diff --git a/analysis/Book Sami.twb b/analysis/Book Sami.twb
new file mode 100644
index 0000000..a071b0d
--- /dev/null
+++ b/analysis/Book Sami.twb	
@@ -0,0 +1,2790 @@
+<?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 />
+    <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>
+        <_.fcp.ObjectModelEncapsulateLegacy.false...relation connection='textscan.0ymouyf0lohvbk1ef8t3h0xftmgh' name='tax_and_gay.csv' table='[tax_and_gay#csv]' type='table'>
+          <columns character-set='UTF-8' header='yes' locale='en_CA' separator=','>
+            <column datatype='integer' name='zip' ordinal='0' />
+            <column datatype='integer' name='zip 1' ordinal='1' />
+            <column datatype='real' name='population' ordinal='2' />
+            <column datatype='integer' name='gay tax rate' ordinal='3' />
+            <column datatype='real' name='overall tax paid' ordinal='4' />
+            <column datatype='integer' name='income' ordinal='5' />
+          </columns>
+        </_.fcp.ObjectModelEncapsulateLegacy.false...relation>
+        <_.fcp.ObjectModelEncapsulateLegacy.true...relation type='collection'>
+          <relation connection='textscan.0ymouyf0lohvbk1ef8t3h0xftmgh' name='tax_and_gay.csv' table='[tax_and_gay#csv]' type='table'>
+            <columns character-set='UTF-8' header='yes' locale='en_CA' separator=','>
+              <column datatype='integer' name='zip' ordinal='0' />
+              <column datatype='integer' name='zip 1' ordinal='1' />
+              <column datatype='real' name='population' ordinal='2' />
+              <column datatype='integer' name='gay tax rate' ordinal='3' />
+              <column datatype='real' name='overall tax paid' ordinal='4' />
+              <column datatype='integer' name='income' ordinal='5' />
+            </columns>
+          </relation>
+          <relation connection='textscan.0nknilx0qr545516tlehx16c2uvd' name='zip_lat_long.csv' table='[zip_lat_long#csv]' type='table'>
+            <columns character-set='UTF-8' header='yes' locale='en_CA' separator=','>
+              <column datatype='integer' name='ZIP' ordinal='0' />
+              <column datatype='real' name='LAT' ordinal='1' />
+              <column datatype='real' name='LNG' ordinal='2' />
+            </columns>
+          </relation>
+        </_.fcp.ObjectModelEncapsulateLegacy.true...relation>
+        <metadata-records>
+          <metadata-record class='capability'>
+            <remote-name />
+            <remote-type>0</remote-type>
+            <parent-name>[tax_and_gay.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_CA&quot;</attribute>
+              <attribute datatype='string' name='single-char'>&quot;&quot;</attribute>
+            </attributes>
+          </metadata-record>
+          <metadata-record class='capability'>
+            <remote-name />
+            <remote-type>0</remote-type>
+            <parent-name>[zip_lat_long.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_CA&quot;</attribute>
+              <attribute datatype='string' name='single-char'>&quot;&quot;</attribute>
+            </attributes>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>zip</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[zip]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>zip</remote-alias>
+            <ordinal>0</ordinal>
+            <local-type>integer</local-type>
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+          </metadata-record>
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+            <remote-type>20</remote-type>
+            <local-name>[zip 1]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>zip 1</remote-alias>
+            <ordinal>1</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tax_and_gay.csv_2695AFE1365845F98E5AB43881776511]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>population</remote-name>
+            <remote-type>5</remote-type>
+            <local-name>[population]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>population</remote-alias>
+            <ordinal>2</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
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+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>gay tax rate</remote-name>
+            <remote-type>20</remote-type>
+            <local-name>[gay tax rate]</local-name>
+            <parent-name>[tax_and_gay.csv]</parent-name>
+            <remote-alias>gay tax rate</remote-alias>
+            <ordinal>3</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tax_and_gay.csv_2695AFE1365845F98E5AB43881776511]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>overall tax paid</remote-name>
+            <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>
+            <ordinal>4</ordinal>
+            <local-type>real</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tax_and_gay.csv_2695AFE1365845F98E5AB43881776511]</_.fcp.ObjectModelEncapsulateLegacy.true...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>[tax_and_gay.csv]</parent-name>
+            <remote-alias>income</remote-alias>
+            <ordinal>5</ordinal>
+            <local-type>integer</local-type>
+            <aggregation>Sum</aggregation>
+            <contains-null>true</contains-null>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[tax_and_gay.csv_2695AFE1365845F98E5AB43881776511]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </metadata-record>
+          <metadata-record class='column'>
+            <remote-name>ZIP</remote-name>
+            <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>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[zip_lat_long.csv_EA1829CF3CA8490894E3EAB97341B6C8]</_.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>[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>
+            <_.fcp.ObjectModelEncapsulateLegacy.true...object-id>[zip_lat_long.csv_EA1829CF3CA8490894E3EAB97341B6C8]</_.fcp.ObjectModelEncapsulateLegacy.true...object-id>
+          </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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+      <semantic-values>
+        <semantic-value key='[Country].[Name]' value='&quot;Canada&quot;' />
+      </semantic-values>
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+                <columns character-set='UTF-8' header='yes' locale='en_CA' separator=','>
+                  <column datatype='integer' name='zip' ordinal='0' />
+                  <column datatype='integer' name='zip 1' ordinal='1' />
+                  <column datatype='real' name='population' ordinal='2' />
+                  <column datatype='integer' name='gay tax rate' ordinal='3' />
+                  <column datatype='real' name='overall tax paid' ordinal='4' />
+                  <column datatype='integer' name='income' ordinal='5' />
+                </columns>
+              </relation>
+            </properties>
+          </object>
+          <object caption='zip_lat_long.csv' id='zip_lat_long.csv_EA1829CF3CA8490894E3EAB97341B6C8'>
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+                <columns character-set='UTF-8' header='yes' locale='en_CA' separator=','>
+                  <column datatype='integer' name='ZIP' ordinal='0' />
+                  <column datatype='real' name='LAT' ordinal='1' />
+                  <column datatype='real' name='LNG' ordinal='2' />
+                </columns>
+              </relation>
+            </properties>
+          </object>
+        </objects>
+        <relationships>
+          <relationship>
+            <expression op='='>
+              <expression op='[zip]' />
+              <expression op='[ZIP]' />
+            </expression>
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+  <mapsources>
+    <mapsource name='Tableau' />
+  </mapsources>
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+    <worksheet name='Sheet 1'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontcolor='#b07aa1'>Logarithmic Regression of income tax paid by the Gay population VS the General population</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='tax_and_gay' name='federated.0a0r44a1k0ra1y1cmt8ab15acxw6' />
+          </datasources>
+          <datasource-dependencies datasource='federated.0a0r44a1k0ra1y1cmt8ab15acxw6'>
+            <column caption='Gay Tax Rate' datatype='integer' name='[gay tax rate]' role='measure' type='quantitative' />
+            <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' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
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+            <format attr='title' class='0' field='[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:overall tax paid:qk]' scope='rows' value='General Income Tax Paid' />
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+              <breakdown value='auto' />
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+            <trendline enable-confidence-bands='false' enable-instant-analytics='true' enabled='true' exclude-color='false' exclude-intercept='false' fit='linear' />
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+                <format attr='mark-color' value='#b07aa1' />
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+        </panes>
+        <rows>[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:overall tax paid:qk]</rows>
+        <cols>[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:gay tax rate:qk]</cols>
+      </table>
+      <simple-id uuid='{03CB6918-0B9B-43AB-B6C5-9A357C9D373B}' />
+    </worksheet>
+    <worksheet name='Sheet 1 (2)'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontcolor='#4e79a7'>Linear Regression of income tax paid by the Gay population VS the General population</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='tax_and_gay' name='federated.0a0r44a1k0ra1y1cmt8ab15acxw6' />
+          </datasources>
+          <datasource-dependencies datasource='federated.0a0r44a1k0ra1y1cmt8ab15acxw6'>
+            <column caption='Gay Tax Rate' datatype='integer' name='[gay tax rate]' role='measure' type='quantitative' />
+            <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' />
+          </datasource-dependencies>
+          <aggregation value='true' />
+        </view>
+        <style>
+          <style-rule element='axis'>
+            <format attr='height' field='[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:gay tax rate:qk]' value='57' />
+            <format attr='title' class='0' field='[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:overall tax paid:qk]' scope='rows' value='General Income Tax Paid' />
+            <format attr='title' class='0' field='[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:gay tax rate:qk]' scope='cols' value='Gay Income Tax Paid' />
+          </style-rule>
+        </style>
+        <panes>
+          <pane selection-relaxation-option='selection-relaxation-allow'>
+            <view>
+              <breakdown value='auto' />
+            </view>
+            <mark class='Automatic' />
+            <mark-sizing mark-sizing-setting='marks-scaling-off' />
+            <trendline enable-confidence-bands='false' enable-instant-analytics='true' enabled='true' exclude-color='false' exclude-intercept='false' fit='linear' />
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+        </panes>
+        <rows>[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:overall tax paid:qk]</rows>
+        <cols>[federated.0a0r44a1k0ra1y1cmt8ab15acxw6].[none:gay tax rate:qk]</cols>
+      </table>
+      <simple-id uuid='{9D10588A-B020-41B3-8F23-CD8AD7A24DE5}' />
+    </worksheet>
+    <worksheet name='Sheet 3'>
+      <layout-options>
+        <title>
+          <formatted-text>
+            <run bold='true' fontalignment='1' fontcolor='#f9a655'>Analysis of the Gay and General tax rates of a sample of Zip Codes</run>
+          </formatted-text>
+        </title>
+      </layout-options>
+      <table>
+        <view>
+          <datasources>
+            <datasource caption='tax_and_gay' name='federated.0a0r44a1k0ra1y1cmt8ab15acxw6' />
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+          <mapsources>
+            <mapsource name='Tableau' />
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+  </thumbnails>
+</workbook>
diff --git a/analysis/analysis2.ipynb b/analysis/analysis2.ipynb
index 94bdbb4..e9341df 100644
--- a/analysis/analysis2.ipynb
+++ b/analysis/analysis2.ipynb
@@ -410,7 +410,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -488,7 +488,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 56,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -578,7 +578,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 51,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
     {
diff --git a/analysis/~Book Sami__19792.twbr b/analysis/~Book Sami__19792.twbr
new file mode 100644
index 0000000..e69de29
diff --git a/images/Dashboard 1 Sami.png b/images/Dashboard 1 Sami.png
new file mode 100644
index 0000000..fd56adc
Binary files /dev/null and b/images/Dashboard 1 Sami.png differ