3bp1/eaOiIjQ559/HvC1VVQvkGuriBMfiFcdtm3bJkklPjE4Pj7et2/btm2Ki4vz2x8aGqpGjRr5xpyK/v376/rrr1fLli21YcMGPfLII0pNTdWSJUsUEhJS5XrFxcUaPXq0evTooU6dOvl6Dw8PL/G9Uyevr7T1H99X2VqS9Ktf/UrNmzdXUlKSVq9erXHjxik7O1uzZ8+uUq2vv/5aKSkpOnz4sCIjIzVnzhx16NBBmZmZAV9XWbWCsS5JmjVrlv7973/7vbZ8XKCPW3m1Ar2+bt26acaMGWrbtq22bt2qiRMn6he/+IWysrKC8vtYXr369esHdG3fffedpk2bpjFjxuiRRx7R8uXLdd999yk8PFxpaWkBfz6pqJ4UnOeTuXPnKi8vT0OHDvX1HIznkbLqSYH9nXz44YeVn5+vdu3aKSQkREVFRZo8ebKGDBniNz5Qx62ielLgjlv9+vWVkpKiSZMmqX379oqPj9drr72mJUuWqE2bNgFfW0X1Arm2ihBkatAtt9zi+3dycrI6d+6s1q1bKz09XX369KnyvCNGjFBWVpZfKg6Wsmr9+te/9v07OTlZiYmJ6tOnjzZs2KDWrVufcp22bdsqMzNTe/fu1Ztvvqm0tDRlZGScdv+nUqtDhw4BX9fmzZs1atQoffTRRyX+zybQKlMrkOs78f86O3furG7duql58+Z6/fXXFRERUbVFVLHeHXfcEdC1FRcX66KLLtJvf/tbSdL555+vrKwsvfjii75gEUiVqReM55OXX35ZqampFX77cKCUVi+Qx+3111/XzJkz9eqrr6pjx47KzMzU6NGjlZSUFJTjVpl6gTxu//znPzVs2DCdffbZCgkJ0QUXXKDBgwdrxYoVAV1XZesF62/cyXhp6f8lJCRIUomr77dv3+7bl5CQoB07dvjtP3r0qHbv3u0bczpatWqlmJgYrV+/vsr1Ro4cqffee0+LFi1SkyZNfNsTEhJ05MgR5eXl+Y0/eX2lrf/4vsrWKk23bt0kyW9tp1IrPDxcbdq00YUXXqgpU6aoS5cu+tOf/hSUdZVVKxjrWrFihXbs2KELLrhAoaGhCg0NVUZGhp5//nmFhoYqPj4+YOurqFZRUVHA13eiBg0a6Nxzz9X69euDctzKq1ea01lbYmKi7yzdce3bt/e9lBXo55OK6pXmdJ9Pvv/+e3388ce68847fduCedxKq1ea0zluY8eO1cMPP6xbbrlFycnJuu2223T//fdrypQpfuMDddwqqlea0zlurVu3VkZGhvbv36/Nmzdr2bJlKiwsVKtWrYLyN668eoFeW3kIMv+vZcuWSkhI0MKFC33b8vPztXTpUt/1ESkpKcrLy/NLt5988omKi4t9/3Gdji1btmjXrl1KTEw85XpmppEjR2rOnDn65JNP1LJlS7/9F154ocLCwvzWl52drU2bNvmt7+uvv/b7xfroo48UFRXl9yRaUa3SZGZmSpLf2ipTqyzFxcUqKCgI6LoqqhWMdfXp00dff/21MjMzfbeLLrpIQ4YM8f07UOurqFZISEjA13ei/fv3a8OGDUpMTKyW43ZivdKcztp69OhR4iMH1q1bp+bNm0sK/PNJRfVKczrPJ5I0ffp0xcXFacCAAb5twTxupdUrzekct4MHD6pOHf8/eyEhISouLpYU+ONWUb3SnO5xk6SzzjpLiYmJ2rNnjz788EMNGjQoqH/jSqsXrLWVqtKXBZ8B9u3bZytXrrSVK1eaJPvjH/9oK1eutO+//97Mjr01rUGDBvb222/b6tWrbdCgQaW+Ne3888+3pUuX2ueff27nnHNOmW8VK6/evn377MEHH7QlS5ZYbm6uffzxx3bBBRfYOeecY4cPHz7lesOHD7fo6GhLT0/3e6vbwYMHfWPuvvtua9asmX3yySf21VdfWUpKiqWkpPj2H38b45VXXmmZmZk2f/58i42NLfE2xopqrV+/3p588kn76quvLDc3195++21r1aqV9erV65RrmZk9/PDDlpGRYbm5ubZ69Wp7+OGHzePx2IIFCwK6ropqBXpdZTn5XRqBXF95tQK9vgceeMDS09MtNzfXFi9ebH379rWYmBjbsWNHUNZVXr1Ar23ZsmUWGhpqkydPtpycHJs5c6bVq1fPXnnlFd+YQD6fVFQv0M8nRUVF1qxZMxs3blyJfcH4fSyrXqCPW1pamp199tm+t0PPnj3bYmJi7KGHHvKNCeRxq6heoI/b/Pnz7YMPPrDvvvvOFixYYF26dLFu3brZkSNHAr62iuoFem3l+Y8KMosWLTJJJW5paWlmduytd4899pjFx8eb1+u1Pn36WHZ2tt8cu3btssGDB1tkZKRFRUXZ7bffbvv27TvlegcPHrQrr7zSYmNjLSwszJo3b2533XWX31sIT6VeaXUk2fTp031jDh06ZPfcc481bNjQ6tWrZ9ddd51t3brVb56NGzdaamqqRUREWExMjD3wwANWWFh4SrU2bdpkvXr1skaNGpnX67U2bdrY2LFj/T77obK1zMyGDRtmzZs3t/DwcIuNjbU+ffr4Qkwg11VRrUCvqywnB5lArq+8WoFe380332yJiYkWHh5uZ599tt18881+n3sS6HWVVy8Yx+7dd9+1Tp06mdfrtXbt2tlf//pXv/2Bfj4pr16gn08+/PBDk1SiX7Pg/D6WVS/Qxy0/P99GjRplzZo1s7p161qrVq3sN7/5jd/btAN53CqqF+jj9q9//ctatWpl4eHhlpCQYCNGjLC8vLygrK2ieoFeW3n49msAAOAsrpEBAADOIsgAAABnEWQAAICzCDIAAMBZBBkAAOAsggwAAHAWQQYAADiLIAMAAJxFkAFQq+zatUtxcXHauHGjb9vixYuVnJyssLAwXXvttTXW25lo48aN8ng8vu8wqoxbbrlFzzzzTPCaAk4BQQZAtUtPT5fH4ynxLcqSNHnyZA0aNEgtWrTwbRszZozOO+885ebmasaMGQHtZejQoYSjU/Too49q8uTJ2rt3b023AhBkABcVFRWV+w26rjp48KBefvll3XHHHX7bN2zYoMsvv1xNmjRRgwYNqjT3kSNHAtAhJKlTp05q3bq1XnnllZpuBSDIAKdj/vz56tmzpxo0aKDGjRvr6quv1oYNG3z7j5+2nzVrlrp37666deuqU6dOysjI8I05fnbi/fffV+fOnVW3bl1dcsklysrK8o2ZMWOGGjRooHfeeUcdOnSQ1+vVpk2btGfPHv3Xf/2XGjZsqHr16ik1NVU5OTmSpJ07dyohIUG//e1vffN88cUXCg8P18KFCyu1vnfffVcXX3yx6tatq5iYGF133XW+feXVlqTvv/9eAwcOVMOGDXXWWWepY8eOmjdvnjZu3KjLLrtMktSwYUN5PB4NHTpUkjRv3jx5vV5dcsklfj+/Xbt2adiwYfJ4PL4zMhkZGeratau8Xq8SExP18MMP6+jRo776vXv31siRIzV69GjFxMSoX79+Jdb3xBNP6O9//7vefvtteTweeTwepaen65e//KVGjhzpGzd69Gh5PB6tXbtW0rFQdNZZZ+njjz+WJBUUFOi+++5TXFyc6tatq549e2r58uXl/mxbtGihSZMmafDgwTrrrLN09tlna+rUqX5j8vLydOeddyo2NlZRUVG6/PLLtWrVKr8x06ZNU+vWrRUeHq62bdvqn//8p99+j8ejadOmKTU1VREREWrVqpXefPPNcnvLyspSamqqIiMjFR8fr9tuu00//fST35iBAwdq1qxZ5c4DVItT+opJAH7efPNNe+uttywnJ8dWrlxpAwcOtOTkZCsqKjIzs9zcXJNkTZo0sTfffNO+/fZbu/POO61+/fr2008/mdnP35Levn17W7Bgga1evdquvvpqa9GihR05csTMzKZPn25hYWHWvXt3W7x4sa1du9YOHDhg11xzjbVv394+/fRTy8zMtH79+lmbNm18j3v//fctLCzMli9fbvn5+daqVSu7//77K7W29957z0JCQuzxxx+3b7/91jIzM+23v/2tb39FtQcMGGBXXHGFrV692jZs2GDvvvuuZWRk2NGjR+2tt97yfdvx1q1bfd+Ye99991n//v19NY4ePWpbt261qKgoe+6552zr1q128OBB27Jli9WrV8/uueceW7Nmjc2ZM8diYmJswoQJvsdeeumlFhkZaWPHjrW1a9fa2rVrS6xx3759dtNNN1n//v1t69attnXrVisoKLDnn3/eOnbs6Bt33nnnWUxMjE2bNs3MzD7//HMLCwuzAwcO+PpOSkqyefPm2TfffGNpaWnWsGFD27VrV5k/3+bNm1v9+vVtypQplp2dbc8//7yFhIT4fbN73759beDAgbZ8+XJbt26dPfDAA9a4cWPfvLNnz7awsDCbOnWqZWdn2zPPPGMhISH2ySef+OaQZI0bN7aXXnrJsrOz7dFHH7WQkBD79ttvzezn39GVK1eamdmePXssNjbWxo8fb2vWrLF///vfdsUVV9hll13m1/8HH3xg4eHhdvjw4TLXCFQHggwQQDt37jRJ9vXXX5vZz38kfve73/nGFBYWWpMmTezpp582s5+DzKxZs3xjdu3aZREREfavf/3LzI4FGUmWmZnpG7Nu3TqTZIsXL/Zt++mnnywiIsJef/1137Z77rnHzj33XPvVr35lycnJlf7Dk5KSYkOGDCl1X2VqJycn2xNPPFHq44+vec+ePX7bBw0aZMOGDSsxPjo62qZPn+67/8gjj1jbtm2tuLjYt23q1KkWGRnpC5GXXnqpnX/++RWuMy0tzQYNGuS3bfXq1ebxeGzHjh22e/duCw8Pt0mTJtnNN99sZmZPPfWUde/e3czM9u/fb2FhYTZz5kzf448cOWJJSUn2+9//vsy6zZs39wttZmY333yzpaammpnZZ599ZlFRUSWOV+vWre0vf/mLmZl1797d7rrrLr/9N954o1111VW++5Ls7rvv9hvTrVs3Gz58uJmVDDKTJk2yK6+80m/85s2bfcHzuFWrVpkk27hxY5lrBKoDLy0BpyEnJ0eDBw9Wq1atFBUV5btAddOmTX7jUlJSfP8ODQ3VRRddpDVr1pQ5plGjRmrbtq3fmPDwcHXu3Nl3f82aNQoNDVW3bt182xo3blzicf/93/+to0eP6o033tDMmTPl9XortbbMzEz16dOn1H2VqX3ffffpqaeeUo8ePTRhwgStXr26wpqHDh1S3bp1Kxy3Zs0apaSkyOPx+Lb16NFD+/fv15YtW3zbLrzwwgrnKk2nTp3UqFEjZWRk6LPPPtP555+vq6++2veSYEZGhnr37i3p2PU7hYWF6tGjh+/xYWFh6tq1a4ljfLITj/nx+8cfs2rVKu3fv1+NGzdWZGSk75abm+t7+XLNmjV+dY//HMr73Tq5zslWrVqlRYsW+dVs166db63HRURESDp2XRNQk0JrugHAZQMHDlTz5s310ksvKSkpScXFxerUqVNQLiyNiIjw+8NdWRs2bNCPP/6o4uJibdy4UcnJyZWudzruvPNO9evXT++//74WLFigKVOm6JlnntG9995b5mNiYmK0Z8+e06p7orPOOqtKj/N4POrVq5fS09Pl9XrVu3dvde7cWQUFBcrKytIXX3yhBx98MGB9lmb//v1KTExUenp6iX1VveC5snUHDhyop59+usS+xMRE3793794tSYqNjQ1aL0BlcEYGqKJdu3YpOztbjz76qPr06aP27duX+Uf4yy+/9P376NGjWrFihdq3b1/mmD179mjdunUlxpyoffv2Onr0qJYuXVqipw4dOkg6dlHqrbfeqptvvlmTJk3SnXfeqR07dlRqfZ07dy7zouDK1Jakpk2b6u6779bs2bP1wAMP6KWXXpJ07OySdOzdVyc6//zz9e2331bYW/v27bVkyRKZmW/b4sWLVb9+fTVp0qRS6zsuPDy8RB+SdOmllyo9PV3p6enq3bu36tSpo169eukPf/iDCgoKfGdCjl9ou3jxYt9jCwsLtXz5cr+fRWlOPObH7x8/5hdccIG2bdum0NBQtWnTxu8WExPj+zmcWPf4z+HkuuXVOdkFF1ygb775Ri1atChR98RgmJWVpSZNmvh6AWpMTb+2BbiqqKjIGjdubLfeeqvl5OTYwoUL7eKLLzZJNmfOHDP7+fqDZs2a2ezZs23NmjX261//2iIjI23nzp1m9vP1Ih07drSPP/7Yvv76a7vmmmusWbNmVlBQYGbHrpGJjo4u0cOgQYOsQ4cO9tlnn1lmZqb179/f74LbBx980Fq0aGF79+61oqIi69mzpw0YMKBS61u0aJHVqVPHd7Hv6tWr/a71qaj2qFGjbP78+fbdd9/ZihUrrFu3bnbTTTeZmdmWLVvM4/HYjBkzbMeOHbZv3z4zO3ZtSmhoqO3evduvl5OvkTl+se+IESNszZo1Nnfu3FIv9h01alSF65w8ebI1a9bM1q5dazt37vT1n5mZaR6Px7xer6+/Z5991kJCQuySSy7xm2PUqFGWlJRkH3zwgd/Fviev40TNmze3qKgoe/rppy07O9v+53/+x0JCQmz+/PlmZlZcXGw9e/a0Ll262Icffmi5ubm2ePFie+SRR2z58uVmZjZnzhwLCwuzF154wdatW+e72HfRokW+OpIsJibGXn75ZcvOzrbHH3/c6tSpY998842ZlbxG5ocffrDY2Fj75S9/acuWLbP169fb/PnzbejQoXb06FHfvGlpaaVezwRUN4IMcBo++ugja9++vXm9XuvcubOlp6eXGmReffVV69q1q4WHh1uHDh383lVyPMi8++671rFjRwsPD7euXbvaqlWrfGPKCjK7d++22267zaKjoy0iIsL69etn69at880bGhpqn332mW98bm6uRUVF2QsvvFCp9b311lt23nnnWXh4uMXExNj1119fqdpmZiNHjrTWrVub1+u12NhYu+2223zv1DIze/LJJy0hIcE8Ho+lpaX5tnft2tVefPFFvz5ODjJmZunp6XbxxRdbeHi4JSQk2Lhx46ywsNC3v7JBZseOHXbFFVdYZGSkSfKFgKKiImvYsKF169bNN3blypUmyR5++GG/OQ4dOmT33nuvxcTEmNfrtR49etiyZcvKrdu8eXObOHGi3XjjjVavXj1LSEiwP/3pT35j8vPz7d5777WkpCQLCwuzpk2b2pAhQ2zTpk2+MS+88IK1atXKwsLC7Nxzz7V//OMffnNIsqlTp9oVV1xhXq/XWrRo4buI3KxkkDE7djH3ddddZw0aNLCIiAhr166djR492ndx9aFDhyw6OtqWLFlS4c8XCDaP2QnnZgEE1MaNG9WyZUutXLlS5513Xqlj0tPTddlll2nPnj1BvfbBFe+//77Gjh2rrKws1alz5r763aJFC40ePVqjR48Oah2Px6M5c+YE9NOLp02bpjlz5mjBggUBmxOoKi72BVCrDBgwQDk5Ofrhhx/UtGnTmm4HpQgLC9Of//znmm4DkESQAf5jdezYUd9//32p+/7yl79oyJAh1dzRz4J9lgKn584776zpFgAfXloC/kN9//33KiwsLHVffHy86tevX80dAcCpI8gAAABnnblX0gEAgDMeQQYAADiLIAMAAJxFkAEAAM4iyAAAAGcRZAAAgLMIMgAAwFkEGQAA4Kz/A00EnsPJFT/rAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"couple_data = dataframe['approx_cost(for two people)']\n",
"sns.countplot(x=couple_data)"
]
},
{
"cell_type": "markdown",
"id": "8c097b2e",
"metadata": {
"papermill": {
"duration": 0.00981,
"end_time": "2024-06-20T10:29:39.560725",
"exception": false,
"start_time": "2024-06-20T10:29:39.550915",
"status": "completed"
},
"tags": []
},
"source": [
"Check for higher ratings (Online orders/Offline orders)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "9ec36219",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:39.582697Z",
"iopub.status.busy": "2024-06-20T10:29:39.582247Z",
"iopub.status.idle": "2024-06-20T10:29:39.845521Z",
"shell.execute_reply": "2024-06-20T10:29:39.844130Z"
},
"papermill": {
"duration": 0.277382,
"end_time": "2024-06-20T10:29:39.848095",
"exception": false,
"start_time": "2024-06-20T10:29:39.570713",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"<Axes: xlabel='online_order', ylabel='rate'>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize = (6, 6))\n",
"sns.boxplot(x = 'online_order', y = 'rate', data = dataframe)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "bea23256",
"metadata": {
"execution": {
"iopub.execute_input": "2024-06-20T10:29:39.871253Z",
"iopub.status.busy": "2024-06-20T10:29:39.870837Z",
"iopub.status.idle": "2024-06-20T10:29:40.245221Z",
"shell.execute_reply": "2024-06-20T10:29:40.244045Z"
},
"papermill": {
"duration": 0.389162,
"end_time": "2024-06-20T10:29:40.248026",
"exception": false,
"start_time": "2024-06-20T10:29:39.858864",
"status": "completed"
},
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pivot_table = dataframe.pivot_table(index = 'listed_in(type)', columns = 'online_order', aggfunc = 'size', fill_value = 0)\n",
"sns.heatmap(pivot_table, annot= True, cmap= \"YlGnBu\", fmt = 'd')\n",
"plt.title(\"Heatmap\")\n",
"plt.xlabel(\"Online Order\")\n",
"plt.ylabel(\"Listed In (Type)\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "4cd4d99b",
"metadata": {
"papermill": {
"duration": 0.011659,
"end_time": "2024-06-20T10:29:40.270754",
"exception": false,
"start_time": "2024-06-20T10:29:40.259095",
"status": "completed"
},
"tags": []
},
"source": [
"CONCLUSION: Dining restaurants primarily accept offline orders, whereas cafes primarily receive online orders. This suggests that clients prefer to place orders in person at restaurants, but prefer online ordering at cafes."
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "5577d34c",
"metadata": {
"papermill": {
"duration": 0.010487,
"end_time": "2024-06-20T10:29:40.292090",
"exception": false,
"start_time": "2024-06-20T10:29:40.281603",
"status": "completed"
},
"tags": []
},
"outputs": [],
"source": []
}
],
"metadata": {
"kaggle": {
"accelerator": "none",
"dataSources": [
{
"datasetId": 5244270,
"sourceId": 8736015,
"sourceType": "datasetVersion"
}
],
"dockerImageVersionId": 30732,
"isGpuEnabled": false,
"isInternetEnabled": true,
"language": "python",
"sourceType": "notebook"
},
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.13"
},
"papermill": {
"default_parameters": {},
"duration": 9.391222,
"end_time": "2024-06-20T10:29:40.925098",
"environment_variables": {},
"exception": null,
"input_path": "__notebook__.ipynb",
"output_path": "__notebook__.ipynb",
"parameters": {},
"start_time": "2024-06-20T10:29:31.533876",
"version": "2.5.0"
}
},
"nbformat": 4,
"nbformat_minor": 5
}