library(tidyverse)
library(ggplot2)
knitr::opts_chunk$set(echo = TRUE, warning=FALSE, message=FALSE)ConnorLandreth_Challenge 7
challenge_7
Hotel
Visualizing Multiple Dimensions
Challenge Overview
R Graph Gallery is a good starting point for thinking about what information is conveyed in standard graph types, and includes example R code. And anyone not familiar with Edward Tufte should check out his fantastic books and courses on data visualizaton.
(be sure to only include the category tags for the data you use!)
Read in data
Read in one (or more) of the following datasets, using the correct R package and command.
- eggs ⭐
- abc_poll ⭐⭐
- australian_marriage ⭐⭐
- hotel_bookings ⭐⭐⭐
- air_bnb ⭐⭐⭐
- us_hh ⭐⭐⭐⭐
- faostat ⭐⭐⭐⭐⭐
Below I will read in the hotel data set
setwd(“C:/Github Projects/601_Spring_2023/posts/_data”)
hotel <- read.csv(“hotel_bookings.csv”)
setwd("C:/Github Projects/601_Spring_2023/posts/_data")
hotel <- read.csv("hotel_bookings.csv")
summary(hotel) hotel is_canceled lead_time arrival_date_year
Length:119390 Min. :0.0000 Min. : 0 Min. :2015
Class :character 1st Qu.:0.0000 1st Qu.: 18 1st Qu.:2016
Mode :character Median :0.0000 Median : 69 Median :2016
Mean :0.3704 Mean :104 Mean :2016
3rd Qu.:1.0000 3rd Qu.:160 3rd Qu.:2017
Max. :1.0000 Max. :737 Max. :2017
arrival_date_month arrival_date_week_number arrival_date_day_of_month
Length:119390 Min. : 1.00 Min. : 1.0
Class :character 1st Qu.:16.00 1st Qu.: 8.0
Mode :character Median :28.00 Median :16.0
Mean :27.17 Mean :15.8
3rd Qu.:38.00 3rd Qu.:23.0
Max. :53.00 Max. :31.0
stays_in_weekend_nights stays_in_week_nights adults
Min. : 0.0000 Min. : 0.0 Min. : 0.000
1st Qu.: 0.0000 1st Qu.: 1.0 1st Qu.: 2.000
Median : 1.0000 Median : 2.0 Median : 2.000
Mean : 0.9276 Mean : 2.5 Mean : 1.856
3rd Qu.: 2.0000 3rd Qu.: 3.0 3rd Qu.: 2.000
Max. :19.0000 Max. :50.0 Max. :55.000
children babies meal country
Min. : 0.0000 Min. : 0.000000 Length:119390 Length:119390
1st Qu.: 0.0000 1st Qu.: 0.000000 Class :character Class :character
Median : 0.0000 Median : 0.000000 Mode :character Mode :character
Mean : 0.1039 Mean : 0.007949
3rd Qu.: 0.0000 3rd Qu.: 0.000000
Max. :10.0000 Max. :10.000000
NA's :4
market_segment distribution_channel is_repeated_guest
Length:119390 Length:119390 Min. :0.00000
Class :character Class :character 1st Qu.:0.00000
Mode :character Mode :character Median :0.00000
Mean :0.03191
3rd Qu.:0.00000
Max. :1.00000
previous_cancellations previous_bookings_not_canceled reserved_room_type
Min. : 0.00000 Min. : 0.0000 Length:119390
1st Qu.: 0.00000 1st Qu.: 0.0000 Class :character
Median : 0.00000 Median : 0.0000 Mode :character
Mean : 0.08712 Mean : 0.1371
3rd Qu.: 0.00000 3rd Qu.: 0.0000
Max. :26.00000 Max. :72.0000
assigned_room_type booking_changes deposit_type agent
Length:119390 Min. : 0.0000 Length:119390 Length:119390
Class :character 1st Qu.: 0.0000 Class :character Class :character
Mode :character Median : 0.0000 Mode :character Mode :character
Mean : 0.2211
3rd Qu.: 0.0000
Max. :21.0000
company days_in_waiting_list customer_type adr
Length:119390 Min. : 0.000 Length:119390 Min. : -6.38
Class :character 1st Qu.: 0.000 Class :character 1st Qu.: 69.29
Mode :character Median : 0.000 Mode :character Median : 94.58
Mean : 2.321 Mean : 101.83
3rd Qu.: 0.000 3rd Qu.: 126.00
Max. :391.000 Max. :5400.00
required_car_parking_spaces total_of_special_requests reservation_status
Min. :0.00000 Min. :0.0000 Length:119390
1st Qu.:0.00000 1st Qu.:0.0000 Class :character
Median :0.00000 Median :0.0000 Mode :character
Mean :0.06252 Mean :0.5714
3rd Qu.:0.00000 3rd Qu.:1.0000
Max. :8.00000 Max. :5.0000
reservation_status_date
Length:119390
Class :character
Mode :character
Briefly describe the data
Tidy Data (as needed)
head(hotel) hotel is_canceled lead_time arrival_date_year arrival_date_month
1 Resort Hotel 0 342 2015 July
2 Resort Hotel 0 737 2015 July
3 Resort Hotel 0 7 2015 July
4 Resort Hotel 0 13 2015 July
5 Resort Hotel 0 14 2015 July
6 Resort Hotel 0 14 2015 July
arrival_date_week_number arrival_date_day_of_month stays_in_weekend_nights
1 27 1 0
2 27 1 0
3 27 1 0
4 27 1 0
5 27 1 0
6 27 1 0
stays_in_week_nights adults children babies meal country market_segment
1 0 2 0 0 BB PRT Direct
2 0 2 0 0 BB PRT Direct
3 1 1 0 0 BB GBR Direct
4 1 1 0 0 BB GBR Corporate
5 2 2 0 0 BB GBR Online TA
6 2 2 0 0 BB GBR Online TA
distribution_channel is_repeated_guest previous_cancellations
1 Direct 0 0
2 Direct 0 0
3 Direct 0 0
4 Corporate 0 0
5 TA/TO 0 0
6 TA/TO 0 0
previous_bookings_not_canceled reserved_room_type assigned_room_type
1 0 C C
2 0 C C
3 0 A C
4 0 A A
5 0 A A
6 0 A A
booking_changes deposit_type agent company days_in_waiting_list customer_type
1 3 No Deposit NULL NULL 0 Transient
2 4 No Deposit NULL NULL 0 Transient
3 0 No Deposit NULL NULL 0 Transient
4 0 No Deposit 304 NULL 0 Transient
5 0 No Deposit 240 NULL 0 Transient
6 0 No Deposit 240 NULL 0 Transient
adr required_car_parking_spaces total_of_special_requests reservation_status
1 0 0 0 Check-Out
2 0 0 0 Check-Out
3 75 0 0 Check-Out
4 75 0 0 Check-Out
5 98 0 1 Check-Out
6 98 0 1 Check-Out
reservation_status_date
1 2015-07-01
2 2015-07-01
3 2015-07-02
4 2015-07-02
5 2015-07-03
6 2015-07-03hist(hotel$lead_time, col = "lightblue",
xlab = 'Lead Time')
hist(hotel$stays_in_weekend_nights, col = "lightblue",
xla = 'Number of Weekend Nights Stayed')
hist(hotel$stays_in_week_nights, col = "lightblue",
xlab = 'Number of Week Nights Stayed')
#change binshist(hotel$days_in_waiting_list, col = "lightblue",
xlab = 'Number of Days in Waiting List')
Next, I want to find out why people tended to have shorter stays. Were these short stays always planned, were they cut short? Were there kids involved, company listed? I’ll filter out stays where the individual stayed only one night. Will also mutate company to binary
hotel_short_stay <- hotel %>%
select(stays_in_weekend_nights, stays_in_week_nights, company, adults, children, babies, is_repeated_guest, total_of_special_requests) %>%
mutate(company = ifelse(company == "NULL",0,1))hotel_short_stay %>%
filter(stays_in_week_nights <= 3) stays_in_weekend_nights stays_in_week_nights company adults children
1 0 0 0 2 0
2 0 0 0 2 0
3 0 1 0 1 0
4 0 1 0 1 0
5 0 2 0 2 0
6 0 2 0 2 0
7 0 2 0 2 0
8 0 2 0 2 0
9 0 3 0 2 0
10 0 3 0 2 0
11 0 1 0 2 0
12 0 1 1 2 0
13 1 3 0 3 0
14 1 3 0 3 0
15 1 3 0 2 0
16 1 3 0 3 0
17 1 3 0 3 0
18 2 3 0 2 0
19 2 3 0 2 0
20 2 3 0 2 0
21 2 3 0 2 0
22 2 3 0 2 0
23 0 1 0 2 0
24 0 1 0 2 0
25 0 1 0 2 2
26 0 1 0 2 0
27 0 1 0 2 0
28 0 1 0 2 0
29 0 2 0 2 0
30 0 2 0 2 0
31 0 2 0 2 0
32 0 3 0 2 0
33 0 3 0 2 0
34 0 3 0 2 0
35 0 2 0 2 2
36 0 2 0 2 0
37 0 2 0 2 0
38 0 2 0 3 0
39 0 2 0 2 0
40 0 2 0 2 0
41 0 2 0 2 0
42 0 2 0 2 0
43 0 2 0 2 0
44 0 2 0 3 0
45 1 2 0 2 0
46 1 2 0 2 0
47 2 2 0 1 0
48 2 2 0 2 0
49 0 1 0 2 0
50 0 1 0 2 0
51 0 1 0 2 0
52 0 1 0 2 0
53 0 1 0 2 0
54 0 1 0 2 0
55 0 2 0 2 0
56 0 2 0 2 0
57 2 1 0 2 0
58 2 1 0 2 0
59 0 1 0 2 2
60 0 1 0 2 0
61 0 1 0 1 0
62 0 1 0 1 0
63 0 1 0 2 0
64 0 1 0 2 0
65 0 1 0 4 0
66 0 1 0 2 0
67 1 1 0 2 0
68 1 1 0 2 0
69 1 1 0 2 0
70 1 1 0 2 0
71 1 0 0 2 0
72 1 0 0 2 0
73 1 0 0 2 0
74 1 0 0 1 0
75 1 0 0 1 0
76 1 0 0 2 0
77 1 0 0 1 0
78 1 0 0 2 0
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80 2 0 0 3 0
81 2 0 0 2 0
82 2 2 0 2 0
83 2 3 0 2 1
84 2 3 0 2 0
85 2 3 0 2 0
86 1 3 0 2 0
87 1 3 0 2 0
88 1 3 0 3 0
89 1 3 0 2 2
90 1 3 0 2 0
91 1 3 0 3 0
92 0 0 0 2 0
93 0 0 0 1 0
94 1 0 0 2 1
95 1 1 0 2 0
96 1 1 0 2 0
97 1 2 0 2 0
98 1 3 0 2 0
99 1 3 0 2 0
100 1 3 0 2 0
101 0 2 0 2 0
102 0 3 0 2 0
103 0 3 0 2 1
104 0 0 0 2 0
105 0 0 0 2 0
106 0 1 0 1 0
107 0 1 0 3 0
108 0 1 0 1 0
109 0 3 0 2 0
110 0 1 0 1 0
111 0 1 1 2 0
112 0 1 1 2 0
113 0 2 1 2 0
114 0 1 0 2 2
115 0 2 0 3 0
116 0 2 0 2 2
117 0 3 0 2 0
118 0 3 0 2 2
119 0 3 0 2 2
120 0 3 0 2 0
121 1 3 0 2 0
122 1 3 0 2 0
123 1 3 0 1 0
124 2 3 0 2 0
125 2 3 0 2 0
126 0 1 0 2 0
127 0 2 0 2 0
128 0 2 0 2 0
129 0 2 0 2 0
130 0 2 0 2 0
131 0 2 0 2 0
132 0 2 0 2 1
133 0 2 0 2 0
134 0 2 0 2 0
135 1 2 0 2 0
136 1 2 0 2 0
137 1 2 0 2 0
138 2 2 0 2 0
139 2 2 0 2 0
140 2 3 0 2 0
141 2 3 0 2 0
142 2 3 0 2 0
143 2 3 0 2 2
144 2 3 0 2 1
145 2 3 0 2 0
146 2 2 0 2 0
147 2 2 0 2 0
148 2 2 0 2 0
149 0 1 0 1 0
150 0 1 0 2 0
151 0 1 0 2 0
152 0 1 0 2 0
153 1 1 1 2 0
154 1 1 0 2 0
155 1 1 0 2 0
156 2 1 0 2 0
157 2 1 0 2 0
158 1 0 0 2 2
159 1 0 0 2 0
160 1 0 0 2 0
161 2 0 0 2 2
162 2 0 0 2 0
163 2 0 0 2 0
164 2 0 0 2 0
165 2 0 0 2 0
166 2 1 0 2 0
167 2 1 0 2 0
168 2 1 0 2 0
169 2 2 0 2 0
170 2 2 0 2 0
171 2 2 0 2 2
172 2 3 0 2 0
173 2 3 0 2 0
174 2 3 0 2 2
175 2 3 0 2 0
176 1 1 0 2 0
177 1 1 0 2 0
178 1 1 0 2 0
179 1 1 0 2 0
180 1 1 0 4 0
181 1 1 0 2 0
182 1 1 0 2 0
183 1 1 0 2 0
184 1 2 0 2 0
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186 1 2 0 2 0
187 1 2 0 2 0
188 1 2 0 2 0
189 1 3 0 1 0
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208 0 2 0 3 0
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211 0 2 0 2 0
212 0 2 0 3 0
213 0 2 0 1 0
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215 0 2 0 2 0
216 0 2 0 2 0
217 0 2 0 2 0
218 0 2 0 2 0
219 0 2 0 2 2
220 0 2 0 2 0
221 0 1 0 2 0
222 0 1 0 1 0
223 0 1 0 2 0
224 0 1 0 2 2
225 0 2 0 2 2
226 0 2 0 2 0
227 0 2 0 2 1
228 0 2 0 2 0
229 0 3 0 2 0
230 0 3 0 2 0
231 0 3 0 2 0
232 0 3 0 2 0
233 0 3 0 2 0
234 2 3 0 2 0
235 2 3 1 2 0
236 2 3 0 1 0
237 1 3 0 2 0
238 1 3 0 2 0
239 0 0 0 2 0
240 0 2 0 2 0
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250 0 2 0 2 0
251 0 2 0 2 0
252 0 2 0 1 0
253 1 2 0 2 0
254 2 3 0 2 0
255 2 3 0 2 1
256 2 3 0 2 0
257 2 3 0 1 0
258 2 3 0 2 0
259 2 3 0 1 0
260 2 3 0 1 0
261 2 3 0 2 0
262 2 3 0 3 1
263 1 2 0 2 0
264 1 2 0 2 1
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325 2 3 0 2 0
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343 1 2 0 2 0
344 2 2 0 2 0
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346 2 2 0 2 0
347 2 2 0 2 0
348 2 3 0 2 0
349 2 3 0 2 0
350 0 0 0 2 1
351 2 1 0 2 0
352 0 1 0 2 0
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356 1 1 0 2 0
357 1 1 0 2 0
358 1 1 0 2 0
359 1 1 0 2 0
360 1 1 0 2 0
361 2 1 0 2 0
362 2 2 0 2 0
363 2 3 0 2 0
364 2 3 0 2 1
365 2 3 0 2 0
366 2 3 0 2 0
367 2 3 0 2 2
368 2 3 0 2 2
369 2 2 0 2 0
370 2 3 0 2 0
371 2 1 0 2 0
372 2 1 0 2 0
373 2 3 0 3 0
374 2 0 0 2 0
375 0 0 0 2 0
376 1 1 0 2 2
377 1 1 0 2 0
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379 1 1 0 1 0
380 1 1 0 2 0
381 1 2 0 2 0
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385 1 3 0 2 0
386 1 3 0 2 0
387 1 3 0 2 0
388 1 3 0 2 0
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391 1 3 0 2 1
392 1 3 0 2 0
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410 0 2 0 2 0
411 0 3 0 3 1
412 0 3 0 2 0
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414 0 3 0 2 0
415 0 3 0 2 2
416 1 3 0 2 1
417 0 3 0 2 0
418 0 3 0 2 0
419 1 3 0 2 0
420 1 3 0 2 0
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422 0 0 0 1 0
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458 0 1 0 2 0
459 2 3 0 2 2
460 1 0 0 2 0
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462 2 3 0 2 0
463 2 3 0 2 0
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523 2 3 0 1 0
524 0 0 0 2 0
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528 1 1 0 2 0
529 1 2 0 2 0
530 0 0 0 2 0
531 0 0 0 2 0
532 0 2 0 2 0
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538 0 1 1 1 0
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545 0 1 1 3 0
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549 0 3 0 2 0
550 0 3 0 2 0
551 0 3 0 2 1
552 0 3 0 2 0
553 1 3 0 2 0
554 1 3 0 2 0
555 2 3 0 2 0
556 2 3 0 2 0
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563 0 1 0 2 2
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571 0 2 0 2 0
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636 2 3 0 2 0
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638 0 1 0 2 0
639 0 1 0 2 0
640 2 2 0 2 0
641 2 2 0 2 0
642 2 3 0 2 0
643 2 3 0 2 1
644 2 1 0 2 0
645 2 2 0 2 0
646 2 2 0 2 0
647 2 3 0 3 1
648 2 3 0 2 0
649 2 3 0 2 0
650 2 3 0 2 0
651 2 3 0 2 2
652 2 3 0 3 1
653 2 3 0 1 0
654 1 0 1 1 0
655 1 0 0 2 0
656 1 0 0 3 0
657 1 0 0 2 0
658 1 1 0 2 0
659 1 1 0 2 0
660 1 1 0 2 0
661 1 1 0 2 0
662 1 2 0 2 0
663 1 2 0 2 0
664 1 3 0 2 0
665 1 3 0 2 0
666 0 3 0 2 0
667 0 3 0 2 0
668 0 3 0 2 0
669 0 1 0 2 0
670 0 1 0 1 0
671 0 0 0 2 0
672 0 1 0 2 2
673 0 1 0 2 0
674 0 1 1 2 0
675 0 1 0 2 0
676 0 1 0 2 0
677 0 1 0 2 0
678 0 2 0 2 0
679 0 3 0 2 0
680 0 3 0 2 0
681 1 3 0 2 0
682 1 3 0 2 0
683 1 3 0 2 0
684 1 3 0 2 0
685 1 3 0 2 0
686 2 3 0 2 0
687 2 3 0 2 0
688 0 1 0 2 0
689 0 1 0 2 0
690 0 1 0 2 0
691 0 1 0 2 1
692 0 2 0 2 0
693 0 2 0 2 0
694 0 2 0 3 0
695 0 2 0 2 0
696 0 2 0 2 0
697 0 2 0 2 1
698 0 2 0 2 0
699 0 2 0 2 2
700 1 2 0 2 0
701 1 2 0 2 2
702 1 2 0 2 0
703 1 2 0 2 0
704 1 2 0 2 0
705 1 2 0 2 0
706 1 2 0 2 1
707 1 2 0 2 0
708 1 2 0 2 0
709 0 1 0 2 0
710 0 2 0 2 0
711 0 2 0 2 0
712 2 2 0 2 0
713 2 2 0 2 0
714 2 3 0 2 0
715 2 3 0 2 0
716 2 3 0 2 0
717 2 3 0 2 0
718 1 1 0 2 0
719 1 1 0 2 0
720 1 1 0 2 0
721 2 1 0 1 0
722 2 1 0 2 0
723 0 1 0 2 0
724 2 2 0 2 0
725 2 2 0 2 0
726 2 3 0 2 0
727 2 3 0 2 0
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11660 1 1 0 3 0
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11664 1 0 0 1 0
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11667 0 0 0 2 0
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11699 0 1 0 2 0
11700 2 3 0 2 2
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11705 1 1 0 2 0
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11711 0 1 0 2 1
11712 0 1 0 2 0
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11715 2 2 0 2 0
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11717 0 1 0 2 0
11718 0 1 0 2 0
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11723 2 2 0 2 0
11724 0 2 1 2 0
11725 0 3 0 2 0
11726 0 1 1 2 0
11727 0 2 0 2 0
11728 2 2 0 2 0
11729 0 3 0 2 2
11730 0 3 0 2 0
11731 0 3 0 2 0
11732 0 1 0 2 0
11733 0 1 0 2 0
11734 0 1 0 2 0
11735 0 2 0 3 1
11736 1 3 0 3 1
11737 0 3 0 2 0
11738 0 3 0 2 0
11739 0 3 0 2 0
11740 0 2 0 2 0
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11742 2 3 0 2 0
11743 0 3 0 2 0
11744 0 3 0 2 0
11745 0 3 0 2 0
11746 0 3 0 2 1
11747 0 3 0 2 0
11748 0 3 0 2 0
11749 0 3 0 2 0
11750 0 3 0 2 0
11751 0 3 0 2 0
11752 0 3 0 2 0
11753 0 3 0 2 0
11754 0 1 0 2 3
11755 0 2 0 2 2
11756 0 3 0 2 0
11757 0 3 0 2 1
11758 0 3 0 2 0
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11760 0 3 0 2 0
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11764 0 3 0 2 0
11765 0 3 0 2 0
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11767 0 3 0 2 0
11768 0 3 0 2 0
11769 0 3 0 2 0
11770 2 0 0 2 0
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11775 0 3 0 2 0
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11780 0 3 0 2 0
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11783 1 0 0 1 0
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11786 0 3 0 1 0
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11788 0 3 0 2 0
11789 0 3 0 2 0
11790 0 2 0 2 0
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11801 0 1 0 2 0
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11810 0 1 0 2 0
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11812 0 1 0 2 1
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11814 0 1 0 2 0
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11820 0 1 0 2 0
11821 0 1 0 2 0
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11824 0 1 0 2 0
11825 0 1 0 2 0
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11827 0 1 0 2 0
11828 0 3 0 2 0
11829 0 0 0 2 0
11830 1 1 0 3 0
11831 1 1 0 2 0
11832 1 0 0 2 0
11833 1 0 0 2 0
11834 0 0 0 2 0
11835 1 3 0 2 0
11836 1 0 0 2 0
11837 1 0 0 2 0
11838 1 1 0 2 0
11839 1 0 0 2 0
11840 1 1 0 2 0
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11842 1 0 0 1 0
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11844 2 1 0 2 0
11845 0 0 0 2 0
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11849 0 0 0 2 0
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11864 2 1 0 2 0
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11867 0 1 0 1 0
11868 0 1 0 1 0
11869 0 1 0 1 0
11870 0 1 0 1 0
11871 2 1 0 2 0
11872 2 1 0 2 0
11873 0 1 0 1 0
11874 2 1 0 2 0
11875 0 1 1 1 0
11876 0 1 0 1 0
11877 1 1 0 2 0
11878 0 1 0 2 0
11879 2 1 0 2 0
11880 2 1 0 2 0
11881 2 2 0 2 0
11882 1 1 0 2 0
11883 2 2 0 2 0
11884 2 1 0 2 0
11885 0 1 0 2 0
11886 0 2 0 1 0
11887 0 1 0 1 0
11888 0 1 0 2 0
11889 0 2 1 1 0
11890 0 1 0 2 0
11891 0 2 0 2 0
11892 2 2 0 2 0
11893 0 1 0 1 0
11894 0 1 0 2 0
11895 0 1 0 2 0
11896 1 3 1 2 0
11897 1 3 0 1 0
11898 1 2 0 1 0
11899 1 3 0 1 0
11900 1 2 0 1 0
11901 0 1 0 1 0
11902 1 3 0 1 0
11903 1 3 0 2 0
11904 2 3 0 2 0
11905 1 3 1 1 0
11906 1 3 1 2 0
11907 1 3 1 2 0
11908 1 3 1 2 0
11909 1 3 1 2 0
11910 1 3 1 2 0
11911 1 3 1 2 0
11912 0 1 0 2 0
11913 0 1 0 2 0
11914 1 3 1 2 0
11915 0 1 0 2 0
11916 0 1 0 2 0
11917 0 1 0 2 0
11918 0 3 1 1 0
11919 1 2 1 1 0
11920 1 2 1 1 0
11921 1 3 1 2 0
11922 0 1 1 1 0
11923 2 3 0 3 0
11924 0 2 1 1 0
11925 0 1 0 2 0
11926 0 1 0 2 0
11927 1 3 1 2 0
11928 2 3 0 3 0
11929 2 3 0 2 0
11930 0 2 0 3 0
11931 0 1 0 2 0
11932 0 2 0 2 0
11933 0 2 0 2 0
11934 0 2 0 2 0
11935 0 1 0 2 0
11936 0 1 0 2 0
11937 0 1 0 1 0
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11939 0 2 0 2 0
11940 0 2 0 2 0
11941 0 2 0 1 0
11942 0 1 0 1 0
11943 0 1 0 2 0
11944 0 1 0 2 0
11945 0 1 0 2 0
11946 0 1 0 2 0
11947 0 3 0 2 0
11948 0 2 0 2 0
11949 0 1 0 2 0
11950 0 1 0 2 0
11951 0 1 0 1 0
11952 0 1 0 1 0
11953 0 1 0 2 0
11954 0 0 0 2 0
11955 1 0 0 1 0
11956 1 0 0 1 0
11957 0 0 0 1 0
11958 1 0 0 1 0
11959 1 0 0 1 0
11960 1 1 0 2 0
11961 1 1 0 2 0
11962 1 0 0 1 0
11963 1 0 0 1 0
11964 1 0 0 2 0
11965 1 3 0 2 0
11966 1 3 0 2 0
11967 1 2 0 2 0
11968 1 1 0 2 0
11969 1 2 0 2 0
11970 1 2 0 2 0
11971 0 2 0 2 0
11972 1 0 0 2 0
11973 1 3 0 2 0
11974 1 1 0 2 0
11975 1 1 0 1 0
11976 1 0 1 1 0
11977 1 0 1 1 0
11978 1 0 1 1 0
11979 0 1 1 1 0
11980 1 0 0 1 0
11981 1 0 0 2 0
11982 1 0 0 1 0
11983 0 1 0 1 0
11984 1 3 0 1 0
11985 1 0 0 1 0
11986 0 1 0 1 0
11987 1 0 0 1 0
11988 0 1 0 1 0
11989 1 0 0 1 0
11990 1 0 0 1 0
11991 0 1 1 1 0
11992 2 0 0 2 0
11993 2 0 0 2 0
11994 0 0 0 1 0
11995 1 0 0 1 0
11996 1 0 0 1 0
11997 1 0 0 2 0
11998 0 1 0 2 0
11999 2 1 0 2 0
12000 2 0 0 2 0
12001 1 0 1 1 0
12002 2 2 0 1 0
12003 2 2 0 2 0
12004 2 3 0 2 0
12005 0 1 0 1 0
12006 0 1 0 1 0
12007 0 1 0 1 0
12008 1 0 1 1 0
12009 0 1 0 1 0
12010 0 1 0 1 0
12011 0 1 0 1 0
12012 0 1 0 1 0
12013 0 1 0 1 0
12014 0 1 0 1 0
12015 0 1 0 2 0
12016 0 1 0 1 0
12017 0 1 0 2 0
12018 0 1 0 2 0
12019 0 1 1 2 0
12020 0 1 0 1 0
12021 0 1 0 1 0
12022 1 1 0 2 0
12023 0 1 0 2 0
12024 2 1 0 2 0
12025 2 2 0 2 0
12026 0 1 0 2 0
12027 0 1 0 1 0
12028 0 1 0 1 0
12029 0 1 0 1 0
12030 1 2 0 1 0
12031 0 1 0 2 0
12032 0 1 0 1 0
12033 0 1 0 2 0
12034 2 2 0 1 0
12035 0 2 0 1 0
12036 0 1 1 1 0
12037 1 0 1 1 0
12038 0 3 0 2 0
12039 0 2 0 2 0
12040 0 2 0 2 0
12041 1 3 0 2 0
12042 0 1 0 1 0
12043 0 1 0 1 0
12044 0 1 0 1 0
12045 0 1 1 2 0
12046 0 1 0 1 0
12047 0 1 0 1 0
12048 0 1 0 2 0
12049 0 1 0 1 0
12050 0 1 0 2 0
12051 0 1 0 2 0
12052 0 1 0 1 0
12053 0 1 0 1 0
12054 1 3 0 2 0
12055 0 3 0 1 0
12056 1 3 0 2 0
12057 0 2 0 2 0
12058 0 2 0 1 0
12059 0 3 0 1 0
12060 0 1 0 1 0
12061 0 1 0 2 0
12062 0 1 0 1 0
12063 0 1 0 2 0
12064 0 2 0 2 2
12065 0 1 0 2 0
12066 0 3 0 2 0
12067 0 1 0 2 0
12068 0 1 0 1 0
12069 1 0 0 2 0
12070 1 0 0 2 2
12071 0 1 0 1 0
12072 0 1 0 2 0
12073 0 1 0 2 0
12074 0 1 0 2 0
12075 0 1 1 1 0
12076 0 1 0 2 0
12077 0 1 0 2 0
12078 0 2 0 1 0
12079 0 2 0 1 0
12080 1 0 0 1 0
12081 0 1 0 1 0
12082 1 1 0 1 0
12083 0 3 1 2 0
12084 0 1 0 1 0
12085 1 0 0 1 0
12086 0 1 0 1 0
12087 0 1 0 1 0
12088 1 0 1 1 0
12089 1 1 1 1 0
12090 1 2 1 1 0
12091 1 0 1 1 0
12092 1 2 1 2 0
12093 0 1 1 1 0
12094 0 3 0 2 0
12095 0 2 0 2 0
12096 0 1 0 2 0
12097 0 1 0 1 0
12098 0 2 0 2 0
12099 0 3 0 2 2
12100 0 2 0 2 0
12101 0 3 0 2 0
12102 0 1 0 2 0
12103 0 1 0 2 0
12104 0 1 0 2 2
12105 1 0 0 2 0
12106 0 2 0 2 0
12107 0 1 0 2 0
12108 0 2 0 2 0
12109 0 1 0 2 0
12110 0 3 0 2 0
12111 0 2 0 2 0
12112 0 2 0 2 0
12113 0 1 0 2 0
12114 0 1 0 2 0
12115 0 2 0 2 0
12116 0 2 0 3 1
12117 0 3 0 1 0
12118 0 2 0 2 0
12119 0 2 0 2 0
12120 0 1 0 2 0
12121 0 1 0 2 1
12122 0 1 0 2 0
12123 0 1 0 2 0
12124 0 2 0 2 1
12125 0 2 0 3 0
12126 0 2 0 2 0
12127 0 2 0 2 0
12128 0 1 0 2 0
12129 0 1 0 2 0
12130 0 2 0 2 0
12131 0 1 0 2 0
12132 0 1 0 2 0
12133 0 2 0 2 0
12134 0 1 0 2 0
12135 1 0 0 1 0
12136 1 2 0 2 1
12137 1 0 0 2 0
12138 1 2 0 2 0
12139 0 0 0 2 0
12140 1 0 0 2 0
12141 1 1 0 3 0
12142 1 1 0 2 0
12143 1 0 0 2 0
12144 1 0 0 2 0
12145 0 2 0 2 0
12146 1 0 0 2 0
12147 2 1 0 2 0
12148 2 3 0 2 0
12149 1 0 0 1 0
12150 1 0 0 1 0
12151 1 0 1 1 0
12152 0 1 1 1 0
12153 0 0 1 2 0
12154 1 0 0 1 0
12155 0 1 0 1 0
12156 0 1 0 1 0
12157 0 1 0 1 0
12158 0 1 0 1 0
12159 1 1 0 1 0
12160 1 0 0 1 0
12161 0 1 0 1 0
12162 1 0 1 1 0
12163 2 0 0 2 0
12164 1 0 0 2 0
12165 0 1 0 1 0
12166 0 1 0 1 0
12167 0 1 0 1 0
12168 1 0 0 2 0
12169 1 0 0 1 0
12170 0 0 0 1 0
12171 1 0 0 2 0
12172 0 1 0 2 0
12173 1 0 0 2 0
12174 0 0 0 2 0
12175 0 1 0 2 0
12176 0 1 1 1 0
12177 0 1 0 2 0
12178 0 1 0 2 0
12179 0 1 0 2 0
12180 0 1 0 2 0
12181 2 2 0 2 0
12182 0 1 0 1 0
12183 1 1 0 2 0
12184 1 1 0 2 0
12185 0 1 0 2 0
12186 0 1 0 2 0
12187 0 1 0 2 0
12188 0 1 0 2 0
12189 1 1 0 2 0
12190 2 2 0 2 0
12191 2 3 0 2 0
12192 0 2 0 2 0
12193 2 3 0 1 0
12194 0 2 0 1 0
12195 0 1 1 1 0
12196 0 1 0 1 0
12197 1 2 1 1 0
12198 0 1 0 1 0
12199 0 1 0 1 0
12200 0 1 0 2 0
12201 0 2 1 1 0
12202 0 1 1 3 0
12203 0 2 0 2 0
12204 0 1 0 1 0
12205 0 2 0 2 1
12206 0 2 0 2 0
12207 0 2 0 1 0
12208 1 2 0 2 0
12209 0 1 0 1 0
12210 0 1 0 1 0
12211 0 1 0 2 0
12212 0 1 1 1 0
12213 0 1 1 1 0
12214 0 1 0 1 0
12215 0 1 0 1 0
12216 0 1 0 1 0
12217 0 2 0 2 0
12218 0 1 1 1 0
12219 1 3 1 1 0
12220 1 3 1 1 0
12221 0 1 0 1 0
12222 1 3 0 1 0
12223 1 3 0 1 0
12224 1 3 1 1 0
12225 1 3 1 1 0
12226 0 2 1 1 0
12227 0 2 0 1 0
12228 0 1 0 1 0
12229 0 3 0 2 0
12230 0 3 0 2 0
12231 0 1 0 1 0
12232 0 1 0 1 0
12233 0 1 0 1 0
12234 0 1 0 1 0
12235 0 1 0 1 0
12236 0 1 0 1 0
12237 0 1 0 1 0
12238 0 1 0 2 0
12239 0 2 0 2 0
12240 2 3 0 2 0
12241 0 1 0 2 0
12242 0 1 0 1 0
12243 0 3 0 2 0
12244 0 1 0 2 1
12245 0 1 0 2 0
12246 0 1 0 2 0
12247 0 1 0 2 0
12248 0 1 0 2 0
12249 0 1 0 1 0
12250 0 1 0 2 0
12251 0 1 0 2 0
12252 0 1 0 1 0
12253 0 1 0 2 0
12254 0 2 0 2 0
12255 0 1 0 2 0
12256 0 1 0 2 0
12257 0 1 0 2 0
12258 0 1 0 2 0
12259 0 1 0 2 0
12260 0 2 0 2 0
12261 0 3 0 1 0
12262 0 1 0 2 0
12263 0 1 0 2 0
12264 0 2 0 2 0
12265 0 1 0 2 0
12266 0 1 0 2 0
12267 0 2 0 2 0
12268 0 2 0 2 0
12269 0 1 0 2 0
12270 0 1 0 2 1
12271 0 1 0 2 0
12272 0 1 0 2 0
12273 0 1 0 2 0
12274 0 2 0 2 0
12275 0 2 0 2 0
12276 0 1 0 2 0
12277 0 1 0 2 0
12278 0 2 0 2 0
12279 0 1 0 2 0
12280 0 1 0 2 0
12281 2 0 0 2 0
12282 0 1 0 2 0
12283 0 2 0 2 0
12284 0 1 0 2 0
12285 0 1 0 2 0
12286 0 1 0 2 0
12287 0 2 0 2 0
12288 0 1 0 2 0
12289 0 1 0 2 0
12290 0 1 0 1 0
12291 0 3 0 1 0
12292 0 1 0 2 0
12293 0 1 0 2 0
12294 0 1 0 3 1
12295 1 0 0 2 0
12296 0 0 0 2 0
12297 1 3 0 2 0
12298 1 3 0 1 0
12299 1 3 0 2 0
12300 1 2 0 1 0
12301 1 1 0 2 0
12302 1 1 0 2 0
12303 1 3 0 2 0
12304 1 1 0 2 0
12305 1 3 0 1 0
12306 2 1 0 2 0
12307 1 0 0 1 0
12308 0 1 0 1 0
12309 0 1 0 1 0
12310 0 1 0 1 0
12311 1 0 0 2 0
12312 1 0 0 1 0
12313 2 0 0 1 0
12314 0 1 1 1 0
12315 0 2 1 1 0
12316 1 0 1 1 0
12317 0 1 1 1 0
12318 2 0 0 2 0
12319 0 0 0 2 0
12320 0 0 0 2 0
12321 2 0 0 2 0
12322 2 3 0 2 0
12323 1 0 0 2 0
12324 1 0 0 3 0
12325 2 0 0 2 0
12326 1 1 0 1 0
12327 0 1 0 1 0
12328 0 1 0 1 0
12329 0 1 0 1 0
12330 0 1 0 1 0
12331 0 1 0 1 0
12332 0 1 0 1 0
12333 0 1 0 1 0
12334 1 1 0 1 0
12335 0 1 0 1 0
12336 1 0 0 2 0
12337 1 1 0 1 0
12338 0 1 0 1 0
12339 0 1 0 1 0
12340 0 1 0 2 0
12341 0 1 0 1 0
12342 0 1 0 1 0
12343 0 1 1 1 0
12344 0 1 1 1 0
12345 0 1 0 1 0
12346 0 1 0 2 0
12347 0 1 0 1 0
12348 0 1 0 1 0
12349 0 1 0 3 1
12350 0 1 0 3 0
12351 0 1 0 3 0
12352 2 3 0 1 0
12353 2 3 0 1 0
12354 0 1 0 1 0
12355 1 2 1 1 0
12356 0 2 0 2 0
12357 0 1 0 1 0
12358 0 2 0 2 0
12359 0 3 0 2 0
12360 0 1 0 2 0
12361 0 1 0 1 0
12362 0 1 1 1 0
12363 0 1 0 1 0
12364 0 1 0 2 0
12365 0 1 0 2 0
12366 2 2 0 1 0
12367 0 1 0 1 0
12368 0 1 0 1 0
12369 0 1 0 1 0
12370 0 1 0 1 0
12371 0 2 0 1 0
12372 0 2 0 1 0
12373 0 3 0 1 0
12374 0 3 0 1 0
12375 0 2 0 1 0
12376 1 2 1 1 0
12377 1 1 1 1 0
12378 1 2 1 1 0
12379 0 2 1 1 0
12380 0 1 1 1 0
12381 0 1 1 1 0
12382 0 1 1 1 0
12383 0 2 1 1 0
12384 0 1 1 1 0
12385 1 2 1 1 0
12386 0 1 1 1 0
12387 0 1 1 1 0
12388 0 2 1 1 0
12389 0 2 0 1 0
12390 0 1 0 2 0
12391 0 1 0 1 0
12392 0 1 0 1 0
12393 1 0 0 2 0
12394 0 2 0 2 0
12395 0 2 0 2 0
12396 0 1 0 1 0
12397 0 1 0 2 0
12398 0 1 0 2 0
12399 1 2 0 2 2
12400 0 2 0 2 0
12401 0 2 0 1 1
12402 1 3 0 2 0
12403 0 1 0 2 0
12404 1 3 0 2 0
12405 0 1 0 2 2
12406 1 0 0 2 2
12407 1 0 0 2 0
12408 0 2 0 2 0
12409 0 1 0 1 0
12410 0 0 0 2 0
12411 0 0 0 1 0
12412 0 2 0 2 0
12413 0 3 0 2 0
12414 2 2 0 2 0
12415 0 1 0 2 0
12416 0 1 0 2 0
12417 0 1 0 2 0
12418 0 1 0 1 0
12419 0 1 0 1 0
12420 0 2 0 2 0
12421 0 2 0 2 0
12422 0 1 0 2 0
12423 0 1 0 1 0
12424 0 2 0 1 0
12425 2 0 0 1 0
12426 0 2 0 2 0
12427 0 1 0 2 0
12428 0 1 1 2 0
12429 0 1 0 2 0
12430 0 2 0 2 0
12431 0 3 0 2 1
12432 0 3 0 3 1
12433 0 3 0 2 1
12434 0 3 0 2 0
12435 0 3 0 1 0
12436 0 3 0 3 0
12437 0 3 0 2 2
12438 0 3 0 1 0
12439 0 1 0 1 0
12440 0 3 0 2 2
12441 0 1 0 2 0
12442 0 1 0 2 0
12443 0 1 0 2 0
12444 0 1 0 2 0
12445 0 1 0 2 0
12446 0 1 0 2 0
12447 0 2 0 2 0
12448 0 1 0 2 0
12449 0 2 0 2 0
12450 0 2 0 2 0
12451 0 2 0 2 0
12452 0 2 0 2 0
12453 0 2 0 2 0
12454 0 1 0 2 0
12455 0 1 0 2 0
12456 0 2 0 2 0
12457 0 1 0 2 0
12458 0 2 0 2 0
12459 0 2 0 2 0
12460 0 2 0 2 0
12461 0 2 0 2 0
12462 0 1 0 2 0
12463 0 2 0 2 0
12464 0 1 0 2 0
12465 0 2 0 2 0
12466 0 2 0 2 1
12467 0 2 0 2 0
12468 1 0 0 2 0
12469 1 0 0 2 0
12470 1 1 0 1 0
12471 1 2 0 2 0
12472 1 2 0 2 0
12473 1 0 0 3 0
12474 1 0 0 3 0
12475 1 0 0 2 0
12476 1 1 0 2 0
12477 1 0 0 2 0
12478 1 3 0 2 0
12479 1 3 0 1 0
12480 0 1 0 2 0
12481 2 3 0 2 0
12482 2 3 0 2 0
12483 2 3 0 1 0
12484 1 0 0 1 0
12485 1 0 0 1 0
12486 2 0 0 2 0
12487 2 1 0 2 0
12488 2 0 0 2 0
12489 1 0 0 2 0
12490 0 1 1 1 0
12491 0 1 1 1 0
12492 0 1 1 1 0
12493 1 0 1 1 0
12494 0 1 0 2 0
12495 0 1 0 2 0
12496 0 1 0 2 0
12497 1 1 0 1 0
12498 1 1 1 1 0
12499 0 2 1 1 0
babies is_repeated_guest total_of_special_requests
1 0 0 0
2 0 0 0
3 0 0 0
4 0 0 0
5 0 0 1
6 0 0 1
7 0 0 0
8 0 0 1
9 0 0 1
10 0 0 0
11 0 0 0
12 0 0 0
13 0 0 1
14 0 0 1
15 0 0 0
16 0 0 1
17 0 0 0
18 0 0 1
19 0 0 0
20 0 0 0
21 0 0 0
22 0 0 1
23 0 0 0
24 0 0 0
25 0 0 2
26 0 0 0
27 0 0 2
28 0 0 0
29 0 0 1
30 0 0 0
31 0 0 2
32 0 0 1
33 0 0 0
34 0 0 2
35 0 0 0
36 0 0 0
37 0 0 0
38 0 0 2
39 0 0 2
40 0 0 1
41 0 0 1
42 0 0 0
43 0 0 0
44 0 0 0
45 0 0 0
46 0 0 0
47 0 0 0
48 0 0 0
49 0 0 0
50 0 0 2
51 0 0 1
52 0 0 0
53 0 0 0
54 0 0 2
55 0 0 1
56 0 0 1
57 0 0 1
58 0 0 0
59 0 0 0
60 0 0 0
61 0 0 0
62 0 0 0
63 0 0 2
64 0 0 0
65 0 0 1
66 0 0 0
67 0 0 1
68 0 0 0
69 0 0 2
70 0 0 1
71 0 0 1
72 0 0 0
73 0 0 0
74 0 0 0
75 0 0 0
76 0 0 0
77 0 0 0
78 0 0 0
79 0 0 1
80 0 0 0
81 0 0 0
82 0 0 2
83 0 0 2
84 0 0 0
85 0 0 0
86 0 0 2
87 0 0 2
88 0 0 1
89 0 0 0
90 1 0 2
91 0 0 2
92 0 0 2
93 0 0 0
94 0 0 0
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[ reached 'max' / getOption("max.print") -- omitted 81398 rows ]summary(hotel_short_stay) stays_in_weekend_nights stays_in_week_nights company
Min. : 0.0000 Min. : 0.0 Min. :0.00000
1st Qu.: 0.0000 1st Qu.: 1.0 1st Qu.:0.00000
Median : 1.0000 Median : 2.0 Median :0.00000
Mean : 0.9276 Mean : 2.5 Mean :0.05693
3rd Qu.: 2.0000 3rd Qu.: 3.0 3rd Qu.:0.00000
Max. :19.0000 Max. :50.0 Max. :1.00000
adults children babies is_repeated_guest
Min. : 0.000 Min. : 0.0000 Min. : 0.000000 Min. :0.00000
1st Qu.: 2.000 1st Qu.: 0.0000 1st Qu.: 0.000000 1st Qu.:0.00000
Median : 2.000 Median : 0.0000 Median : 0.000000 Median :0.00000
Mean : 1.856 Mean : 0.1039 Mean : 0.007949 Mean :0.03191
3rd Qu.: 2.000 3rd Qu.: 0.0000 3rd Qu.: 0.000000 3rd Qu.:0.00000
Max. :55.000 Max. :10.0000 Max. :10.000000 Max. :1.00000
NA's :4
total_of_special_requests
Min. :0.0000
1st Qu.:0.0000
Median :0.0000
Mean :0.5714
3rd Qu.:1.0000
Max. :5.0000
The summary of the short stay data shows a company listed roughly half the time and for adults, a mean of 1.856, meaning there are 2 adults more often than there is one. There are typically not children involved in short stays, and there are even less babies. Rarely is the guest a repeat guest and there tends to be either zero or one special request.
We’ll look at this information graphically and more clearly see what parameters exist around short stays. A hotel could use this information to shift marketing/advertising efforts toward different demographics. For example, since short stays during the week involve mostly 2 adults, should marketing efforts target that group even more, or look at singles/groups?
hotel_short_stay %>%
drop_na(stays_in_week_nights) %>%
ggplot(mapping = aes(x = stays_in_week_nights))+
geom_boxplot(fill="royalblue",
bins = 5)+
theme_economist()+
labs(title = "Boxplot of Week night stays",
x = "Number of Weeknight Stays")Error in theme_economist(): could not find function "theme_economist"hotel_short_stay %>%
drop_na(children) %>%
ggplot(mapping = aes(x = children))+
geom_boxplot(fill="royalblue",
bins = 5)+
theme_economist()+
labs(title = "Boxplot of Number of Children",
x = "Number of Children")Error in theme_economist(): could not find function "theme_economist"Again, this shows short stays do not seem to be associated with any children. It’s possible the trips are short because the traveler has to get home to children.