diff --git a/analysis/Book Sami.twb b/analysis/Book Sami.twb
deleted file mode 100644
index a071b0d..0000000
--- a/analysis/Book Sami.twb	
+++ /dev/null
@@ -1,2790 +0,0 @@
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diff --git a/dashboard/Book Sami 1.twb b/dashboard/Book Sami 1.twb
new file mode 100644
index 0000000..aabd1a5
--- /dev/null
+++ b/dashboard/Book Sami 1.twb	
@@ -0,0 +1,2832 @@
+<?xml version='1.0' encoding='utf-8' ?>
+
+<!-- build 20224.23.0209.1653                               -->
+<workbook original-version='18.1' source-build='2022.4.1 (20224.23.0209.1653)' source-platform='win' version='18.1' xmlns:user='http://www.tableausoftware.com/xml/user'>
+  <document-format-change-manifest>
+    <_.fcp.AccessibleZoneTabOrder.true...AccessibleZoneTabOrder />
+    <_.fcp.AnimationOnByDefault.true...AnimationOnByDefault />
+    <AutoCreateAndUpdateDSDPhoneLayouts />
+    <_.fcp.ExternalImageContentForZones.true...ExternalImageContentForZones />
+    <MapboxVectorStylesAndLayers />
+    <_.fcp.MarkAnimation.true...MarkAnimation />
+    <_.fcp.ObjectModelEncapsulateLegacy.true...ObjectModelEncapsulateLegacy />
+    <_.fcp.ObjectModelTableType.true...ObjectModelTableType />
+    <_.fcp.SchemaViewerObjectModel.true...SchemaViewerObjectModel />
+    <SetMembershipControl />
+    <SheetIdentifierTracking />
+    <WindowsPersistSimpleIdentifiers />
+  </document-format-change-manifest>
+  <preferences>
+    <preference name='ui.encoding.shelf.height' value='24' />
+    <preference name='ui.shelf.height' value='26' />
+  </preferences>
+  <_.fcp.AnimationOnByDefault.false...style>
+    <_.fcp.AnimationOnByDefault.false..._.fcp.MarkAnimation.true...style-rule element='animation'>
+      <_.fcp.AnimationOnByDefault.false...format attr='animation-on' value='ao-on' />
+    </_.fcp.AnimationOnByDefault.false..._.fcp.MarkAnimation.true...style-rule>
+  </_.fcp.AnimationOnByDefault.false...style>
+  <datasources>
+    <datasource caption='tax_and_gay' inline='true' name='federated.0a0r44a1k0ra1y1cmt8ab15acxw6' version='18.1'>
+      <connection class='federated'>
+        <named-connections>
+          <named-connection caption='tax_and_gay' name='textscan.0ymouyf0lohvbk1ef8t3h0xftmgh'>
+            <connection class='textscan' directory='C:/Users/samia/OneDrive/Desktop/data 301/project current/project-group-group-44/data/processed' filename='tax_and_gay.csv' password='' server='' />
+          </named-connection>
+          <named-connection caption='zip_lat_long' name='textscan.0nknilx0qr545516tlehx16c2uvd'>
+            <connection class='textscan' directory='C:/Users/samia/OneDrive/Desktop/data 301/project current/project-group-group-44/data/raw' filename='zip_lat_long.csv' password='' server='' />
+          </named-connection>
+        </named-connections>
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+            <column datatype='real' name='overall tax paid' ordinal='4' />
+            <column datatype='integer' name='income' ordinal='5' />
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+              <column datatype='real' name='population' ordinal='2' />
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+              <column datatype='real' name='overall tax paid' ordinal='4' />
+              <column datatype='integer' name='income' ordinal='5' />
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+              <column datatype='integer' name='ZIP' ordinal='0' />
+              <column datatype='real' name='LAT' ordinal='1' />
+              <column datatype='real' name='LNG' ordinal='2' />
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+          </relation>
+        </_.fcp.ObjectModelEncapsulateLegacy.true...relation>
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+              <attribute datatype='string' name='collation'>&quot;en_GB&quot;</attribute>
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+              <attribute datatype='string' name='single-char'>&quot;&quot;</attribute>
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+            <parent-name>[zip_lat_long.csv]</parent-name>
+            <remote-alias />
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+            <contains-null>true</contains-null>
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+              <attribute datatype='string' name='character-set'>&quot;UTF-8&quot;</attribute>
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+              <attribute datatype='string' name='locale'>&quot;en_CA&quot;</attribute>
+              <attribute datatype='string' name='single-char'>&quot;&quot;</attribute>
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+          </metadata-record>
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+            <local-name>[zip]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>zip</remote-alias>
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+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>zip 1</remote-alias>
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+            <local-type>integer</local-type>
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+            <local-name>[population]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
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+            <local-type>real</local-type>
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+            <parent-name>[tax_and_gay.csv]</parent-name>
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+            <remote-type>5</remote-type>
+            <local-name>[overall tax paid]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>overall tax paid</remote-alias>
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+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
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+          </metadata-record>
+          <metadata-record class='column'>
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+            <remote-type>20</remote-type>
+            <local-name>[income]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>income</remote-alias>
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+            <local-type>integer</local-type>
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+            <remote-type>20</remote-type>
+            <local-name>[ZIP]</local-name>
+            <parent-name>[zip_lat_long.csv]</parent-name>
+            <remote-alias>ZIP</remote-alias>
+            <ordinal>6</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
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+          </metadata-record>
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+            <remote-type>5</remote-type>
+            <local-name>[LAT]</local-name>
+            <parent-name>[zip_lat_long.csv]</parent-name>
+            <remote-alias>LAT</remote-alias>
+            <ordinal>7</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[zip_lat_long.csv_EA1829CF3CA8490894E3EAB97341B6C8]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>LNG</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[LNG]</local-name>
+            <parent-name>[zip_lat_long.csv]</parent-name>
+            <remote-alias>LNG</remote-alias>
+            <ordinal>8</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
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+          </metadata-record>
+        </metadata-records>
+      </connection>
+      <aliases enabled='yes' />
+      <column aggregation='Avg' datatype='real' name='[LAT]' role='measure' semantic-role='[Geographical].[Latitude]' type='quantitative' />
+      <column aggregation='Avg' datatype='real' name='[LNG]' role='measure' semantic-role='[Geographical].[Longitude]' type='quantitative' />
+      <column aggregation='Sum' datatype='integer' default-format='*00000' name='[ZIP]' role='dimension' semantic-role='[ZipCode].[Name]' type='ordinal' />
+      <_.fcp.ObjectModelTableType.true...column caption='tax_and_gay.csv' datatype='table' name='[__tableau_internal_object_id__].[tax_and_gay.csv_2695AFE1365845F98E5AB43881776511]' role='measure' type='quantitative' />
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+      <column caption='Gay Tax Rate' datatype='integer' name='[gay tax rate]' role='measure' type='quantitative' />
+      <column caption='Income' datatype='integer' name='[income]' role='measure' type='quantitative' />
+      <column caption='Overall Tax Paid' datatype='real' name='[overall tax paid]' role='measure' type='quantitative' />
+      <column caption='Population' datatype='real' name='[population]' role='measure' type='quantitative' />
+      <column aggregation='Sum' caption='Zip 1' datatype='integer' default-format='*00000' name='[zip 1]' role='dimension' semantic-role='[ZipCode].[Name]' type='ordinal' />
+      <column aggregation='Sum' caption='Zip' datatype='integer' default-format='*00000' name='[zip]' role='dimension' semantic-role='[ZipCode].[Name]' type='ordinal' />
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+                  <column datatype='integer' name='zip 1' ordinal='1' />
+                  <column datatype='real' name='population' ordinal='2' />
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+                  <column datatype='real' name='overall tax paid' ordinal='4' />
+                  <column datatype='integer' name='income' ordinal='5' />
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+                  <column datatype='real' name='LAT' ordinal='1' />
+                  <column datatype='real' name='LNG' ordinal='2' />
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+            <column-instance column='[gay tax rate]' derivation='None' name='[none:gay tax rate:qk]' pivot='key' type='quantitative' />
+            <column-instance column='[overall tax paid]' derivation='None' name='[none:overall tax paid:qk]' pivot='key' type='quantitative' />
+            <column caption='Overall Tax Paid' datatype='real' name='[overall tax paid]' role='measure' type='quantitative' />
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+            <column-instance column='[overall tax paid]' derivation='None' name='[none:overall tax paid:qk]' pivot='key' type='quantitative' />
+            <column caption='Overall Tax Paid' datatype='real' name='[overall tax paid]' role='measure' type='quantitative' />
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+            <column-instance column='[zip]' derivation='None' name='[none:zip:ok]' pivot='key' type='ordinal' />
+            <column caption='Overall Tax Paid' datatype='real' name='[overall tax paid]' role='measure' type='quantitative' />
+            <column aggregation='Sum' caption='Zip' datatype='integer' default-format='*00000' name='[zip]' role='dimension' semantic-role='[ZipCode].[Name]' type='ordinal' />
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diff --git a/dashboard/Book Sami 2.twb b/dashboard/Book Sami 2.twb
new file mode 100644
index 0000000..302d03d
--- /dev/null
+++ b/dashboard/Book Sami 2.twb	
@@ -0,0 +1,2395 @@
+<?xml version='1.0' encoding='utf-8' ?>
+
+<!-- build 20224.23.0209.1653                               -->
+<workbook original-version='18.1' source-build='2022.4.1 (20224.23.0209.1653)' source-platform='win' version='18.1' xmlns:user='http://www.tableausoftware.com/xml/user'>
+  <document-format-change-manifest>
+    <_.fcp.AccessibleZoneTabOrder.true...AccessibleZoneTabOrder />
+    <_.fcp.AnimationOnByDefault.true...AnimationOnByDefault />
+    <AutoCreateAndUpdateDSDPhoneLayouts />
+    <_.fcp.ExternalImageContentForZones.true...ExternalImageContentForZones />
+    <MapboxVectorStylesAndLayers />
+    <_.fcp.MarkAnimation.true...MarkAnimation />
+    <_.fcp.ObjectModelEncapsulateLegacy.true...ObjectModelEncapsulateLegacy />
+    <_.fcp.ObjectModelTableType.true...ObjectModelTableType />
+    <_.fcp.SchemaViewerObjectModel.true...SchemaViewerObjectModel />
+    <SetMembershipControl />
+    <SheetIdentifierTracking />
+    <WindowsPersistSimpleIdentifiers />
+    <ZoneBackgroundTransparency />
+  </document-format-change-manifest>
+  <preferences>
+    <preference name='ui.encoding.shelf.height' value='24' />
+    <preference name='ui.shelf.height' value='26' />
+  </preferences>
+  <_.fcp.AnimationOnByDefault.false...style>
+    <_.fcp.AnimationOnByDefault.false..._.fcp.MarkAnimation.true...style-rule element='animation'>
+      <_.fcp.AnimationOnByDefault.false...format attr='animation-on' value='ao-on' />
+    </_.fcp.AnimationOnByDefault.false..._.fcp.MarkAnimation.true...style-rule>
+  </_.fcp.AnimationOnByDefault.false...style>
+  <datasources>
+    <datasource caption='gay_pride' inline='true' name='federated.0yc5vsd1v78c1d1a6dttx1ucg4nz' version='18.1'>
+      <connection class='federated'>
+        <named-connections>
+          <named-connection caption='gay_pride' name='textscan.1o642x11yl5wvl1577oy81b56px1'>
+            <connection class='textscan' directory='C:/Users/samia/OneDrive/Desktop/data 301/project current/project-group-group-44/data/processed' filename='gay_pride' password='' server='' />
+          </named-connection>
+        </named-connections>
+        <_.fcp.ObjectModelEncapsulateLegacy.false...relation connection='textscan.1o642x11yl5wvl1577oy81b56px1' name='gay_pride' table='[gay_pride]' type='table'>
+          <columns character-set='UTF-8' header='yes' locale='en_CA' separator=','>
+            <column datatype='integer' name='pride parade index' ordinal='0' />
+            <column datatype='integer' name='gay bars index' ordinal='1' />
+            <column datatype='real' name='lat' ordinal='2' />
+            <column datatype='real' name='long' ordinal='3' />
+          </columns>
+        </_.fcp.ObjectModelEncapsulateLegacy.false...relation>
+        <_.fcp.ObjectModelEncapsulateLegacy.true...relation connection='textscan.1o642x11yl5wvl1577oy81b56px1' name='gay_pride' table='[gay_pride]' type='table'>
+          <columns character-set='UTF-8' header='yes' locale='en_CA' separator=','>
+            <column datatype='integer' name='pride parade index' ordinal='0' />
+            <column datatype='integer' name='gay bars index' ordinal='1' />
+            <column datatype='real' name='lat' ordinal='2' />
+            <column datatype='real' name='long' ordinal='3' />
+          </columns>
+        </_.fcp.ObjectModelEncapsulateLegacy.true...relation>
+        <metadata-records>
+          <metadata-record class='capability'>
+            <remote-name />
+            <remote-type>0</remote-type>
+            <parent-name>[gay_pride]</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_CA&quot;</attribute>
+              <attribute datatype='string' name='single-char'>&quot;&quot;</attribute>
+            </attributes>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>pride parade index</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[pride parade index]</local-name>
+            <parent-name>[gay_pride]</parent-name>
+            <remote-alias>pride parade index</remote-alias>
+            <ordinal>0</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[gay_pride_4C4D28B8BF51431995D6F4318C7440C1]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>gay bars index</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[gay bars index]</local-name>
+            <parent-name>[gay_pride]</parent-name>
+            <remote-alias>gay bars index</remote-alias>
+            <ordinal>1</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[gay_pride_4C4D28B8BF51431995D6F4318C7440C1]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>lat</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[lat]</local-name>
+            <parent-name>[gay_pride]</parent-name>
+            <remote-alias>lat</remote-alias>
+            <ordinal>2</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[gay_pride_4C4D28B8BF51431995D6F4318C7440C1]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>long</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[long]</local-name>
+            <parent-name>[gay_pride]</parent-name>
+            <remote-alias>long</remote-alias>
+            <ordinal>3</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[gay_pride_4C4D28B8BF51431995D6F4318C7440C1]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+        </metadata-records>
+      </connection>
+      <aliases enabled='yes' />
+      <column datatype='string' name='[Pride Parade Index (group)]' role='dimension' type='ordinal'>
+        <calculation class='categorical-bin' column='[pride parade index]' new-bin='true' />
+      </column>
+      <_.fcp.ObjectModelTableType.true...column caption='gay_pride' datatype='table' name='[__tableau_internal_object_id__].[gay_pride_4C4D28B8BF51431995D6F4318C7440C1]' role='measure' type='quantitative' />
+      <column caption='Gay Bars Index' datatype='integer' name='[gay bars index]' role='measure' type='quantitative' />
+      <column aggregation='Avg' caption='Lat' datatype='real' name='[lat]' role='measure' semantic-role='[Geographical].[Latitude]' type='quantitative' />
+      <column aggregation='Avg' caption='Long' datatype='real' name='[long]' role='measure' semantic-role='[Geographical].[Longitude]' type='quantitative' />
+      <column caption='Pride Parade Index' datatype='integer' name='[pride parade index]' role='measure' type='ordinal' />
+      <column-instance column='[pride parade index]' derivation='Avg' name='[avg:pride parade index:ok]' pivot='key' type='ordinal' />
+      <column-instance column='[pride parade index]' derivation='Max' name='[max:pride parade index:ok]' pivot='key' type='ordinal' />
+      <column-instance column='[pride parade index]' derivation='Median' name='[med:pride parade index:ok]' pivot='key' type='ordinal' />
+      <column-instance column='[pride parade index]' derivation='None' name='[none:pride parade index:ok]' pivot='key' type='ordinal' />
+      <column-instance column='[pride parade index]' derivation='Sum' name='[sum:pride parade index:ok]' pivot='key' type='ordinal' />
+      <layout _.fcp.SchemaViewerObjectModel.false...dim-percentage='0.5' _.fcp.SchemaViewerObjectModel.false...measure-percentage='0.4' dim-ordering='alphabetic' measure-ordering='alphabetic' show-structure='true' />
+      <style>
+        <style-rule element='mark'>
+          <encoding attr='color' field='[sum:pride parade index:ok]' type='palette'>
+            <map to='#e6e6e6'>
+              <bucket>0</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>1</bucket>
+            </map>
+          </encoding>
+          <encoding attr='color' field='[avg:pride parade index:ok]' type='palette'>
+            <map to='#4e79a7'>
+              <bucket>1.0</bucket>
+            </map>
+            <map to='#e6e6e6'>
+              <bucket>0</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>1</bucket>
+            </map>
+          </encoding>
+          <encoding attr='color' field='[med:pride parade index:ok]' type='palette'>
+            <map to='#4e79a7'>
+              <bucket>1.0</bucket>
+            </map>
+            <map to='#e6e6e6'>
+              <bucket>0</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>1</bucket>
+            </map>
+          </encoding>
+          <encoding attr='color' field='[none:pride parade index:ok]' type='palette'>
+            <map to='#e6e6e6'>
+              <bucket>0</bucket>
+            </map>
+            <map to='#f28e2b'>
+              <bucket>1</bucket>
+            </map>
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+            <column caption='Pride Parade Index' datatype='integer' name='[pride parade index]' role='measure' type='ordinal' />
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+            <column aggregation='Avg' caption='Long' datatype='real' name='[long]' role='measure' semantic-role='[Geographical].[Longitude]' type='quantitative' />
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+  </thumbnails>
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diff --git a/dashboard/Dashboard 1 Sami.png b/dashboard/Dashboard 1 Sami.png
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diff --git a/images/Dashboard 1 Sami.png b/images/Dashboard 1 Sami.png
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