diff --git a/Presentation_Tab_work.twb b/Presentation_Tab_work.twb
new file mode 100644
index 0000000..03ab0f1
--- /dev/null
+++ b/Presentation_Tab_work.twb
@@ -0,0 +1,4734 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 0
+ [Sheet1]
+ Count
+ true
+
+ 0
+ "A1:AH10001:no:A1:AH10001:0"
+ true
+ 6
+
+
+
+ hotel
+ 130
+ [hotel]
+ [Sheet1]
+ hotel
+ 0
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ is_canceled
+ 20
+ [is_canceled]
+ [Sheet1]
+ is_canceled
+ 1
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ lead_time
+ 20
+ [lead_time]
+ [Sheet1]
+ lead_time
+ 2
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_year
+ 20
+ [arrival_date_year]
+ [Sheet1]
+ arrival_date_year
+ 3
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_month
+ 130
+ [arrival_date_month]
+ [Sheet1]
+ arrival_date_month
+ 4
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_week_number
+ 20
+ [arrival_date_week_number]
+ [Sheet1]
+ arrival_date_week_number
+ 5
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_day_of_month
+ 20
+ [arrival_date_day_of_month]
+ [Sheet1]
+ arrival_date_day_of_month
+ 6
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ stays_in_weekend_nights
+ 20
+ [stays_in_weekend_nights]
+ [Sheet1]
+ stays_in_weekend_nights
+ 7
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ stays_in_week_nights
+ 20
+ [stays_in_week_nights]
+ [Sheet1]
+ stays_in_week_nights
+ 8
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ adults
+ 20
+ [adults]
+ [Sheet1]
+ adults
+ 9
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ children
+ 20
+ [children]
+ [Sheet1]
+ children
+ 10
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ babies
+ 20
+ [babies]
+ [Sheet1]
+ babies
+ 11
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ meal
+ 130
+ [meal]
+ [Sheet1]
+ meal
+ 12
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ country
+ 130
+ [country]
+ [Sheet1]
+ country
+ 13
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ market_segment
+ 130
+ [market_segment]
+ [Sheet1]
+ market_segment
+ 14
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ distribution_channel
+ 130
+ [distribution_channel]
+ [Sheet1]
+ distribution_channel
+ 15
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ is_repeated_guest
+ 20
+ [is_repeated_guest]
+ [Sheet1]
+ is_repeated_guest
+ 16
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ previous_cancellations
+ 20
+ [previous_cancellations]
+ [Sheet1]
+ previous_cancellations
+ 17
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ previous_bookings_not_canceled
+ 20
+ [previous_bookings_not_canceled]
+ [Sheet1]
+ previous_bookings_not_canceled
+ 18
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ reserved_room_type
+ 130
+ [reserved_room_type]
+ [Sheet1]
+ reserved_room_type
+ 19
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ assigned_room_type
+ 130
+ [assigned_room_type]
+ [Sheet1]
+ assigned_room_type
+ 20
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ booking_changes
+ 20
+ [booking_changes]
+ [Sheet1]
+ booking_changes
+ 21
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ deposit_type
+ 130
+ [deposit_type]
+ [Sheet1]
+ deposit_type
+ 22
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ agent
+ 20
+ [agent]
+ [Sheet1]
+ agent
+ 23
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ company
+ 20
+ [company]
+ [Sheet1]
+ company
+ 24
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ days_in_waiting_list
+ 20
+ [days_in_waiting_list]
+ [Sheet1]
+ days_in_waiting_list
+ 25
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ customer_type
+ 130
+ [customer_type]
+ [Sheet1]
+ customer_type
+ 26
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ adr
+ 5
+ [adr]
+ [Sheet1]
+ adr
+ 27
+ real
+ Sum
+ 15
+ true
+
+ "R8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ required_car_parking_spaces
+ 20
+ [required_car_parking_spaces]
+ [Sheet1]
+ required_car_parking_spaces
+ 28
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ total_of_special_requests
+ 20
+ [total_of_special_requests]
+ [Sheet1]
+ total_of_special_requests
+ 29
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ reservation_status
+ 130
+ [reservation_status]
+ [Sheet1]
+ reservation_status
+ 30
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ reservation_status_date
+ 130
+ [reservation_status_date]
+ [Sheet1]
+ reservation_status_date
+ 31
+ string
+ Count
+ true
+
+ "WSTR"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ rn_sum
+ 20
+ [rn_sum]
+ [Sheet1]
+ rn_sum
+ 32
+ integer
+ Sum
+ true
+
+ "I8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ revenue_total
+ 5
+ [revenue_total]
+ [Sheet1]
+ revenue_total
+ 33
+ real
+ Sum
+ 15
+ true
+
+ "R8"
+
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ hotel
+ 129
+ [hotel]
+ [Extract]
+ hotel
+ 0
+ Sheet1
+ string
+ Count
+ 2
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ is_canceled
+ 20
+ [is_canceled]
+ [Extract]
+ is_canceled
+ 1
+ Sheet1
+ integer
+ Sum
+ 2
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ lead_time
+ 20
+ [lead_time]
+ [Extract]
+ lead_time
+ 2
+ Sheet1
+ integer
+ Sum
+ 1335
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_year
+ 20
+ [arrival_date_year]
+ [Extract]
+ arrival_date_year
+ 3
+ Sheet1
+ integer
+ Sum
+ 3
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_month
+ 129
+ [arrival_date_month]
+ [Extract]
+ arrival_date_month
+ 4
+ Sheet1
+ string
+ Count
+ 12
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_week_number
+ 20
+ [arrival_date_week_number]
+ [Extract]
+ arrival_date_week_number
+ 5
+ Sheet1
+ integer
+ Sum
+ 53
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ arrival_date_day_of_month
+ 20
+ [arrival_date_day_of_month]
+ [Extract]
+ arrival_date_day_of_month
+ 6
+ Sheet1
+ integer
+ Sum
+ 31
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ stays_in_weekend_nights
+ 20
+ [stays_in_weekend_nights]
+ [Extract]
+ stays_in_weekend_nights
+ 7
+ Sheet1
+ integer
+ Sum
+ 13
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ stays_in_week_nights
+ 20
+ [stays_in_week_nights]
+ [Extract]
+ stays_in_week_nights
+ 8
+ Sheet1
+ integer
+ Sum
+ 49
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ adults
+ 20
+ [adults]
+ [Extract]
+ adults
+ 9
+ Sheet1
+ integer
+ Sum
+ 16
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ children
+ 20
+ [children]
+ [Extract]
+ children
+ 10
+ Sheet1
+ integer
+ Sum
+ 3
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ babies
+ 20
+ [babies]
+ [Extract]
+ babies
+ 11
+ Sheet1
+ integer
+ Sum
+ 2
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ meal
+ 129
+ [meal]
+ [Extract]
+ meal
+ 12
+ Sheet1
+ string
+ Count
+ 5
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ country
+ 129
+ [country]
+ [Extract]
+ country
+ 13
+ Sheet1
+ string
+ Count
+ 226
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ market_segment
+ 129
+ [market_segment]
+ [Extract]
+ market_segment
+ 14
+ Sheet1
+ string
+ Count
+ 7
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ distribution_channel
+ 129
+ [distribution_channel]
+ [Extract]
+ distribution_channel
+ 15
+ Sheet1
+ string
+ Count
+ 3
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ is_repeated_guest
+ 20
+ [is_repeated_guest]
+ [Extract]
+ is_repeated_guest
+ 16
+ Sheet1
+ integer
+ Sum
+ 2
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ previous_cancellations
+ 20
+ [previous_cancellations]
+ [Extract]
+ previous_cancellations
+ 17
+ Sheet1
+ integer
+ Sum
+ 6
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ previous_bookings_not_canceled
+ 20
+ [previous_bookings_not_canceled]
+ [Extract]
+ previous_bookings_not_canceled
+ 18
+ Sheet1
+ integer
+ Sum
+ 27
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ reserved_room_type
+ 129
+ [reserved_room_type]
+ [Extract]
+ reserved_room_type
+ 19
+ Sheet1
+ string
+ Count
+ 8
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ assigned_room_type
+ 129
+ [assigned_room_type]
+ [Extract]
+ assigned_room_type
+ 20
+ Sheet1
+ string
+ Count
+ 10
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ booking_changes
+ 20
+ [booking_changes]
+ [Extract]
+ booking_changes
+ 21
+ Sheet1
+ integer
+ Sum
+ 11
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ deposit_type
+ 129
+ [deposit_type]
+ [Extract]
+ deposit_type
+ 22
+ Sheet1
+ string
+ Count
+ 2
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ agent
+ 20
+ [agent]
+ [Extract]
+ agent
+ 23
+ Sheet1
+ integer
+ Sum
+ 557
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ company
+ 20
+ [company]
+ [Extract]
+ company
+ 24
+ Sheet1
+ integer
+ Sum
+ 398
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ days_in_waiting_list
+ 20
+ [days_in_waiting_list]
+ [Extract]
+ days_in_waiting_list
+ 25
+ Sheet1
+ integer
+ Sum
+ 270
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ customer_type
+ 129
+ [customer_type]
+ [Extract]
+ customer_type
+ 26
+ Sheet1
+ string
+ Count
+ 4
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ adr
+ 5
+ [adr]
+ [Extract]
+ adr
+ 27
+ Sheet1
+ real
+ Sum
+ 4289
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ required_car_parking_spaces
+ 20
+ [required_car_parking_spaces]
+ [Extract]
+ required_car_parking_spaces
+ 28
+ Sheet1
+ integer
+ Sum
+ 2
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ total_of_special_requests
+ 20
+ [total_of_special_requests]
+ [Extract]
+ total_of_special_requests
+ 29
+ Sheet1
+ integer
+ Sum
+ 11
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ reservation_status
+ 129
+ [reservation_status]
+ [Extract]
+ reservation_status
+ 30
+ Sheet1
+ string
+ Count
+ 3
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ reservation_status_date
+ 129
+ [reservation_status_date]
+ [Extract]
+ reservation_status_date
+ 31
+ Sheet1
+ string
+ Count
+ 3366
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ rn_sum
+ 20
+ [rn_sum]
+ [Extract]
+ rn_sum
+ 32
+ Sheet1
+ integer
+ Sum
+ 31
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+ revenue_total
+ 5
+ [revenue_total]
+ [Extract]
+ revenue_total
+ 33
+ Sheet1
+ real
+ Sum
+ 6935
+ true
+ [Sheet1_215B7E52DFDF419FA1049AFA3E28955D]
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>Average Daily Rate €</run>
+ <run bold='true' fontsize='9'>Æ </run>
+ <run fontsize='9'>by Room Type</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>Average Daily Rate € </run>
+ <run fontsize='9'>by all Reservatoion Status</run>
+ <run fontsize='12'>Æ </run>
+ <run fontsize='8'>(mean price)</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>Reservation Status</run>
+ <run fontsize='10'>Æ </run>
+ <run fontsize='9'>- All Room Nights</run>
+ <run bold='true' fontsize='10'>Æ </run>
+ <run bold='true' fontsize='8'>( Jul to Dec 2015, 2016, Jan to Jun 2017)</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ "Check-Out"
+ "Canceled"
+ "No-Show"
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[pcto:sum:rn_sum:qk:7]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>% of Total Count of Distribution Channel</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ "Corporate"
+ "Direct"
+ "TA/TO"
+ "GDS"
+
+
+
+
+ "City Hotel"
+ "Resort Hotel"
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:distribution_channel:qk:8]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>ADR</run>
+ <run fontsize='10'> € - Meal Plan</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>% of Revenue -</run>
+ <run fontsize='9'> meal plan rate</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[pcto:sum:revenue_total:qk:2]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>RoomNights </run>
+ <run fontsize='9'>- Meal Plan</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[sum:rn_sum:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>Average Daily Rate € </run>
+ <run fontsize='9'>by Reservation_Status</run>
+ <run fontsize='12'>Æ </run>
+ <run fontsize='8'>(mean price)</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:adr:qk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>"Active" reservations</run>
+ <run bold='true' fontsize='8'>Æ </run>
+ <run bold='true' fontsize='9'>- Checkout Room Nights</run>
+ <run bold='true' fontsize='8'>Æ </run>
+ <run fontsize='8'>( Jul to Dec 2015, 2016, Jan to Jun 2017)</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+ "Check-Out"
+ "Canceled"
+ "No-Show"
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[avg:rn_sum:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>% of Total Count of Distribution Channel</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ "Corporate"
+ "Direct"
+ "TA/TO"
+ "GDS"
+
+
+
+
+ "City Hotel"
+ "Resort Hotel"
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:distribution_channel:qk:8]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>Total Sales € </run>
+ <run fontsize='9'>by Room Type</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[sum:revenue_total:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk])
+
+
+
+
+
+ <formatted-text>
+ <run bold='true' fontsize='10'>"Active" Room Nights</run>
+ <run fontsize='9'> by Room type</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:rn_sum:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk])
+
+
+
+
+
+ <formatted-text>
+ <run fontsize='10'>Total _ ADR €</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+ 2015
+ 2017
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] * [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk])
+
+
+
+
+
+ <formatted-text>
+ <run fontsize='10'>Total Revenue €</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+ 2015
+ 2017
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[sum:revenue_total:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] * [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk])
+
+
+
+
+
+ <formatted-text>
+ <run fontsize='10'>Total RN</run>
+ </formatted-text>
+
+
+
+
+
+
+
+
+
+ 2015
+ 2017
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]
+ [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]
+
+
+
+
+
+
+
+
+
+
+
+ [federated.05shziq025f7hr107fl0s1ic9f05].[sum:rn_sum:qk]
+ ([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] * [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk])
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Æ
+ Æ
+ Comparing
+ Resort Hotel
+ Æ
+ and
+ Æ
+ City Short Break Hotel
+ segmentation through reservation analysis .
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Æ
+ Æ
+ Comparing
+ Resort Hotel
+ Æ
+ and
+ Æ
+ City Short Break Hotel
+ segmentation through reservation analysis .
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Æ
+ Æ
+ Thank you!
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ Æ
+ Æ
+ Thank you!
+
+
+
+
+
+
+
+
+
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+
+
+
+
+
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diff --git a/Work_READ_ME_file.pdf b/Work_READ_ME_file.pdf
new file mode 100644
index 0000000..637e512
Binary files /dev/null and b/Work_READ_ME_file.pdf differ
diff --git a/Work_SQL.sql b/Work_SQL.sql
new file mode 100644
index 0000000..0c5bebe
--- /dev/null
+++ b/Work_SQL.sql
@@ -0,0 +1,36 @@
+CREATE DATABASE IF NOT EXISTS CSV_CLEAN_DATA;
+
+USE CSV_CLEAN_DATA;
+
+-- 1. How many Room Nights each hotel as, in each reservation status
+SELECT hotel, reservation_status, SUM(rn_sum) as Total_RN
+FROM clean_hotel_data
+GROUP BY hotel, reservation_status;
+
+-- 2 . What is the average daily rate (ADR) for each hotel, only "active" Reservations
+SELECT hotel, ROUND(AVG(adr), 2) as ADR_€
+FROM clean_hotel_data
+WHERE is_canceled = 0
+GROUP BY Hotel;
+
+-- 3. For each Hotel how many nights were sold by Distribution Channel
+SELECT Distribution_channel, Hotel, ROUND(SUM(rn_sum)) as T_RN
+FROM clean_hotel_data
+GROUP BY Distribution_channel, Hotel;
+
+-- 4. For each Hotel how many Meal Plans were sold
+SELECT meal, hotel, count(meal) as Qty_Meal_Plan
+FROM clean_hotel_data
+GROUP BY meal, hotel;
+
+-- 5. For each Hotel how much Revenue was generate by years
+SELECT hotel, arrival_date_year, ROUND(sum(revenue_total), 0) as T_Rev_€
+FROM clean_hotel_data
+WHERE is_canceled = 0
+GROUP BY Hotel, arrival_date_year;
+
+-- 6. For each Hotel how much Revenue was generate by Distribution Channel
+SELECT hotel, distribution_channel, ROUND(sum(revenue_total), 0) as T_Rev_€
+FROM clean_hotel_data
+WHERE is_canceled = 0
+GROUP BY Hotel, distribution_channel;
\ No newline at end of file
diff --git a/work_mycode.ipynb b/work_mycode.ipynb
new file mode 100644
index 0000000..2ebff42
--- /dev/null
+++ b/work_mycode.ipynb
@@ -0,0 +1,3306 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 95,
+ "id": "fa60ea5d-4b54-4c48-bddc-91d2c516cb33",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt # viz\n",
+ "import seaborn as sns # better viz\n",
+ "import numpy as np # numerical python\n",
+ "\n",
+ "%matplotlib inline\n",
+ "pd.set_option('display.max_columns', None)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 96,
+ "id": "24532935-73d3-4ed9-a9e8-6b18d83c8fd9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data = pd.read_csv(\"hotel_bookings.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 97,
+ "id": "030dd971-dac7-43c1-ad87-3597c112fcb0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = data.copy()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 98,
+ "id": "001a4551-ed1b-4787-a259-bcba114c093a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "hotel 0\n",
+ "is_canceled 0\n",
+ "lead_time 0\n",
+ "arrival_date_year 0\n",
+ "arrival_date_month 0\n",
+ "arrival_date_week_number 0\n",
+ "arrival_date_day_of_month 0\n",
+ "stays_in_weekend_nights 0\n",
+ "stays_in_week_nights 0\n",
+ "adults 0\n",
+ "children 0\n",
+ "babies 0\n",
+ "meal 0\n",
+ "country 0\n",
+ "market_segment 0\n",
+ "distribution_channel 0\n",
+ "is_repeated_guest 0\n",
+ "previous_cancellations 0\n",
+ "previous_bookings_not_canceled 0\n",
+ "reserved_room_type 0\n",
+ "assigned_room_type 0\n",
+ "booking_changes 0\n",
+ "deposit_type 0\n",
+ "agent 0\n",
+ "company 0\n",
+ "days_in_waiting_list 0\n",
+ "customer_type 0\n",
+ "adr 0\n",
+ "required_car_parking_spaces 0\n",
+ "total_of_special_requests 0\n",
+ "reservation_status 0\n",
+ "reservation_status_date 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 98,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.eq(\" \").sum() # empty Spaces"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 99,
+ "id": "2762936c-ef04-4bb9-bd92-cd610bd4dc93",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "31994"
+ ]
+ },
+ "execution_count": 99,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.duplicated().sum() #duplicates - has several but we don´t have a reservation id to see the real duplicate´s"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 100,
+ "id": "e447ff0c-5d45-499a-8b4f-81da1f5822e7",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(119390, 32)"
+ ]
+ },
+ "execution_count": 100,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 101,
+ "id": "9af55228-5810-4809-81cf-39b2b7dfe204",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "hotel 0\n",
+ "is_canceled 0\n",
+ "lead_time 0\n",
+ "arrival_date_year 0\n",
+ "arrival_date_month 0\n",
+ "arrival_date_week_number 0\n",
+ "arrival_date_day_of_month 0\n",
+ "stays_in_weekend_nights 0\n",
+ "stays_in_week_nights 0\n",
+ "adults 0\n",
+ "children 4\n",
+ "babies 0\n",
+ "meal 0\n",
+ "country 488\n",
+ "market_segment 0\n",
+ "distribution_channel 0\n",
+ "is_repeated_guest 0\n",
+ "previous_cancellations 0\n",
+ "previous_bookings_not_canceled 0\n",
+ "reserved_room_type 0\n",
+ "assigned_room_type 0\n",
+ "booking_changes 0\n",
+ "deposit_type 0\n",
+ "agent 16340\n",
+ "company 112593\n",
+ "days_in_waiting_list 0\n",
+ "customer_type 0\n",
+ "adr 0\n",
+ "required_car_parking_spaces 0\n",
+ "total_of_special_requests 0\n",
+ "reservation_status 0\n",
+ "reservation_status_date 0\n",
+ "dtype: int64"
+ ]
+ },
+ "execution_count": 101,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.isna().sum() # NaNs, we to drop columns \"Agent + Companys\" and 4 children lines"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 102,
+ "id": "361e1320-7f13-4ab0-ae36-8b91dfc0b218",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.drop(columns=[\"country\"])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 103,
+ "id": "e531a558-b8ef-4ac7-a42a-e42565536900",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = df.drop(columns=[\"agent\"])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 104,
+ "id": "e6b15dc2-3c82-4b1c-b1ec-416fbc6d42ce",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
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+ " \n",
+ " \n",
+ " stays_in_weekend_nights \n",
+ " 119390.0 \n",
+ " 0.927599 \n",
+ " 0.998613 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 1.000 \n",
+ " 2.0 \n",
+ " 19.0 \n",
+ " \n",
+ " \n",
+ " stays_in_week_nights \n",
+ " 119390.0 \n",
+ " 2.500302 \n",
+ " 1.908286 \n",
+ " 0.00 \n",
+ " 1.00 \n",
+ " 2.000 \n",
+ " 3.0 \n",
+ " 50.0 \n",
+ " \n",
+ " \n",
+ " adults \n",
+ " 119390.0 \n",
+ " 1.856403 \n",
+ " 0.579261 \n",
+ " 0.00 \n",
+ " 2.00 \n",
+ " 2.000 \n",
+ " 2.0 \n",
+ " 55.0 \n",
+ " \n",
+ " \n",
+ " children \n",
+ " 119390.0 \n",
+ " 0.103886 \n",
+ " 0.398555 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 10.0 \n",
+ " \n",
+ " \n",
+ " babies \n",
+ " 119390.0 \n",
+ " 0.007949 \n",
+ " 0.097436 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 10.0 \n",
+ " \n",
+ " \n",
+ " is_repeated_guest \n",
+ " 119390.0 \n",
+ " 0.031912 \n",
+ " 0.175767 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 1.0 \n",
+ " \n",
+ " \n",
+ " previous_cancellations \n",
+ " 119390.0 \n",
+ " 0.087118 \n",
+ " 0.844336 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 26.0 \n",
+ " \n",
+ " \n",
+ " previous_bookings_not_canceled \n",
+ " 119390.0 \n",
+ " 0.137097 \n",
+ " 1.497437 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 72.0 \n",
+ " \n",
+ " \n",
+ " booking_changes \n",
+ " 119390.0 \n",
+ " 0.221124 \n",
+ " 0.652306 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 21.0 \n",
+ " \n",
+ " \n",
+ " days_in_waiting_list \n",
+ " 119390.0 \n",
+ " 2.321149 \n",
+ " 17.594721 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 391.0 \n",
+ " \n",
+ " \n",
+ " adr \n",
+ " 119390.0 \n",
+ " 101.831122 \n",
+ " 50.535790 \n",
+ " -6.38 \n",
+ " 69.29 \n",
+ " 94.575 \n",
+ " 126.0 \n",
+ " 5400.0 \n",
+ " \n",
+ " \n",
+ " required_car_parking_spaces \n",
+ " 119390.0 \n",
+ " 0.062518 \n",
+ " 0.245291 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 0.0 \n",
+ " 8.0 \n",
+ " \n",
+ " \n",
+ " total_of_special_requests \n",
+ " 119390.0 \n",
+ " 0.571363 \n",
+ " 0.792798 \n",
+ " 0.00 \n",
+ " 0.00 \n",
+ " 0.000 \n",
+ " 1.0 \n",
+ " 5.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " is_canceled \n",
+ " lead_time \n",
+ " arrival_date_year \n",
+ " arrival_date_month \n",
+ " arrival_date_week_number \n",
+ " arrival_date_day_of_month \n",
+ " stays_in_weekend_nights \n",
+ " stays_in_week_nights \n",
+ " adults \n",
+ " children \n",
+ " babies \n",
+ " meal \n",
+ " market_segment \n",
+ " distribution_channel \n",
+ " is_repeated_guest \n",
+ " previous_cancellations \n",
+ " previous_bookings_not_canceled \n",
+ " reserved_room_type \n",
+ " assigned_room_type \n",
+ " booking_changes \n",
+ " deposit_type \n",
+ " days_in_waiting_list \n",
+ " customer_type \n",
+ " adr \n",
+ " required_car_parking_spaces \n",
+ " total_of_special_requests \n",
+ " reservation_status \n",
+ " reservation_status_date \n",
+ " rn_sum \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Resort Hotel \n",
+ " 0 \n",
+ " 342 \n",
+ " 2015 \n",
+ " July \n",
+ " 27 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " C \n",
+ " C \n",
+ " 3 \n",
+ " No Deposit \n",
+ " 0 \n",
+ " Transient \n",
+ " 0.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " 0 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Resort Hotel \n",
+ " 0 \n",
+ " 737 \n",
+ " 2015 \n",
+ " July \n",
+ " 27 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " C \n",
+ " C \n",
+ " 4 \n",
+ " No Deposit \n",
+ " 0 \n",
+ " Transient \n",
+ " 0.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " 0 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Resort Hotel \n",
+ " 0 \n",
+ " 7 \n",
+ " 2015 \n",
+ " July \n",
+ " 27 \n",
+ " 1 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " A \n",
+ " C \n",
+ " 0 \n",
+ " No Deposit \n",
+ " 0 \n",
+ " Transient \n",
+ " 75.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " Check-Out \n",
+ " 2015-07-02 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Resort Hotel \n",
+ " 0 \n",
+ " 13 \n",
+ " 2015 \n",
+ " July \n",
+ " 27 \n",
+ " 1 \n",
+ " 0 \n",
+ " 1 \n",
+ " 1 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " BB \n",
+ " Corporate \n",
+ " Corporate \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " A \n",
+ " A \n",
+ " 0 \n",
+ " No Deposit \n",
+ " 0 \n",
+ " Transient \n",
+ " 75.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " Check-Out \n",
+ " 2015-07-02 \n",
+ " 1 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Resort Hotel \n",
+ " 0 \n",
+ " 14 \n",
+ " 2015 \n",
+ " July \n",
+ " 27 \n",
+ " 1 \n",
+ " 0 \n",
+ " 2 \n",
+ " 2 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " BB \n",
+ " Online TA \n",
+ " TA/TO \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " A \n",
+ " A \n",
+ " 0 \n",
+ " No Deposit \n",
+ " 0 \n",
+ " Transient \n",
+ " 98.0 \n",
+ " 0 \n",
+ " 1 \n",
+ " Check-Out \n",
+ " 2015-07-03 \n",
+ " 2 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " arrival_date_month \n",
+ " meal \n",
+ " market_segment \n",
+ " distribution_channel \n",
+ " reserved_room_type \n",
+ " assigned_room_type \n",
+ " deposit_type \n",
+ " customer_type \n",
+ " reservation_status \n",
+ " reservation_status_date \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Resort Hotel \n",
+ " July \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " C \n",
+ " C \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Resort Hotel \n",
+ " July \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " C \n",
+ " C \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " \n",
+ " \n",
+ " 2 \n",
+ " Resort Hotel \n",
+ " July \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " A \n",
+ " C \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2015-07-02 \n",
+ " \n",
+ " \n",
+ " 3 \n",
+ " Resort Hotel \n",
+ " July \n",
+ " BB \n",
+ " Corporate \n",
+ " Corporate \n",
+ " A \n",
+ " A \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2015-07-02 \n",
+ " \n",
+ " \n",
+ " 4 \n",
+ " Resort Hotel \n",
+ " July \n",
+ " BB \n",
+ " Online TA \n",
+ " TA/TO \n",
+ " A \n",
+ " A \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2015-07-03 \n",
+ " \n",
+ " \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " ... \n",
+ " \n",
+ " \n",
+ " 119385 \n",
+ " City Hotel \n",
+ " August \n",
+ " BB \n",
+ " Offline TA/TO \n",
+ " TA/TO \n",
+ " A \n",
+ " A \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2017-09-06 \n",
+ " \n",
+ " \n",
+ " 119386 \n",
+ " City Hotel \n",
+ " August \n",
+ " BB \n",
+ " Online TA \n",
+ " TA/TO \n",
+ " E \n",
+ " E \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2017-09-07 \n",
+ " \n",
+ " \n",
+ " 119387 \n",
+ " City Hotel \n",
+ " August \n",
+ " BB \n",
+ " Online TA \n",
+ " TA/TO \n",
+ " D \n",
+ " D \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2017-09-07 \n",
+ " \n",
+ " \n",
+ " 119388 \n",
+ " City Hotel \n",
+ " August \n",
+ " BB \n",
+ " Online TA \n",
+ " TA/TO \n",
+ " A \n",
+ " A \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2017-09-07 \n",
+ " \n",
+ " \n",
+ " 119389 \n",
+ " City Hotel \n",
+ " August \n",
+ " HB \n",
+ " Online TA \n",
+ " TA/TO \n",
+ " A \n",
+ " A \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2017-09-07 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
119390 rows × 11 columns
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " arrival_date_month \n",
+ " meal \n",
+ " market_segment \n",
+ " distribution_channel \n",
+ " reserved_room_type \n",
+ " assigned_room_type \n",
+ " deposit_type \n",
+ " customer_type \n",
+ " reservation_status \n",
+ " reservation_status_date \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Resort Hotel \n",
+ " July \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " C \n",
+ " C \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Resort Hotel \n",
+ " July \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " C \n",
+ " C \n",
+ " No Deposit \n",
+ " Transient \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " absolute_frequency \n",
+ " relative_frequency \n",
+ " \n",
+ " \n",
+ " market_segment \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Online TA \n",
+ " 5647700 \n",
+ " 47.0% \n",
+ " \n",
+ " \n",
+ " Offline TA/TO \n",
+ " 2421900 \n",
+ " 20.0% \n",
+ " \n",
+ " \n",
+ " Groups \n",
+ " 1981100 \n",
+ " 17.0% \n",
+ " \n",
+ " \n",
+ " Direct \n",
+ " 1260600 \n",
+ " 11.0% \n",
+ " \n",
+ " \n",
+ " Corporate \n",
+ " 529500 \n",
+ " 4.0% \n",
+ " \n",
+ " \n",
+ " Complementary \n",
+ " 74300 \n",
+ " 1.0% \n",
+ " \n",
+ " \n",
+ " Aviation \n",
+ " 23700 \n",
+ " 0.0% \n",
+ " \n",
+ " \n",
+ " Undefined \n",
+ " 200 \n",
+ " 0.0% \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " col_0 \n",
+ " count \n",
+ " \n",
+ " \n",
+ " reservation_status \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Canceled \n",
+ " 43017 \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 75166 \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 1207 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " City Hotel \n",
+ " Resort Hotel \n",
+ " \n",
+ " \n",
+ " reservation_status \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Canceled \n",
+ " 32186 \n",
+ " 10831 \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 46228 \n",
+ " 28938 \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 916 \n",
+ " 291 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " absolute_frequency \n",
+ " relative_frequency \n",
+ " \n",
+ " \n",
+ " reservation_status \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 7516600 \n",
+ " 63.0% \n",
+ " \n",
+ " \n",
+ " Canceled \n",
+ " 4301700 \n",
+ " 36.0% \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 120700 \n",
+ " 1.0% \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " is_canceled \n",
+ " lead_time \n",
+ " arrival_date_year \n",
+ " arrival_date_month \n",
+ " arrival_date_week_number \n",
+ " arrival_date_day_of_month \n",
+ " stays_in_weekend_nights \n",
+ " stays_in_week_nights \n",
+ " adults \n",
+ " children \n",
+ " babies \n",
+ " meal \n",
+ " market_segment \n",
+ " distribution_channel \n",
+ " is_repeated_guest \n",
+ " previous_cancellations \n",
+ " previous_bookings_not_canceled \n",
+ " reserved_room_type \n",
+ " assigned_room_type \n",
+ " booking_changes \n",
+ " deposit_type \n",
+ " days_in_waiting_list \n",
+ " customer_type \n",
+ " adr \n",
+ " required_car_parking_spaces \n",
+ " total_of_special_requests \n",
+ " reservation_status \n",
+ " reservation_status_date \n",
+ " rn_sum \n",
+ " revenue_total \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 \n",
+ " Resort Hotel \n",
+ " 0 \n",
+ " 342 \n",
+ " 2015 \n",
+ " July \n",
+ " 27 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " C \n",
+ " C \n",
+ " 3 \n",
+ " No Deposit \n",
+ " 0 \n",
+ " Transient \n",
+ " 0.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " 0 \n",
+ " 0.0 \n",
+ " \n",
+ " \n",
+ " 1 \n",
+ " Resort Hotel \n",
+ " 0 \n",
+ " 737 \n",
+ " 2015 \n",
+ " July \n",
+ " 27 \n",
+ " 1 \n",
+ " 0 \n",
+ " 0 \n",
+ " 2 \n",
+ " 0.0 \n",
+ " 0 \n",
+ " BB \n",
+ " Direct \n",
+ " Direct \n",
+ " 0 \n",
+ " 0 \n",
+ " 0 \n",
+ " C \n",
+ " C \n",
+ " 4 \n",
+ " No Deposit \n",
+ " 0 \n",
+ " Transient \n",
+ " 0.0 \n",
+ " 0 \n",
+ " 0 \n",
+ " Check-Out \n",
+ " 2015-07-01 \n",
+ " 0 \n",
+ " 0.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " median \n",
+ " mean \n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " reservation_status \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " City Hotel \n",
+ " Canceled \n",
+ " 100.0 \n",
+ " 105.0 \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 100.0 \n",
+ " 106.0 \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 92.0 \n",
+ " 102.0 \n",
+ " \n",
+ " \n",
+ " Resort Hotel \n",
+ " Canceled \n",
+ " 84.0 \n",
+ " 106.0 \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 72.0 \n",
+ " 91.0 \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 63.0 \n",
+ " 80.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " median \n",
+ " mean \n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " reservation_status \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " City Hotel \n",
+ " Canceled \n",
+ " 100.0€ \n",
+ " 105.0€ \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 100.0€ \n",
+ " 106.0€ \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 92.0€ \n",
+ " 102.0€ \n",
+ " \n",
+ " \n",
+ " Resort Hotel \n",
+ " Canceled \n",
+ " 84.0€ \n",
+ " 106.0€ \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 72.0€ \n",
+ " 91.0€ \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 63.0€ \n",
+ " 80.0€ \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " count \n",
+ " median \n",
+ " mean \n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " reservation_status \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " City Hotel \n",
+ " Canceled \n",
+ " 32186 \n",
+ " 3.0 \n",
+ " 3.0 \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 46228 \n",
+ " 3.0 \n",
+ " 3.0 \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 916 \n",
+ " 3.0 \n",
+ " 4.0 \n",
+ " \n",
+ " \n",
+ " Resort Hotel \n",
+ " Canceled \n",
+ " 10831 \n",
+ " 4.0 \n",
+ " 5.0 \n",
+ " \n",
+ " \n",
+ " Check-Out \n",
+ " 28938 \n",
+ " 3.0 \n",
+ " 4.0 \n",
+ " \n",
+ " \n",
+ " No-Show \n",
+ " 291 \n",
+ " 2.0 \n",
+ " 3.0 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " rn_sum \n",
+ " \n",
+ " \n",
+ " count \n",
+ " median \n",
+ " mean \n",
+ " std \n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " distribution_channel \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " City Hotel \n",
+ " Corporate \n",
+ " 3408 \n",
+ " 2.0 \n",
+ " 2.0 \n",
+ " 1.8 \n",
+ " \n",
+ " \n",
+ " Direct \n",
+ " 6780 \n",
+ " 2.0 \n",
+ " 2.8 \n",
+ " 2.3 \n",
+ " \n",
+ " \n",
+ " GDS \n",
+ " 193 \n",
+ " 1.0 \n",
+ " 2.0 \n",
+ " 1.9 \n",
+ " \n",
+ " \n",
+ " TA/TO \n",
+ " 68945 \n",
+ " 3.0 \n",
+ " 3.1 \n",
+ " 1.8 \n",
+ " \n",
+ " \n",
+ " Undefined \n",
+ " 4 \n",
+ " 2.0 \n",
+ " 3.0 \n",
+ " 2.7 \n",
+ " \n",
+ " \n",
+ " Resort Hotel \n",
+ " Corporate \n",
+ " 3269 \n",
+ " 2.0 \n",
+ " 2.8 \n",
+ " 2.7 \n",
+ " \n",
+ " \n",
+ " Direct \n",
+ " 7865 \n",
+ " 3.0 \n",
+ " 3.6 \n",
+ " 3.1 \n",
+ " \n",
+ " \n",
+ " TA/TO \n",
+ " 28925 \n",
+ " 4.0 \n",
+ " 4.7 \n",
+ " 3.4 \n",
+ " \n",
+ " \n",
+ " Undefined \n",
+ " 1 \n",
+ " 5.0 \n",
+ " 5.0 \n",
+ " NaN \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " count \n",
+ " median \n",
+ " mean \n",
+ " std \n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " meal \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " City Hotel \n",
+ " BB \n",
+ " 62305 \n",
+ " 3.0 \n",
+ " 3.0 \n",
+ " 1.8 \n",
+ " \n",
+ " \n",
+ " FB \n",
+ " 44 \n",
+ " 3.0 \n",
+ " 2.7 \n",
+ " 0.6 \n",
+ " \n",
+ " \n",
+ " HB \n",
+ " 6417 \n",
+ " 2.0 \n",
+ " 2.8 \n",
+ " 1.5 \n",
+ " \n",
+ " \n",
+ " SC \n",
+ " 10564 \n",
+ " 3.0 \n",
+ " 2.9 \n",
+ " 2.2 \n",
+ " \n",
+ " \n",
+ " Resort Hotel \n",
+ " BB \n",
+ " 30005 \n",
+ " 3.0 \n",
+ " 4.0 \n",
+ " 3.2 \n",
+ " \n",
+ " \n",
+ " FB \n",
+ " 754 \n",
+ " 3.0 \n",
+ " 4.1 \n",
+ " 2.4 \n",
+ " \n",
+ " \n",
+ " HB \n",
+ " 8046 \n",
+ " 5.0 \n",
+ " 5.6 \n",
+ " 3.8 \n",
+ " \n",
+ " \n",
+ " SC \n",
+ " 86 \n",
+ " 5.0 \n",
+ " 6.8 \n",
+ " 7.5 \n",
+ " \n",
+ " \n",
+ " Undefined \n",
+ " 1169 \n",
+ " 3.0 \n",
+ " 4.3 \n",
+ " 2.9 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " count \n",
+ " median \n",
+ " mean \n",
+ " std \n",
+ " \n",
+ " \n",
+ " hotel \n",
+ " meal \n",
+ " \n",
+ " \n",
+ " \n",
+ " \n",
+ " City Hotel \n",
+ " BB \n",
+ " 62305 \n",
+ " 3.0 \n",
+ " 3.0 \n",
+ " 1.8 \n",
+ " \n",
+ " \n",
+ " FB \n",
+ " 44 \n",
+ " 3.0 \n",
+ " 2.7 \n",
+ " 0.6 \n",
+ " \n",
+ " \n",
+ " HB \n",
+ " 6417 \n",
+ " 2.0 \n",
+ " 2.8 \n",
+ " 1.5 \n",
+ " \n",
+ " \n",
+ " SC \n",
+ " 10564 \n",
+ " 3.0 \n",
+ " 2.9 \n",
+ " 2.2 \n",
+ " \n",
+ " \n",
+ " Resort Hotel \n",
+ " BB \n",
+ " 30005 \n",
+ " 3.0 \n",
+ " 4.0 \n",
+ " 3.2 \n",
+ " \n",
+ " \n",
+ " FB \n",
+ " 754 \n",
+ " 3.0 \n",
+ " 4.1 \n",
+ " 2.4 \n",
+ " \n",
+ " \n",
+ " HB \n",
+ " 8046 \n",
+ " 5.0 \n",
+ " 5.6 \n",
+ " 3.8 \n",
+ " \n",
+ " \n",
+ " SC \n",
+ " 86 \n",
+ " 5.0 \n",
+ " 6.8 \n",
+ " 7.5 \n",
+ " \n",
+ " \n",
+ " Undefined \n",
+ " 1169 \n",
+ " 3.0 \n",
+ " 4.3 \n",
+ " 2.9 \n",
+ " \n",
+ " \n",
+ "
\n",
+ "