diff --git a/.DS_Store b/.DS_Store
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diff --git a/LABSadvanced_tableau.twb b/LABSadvanced_tableau.twb
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+++ b/LABSadvanced_tableau.twb
@@ -0,0 +1,2204 @@
+<?xml version='1.0' encoding='utf-8' ?>
+
+<!-- build 20252.25.0514.2217                               -->
+<workbook original-version='18.1' source-build='2025.2.0 (20252.25.0514.2217)' source-platform='mac' version='18.1' xmlns:user='http://www.tableausoftware.com/xml/user'>
+  <document-format-change-manifest>
+    <AccessibleZoneTabOrder />
+    <AnimationOnByDefault />
+    <AutoCreateAndUpdateDSDPhoneLayouts />
+    <MapboxVectorStylesAndLayers />
+    <MarkAnimation />
+    <ObjectModelEncapsulateLegacy />
+    <ObjectModelExtractV2 />
+    <ObjectModelTableType />
+    <SchemaViewerObjectModel />
+    <SetMembershipControl />
+    <SheetIdentifierTracking />
+    <_.fcp.VConnDownstreamExtractsWithWarnings.true...VConnDownstreamExtractsWithWarnings />
+    <WindowsPersistSimpleIdentifiers />
+    <WorksheetBackgroundTransparency />
+  </document-format-change-manifest>
+  <preferences>
+    <preference name='ui.encoding.shelf.height' value='24' />
+    <preference name='ui.shelf.height' value='26' />
+  </preferences>
+  <datasources>
+    <datasource caption='labs_tableau_data' inline='true' name='federated.01f9edr1wu86jz116w2zo0sxm1wo' version='18.1'>
+      <connection class='federated'>
+        <named-connections>
+          <named-connection caption='labs_tableau_data' name='textscan.1f78r8s0a3i8sz10ed5qy10i4s0p'>
+            <connection class='textscan' directory='/Users/lewisclark/Desktop/LABS/WEEK_SIX/lab-tableau' filename='labs_tableau_data.csv' password='' server='' />
+          </named-connection>
+        </named-connections>
+        <relation connection='textscan.1f78r8s0a3i8sz10ed5qy10i4s0p' name='labs_tableau_data.csv' table='[labs_tableau_data#csv]' type='table'>
+          <columns character-set='UTF-8' header='yes' locale='en_NZ' separator=','>
+            <column datatype='string' name='Customer' ordinal='0' />
+            <column datatype='string' name='State' ordinal='1' />
+            <column datatype='real' name='Customer Lifetime Value' ordinal='2' />
+            <column datatype='string' name='Response' ordinal='3' />
+            <column datatype='string' name='Coverage' ordinal='4' />
+            <column datatype='string' name='Education' ordinal='5' />
+            <column datatype='date' name='Effective To Date' ordinal='6' />
+            <column datatype='string' name='EmploymentStatus' ordinal='7' />
+            <column datatype='string' name='Gender' ordinal='8' />
+            <column datatype='integer' name='Income' ordinal='9' />
+            <column datatype='string' name='Location Code' ordinal='10' />
+            <column datatype='string' name='Marital Status' ordinal='11' />
+            <column datatype='integer' name='Monthly Premium Auto' ordinal='12' />
+            <column datatype='integer' name='Months Since Last Claim' ordinal='13' />
+            <column datatype='integer' name='Months Since Policy Inception' ordinal='14' />
+            <column datatype='integer' name='Number of Open Complaints' ordinal='15' />
+            <column datatype='integer' name='Number of Policies' ordinal='16' />
+            <column datatype='string' name='Policy Type' ordinal='17' />
+            <column datatype='string' name='Policy' ordinal='18' />
+            <column datatype='string' name='Renew Offer Type' ordinal='19' />
+            <column datatype='string' name='Sales Channel' ordinal='20' />
+            <column datatype='real' name='Total Claim Amount' ordinal='21' />
+            <column datatype='string' name='Vehicle Class' ordinal='22' />
+            <column datatype='string' name='Vehicle Size' ordinal='23' />
+          </columns>
+        </relation>
+        <metadata-records>
+          <metadata-record class='capability'>
+            <remote-name />
+            <remote-type>0</remote-type>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias />
+            <aggregation>Count</aggregation>
+            <contains-null>true</contains-null>
+            <attributes>
+              <attribute datatype='string' name='character-set'>&quot;UTF-8&quot;</attribute>
+              <attribute datatype='string' name='collation'>&quot;en_GB&quot;</attribute>
+              <attribute datatype='string' name='field-delimiter'>&quot;,&quot;</attribute>
+              <attribute datatype='string' name='header-row'>&quot;true&quot;</attribute>
+              <attribute datatype='string' name='locale'>&quot;en_NZ&quot;</attribute>
+              <attribute datatype='string' name='single-char'>&quot;&quot;</attribute>
+            </attributes>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Customer</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Customer]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Customer</remote-alias>
+            <ordinal>0</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>State</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[State]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>State</remote-alias>
+            <ordinal>1</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Customer Lifetime Value</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[Customer Lifetime Value]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Customer Lifetime Value</remote-alias>
+            <ordinal>2</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Response</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Response]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Response</remote-alias>
+            <ordinal>3</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Coverage</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Coverage]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Coverage</remote-alias>
+            <ordinal>4</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Education</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Education]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Education</remote-alias>
+            <ordinal>5</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Effective To Date</remote-name>
+            <remote-type>133</remote-type>
+            <local-name>[Effective To Date]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Effective To Date</remote-alias>
+            <ordinal>6</ordinal>
+            <local-type>date</local-type>
+            <aggregation>Year</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>EmploymentStatus</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[EmploymentStatus]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>EmploymentStatus</remote-alias>
+            <ordinal>7</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Gender</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Gender]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Gender</remote-alias>
+            <ordinal>8</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Income</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[Income]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Income</remote-alias>
+            <ordinal>9</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Location Code</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Location Code]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Location Code</remote-alias>
+            <ordinal>10</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Marital Status</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Marital Status]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Marital Status</remote-alias>
+            <ordinal>11</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Monthly Premium Auto</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[Monthly Premium Auto]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Monthly Premium Auto</remote-alias>
+            <ordinal>12</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Months Since Last Claim</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[Months Since Last Claim]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Months Since Last Claim</remote-alias>
+            <ordinal>13</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Months Since Policy Inception</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[Months Since Policy Inception]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Months Since Policy Inception</remote-alias>
+            <ordinal>14</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Number of Open Complaints</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[Number of Open Complaints]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Number of Open Complaints</remote-alias>
+            <ordinal>15</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Number of Policies</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[Number of Policies]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Number of Policies</remote-alias>
+            <ordinal>16</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Policy Type</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Policy Type]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Policy Type</remote-alias>
+            <ordinal>17</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Policy</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Policy]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Policy</remote-alias>
+            <ordinal>18</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Renew Offer Type</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Renew Offer Type]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Renew Offer Type</remote-alias>
+            <ordinal>19</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Sales Channel</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Sales Channel]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Sales Channel</remote-alias>
+            <ordinal>20</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Total Claim Amount</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[Total Claim Amount]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Total Claim Amount</remote-alias>
+            <ordinal>21</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Vehicle Class</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Vehicle Class]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Vehicle Class</remote-alias>
+            <ordinal>22</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>Vehicle Size</remote-name>
+            <remote-type>129</remote-type>
+            <local-name>[Vehicle Size]</local-name>
+            <parent-name>[labs_tableau_data.csv]</parent-name>
+            <remote-alias>Vehicle Size</remote-alias>
+            <ordinal>23</ordinal>
+            <local-type>string</local-type>
+            <aggregation>Count</aggregation>
+            <scale>1</scale>
+            <width>1073741823</width>
+            <contains-null>true</contains-null>
+            <collation flag='0' name='LEN_RGB' />
+            <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+          </metadata-record>
+        </metadata-records>
+      </connection>
+      <aliases enabled='yes' />
+      <column datatype='string' name='[Coverage]' role='dimension' semantic-role='' type='nominal' />
+      <column datatype='string' name='[Customer]' role='dimension' semantic-role='' type='nominal' />
+      <column caption='Employment Status' datatype='string' name='[EmploymentStatus]' role='dimension' type='nominal' />
+      <column datatype='string' name='[State]' role='dimension' semantic-role='[State].[Name]' type='nominal' />
+      <column datatype='string' name='[Vehicle Size]' role='dimension' type='nominal' />
+      <column caption='labs_tableau_data.csv' datatype='table' name='[__tableau_internal_object_id__].[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]' role='measure' type='quantitative' />
+      <column-instance column='[Vehicle Size]' derivation='None' name='[none:Vehicle Size:nk]' pivot='key' type='nominal' />
+      <extract _.fcp.VConnDownstreamExtractsWithWarnings.true...user-specific='false' count='-1' enabled='true' object-id='' units='records'>
+        <connection access_mode='readonly' author-locale='en_US' class='hyper' dbname='/var/folders/sp/zmqgkgsj1992h0k71dlr78_80000gn/T/tableau-temp/#TableauTemp_1ty2ne40j72dlc1h5ppn11fnt8p7.hyper' default-settings='hyper' schema='Extract' sslmode='' tablename='Extract' update-time='09/01/2025 10:30:20 AM' username='tableau_internal_user'>
+          <relation name='Extract' table='[Extract].[Extract]' type='table' />
+          <metadata-records>
+            <metadata-record class='column'>
+              <remote-name>Customer</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Customer]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Customer</remote-alias>
+              <ordinal>0</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>9134</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>State</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[State]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>State</remote-alias>
+              <ordinal>1</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>5</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Customer Lifetime Value</remote-name>
+              <remote-type>5</remote-type>
+              <local-name>[Customer Lifetime Value]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Customer Lifetime Value</remote-alias>
+              <ordinal>2</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>real</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>4310</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Response</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Response]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Response</remote-alias>
+              <ordinal>3</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Coverage</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Coverage]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Coverage</remote-alias>
+              <ordinal>4</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Education</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Education]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Education</remote-alias>
+              <ordinal>5</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>5</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Effective To Date</remote-name>
+              <remote-type>133</remote-type>
+              <local-name>[Effective To Date]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Effective To Date</remote-alias>
+              <ordinal>6</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>date</local-type>
+              <aggregation>Year</aggregation>
+              <approx-count>59</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>EmploymentStatus</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[EmploymentStatus]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>EmploymentStatus</remote-alias>
+              <ordinal>7</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>5</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Gender</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Gender]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Gender</remote-alias>
+              <ordinal>8</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>2</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Income</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[Income]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Income</remote-alias>
+              <ordinal>9</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>3256</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Location Code</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Location Code]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Location Code</remote-alias>
+              <ordinal>10</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Marital Status</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Marital Status]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Marital Status</remote-alias>
+              <ordinal>11</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Monthly Premium Auto</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[Monthly Premium Auto]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Monthly Premium Auto</remote-alias>
+              <ordinal>12</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>173</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Months Since Last Claim</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[Months Since Last Claim]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Months Since Last Claim</remote-alias>
+              <ordinal>13</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>36</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Months Since Policy Inception</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[Months Since Policy Inception]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Months Since Policy Inception</remote-alias>
+              <ordinal>14</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>100</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Number of Open Complaints</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[Number of Open Complaints]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Number of Open Complaints</remote-alias>
+              <ordinal>15</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>6</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Number of Policies</remote-name>
+              <remote-type>20</remote-type>
+              <local-name>[Number of Policies]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Number of Policies</remote-alias>
+              <ordinal>16</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>integer</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>9</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Policy Type</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Policy Type]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Policy Type</remote-alias>
+              <ordinal>17</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Policy</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Policy]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Policy</remote-alias>
+              <ordinal>18</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>9</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Renew Offer Type</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Renew Offer Type]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Renew Offer Type</remote-alias>
+              <ordinal>19</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>4</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Sales Channel</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Sales Channel]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Sales Channel</remote-alias>
+              <ordinal>20</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>4</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Total Claim Amount</remote-name>
+              <remote-type>5</remote-type>
+              <local-name>[Total Claim Amount]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Total Claim Amount</remote-alias>
+              <ordinal>21</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>real</local-type>
+              <aggregation>Sum</aggregation>
+              <approx-count>2337</approx-count>
+              <contains-null>true</contains-null>
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Vehicle Class</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Vehicle Class]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Vehicle Class</remote-alias>
+              <ordinal>22</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>6</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+            <metadata-record class='column'>
+              <remote-name>Vehicle Size</remote-name>
+              <remote-type>129</remote-type>
+              <local-name>[Vehicle Size]</local-name>
+              <parent-name>[Extract]</parent-name>
+              <remote-alias>Vehicle Size</remote-alias>
+              <ordinal>23</ordinal>
+              <family>labs_tableau_data.csv</family>
+              <local-type>string</local-type>
+              <aggregation>Count</aggregation>
+              <approx-count>3</approx-count>
+              <contains-null>true</contains-null>
+              <collation flag='0' name='LEN_RGB' />
+              <object-id>[labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D]</object-id>
+            </metadata-record>
+          </metadata-records>
+        </connection>
+      </extract>
+      <layout dim-ordering='alphabetic' measure-ordering='alphabetic' show-structure='true' />
+      <style>
+        <style-rule element='mark'>
+          <encoding attr='color' field='[none:Vehicle Size:nk]' palette='green_10_0' type='palette'>
+            <map to='#6eb663'>
+              <bucket>&quot;Large&quot;</bucket>
+            </map>
+            <map to='#6eb663'>
+              <bucket>&quot;Medsize&quot;</bucket>
+            </map>
+            <map to='#6eb663'>
+              <bucket>&quot;Small&quot;</bucket>
+            </map>
+          </encoding>
+        </style-rule>
+      </style>
+      <semantic-values>
+        <semantic-value key='[Country].[Name]' value='&quot;United States&quot;' />
+        <semantic-value key='[State].[Name]' value='%null%' />
+      </semantic-values>
+      <date-options start-of-week='monday' />
+      <object-graph>
+        <objects>
+          <object caption='labs_tableau_data.csv' id='labs_tableau_data.csv_7C10B1D243F542E6B7BACA0CD37E263D'>
+            <properties context=''>
+              <relation connection='textscan.1f78r8s0a3i8sz10ed5qy10i4s0p' name='labs_tableau_data.csv' table='[labs_tableau_data#csv]' type='table'>
+                <columns character-set='UTF-8' header='yes' locale='en_NZ' separator=','>
+                  <column datatype='string' name='Customer' ordinal='0' />
+                  <column datatype='string' name='State' ordinal='1' />
+                  <column datatype='real' name='Customer Lifetime Value' ordinal='2' />
+                  <column datatype='string' name='Response' ordinal='3' />
+                  <column datatype='string' name='Coverage' ordinal='4' />
+                  <column datatype='string' name='Education' ordinal='5' />
+                  <column datatype='date' name='Effective To Date' ordinal='6' />
+                  <column datatype='string' name='EmploymentStatus' ordinal='7' />
+                  <column datatype='string' name='Gender' ordinal='8' />
+                  <column datatype='integer' name='Income' ordinal='9' />
+                  <column datatype='string' name='Location Code' ordinal='10' />
+                  <column datatype='string' name='Marital Status' ordinal='11' />
+                  <column datatype='integer' name='Monthly Premium Auto' ordinal='12' />
+                  <column datatype='integer' name='Months Since Last Claim' ordinal='13' />
+                  <column datatype='integer' name='Months Since Policy Inception' ordinal='14' />
+                  <column datatype='integer' name='Number of Open Complaints' ordinal='15' />
+                  <column datatype='integer' name='Number of Policies' ordinal='16' />
+                  <column datatype='string' name='Policy Type' ordinal='17' />
+                  <column datatype='string' name='Policy' ordinal='18' />
+                  <column datatype='string' name='Renew Offer Type' ordinal='19' />
+                  <column datatype='string' name='Sales Channel' ordinal='20' />
+                  <column datatype='real' name='Total Claim Amount' ordinal='21' />
+                  <column datatype='string' name='Vehicle Class' ordinal='22' />
+                  <column datatype='string' name='Vehicle Size' ordinal='23' />
+                </columns>
+              </relation>
+            </properties>
+            <properties context='extract'>
+              <relation name='Extract' table='[Extract].[Extract]' type='table' />
+            </properties>
+          </object>
+        </objects>
+      </object-graph>
+    </datasource>
+  </datasources>
+  <mapsources>
+    <mapsource name='Tableau' />
+  </mapsources>
+  <worksheets>
+    <worksheet name='boxplot_total_claim'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run fontcolor='#000000' fontsize='12'>Vehicle Size vs. Claim Amount</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='labs_tableau_data' name='federated.01f9edr1wu86jz116w2zo0sxm1wo' />
+          </datasources>
+          <datasource-dependencies datasource='federated.01f9edr1wu86jz116w2zo0sxm1wo'>
+            <column datatype='real' name='[Total Claim Amount]' role='measure' type='quantitative' />
+            <column datatype='string' name='[Vehicle Size]' role='dimension' type='nominal' />
+            <column-instance column='[Total Claim Amount]' derivation='None' name='[none:Total Claim Amount:qk]' pivot='key' type='quantitative' />
+            <column-instance column='[Vehicle Size]' derivation='None' name='[none:Vehicle Size:nk]' pivot='key' type='nominal' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style />
+        <panes>
+          <pane id='1' selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Circle' />
+            <encodings>
+              <color column='[federated.01f9edr1wu86jz116w2zo0sxm1wo].[none:Vehicle Size:nk]' />
+              <lod column='[federated.01f9edr1wu86jz116w2zo0sxm1wo].[none:Vehicle Size:nk]' />
+            </encodings>
+            <reference-line axis-column='[federated.01f9edr1wu86jz116w2zo0sxm1wo].[none:Total Claim Amount: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.01f9edr1wu86jz116w2zo0sxm1wo].[none:Total Claim Amount:qk]' z-order='1' />
+            <style>
+              <style-rule element='mark'>
+                <format attr='size' value='0.25' />
+              </style-rule>
+            </style>
+          </pane>
+        </panes>
+        <rows>[federated.01f9edr1wu86jz116w2zo0sxm1wo].[none:Total Claim Amount:qk]</rows>
+        <cols>[federated.01f9edr1wu86jz116w2zo0sxm1wo].[none:Vehicle Size:nk]</cols>
+      </table>
+      <simple-id uuid='{EB2943A1-6D75-426D-A3C3-22FA1DBD9066}' />
+    </worksheet>
+    <worksheet name='choropleth_map'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run fontcolor='#000000' fontsize='12'>Customer Distribution by State</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='labs_tableau_data' name='federated.01f9edr1wu86jz116w2zo0sxm1wo' />
+          </datasources>
+          <mapsources>
+            <mapsource name='Tableau' />
+          </mapsources>
+          <datasource-dependencies datasource='federated.01f9edr1wu86jz116w2zo0sxm1wo'>
+            <column datatype='string' name='[Customer]' role='dimension' semantic-role='' type='nominal' />
+            <column datatype='string' name='[State]' role='dimension' semantic-role='[State].[Name]' type='nominal' />
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diff --git a/Story for Tableau LABS.rtf b/Story for Tableau LABS.rtf
new file mode 100644
index 0000000..02eaded
--- /dev/null
+++ b/Story for Tableau LABS.rtf	
@@ -0,0 +1,42 @@
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+\cocoatextscaling0\cocoaplatform0{\fonttbl\f0\fswiss\fcharset0 Helvetica;}
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+{\*\listoverridetable{\listoverride\listid1\listoverridecount0\ls1}{\listoverride\listid2\listoverridecount0\ls2}{\listoverride\listid3\listoverridecount0\ls3}{\listoverride\listid4\listoverridecount0\ls4}}
+\paperw11900\paperh16840\margl1440\margr1440\vieww11520\viewh8400\viewkind0
+\pard\tx566\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\pardirnatural\partightenfactor0
+
+\f0\fs24 \cf0 Storytelling with Tableau \
+\
+\pard\tx220\tx720\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\li720\fi-720\pardirnatural\partightenfactor0
+\ls1\ilvl0\cf0 {\listtext	\uc0\u8226 	}Today we\'92ll be exploring customer distribution, value and claims through tableau visualisations \
+{\listtext	\uc0\u8226 	}We have been provided a dataset which includes many forms of information. Most notably, regional demographics, customer vehicle information and various claim details. This has been explored to extrapolate some insights and further findings. \
+\pard\tx566\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\pardirnatural\partightenfactor0
+\cf0 \
+\
+Choropleth Map \
+\
+\pard\tx220\tx720\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\li720\fi-720\pardirnatural\partightenfactor0
+\ls2\ilvl0\cf0 {\listtext	\uc0\u8226 	}Firstly we was asked to explore and display the distribution of our customers across the states we work in. \
+{\listtext	\uc0\u8226 	}We created a choropleth map that shows where are customers are situated and then, by the intensity of the the colour, how much. While we have chosen to leave the actual numbers of the map, these are available by hovering over each state. That said, we can clearly see that California \cf2 \expnd0\expndtw0\kerning0
+\outl0\strokewidth0 \strokec2 represents the largest share of the customer base. \
+\pard\tx566\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\pardirnatural\partightenfactor0
+\cf0 \kerning1\expnd0\expndtw0 \outl0\strokewidth0 \
+Regression Plot\
+\
+\pard\tx220\tx720\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\li720\fi-720\pardirnatural\partightenfactor0
+\ls3\ilvl0\cf0 {\listtext	\uc0\u8226 	}Secondly, we were asked to examine the relationship between Customer Value and Income, to see if any further insights could be drawn.\
+{\listtext	\uc0\u8226 	}For this, I created a regression plot. As you can see from the visualisations the trend line runs flat, showing that there is no correlation between a customers income and their value. Another point, worth mentioning is that I did remove an outlier that completely manipulated the visualisation of the graph\
+\pard\tx566\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\pardirnatural\partightenfactor0
+\cf0 \
+Boxplot \
+\
+\pard\tx220\tx720\tx1133\tx1700\tx2267\tx2834\tx3401\tx3968\tx4535\tx5102\tx5669\tx6236\tx6803\li720\fi-720\pardirnatural\partightenfactor0
+\ls4\ilvl0\cf0 {\listtext	\uc0\u8226 	}Finally, we explored the claims for customers depending on size of vehicle. The data source provided the vehicles in three different categories, so we used the Vehicle Size category and worked from there. \
+{\listtext	\uc0\u8226 	}We found that - using the median - the most common vehicle size for a claim was smaller automobiles. Followed by Large and then midsize. \
+{\listtext	\uc0\u8226 	}However, each category had many, many outliers and the largest total claim amount actually came from a midsize vehicle. Which indicates that while there are some general averages we could follow, it would be best advised to work on each case individually. \
+}
\ No newline at end of file