From a3378310db136f823474f1ab247e6dd701be2e15 Mon Sep 17 00:00:00 2001
From: Tiago <ggsantos.tiago@gmail.com>
Date: Sun, 8 Dec 2024 18:29:25 +0000
Subject: [PATCH] update

---
 Presentation_Tab_work.twb | 4734 +++++++++++++++++++++++++++++++++++++
 Work_READ_ME_file.pdf     |  Bin 0 -> 56846 bytes
 Work_SQL.sql              |   36 +
 work_mycode.ipynb         | 3306 ++++++++++++++++++++++++++
 4 files changed, 8076 insertions(+)
 create mode 100644 Presentation_Tab_work.twb
 create mode 100644 Work_READ_ME_file.pdf
 create mode 100644 Work_SQL.sql
 create mode 100644 work_mycode.ipynb

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 @@
+<?xml version='1.0' encoding='utf-8' ?>
+
+<!-- build 20243.24.1010.1014                               -->
+<workbook original-version='18.1' source-build='2024.3.0 (20243.24.1010.1014)' source-platform='win' version='18.1' xmlns:user='http://www.tableausoftware.com/xml/user'>
+  <document-format-change-manifest>
+    <AccessibleZoneTabOrder />
+    <AnimationOnByDefault />
+    <AutoCreateAndUpdateDSDPhoneLayouts />
+    <MarkAnimation />
+    <ObjectModelEncapsulateLegacy />
+    <ObjectModelExtractV2 />
+    <ObjectModelTableType />
+    <SchemaViewerObjectModel />
+    <SetMembershipControl />
+    <SheetIdentifierTracking />
+    <SortTagCleanup />
+    <_.fcp.VConnDownstreamExtractsWithWarnings.true...VConnDownstreamExtractsWithWarnings />
+    <WindowsPersistSimpleIdentifiers />
+    <WorksheetBackgroundTransparency />
+    <ZoneBackgroundTransparency />
+  </document-format-change-manifest>
+  <preferences>
+    <preference name='ui.encoding.shelf.height' value='24' />
+    <preference name='ui.shelf.height' value='26' />
+  </preferences>
+  <datasources>
+    <datasource caption='Sheet1 (clean_data)' inline='true' name='federated.05shziq025f7hr107fl0s1ic9f05' version='18.1'>
+      <connection class='federated'>
+        <named-connections>
+          <named-connection caption='clean_data' name='excel-direct.18ybhj5109q3jm18wx5hf1j8xcx6'>
+            <connection class='excel-direct' cleaning='no' compat='no' dataRefreshTime='' filename='C:/Users/ggsan/Desktop/Ironhack/1. COURSE/3. WEEK/WORK/clean_data.xlsx' interpretationMode='0' password='' server='' validate='no' />
+          </named-connection>
+        </named-connections>
+        <relation connection='excel-direct.18ybhj5109q3jm18wx5hf1j8xcx6' name='Sheet1' table='[Sheet1$]' type='table'>
+          <columns gridOrigin='A1:AH10001:no:A1:AH10001:0' header='yes' outcome='6'>
+            <column datatype='string' name='hotel' ordinal='0' />
+            <column datatype='integer' name='is_canceled' ordinal='1' />
+            <column datatype='integer' name='lead_time' ordinal='2' />
+            <column datatype='integer' name='arrival_date_year' ordinal='3' />
+            <column datatype='string' name='arrival_date_month' ordinal='4' />
+            <column datatype='integer' name='arrival_date_week_number' ordinal='5' />
+            <column datatype='integer' name='arrival_date_day_of_month' ordinal='6' />
+            <column datatype='integer' name='stays_in_weekend_nights' ordinal='7' />
+            <column datatype='integer' name='stays_in_week_nights' ordinal='8' />
+            <column datatype='integer' name='adults' ordinal='9' />
+            <column datatype='integer' name='children' ordinal='10' />
+            <column datatype='integer' name='babies' ordinal='11' />
+            <column datatype='string' name='meal' ordinal='12' />
+            <column datatype='string' name='country' ordinal='13' />
+            <column datatype='string' name='market_segment' ordinal='14' />
+            <column datatype='string' name='distribution_channel' ordinal='15' />
+            <column datatype='integer' name='is_repeated_guest' ordinal='16' />
+            <column datatype='integer' name='previous_cancellations' ordinal='17' />
+            <column datatype='integer' name='previous_bookings_not_canceled' ordinal='18' />
+            <column datatype='string' name='reserved_room_type' ordinal='19' />
+            <column datatype='string' name='assigned_room_type' ordinal='20' />
+            <column datatype='integer' name='booking_changes' ordinal='21' />
+            <column datatype='string' name='deposit_type' ordinal='22' />
+            <column datatype='integer' name='agent' ordinal='23' />
+            <column datatype='integer' name='company' ordinal='24' />
+            <column datatype='integer' name='days_in_waiting_list' ordinal='25' />
+            <column datatype='string' name='customer_type' ordinal='26' />
+            <column datatype='real' name='adr' ordinal='27' />
+            <column datatype='integer' name='required_car_parking_spaces' ordinal='28' />
+            <column datatype='integer' name='total_of_special_requests' ordinal='29' />
+            <column datatype='string' name='reservation_status' ordinal='30' />
+            <column datatype='string' name='reservation_status_date' ordinal='31' />
+            <column datatype='integer' name='rn_sum' ordinal='32' />
+            <column datatype='real' name='revenue_total' ordinal='33' />
+          </columns>
+        </relation>
+        <metadata-records>
+          <metadata-record class='capability'>
+            <remote-name />
+            <remote-type>0</remote-type>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias />
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='integer' name='context'>0</attribute>
+              <attribute datatype='string' name='gridOrigin'>&quot;A1:AH10001:no:A1:AH10001:0&quot;</attribute>
+              <attribute datatype='boolean' name='header'>true</attribute>
+              <attribute datatype='integer' name='outcome'>6</attribute>
+            </attributes>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>hotel</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[hotel]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>hotel</remote-alias>
+            <ordinal>0</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>is_canceled</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[is_canceled]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>is_canceled</remote-alias>
+            <ordinal>1</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>lead_time</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[lead_time]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>lead_time</remote-alias>
+            <ordinal>2</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>arrival_date_year</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[arrival_date_year]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>arrival_date_year</remote-alias>
+            <ordinal>3</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>arrival_date_month</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[arrival_date_month]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>arrival_date_month</remote-alias>
+            <ordinal>4</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>arrival_date_week_number</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[arrival_date_week_number]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>arrival_date_week_number</remote-alias>
+            <ordinal>5</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>arrival_date_day_of_month</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[arrival_date_day_of_month]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>arrival_date_day_of_month</remote-alias>
+            <ordinal>6</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>stays_in_weekend_nights</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[stays_in_weekend_nights]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>stays_in_weekend_nights</remote-alias>
+            <ordinal>7</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>stays_in_week_nights</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[stays_in_week_nights]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>stays_in_week_nights</remote-alias>
+            <ordinal>8</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>adults</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[adults]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>adults</remote-alias>
+            <ordinal>9</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>children</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[children]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>children</remote-alias>
+            <ordinal>10</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>babies</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[babies]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>babies</remote-alias>
+            <ordinal>11</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>meal</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[meal]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>meal</remote-alias>
+            <ordinal>12</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>country</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[country]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>country</remote-alias>
+            <ordinal>13</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>market_segment</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[market_segment]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>market_segment</remote-alias>
+            <ordinal>14</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>distribution_channel</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[distribution_channel]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>distribution_channel</remote-alias>
+            <ordinal>15</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>is_repeated_guest</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[is_repeated_guest]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>is_repeated_guest</remote-alias>
+            <ordinal>16</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>previous_cancellations</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[previous_cancellations]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>previous_cancellations</remote-alias>
+            <ordinal>17</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>previous_bookings_not_canceled</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[previous_bookings_not_canceled]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>previous_bookings_not_canceled</remote-alias>
+            <ordinal>18</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>reserved_room_type</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[reserved_room_type]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>reserved_room_type</remote-alias>
+            <ordinal>19</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>assigned_room_type</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[assigned_room_type]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>assigned_room_type</remote-alias>
+            <ordinal>20</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>booking_changes</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[booking_changes]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>booking_changes</remote-alias>
+            <ordinal>21</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>deposit_type</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[deposit_type]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>deposit_type</remote-alias>
+            <ordinal>22</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>agent</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[agent]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>agent</remote-alias>
+            <ordinal>23</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>company</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[company]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>company</remote-alias>
+            <ordinal>24</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>days_in_waiting_list</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[days_in_waiting_list]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>days_in_waiting_list</remote-alias>
+            <ordinal>25</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>customer_type</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[customer_type]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>customer_type</remote-alias>
+            <ordinal>26</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>adr</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[adr]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>adr</remote-alias>
+            <ordinal>27</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <precision>15</precision>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;R8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>required_car_parking_spaces</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[required_car_parking_spaces]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>required_car_parking_spaces</remote-alias>
+            <ordinal>28</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>total_of_special_requests</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[total_of_special_requests]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>total_of_special_requests</remote-alias>
+            <ordinal>29</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>reservation_status</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[reservation_status]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>reservation_status</remote-alias>
+            <ordinal>30</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>reservation_status_date</remote-name>
+            <remote-type>130</remote-type>
+            <local-name>[reservation_status_date]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>reservation_status_date</remote-alias>
+            <ordinal>31</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <collation flag='1' name='LEN_RGB_S2' />
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;WSTR&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>rn_sum</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[rn_sum]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>rn_sum</remote-alias>
+            <ordinal>32</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;I8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>revenue_total</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[revenue_total]</local-name>
+            <parent-name>[Sheet1]</parent-name>
+            <remote-alias>revenue_total</remote-alias>
+            <ordinal>33</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <precision>15</precision>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='DebugRemoteType'>&quot;R8&quot;</attribute>
+            </attributes>
+            <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+          </metadata-record>
+        </metadata-records>
+      </connection>
+      <aliases enabled='yes' />
+      <column datatype='real' default-format='p0.00%' name='[Calculation1]' role='measure' type='quantitative'>
+        <calculation class='tableau' formula='SUM([revenue_total]) / TOTAL(SUM([revenue_total]))'>
+          <table-calc ordering-type='Table' />
+        </calculation>
+      </column>
+      <column datatype='real' default-format='p0.00%' name='[Calculation2]' role='measure' type='quantitative'>
+        <calculation class='tableau' formula='AVG([adr]) / TOTAL(AVG([adr]))'>
+          <table-calc ordering-type='Pane' />
+        </calculation>
+      </column>
+      <column datatype='real' default-format='p0.00%' name='[Calculation3]' role='measure' type='quantitative'>
+        <calculation class='tableau' formula='SUM([revenue_total]) / TOTAL(SUM([revenue_total]))'>
+          <table-calc ordering-type='Pane' />
+        </calculation>
+      </column>
+      <column aggregation='CountD' caption='Distribution Channel (copy)' datatype='real' datatype-customized='true' name='[Distribution Channel (copy)_904660596643405824]' role='measure' type='quantitative'>
+        <calculation class='tableau' formula='FLOAT([distribution_channel])' />
+      </column>
+      <column aggregation='CountD' caption='Meal (count)' datatype='real' datatype-customized='true' name='[Meal (copy)_904660596718514177]' role='measure' type='quantitative'>
+        <calculation class='tableau' formula='FLOAT([meal])' />
+      </column>
+      <column caption='Sheet1' datatype='table' name='[__tableau_internal_object_id__].[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]' role='measure' type='quantitative' />
+      <column caption='Adr' datatype='real' name='[adr]' role='measure' type='quantitative' />
+      <column caption='Adults' datatype='integer' name='[adults]' role='measure' type='quantitative' />
+      <column caption='Agent' datatype='integer' name='[agent]' role='measure' type='quantitative' />
+      <column caption='Arrival Date Day Of Month' datatype='integer' name='[arrival_date_day_of_month]' role='dimension' type='quantitative' />
+      <column caption='Arrival Date Month' datatype='string' name='[arrival_date_month]' role='dimension' type='nominal' />
+      <column caption='Arrival Date Week Number' datatype='integer' name='[arrival_date_week_number]' role='dimension' type='ordinal' />
+      <column caption='Arrival Date Year' datatype='integer' name='[arrival_date_year]' role='dimension' type='quantitative' />
+      <column caption='Assigned Room Type' datatype='string' name='[assigned_room_type]' role='dimension' type='nominal' />
+      <column caption='Babies' datatype='integer' name='[babies]' role='measure' type='quantitative' />
+      <column caption='Booking Changes' datatype='integer' name='[booking_changes]' role='measure' type='quantitative' />
+      <column caption='Children' datatype='integer' name='[children]' role='measure' type='quantitative' />
+      <column caption='Company' datatype='integer' name='[company]' role='measure' type='quantitative' />
+      <column caption='Country' datatype='string' name='[country]' role='dimension' semantic-role='[Country].[ISO3166_2]' type='nominal' />
+      <column caption='Customer Type' datatype='string' name='[customer_type]' role='dimension' type='nominal' />
+      <column caption='Days In Waiting List' datatype='integer' name='[days_in_waiting_list]' role='measure' type='quantitative' />
+      <column caption='Deposit Type' datatype='string' name='[deposit_type]' role='dimension' type='nominal' />
+      <column caption='Distribution Channel' datatype='string' name='[distribution_channel]' role='dimension' type='nominal' />
+      <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+      <column caption='Is Canceled' datatype='integer' name='[is_canceled]' role='measure' type='quantitative' />
+      <column caption='Is Repeated Guest' datatype='integer' name='[is_repeated_guest]' role='measure' type='quantitative' />
+      <column caption='Lead Time' datatype='integer' name='[lead_time]' role='measure' type='quantitative' />
+      <column caption='Market Segment' datatype='string' name='[market_segment]' role='dimension' type='nominal' />
+      <column caption='Meal' datatype='string' name='[meal]' role='dimension' type='nominal' />
+      <column caption='Previous Bookings Not Canceled' datatype='integer' name='[previous_bookings_not_canceled]' role='measure' type='quantitative' />
+      <column caption='Previous Cancellations' datatype='integer' name='[previous_cancellations]' role='measure' type='quantitative' />
+      <column caption='Required Car Parking Spaces' datatype='integer' name='[required_car_parking_spaces]' role='measure' type='quantitative' />
+      <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+      <column caption='Reservation Status Date' datatype='string' name='[reservation_status_date]' role='dimension' type='nominal' />
+      <column caption='Reserved Room Type' datatype='string' name='[reserved_room_type]' role='dimension' type='nominal' />
+      <column caption='Revenue Total' datatype='real' name='[revenue_total]' role='measure' type='quantitative' />
+      <column caption='Nº of Room Nights' datatype='integer' name='[rn_sum]' role='measure' type='quantitative' />
+      <column caption='Stays In Week Nights' datatype='integer' name='[stays_in_week_nights]' role='measure' type='quantitative' />
+      <column caption='Stays In Weekend Nights' datatype='integer' name='[stays_in_weekend_nights]' role='measure' type='quantitative' />
+      <column caption='Total Of Special Requests' datatype='integer' name='[total_of_special_requests]' role='measure' type='quantitative' />
+      <column-instance column='[distribution_channel]' derivation='None' name='[none:distribution_channel:nk]' pivot='key' type='nominal' />
+      <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+      <column-instance column='[meal]' derivation='None' name='[none:meal:nk]' pivot='key' type='nominal' />
+      <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+      <column-instance column='[rn_sum]' derivation='Sum' name='[pcto:sum:rn_sum:qk:1]' pivot='key' type='quantitative'>
+        <table-calc ordering-type='Field' type='PctTotal'>
+          <order field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]' />
+          <order field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk]' />
+        </table-calc>
+      </column-instance>
+      <column-instance column='[rn_sum]' derivation='Sum' name='[sum:rn_sum:qk]' pivot='key' type='quantitative' />
+      <column-instance column='[Calculation3]' derivation='User' name='[usr:Calculation3:qk:3]' pivot='key' type='quantitative'>
+        <table-calc ordering-field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]' ordering-type='Field' />
+      </column-instance>
+      <extract _.fcp.VConnDownstreamExtractsWithWarnings.true...user-specific='false' count='-1' enabled='true' object-id='' units='records'>
+        <connection access_mode='readonly' author-locale='en_GB' class='hyper' dbname='C:/Users/ggsan/AppData/Local/Temp/TableauTemp/#TableauTemp_02i2tc206jn6ax13oowa010ai59d.hyper' default-settings='hyper' schema='Extract' sslmode='' tablename='Extract' update-time='12/05/2024 06:21:21 PM' username='tableau_internal_user'>
+          <relation name='Extract' table='[Extract].[Extract]' type='table' />
+          <metadata-records>
+            <metadata-record class='column'>
+              <remote-name>hotel</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[hotel]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>hotel</remote-alias>
+              <ordinal>0</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>is_canceled</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[is_canceled]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>is_canceled</remote-alias>
+              <ordinal>1</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>lead_time</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[lead_time]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>lead_time</remote-alias>
+              <ordinal>2</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>1335</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>arrival_date_year</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[arrival_date_year]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>arrival_date_year</remote-alias>
+              <ordinal>3</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>arrival_date_month</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[arrival_date_month]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>arrival_date_month</remote-alias>
+              <ordinal>4</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>12</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>arrival_date_week_number</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[arrival_date_week_number]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>arrival_date_week_number</remote-alias>
+              <ordinal>5</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>53</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>arrival_date_day_of_month</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[arrival_date_day_of_month]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>arrival_date_day_of_month</remote-alias>
+              <ordinal>6</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>31</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>stays_in_weekend_nights</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[stays_in_weekend_nights]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>stays_in_weekend_nights</remote-alias>
+              <ordinal>7</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>13</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>stays_in_week_nights</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[stays_in_week_nights]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>stays_in_week_nights</remote-alias>
+              <ordinal>8</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>49</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>adults</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[adults]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>adults</remote-alias>
+              <ordinal>9</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>16</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>children</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[children]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>children</remote-alias>
+              <ordinal>10</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>babies</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[babies]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>babies</remote-alias>
+              <ordinal>11</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>meal</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[meal]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>meal</remote-alias>
+              <ordinal>12</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>5</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>country</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[country]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>country</remote-alias>
+              <ordinal>13</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>226</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>market_segment</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[market_segment]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>market_segment</remote-alias>
+              <ordinal>14</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>7</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>distribution_channel</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[distribution_channel]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>distribution_channel</remote-alias>
+              <ordinal>15</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>is_repeated_guest</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[is_repeated_guest]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>is_repeated_guest</remote-alias>
+              <ordinal>16</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>previous_cancellations</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[previous_cancellations]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>previous_cancellations</remote-alias>
+              <ordinal>17</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>6</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>previous_bookings_not_canceled</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[previous_bookings_not_canceled]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>previous_bookings_not_canceled</remote-alias>
+              <ordinal>18</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>27</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>reserved_room_type</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[reserved_room_type]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>reserved_room_type</remote-alias>
+              <ordinal>19</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>8</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>assigned_room_type</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[assigned_room_type]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>assigned_room_type</remote-alias>
+              <ordinal>20</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>10</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>booking_changes</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[booking_changes]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>booking_changes</remote-alias>
+              <ordinal>21</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>11</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>deposit_type</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[deposit_type]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>deposit_type</remote-alias>
+              <ordinal>22</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>agent</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[agent]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>agent</remote-alias>
+              <ordinal>23</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>557</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>company</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[company]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>company</remote-alias>
+              <ordinal>24</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>398</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>days_in_waiting_list</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[days_in_waiting_list]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>days_in_waiting_list</remote-alias>
+              <ordinal>25</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>270</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>customer_type</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[customer_type]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>customer_type</remote-alias>
+              <ordinal>26</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>4</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>adr</remote-name>
+              <remote-type>5</remote-type>
+              <local-name>[adr]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>adr</remote-alias>
+              <ordinal>27</ordinal>
+              <family>Sheet1</family>
+              <local-type>real</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>4289</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>required_car_parking_spaces</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[required_car_parking_spaces]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>required_car_parking_spaces</remote-alias>
+              <ordinal>28</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>total_of_special_requests</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[total_of_special_requests]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>total_of_special_requests</remote-alias>
+              <ordinal>29</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>11</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>reservation_status</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[reservation_status]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>reservation_status</remote-alias>
+              <ordinal>30</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>reservation_status_date</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[reservation_status_date]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>reservation_status_date</remote-alias>
+              <ordinal>31</ordinal>
+              <family>Sheet1</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3366</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='1' name='LEN_RGB_S2' />
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>rn_sum</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[rn_sum]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>rn_sum</remote-alias>
+              <ordinal>32</ordinal>
+              <family>Sheet1</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>31</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>revenue_total</remote-name>
+              <remote-type>5</remote-type>
+              <local-name>[revenue_total]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>revenue_total</remote-alias>
+              <ordinal>33</ordinal>
+              <family>Sheet1</family>
+              <local-type>real</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>6935</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[Sheet1_215B7E52DFDF419FA1049AFA3E28955D]</object-id>
+            </metadata-record>
+          </metadata-records>
+        </connection>
+      </extract>
+      <layout dim-ordering='alphabetic' measure-ordering='alphabetic' show-aliased-fields='true' show-structure='true' />
+      <style>
+        <style-rule element='mark'>
+          <encoding attr='color' field='[:Measure Names]' type='palette'>
+            <map to='#4e79a7'>
+              <bucket>&quot;[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:sum:rn_sum:qk:1]&quot;</bucket>
+            </map>
+            <map to='#76b7b2'>
+              <bucket>&quot;[federated.05shziq025f7hr107fl0s1ic9f05].[sum:rn_sum:qk]&quot;</bucket>
+            </map>
+            <map to='#e15759'>
+              <bucket>&quot;[federated.05shziq025f7hr107fl0s1ic9f05]&quot;</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>&quot;[federated.05shziq025f7hr107fl0s1ic9f05].[usr:Calculation3:qk:3]&quot;</bucket>
+            </map>
+          </encoding>
+          <encoding attr='color' field='[none:hotel:nk]' type='palette'>
+            <map to='#4e79a7'>
+              <bucket>&quot;City Hotel&quot;</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>&quot;Resort Hotel&quot;</bucket>
+            </map>
+          </encoding>
+          <encoding attr='color' field='[none:reservation_status:nk]' type='palette'>
+            <map to='#6eca6e'>
+              <bucket>&quot;Check-Out&quot;</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>%all%</bucket>
+            </map>
+            <map to='#fca800'>
+              <bucket>&quot;No-Show&quot;</bucket>
+            </map>
+            <map to='#ff7577'>
+              <bucket>&quot;Canceled&quot;</bucket>
+            </map>
+          </encoding>
+          <encoding attr='color' field='[none:distribution_channel:nk]' type='palette'>
+            <map to='#4e79a7'>
+              <bucket>&quot;Corporate&quot;</bucket>
+            </map>
+            <map to='#76b7b2'>
+              <bucket>&quot;TA/TO&quot;</bucket>
+            </map>
+            <map to='#e15759'>
+              <bucket>&quot;GDS&quot;</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>&quot;Direct&quot;</bucket>
+            </map>
+          </encoding>
+        </style-rule>
+      </style>
+      <semantic-values>
+        <semantic-value key='[Country].[Name]' value='&quot;Portugal&quot;' />
+      </semantic-values>
+      <date-options start-of-week='monday' />
+      <object-graph>
+        <objects>
+          <object caption='Sheet1' id='Sheet1_215B7E52DFDF419FA1049AFA3E28955D'>
+            <properties context=''>
+              <relation connection='excel-direct.18ybhj5109q3jm18wx5hf1j8xcx6' name='Sheet1' table='[Sheet1$]' type='table'>
+                <columns gridOrigin='A1:AH10001:no:A1:AH10001:0' header='yes' outcome='6'>
+                  <column datatype='string' name='hotel' ordinal='0' />
+                  <column datatype='integer' name='is_canceled' ordinal='1' />
+                  <column datatype='integer' name='lead_time' ordinal='2' />
+                  <column datatype='integer' name='arrival_date_year' ordinal='3' />
+                  <column datatype='string' name='arrival_date_month' ordinal='4' />
+                  <column datatype='integer' name='arrival_date_week_number' ordinal='5' />
+                  <column datatype='integer' name='arrival_date_day_of_month' ordinal='6' />
+                  <column datatype='integer' name='stays_in_weekend_nights' ordinal='7' />
+                  <column datatype='integer' name='stays_in_week_nights' ordinal='8' />
+                  <column datatype='integer' name='adults' ordinal='9' />
+                  <column datatype='integer' name='children' ordinal='10' />
+                  <column datatype='integer' name='babies' ordinal='11' />
+                  <column datatype='string' name='meal' ordinal='12' />
+                  <column datatype='string' name='country' ordinal='13' />
+                  <column datatype='string' name='market_segment' ordinal='14' />
+                  <column datatype='string' name='distribution_channel' ordinal='15' />
+                  <column datatype='integer' name='is_repeated_guest' ordinal='16' />
+                  <column datatype='integer' name='previous_cancellations' ordinal='17' />
+                  <column datatype='integer' name='previous_bookings_not_canceled' ordinal='18' />
+                  <column datatype='string' name='reserved_room_type' ordinal='19' />
+                  <column datatype='string' name='assigned_room_type' ordinal='20' />
+                  <column datatype='integer' name='booking_changes' ordinal='21' />
+                  <column datatype='string' name='deposit_type' ordinal='22' />
+                  <column datatype='integer' name='agent' ordinal='23' />
+                  <column datatype='integer' name='company' ordinal='24' />
+                  <column datatype='integer' name='days_in_waiting_list' ordinal='25' />
+                  <column datatype='string' name='customer_type' ordinal='26' />
+                  <column datatype='real' name='adr' ordinal='27' />
+                  <column datatype='integer' name='required_car_parking_spaces' ordinal='28' />
+                  <column datatype='integer' name='total_of_special_requests' ordinal='29' />
+                  <column datatype='string' name='reservation_status' ordinal='30' />
+                  <column datatype='string' name='reservation_status_date' ordinal='31' />
+                  <column datatype='integer' name='rn_sum' ordinal='32' />
+                  <column datatype='real' name='revenue_total' ordinal='33' />
+                </columns>
+              </relation>
+            </properties>
+            <properties context='extract'>
+              <relation name='Extract' table='[Extract].[Extract]' type='table' />
+            </properties>
+          </object>
+        </objects>
+      </object-graph>
+    </datasource>
+  </datasources>
+  <worksheets>
+    <worksheet name='ADR - R_type'>
+      <layout-options>
+        <title>
+          <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>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Adr' datatype='real' name='[adr]' role='measure' type='quantitative' />
+            <column-instance column='[adr]' derivation='Avg' name='[avg:adr:qk]' pivot='key' type='quantitative' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reserved_room_type]' derivation='None' name='[none:reserved_room_type:nk]' pivot='key' type='nominal' />
+            <column caption='Reserved Room Type' datatype='string' name='[reserved_room_type]' role='dimension' type='nominal' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk]' />
+            </encodings>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk])</cols>
+      </table>
+      <simple-id uuid='{99515175-A0C1-476A-9695-48D583E4CED7}' />
+    </worksheet>
+    <worksheet name='All - ADR'>
+      <layout-options>
+        <title>
+          <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>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Adr' datatype='real' name='[adr]' role='measure' type='quantitative' />
+            <column-instance column='[adr]' derivation='Avg' name='[avg:adr:qk]' pivot='key' type='quantitative' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+          </datasource-dependencies>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='union' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate'>
+              <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Canceled&quot;' />
+              <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' />
+              <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;No-Show&quot;' />
+            </groupfilter>
+          </filter>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <encoding attr='space' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]' field-type='quantitative' max='109.87497212966279' min='78.840852084222078' range-type='fixed' scope='rows' type='space' />
+          </style-rule>
+          <style-rule element='cell'>
+            <format attr='width' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]' value='219' />
+          </style-rule>
+          <style-rule element='header'>
+            <format attr='height-header' value='10' />
+          </style-rule>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Circle' />
+            <encodings>
+              <lod column='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]' />
+              <lod column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' />
+            </encodings>
+            <reference-line axis-column='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]' boxplot-mark-exclusion='false' boxplot-whisker-type='standard' enable-instant-analytics='true' formula='average' id='refline0' label-type='automatic' probability='95' scope='per-cell' symmetric='false' value-column='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]' z-order='1' />
+            <style>
+              <style-rule element='mark'>
+                <format attr='size' value='0.25' />
+                <format attr='mark-color' value='#f9a655' />
+                <format attr='mark-transparency' value='229' />
+              </style-rule>
+              <style-rule element='pane'>
+                <format attr='minwidth' value='-1' />
+                <format attr='maxwidth' value='-1' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]</rows>
+        <cols>[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]</cols>
+      </table>
+      <simple-id uuid='{FB4D3741-61D1-4AF1-93B5-3384230F45B2}' />
+    </worksheet>
+    <worksheet name='All - RN'>
+      <layout-options>
+        <title>
+          <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>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Distribution Channel' datatype='string' name='[distribution_channel]' role='dimension' type='nominal' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column-instance column='[distribution_channel]' derivation='CountD' name='[pcto:ctd:distribution_channel:qk:7]' pivot='key' type='quantitative'>
+              <table-calc ordering-type='Pane' type='PctTotal' />
+            </column-instance>
+            <column-instance column='[rn_sum]' derivation='Sum' name='[pcto:sum:rn_sum:qk:7]' pivot='key' type='quantitative'>
+              <table-calc ordering-type='Pane' type='PctTotal' />
+            </column-instance>
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+            <column caption='Nº of Room Nights' datatype='integer' name='[rn_sum]' role='measure' type='quantitative' />
+          </datasource-dependencies>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='level-members' level='[none:reservation_status:nk]' user:ui-enumeration='all' user:ui-marker='enumerate' />
+          </filter>
+          <manual-sort column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' direction='ASC'>
+            <dictionary>
+              <bucket>&quot;Check-Out&quot;</bucket>
+              <bucket>&quot;Canceled&quot;</bucket>
+              <bucket>&quot;No-Show&quot;</bucket>
+            </dictionary>
+          </manual-sort>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='cell'>
+            <format attr='width' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='83' />
+          </style-rule>
+          <style-rule element='pane'>
+            <format attr='band-color' scope='rows' value='#f7f1f6' />
+          </style-rule>
+          <style-rule element='table'>
+            <format attr='band-size' scope='rows' value='1' />
+          </style-rule>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' />
+              <lod column='[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:ctd:distribution_channel:qk:7]' />
+            </encodings>
+            <style>
+              <style-rule element='pane'>
+                <format attr='minwidth' value='-1' />
+                <format attr='maxwidth' value='-1' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:sum:rn_sum:qk:7]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk])</cols>
+        <percentages enabled='true' mode='pane' />
+      </table>
+      <simple-id uuid='{76D85330-ED15-4332-8B2D-A6FA44AB1C46}' />
+    </worksheet>
+    <worksheet name='All Dist'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>% of Total Count of Distribution Channel</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Distribution Channel' datatype='string' name='[distribution_channel]' role='dimension' type='nominal' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[distribution_channel]' derivation='None' name='[none:distribution_channel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column-instance column='[distribution_channel]' derivation='Count' name='[pcto:cnt:distribution_channel:qk:8]' pivot='key' type='quantitative'>
+              <table-calc ordering-type='RowInPane' type='PctTotal' />
+            </column-instance>
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+          </datasource-dependencies>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]'>
+            <groupfilter function='except' user:ui-domain='relevant' user:ui-enumeration='exclusive' user:ui-marker='enumerate'>
+              <groupfilter function='level-members' level='[none:distribution_channel:nk]' />
+              <groupfilter function='member' level='[none:distribution_channel:nk]' member='&quot;Undefined&quot;' />
+            </groupfilter>
+          </filter>
+          <manual-sort column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]' direction='ASC'>
+            <dictionary>
+              <bucket>&quot;Corporate&quot;</bucket>
+              <bucket>&quot;Direct&quot;</bucket>
+              <bucket>&quot;TA/TO&quot;</bucket>
+              <bucket>&quot;GDS&quot;</bucket>
+            </dictionary>
+          </manual-sort>
+          <manual-sort column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]' direction='ASC'>
+            <dictionary>
+              <bucket>&quot;City Hotel&quot;</bucket>
+              <bucket>&quot;Resort Hotel&quot;</bucket>
+            </dictionary>
+          </manual-sort>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='union' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate'>
+              <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Canceled&quot;' />
+              <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' />
+              <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;No-Show&quot;' />
+            </groupfilter>
+          </filter>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <format attr='title' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:distribution_channel:qk:8]' scope='rows' value='' />
+          </style-rule>
+          <style-rule element='cell'>
+            <format attr='width' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]' value='78' />
+          </style-rule>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]' />
+            </encodings>
+            <style>
+              <style-rule element='pane'>
+                <format attr='minwidth' value='-1' />
+                <format attr='maxwidth' value='-1' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:distribution_channel:qk:8]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk])</cols>
+        <percentages enabled='true' mode='row-in-pane' />
+      </table>
+      <simple-id uuid='{37F6A760-CAE4-4ADC-9E90-155407AFA2FA}' />
+    </worksheet>
+    <worksheet name='M - Adr'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>ADR</run>
+            <run fontsize='10'>  € - Meal Plan</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Adr' datatype='real' name='[adr]' role='measure' type='quantitative' />
+            <column-instance column='[adr]' derivation='Avg' name='[avg:adr:qk]' pivot='key' type='quantitative' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column caption='Meal' datatype='string' name='[meal]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[meal]' derivation='None' name='[none:meal:nk]' pivot='key' type='nominal' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style />
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Circle' />
+            <encodings>
+              <lod column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk]' />
+            </encodings>
+            <reference-line axis-column='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]' boxplot-mark-exclusion='false' boxplot-whisker-type='standard' enable-instant-analytics='true' formula='average' id='refline0' label-type='automatic' probability='95' scope='per-cell' symmetric='false' value-column='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]' z-order='1' />
+            <style>
+              <style-rule element='mark'>
+                <format attr='size' value='0.25' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]</rows>
+        <cols>[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]</cols>
+      </table>
+      <simple-id uuid='{C151744F-2793-4CA8-BE94-99E0904D0A40}' />
+    </worksheet>
+    <worksheet name='M - Rev'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>% of Revenue -</run>
+            <run fontsize='9'> meal plan rate</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column caption='Meal' datatype='string' name='[meal]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[meal]' derivation='None' name='[none:meal:nk]' pivot='key' type='nominal' />
+            <column-instance column='[revenue_total]' derivation='Sum' name='[pcto:sum:revenue_total:qk:2]' pivot='key' type='quantitative'>
+              <table-calc ordering-type='Pane' type='PctTotal' />
+            </column-instance>
+            <column caption='Revenue Total' datatype='real' name='[revenue_total]' role='measure' type='quantitative' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style />
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk]' />
+            </encodings>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:sum:revenue_total:qk:2]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk])</cols>
+      </table>
+      <simple-id uuid='{16EB8B48-8D45-480D-9240-392920EAD39E}' />
+    </worksheet>
+    <worksheet name='M - Rn'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>RoomNights </run>
+            <run fontsize='9'>- Meal Plan</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column caption='Meal' datatype='string' name='[meal]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[meal]' derivation='None' name='[none:meal:nk]' pivot='key' type='nominal' />
+            <column caption='Nº of Room Nights' datatype='integer' name='[rn_sum]' role='measure' type='quantitative' />
+            <column-instance column='[rn_sum]' derivation='Sum' name='[sum:rn_sum:qk]' pivot='key' type='quantitative' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk]' />
+            </encodings>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[sum:rn_sum:qk]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:meal:nk])</cols>
+      </table>
+      <simple-id uuid='{1402C7F4-8EAD-4A30-9D67-397167C91236}' />
+    </worksheet>
+    <worksheet name='On - ADR'>
+      <layout-options>
+        <title>
+          <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>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Adr' datatype='real' name='[adr]' role='measure' type='quantitative' />
+            <column-instance column='[adr]' derivation='Avg' name='[avg:adr:qk]' pivot='key' type='quantitative' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[adr]' derivation='None' name='[none:adr:qk]' pivot='key' type='quantitative' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+          </datasource-dependencies>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate' />
+          </filter>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='cell'>
+            <format attr='width' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]' value='161' />
+          </style-rule>
+          <style-rule element='header'>
+            <format attr='height-header' value='10' />
+          </style-rule>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Circle' />
+            <encodings>
+              <lod column='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]' />
+              <lod column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' />
+            </encodings>
+            <reference-line axis-column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:adr:qk]' boxplot-mark-exclusion='false' boxplot-whisker-type='standard' enable-instant-analytics='true' formula='average' id='refline0' label-type='automatic' probability='95' scope='per-cell' symmetric='false' value-column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:adr:qk]' z-order='1' />
+            <style>
+              <style-rule element='mark'>
+                <format attr='size' value='0.25' />
+                <format attr='mark-color' value='#f9a655' />
+                <format attr='mark-transparency' value='229' />
+              </style-rule>
+              <style-rule element='pane'>
+                <format attr='minwidth' value='-1' />
+                <format attr='maxwidth' value='-1' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[none:adr:qk]</rows>
+        <cols>[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]</cols>
+      </table>
+      <simple-id uuid='{AE5FD2CF-295C-43D4-AD9A-B85C8315B3B4}' />
+    </worksheet>
+    <worksheet name='On - RN'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>&quot;Active&quot; 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>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column-instance column='[rn_sum]' derivation='Avg' name='[avg:rn_sum:qk]' pivot='key' type='quantitative' />
+            <column-instance column='[distribution_channel]' derivation='CountD' name='[ctd:distribution_channel:qk]' pivot='key' type='quantitative' />
+            <column caption='Distribution Channel' datatype='string' name='[distribution_channel]' role='dimension' type='nominal' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+            <column caption='Nº of Room Nights' datatype='integer' name='[rn_sum]' role='measure' type='quantitative' />
+          </datasource-dependencies>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate' />
+          </filter>
+          <manual-sort column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' direction='ASC'>
+            <dictionary>
+              <bucket>&quot;Check-Out&quot;</bucket>
+              <bucket>&quot;Canceled&quot;</bucket>
+              <bucket>&quot;No-Show&quot;</bucket>
+            </dictionary>
+          </manual-sort>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <format attr='title' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[avg:rn_sum:qk]' scope='rows' value='Avg. Stayed RN' />
+          </style-rule>
+          <style-rule element='cell'>
+            <format attr='width' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='202' />
+          </style-rule>
+          <style-rule element='pane'>
+            <format attr='band-color' scope='rows' value='#f7f1f6' />
+          </style-rule>
+          <style-rule element='table'>
+            <format attr='band-size' scope='rows' value='1' />
+          </style-rule>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' />
+              <lod column='[federated.05shziq025f7hr107fl0s1ic9f05].[ctd:distribution_channel:qk]' />
+            </encodings>
+            <style>
+              <style-rule element='pane'>
+                <format attr='minwidth' value='-1' />
+                <format attr='maxwidth' value='-1' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[avg:rn_sum:qk]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk])</cols>
+        <percentages enabled='false' mode='pane' />
+      </table>
+      <simple-id uuid='{A673BE2C-D0AB-4866-9AAA-02874B3DF47F}' />
+    </worksheet>
+    <worksheet name='On Dist'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>% of Total Count of Distribution Channel</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Distribution Channel' datatype='string' name='[distribution_channel]' role='dimension' type='nominal' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[distribution_channel]' derivation='None' name='[none:distribution_channel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column-instance column='[distribution_channel]' derivation='Count' name='[pcto:cnt:distribution_channel:qk:8]' pivot='key' type='quantitative'>
+              <table-calc ordering-type='RowInPane' type='PctTotal' />
+            </column-instance>
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+          </datasource-dependencies>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]'>
+            <groupfilter function='except' user:ui-domain='relevant' user:ui-enumeration='exclusive' user:ui-marker='enumerate'>
+              <groupfilter function='level-members' level='[none:distribution_channel:nk]' />
+              <groupfilter function='member' level='[none:distribution_channel:nk]' member='&quot;Undefined&quot;' />
+            </groupfilter>
+          </filter>
+          <manual-sort column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]' direction='ASC'>
+            <dictionary>
+              <bucket>&quot;Corporate&quot;</bucket>
+              <bucket>&quot;Direct&quot;</bucket>
+              <bucket>&quot;TA/TO&quot;</bucket>
+              <bucket>&quot;GDS&quot;</bucket>
+            </dictionary>
+          </manual-sort>
+          <manual-sort column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]' direction='ASC'>
+            <dictionary>
+              <bucket>&quot;City Hotel&quot;</bucket>
+              <bucket>&quot;Resort Hotel&quot;</bucket>
+            </dictionary>
+          </manual-sort>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate' />
+          </filter>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <format attr='title' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:distribution_channel:qk:8]' scope='rows' value='' />
+          </style-rule>
+          <style-rule element='cell'>
+            <format attr='width' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]' value='79' />
+          </style-rule>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk]' />
+            </encodings>
+            <style>
+              <style-rule element='pane'>
+                <format attr='minwidth' value='-1' />
+                <format attr='maxwidth' value='-1' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:distribution_channel:qk:8]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:distribution_channel:nk])</cols>
+        <percentages enabled='true' mode='row-in-pane' />
+      </table>
+      <simple-id uuid='{D76A2E79-FE42-4003-BC01-B463A3529F06}' />
+    </worksheet>
+    <worksheet name='Rev - R_type'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>Total Sales € </run>
+            <run fontsize='9'>by Room Type</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reserved_room_type]' derivation='None' name='[none:reserved_room_type:nk]' pivot='key' type='nominal' />
+            <column caption='Reserved Room Type' datatype='string' name='[reserved_room_type]' role='dimension' type='nominal' />
+            <column caption='Revenue Total' datatype='real' name='[revenue_total]' role='measure' type='quantitative' />
+            <column-instance column='[revenue_total]' derivation='Sum' name='[sum:revenue_total:qk]' pivot='key' type='quantitative' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk]' />
+            </encodings>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[sum:revenue_total:qk]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk])</cols>
+      </table>
+      <simple-id uuid='{0645E93B-1FFA-47DC-9D79-AB2AAEB01DC1}' />
+    </worksheet>
+    <worksheet name='Rn - R_type'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontsize='10'>&quot;Active&quot; Room Nights</run>
+            <run fontsize='9'> by Room type</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reserved_room_type]' derivation='None' name='[none:reserved_room_type:nk]' pivot='key' type='nominal' />
+            <column-instance column='[rn_sum]' derivation='Count' name='[pcto:cnt:rn_sum:qk]' pivot='key' type='quantitative'>
+              <table-calc ordering-field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk]' ordering-type='Field' type='PctTotal' />
+            </column-instance>
+            <column caption='Reserved Room Type' datatype='string' name='[reserved_room_type]' role='dimension' type='nominal' />
+            <column caption='Nº of Room Nights' datatype='integer' name='[rn_sum]' role='measure' type='quantitative' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <format attr='title' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:rn_sum:qk]' scope='rows' value='% of Total Nº of RN' />
+          </style-rule>
+          <style-rule element='worksheet'>
+            <format attr='display-field-labels' scope='cols' value='false' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk]' />
+            </encodings>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[pcto:cnt:rn_sum:qk]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] / [federated.05shziq025f7hr107fl0s1ic9f05].[none:reserved_room_type:nk])</cols>
+      </table>
+      <simple-id uuid='{968CEA1A-9B81-4275-A867-EB7C4D8FD5EB}' />
+    </worksheet>
+    <worksheet name='T ADR'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run fontsize='10'>Total _ ADR €</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Adr' datatype='real' name='[adr]' role='measure' type='quantitative' />
+            <column caption='Arrival Date Year' datatype='integer' name='[arrival_date_year]' role='dimension' type='quantitative' />
+            <column-instance column='[adr]' derivation='Avg' name='[avg:adr:qk]' pivot='key' type='quantitative' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[arrival_date_year]' derivation='None' name='[none:arrival_date_year:qk]' pivot='key' type='quantitative' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+          </datasource-dependencies>
+          <filter class='quantitative' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]' included-values='in-range'>
+            <min>2015</min>
+            <max>2017</max>
+          </filter>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]'>
+            <groupfilter function='level-members' level='[none:hotel:nk]' user:ui-enumeration='all' user:ui-marker='enumerate' />
+          </filter>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate' />
+          </filter>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <encoding attr='space' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]' field-type='quantitative' max='2018' min='2014' range-type='fixed' scope='cols' type='space' />
+          </style-rule>
+          <style-rule element='legend-title-text'>
+            <format attr='color' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='Reservation Status'>
+              <formatted-text>
+                <run>Reservation Status</run>
+              </formatted-text>
+            </format>
+          </style-rule>
+          <style-rule element='quick-filter'>
+            <format attr='title' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='Reservation Status'>
+              <formatted-text>
+                <run fontsize='8'>Reservation Status</run>
+              </formatted-text>
+            </format>
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' />
+            </encodings>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[avg:adr:qk]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] * [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk])</cols>
+      </table>
+      <simple-id uuid='{F5AC980E-975A-43DA-A065-6C0E238FBF86}' />
+    </worksheet>
+    <worksheet name='T rev'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run fontsize='10'>Total Revenue €</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
+          <datasource-dependencies datasource='federated.05shziq025f7hr107fl0s1ic9f05'>
+            <column caption='Arrival Date Year' datatype='integer' name='[arrival_date_year]' role='dimension' type='quantitative' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[arrival_date_year]' derivation='None' name='[none:arrival_date_year:qk]' pivot='key' type='quantitative' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+            <column caption='Revenue Total' datatype='real' name='[revenue_total]' role='measure' type='quantitative' />
+            <column-instance column='[revenue_total]' derivation='Sum' name='[sum:revenue_total:qk]' pivot='key' type='quantitative' />
+          </datasource-dependencies>
+          <filter class='quantitative' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]' included-values='in-range'>
+            <min>2015</min>
+            <max>2017</max>
+          </filter>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]'>
+            <groupfilter function='level-members' level='[none:hotel:nk]' user:ui-enumeration='all' user:ui-marker='enumerate' />
+          </filter>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate' />
+          </filter>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <encoding attr='space' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]' field-type='quantitative' max='2018' min='2014' range-type='fixed' scope='cols' type='space' />
+            <encoding attr='space' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[sum:revenue_total:qk]' field-type='quantitative' max='7245071.425068439' min='-1374621.7449245038' range-type='fixed' scope='rows' type='space' />
+          </style-rule>
+          <style-rule element='legend-title-text'>
+            <format attr='color' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='Reservation Status'>
+              <formatted-text>
+                <run>Reservation Status</run>
+              </formatted-text>
+            </format>
+          </style-rule>
+          <style-rule element='quick-filter'>
+            <format attr='title' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='Reservation Status'>
+              <formatted-text>
+                <run fontsize='8'>Reservation Status</run>
+              </formatted-text>
+            </format>
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
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+            <mark class='Automatic' />
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+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' />
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+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] * [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk])</cols>
+      </table>
+      <simple-id uuid='{86678480-C416-4CDC-BD99-F7FDDF01847D}' />
+    </worksheet>
+    <worksheet name='T rn'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run fontsize='10'>Total RN</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='Sheet1 (clean_data)' name='federated.05shziq025f7hr107fl0s1ic9f05' />
+          </datasources>
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+            <column caption='Arrival Date Year' datatype='integer' name='[arrival_date_year]' role='dimension' type='quantitative' />
+            <column caption='Hotel' datatype='string' name='[hotel]' role='dimension' type='nominal' />
+            <column-instance column='[arrival_date_year]' derivation='None' name='[none:arrival_date_year:qk]' pivot='key' type='quantitative' />
+            <column-instance column='[hotel]' derivation='None' name='[none:hotel:nk]' pivot='key' type='nominal' />
+            <column-instance column='[reservation_status]' derivation='None' name='[none:reservation_status:nk]' pivot='key' type='nominal' />
+            <column caption='Reservation Status' datatype='string' name='[reservation_status]' role='dimension' type='nominal' />
+            <column caption='Nº of Room Nights' datatype='integer' name='[rn_sum]' role='measure' type='quantitative' />
+            <column-instance column='[rn_sum]' derivation='Sum' name='[sum:rn_sum:qk]' pivot='key' type='quantitative' />
+          </datasource-dependencies>
+          <filter class='quantitative' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]' included-values='in-range'>
+            <min>2015</min>
+            <max>2017</max>
+          </filter>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]'>
+            <groupfilter function='level-members' level='[none:hotel:nk]' user:ui-enumeration='all' user:ui-marker='enumerate' />
+          </filter>
+          <filter class='categorical' column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]'>
+            <groupfilter function='member' level='[none:reservation_status:nk]' member='&quot;Check-Out&quot;' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate' />
+          </filter>
+          <slices>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk]</column>
+            <column>[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]</column>
+          </slices>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <encoding attr='space' class='0' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk]' field-type='quantitative' max='2018' min='2014' range-type='fixed' scope='cols' type='space' />
+          </style-rule>
+          <style-rule element='legend-title-text'>
+            <format attr='color' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='Reservation Status'>
+              <formatted-text>
+                <run>Reservation Status</run>
+              </formatted-text>
+            </format>
+          </style-rule>
+          <style-rule element='quick-filter'>
+            <format attr='title' field='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' value='Reservation Status'>
+              <formatted-text>
+                <run fontsize='8'>Reservation Status</run>
+              </formatted-text>
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+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <encodings>
+              <color column='[federated.05shziq025f7hr107fl0s1ic9f05].[none:reservation_status:nk]' />
+            </encodings>
+          </pane>
+        </panes>
+        <rows>[federated.05shziq025f7hr107fl0s1ic9f05].[sum:rn_sum:qk]</rows>
+        <cols>([federated.05shziq025f7hr107fl0s1ic9f05].[none:hotel:nk] * [federated.05shziq025f7hr107fl0s1ic9f05].[none:arrival_date_year:qk])</cols>
+      </table>
+      <simple-id uuid='{5EDD1C21-13DA-40CB-A615-022BD6ED7849}' />
+    </worksheet>
+  </worksheets>
+  <dashboards>
+    <dashboard enable-sort-zone-taborder='true' name='All Rn - Dash'>
+      <style>
+        <style-rule element='table'>
+          <format attr='background-color' value='#d8d8a227' />
+        </style-rule>
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+      <size maxheight='860' maxwidth='650' minheight='560' minwidth='420' />
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+                    <layout-cache minheight='185' type-h='scalable' type-w='cell' />
+                    <zone-style>
+                      <format attr='border-color' value='#000000' />
+                      <format attr='border-style' value='none' />
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+                      <format attr='margin' value='4' />
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+                        <format attr='border-style' value='none' />
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+                    <format attr='margin' value='4' />
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+            <format attr='border-style' value='none' />
+            <format attr='border-width' value='0' />
+            <format attr='margin' value='8' />
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+        </zone>
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+        <devicelayout auto-generated='true' name='Phone'>
+          <size maxheight='800' minheight='800' sizing-mode='vscroll' />
+          <zones>
+            <zone h='100000' id='53' type-v2='layout-basic' w='100000' x='0' y='0'>
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+                    <format attr='border-color' value='#000000' />
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+                    <format attr='border-color' value='#000000' />
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+                  <layout-cache fixed-size-w='617' minheight='185' type-h='scalable' type-w='fixed' />
+                  <zone-style>
+                    <format attr='border-color' value='#000000' />
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+      </devicelayouts>
+      <simple-id uuid='{0774F3A1-33D1-4878-823F-84E77DD0A1C2}' />
+    </dashboard>
+    <dashboard enable-sort-zone-taborder='true' name='Ative Rn - Dash'>
+      <style>
+        <style-rule element='table'>
+          <format attr='background-color' value='#d8d8a227' />
+        </style-rule>
+        <style-rule element='dash-title'>
+          <format attr='color' value='#72b966' />
+        </style-rule>
+      </style>
+      <size maxheight='860' maxwidth='650' minheight='560' minwidth='420' />
+      <zones>
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+                      <layout-cache cell-count-w='2' minheight='185' non-cell-size-w='51' type-h='scalable' type-w='cell' />
+                      <zone-style>
+                        <format attr='border-color' value='#000000' />
+                        <format attr='border-style' value='none' />
+                        <format attr='border-width' value='0' />
+                        <format attr='margin' value='4' />
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+                    <format attr='border-style' value='none' />
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+                    <layout-cache cell-count-w='7' minheight='185' non-cell-size-w='49' type-h='scalable' type-w='cell' />
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+            <format attr='margin' value='8' />
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+      <simple-id uuid='{AF1C832D-3481-4A12-B0CC-DE76D5F14A56}' />
+    </dashboard>
+    <dashboard enable-sort-zone-taborder='true' name='Meal Plan'>
+      <style>
+        <style-rule element='table'>
+          <format attr='background-color' value='#d8d8a227' />
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+        <style-rule element='dash-title'>
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diff --git a/Work_READ_ME_file.pdf b/Work_READ_ME_file.pdf
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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": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hotel</th>\n",
+       "      <th>is_canceled</th>\n",
+       "      <th>lead_time</th>\n",
+       "      <th>arrival_date_year</th>\n",
+       "      <th>arrival_date_month</th>\n",
+       "      <th>arrival_date_week_number</th>\n",
+       "      <th>arrival_date_day_of_month</th>\n",
+       "      <th>stays_in_weekend_nights</th>\n",
+       "      <th>stays_in_week_nights</th>\n",
+       "      <th>adults</th>\n",
+       "      <th>children</th>\n",
+       "      <th>babies</th>\n",
+       "      <th>meal</th>\n",
+       "      <th>market_segment</th>\n",
+       "      <th>distribution_channel</th>\n",
+       "      <th>is_repeated_guest</th>\n",
+       "      <th>previous_cancellations</th>\n",
+       "      <th>previous_bookings_not_canceled</th>\n",
+       "      <th>reserved_room_type</th>\n",
+       "      <th>assigned_room_type</th>\n",
+       "      <th>booking_changes</th>\n",
+       "      <th>deposit_type</th>\n",
+       "      <th>days_in_waiting_list</th>\n",
+       "      <th>customer_type</th>\n",
+       "      <th>adr</th>\n",
+       "      <th>required_car_parking_spaces</th>\n",
+       "      <th>total_of_special_requests</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th>reservation_status_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>342</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>3</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>737</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>4</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A</td>\n",
+       "      <td>C</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
+       "0  Resort Hotel            0        342               2015               July   \n",
+       "1  Resort Hotel            0        737               2015               July   \n",
+       "2  Resort Hotel            0          7               2015               July   \n",
+       "\n",
+       "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
+       "0                        27                          1   \n",
+       "1                        27                          1   \n",
+       "2                        27                          1   \n",
+       "\n",
+       "   stays_in_weekend_nights  stays_in_week_nights  adults  children  babies  \\\n",
+       "0                        0                     0       2       0.0       0   \n",
+       "1                        0                     0       2       0.0       0   \n",
+       "2                        0                     1       1       0.0       0   \n",
+       "\n",
+       "  meal market_segment distribution_channel  is_repeated_guest  \\\n",
+       "0   BB         Direct               Direct                  0   \n",
+       "1   BB         Direct               Direct                  0   \n",
+       "2   BB         Direct               Direct                  0   \n",
+       "\n",
+       "   previous_cancellations  previous_bookings_not_canceled reserved_room_type  \\\n",
+       "0                       0                               0                  C   \n",
+       "1                       0                               0                  C   \n",
+       "2                       0                               0                  A   \n",
+       "\n",
+       "  assigned_room_type  booking_changes deposit_type  days_in_waiting_list  \\\n",
+       "0                  C                3   No Deposit                     0   \n",
+       "1                  C                4   No Deposit                     0   \n",
+       "2                  C                0   No Deposit                     0   \n",
+       "\n",
+       "  customer_type   adr  required_car_parking_spaces  total_of_special_requests  \\\n",
+       "0     Transient   0.0                            0                          0   \n",
+       "1     Transient   0.0                            0                          0   \n",
+       "2     Transient  75.0                            0                          0   \n",
+       "\n",
+       "  reservation_status reservation_status_date  \n",
+       "0          Check-Out              2015-07-01  \n",
+       "1          Check-Out              2015-07-01  \n",
+       "2          Check-Out              2015-07-02  "
+      ]
+     },
+     "execution_count": 104,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df = df.drop(columns=[\"company\"])\n",
+    "df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 105,
+   "id": "23a71973-3e15-4ef2-ae48-bdfb6b925473",
+   "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",
+       "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",
+       "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": 105,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 106,
+   "id": "2ab4e892-f89a-46d1-bf66-395e35d6f27c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.0"
+      ]
+     },
+     "execution_count": 106,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['children'].median()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 107,
+   "id": "6e889d1a-b2be-4705-86ce-f31b5cae7ac4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0.10388990333874994"
+      ]
+     },
+     "execution_count": 107,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['children'].mean()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 108,
+   "id": "e30c1a5e-d8c4-46f0-a6e0-e3448bb6c8bb",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df[\"children\"] = df[\"children\"].fillna(df[\"children\"].median()) # refilled the 4 children Rows with the median"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 109,
+   "id": "0339a836-eda3-4f7b-83d2-a422833d94ce",
+   "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",
+       "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",
+       "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": 109,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.isna().sum()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 110,
+   "id": "ac46391f-7c55-47ae-9f88-34e29e5125c7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hotel</th>\n",
+       "      <th>is_canceled</th>\n",
+       "      <th>lead_time</th>\n",
+       "      <th>arrival_date_year</th>\n",
+       "      <th>arrival_date_month</th>\n",
+       "      <th>arrival_date_week_number</th>\n",
+       "      <th>arrival_date_day_of_month</th>\n",
+       "      <th>stays_in_weekend_nights</th>\n",
+       "      <th>stays_in_week_nights</th>\n",
+       "      <th>adults</th>\n",
+       "      <th>children</th>\n",
+       "      <th>babies</th>\n",
+       "      <th>meal</th>\n",
+       "      <th>market_segment</th>\n",
+       "      <th>distribution_channel</th>\n",
+       "      <th>is_repeated_guest</th>\n",
+       "      <th>previous_cancellations</th>\n",
+       "      <th>previous_bookings_not_canceled</th>\n",
+       "      <th>reserved_room_type</th>\n",
+       "      <th>assigned_room_type</th>\n",
+       "      <th>booking_changes</th>\n",
+       "      <th>deposit_type</th>\n",
+       "      <th>days_in_waiting_list</th>\n",
+       "      <th>customer_type</th>\n",
+       "      <th>adr</th>\n",
+       "      <th>required_car_parking_spaces</th>\n",
+       "      <th>total_of_special_requests</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th>reservation_status_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>342</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>3</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>737</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>4</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A</td>\n",
+       "      <td>C</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
+       "0  Resort Hotel            0        342               2015               July   \n",
+       "1  Resort Hotel            0        737               2015               July   \n",
+       "2  Resort Hotel            0          7               2015               July   \n",
+       "\n",
+       "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
+       "0                        27                          1   \n",
+       "1                        27                          1   \n",
+       "2                        27                          1   \n",
+       "\n",
+       "   stays_in_weekend_nights  stays_in_week_nights  adults  children  babies  \\\n",
+       "0                        0                     0       2       0.0       0   \n",
+       "1                        0                     0       2       0.0       0   \n",
+       "2                        0                     1       1       0.0       0   \n",
+       "\n",
+       "  meal market_segment distribution_channel  is_repeated_guest  \\\n",
+       "0   BB         Direct               Direct                  0   \n",
+       "1   BB         Direct               Direct                  0   \n",
+       "2   BB         Direct               Direct                  0   \n",
+       "\n",
+       "   previous_cancellations  previous_bookings_not_canceled reserved_room_type  \\\n",
+       "0                       0                               0                  C   \n",
+       "1                       0                               0                  C   \n",
+       "2                       0                               0                  A   \n",
+       "\n",
+       "  assigned_room_type  booking_changes deposit_type  days_in_waiting_list  \\\n",
+       "0                  C                3   No Deposit                     0   \n",
+       "1                  C                4   No Deposit                     0   \n",
+       "2                  C                0   No Deposit                     0   \n",
+       "\n",
+       "  customer_type   adr  required_car_parking_spaces  total_of_special_requests  \\\n",
+       "0     Transient   0.0                            0                          0   \n",
+       "1     Transient   0.0                            0                          0   \n",
+       "2     Transient  75.0                            0                          0   \n",
+       "\n",
+       "  reservation_status reservation_status_date  \n",
+       "0          Check-Out              2015-07-01  \n",
+       "1          Check-Out              2015-07-01  \n",
+       "2          Check-Out              2015-07-02  "
+      ]
+     },
+     "execution_count": 110,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 111,
+   "id": "187898c1-9eb9-4e33-b2ff-6e219ae51351",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "      <th>min</th>\n",
+       "      <th>25%</th>\n",
+       "      <th>50%</th>\n",
+       "      <th>75%</th>\n",
+       "      <th>max</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>is_canceled</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.370416</td>\n",
+       "      <td>0.482918</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>lead_time</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>104.011416</td>\n",
+       "      <td>106.863097</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>18.00</td>\n",
+       "      <td>69.000</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>737.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>arrival_date_year</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>2016.156554</td>\n",
+       "      <td>0.707476</td>\n",
+       "      <td>2015.00</td>\n",
+       "      <td>2016.00</td>\n",
+       "      <td>2016.000</td>\n",
+       "      <td>2017.0</td>\n",
+       "      <td>2017.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>arrival_date_week_number</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>27.165173</td>\n",
+       "      <td>13.605138</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>16.00</td>\n",
+       "      <td>28.000</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>53.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>arrival_date_day_of_month</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>15.798241</td>\n",
+       "      <td>8.780829</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>8.00</td>\n",
+       "      <td>16.000</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>31.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>stays_in_weekend_nights</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.927599</td>\n",
+       "      <td>0.998613</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>19.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>stays_in_week_nights</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>2.500302</td>\n",
+       "      <td>1.908286</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>1.00</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>50.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>adults</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>1.856403</td>\n",
+       "      <td>0.579261</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>2.00</td>\n",
+       "      <td>2.000</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>55.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>children</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.103886</td>\n",
+       "      <td>0.398555</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>babies</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.007949</td>\n",
+       "      <td>0.097436</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>10.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>is_repeated_guest</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.031912</td>\n",
+       "      <td>0.175767</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>1.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>previous_cancellations</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.087118</td>\n",
+       "      <td>0.844336</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>26.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>previous_bookings_not_canceled</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.137097</td>\n",
+       "      <td>1.497437</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>72.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>booking_changes</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.221124</td>\n",
+       "      <td>0.652306</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>21.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>days_in_waiting_list</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>2.321149</td>\n",
+       "      <td>17.594721</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>391.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>adr</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>101.831122</td>\n",
+       "      <td>50.535790</td>\n",
+       "      <td>-6.38</td>\n",
+       "      <td>69.29</td>\n",
+       "      <td>94.575</td>\n",
+       "      <td>126.0</td>\n",
+       "      <td>5400.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>required_car_parking_spaces</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.062518</td>\n",
+       "      <td>0.245291</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>total_of_special_requests</th>\n",
+       "      <td>119390.0</td>\n",
+       "      <td>0.571363</td>\n",
+       "      <td>0.792798</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.00</td>\n",
+       "      <td>0.000</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                   count         mean         std      min  \\\n",
+       "is_canceled                     119390.0     0.370416    0.482918     0.00   \n",
+       "lead_time                       119390.0   104.011416  106.863097     0.00   \n",
+       "arrival_date_year               119390.0  2016.156554    0.707476  2015.00   \n",
+       "arrival_date_week_number        119390.0    27.165173   13.605138     1.00   \n",
+       "arrival_date_day_of_month       119390.0    15.798241    8.780829     1.00   \n",
+       "stays_in_weekend_nights         119390.0     0.927599    0.998613     0.00   \n",
+       "stays_in_week_nights            119390.0     2.500302    1.908286     0.00   \n",
+       "adults                          119390.0     1.856403    0.579261     0.00   \n",
+       "children                        119390.0     0.103886    0.398555     0.00   \n",
+       "babies                          119390.0     0.007949    0.097436     0.00   \n",
+       "is_repeated_guest               119390.0     0.031912    0.175767     0.00   \n",
+       "previous_cancellations          119390.0     0.087118    0.844336     0.00   \n",
+       "previous_bookings_not_canceled  119390.0     0.137097    1.497437     0.00   \n",
+       "booking_changes                 119390.0     0.221124    0.652306     0.00   \n",
+       "days_in_waiting_list            119390.0     2.321149   17.594721     0.00   \n",
+       "adr                             119390.0   101.831122   50.535790    -6.38   \n",
+       "required_car_parking_spaces     119390.0     0.062518    0.245291     0.00   \n",
+       "total_of_special_requests       119390.0     0.571363    0.792798     0.00   \n",
+       "\n",
+       "                                    25%       50%     75%     max  \n",
+       "is_canceled                        0.00     0.000     1.0     1.0  \n",
+       "lead_time                         18.00    69.000   160.0   737.0  \n",
+       "arrival_date_year               2016.00  2016.000  2017.0  2017.0  \n",
+       "arrival_date_week_number          16.00    28.000    38.0    53.0  \n",
+       "arrival_date_day_of_month          8.00    16.000    23.0    31.0  \n",
+       "stays_in_weekend_nights            0.00     1.000     2.0    19.0  \n",
+       "stays_in_week_nights               1.00     2.000     3.0    50.0  \n",
+       "adults                             2.00     2.000     2.0    55.0  \n",
+       "children                           0.00     0.000     0.0    10.0  \n",
+       "babies                             0.00     0.000     0.0    10.0  \n",
+       "is_repeated_guest                  0.00     0.000     0.0     1.0  \n",
+       "previous_cancellations             0.00     0.000     0.0    26.0  \n",
+       "previous_bookings_not_canceled     0.00     0.000     0.0    72.0  \n",
+       "booking_changes                    0.00     0.000     0.0    21.0  \n",
+       "days_in_waiting_list               0.00     0.000     0.0   391.0  \n",
+       "adr                               69.29    94.575   126.0  5400.0  \n",
+       "required_car_parking_spaces        0.00     0.000     0.0     8.0  \n",
+       "total_of_special_requests          0.00     0.000     1.0     5.0  "
+      ]
+     },
+     "execution_count": 111,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.describe().T"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 112,
+   "id": "4b1be270-f77f-4665-975e-6c7b971612e7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "(119390, 29)"
+      ]
+     },
+     "execution_count": 112,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.shape"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 113,
+   "id": "ca13a2f3-c478-47c0-95be-1037c40a816c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "hotel                              object\n",
+       "is_canceled                         int64\n",
+       "lead_time                           int64\n",
+       "arrival_date_year                   int64\n",
+       "arrival_date_month                 object\n",
+       "arrival_date_week_number            int64\n",
+       "arrival_date_day_of_month           int64\n",
+       "stays_in_weekend_nights             int64\n",
+       "stays_in_week_nights                int64\n",
+       "adults                              int64\n",
+       "children                          float64\n",
+       "babies                              int64\n",
+       "meal                               object\n",
+       "market_segment                     object\n",
+       "distribution_channel               object\n",
+       "is_repeated_guest                   int64\n",
+       "previous_cancellations              int64\n",
+       "previous_bookings_not_canceled      int64\n",
+       "reserved_room_type                 object\n",
+       "assigned_room_type                 object\n",
+       "booking_changes                     int64\n",
+       "deposit_type                       object\n",
+       "days_in_waiting_list                int64\n",
+       "customer_type                      object\n",
+       "adr                               float64\n",
+       "required_car_parking_spaces         int64\n",
+       "total_of_special_requests           int64\n",
+       "reservation_status                 object\n",
+       "reservation_status_date            object\n",
+       "dtype: object"
+      ]
+     },
+     "execution_count": 113,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.dtypes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 114,
+   "id": "947268da-dfd3-49e3-89c9-485fc51926ed",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0    0\n",
+       "1    0\n",
+       "2    1\n",
+       "Name: stays_in_week_nights, dtype: int64"
+      ]
+     },
+     "execution_count": 114,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.stays_in_week_nights.head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 115,
+   "id": "fad1bc87-4c98-4af2-806b-a0df65f7ed32",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0         0\n",
+       "1         0\n",
+       "2         1\n",
+       "3         1\n",
+       "4         2\n",
+       "         ..\n",
+       "119385    7\n",
+       "119386    7\n",
+       "119387    7\n",
+       "119388    7\n",
+       "119389    9\n",
+       "Name: rn_sum, Length: 119390, dtype: int64"
+      ]
+     },
+     "execution_count": 115,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['rn_sum'] =df['stays_in_weekend_nights'] + df['stays_in_week_nights']\n",
+    "df.rn_sum # New KPI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 116,
+   "id": "1e5799e7-5190-4270-a540-891a3c4a9b99",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hotel</th>\n",
+       "      <th>is_canceled</th>\n",
+       "      <th>lead_time</th>\n",
+       "      <th>arrival_date_year</th>\n",
+       "      <th>arrival_date_month</th>\n",
+       "      <th>arrival_date_week_number</th>\n",
+       "      <th>arrival_date_day_of_month</th>\n",
+       "      <th>stays_in_weekend_nights</th>\n",
+       "      <th>stays_in_week_nights</th>\n",
+       "      <th>adults</th>\n",
+       "      <th>children</th>\n",
+       "      <th>babies</th>\n",
+       "      <th>meal</th>\n",
+       "      <th>market_segment</th>\n",
+       "      <th>distribution_channel</th>\n",
+       "      <th>is_repeated_guest</th>\n",
+       "      <th>previous_cancellations</th>\n",
+       "      <th>previous_bookings_not_canceled</th>\n",
+       "      <th>reserved_room_type</th>\n",
+       "      <th>assigned_room_type</th>\n",
+       "      <th>booking_changes</th>\n",
+       "      <th>deposit_type</th>\n",
+       "      <th>days_in_waiting_list</th>\n",
+       "      <th>customer_type</th>\n",
+       "      <th>adr</th>\n",
+       "      <th>required_car_parking_spaces</th>\n",
+       "      <th>total_of_special_requests</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th>reservation_status_date</th>\n",
+       "      <th>rn_sum</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>342</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>3</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>737</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>4</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "      <td>0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A</td>\n",
+       "      <td>C</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-02</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>75.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-02</td>\n",
+       "      <td>1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Online TA</td>\n",
+       "      <td>TA/TO</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>0</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-03</td>\n",
+       "      <td>2</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
+       "0  Resort Hotel            0        342               2015               July   \n",
+       "1  Resort Hotel            0        737               2015               July   \n",
+       "2  Resort Hotel            0          7               2015               July   \n",
+       "3  Resort Hotel            0         13               2015               July   \n",
+       "4  Resort Hotel            0         14               2015               July   \n",
+       "\n",
+       "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
+       "0                        27                          1   \n",
+       "1                        27                          1   \n",
+       "2                        27                          1   \n",
+       "3                        27                          1   \n",
+       "4                        27                          1   \n",
+       "\n",
+       "   stays_in_weekend_nights  stays_in_week_nights  adults  children  babies  \\\n",
+       "0                        0                     0       2       0.0       0   \n",
+       "1                        0                     0       2       0.0       0   \n",
+       "2                        0                     1       1       0.0       0   \n",
+       "3                        0                     1       1       0.0       0   \n",
+       "4                        0                     2       2       0.0       0   \n",
+       "\n",
+       "  meal market_segment distribution_channel  is_repeated_guest  \\\n",
+       "0   BB         Direct               Direct                  0   \n",
+       "1   BB         Direct               Direct                  0   \n",
+       "2   BB         Direct               Direct                  0   \n",
+       "3   BB      Corporate            Corporate                  0   \n",
+       "4   BB      Online TA                TA/TO                  0   \n",
+       "\n",
+       "   previous_cancellations  previous_bookings_not_canceled reserved_room_type  \\\n",
+       "0                       0                               0                  C   \n",
+       "1                       0                               0                  C   \n",
+       "2                       0                               0                  A   \n",
+       "3                       0                               0                  A   \n",
+       "4                       0                               0                  A   \n",
+       "\n",
+       "  assigned_room_type  booking_changes deposit_type  days_in_waiting_list  \\\n",
+       "0                  C                3   No Deposit                     0   \n",
+       "1                  C                4   No Deposit                     0   \n",
+       "2                  C                0   No Deposit                     0   \n",
+       "3                  A                0   No Deposit                     0   \n",
+       "4                  A                0   No Deposit                     0   \n",
+       "\n",
+       "  customer_type   adr  required_car_parking_spaces  total_of_special_requests  \\\n",
+       "0     Transient   0.0                            0                          0   \n",
+       "1     Transient   0.0                            0                          0   \n",
+       "2     Transient  75.0                            0                          0   \n",
+       "3     Transient  75.0                            0                          0   \n",
+       "4     Transient  98.0                            0                          1   \n",
+       "\n",
+       "  reservation_status reservation_status_date  rn_sum  \n",
+       "0          Check-Out              2015-07-01       0  \n",
+       "1          Check-Out              2015-07-01       0  \n",
+       "2          Check-Out              2015-07-02       1  \n",
+       "3          Check-Out              2015-07-02       1  \n",
+       "4          Check-Out              2015-07-03       2  "
+      ]
+     },
+     "execution_count": 116,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 117,
+   "id": "69ccee3b-0381-427b-840c-f63fe5566271",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0            0.00\n",
+       "1            0.00\n",
+       "2           75.00\n",
+       "3           75.00\n",
+       "4          196.00\n",
+       "           ...   \n",
+       "119385     672.98\n",
+       "119386    1578.01\n",
+       "119387    1103.97\n",
+       "119388     730.80\n",
+       "119389    1360.80\n",
+       "Name: revenue_total, Length: 119390, dtype: float64"
+      ]
+     },
+     "execution_count": 117,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df['revenue_total'] =df['rn_sum'] * df['adr']\n",
+    "df.revenue_total # New KPI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 118,
+   "id": "5873b4e3-2710-4702-b751-0529bd43b0f4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['hotel', 'is_canceled', 'lead_time', 'arrival_date_year',\n",
+       "       'arrival_date_month', 'arrival_date_week_number',\n",
+       "       'arrival_date_day_of_month', 'stays_in_weekend_nights',\n",
+       "       'stays_in_week_nights', 'adults', 'children', 'babies', 'meal',\n",
+       "       'market_segment', 'distribution_channel', 'is_repeated_guest',\n",
+       "       'previous_cancellations', 'previous_bookings_not_canceled',\n",
+       "       'reserved_room_type', 'assigned_room_type', 'booking_changes',\n",
+       "       'deposit_type', 'days_in_waiting_list', 'customer_type', 'adr',\n",
+       "       'required_car_parking_spaces', 'total_of_special_requests',\n",
+       "       'reservation_status', 'reservation_status_date', 'rn_sum',\n",
+       "       'revenue_total'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 118,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 119,
+   "id": "6dfb2108-15e3-4926-9032-744ab7938a6d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df1 = df.copy()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 120,
+   "id": "35b6cbca-f8b3-4ad1-b0fe-7e5f15014c65",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "num = df1.select_dtypes(include=\"number\")\n",
+    "cat = df1.select_dtypes(exclude=\"number\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 121,
+   "id": "90efafcf-8b99-4724-a491-8fffceee67cc",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hotel</th>\n",
+       "      <th>arrival_date_month</th>\n",
+       "      <th>meal</th>\n",
+       "      <th>market_segment</th>\n",
+       "      <th>distribution_channel</th>\n",
+       "      <th>reserved_room_type</th>\n",
+       "      <th>assigned_room_type</th>\n",
+       "      <th>deposit_type</th>\n",
+       "      <th>customer_type</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th>reservation_status_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>July</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>July</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>July</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>A</td>\n",
+       "      <td>C</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>July</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>Corporate</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>July</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Online TA</td>\n",
+       "      <td>TA/TO</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119385</th>\n",
+       "      <td>City Hotel</td>\n",
+       "      <td>August</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Offline TA/TO</td>\n",
+       "      <td>TA/TO</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2017-09-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119386</th>\n",
+       "      <td>City Hotel</td>\n",
+       "      <td>August</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Online TA</td>\n",
+       "      <td>TA/TO</td>\n",
+       "      <td>E</td>\n",
+       "      <td>E</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2017-09-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119387</th>\n",
+       "      <td>City Hotel</td>\n",
+       "      <td>August</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Online TA</td>\n",
+       "      <td>TA/TO</td>\n",
+       "      <td>D</td>\n",
+       "      <td>D</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2017-09-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119388</th>\n",
+       "      <td>City Hotel</td>\n",
+       "      <td>August</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Online TA</td>\n",
+       "      <td>TA/TO</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2017-09-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>119389</th>\n",
+       "      <td>City Hotel</td>\n",
+       "      <td>August</td>\n",
+       "      <td>HB</td>\n",
+       "      <td>Online TA</td>\n",
+       "      <td>TA/TO</td>\n",
+       "      <td>A</td>\n",
+       "      <td>A</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2017-09-07</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>119390 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               hotel arrival_date_month meal market_segment  \\\n",
+       "0       Resort Hotel               July   BB         Direct   \n",
+       "1       Resort Hotel               July   BB         Direct   \n",
+       "2       Resort Hotel               July   BB         Direct   \n",
+       "3       Resort Hotel               July   BB      Corporate   \n",
+       "4       Resort Hotel               July   BB      Online TA   \n",
+       "...              ...                ...  ...            ...   \n",
+       "119385    City Hotel             August   BB  Offline TA/TO   \n",
+       "119386    City Hotel             August   BB      Online TA   \n",
+       "119387    City Hotel             August   BB      Online TA   \n",
+       "119388    City Hotel             August   BB      Online TA   \n",
+       "119389    City Hotel             August   HB      Online TA   \n",
+       "\n",
+       "       distribution_channel reserved_room_type assigned_room_type  \\\n",
+       "0                    Direct                  C                  C   \n",
+       "1                    Direct                  C                  C   \n",
+       "2                    Direct                  A                  C   \n",
+       "3                 Corporate                  A                  A   \n",
+       "4                     TA/TO                  A                  A   \n",
+       "...                     ...                ...                ...   \n",
+       "119385                TA/TO                  A                  A   \n",
+       "119386                TA/TO                  E                  E   \n",
+       "119387                TA/TO                  D                  D   \n",
+       "119388                TA/TO                  A                  A   \n",
+       "119389                TA/TO                  A                  A   \n",
+       "\n",
+       "       deposit_type customer_type reservation_status reservation_status_date  \n",
+       "0        No Deposit     Transient          Check-Out              2015-07-01  \n",
+       "1        No Deposit     Transient          Check-Out              2015-07-01  \n",
+       "2        No Deposit     Transient          Check-Out              2015-07-02  \n",
+       "3        No Deposit     Transient          Check-Out              2015-07-02  \n",
+       "4        No Deposit     Transient          Check-Out              2015-07-03  \n",
+       "...             ...           ...                ...                     ...  \n",
+       "119385   No Deposit     Transient          Check-Out              2017-09-06  \n",
+       "119386   No Deposit     Transient          Check-Out              2017-09-07  \n",
+       "119387   No Deposit     Transient          Check-Out              2017-09-07  \n",
+       "119388   No Deposit     Transient          Check-Out              2017-09-07  \n",
+       "119389   No Deposit     Transient          Check-Out              2017-09-07  \n",
+       "\n",
+       "[119390 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 121,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 122,
+   "id": "a21d6989-cba3-41df-9446-3c820ff98ef4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hotel</th>\n",
+       "      <th>arrival_date_month</th>\n",
+       "      <th>meal</th>\n",
+       "      <th>market_segment</th>\n",
+       "      <th>distribution_channel</th>\n",
+       "      <th>reserved_room_type</th>\n",
+       "      <th>assigned_room_type</th>\n",
+       "      <th>deposit_type</th>\n",
+       "      <th>customer_type</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th>reservation_status_date</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>July</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>July</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          hotel arrival_date_month meal market_segment distribution_channel  \\\n",
+       "0  Resort Hotel               July   BB         Direct               Direct   \n",
+       "1  Resort Hotel               July   BB         Direct               Direct   \n",
+       "\n",
+       "  reserved_room_type assigned_room_type deposit_type customer_type  \\\n",
+       "0                  C                  C   No Deposit     Transient   \n",
+       "1                  C                  C   No Deposit     Transient   \n",
+       "\n",
+       "  reservation_status reservation_status_date  \n",
+       "0          Check-Out              2015-07-01  \n",
+       "1          Check-Out              2015-07-01  "
+      ]
+     },
+     "execution_count": 122,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "cat.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 123,
+   "id": "17107090-bc8d-495f-a89a-4764bc53635b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frequency_table_dist = cat.market_segment.value_counts() # Hotel distribuition\n",
+    "proportion_table_dist = cat.market_segment.value_counts(normalize=True).round(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 124,
+   "id": "813ed6d4-5c35-4497-8646-e19e3a090b23",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>absolute_frequency</th>\n",
+       "      <th>relative_frequency</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>market_segment</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Online TA</th>\n",
+       "      <td>5647700</td>\n",
+       "      <td>47.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Offline TA/TO</th>\n",
+       "      <td>2421900</td>\n",
+       "      <td>20.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Groups</th>\n",
+       "      <td>1981100</td>\n",
+       "      <td>17.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Direct</th>\n",
+       "      <td>1260600</td>\n",
+       "      <td>11.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Corporate</th>\n",
+       "      <td>529500</td>\n",
+       "      <td>4.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Complementary</th>\n",
+       "      <td>74300</td>\n",
+       "      <td>1.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Aviation</th>\n",
+       "      <td>23700</td>\n",
+       "      <td>0.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Undefined</th>\n",
+       "      <td>200</td>\n",
+       "      <td>0.0%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                absolute_frequency relative_frequency\n",
+       "market_segment                                       \n",
+       "Online TA                  5647700              47.0%\n",
+       "Offline TA/TO              2421900              20.0%\n",
+       "Groups                     1981100              17.0%\n",
+       "Direct                     1260600              11.0%\n",
+       "Corporate                   529500               4.0%\n",
+       "Complementary                74300               1.0%\n",
+       "Aviation                     23700               0.0%\n",
+       "Undefined                      200               0.0%"
+      ]
+     },
+     "execution_count": 124,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_dist = (pd.concat([frequency_table_dist, proportion_table_dist], axis=1)*100)\n",
+    "df_dist.columns = ['absolute_frequency', 'relative_frequency']\n",
+    "df_dist['relative_frequency'] = df_dist['relative_frequency'].astype(str) + '%'\n",
+    "df_dist"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 125,
+   "id": "929b6247-65d4-476c-ac05-b895b950d9a9",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>col_0</th>\n",
+       "      <th>count</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>43017</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>75166</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>1207</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "col_0               count\n",
+       "reservation_status       \n",
+       "Canceled            43017\n",
+       "Check-Out           75166\n",
+       "No-Show              1207"
+      ]
+     },
+     "execution_count": 125,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.crosstab(index=cat.reservation_status,\n",
+    "           columns='count')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 126,
+   "id": "540d388a-d997-4a4c-a47e-6aabea0d5f2c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th>hotel</th>\n",
+       "      <th>City Hotel</th>\n",
+       "      <th>Resort Hotel</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>32186</td>\n",
+       "      <td>10831</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>46228</td>\n",
+       "      <td>28938</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>916</td>\n",
+       "      <td>291</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "hotel               City Hotel  Resort Hotel\n",
+       "reservation_status                          \n",
+       "Canceled                 32186         10831\n",
+       "Check-Out                46228         28938\n",
+       "No-Show                    916           291"
+      ]
+     },
+     "execution_count": 126,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "crosstab_result_resv = pd.crosstab(index=cat.reservation_status, columns=cat.hotel)\n",
+    "crosstab_result_resv "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 127,
+   "id": "f1c3a651-d76f-4465-9324-b3bcc7447056",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "frequency_table_resv = cat.reservation_status.value_counts() # counting the different Reservation Status\n",
+    "proportion_table_resv = cat.reservation_status.value_counts(normalize=True).round(2) # converting the countings in the proportional part"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5eba114c-7920-4f6f-8899-d9e0ea7acd2d",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 128,
+   "id": "3fda43a7-a4c4-4a8f-94c6-4f487aa420b4",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>absolute_frequency</th>\n",
+       "      <th>relative_frequency</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>7516600</td>\n",
+       "      <td>63.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>4301700</td>\n",
+       "      <td>36.0%</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>120700</td>\n",
+       "      <td>1.0%</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                    absolute_frequency relative_frequency\n",
+       "reservation_status                                       \n",
+       "Check-Out                      7516600              63.0%\n",
+       "Canceled                       4301700              36.0%\n",
+       "No-Show                         120700               1.0%"
+      ]
+     },
+     "execution_count": 128,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resv = pd.concat([frequency_table_resv, proportion_table_resv], axis=1)*100 # convert to percentage\n",
+    "df_resv.columns = ['absolute_frequency', 'relative_frequency']\n",
+    "df_resv['relative_frequency'] = df_resv['relative_frequency'].apply(lambda x: f\"{x}%\")  #appling % \n",
+    "df_resv"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 129,
+   "id": "35569567-e452-4c3e-9892-29b77c1a5bfd",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>hotel</th>\n",
+       "      <th>is_canceled</th>\n",
+       "      <th>lead_time</th>\n",
+       "      <th>arrival_date_year</th>\n",
+       "      <th>arrival_date_month</th>\n",
+       "      <th>arrival_date_week_number</th>\n",
+       "      <th>arrival_date_day_of_month</th>\n",
+       "      <th>stays_in_weekend_nights</th>\n",
+       "      <th>stays_in_week_nights</th>\n",
+       "      <th>adults</th>\n",
+       "      <th>children</th>\n",
+       "      <th>babies</th>\n",
+       "      <th>meal</th>\n",
+       "      <th>market_segment</th>\n",
+       "      <th>distribution_channel</th>\n",
+       "      <th>is_repeated_guest</th>\n",
+       "      <th>previous_cancellations</th>\n",
+       "      <th>previous_bookings_not_canceled</th>\n",
+       "      <th>reserved_room_type</th>\n",
+       "      <th>assigned_room_type</th>\n",
+       "      <th>booking_changes</th>\n",
+       "      <th>deposit_type</th>\n",
+       "      <th>days_in_waiting_list</th>\n",
+       "      <th>customer_type</th>\n",
+       "      <th>adr</th>\n",
+       "      <th>required_car_parking_spaces</th>\n",
+       "      <th>total_of_special_requests</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th>reservation_status_date</th>\n",
+       "      <th>rn_sum</th>\n",
+       "      <th>revenue_total</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>342</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>3</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>Resort Hotel</td>\n",
+       "      <td>0</td>\n",
+       "      <td>737</td>\n",
+       "      <td>2015</td>\n",
+       "      <td>July</td>\n",
+       "      <td>27</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>BB</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>Direct</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>C</td>\n",
+       "      <td>C</td>\n",
+       "      <td>4</td>\n",
+       "      <td>No Deposit</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Transient</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
+       "      <td>Check-Out</td>\n",
+       "      <td>2015-07-01</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "          hotel  is_canceled  lead_time  arrival_date_year arrival_date_month  \\\n",
+       "0  Resort Hotel            0        342               2015               July   \n",
+       "1  Resort Hotel            0        737               2015               July   \n",
+       "\n",
+       "   arrival_date_week_number  arrival_date_day_of_month  \\\n",
+       "0                        27                          1   \n",
+       "1                        27                          1   \n",
+       "\n",
+       "   stays_in_weekend_nights  stays_in_week_nights  adults  children  babies  \\\n",
+       "0                        0                     0       2       0.0       0   \n",
+       "1                        0                     0       2       0.0       0   \n",
+       "\n",
+       "  meal market_segment distribution_channel  is_repeated_guest  \\\n",
+       "0   BB         Direct               Direct                  0   \n",
+       "1   BB         Direct               Direct                  0   \n",
+       "\n",
+       "   previous_cancellations  previous_bookings_not_canceled reserved_room_type  \\\n",
+       "0                       0                               0                  C   \n",
+       "1                       0                               0                  C   \n",
+       "\n",
+       "  assigned_room_type  booking_changes deposit_type  days_in_waiting_list  \\\n",
+       "0                  C                3   No Deposit                     0   \n",
+       "1                  C                4   No Deposit                     0   \n",
+       "\n",
+       "  customer_type  adr  required_car_parking_spaces  total_of_special_requests  \\\n",
+       "0     Transient  0.0                            0                          0   \n",
+       "1     Transient  0.0                            0                          0   \n",
+       "\n",
+       "  reservation_status reservation_status_date  rn_sum  revenue_total  \n",
+       "0          Check-Out              2015-07-01       0            0.0  \n",
+       "1          Check-Out              2015-07-01       0            0.0  "
+      ]
+     },
+     "execution_count": 129,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.head(2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 130,
+   "id": "67a85b82-0a2e-4f5c-99b0-dfb730f75d86",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['hotel', 'is_canceled', 'lead_time', 'arrival_date_year',\n",
+       "       'arrival_date_month', 'arrival_date_week_number',\n",
+       "       'arrival_date_day_of_month', 'stays_in_weekend_nights',\n",
+       "       'stays_in_week_nights', 'adults', 'children', 'babies', 'meal',\n",
+       "       'market_segment', 'distribution_channel', 'is_repeated_guest',\n",
+       "       'previous_cancellations', 'previous_bookings_not_canceled',\n",
+       "       'reserved_room_type', 'assigned_room_type', 'booking_changes',\n",
+       "       'deposit_type', 'days_in_waiting_list', 'customer_type', 'adr',\n",
+       "       'required_car_parking_spaces', 'total_of_special_requests',\n",
+       "       'reservation_status', 'reservation_status_date', 'rn_sum',\n",
+       "       'revenue_total'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 130,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 131,
+   "id": "0a1cf4fc-382d-4429-be95-2472a5aa8b08",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>median</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>hotel</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">City Hotel</th>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>100.0</td>\n",
+       "      <td>105.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>100.0</td>\n",
+       "      <td>106.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>92.0</td>\n",
+       "      <td>102.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">Resort Hotel</th>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>84.0</td>\n",
+       "      <td>106.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>72.0</td>\n",
+       "      <td>91.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>63.0</td>\n",
+       "      <td>80.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 median   mean\n",
+       "hotel        reservation_status               \n",
+       "City Hotel   Canceled             100.0  105.0\n",
+       "             Check-Out            100.0  106.0\n",
+       "             No-Show               92.0  102.0\n",
+       "Resort Hotel Canceled              84.0  106.0\n",
+       "             Check-Out             72.0   91.0\n",
+       "             No-Show               63.0   80.0"
+      ]
+     },
+     "execution_count": 131,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resv_adr = df.groupby([\"hotel\", \"reservation_status\"])[\"adr\"].agg([\"median\", \"mean\"])  # AvDailyRate - count, mean, median\n",
+    "round(df_resv_adr)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 132,
+   "id": "f429f7fb-4b87-4540-a900-2297f010fb4b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>median</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>hotel</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">City Hotel</th>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>100.0€</td>\n",
+       "      <td>105.0€</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>100.0€</td>\n",
+       "      <td>106.0€</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>92.0€</td>\n",
+       "      <td>102.0€</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">Resort Hotel</th>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>84.0€</td>\n",
+       "      <td>106.0€</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>72.0€</td>\n",
+       "      <td>91.0€</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>63.0€</td>\n",
+       "      <td>80.0€</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 median    mean\n",
+       "hotel        reservation_status                \n",
+       "City Hotel   Canceled            100.0€  105.0€\n",
+       "             Check-Out           100.0€  106.0€\n",
+       "             No-Show              92.0€  102.0€\n",
+       "Resort Hotel Canceled             84.0€  106.0€\n",
+       "             Check-Out            72.0€   91.0€\n",
+       "             No-Show              63.0€   80.0€"
+      ]
+     },
+     "execution_count": 132,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resv_adr_r = df_resv_adr.round()\n",
+    "df_resv_adr_r['median'] = df_resv_adr_r['median'].apply(lambda x: f'{x:.1f}€')\n",
+    "df_resv_adr_r['mean'] = df_resv_adr_r['mean'].apply(lambda x: f'{x:.1f}€')\n",
+    "\n",
+    "df_resv_adr_r"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 133,
+   "id": "11190dd5-3a69-4fea-bfda-cb7d26cec7a3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>median</th>\n",
+       "      <th>mean</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>hotel</th>\n",
+       "      <th>reservation_status</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">City Hotel</th>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>32186</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>46228</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>916</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"3\" valign=\"top\">Resort Hotel</th>\n",
+       "      <th>Canceled</th>\n",
+       "      <td>10831</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>5.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Check-Out</th>\n",
+       "      <td>28938</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>No-Show</th>\n",
+       "      <td>291</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 count  median  mean\n",
+       "hotel        reservation_status                     \n",
+       "City Hotel   Canceled            32186     3.0   3.0\n",
+       "             Check-Out           46228     3.0   3.0\n",
+       "             No-Show               916     3.0   4.0\n",
+       "Resort Hotel Canceled            10831     4.0   5.0\n",
+       "             Check-Out           28938     3.0   4.0\n",
+       "             No-Show               291     2.0   3.0"
+      ]
+     },
+     "execution_count": 133,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resv_rn = df.groupby([\"hotel\", \"reservation_status\"])[\"rn_sum\"].agg([\"count\", \"median\", \"mean\"])  # RoomNights - count, mean(avStayby Reservation, median\n",
+    "round(df_resv_rn)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 134,
+   "id": "8d86d2a3-47f7-4036-a2be-bf7178c2d8b7",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr th {\n",
+       "        text-align: left;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead tr:last-of-type th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th colspan=\"4\" halign=\"left\">rn_sum</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>median</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>hotel</th>\n",
+       "      <th>distribution_channel</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">City Hotel</th>\n",
+       "      <th>Corporate</th>\n",
+       "      <td>3408</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Direct</th>\n",
+       "      <td>6780</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2.3</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>GDS</th>\n",
+       "      <td>193</td>\n",
+       "      <td>1.0</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>1.9</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TA/TO</th>\n",
+       "      <td>68945</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.1</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Undefined</th>\n",
+       "      <td>4</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">Resort Hotel</th>\n",
+       "      <th>Corporate</th>\n",
+       "      <td>3269</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>2.7</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Direct</th>\n",
+       "      <td>7865</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.6</td>\n",
+       "      <td>3.1</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>TA/TO</th>\n",
+       "      <td>28925</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>4.7</td>\n",
+       "      <td>3.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Undefined</th>\n",
+       "      <td>1</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                  rn_sum                 \n",
+       "                                   count median mean  std\n",
+       "hotel        distribution_channel                        \n",
+       "City Hotel   Corporate              3408    2.0  2.0  1.8\n",
+       "             Direct                 6780    2.0  2.8  2.3\n",
+       "             GDS                     193    1.0  2.0  1.9\n",
+       "             TA/TO                 68945    3.0  3.1  1.8\n",
+       "             Undefined                 4    2.0  3.0  2.7\n",
+       "Resort Hotel Corporate              3269    2.0  2.8  2.7\n",
+       "             Direct                 7865    3.0  3.6  3.1\n",
+       "             TA/TO                 28925    4.0  4.7  3.4\n",
+       "             Undefined                 1    5.0  5.0  NaN"
+      ]
+     },
+     "execution_count": 134,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resv_dist = df.groupby([\"hotel\", \"distribution_channel\"])[\"rn_sum\",].agg([\"count\", \"median\", \"mean\", \"std\"])  # RoomNights - count, mean, median\n",
+    "df_resv_dist_r = df_resv_dist.round(1)\n",
+    "df_resv_dist_r"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 135,
+   "id": "ba879938-6330-4a0a-a5f7-f5e91af5439c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>median</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>hotel</th>\n",
+       "      <th>meal</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">City Hotel</th>\n",
+       "      <th>BB</th>\n",
+       "      <td>62305</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FB</th>\n",
+       "      <td>44</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>0.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HB</th>\n",
+       "      <td>6417</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>1.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SC</th>\n",
+       "      <td>10564</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>2.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">Resort Hotel</th>\n",
+       "      <th>BB</th>\n",
+       "      <td>30005</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FB</th>\n",
+       "      <td>754</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.1</td>\n",
+       "      <td>2.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HB</th>\n",
+       "      <td>8046</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>3.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SC</th>\n",
+       "      <td>86</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Undefined</th>\n",
+       "      <td>1169</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>2.9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        count  median  mean  std\n",
+       "hotel        meal                               \n",
+       "City Hotel   BB         62305     3.0   3.0  1.8\n",
+       "             FB            44     3.0   2.7  0.6\n",
+       "             HB          6417     2.0   2.8  1.5\n",
+       "             SC         10564     3.0   2.9  2.2\n",
+       "Resort Hotel BB         30005     3.0   4.0  3.2\n",
+       "             FB           754     3.0   4.1  2.4\n",
+       "             HB          8046     5.0   5.6  3.8\n",
+       "             SC            86     5.0   6.8  7.5\n",
+       "             Undefined   1169     3.0   4.3  2.9"
+      ]
+     },
+     "execution_count": 135,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resv_meal = df.groupby([\"hotel\", \"meal\"])[\"rn_sum\"].agg([\"count\", \"median\", \"mean\", \"std\"])  # RoomNights - count, mean, median\n",
+    "df_resv_meal_r = df_resv_meal.round(1)\n",
+    "df_resv_meal_r"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 136,
+   "id": "385d9ad3-a323-4cf0-a894-9aff01cd7f5b",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "Index(['hotel', 'is_canceled', 'lead_time', 'arrival_date_year',\n",
+       "       'arrival_date_month', 'arrival_date_week_number',\n",
+       "       'arrival_date_day_of_month', 'stays_in_weekend_nights',\n",
+       "       'stays_in_week_nights', 'adults', 'children', 'babies', 'meal',\n",
+       "       'market_segment', 'distribution_channel', 'is_repeated_guest',\n",
+       "       'previous_cancellations', 'previous_bookings_not_canceled',\n",
+       "       'reserved_room_type', 'assigned_room_type', 'booking_changes',\n",
+       "       'deposit_type', 'days_in_waiting_list', 'customer_type', 'adr',\n",
+       "       'required_car_parking_spaces', 'total_of_special_requests',\n",
+       "       'reservation_status', 'reservation_status_date', 'rn_sum',\n",
+       "       'revenue_total'],\n",
+       "      dtype='object')"
+      ]
+     },
+     "execution_count": 136,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.columns"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 189,
+   "id": "f7780a5b-6d73-41a4-a8e8-34dd06ac5ab0",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Chi-Square Statistic: (2225, 0)\n",
+      "P-value: 0.0\n"
+     ]
+    }
+   ],
+   "source": [
+    "from scipy.stats import chi2_contingency\n",
+    "contingency_table = pd.crosstab(df['hotel'], df['is_canceled'])  # perform a Chi square, howhever i dont know so much about it\n",
+    "\n",
+    "chi2, p, dof, expected = chi2_contingency(contingency_table)\n",
+    "print(f\"Chi-Square Statistic: {round(chi2),0}\")\n",
+    "print(f\"P-value: {p}\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 138,
+   "id": "c0e721c3-fdca-464e-b47f-99400874830d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th>count</th>\n",
+       "      <th>median</th>\n",
+       "      <th>mean</th>\n",
+       "      <th>std</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>hotel</th>\n",
+       "      <th>meal</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"4\" valign=\"top\">City Hotel</th>\n",
+       "      <th>BB</th>\n",
+       "      <td>62305</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>1.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FB</th>\n",
+       "      <td>44</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.7</td>\n",
+       "      <td>0.6</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HB</th>\n",
+       "      <td>6417</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>2.8</td>\n",
+       "      <td>1.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SC</th>\n",
+       "      <td>10564</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>2.9</td>\n",
+       "      <td>2.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th rowspan=\"5\" valign=\"top\">Resort Hotel</th>\n",
+       "      <th>BB</th>\n",
+       "      <td>30005</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>3.2</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>FB</th>\n",
+       "      <td>754</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.1</td>\n",
+       "      <td>2.4</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>HB</th>\n",
+       "      <td>8046</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>5.6</td>\n",
+       "      <td>3.8</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>SC</th>\n",
+       "      <td>86</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>6.8</td>\n",
+       "      <td>7.5</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Undefined</th>\n",
+       "      <td>1169</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>4.3</td>\n",
+       "      <td>2.9</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                        count  median  mean  std\n",
+       "hotel        meal                               \n",
+       "City Hotel   BB         62305     3.0   3.0  1.8\n",
+       "             FB            44     3.0   2.7  0.6\n",
+       "             HB          6417     2.0   2.8  1.5\n",
+       "             SC         10564     3.0   2.9  2.2\n",
+       "Resort Hotel BB         30005     3.0   4.0  3.2\n",
+       "             FB           754     3.0   4.1  2.4\n",
+       "             HB          8046     5.0   5.6  3.8\n",
+       "             SC            86     5.0   6.8  7.5\n",
+       "             Undefined   1169     3.0   4.3  2.9"
+      ]
+     },
+     "execution_count": 138,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df_resv_meal_r"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 139,
+   "id": "a3402a5b-0e40-4804-b5d1-b33dba2ee0f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df.to_excel(\"clean_data.xlsx\", index=False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "78e06147-fcb3-4637-a6aa-8fb15c26f4c6",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "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": "3.12.4"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}