diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 20890bab981cd7140e6d444eb3ee6010de295dfe..2f7d5019bd6030a9f2a972a173c469d3a8ea67b7 100755
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -11,21 +11,44 @@
</configurations>
</component>
<component name="ChangeListManager">
- <list default="true" id="2624f523-8bdb-4867-a32b-0c8fa25f5cda" name="Default" comment="reverted from the big keys thingy">
+ <list default="true" id="2624f523-8bdb-4867-a32b-0c8fa25f5cda" name="Default" comment="Added the maxNode parameter">
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_1.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_10.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_11.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_12.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_13.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_14.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_15.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_16.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_2.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_3.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_4.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_5.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_6.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_7.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_8.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/DO_9.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/data-clean.csv" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/nursery.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/result.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/testing.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Datasets/Nursery/training.data" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Scripts/Clean_Nursery.py" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/DATA/Scripts/clean.csv" afterDir="false" />
+ <change afterPath="$PROJECT_DIR$/Scripts/TestPPNB.sh" afterDir="false" />
<change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
<change beforePath="$PROJECT_DIR$/CONFIG/DAPPLE.config" beforeDir="false" afterPath="$PROJECT_DIR$/CONFIG/DAPPLE.config" afterDir="false" />
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- <change beforePath="$PROJECT_DIR$/ML/VFDT/Node.cpp" beforeDir="false" afterPath="$PROJECT_DIR$/ML/VFDT/Node.cpp" afterDir="false" />
- <change beforePath="$PROJECT_DIR$/ML/VFDT/Node.h" beforeDir="false" afterPath="$PROJECT_DIR$/ML/VFDT/Node.h" afterDir="false" />
- <change beforePath="$PROJECT_DIR$/ML/VFDT/VFDT_Classifier.cpp" beforeDir="false" afterPath="$PROJECT_DIR$/ML/VFDT/VFDT_Classifier.cpp" afterDir="false" />
- <change beforePath="$PROJECT_DIR$/ML/VFDT/VFDT_Classifier.h" beforeDir="false" afterPath="$PROJECT_DIR$/ML/VFDT/VFDT_Classifier.h" afterDir="false" />
- <change beforePath="$PROJECT_DIR$/PPML/PPVFDT/PPNode.cpp" beforeDir="false" afterPath="$PROJECT_DIR$/PPML/PPVFDT/PPNode.cpp" afterDir="false" />
- <change beforePath="$PROJECT_DIR$/PPML/PPVFDT/PPNode.h" beforeDir="false" afterPath="$PROJECT_DIR$/PPML/PPVFDT/PPNode.h" afterDir="false" />
+ <change beforePath="$PROJECT_DIR$/DATA/Datasets/Thyroid/data-clean.csv" beforeDir="false" />
+ <change beforePath="$PROJECT_DIR$/DATA/Datasets/Thyroid/result.data" beforeDir="false" />
+ <change beforePath="$PROJECT_DIR$/DATA/Datasets/Thyroid/testing.data" beforeDir="false" />
+ <change beforePath="$PROJECT_DIR$/DATA/Datasets/Thyroid/training.data" beforeDir="false" />
+ <change beforePath="$PROJECT_DIR$/DATA/Scripts/Split_Train_Test.py" beforeDir="false" afterPath="$PROJECT_DIR$/DATA/Scripts/Split_Train_Test.py" afterDir="false" />
+ <change beforePath="$PROJECT_DIR$/DATA/Scripts/data-brute.txt" beforeDir="false" afterPath="$PROJECT_DIR$/DATA/Scripts/data-brute.txt" afterDir="false" />
+ <change beforePath="$PROJECT_DIR$/PPML/PPNB/PPStats.cpp" beforeDir="false" afterPath="$PROJECT_DIR$/PPML/PPNB/PPStats.cpp" afterDir="false" />
<change beforePath="$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.cpp" beforeDir="false" afterPath="$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.cpp" afterDir="false" />
- <change beforePath="$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.h" beforeDir="false" afterPath="$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.h" afterDir="false" />
<change beforePath="$PROJECT_DIR$/SER/dtpkc.ser" beforeDir="false" afterPath="$PROJECT_DIR$/SER/dtpkc.ser" afterDir="false" />
- <change beforePath="$PROJECT_DIR$/Scripts/vary_cores.sh" beforeDir="false" afterPath="$PROJECT_DIR$/Scripts/vary_cores.sh" afterDir="false" />
<change beforePath="$PROJECT_DIR$/TEST/main.cpp" beforeDir="false" afterPath="$PROJECT_DIR$/TEST/main.cpp" afterDir="false" />
+ <change beforePath="$PROJECT_DIR$/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache" beforeDir="false" afterPath="$PROJECT_DIR$/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache" afterDir="false" />
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<ignored path="$PROJECT_DIR$/cmake-build-debug/" />
<option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
@@ -40,102 +63,101 @@
</component>
<component name="FileEditorManager">
<leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
- <file pinned="false" current-in-tab="true">
+ <file pinned="false" current-in-tab="false">
<entry file="file://$PROJECT_DIR$/CONFIG/DAPPLE.config">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="525">
- <caret line="35" column="2" selection-start-line="35" selection-start-column="2" selection-end-line="35" selection-end-column="2" />
+ <state relative-caret-position="90">
+ <caret line="6" column="25" lean-forward="true" selection-start-line="6" selection-start-column="25" selection-end-line="6" selection-end-column="25" />
</state>
</provider>
</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:51:45-Stats.csv">
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- <caret line="16" column="53" selection-start-line="16" selection-start-column="53" selection-end-line="16" selection-end-column="53" />
- </state>
- </provider>
+ <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/Cipher-2019-03-28-16:48:01-Stats.csv">
+ <provider selected="true" editor-type-id="text-editor" />
</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.cpp">
+ <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/Cipher-2019-03-29-08:52:10-Stats.csv">
<provider selected="true" editor-type-id="text-editor">
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- <element signature="e#2610#2987#0" />
- <element signature="e#2988#3259#0" />
- <element signature="e#3261#3636#0" />
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+ <state relative-caret-position="270">
+ <caret line="18" lean-forward="true" selection-start-line="18" selection-end-line="18" />
</state>
</provider>
</entry>
</file>
- <file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/TEST/main.cpp">
+ <file pinned="false" current-in-tab="true">
+ <entry file="file://$PROJECT_DIR$/Scripts/TestPPNB.sh">
<provider selected="true" editor-type-id="text-editor">
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- <caret line="378" column="72" selection-start-line="378" selection-start-column="72" selection-end-line="378" selection-end-column="72" />
+ <state relative-caret-position="705">
+ <caret line="47" lean-forward="true" selection-start-line="47" selection-end-line="47" />
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</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/ML/VFDT/Node.cpp">
+ <entry file="file://$PROJECT_DIR$/Scripts/vary_th.sh">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="82">
- <caret line="178" selection-start-line="178" selection-end-line="191" />
- <folding>
- <element signature="e#164#181#0" expanded="true" />
- </folding>
+ <state relative-caret-position="30">
+ <caret line="2" selection-start-line="2" selection-end-line="11" />
</state>
</provider>
</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPNode.cpp">
+ <entry file="file://$PROJECT_DIR$/ML/NB/Stats.cpp">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="57">
- <caret line="175" column="12" selection-start-line="175" selection-start-column="12" selection-end-line="175" selection-end-column="27" />
+ <state relative-caret-position="75">
+ <caret line="5" column="2" selection-start-line="5" selection-start-column="2" selection-end-line="5" selection-end-column="2" />
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+ <element signature="e#0#18#0" expanded="true" />
+ <element signature="e#80#220#0" />
+ <element signature="e#223#1383#0" />
+ <element signature="e#1385#1781#0" />
+ <element signature="e#1783#1892#0" />
+ </folding>
</state>
</provider>
</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPNode.h">
+ <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.cpp">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="192">
- <caret line="64" column="24" selection-start-line="64" selection-start-column="24" selection-end-line="64" selection-end-column="24" />
+ <state relative-caret-position="88">
+ <caret line="295" column="37" selection-start-line="295" selection-start-column="34" selection-end-line="295" selection-end-column="37" />
+ <folding>
+ <element signature="e#20#50#0" expanded="true" />
+ </folding>
</state>
</provider>
</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.h">
+ <entry file="file://$PROJECT_DIR$/PPML/PPNB/PPStats.cpp">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="67">
- <caret line="61" column="230" selection-start-line="61" selection-start-column="230" selection-end-line="61" selection-end-column="230" />
+ <state relative-caret-position="178">
+ <caret line="100" column="40" selection-start-line="100" selection-start-column="40" selection-end-line="100" selection-end-column="40" />
+ <folding>
+ <element signature="e#0#20#0" expanded="true" />
+ </folding>
</state>
</provider>
</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:50:17-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPNode.cpp">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="180">
- <caret line="12" column="35" selection-start-line="12" selection-start-column="35" selection-end-line="12" selection-end-column="35" />
+ <state relative-caret-position="88">
+ <caret line="18" column="33" selection-start-line="18" selection-start-column="33" selection-end-line="18" selection-end-column="33" />
</state>
</provider>
</entry>
</file>
<file pinned="false" current-in-tab="false">
- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:41:30-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPNodeStats.cpp">
<provider selected="true" editor-type-id="text-editor">
- <state relative-caret-position="255">
- <caret line="17" column="16" selection-start-line="17" selection-start-column="16" selection-end-line="17" selection-end-column="16" />
+ <state relative-caret-position="88">
+ <caret line="6" column="10" selection-start-line="6" selection-start-column="7" selection-end-line="6" selection-end-column="10" />
</state>
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</entry>
@@ -144,14 +166,9 @@
</component>
<component name="FindInProjectRecents">
<findStrings>
- <find>train</find>
- <find>VFDT_CLA</find>
- <find>train ste</find>
- <find>infogain</find>
<find>reset</find>
<find>counter++</find>
<find>counter</find>
- <find>classi</find>
<find>Split</find>
<find>split</find>
<find>splitNode</find>
@@ -174,6 +191,11 @@
<find>-1</find>
<find>100</find>
<find>Test</find>
+ <find>sendm</find>
+ <find>classi</find>
+ <find>classify</find>
+ <find>update</find>
+ <find>omp</find>
</findStrings>
<replaceStrings>
<replace>EvalCmp100</replace>
@@ -194,16 +216,12 @@
<component name="IdeDocumentHistory">
<option name="CHANGED_PATHS">
<list>
- <option value="$PROJECT_DIR$/DATA/Scripts/Suffle.py" />
- <option value="$PROJECT_DIR$/DATA/Scripts/Shuffle.py" />
- <option value="$PROJECT_DIR$/ML/IO/DatasetReader.cpp" />
<option value="$PROJECT_DIR$/ML/IO/DatasetReader.h" />
<option value="$PROJECT_DIR$/ML/LR/LR.h" />
<option value="$PROJECT_DIR$/DATA/Scripts/Clean_Bank.py" />
<option value="$PROJECT_DIR$/DATA/Datasets/Bank/clean.csv" />
<option value="$PROJECT_DIR$/DATA/Scripts/subsetRebalance.py" />
<option value="$PROJECT_DIR$/DATA/Scripts/Clean_Autism.py" />
- <option value="$PROJECT_DIR$/DATA/Scripts/Split_Train_Test.py" />
<option value="$PROJECT_DIR$/CMakeLists.txt" />
<option value="$PROJECT_DIR$/ML/LR/LR.cpp" />
<option value="$PROJECT_DIR$/UTIL/math_util.cc" />
@@ -243,8 +261,12 @@
<option value="$PROJECT_DIR$/PPML/PPVFDT/PPNode.cpp" />
<option value="$PROJECT_DIR$/PPML/PPVFDT/PPNode.h" />
<option value="$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.cpp" />
- <option value="$PROJECT_DIR$/CONFIG/DAPPLE.config" />
+ <option value="$PROJECT_DIR$/DATA/Scripts/Clean_Nursery.py" />
+ <option value="$PROJECT_DIR$/DATA/Scripts/Split_Train_Test.py" />
<option value="$PROJECT_DIR$/TEST/main.cpp" />
+ <option value="$PROJECT_DIR$/PPML/PPNB/PPStats.cpp" />
+ <option value="$PROJECT_DIR$/CONFIG/DAPPLE.config" />
+ <option value="$PROJECT_DIR$/Scripts/TestPPNB.sh" />
</list>
</option>
</component>
@@ -261,6 +283,7 @@
<foldersAlwaysOnTop value="true" />
</navigator>
<panes>
+ <pane id="Scope" />
<pane id="ProjectPane">
<subPane>
<expand>
@@ -273,39 +296,6 @@
<item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
<item name="CONFIG" type="462c0819:PsiDirectoryNode" />
</path>
- <path>
- <item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="EXP" type="462c0819:PsiDirectoryNode" />
- </path>
- <path>
- <item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="EXP" type="462c0819:PsiDirectoryNode" />
- <item name="DebugPPNB" type="462c0819:PsiDirectoryNode" />
- </path>
- <path>
- <item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="ML" type="462c0819:PsiDirectoryNode" />
- </path>
- <path>
- <item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="ML" type="462c0819:PsiDirectoryNode" />
- <item name="VFDT" type="462c0819:PsiDirectoryNode" />
- </path>
- <path>
- <item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="PPML" type="462c0819:PsiDirectoryNode" />
- </path>
- <path>
- <item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
- <item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
- <item name="PPML" type="462c0819:PsiDirectoryNode" />
- <item name="PPVFDT" type="462c0819:PsiDirectoryNode" />
- </path>
<path>
<item name="DAPPLE" type="b2602c69:ProjectViewProjectNode" />
<item name="DAPPLE-2.0" type="462c0819:PsiDirectoryNode" />
@@ -320,7 +310,6 @@
<select />
</subPane>
</pane>
- <pane id="Scope" />
</panes>
</component>
<component name="PropertiesComponent">
@@ -333,19 +322,19 @@
<property name="settings.editor.selected.configurable" value="dynamic.analysis.tools.valgrind" />
</component>
<component name="RecentsManager">
- <key name="CopyFile.RECENT_KEYS">
- <recent name="$PROJECT_DIR$/Scripts" />
- <recent name="$PROJECT_DIR$/cmake-build-debug" />
- <recent name="$PROJECT_DIR$" />
- <recent name="$PROJECT_DIR$/CRYPTO" />
- <recent name="$PROJECT_DIR$/DATA/Scripts" />
- </key>
<key name="MoveFile.RECENT_KEYS">
<recent name="$PROJECT_DIR$/DATA/Datasets/Adult" />
<recent name="$PROJECT_DIR$/ML/IO" />
<recent name="$PROJECT_DIR$/ML" />
<recent name="$PROJECT_DIR$/TEST" />
</key>
+ <key name="CopyFile.RECENT_KEYS">
+ <recent name="$PROJECT_DIR$/Scripts" />
+ <recent name="$PROJECT_DIR$/DATA/Scripts" />
+ <recent name="$PROJECT_DIR$/cmake-build-debug" />
+ <recent name="$PROJECT_DIR$" />
+ <recent name="$PROJECT_DIR$/CRYPTO" />
+ </key>
</component>
<component name="RunDashboard">
<option name="ruleStates">
@@ -421,14 +410,8 @@
<workItem from="1553279718999" duration="2587000" />
<workItem from="1553532738694" duration="2640000" />
<workItem from="1553555726404" duration="2609000" />
- <workItem from="1553591361409" duration="7216000" />
- </task>
- <task id="LOCAL-00003" summary="31/10/2018 (Not working)">
- <created>1540999645349</created>
- <option name="number" value="00003" />
- <option name="presentableId" value="LOCAL-00003" />
- <option name="project" value="LOCAL" />
- <updated>1540999645349</updated>
+ <workItem from="1553591361409" duration="14332000" />
+ <workItem from="1553676823720" duration="20815000" />
</task>
<task id="LOCAL-00004" summary="31/10/2018 (CleanUp)">
<created>1541006613666</created>
@@ -766,11 +749,18 @@
<option name="project" value="LOCAL" />
<updated>1553278524770</updated>
</task>
- <option name="localTasksCounter" value="52" />
+ <task id="LOCAL-00052" summary="Added the maxNode parameter">
+ <created>1553617730414</created>
+ <option name="number" value="00052" />
+ <option name="presentableId" value="LOCAL-00052" />
+ <option name="project" value="LOCAL" />
+ <updated>1553617730415</updated>
+ </task>
+ <option name="localTasksCounter" value="53" />
<servers />
</component>
<component name="TimeTrackingManager">
- <option name="totallyTimeSpent" value="658364000" />
+ <option name="totallyTimeSpent" value="686295000" />
</component>
<component name="TodoView">
<todo-panel id="selected-file">
@@ -783,21 +773,22 @@
</component>
<component name="ToolWindowManager">
<frame x="67" y="25" width="1355" height="678" extended-state="6" />
+ <editor active="true" />
<layout>
- <window_info active="true" content_ui="combo" id="Project" order="0" sideWeight="0.8053333" visible="true" weight="0.29946524" />
+ <window_info active="true" content_ui="combo" id="Project" order="0" sideWeight="0.8053333" visible="true" weight="0.3040489" />
<window_info id="Structure" order="1" sideWeight="0.2735043" side_tool="true" weight="0.3390558" />
<window_info id="Favorites" order="2" sideWeight="0.19466667" side_tool="true" weight="0.28113064" />
<window_info anchor="bottom" id="Database Changes" order="0" />
<window_info anchor="bottom" id="Message" order="1" />
<window_info anchor="bottom" id="Find" order="2" sideWeight="0.49503437" weight="0.32817337" />
<window_info anchor="bottom" id="Run" order="3" sideWeight="0.6355997" visible="true" weight="0.3096539" />
- <window_info anchor="bottom" id="Debug" order="4" sideWeight="0.58594346" weight="0.140255" />
+ <window_info anchor="bottom" id="Debug" order="4" sideWeight="0.58594346" weight="0.36612022" />
<window_info anchor="bottom" id="Cvs" order="5" weight="0.25" />
<window_info anchor="bottom" id="Inspection" order="6" weight="0.4" />
<window_info anchor="bottom" id="TODO" order="7" sideWeight="0.49920928" weight="0.32786885" />
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<window_info anchor="bottom" id="Event Log" order="9" sideWeight="0.53093964" side_tool="true" weight="0.38069215" />
- <window_info anchor="bottom" id="Terminal" order="10" sideWeight="0.46906036" weight="0.3139746" />
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+ </entry>
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- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:38:49-Stats.csv">
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+ <provider selected="true" editor-type-id="text-editor" />
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+ <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-28-14:46:21-Stats.csv">
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- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:40:36-Stats.csv">
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- <entry file="file://$PROJECT_DIR$/EXP/DebugC_VS_P/clear-2019-03-25-23:17:14-Stats.csv">
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<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:42:32-Stats.csv">
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+ <entry file="file://$PROJECT_DIR$/DATA/Datasets/Nursery/testing.data">
<provider selected="true" editor-type-id="text-editor" />
</entry>
- <entry file="file://$PROJECT_DIR$/ML/VFDT/VFDT_Classifier.cpp">
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+ <state relative-caret-position="-23568" />
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- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:41:30-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/DATA/Datasets/Nursery/DO_1.data">
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- <entry file="file://$PROJECT_DIR$/PPML/PPVFDT/PPVFDT_Classifier.h">
+ <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-28-14:51:11-Stats.csv">
<provider selected="true" editor-type-id="text-editor">
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- <entry file="file://$PROJECT_DIR$/ML/VFDT/Node.cpp">
+ <entry file="file://$PROJECT_DIR$/PPML/PPNB/PPNB_Classifier.cpp">
<provider selected="true" editor-type-id="text-editor">
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- <entry file="file://$PROJECT_DIR$/EXP/DebugPPNB/clear-2019-03-26-15:51:45-Stats.csv">
+ <entry file="file://$PROJECT_DIR$/CONFIG/DAPPLE.config">
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- <entry file="file://$PROJECT_DIR$/CONFIG/DAPPLE.config">
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+ <provider selected="true" editor-type-id="text-editor" />
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diff --git a/CONFIG/DAPPLE.config b/CONFIG/DAPPLE.config
index 40c17ec73a0dbbbc5e6d61214b96acde9664a12f..1c3dd1bf414e0bd53c867ce505020ec269546c80 100755
--- a/CONFIG/DAPPLE.config
+++ b/CONFIG/DAPPLE.config
@@ -2,13 +2,13 @@
perf{
testBuildingBlocks="false";
PrivacyPreservation="true";
- MLAlgorithm="vfdt";
+ MLAlgorithm="nb";
runs_number ="1";
thread_number="16";
remoteClient="false";
Incremental="true";
OutputPath="/home/rania/CLionProjects/DAPPLE-2.0/EXP/DebugPPNB/";
- scenarioName ="clear";
+ scenarioName ="Cipher";
debug="true";
maxTrainSize="100";
maxTestSize="400";
@@ -17,11 +17,11 @@
# The dataset configuration parameters
dataset{
mainPath = "/home/rania/CLionProjects/DAPPLE-2.0/";
- path="/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Adult/";
- clearPath= "/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Adult/";
+ path="/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Nursery/";
+ clearPath= "/home/rania/CLionProjects/DAPPLE-2.0/DATA/Datasets/Nursery/";
chunk_prefix="DO";
- class_number="2";
- dimension="15";
+ class_number="4";
+ dimension="9";
chunk_number="16";
}
@@ -30,9 +30,9 @@
delta="0.000001";
tau="1";
grace="50";
- max_depth="7";
+ max_depth="2";
threshold_number="2";
- maxNodes="7";
+ maxNodes="45";
}
# DTPKC parameters
diff --git a/DATA/Datasets/Nursery/DO_1.data b/DATA/Datasets/Nursery/DO_1.data
new file mode 100644
index 0000000000000000000000000000000000000000..acec0fa0683a28d95496f4f84b62657bb93903b7
--- /dev/null
+++ b/DATA/Datasets/Nursery/DO_1.data
@@ -0,0 +1,100 @@
+2,3,0,0,0,0,0,2,2
+2,3,2,3,0,0,1,2,1
+2,3,2,2,2,1,1,1,1
+2,3,1,2,1,0,0,1,1
+2,3,3,2,1,1,1,1,1
+2,2,2,3,0,0,0,1,1
+2,3,0,2,0,0,1,1,1
+2,2,0,3,1,1,1,0,0
+2,3,3,2,0,0,1,2,1
+2,3,1,2,0,1,2,2,1
+2,2,1,2,1,0,0,1,1
+2,2,2,2,1,0,0,2,1
+2,3,0,3,1,0,2,2,1
+2,2,0,0,1,0,1,2,1
+2,3,0,0,2,1,2,2,4
+2,3,1,3,1,1,0,1,1
+2,2,2,1,0,1,1,0,0
+2,2,2,2,0,1,0,0,0
+2,2,1,1,2,0,0,1,1
+2,1,0,0,1,1,1,0,0
+2,1,0,0,2,0,1,0,0
+2,3,3,3,0,1,2,0,0
+2,2,2,2,1,1,1,2,1
+2,2,0,1,1,1,1,2,1
+2,3,1,1,2,0,2,0,0
+2,3,1,1,2,1,1,0,0
+2,3,2,0,0,0,2,0,0
+2,2,3,3,0,0,2,0,0
+2,3,0,2,1,0,0,0,0
+2,2,0,1,1,1,2,0,0
+2,3,1,2,0,0,1,2,1
+2,1,0,3,2,1,0,2,1
+2,3,3,3,2,0,1,1,1
+2,3,2,1,2,0,2,1,1
+2,3,1,3,1,0,2,1,1
+2,2,0,2,2,0,0,1,1
+2,2,2,3,2,1,2,1,1
+2,1,1,0,2,1,0,1,1
+2,2,1,1,0,0,1,1,1
+2,3,1,2,2,1,0,0,0
+2,2,1,0,0,1,2,1,1
+2,2,1,3,1,0,0,1,1
+2,1,1,0,1,1,0,0,0
+2,3,0,0,1,0,2,2,4
+2,1,0,3,0,0,0,2,4
+2,1,0,1,2,0,2,2,4
+2,3,2,2,1,1,0,1,1
+2,2,0,3,2,0,2,2,1
+2,3,0,1,2,0,1,0,0
+2,3,3,0,0,0,0,0,0
+2,3,2,1,0,0,2,2,4
+2,2,3,1,0,0,2,2,4
+2,3,0,1,1,1,0,0,0
+2,3,3,3,0,1,2,1,1
+2,2,1,0,0,0,2,2,4
+2,2,3,2,0,0,2,0,0
+2,3,1,0,0,1,2,2,4
+2,3,2,0,2,1,2,1,1
+2,3,2,3,2,0,0,2,1
+2,1,0,0,0,0,2,0,0
+2,3,2,2,1,1,0,2,1
+2,2,1,2,0,1,1,0,0
+2,2,2,3,2,0,1,2,1
+2,2,1,0,0,1,0,1,1
+2,3,3,0,2,1,2,0,0
+2,2,0,2,0,0,2,1,1
+2,2,3,1,1,0,2,1,1
+2,1,0,3,2,0,1,1,1
+2,1,0,1,1,1,2,2,1
+2,3,1,0,0,1,1,0,0
+2,2,0,2,0,1,2,2,1
+2,3,2,2,1,1,2,2,1
+2,2,3,0,2,1,0,2,4
+2,3,1,2,0,1,0,0,0
+2,2,3,1,0,1,1,2,1
+2,2,3,0,0,0,0,0,0
+2,2,2,2,0,1,0,2,1
+2,3,3,2,0,1,2,1,1
+2,2,2,0,0,1,1,0,0
+2,3,2,2,0,1,0,0,0
+2,3,3,0,0,0,2,2,4
+2,3,3,2,0,1,1,1,1
+2,2,0,1,1,1,1,1,1
+2,2,0,2,0,1,0,0,0
+2,2,2,2,2,1,1,2,1
+2,3,1,1,0,1,2,1,1
+2,3,1,1,2,1,1,2,1
+2,3,3,0,0,1,2,0,0
+2,3,3,3,2,1,0,1,1
+2,2,0,1,1,1,2,2,1
+2,2,0,0,2,0,2,2,4
+2,2,0,0,1,1,2,1,1
+2,3,0,0,1,0,2,1,1
+2,2,0,2,1,0,0,1,1
+2,3,0,1,0,0,2,1,1
+2,3,3,1,1,1,1,2,1
+2,2,3,2,1,1,0,1,1
+2,1,0,3,2,1,0,0,0
+2,3,1,0,1,0,2,2,1
+2,3,3,2,1,1,2,1,1
diff --git a/DATA/Datasets/Nursery/DO_10.data b/DATA/Datasets/Nursery/DO_10.data
new file mode 100644
index 0000000000000000000000000000000000000000..cd9f917619933e0fb7b0e8f62a52ad618c2a532a
--- /dev/null
+++ b/DATA/Datasets/Nursery/DO_10.data
@@ -0,0 +1,100 @@
+2,2,2,3,2,0,0,2,1
+2,3,0,2,0,1,0,1,1
+2,3,0,2,2,0,1,2,1
+2,2,3,2,2,1,0,1,1
+2,1,0,2,2,1,2,0,0
+2,3,1,0,2,1,2,2,4
+2,2,3,0,0,1,0,0,0
+2,3,2,2,2,0,0,1,1
+2,3,3,2,0,1,2,2,1
+2,2,1,0,2,1,1,2,1
+2,2,1,2,2,1,0,1,1
+2,2,3,1,0,0,1,1,1
+2,1,1,0,2,0,1,1,1
+2,2,3,2,1,1,2,0,0
+2,2,3,1,0,0,1,0,0
+2,3,2,0,0,0,2,2,4
+2,2,1,1,1,0,0,2,1
+2,2,1,1,0,0,1,0,0
+2,2,3,2,0,0,2,2,4
+2,1,0,3,2,1,2,0,0
+2,3,3,1,1,1,0,0,0
+2,3,2,3,1,1,1,1,1
+2,2,3,1,2,0,0,2,1
+2,2,2,3,1,0,2,0,0
+2,2,0,0,2,1,1,2,1
+2,1,0,3,2,0,0,2,1
+2,1,0,3,1,0,2,0,0
+2,3,2,0,2,1,0,1,1
+2,3,0,0,0,1,2,0,0
+2,3,3,1,0,1,2,0,0
+2,2,2,2,0,0,1,2,1
+2,2,1,0,2,0,1,0,0
+2,2,2,2,1,1,1,0,0
+2,2,3,2,2,0,2,1,1
+2,3,3,3,0,0,1,2,1
+2,2,0,0,0,1,0,0,0
+2,3,1,1,0,0,2,2,4
+2,3,2,0,1,0,0,2,1
+2,2,3,3,2,1,2,1,1
+2,2,1,0,1,1,1,0,0
+2,3,1,2,1,1,0,0,0
+2,3,1,1,0,0,0,1,1
+2,3,3,3,0,1,0,0,0
+2,2,1,3,0,1,0,0,0
+2,3,0,3,1,1,1,1,1
+2,1,0,0,2,0,2,2,4
+2,3,1,2,2,0,0,0,0
+2,3,2,3,2,1,0,1,1
+2,3,0,2,1,0,2,2,1
+2,2,0,2,1,1,2,1,1
+2,2,3,3,1,1,0,0,0
+2,3,1,3,2,1,1,1,1
+2,2,1,2,2,1,1,0,0
+2,3,2,2,2,1,0,2,1
+2,3,1,2,2,0,0,2,1
+2,2,0,1,2,1,0,0,0
+2,3,2,1,1,1,0,2,1
+2,3,0,3,0,1,0,0,0
+2,3,1,2,1,1,1,0,0
+2,3,2,1,1,0,0,2,1
+2,2,3,0,2,1,1,2,1
+2,2,3,2,2,0,2,0,0
+2,3,0,0,1,1,1,1,1
+2,3,0,0,2,0,0,2,4
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index 0000000000000000000000000000000000000000..f3fa527fcbd56a324c85d22a2b041e4763d18fba
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index 0000000000000000000000000000000000000000..2ae14fee98fa1d8bc18085b00538b5e8f90e042c
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index 0000000000000000000000000000000000000000..119f66036607b698133e4df945e4ce5e8c1c5899
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index 0000000000000000000000000000000000000000..b50a58b2399088462ea12ed040a952614e7cd2d4
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new file mode 100644
index 0000000000000000000000000000000000000000..b704a9656f153419c0c24e982d47f31d6577c1e5
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new file mode 100644
index 0000000000000000000000000000000000000000..5eefba2b6c9a62aef4369c69b6cce3cf9588fec2
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new file mode 100644
index 0000000000000000000000000000000000000000..01fbd09e267c79176371b2f810f40c08ab5fcbde
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new file mode 100644
index 0000000000000000000000000000000000000000..7063aa9a13d1b81e23c0c769be8723cd62a26192
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new file mode 100644
index 0000000000000000000000000000000000000000..ba8967700d676a6f17031b59d9b49ffacafa1d0c
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diff --git a/DATA/Datasets/Nursery/DO_5.data b/DATA/Datasets/Nursery/DO_5.data
new file mode 100644
index 0000000000000000000000000000000000000000..2e8b3823a0146e5260e086d11be99b6bc5c61310
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new file mode 100644
index 0000000000000000000000000000000000000000..bfd50b44040dc75aad923a1dc95feacc201a9f55
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diff --git a/DATA/Datasets/Nursery/DO_7.data b/DATA/Datasets/Nursery/DO_7.data
new file mode 100644
index 0000000000000000000000000000000000000000..fbc605ae6e03f86a8dd4acb88350cab78408505d
--- /dev/null
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new file mode 100644
index 0000000000000000000000000000000000000000..d9c209ef38ff1019e4e400662c5817cc30fe5fe8
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new file mode 100644
index 0000000000000000000000000000000000000000..a74a435f37ad251cc33455a2954a1f54a73df3b5
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new file mode 100644
index 0000000000000000000000000000000000000000..cd38b9c88e90e12e139835b55cf494f7c7b87ebe
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diff --git a/DATA/Datasets/Nursery/nursery.data b/DATA/Datasets/Nursery/nursery.data
new file mode 100644
index 0000000000000000000000000000000000000000..75068889b8f72713a09dbd6d1596e36d1c757854
--- /dev/null
+++ b/DATA/Datasets/Nursery/nursery.data
@@ -0,0 +1,12961 @@
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diff --git a/DATA/Datasets/Nursery/result.data b/DATA/Datasets/Nursery/result.data
new file mode 100644
index 0000000000000000000000000000000000000000..5e92c55c04f8ddf898cead473fb683490ff2da4c
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new file mode 100644
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diff --git a/DATA/Datasets/Nursery/training.data b/DATA/Datasets/Nursery/training.data
new file mode 100644
index 0000000000000000000000000000000000000000..c7d11dd284f9321d34900d5c12a7b707a4f89eed
--- /dev/null
+++ b/DATA/Datasets/Nursery/training.data
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diff --git a/DATA/Datasets/Thyroid/data-clean.csv b/DATA/Datasets/Thyroid/data-clean.csv
deleted file mode 100644
index 21a36f82381cf014e667ebe8800bdb3370a08470..0000000000000000000000000000000000000000
--- a/DATA/Datasets/Thyroid/data-clean.csv
+++ /dev/null
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diff --git a/DATA/Datasets/Thyroid/result.data b/DATA/Datasets/Thyroid/result.data
deleted file mode 100644
index 1779a1ac1e1fedff9dcd4ac2eac000a50bbe346c..0000000000000000000000000000000000000000
--- a/DATA/Datasets/Thyroid/result.data
+++ /dev/null
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diff --git a/DATA/Datasets/Thyroid/testing.data b/DATA/Datasets/Thyroid/testing.data
deleted file mode 100644
index 66eb6bc02ac1d0dd5bdf2d4e405d791a4cffcd24..0000000000000000000000000000000000000000
--- a/DATA/Datasets/Thyroid/testing.data
+++ /dev/null
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diff --git a/DATA/Datasets/Thyroid/training.data b/DATA/Datasets/Thyroid/training.data
deleted file mode 100644
index 60c740de0ca09b41c9266c27c4ce0e7426dfb8b0..0000000000000000000000000000000000000000
--- a/DATA/Datasets/Thyroid/training.data
+++ /dev/null
@@ -1,5760 +0,0 @@
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diff --git a/DATA/Scripts/Clean_Nursery.py b/DATA/Scripts/Clean_Nursery.py
new file mode 100755
index 0000000000000000000000000000000000000000..388c047ee6b52c1bbb605701c1a7b643370f2b25
--- /dev/null
+++ b/DATA/Scripts/Clean_Nursery.py
@@ -0,0 +1,33 @@
+"""
+
+ run python3 Clean_Nursery.py
+
+ """
+
+
+import pandas as pd
+
+
+
+# read the dataset
+df = pd.read_csv("data-brute.txt", header=None, sep=',' , low_memory=False)
+
+
+# Make all attributes integers
+
+for c in df.columns:
+ if(df[c].dtype == 'object'):
+ df[c]=df[c].str.strip()
+ df[c]= df[c].astype('category')
+ df[c] = df[c].cat.codes
+
+#Multiply all values by 100 to get a precision of 10^2
+for c in df.columns:
+ df[c]= df[c].astype(int)
+
+
+name="../CLEAN/nursery_"+str(len(df))+"_8.csv"
+df.to_csv(name, sep=',', header=False, index=False)
+
+
+
diff --git a/DATA/Scripts/Split_Train_Test.py b/DATA/Scripts/Split_Train_Test.py
index a38ab7ac8844a955e8966545707aa21cf43bfbc9..9ba591312e44cf5efeabf1fa1867bbe2bf70fb17 100755
--- a/DATA/Scripts/Split_Train_Test.py
+++ b/DATA/Scripts/Split_Train_Test.py
@@ -24,7 +24,7 @@ Y = df[df.columns[-1]]
X_train, X_test, y_train, y_test = train_test_split(X, Y, test_size=float(p), random_state=1)
#Merge the vectors and class labels in the case of the trainset
-X_train['21']=y_train
+X_train['9']=y_train
#X_test['class']=y_test
#output the train, the test and the result datasets
diff --git a/DATA/Scripts/clean.csv b/DATA/Scripts/clean.csv
new file mode 100644
index 0000000000000000000000000000000000000000..43861bce6b749ee51d0b2bbf2328b02343546de3
--- /dev/null
+++ b/DATA/Scripts/clean.csv
@@ -0,0 +1,12960 @@
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+0,4,2,1,0,1,1,0,0
+0,4,2,1,2,0,0,2,3
+0,4,2,1,2,0,0,1,3
+0,4,2,1,2,0,0,0,0
+0,4,2,1,2,0,2,2,3
+0,4,2,1,2,0,2,1,3
+0,4,2,1,2,0,2,0,0
+0,4,2,1,2,0,1,2,3
+0,4,2,1,2,0,1,1,3
+0,4,2,1,2,0,1,0,0
+0,4,2,1,2,1,0,2,3
+0,4,2,1,2,1,0,1,3
+0,4,2,1,2,1,0,0,0
+0,4,2,1,2,1,2,2,3
+0,4,2,1,2,1,2,1,3
+0,4,2,1,2,1,2,0,0
+0,4,2,1,2,1,1,2,3
+0,4,2,1,2,1,1,1,3
+0,4,2,1,2,1,1,0,0
+0,4,2,1,1,0,0,2,3
+0,4,2,1,1,0,0,1,3
+0,4,2,1,1,0,0,0,0
+0,4,2,1,1,0,2,2,3
+0,4,2,1,1,0,2,1,3
+0,4,2,1,1,0,2,0,0
+0,4,2,1,1,0,1,2,3
+0,4,2,1,1,0,1,1,3
+0,4,2,1,1,0,1,0,0
+0,4,2,1,1,1,0,2,3
+0,4,2,1,1,1,0,1,3
+0,4,2,1,1,1,0,0,0
+0,4,2,1,1,1,2,2,3
+0,4,2,1,1,1,2,1,3
+0,4,2,1,1,1,2,0,0
+0,4,2,1,1,1,1,2,3
+0,4,2,1,1,1,1,1,3
+0,4,2,1,1,1,1,0,0
+0,4,2,2,0,0,0,2,1
+0,4,2,2,0,0,0,1,3
+0,4,2,2,0,0,0,0,0
+0,4,2,2,0,0,2,2,1
+0,4,2,2,0,0,2,1,3
+0,4,2,2,0,0,2,0,0
+0,4,2,2,0,0,1,2,3
+0,4,2,2,0,0,1,1,3
+0,4,2,2,0,0,1,0,0
+0,4,2,2,0,1,0,2,3
+0,4,2,2,0,1,0,1,3
+0,4,2,2,0,1,0,0,0
+0,4,2,2,0,1,2,2,3
+0,4,2,2,0,1,2,1,3
+0,4,2,2,0,1,2,0,0
+0,4,2,2,0,1,1,2,3
+0,4,2,2,0,1,1,1,3
+0,4,2,2,0,1,1,0,0
+0,4,2,2,2,0,0,2,3
+0,4,2,2,2,0,0,1,3
+0,4,2,2,2,0,0,0,0
+0,4,2,2,2,0,2,2,3
+0,4,2,2,2,0,2,1,3
+0,4,2,2,2,0,2,0,0
+0,4,2,2,2,0,1,2,3
+0,4,2,2,2,0,1,1,3
+0,4,2,2,2,0,1,0,0
+0,4,2,2,2,1,0,2,3
+0,4,2,2,2,1,0,1,3
+0,4,2,2,2,1,0,0,0
+0,4,2,2,2,1,2,2,3
+0,4,2,2,2,1,2,1,3
+0,4,2,2,2,1,2,0,0
+0,4,2,2,2,1,1,2,3
+0,4,2,2,2,1,1,1,3
+0,4,2,2,2,1,1,0,0
+0,4,2,2,1,0,0,2,3
+0,4,2,2,1,0,0,1,3
+0,4,2,2,1,0,0,0,0
+0,4,2,2,1,0,2,2,3
+0,4,2,2,1,0,2,1,3
+0,4,2,2,1,0,2,0,0
+0,4,2,2,1,0,1,2,3
+0,4,2,2,1,0,1,1,3
+0,4,2,2,1,0,1,0,0
+0,4,2,2,1,1,0,2,3
+0,4,2,2,1,1,0,1,3
+0,4,2,2,1,1,0,0,0
+0,4,2,2,1,1,2,2,3
+0,4,2,2,1,1,2,1,3
+0,4,2,2,1,1,2,0,0
+0,4,2,2,1,1,1,2,3
+0,4,2,2,1,1,1,1,3
+0,4,2,2,1,1,1,0,0
+0,4,2,3,0,0,0,2,1
+0,4,2,3,0,0,0,1,3
+0,4,2,3,0,0,0,0,0
+0,4,2,3,0,0,2,2,1
+0,4,2,3,0,0,2,1,3
+0,4,2,3,0,0,2,0,0
+0,4,2,3,0,0,1,2,3
+0,4,2,3,0,0,1,1,3
+0,4,2,3,0,0,1,0,0
+0,4,2,3,0,1,0,2,3
+0,4,2,3,0,1,0,1,3
+0,4,2,3,0,1,0,0,0
+0,4,2,3,0,1,2,2,3
+0,4,2,3,0,1,2,1,3
+0,4,2,3,0,1,2,0,0
+0,4,2,3,0,1,1,2,3
+0,4,2,3,0,1,1,1,3
+0,4,2,3,0,1,1,0,0
+0,4,2,3,2,0,0,2,3
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+0,4,2,3,2,0,0,0,0
+0,4,2,3,2,0,2,2,3
+0,4,2,3,2,0,2,1,3
+0,4,2,3,2,0,2,0,0
+0,4,2,3,2,0,1,2,3
+0,4,2,3,2,0,1,1,3
+0,4,2,3,2,0,1,0,0
+0,4,2,3,2,1,0,2,3
+0,4,2,3,2,1,0,1,3
+0,4,2,3,2,1,0,0,0
+0,4,2,3,2,1,2,2,3
+0,4,2,3,2,1,2,1,3
+0,4,2,3,2,1,2,0,0
+0,4,2,3,2,1,1,2,3
+0,4,2,3,2,1,1,1,3
+0,4,2,3,2,1,1,0,0
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+0,4,2,3,1,0,0,0,0
+0,4,2,3,1,0,2,2,3
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+0,4,2,3,1,0,1,2,3
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+0,4,2,3,1,0,1,0,0
+0,4,2,3,1,1,0,2,3
+0,4,2,3,1,1,0,1,3
+0,4,2,3,1,1,0,0,0
+0,4,2,3,1,1,2,2,3
+0,4,2,3,1,1,2,1,3
+0,4,2,3,1,1,2,0,0
+0,4,2,3,1,1,1,2,3
+0,4,2,3,1,1,1,1,3
+0,4,2,3,1,1,1,0,0
diff --git a/DATA/Scripts/data-brute.txt b/DATA/Scripts/data-brute.txt
old mode 100755
new mode 100644
index 452d3339afe3f18934b02a1111fdd963de46487f..75068889b8f72713a09dbd6d1596e36d1c757854
--- a/DATA/Scripts/data-brute.txt
+++ b/DATA/Scripts/data-brute.txt
@@ -1,704 +1,12961 @@
-1,1,1,1,0,0,1,1,0,0,26,f,White-European,no,no,'United States',no,6,'18 and more',Self,NO
-1,1,0,1,0,0,0,1,0,1,24,m,Latino,no,yes,Brazil,no,5,'18 and more',Self,NO
-1,1,0,1,1,0,1,1,1,1,27,m,Latino,yes,yes,Spain,no,8,'18 and more',Parent,YES
-1,1,0,1,0,0,1,1,0,1,35,f,White-European,no,yes,'United States',no,6,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,40,f,?,no,no,Egypt,no,2,'18 and more',?,NO
-1,1,1,1,1,0,1,1,1,1,36,m,Others,yes,no,'United States',no,9,'18 and more',Self,YES
-0,1,0,0,0,0,0,1,0,0,17,f,Black,no,no,'United States',no,2,'18 and more',Self,NO
-1,1,1,1,0,0,0,0,1,0,64,m,White-European,no,no,'New Zealand',no,5,'18 and more',Parent,NO
-1,1,0,0,1,0,0,1,1,1,29,m,White-European,no,no,'United States',no,6,'18 and more',Self,NO
-1,1,1,1,0,1,1,1,1,0,17,m,Asian,yes,yes,Bahamas,no,8,'18 and more','Health care professional',YES
-1,1,1,1,1,1,1,1,1,1,33,m,White-European,no,no,'United States',no,10,'18 and more',Relative,YES
-0,1,0,1,1,1,1,0,0,1,18,f,'Middle Eastern ',no,no,Burundi,no,6,'18 and more',Parent,NO
-0,1,1,1,1,1,0,0,1,0,17,f,?,no,no,Bahamas,no,6,'18 and more',?,NO
-1,0,0,0,0,0,1,1,0,1,17,m,?,no,no,Austria,no,4,'18 and more',?,NO
-1,0,0,0,0,0,1,1,0,1,17,f,?,no,no,Argentina,no,4,'18 and more',?,NO
-1,1,0,1,1,0,0,1,0,1,18,m,'Middle Eastern ',no,yes,'New Zealand',no,6,'18 and more',Parent,NO
-1,0,0,0,0,0,1,1,1,1,31,m,'Middle Eastern ',no,no,Jordan,no,5,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,1,30,m,White-European,no,no,Ireland,no,2,'18 and more',Self,NO
-0,0,1,0,1,1,0,0,0,0,35,f,'Middle Eastern ',no,yes,'United Arab Emirates',no,3,'18 and more',Self,NO
-0,0,0,0,0,0,1,1,0,1,34,m,?,yes,no,'United Arab Emirates',no,3,'18 and more',?,NO
-0,1,1,1,0,0,0,0,0,0,38,m,?,no,no,'United Arab Emirates',no,3,'18 and more',?,NO
-0,0,0,0,0,0,0,0,0,0,27,f,Black,no,no,'United Arab Emirates',no,0,'18 and more',Self,NO
-0,0,0,1,0,0,1,1,1,1,27,m,'Middle Eastern ',no,no,Afghanistan,no,5,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,1,42,m,'Middle Eastern ',yes,no,'United Arab Emirates',no,2,'18 and more',Relative,NO
-1,1,1,1,0,0,0,1,0,0,43,m,?,no,no,Lebanon,no,5,'18 and more',?,NO
-0,1,1,0,0,0,0,1,0,0,24,f,?,yes,no,Afghanistan,no,3,'18 and more',?,NO
-0,0,0,0,0,0,0,1,0,0,40,m,Pasifika,yes,yes,'United Arab Emirates',no,1,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,0,40,m,'Middle Eastern ',yes,yes,Afghanistan,no,1,'18 and more',Parent,NO
-0,0,0,0,0,0,0,1,0,0,48,m,Black,no,no,'New Zealand',no,1,'18 and more',Self,NO
-0,1,1,0,0,0,0,0,1,1,31,m,'Middle Eastern ',no,no,'United Kingdom',no,4,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,18,m,White-European,no,no,'United Kingdom',no,0,'18 and more',Self,NO
-1,0,0,1,1,1,1,1,0,1,37,f,White-European,no,yes,'United States',no,7,'18 and more',Self,YES
-1,1,0,0,0,0,1,0,0,1,55,f,Others,no,no,'New Zealand',no,4,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,18,f,White-European,yes,no,'South Africa',no,10,'18 and more',Self,YES
-1,1,1,1,1,1,1,1,1,1,18,f,White-European,no,no,'South Africa',no,10,'18 and more',Self,YES
-0,0,1,0,0,0,0,0,0,0,55,m,White-European,no,no,'New Zealand',no,1,'18 and more',Self,NO
-0,1,1,0,1,0,0,1,1,1,50,m,'Middle Eastern ',no,no,'United Arab Emirates',no,6,'18 and more',Self,NO
-1,0,1,1,1,1,0,0,1,0,34,f,White-European,no,no,'New Zealand',no,6,'18 and more',Self,NO
-1,0,0,1,1,1,1,0,1,1,53,f,White-European,no,no,'New Zealand',no,7,'18 and more',Self,YES
-1,0,1,1,0,1,1,1,1,1,35,f,White-European,no,yes,'United States',no,8,'18 and more',Self,YES
-1,0,1,1,1,0,1,1,0,1,20,f,Latino,yes,no,Italy,no,7,'18 and more',Self,YES
-0,0,0,0,1,1,0,0,0,0,28,f,Asian,no,no,Pakistan,no,2,'18 and more',Self,NO
-0,0,1,1,0,0,0,0,0,1,34,f,'Middle Eastern ',no,yes,Egypt,no,3,'18 and more',Self,NO
-0,1,1,1,0,0,0,0,0,1,36,f,White-European,yes,yes,'United States',no,4,'18 and more',Self,NO
-1,1,1,1,1,1,0,1,0,1,27,f,White-European,no,no,'New Zealand',no,8,'18 and more',Self,YES
-1,0,1,1,1,1,0,1,1,0,53,f,White-European,no,no,'New Zealand',no,7,'18 and more',Relative,YES
-1,1,1,1,0,1,0,0,0,0,24,f,Pasifika,no,no,'New Zealand',no,5,'18 and more',Relative,NO
-0,0,1,1,1,0,1,0,0,0,24,m,Pasifika,no,no,'New Zealand',no,4,'18 and more',Relative,NO
-0,1,1,0,0,1,0,0,0,0,55,m,White-European,no,no,'New Zealand',no,3,'18 and more',Relative,NO
-1,1,0,0,0,1,1,1,0,1,30,f,Asian,no,no,Bangladesh,no,6,'18 and more',Self,NO
-1,0,0,1,0,0,0,1,0,0,21,f,Latino,no,no,Chile,no,3,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,35,f,Black,no,no,France,no,10,'18 and more',Parent,YES
-1,0,0,0,0,0,0,0,0,0,383,f,Pasifika,no,no,'New Zealand',no,1,'18 and more',Self,NO
-1,0,1,1,1,1,1,1,0,1,21,m,Latino,no,yes,Brazil,no,8,'18 and more',Self,YES
-1,1,1,1,1,1,1,1,1,1,47,m,White-European,no,no,'United States',no,10,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,1,1,30,f,Asian,no,no,China,no,9,'18 and more',Self,YES
-1,0,1,1,1,1,0,1,1,1,28,f,White-European,no,no,Australia,no,8,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,1,1,43,f,White-European,no,no,Australia,no,9,'18 and more',Self,YES
-1,0,0,0,1,0,0,1,0,0,32,f,'South Asian',no,yes,Canada,no,3,'18 and more',Self,NO
-1,1,1,1,0,0,0,1,0,0,44,f,White-European,no,no,Australia,no,5,'18 and more',Self,NO
-1,0,1,1,1,1,1,1,0,1,20,f,Others,no,no,Canada,no,8,'18 and more',Self,YES
-1,0,1,1,0,1,1,1,0,1,20,f,Others,no,no,Canada,yes,7,'18 and more',Self,YES
-0,0,0,0,0,0,0,0,0,0,?,m,?,no,no,'Saudi Arabia',no,0,'18 and more',?,NO
-1,0,0,1,1,0,0,1,1,0,19,m,White-European,no,no,Australia,no,5,'18 and more',Parent,NO
-1,1,1,1,1,1,1,1,0,1,29,f,White-European,no,no,Australia,no,9,'18 and more',Self,YES
-1,0,1,0,0,0,0,1,0,0,21,m,'Middle Eastern ',no,no,'United States',no,3,'18 and more',Self,NO
-0,1,0,0,0,0,0,1,0,0,27,m,'Middle Eastern ',no,no,France,no,2,'18 and more',Parent,NO
-1,0,1,0,1,1,1,1,0,0,21,m,Hispanic,no,no,'United States',no,6,'18 and more',Self,NO
-1,0,0,0,1,0,1,0,0,1,35,m,'Middle Eastern ',no,no,'Saudi Arabia',no,4,'18 and more',Self,NO
-0,0,0,0,1,0,0,0,0,0,42,m,Black,no,no,'New Zealand',no,1,'18 and more',Self,NO
-1,1,0,0,0,0,1,1,0,1,29,f,'South Asian',no,no,'New Zealand',no,5,'18 and more',Self,NO
-0,0,1,1,0,0,0,1,0,0,58,m,Asian,no,no,'New Zealand',no,3,'18 and more',Self,NO
-1,0,1,1,0,0,1,1,0,1,21,m,Others,no,no,'United States',no,6,'18 and more',Self,NO
-1,1,1,0,0,0,0,1,1,1,21,m,Others,no,no,'United States',no,6,'18 and more',Self,NO
-0,0,1,1,1,0,0,1,1,1,37,f,White-European,no,yes,'United States',no,6,'18 and more',Self,NO
-1,1,0,1,1,1,1,1,0,0,21,m,Hispanic,no,no,'United States',no,7,'18 and more',Self,YES
-1,0,0,0,0,0,1,1,0,0,20,m,'Middle Eastern ',no,no,'United States',no,3,'18 and more',Self,NO
-1,1,0,1,1,1,1,1,1,0,33,f,Black,no,yes,'United States',no,8,'18 and more',Self,YES
-1,0,0,1,1,0,0,0,0,1,20,m,'Middle Eastern ',no,no,'United States',no,4,'18 and more',Self,NO
-1,1,0,0,0,0,0,0,0,0,45,f,?,yes,no,Jordan,no,2,'18 and more',?,NO
-0,0,1,1,0,0,1,1,0,1,32,m,?,yes,yes,Afghanistan,no,5,'18 and more',?,NO
-1,0,0,0,0,0,1,0,0,1,30,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,1,1,1,1,1,1,1,1,1,33,f,White-European,no,yes,Netherlands,no,10,'18 and more',Self,YES
-0,0,1,0,1,0,0,1,0,1,42,f,'Middle Eastern ',no,no,Jordan,no,4,'18 and more',Self,NO
-1,1,0,0,0,0,0,0,0,0,17,f,White-European,no,no,'New Zealand',no,2,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,1,27,f,'Middle Eastern ',no,no,'United States',no,3,'18 and more',Self,NO
-1,0,0,1,1,1,1,1,1,1,35,f,'Middle Eastern ',no,yes,Afghanistan,no,8,'18 and more',Parent,YES
-1,0,0,0,0,0,0,0,0,0,37,m,White-European,no,no,'United Kingdom',no,1,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,1,1,30,f,White-European,no,yes,'United Kingdom',no,4,'18 and more',Self,NO
-1,1,1,1,1,1,0,1,1,1,29,f,White-European,no,no,'New Zealand',no,9,'18 and more',Self,YES
-1,0,1,1,0,0,0,0,0,1,17,f,White-European,no,yes,Romania,no,4,'18 and more',Self,NO
-0,1,0,0,1,0,1,0,0,1,?,f,?,no,no,Jordan,no,4,'18 and more',?,NO
-0,0,0,1,1,1,0,1,0,1,22,f,Pasifika,no,no,'New Zealand',no,5,'18 and more',Self,NO
-1,1,1,0,1,1,1,0,1,1,19,f,Latino,no,yes,Brazil,no,8,'18 and more',Self,YES
-1,1,1,1,1,0,0,1,1,1,42,f,White-European,no,yes,Sweden,no,8,'18 and more',Self,YES
-1,1,0,0,0,0,0,1,0,1,37,f,White-European,no,no,'United Kingdom',no,4,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,0,28,f,White-European,no,no,Australia,no,4,'18 and more',Self,NO
-1,0,0,1,1,0,1,0,0,0,22,m,Others,no,no,'New Zealand',no,4,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,26,f,Pasifika,no,no,Tonga,no,3,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,1,0,21,m,Pasifika,no,no,Oman,no,1,'18 and more',Self,NO
-0,1,1,0,0,0,0,1,0,0,26,f,'South Asian',no,no,India,no,3,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,39,f,Asian,no,no,Philippines,no,2,'18 and more',Self,NO
-1,0,0,0,0,0,0,0,1,1,26,m,Asian,no,no,'New Zealand',no,3,'18 and more',Self,NO
-1,1,0,0,1,0,1,1,0,0,26,m,Asian,no,no,India,no,5,'18 and more',Self,NO
-0,0,0,0,1,1,0,1,0,1,21,m,'South Asian',no,no,India,no,4,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,25,m,Asian,no,no,India,no,0,'18 and more',Self,NO
-0,0,1,0,1,1,1,1,0,1,26,m,'South Asian',no,no,'New Zealand',no,6,'18 and more',Self,NO
-1,1,0,1,1,0,1,1,0,1,30,f,White-European,no,no,'United States',no,7,'18 and more',Self,YES
-1,0,0,1,1,1,1,0,0,0,19,f,Asian,no,no,India,no,5,'18 and more',Parent,NO
-1,0,0,0,0,1,1,0,0,0,19,f,Asian,no,no,India,no,3,'18 and more',Parent,NO
-1,0,1,1,1,1,1,1,1,1,25,f,White-European,no,yes,'New Zealand',no,9,'18 and more',Self,YES
-0,0,1,1,0,1,0,1,1,1,23,m,White-European,no,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,0,0,0,1,0,0,0,0,1,31,m,Asian,no,no,'Sri Lanka',no,3,'18 and more',Parent,NO
-0,1,0,0,0,0,0,1,1,1,27,m,Asian,no,no,'New Zealand',no,4,'18 and more',Self,NO
-1,1,0,1,1,1,1,1,0,1,29,f,'Middle Eastern ',no,no,'United Arab Emirates',no,8,'18 and more',Self,YES
-1,0,1,1,1,1,0,1,1,0,38,f,White-European,no,no,'United Kingdom',no,7,'18 and more',Parent,YES
-1,1,1,1,1,1,0,1,0,1,23,f,White-European,no,no,'United States',no,8,'18 and more',Self,YES
-1,1,1,0,1,0,1,1,0,0,27,m,White-European,no,no,'United States',no,6,'18 and more',Self,NO
-1,1,1,1,1,1,0,1,1,1,27,f,White-European,no,no,Canada,no,9,'18 and more',Self,YES
-1,1,1,1,1,1,0,0,1,0,42,m,White-European,no,no,'United States',no,7,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,1,1,20,m,White-European,no,no,'United Kingdom',no,9,'18 and more',Self,YES
-1,0,1,1,1,1,1,1,1,1,17,f,White-European,no,no,'United States',no,9,'18 and more',Self,YES
-1,0,0,0,0,0,0,0,0,0,20,f,Black,no,no,Spain,no,1,'18 and more',Self,NO
-1,0,0,1,1,1,1,1,0,1,30,m,Asian,yes,no,'Sierra Leone',no,7,'18 and more',Self,YES
-1,0,1,1,1,1,1,1,1,1,28,f,White-European,no,yes,Australia,no,9,'18 and more',Self,YES
-1,1,0,0,1,1,1,1,0,1,26,f,White-European,no,no,'New Zealand',no,7,'18 and more',Self,YES
-0,0,0,0,0,0,0,0,0,0,26,f,White-European,no,no,Australia,no,0,'18 and more',Self,NO
-1,0,0,1,1,1,0,1,0,1,31,m,'Middle Eastern ',no,yes,Canada,no,6,'18 and more',Self,NO
-1,0,1,1,0,0,1,0,0,1,40,f,White-European,no,no,'United Kingdom',no,5,'18 and more',Self,NO
-1,0,0,0,1,0,0,0,1,1,39,f,White-European,no,yes,Ireland,no,4,'18 and more',Relative,NO
-1,1,0,0,0,0,0,1,0,0,18,f,White-European,no,no,'United States',no,3,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,1,24,m,Black,no,no,Ethiopia,no,3,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,23,m,'South Asian',no,no,India,no,3,'18 and more',Self,NO
-1,0,1,1,0,0,0,1,0,1,24,m,Asian,no,no,India,no,5,'18 and more',Self,NO
-0,1,0,0,1,1,0,1,1,0,24,m,Asian,no,no,'New Zealand',no,5,'18 and more',Self,NO
-1,0,1,1,0,0,0,1,1,1,27,m,Asian,no,no,'New Zealand',no,6,'18 and more',Self,NO
-0,1,1,0,0,1,0,0,1,1,24,m,Asian,no,no,'New Zealand',no,5,'18 and more',Self,NO
-0,0,0,0,1,0,0,0,0,1,25,m,Asian,no,no,India,no,2,'18 and more',Self,NO
-1,0,0,0,0,0,1,0,0,1,22,m,Asian,no,no,'New Zealand',no,3,'18 and more',Self,NO
-0,1,0,0,0,0,0,0,0,1,40,f,Asian,no,no,'New Zealand',no,2,'18 and more',Self,NO
-0,0,1,1,0,0,0,1,0,1,23,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,29,m,'South Asian',no,no,India,no,2,'18 and more',Self,NO
-1,0,1,0,0,0,0,1,0,0,25,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,0,0,1,1,0,0,1,0,0,27,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,0,22,m,'South Asian',no,no,'New Zealand',no,1,'18 and more',Self,NO
-1,0,0,1,1,1,1,1,1,1,28,m,White-European,no,no,'United States',no,8,'18 and more',Parent,YES
-1,0,1,1,1,1,1,1,1,1,20,m,White-European,no,no,Australia,no,9,'18 and more',Self,YES
-1,1,1,1,1,1,1,1,1,1,19,f,White-European,no,no,Romania,no,10,'18 and more',Self,YES
-1,1,0,0,1,1,1,1,0,1,37,f,Others,no,no,'United States',no,7,'18 and more',Self,YES
-1,1,1,1,1,0,1,1,1,0,35,m,White-European,yes,yes,'United States',no,8,'18 and more',Self,YES
-0,0,0,0,1,0,0,1,0,0,26,m,Asian,no,no,'New Zealand',no,2,'18 and more',Self,NO
-0,1,1,1,1,0,1,1,0,1,23,m,Asian,no,no,'Viet Nam',no,7,'18 and more',Self,YES
-1,1,0,0,1,0,0,0,0,1,32,f,'South Asian',no,no,'New Zealand',no,4,'18 and more',Self,NO
-0,0,1,0,1,0,1,0,1,1,30,m,Asian,no,no,'Sri Lanka',no,5,'18 and more',Self,NO
-1,0,0,0,1,0,1,0,0,1,31,m,Asian,no,no,'Sri Lanka',no,4,'18 and more',Self,NO
-0,0,0,0,0,0,1,1,0,1,28,f,Asian,no,no,'New Zealand',no,3,'18 and more',Self,NO
-1,0,0,0,0,1,0,1,0,1,29,f,Asian,no,no,'Sri Lanka',no,4,'18 and more',Self,NO
-0,1,0,0,1,0,0,1,0,1,29,f,'South Asian',no,no,'Sri Lanka',no,4,'18 and more',Self,NO
-1,0,0,1,0,0,0,0,1,1,29,f,Asian,no,no,India,no,4,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,0,31,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,36,m,Asian,no,no,India,no,0,'18 and more',Parent,NO
-0,1,0,0,0,0,0,1,0,0,32,f,'South Asian',no,no,India,no,2,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,0,34,f,'South Asian',no,no,'New Zealand',no,1,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,24,m,Asian,no,no,'Sri Lanka',no,3,'18 and more',Self,NO
-1,0,1,0,1,0,1,1,0,1,24,f,Asian,no,no,'New Zealand',no,6,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,1,42,m,Asian,no,no,'Sri Lanka',no,5,'18 and more',Self,NO
-0,0,1,0,0,0,0,1,1,1,26,f,Others,no,no,India,no,4,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,0,27,f,Asian,no,no,'Sri Lanka',no,4,'18 and more',Self,NO
-0,0,1,1,1,0,0,1,1,1,36,f,Latino,no,yes,Brazil,no,6,'18 and more',Self,NO
-1,1,1,1,1,0,0,1,1,1,36,f,Latino,no,yes,Brazil,no,8,'18 and more',Self,YES
-1,0,1,1,0,0,1,1,0,1,55,m,Hispanic,no,no,'United States',no,6,'18 and more',Self,NO
-1,1,0,1,0,0,1,0,0,0,23,f,Asian,no,no,'New Zealand',no,4,'18 and more',Self,NO
-0,0,1,1,1,0,0,0,0,1,22,f,Asian,no,no,'Sri Lanka',no,4,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,42,f,'Middle Eastern ',no,no,France,no,2,'18 and more',Parent,NO
-1,0,0,1,0,0,0,1,0,0,54,m,White-European,no,no,Canada,no,3,'18 and more',Self,NO
-1,1,0,0,0,0,1,1,1,1,43,f,Black,no,no,'United States',no,6,'18 and more',Self,NO
-1,1,1,1,1,1,0,1,1,1,43,f,Black,no,no,'United States',yes,9,'18 and more',Self,YES
-0,0,1,1,1,0,0,1,1,1,29,m,'Middle Eastern ',no,no,Iran,no,6,'18 and more',Self,NO
-1,0,1,0,1,0,0,1,0,1,29,m,'Middle Eastern ',no,no,Iran,no,5,'18 and more',Self,NO
-1,0,1,0,1,0,1,0,0,0,37,m,White-European,no,no,Australia,no,4,'18 and more',Self,NO
-1,0,0,0,1,0,1,0,0,1,39,f,White-European,no,no,Australia,no,4,'18 and more',Self,NO
-1,1,1,1,1,0,0,0,0,0,18,f,Asian,no,no,'Viet Nam',no,5,'18 and more',Self,NO
-0,1,0,1,1,1,0,1,0,1,31,m,White-European,no,no,'United States',no,6,'18 and more',Others,NO
-0,0,1,1,1,0,0,0,0,1,34,m,Asian,no,no,'New Zealand',no,4,'18 and more',Self,NO
-0,0,1,1,1,0,1,0,0,1,22,m,White-European,no,no,'United States',no,5,'18 and more',Self,NO
-1,0,1,1,1,1,1,0,1,0,28,m,'South Asian',no,no,India,no,7,'18 and more',Self,YES
-1,0,0,0,0,0,1,1,0,1,38,m,Others,no,yes,Netherlands,no,4,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,1,28,f,White-European,no,no,Australia,no,4,'18 and more',Self,NO
-1,1,0,1,1,1,0,1,1,1,53,f,White-European,no,yes,'United States',no,8,'18 and more',Self,YES
-1,1,1,0,1,0,1,0,0,0,26,m,White-European,no,no,'United Kingdom',no,5,'18 and more',Self,NO
-1,1,1,1,1,1,0,1,1,1,37,m,White-European,no,no,'United Kingdom',no,9,'18 and more',Self,YES
-1,1,0,1,0,0,0,1,0,1,42,m,Latino,yes,yes,'Costa Rica',no,5,'18 and more',Parent,NO
-1,0,0,0,0,0,0,1,0,1,43,m,Hispanic,no,no,'United States',no,3,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,32,f,Asian,no,no,'United Kingdom',no,2,'18 and more',Self,NO
-0,1,0,1,0,0,0,1,0,0,31,m,White-European,no,yes,'United Kingdom',no,3,'18 and more',Self,NO
-1,0,1,1,1,1,1,1,1,1,53,f,White-European,no,no,'United States',no,9,'18 and more',Self,YES
-1,1,1,1,1,1,1,1,1,1,28,m,White-European,no,no,'United States',no,10,'18 and more',Self,YES
-1,0,1,1,1,1,1,1,1,1,38,m,White-European,no,no,Germany,no,9,'18 and more',Self,YES
-1,1,1,0,1,1,0,1,1,0,31,m,White-European,no,no,'United States',no,7,'18 and more',Self,YES
-1,1,1,1,0,0,0,0,0,0,31,f,Pasifika,no,yes,'United States',no,4,'18 and more',Self,NO
-1,1,1,1,1,0,1,1,1,1,21,f,White-European,no,no,Australia,no,9,'18 and more',Self,YES
-1,1,0,1,1,0,0,0,1,1,25,f,White-European,no,no,'United States',no,6,'18 and more',Self,NO
-1,1,0,1,1,0,0,1,1,1,25,f,White-European,no,no,'United States',no,7,'18 and more',Self,YES
-1,1,1,1,1,1,1,0,1,1,60,f,White-European,no,yes,'United States',no,9,'18 and more',Relative,YES
-1,0,1,1,0,0,0,0,0,0,39,m,White-European,no,yes,'United States',no,3,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,53,m,White-European,no,no,'United States',no,10,'18 and more',Self,YES
-1,1,1,1,1,1,1,1,1,1,20,m,'Middle Eastern ',no,yes,'United States',no,10,'18 and more',Parent,YES
-1,1,1,0,1,0,0,1,1,1,25,f,White-European,no,no,'United States',yes,7,'18 and more',Self,YES
-1,1,1,1,0,0,1,1,0,0,50,m,White-European,no,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,0,0,1,1,1,1,1,1,1,28,f,White-European,no,no,'United States',no,8,'18 and more',Self,YES
-1,0,1,1,1,1,1,1,1,1,37,f,White-European,no,yes,'United Kingdom',no,9,'18 and more',Self,YES
-0,0,0,1,0,1,0,1,1,1,30,m,Asian,no,yes,India,no,5,'18 and more',Self,NO
-1,1,0,0,0,1,1,1,0,1,32,f,White-European,no,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,0,1,1,0,0,0,0,0,1,34,f,White-European,no,no,'United States',no,4,'18 and more',Self,NO
-1,1,1,1,0,0,0,0,0,1,42,m,White-European,no,no,'United States',no,5,'18 and more',Self,NO
-1,1,0,0,1,1,1,1,1,1,22,f,Black,no,no,Spain,no,8,'18 and more',Self,YES
-1,0,0,0,0,0,1,1,0,1,37,f,?,yes,no,'United Arab Emirates',no,4,'18 and more',?,NO
-1,1,0,0,0,0,0,1,0,1,39,m,White-European,no,yes,'United States',no,4,'18 and more',Parent,NO
-1,1,0,1,1,0,1,1,0,1,18,m,White-European,no,no,Bangladesh,no,7,'18 and more',Self,YES
-1,0,0,1,0,0,0,0,0,0,54,f,White-European,no,yes,'United States',no,2,'18 and more',Parent,NO
-1,1,0,0,0,0,0,1,0,0,42,m,White-European,no,no,'United Kingdom',no,3,'18 and more',Self,NO
-0,0,1,0,0,0,0,0,0,0,27,f,?,no,no,Afghanistan,no,1,'18 and more',?,NO
-1,1,1,1,1,0,0,1,0,0,22,m,White-European,no,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,0,1,1,0,1,1,1,1,1,22,m,White-European,no,no,'United Kingdom',no,8,'18 and more',Self,YES
-1,1,1,1,1,1,1,0,1,1,21,f,White-European,no,no,'United Kingdom',no,9,'18 and more',Self,YES
-0,1,0,1,0,0,0,1,0,1,28,f,White-European,no,no,'United States',no,4,'18 and more',Self,NO
-1,1,1,1,1,1,1,0,1,1,17,m,Asian,yes,no,India,no,9,'18 and more',Relative,YES
-0,1,0,0,0,0,0,0,0,0,28,m,White-European,no,no,'United States',no,1,'18 and more',Self,NO
-0,0,0,1,1,0,1,1,0,1,21,m,Latino,no,no,Mexico,no,5,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,31,f,Asian,no,no,'New Zealand',no,10,'18 and more',Self,YES
-1,0,0,0,0,0,1,1,0,0,20,m,'South Asian',no,no,'New Zealand',no,3,'18 and more',Self,NO
-1,0,0,1,0,0,0,0,0,0,21,m,White-European,no,no,'United Kingdom',no,2,'18 and more',Self,NO
-1,1,0,0,1,0,0,0,0,0,22,m,White-European,no,no,'New Zealand',no,3,'18 and more',Self,NO
-0,1,0,0,0,0,0,1,1,1,21,m,White-European,no,no,'New Zealand',no,4,'18 and more',Self,NO
-0,1,1,0,0,0,0,0,0,0,24,m,Black,no,no,'New Zealand',no,2,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,24,m,'South Asian',no,no,India,no,2,'18 and more',Self,NO
-1,0,0,0,1,1,1,1,0,1,25,m,Asian,no,no,'New Zealand',no,6,'18 and more',Self,NO
-1,0,0,0,0,0,0,0,0,1,17,m,'South Asian',no,no,'New Zealand',no,2,'18 and more',Self,NO
-0,1,0,0,0,0,0,1,1,0,21,m,?,no,no,Russia,no,3,'18 and more',?,NO
-1,0,0,0,0,0,0,1,0,0,23,m,Pasifika,no,no,'New Zealand',no,2,'18 and more',Self,NO
-1,0,0,1,1,0,1,1,0,0,21,m,Asian,no,no,'New Zealand',no,5,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,1,1,22,m,Others,no,no,'New Zealand',no,6,'18 and more',Self,NO
-1,0,0,0,1,0,0,1,0,1,24,f,Asian,no,no,India,no,4,'18 and more',Self,NO
-0,0,1,0,1,1,0,0,1,1,34,m,Others,no,no,'New Zealand',no,5,'18 and more',Self,NO
-1,0,1,0,1,0,1,1,0,1,30,m,Asian,no,no,'New Zealand',no,6,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,1,29,f,Asian,no,no,India,no,4,'18 and more',Self,NO
-1,0,0,1,1,0,1,1,0,0,20,m,Pasifika,no,no,'New Zealand',no,5,'18 and more',Self,NO
-0,0,1,1,0,1,0,1,1,1,23,m,White-European,no,no,'New Zealand',no,6,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,1,26,m,Asian,no,no,India,no,2,'18 and more',Self,NO
-1,0,0,1,1,1,1,1,1,1,20,m,'South Asian',no,no,'New Zealand',no,8,'18 and more',Self,YES
-1,0,0,0,0,0,1,1,0,0,41,m,Asian,no,no,'New Zealand',no,3,'18 and more',Self,NO
-1,0,0,1,0,0,1,1,0,0,24,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-0,0,0,1,0,0,0,1,0,0,35,m,Asian,no,no,India,no,2,'18 and more',Self,NO
-0,0,0,1,0,0,1,0,0,0,23,m,'South Asian',no,no,India,no,2,'18 and more',Self,NO
-1,0,1,0,0,0,1,0,0,0,36,m,White-European,no,no,'New Zealand',no,3,'18 and more',Self,NO
-1,1,0,0,1,0,0,1,0,0,33,m,Turkish,no,no,Armenia,no,4,'18 and more',Self,NO
-1,0,0,0,0,1,0,1,1,1,24,m,'South Asian',no,no,India,no,5,'18 and more',Self,NO
-0,1,1,0,1,0,0,1,0,0,25,m,?,no,no,'New Zealand',no,4,'18 and more',?,NO
-1,0,0,0,1,1,0,1,0,1,25,m,Asian,no,no,India,no,5,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,1,1,25,m,Asian,no,no,India,no,5,'18 and more',Self,NO
-0,0,0,0,0,0,1,1,0,1,24,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,0,1,0,1,0,0,1,0,1,27,f,'South Asian',no,no,India,no,5,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,0,26,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,26,m,Others,no,no,'New Zealand',no,0,'18 and more',Self,NO
-1,0,0,0,1,0,0,1,1,0,23,f,Asian,no,no,India,no,4,'18 and more',Self,NO
-1,1,1,0,1,0,1,1,0,1,30,m,Asian,no,no,'New Zealand',no,7,'18 and more',Self,YES
-1,0,0,1,0,0,0,0,1,0,25,m,Asian,no,no,Iceland,no,3,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,1,23,m,Pasifika,no,no,'New Zealand',no,3,'18 and more',Self,NO
-1,0,1,1,1,0,0,1,0,0,34,f,White-European,no,no,'United States',no,5,'18 and more',Self,NO
-1,0,0,1,1,0,1,1,0,1,20,f,Asian,no,no,'New Zealand',no,6,'18 and more',Self,NO
-1,0,1,1,1,1,0,0,1,1,22,f,?,no,yes,Russia,no,7,'18 and more',?,YES
-1,1,1,1,0,0,0,1,1,1,33,f,Black,no,yes,France,no,7,'18 and more',Parent,YES
-1,1,1,1,1,1,1,1,1,1,46,m,White-European,no,no,Netherlands,no,10,'18 and more',Self,YES
-1,1,0,0,0,0,0,0,0,0,17,m,White-European,no,no,'United Kingdom',no,2,'18 and more',Others,NO
-1,1,1,0,0,0,0,1,0,0,45,f,White-European,no,yes,'United States',no,4,'18 and more',Self,NO
-0,1,1,1,0,0,0,0,1,0,26,m,Asian,no,no,India,no,4,'18 and more',Others,NO
-1,0,0,0,1,0,0,0,1,0,30,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,1,0,0,0,0,0,0,0,0,32,f,?,no,yes,Jordan,no,2,'18 and more',?,NO
-1,0,1,1,1,1,1,1,1,1,38,f,White-European,no,no,'United Kingdom',no,9,'18 and more',Self,YES
-0,1,1,0,1,0,0,0,0,0,26,m,Hispanic,yes,no,Nicaragua,no,3,'18 and more',Self,NO
-1,0,0,0,0,0,0,0,0,0,29,f,Hispanic,no,yes,'United States',no,1,'18 and more',Self,NO
-1,1,1,1,1,0,0,1,1,1,33,m,White-European,no,no,Australia,no,8,'18 and more',Self,YES
-0,1,1,0,1,1,1,0,1,1,32,f,Black,no,no,France,no,7,'18 and more',Parent,YES
-1,1,1,1,1,1,1,1,1,1,44,f,White-European,no,no,'United States',no,10,'18 and more',Self,YES
-0,1,0,0,0,0,1,0,0,1,47,f,White-European,yes,no,'United Kingdom',no,3,'18 and more',Self,NO
-0,0,0,1,1,1,1,0,1,1,32,f,?,no,no,'Hong Kong',no,6,'18 and more',?,NO
-0,0,0,0,0,0,0,0,0,0,40,m,White-European,no,no,'New Zealand',no,0,'18 and more',Self,NO
-1,0,0,1,1,0,0,1,0,1,40,m,White-European,no,no,'United States',no,5,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,44,f,White-European,no,no,'New Zealand',no,0,'18 and more',Self,NO
-1,1,1,0,1,1,1,0,1,1,56,m,White-European,yes,no,'United Kingdom',no,8,'18 and more',Self,YES
-1,1,1,0,1,1,1,0,1,1,23,f,White-European,no,no,Ireland,no,8,'18 and more',Self,YES
-1,1,0,1,1,0,0,1,1,1,32,f,Black,no,no,Canada,no,7,'18 and more',Self,YES
-0,1,1,1,0,0,0,1,0,1,27,m,White-European,no,yes,'United Kingdom',no,5,'18 and more',Self,NO
-1,0,0,0,1,0,1,0,0,1,28,f,White-European,no,yes,'United Kingdom',no,4,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,40,f,'Middle Eastern ',no,no,Afghanistan,no,0,'18 and more',Parent,NO
-1,0,1,1,1,1,0,0,1,1,45,f,White-European,no,no,Canada,no,7,'18 and more',Self,YES
-1,1,1,1,1,1,0,0,1,1,19,f,White-European,yes,no,'United Kingdom',no,8,'18 and more',Parent,YES
-1,1,1,1,0,1,0,1,1,1,55,m,White-European,no,yes,'United States',no,8,'18 and more',Others,YES
-1,0,0,1,0,0,1,1,0,1,27,f,White-European,yes,no,Australia,no,5,'18 and more',Self,NO
-1,1,1,1,1,1,1,0,1,1,19,f,White-European,yes,no,'United Kingdom',no,9,'18 and more',Self,YES
-1,0,0,1,0,0,0,1,0,0,29,m,White-European,no,no,Ireland,no,3,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,33,f,White-European,yes,no,'United Kingdom',no,10,'18 and more',Self,YES
-0,0,1,1,1,1,1,1,0,0,48,f,White-European,no,no,Netherlands,no,6,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,1,0,37,f,Others,no,no,'United Kingdom',no,2,'18 and more',Self,NO
-1,1,1,1,1,0,0,0,1,0,30,m,Asian,no,no,Afghanistan,no,6,'18 and more',Self,NO
-1,1,0,1,0,0,0,0,0,1,37,f,White-European,no,no,'United Kingdom',no,4,'18 and more',Self,NO
-1,0,0,1,1,0,1,1,1,1,28,f,?,no,no,'Saudi Arabia',no,7,'18 and more',?,YES
-1,0,0,1,1,1,1,1,1,1,20,f,White-European,no,no,Austria,no,8,'18 and more',Self,YES
-1,1,1,1,1,1,0,0,1,1,25,f,Others,no,no,'United States',no,8,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,0,0,58,f,'Middle Eastern ',no,no,'United Kingdom',no,7,'18 and more',Self,YES
-1,0,1,0,0,0,0,0,0,0,36,f,White-European,no,no,'United States',no,2,'18 and more',Self,NO
-0,0,1,1,1,0,0,1,0,0,36,m,White-European,yes,no,'United States',no,4,'18 and more',Self,NO
-1,0,1,0,1,1,1,1,1,0,19,m,Hispanic,no,no,'United States',no,7,'18 and more',Self,YES
-1,0,1,1,1,1,0,1,1,0,19,m,Hispanic,no,no,'United States',yes,7,'18 and more',Self,YES
-1,0,0,1,1,0,0,1,0,1,22,f,White-European,no,no,'New Zealand',no,5,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,20,m,?,no,no,'United Arab Emirates',no,3,'18 and more',?,NO
-0,1,0,0,0,0,1,1,0,1,24,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,0,0,1,1,0,0,1,1,0,19,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,1,1,0,1,0,0,1,0,1,21,m,Others,no,no,'United Arab Emirates',no,6,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,20,m,'Middle Eastern ',no,no,'United Arab Emirates',no,0,'18 and more',Self,NO
-1,1,0,0,0,0,0,0,0,0,18,f,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-0,1,1,0,0,0,0,1,0,1,23,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,1,1,0,1,1,1,1,0,1,22,m,'Middle Eastern ',no,no,'United Arab Emirates',no,8,'18 and more',Self,YES
-1,1,0,1,1,0,0,0,0,0,18,f,'South Asian',no,yes,Bangladesh,no,4,'18 and more',Self,NO
-1,0,0,0,0,0,0,0,0,1,37,f,?,no,no,'United Arab Emirates',no,2,'18 and more',?,NO
-1,1,1,0,1,0,0,1,0,0,18,m,'Middle Eastern ',no,no,'United Arab Emirates',no,5,'18 and more',Relative,NO
-1,1,1,0,1,0,0,1,0,0,18,m,'Middle Eastern ',no,no,'United Arab Emirates',no,5,'18 and more',Relative,NO
-0,0,0,0,1,0,0,1,0,0,18,m,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Relative,NO
-1,1,1,0,0,0,0,1,0,0,18,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Relative,NO
-0,1,0,0,0,0,1,1,0,0,18,m,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Relative,NO
-1,1,1,0,0,0,0,1,0,0,18,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Relative,NO
-1,1,1,1,1,1,1,1,1,1,19,m,White-European,no,no,Austria,no,10,'18 and more',Self,YES
-1,0,0,1,1,1,1,0,1,1,55,m,White-European,no,no,'United Kingdom',no,7,'18 and more',Self,YES
-1,0,0,0,0,1,1,0,1,1,32,f,Asian,no,no,Canada,no,5,'18 and more',Parent,NO
-1,1,0,1,0,0,1,1,0,0,50,m,White-European,yes,no,'United Kingdom',no,5,'18 and more',Self,NO
-1,1,1,1,0,0,1,1,0,0,40,m,White-European,no,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,0,0,1,1,1,0,0,0,0,47,m,'Middle Eastern ',no,no,Jordan,no,4,'18 and more',Self,NO
-1,1,0,0,0,0,0,0,0,1,20,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,0,1,0,0,0,1,1,0,0,22,f,?,no,no,Jordan,no,4,'18 and more',?,NO
-1,0,0,0,0,0,1,0,0,0,21,f,?,no,no,Jordan,no,2,'18 and more',?,NO
-1,0,1,1,0,0,1,1,1,0,21,f,?,no,no,Jordan,no,6,'18 and more',?,NO
-1,1,1,1,1,0,0,1,0,0,19,m,?,no,no,Jordan,no,6,'18 and more',?,NO
-1,0,1,1,0,0,0,0,0,0,21,f,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,0,0,1,0,0,0,0,0,0,21,m,?,no,no,Jordan,no,2,'18 and more',?,NO
-0,1,0,1,0,1,0,1,0,1,23,f,?,no,no,Jordan,no,5,'18 and more',?,NO
-1,0,0,0,0,0,0,0,0,0,21,m,?,no,no,Jordan,no,1,'18 and more',?,NO
-1,0,0,0,1,0,1,1,1,0,21,m,?,no,no,Jordan,no,5,'18 and more',?,NO
-0,0,0,0,0,0,0,1,0,0,23,m,?,no,no,Jordan,no,1,'18 and more',?,NO
-1,0,1,1,0,1,1,1,1,1,20,f,?,no,no,Jordan,no,8,'18 and more',?,YES
-1,1,1,0,0,0,0,1,0,1,21,f,?,no,no,Jordan,no,5,'18 and more',?,NO
-1,1,1,0,1,0,1,1,1,1,20,m,?,no,no,Argentina,no,8,'18 and more',?,YES
-1,1,0,0,0,0,1,1,0,0,19,m,?,no,no,Jordan,no,4,'18 and more',?,NO
-0,1,0,0,0,0,0,1,0,0,21,m,?,no,no,Jordan,no,2,'18 and more',?,NO
-1,0,1,0,0,0,1,0,0,0,26,m,?,no,yes,Jordan,no,3,'18 and more',?,NO
-0,0,0,1,0,0,0,1,0,0,21,m,?,no,no,Jordan,no,2,'18 and more',?,NO
-0,0,0,0,1,0,0,1,0,0,19,m,?,no,no,Japan,no,2,'18 and more',?,NO
-1,0,0,1,0,0,0,1,0,1,22,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Parent,NO
-1,0,0,0,0,0,0,1,0,0,19,f,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-1,0,0,1,0,0,1,0,0,1,22,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,0,1,0,0,0,0,0,0,1,20,m,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-1,0,1,0,1,0,0,1,0,0,23,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,0,0,0,0,1,0,1,0,0,19,f,?,no,no,Ukraine,no,2,'18 and more',?,NO
-0,0,0,0,1,0,0,1,0,1,20,m,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Parent,NO
-0,1,0,1,0,0,0,0,0,0,24,m,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-0,1,1,0,0,0,0,1,0,1,19,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,0,0,0,0,1,0,1,0,1,20,m,?,no,no,'United Arab Emirates',no,4,'18 and more',?,NO
-1,0,1,0,1,0,0,1,0,1,23,m,'Middle Eastern ',no,yes,'United Arab Emirates',no,5,'18 and more',Self,NO
-0,0,1,1,0,0,1,0,0,1,20,m,Others,no,no,Russia,no,4,'18 and more',Self,NO
-1,0,1,0,1,0,0,1,0,1,20,m,'Middle Eastern ',no,no,'United Arab Emirates',no,5,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,1,0,20,m,?,yes,no,'United Arab Emirates',no,2,'18 and more',?,NO
-1,0,1,0,0,0,0,0,0,1,20,f,?,no,no,'United Arab Emirates',no,3,'18 and more',?,NO
-1,0,0,1,1,0,0,1,0,1,21,f,Asian,no,no,Afghanistan,no,5,'18 and more',Self,NO
-0,1,0,0,0,0,0,0,0,1,19,m,?,no,no,Kazakhstan,no,2,'18 and more',?,NO
-1,0,0,0,0,0,0,1,0,1,20,f,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-1,0,0,1,1,0,1,0,0,1,20,m,'Middle Eastern ',no,no,'Saudi Arabia',no,5,'18 and more',Self,NO
-1,0,0,0,0,1,0,0,1,0,25,m,'Middle Eastern ',yes,yes,Armenia,yes,3,'18 and more',Relative,NO
-1,0,0,0,0,0,0,1,0,0,20,f,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-1,0,0,0,0,1,1,1,0,1,22,m,'Middle Eastern ',no,no,AmericanSamoa,no,5,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,20,f,?,no,no,'United Arab Emirates',no,2,'18 and more',?,NO
-0,1,0,0,1,1,0,0,0,0,20,m,?,no,no,'United Arab Emirates',no,3,'18 and more',?,NO
-0,0,0,1,0,0,1,0,0,0,20,f,?,no,no,Jordan,no,2,'18 and more',?,NO
-1,0,0,0,0,0,0,1,0,0,23,f,?,no,no,Jordan,no,2,'18 and more',?,NO
-1,1,1,1,1,0,1,0,1,1,21,f,?,no,no,Jordan,no,8,'18 and more',?,YES
-1,0,0,0,0,0,1,1,0,1,22,m,?,no,no,Jordan,no,4,'18 and more',?,NO
-1,1,0,0,0,0,0,1,0,0,21,f,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,0,1,0,0,0,0,0,0,1,20,f,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,0,0,1,0,0,0,0,0,0,22,f,?,no,no,Jordan,no,2,'18 and more',?,NO
-1,0,1,1,1,0,1,1,0,0,21,f,?,yes,no,Jordan,no,6,'18 and more',?,NO
-1,1,0,0,1,0,0,1,0,0,20,f,?,no,no,Jordan,no,4,'18 and more',?,NO
-0,1,0,0,0,0,0,1,0,0,20,f,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-1,0,0,0,1,0,0,1,0,0,21,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,0,1,1,1,0,0,0,1,1,21,m,'Middle Eastern ',no,no,'United Arab Emirates',no,6,'18 and more',Self,NO
-0,1,0,0,0,1,0,1,0,1,23,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,21,f,Turkish,no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-1,0,0,0,1,1,0,1,0,1,22,f,Black,no,no,'United Arab Emirates',no,5,'18 and more',Self,NO
-0,1,1,1,0,1,0,1,0,0,19,f,?,no,no,'United Arab Emirates',no,5,'18 and more',?,NO
-1,1,1,0,1,0,0,0,0,0,20,f,Asian,no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,1,0,0,0,0,0,1,0,1,21,f,Others,no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-0,1,1,0,0,0,0,1,0,0,26,m,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-1,0,0,0,0,0,0,0,0,0,19,f,?,no,no,Kazakhstan,no,1,'18 and more',?,NO
-1,0,0,1,0,0,1,1,0,1,20,f,?,no,no,'United Arab Emirates',no,5,'18 and more',?,NO
-1,0,0,0,0,0,0,1,0,1,26,f,?,no,no,'United Arab Emirates',no,3,'18 and more',?,NO
-1,0,0,1,0,0,1,0,0,1,23,f,Black,no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,0,0,1,0,0,1,0,0,1,28,f,?,no,no,'United Arab Emirates',no,4,'18 and more',?,NO
-0,1,0,1,1,0,0,0,0,0,19,f,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,0,20,f,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-0,1,0,0,1,0,1,1,0,1,19,f,Black,no,no,'United Arab Emirates',no,5,'18 and more',Self,NO
-1,0,1,1,1,1,1,1,1,0,24,m,Asian,no,no,India,no,8,'18 and more',Self,YES
-1,0,0,1,1,0,0,1,0,1,19,f,'South Asian',no,no,'United Arab Emirates',no,5,'18 and more',Self,NO
-1,1,0,0,0,0,0,0,0,0,22,f,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-1,1,0,1,0,0,0,0,0,1,20,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,1,0,1,0,0,0,1,0,0,21,m,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-0,0,1,1,1,0,0,1,0,0,24,f,Others,no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,0,1,1,1,0,0,0,0,1,18,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,0,1,1,1,0,1,1,0,1,19,f,'Middle Eastern ',no,no,'United Arab Emirates',no,7,'18 and more',Self,YES
-1,0,1,0,0,0,0,0,0,0,19,f,'Middle Eastern ',no,no,'United Arab Emirates',no,2,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,1,31,m,'Middle Eastern ',yes,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,1,0,1,0,0,1,1,0,0,19,m,'Middle Eastern ',no,no,'United Arab Emirates',no,5,'18 and more',Self,NO
-1,0,0,0,0,0,1,0,1,1,21,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,0,0,0,1,0,1,0,0,1,20,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-1,0,1,0,1,0,1,1,0,1,26,f,'Middle Eastern ',no,no,'United Arab Emirates',no,6,'18 and more',Self,NO
-0,0,0,0,0,0,1,0,0,0,27,m,'Middle Eastern ',no,no,Afghanistan,no,1,'18 and more',Self,NO
-1,0,1,0,0,1,0,1,0,0,23,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,1,0,1,0,0,0,0,0,0,29,f,?,no,no,'United Arab Emirates',no,2,'18 and more',?,NO
-1,1,1,1,0,0,1,0,0,0,23,m,'Middle Eastern ',no,no,'United Arab Emirates',no,5,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,1,23,m,Turkish,no,no,'United Arab Emirates',no,4,'18 and more',Others,NO
-1,0,1,1,1,1,0,1,1,1,24,m,Asian,no,yes,India,no,8,'18 and more',Self,YES
-1,0,0,1,0,0,1,1,0,0,21,m,?,no,no,Jordan,no,4,'18 and more',?,NO
-0,0,0,0,1,0,1,0,0,0,20,f,?,no,no,Brazil,yes,2,'18 and more',?,NO
-1,0,1,0,1,0,1,1,1,0,20,m,?,no,no,Jordan,no,6,'18 and more',?,NO
-1,1,1,1,1,1,1,0,1,1,32,f,Black,no,no,France,no,9,'18 and more',Parent,YES
-1,1,1,1,1,1,1,1,1,1,61,m,White-European,yes,yes,Uruguay,no,10,'18 and more',Self,YES
-1,0,0,1,1,0,0,0,0,0,19,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,1,1,1,1,1,0,1,1,0,35,f,White-European,no,no,Italy,no,8,'18 and more',Self,YES
-1,0,0,0,0,1,0,0,0,1,34,f,White-European,no,no,Ukraine,yes,3,'18 and more',Self,NO
-0,0,1,1,0,0,0,0,0,0,23,f,'Middle Eastern ',no,no,'United Arab Emirates',yes,2,'18 and more',Self,NO
-1,1,1,1,0,0,0,0,0,1,19,f,White-European,no,no,Serbia,no,5,'18 and more',Self,NO
-1,1,0,0,1,1,0,1,0,1,36,f,Others,no,no,Philippines,no,6,'18 and more',Parent,NO
-1,1,0,0,0,0,0,1,0,1,21,f,?,no,no,Jordan,no,4,'18 and more',?,NO
-0,1,0,0,0,0,0,1,0,0,23,m,White-European,no,no,'United States',no,2,'18 and more',Self,NO
-1,0,1,1,1,0,1,0,0,1,17,m,Black,no,no,'United States',no,6,'18 and more',Relative,NO
-1,0,1,0,0,0,0,0,0,0,22,m,White-European,no,no,Portugal,no,2,'18 and more',Self,NO
-0,1,1,1,1,0,1,0,0,1,33,m,White-European,no,yes,Australia,no,6,'18 and more',Relative,NO
-1,1,1,1,1,0,0,1,0,1,23,f,Asian,no,no,Malaysia,no,7,'18 and more',Self,YES
-0,1,1,1,1,1,0,1,0,1,35,f,White-European,no,yes,Sweden,no,7,'18 and more',Self,YES
-1,0,0,0,0,0,0,1,0,1,21,m,White-European,no,yes,Australia,no,3,'18 and more',Self,NO
-1,0,0,1,1,0,1,1,1,1,20,f,White-European,no,no,Austria,no,7,'18 and more',Self,YES
-1,0,0,0,0,0,0,1,0,0,29,m,White-European,no,no,Netherlands,no,2,'18 and more','Health care professional',NO
-1,1,1,1,1,1,1,0,1,1,59,m,White-European,no,no,'United States',no,9,'18 and more',Self,YES
-1,1,1,0,0,0,0,1,0,1,18,f,White-European,no,no,Netherlands,no,5,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,19,f,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-0,0,1,1,0,0,0,1,0,0,24,m,'Middle Eastern ',no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-1,1,1,1,1,0,0,1,1,0,36,f,White-European,no,no,Italy,no,7,'18 and more',Self,YES
-0,0,1,1,1,0,0,0,0,1,19,f,?,yes,no,Jordan,no,4,'18 and more',?,NO
-1,1,0,0,0,0,1,0,0,0,17,f,Black,no,no,'United Arab Emirates',no,3,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,1,52,m,White-European,yes,no,'United Kingdom',no,3,'18 and more',Self,NO
-1,1,0,1,1,0,0,0,0,0,18,m,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,0,0,0,0,0,1,0,0,0,30,m,Asian,no,no,Philippines,no,1,'18 and more',Self,NO
-0,1,1,1,1,1,0,1,1,1,18,m,'Middle Eastern ',yes,no,'New Zealand',no,8,'18 and more',Self,YES
-1,1,1,1,1,0,0,1,0,0,27,m,Latino,no,no,Ecuador,no,6,'18 and more',Self,NO
-0,0,0,1,0,0,0,0,0,0,52,f,White-European,no,no,'United Kingdom',no,1,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,0,45,f,Asian,no,no,'Viet Nam',no,1,'18 and more',Self,NO
-0,1,1,1,1,1,0,0,1,0,25,f,Others,no,no,Afghanistan,no,6,'18 and more','Health care professional',NO
-0,0,0,1,0,0,1,0,0,1,29,f,White-European,no,no,'United Kingdom',no,3,'18 and more',Self,NO
-1,1,0,1,1,1,1,1,0,1,29,f,White-European,yes,no,'United States',no,8,'18 and more',Self,YES
-1,0,0,0,0,1,0,0,0,1,18,m,White-European,no,yes,Netherlands,no,3,'18 and more',Self,NO
-0,0,1,1,0,1,1,1,1,1,18,m,White-European,no,no,Netherlands,no,7,'18 and more',Relative,YES
-1,0,1,1,0,1,0,0,0,1,17,m,White-European,no,no,Netherlands,no,5,'18 and more',Relative,NO
-1,1,1,1,1,1,1,1,1,1,27,f,Asian,no,no,'United States',no,10,'18 and more',Self,YES
-0,0,0,0,0,0,0,1,0,0,22,f,Asian,yes,no,Malaysia,no,1,'18 and more',Self,NO
-0,0,0,0,0,1,0,1,1,0,23,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,1,1,1,1,0,1,1,0,0,25,m,Latino,no,no,'United Kingdom',no,7,'18 and more',Self,YES
-1,0,1,1,1,0,0,0,0,0,23,f,'South Asian',no,no,'New Zealand',no,4,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,1,29,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,0,0,1,1,0,1,0,0,0,27,f,Asian,no,no,'Sri Lanka',no,4,'18 and more',Self,NO
-1,0,0,0,0,1,0,1,0,0,27,f,Asian,no,no,India,no,3,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,43,f,'South Asian',no,no,India,no,0,'18 and more',Parent,NO
-1,0,0,0,0,0,0,1,0,0,26,f,Asian,no,no,India,no,2,'18 and more',Self,NO
-1,0,0,0,1,0,0,1,0,1,30,f,Asian,no,no,India,no,4,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,0,23,m,White-European,no,no,India,no,1,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,0,29,f,Asian,no,no,'Sri Lanka',no,4,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,1,37,m,White-European,no,no,'United Kingdom',no,2,'18 and more',Parent,NO
-0,0,0,0,0,0,1,0,0,1,28,f,White-European,no,no,'United Kingdom',no,2,'18 and more',Self,NO
-1,1,1,1,0,0,1,1,0,0,25,m,'South Asian',no,no,'United States',no,6,'18 and more',Self,NO
-1,0,1,1,0,0,1,1,0,0,25,m,Others,no,no,India,no,5,'18 and more',Self,NO
-0,1,0,0,0,0,0,1,1,0,21,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,1,1,1,1,1,1,0,1,1,43,m,White-European,no,no,'United Kingdom',no,9,'18 and more',Self,YES
-1,1,0,1,1,1,0,0,1,1,30,f,White-European,no,no,'United States',no,7,'18 and more',Self,YES
-0,1,1,0,0,0,1,0,0,1,18,m,Black,no,no,Niger,no,4,'18 and more',Self,NO
-1,1,1,1,0,0,0,1,0,0,18,f,White-European,no,no,Romania,no,5,'18 and more',Self,NO
-1,1,1,1,0,0,1,1,1,0,30,m,Others,no,no,Canada,no,7,'18 and more',Self,YES
-0,0,0,0,0,0,0,0,0,0,31,f,White-European,no,no,Germany,no,0,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,1,33,m,Latino,no,no,Mexico,no,5,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,33,m,Latino,no,no,Mexico,no,10,'18 and more',Self,YES
-1,1,1,1,0,0,1,0,0,1,26,m,White-European,no,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,0,1,1,0,0,0,0,0,0,61,f,White-European,no,no,'United States',no,3,'18 and more',Self,NO
-0,0,0,1,0,0,0,1,0,1,46,m,Others,no,no,'Viet Nam',no,3,'18 and more',Self,NO
-0,1,1,1,1,1,1,0,1,1,33,m,Asian,no,no,India,no,8,'18 and more',Self,YES
-1,1,1,1,1,0,1,1,0,1,38,f,Black,no,no,Canada,no,8,'18 and more',Self,YES
-1,1,0,0,0,0,0,1,0,0,44,m,Black,no,no,France,no,3,'18 and more',Parent,NO
-0,1,1,1,1,0,0,0,1,0,48,f,Black,no,yes,France,no,5,'18 and more',Parent,NO
-1,1,0,1,1,1,0,1,1,1,42,f,Latino,yes,no,Mexico,no,8,'18 and more',Self,YES
-0,1,0,0,1,0,1,1,0,0,37,m,White-European,no,no,Belgium,no,4,'18 and more',Self,NO
-1,0,1,1,1,0,0,1,0,1,23,f,White-European,no,yes,'United Kingdom',no,6,'18 and more',Self,NO
-1,0,1,1,1,0,1,1,1,1,24,m,White-European,no,yes,'United Kingdom',no,8,'18 and more',Relative,YES
-1,0,1,0,1,0,1,1,0,1,41,m,?,yes,yes,'United Kingdom',no,6,'18 and more',?,NO
-1,0,1,0,0,0,1,0,0,1,41,m,Asian,no,no,'United Kingdom',no,4,'18 and more',Self,NO
-0,1,1,0,1,0,0,1,0,0,27,m,White-European,no,no,Belgium,no,4,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,46,f,White-European,yes,yes,'United Kingdom',no,10,'18 and more',Self,YES
-0,1,0,0,0,0,0,0,0,1,40,f,White-European,yes,no,'United States',no,2,'18 and more',Self,NO
-0,1,1,1,1,1,1,1,0,1,22,f,White-European,no,no,'United States',no,8,'18 and more',Self,YES
-1,1,1,1,1,1,1,0,1,1,42,m,White-European,no,no,'United Kingdom',no,9,'18 and more',Self,YES
-1,1,1,0,0,0,0,0,0,1,18,f,Asian,no,no,'Viet Nam',no,4,'18 and more',Self,NO
-1,0,1,1,0,0,0,0,0,0,44,f,White-European,no,no,'United Kingdom',no,3,'18 and more',Self,NO
-1,1,1,1,1,0,1,1,1,1,30,f,White-European,no,no,'United States',no,9,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,1,1,42,m,White-European,no,no,Australia,no,9,'18 and more',Self,YES
-1,1,0,1,0,0,1,0,0,0,35,f,White-European,no,yes,'United States',no,4,'18 and more',Parent,NO
-1,0,1,1,1,0,1,0,1,1,40,m,Black,no,no,AmericanSamoa,no,7,'18 and more',Self,YES
-0,1,0,0,0,0,0,0,1,1,50,f,?,no,no,'New Zealand',no,3,'18 and more',?,NO
-0,0,1,1,0,0,0,0,0,1,38,m,'Middle Eastern ',no,no,Egypt,no,3,'18 and more',Self,NO
-1,1,1,1,1,0,0,1,1,1,26,f,White-European,no,yes,Italy,no,8,'18 and more',Self,YES
-1,1,1,1,1,0,0,1,0,1,27,f,White-European,no,no,Malaysia,no,7,'18 and more',Self,YES
-1,1,1,1,1,0,1,0,1,0,47,f,White-European,yes,yes,'United States',no,7,'18 and more',Self,YES
-1,1,0,1,1,1,0,0,0,1,21,m,Black,yes,yes,'United States',no,6,'18 and more',Parent,NO
-1,1,1,1,0,1,0,1,1,1,37,m,White-European,no,no,'United Kingdom',no,8,'18 and more',Self,YES
-1,0,0,0,0,0,1,1,0,1,19,f,Others,no,no,'United Kingdom',no,4,'18 and more',Self,NO
-0,0,0,1,0,0,1,1,0,1,32,m,Asian,no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,0,0,0,1,0,0,1,0,1,26,f,?,no,no,Iran,no,3,'18 and more',?,NO
-1,1,1,1,1,1,1,1,1,1,46,f,White-European,yes,yes,Australia,no,10,'18 and more',Self,YES
-0,1,0,0,0,0,0,1,0,0,29,m,Black,no,no,France,no,2,'18 and more',Self,NO
-1,0,0,0,1,0,0,0,0,0,30,f,Black,no,no,France,no,2,'18 and more',Self,NO
-1,1,0,0,0,0,1,1,0,0,32,f,Latino,no,no,Bolivia,no,4,'18 and more',Relative,NO
-0,1,1,1,0,0,0,0,0,1,35,f,White-European,yes,no,'United States',no,4,'18 and more',Self,NO
-0,1,1,1,1,1,1,1,1,1,22,m,White-European,no,no,'United Kingdom',no,9,'18 and more',Self,YES
-0,0,0,1,1,0,1,0,0,1,19,f,?,no,no,Iran,no,4,'18 and more',?,NO
-0,1,0,0,1,0,0,0,0,1,24,m,?,no,no,Iran,no,3,'18 and more',?,NO
-0,1,0,0,1,0,0,0,0,0,52,f,?,no,no,Iran,no,2,'18 and more',?,NO
-0,1,0,0,1,1,0,0,1,1,52,m,?,no,no,Iran,no,5,'18 and more',?,NO
-1,0,1,0,0,1,0,1,0,0,32,f,White-European,no,no,'United States',no,4,'18 and more',Self,NO
-0,1,1,1,1,1,0,0,0,1,24,m,White-European,no,no,'United States',no,6,'18 and more',Relative,NO
-1,1,1,1,1,1,0,1,1,1,24,m,White-European,no,no,'United States',no,9,'18 and more',Relative,YES
-0,1,0,0,0,0,0,0,0,0,49,f,'Middle Eastern ',yes,no,'New Zealand',no,1,'18 and more',Parent,NO
-0,1,1,1,1,1,1,1,1,1,30,f,Asian,no,no,Malaysia,no,9,'18 and more',Self,YES
-0,1,1,1,1,1,1,1,1,1,30,f,Asian,no,yes,Malaysia,yes,9,'18 and more',Self,YES
-1,0,1,1,1,1,1,1,1,1,35,f,White-European,yes,no,'United Kingdom',no,9,'18 and more',Self,YES
-1,0,1,1,1,1,1,0,0,1,35,f,White-European,yes,no,'United Kingdom',no,7,'18 and more',Self,YES
-1,0,1,1,0,0,0,0,0,1,37,f,White-European,no,yes,'United Kingdom',no,4,'18 and more',Self,NO
-0,1,1,1,0,0,0,1,0,1,43,m,White-European,no,no,'United Kingdom',no,5,'18 and more',Self,NO
-1,1,1,1,0,0,1,0,0,1,52,m,White-European,no,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,44,m,White-European,no,yes,'United Kingdom',no,10,'18 and more',Self,YES
-1,1,0,0,0,0,0,0,0,0,46,f,White-European,no,yes,'United Kingdom',no,2,'18 and more',Self,NO
-1,0,0,0,1,0,0,0,0,1,42,f,White-European,no,yes,Australia,no,3,'18 and more',Self,NO
-0,0,1,0,0,0,0,0,0,0,20,m,Asian,no,no,Aruba,no,1,'18 and more',Self,NO
-1,1,1,0,1,0,1,0,1,1,18,m,'Middle Eastern ',no,no,'New Zealand',no,7,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,1,1,38,m,White-European,no,no,Finland,no,9,'18 and more',Relative,YES
-1,0,0,1,1,0,0,1,0,0,24,f,Latino,no,yes,Mexico,no,4,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,32,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,1,0,1,1,0,0,0,0,0,29,m,Turkish,no,no,'United States',no,4,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,0,1,22,f,White-European,no,no,'United States',no,9,'18 and more',Self,YES
-0,1,1,1,1,1,0,0,0,1,19,f,White-European,yes,no,'United Kingdom',no,6,'18 and more',Self,NO
-1,1,1,1,1,1,1,0,1,1,39,f,White-European,no,yes,'United States',no,9,'18 and more',Self,YES
-1,0,0,1,1,1,1,1,1,1,17,m,Black,no,no,'United States',no,8,'18 and more',Self,YES
-0,1,0,1,0,1,1,0,1,1,19,f,'Middle Eastern ',no,no,Iceland,no,6,'18 and more',Parent,NO
-1,0,0,0,0,0,1,1,1,0,18,m,White-European,no,no,Australia,no,4,'18 and more',Parent,NO
-0,1,0,0,1,1,0,0,1,0,19,m,?,no,no,Kazakhstan,yes,4,'18 and more',?,NO
-0,1,0,0,0,0,0,1,0,0,28,f,Turkish,no,no,Turkey,no,2,'18 and more',Self,NO
-0,1,0,1,0,1,0,0,0,1,29,m,Asian,no,no,'New Zealand',no,4,'18 and more',Self,NO
-1,1,0,0,0,0,1,1,0,0,48,m,White-European,no,no,Australia,no,4,'18 and more',Self,NO
-1,1,1,1,1,1,0,1,1,1,27,f,White-European,yes,yes,Netherlands,no,9,'18 and more',Self,YES
-1,0,1,1,0,0,0,0,0,0,34,f,White-European,no,no,'United Kingdom',no,3,'18 and more',Self,NO
-1,1,0,1,0,0,0,0,0,1,31,m,White-European,no,no,Australia,no,4,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,1,47,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,0,0,1,0,0,0,1,0,0,47,m,?,no,no,Jordan,no,3,'18 and more',?,NO
-1,1,1,1,1,1,1,1,1,1,44,m,White-European,no,yes,'United Kingdom',no,10,'18 and more',Self,YES
-1,0,0,0,1,0,1,1,0,0,25,f,White-European,no,no,'United States',no,4,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,0,25,f,White-European,no,no,'United States',no,4,'18 and more',Self,NO
-1,1,0,0,1,1,1,1,1,1,20,m,White-European,no,no,'United Kingdom',no,8,'18 and more',Self,YES
-1,1,1,1,1,0,1,1,1,1,43,m,White-European,yes,no,'New Zealand',no,9,'18 and more',Self,YES
-1,1,1,1,1,0,0,1,1,1,36,f,White-European,no,yes,'United Kingdom',no,8,'18 and more',Self,YES
-1,1,0,0,0,0,0,1,0,0,30,f,Asian,no,yes,'United States',no,3,'18 and more',Self,NO
-0,0,1,1,0,0,0,0,0,0,44,m,Black,no,no,'United Kingdom',no,2,'18 and more',Self,NO
-1,1,0,0,1,0,0,0,0,1,40,f,Black,no,no,'United Kingdom',no,4,'18 and more',Parent,NO
-1,1,0,0,1,1,0,1,1,0,40,f,Black,yes,no,'United Kingdom',no,6,'18 and more',Relative,NO
-1,1,0,1,1,1,0,1,1,0,40,f,Black,yes,yes,'United Kingdom',no,7,'18 and more',Relative,YES
-1,1,1,1,1,0,0,1,0,1,30,m,Others,no,no,'United States',no,7,'18 and more',Self,YES
-1,0,1,1,0,0,1,0,0,1,47,f,White-European,no,no,'United Kingdom',no,5,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,21,m,Black,no,no,Brazil,no,10,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,1,1,21,m,Black,no,no,Brazil,no,9,'18 and more',Self,YES
-1,0,1,1,1,1,1,1,1,1,31,f,?,no,no,'New Zealand',no,9,'18 and more',?,YES
-1,1,1,0,0,0,0,0,0,0,21,f,Asian,no,no,'New Zealand',no,3,'18 and more',Self,NO
-0,1,1,1,0,0,0,1,1,0,29,f,Asian,no,no,'United States',no,5,'18 and more',Self,NO
-0,1,1,1,1,0,1,0,1,0,22,m,'Middle Eastern ',no,no,Afghanistan,no,6,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,51,m,White-European,yes,no,'United Kingdom',no,10,'18 and more',Self,YES
-1,0,0,0,0,0,0,0,0,0,23,m,?,no,no,Russia,no,1,'18 and more',?,NO
-1,0,0,0,1,0,0,0,1,1,30,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,0,22,m,Others,no,no,India,no,3,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,0,1,22,m,Asian,no,no,'New Zealand',no,4,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,1,24,m,Asian,no,no,India,no,5,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,1,26,f,'South Asian',no,no,India,no,3,'18 and more',Self,NO
-1,0,1,1,0,0,0,1,1,1,33,f,Asian,no,no,India,no,6,'18 and more',Parent,NO
-1,0,0,0,0,0,0,1,1,0,23,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,0,1,0,0,0,0,1,0,0,42,f,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,0,1,0,0,0,0,0,0,0,26,f,Asian,no,no,India,no,2,'18 and more',Self,NO
-1,0,0,0,0,0,0,1,0,0,29,f,Asian,no,no,'New Zealand',no,2,'18 and more',Self,NO
-1,0,0,0,0,0,1,0,0,1,35,f,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,0,0,0,1,1,0,1,0,0,25,f,'South Asian',no,no,India,no,4,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,0,25,m,Asian,no,no,'Sri Lanka',no,3,'18 and more',Self,NO
-0,0,0,0,0,0,0,1,0,0,28,f,Asian,yes,no,India,no,1,'18 and more',Self,NO
-1,0,0,0,0,0,0,0,0,0,33,m,White-European,no,no,Germany,no,1,'18 and more',Self,NO
-1,0,0,1,0,0,1,1,0,0,25,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-0,0,1,0,1,1,0,1,0,1,25,m,Asian,no,no,India,no,5,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,0,24,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-1,1,1,1,0,0,0,0,0,1,27,f,'South Asian',no,no,India,no,5,'18 and more',Self,NO
-1,0,0,0,0,0,0,0,0,0,22,m,'South Asian',no,no,India,no,1,'18 and more',Self,NO
-1,1,0,1,0,0,0,1,0,1,21,f,'South Asian',no,no,India,no,5,'18 and more',Self,NO
-1,0,1,1,0,1,0,1,0,1,27,f,'South Asian',no,no,India,no,6,'18 and more',Self,NO
-1,0,0,0,1,0,1,0,0,0,23,m,'South Asian',no,no,India,no,3,'18 and more',Self,NO
-0,0,0,1,1,0,0,1,0,1,22,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-0,1,0,0,0,0,0,0,0,1,23,f,'South Asian',no,no,India,no,2,'18 and more',Self,NO
-1,0,0,1,0,0,0,1,0,1,30,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-0,1,0,0,1,0,1,1,0,0,33,m,Asian,no,no,India,no,4,'18 and more',Self,NO
-1,0,1,1,1,0,1,1,1,0,24,f,'South Asian',no,no,India,no,7,'18 and more',Self,YES
-1,0,0,0,1,0,1,1,0,0,22,f,Asian,no,no,'New Zealand',no,4,'18 and more',Self,NO
-1,0,0,1,1,0,1,1,1,1,22,m,Asian,no,no,'New Zealand',no,7,'18 and more',Self,YES
-1,0,0,0,0,0,0,1,0,1,29,f,'South Asian',no,no,India,no,3,'18 and more',Self,NO
-1,0,1,0,1,0,1,1,0,1,22,f,Asian,no,no,India,no,6,'18 and more',Self,NO
-1,0,1,0,0,0,0,1,0,0,21,m,Asian,yes,no,India,no,3,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,0,23,m,Asian,no,no,India,no,3,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,0,1,23,f,Others,no,no,India,no,5,'18 and more',Self,NO
-1,0,0,0,1,0,1,1,1,1,23,f,Asian,no,no,India,no,6,'18 and more',Self,NO
-1,1,0,1,1,0,1,1,0,0,32,m,Asian,no,no,'Sri Lanka',no,6,'18 and more',Self,NO
-0,0,0,0,0,0,1,0,0,1,27,m,Asian,no,no,'Sri Lanka',no,2,'18 and more',Self,NO
-0,0,1,0,0,0,0,1,0,0,28,f,Asian,no,no,India,no,2,'18 and more',Parent,NO
-1,1,0,0,1,0,0,1,1,1,25,f,'Middle Eastern ',no,no,India,no,6,'18 and more',Self,NO
-1,0,1,0,1,0,1,1,1,1,22,m,Black,no,no,Nepal,no,7,'18 and more',Self,YES
-0,1,1,0,0,0,1,0,0,1,36,m,White-European,no,no,'United Kingdom',no,4,'18 and more',Self,NO
-0,0,0,0,0,0,0,0,0,0,27,f,?,no,no,Russia,no,0,'18 and more',?,NO
-1,1,1,1,1,1,1,1,1,1,21,f,White-European,no,no,Germany,no,10,'18 and more',Self,YES
-1,1,0,1,1,0,0,1,0,0,18,m,Black,no,no,'United States',no,5,'18 and more',Self,NO
-1,0,0,0,1,1,1,1,1,1,49,m,Black,no,no,Mexico,no,7,'18 and more',Parent,YES
-1,1,1,0,0,0,0,1,0,0,18,m,Asian,no,no,Indonesia,no,4,'18 and more',Self,NO
-1,0,1,1,1,0,1,1,1,0,29,m,Latino,no,no,'United States',no,7,'18 and more',Self,YES
-0,0,0,0,1,0,0,1,0,0,31,f,?,no,no,'New Zealand',no,2,'18 and more',?,NO
-1,0,0,0,0,0,0,0,0,0,37,f,'Middle Eastern ',no,no,'New Zealand',no,1,'18 and more',Parent,NO
-1,0,1,1,1,0,0,1,0,1,17,m,'Middle Eastern ',yes,no,'New Zealand',no,6,'18 and more',Parent,NO
-1,0,1,1,0,0,1,1,1,1,17,m,?,no,yes,'New Zealand',no,7,'18 and more',?,YES
-1,1,1,1,0,0,0,0,0,0,38,f,'Middle Eastern ',no,no,Jordan,no,4,'18 and more',Self,NO
-1,0,1,0,0,1,0,1,0,1,18,m,White-European,yes,no,Angola,no,5,'18 and more',Parent,NO
-1,0,1,1,1,0,0,0,0,0,31,f,'Middle Eastern ',no,no,'United Arab Emirates',no,4,'18 and more',Self,NO
-0,1,1,1,0,0,0,0,0,0,33,m,'Middle Eastern ',yes,no,'United Arab Emirates',yes,3,'18 and more',Self,NO
-1,1,0,0,0,0,0,0,0,0,32,f,'Middle Eastern ',yes,no,Jordan,no,2,'18 and more',Self,NO
-1,0,0,0,0,0,1,0,0,1,30,m,?,yes,no,Jordan,no,3,'18 and more',?,NO
-0,0,0,0,0,0,0,0,0,1,33,f,?,no,no,'United States',no,1,'18 and more',?,NO
-1,1,1,1,1,1,1,1,1,1,30,f,White-European,no,yes,Canada,no,10,'18 and more',Self,YES
-1,1,1,1,1,0,1,1,1,1,30,m,Asian,no,no,'United States',no,9,'18 and more',Self,YES
-1,0,0,1,1,0,1,0,0,1,38,f,White-European,no,yes,'United Kingdom',no,5,'18 and more',Self,NO
-1,0,0,0,1,0,1,0,1,1,22,m,Asian,no,no,India,no,5,'18 and more',Self,NO
-1,1,0,0,1,0,1,0,1,0,36,m,others,no,no,'United States',no,5,'18 and more',Self,NO
-0,0,1,1,0,0,1,0,0,0,43,m,?,no,no,Azerbaijan,no,3,'18 and more',?,NO
-1,1,1,1,1,1,0,0,1,1,44,m,?,no,no,Pakistan,no,8,'18 and more',?,YES
-1,1,1,0,1,1,0,1,1,1,20,f,White-European,no,no,France,no,8,'18 and more',Self,YES
-1,1,1,1,1,1,0,1,1,1,40,f,Others,yes,yes,Australia,no,9,'18 and more',Self,YES
-1,0,0,1,1,1,0,0,1,0,25,m,White-European,no,no,Italy,no,5,'18 and more',Self,NO
-1,0,0,0,0,0,1,1,0,1,28,m,White-European,no,no,Australia,no,4,'18 and more',Self,NO
-0,0,0,0,0,0,1,1,0,1,17,m,White-European,no,no,Canada,no,3,'18 and more',Self,NO
-1,1,1,1,1,1,1,0,1,1,34,m,White-European,no,no,'United States',no,9,'18 and more',Self,YES
-0,0,0,0,0,0,0,1,0,0,56,m,?,no,no,Iraq,no,1,'18 and more',?,NO
-0,0,1,0,0,0,1,1,0,0,50,f,'Middle Eastern ',no,no,'New Zealand',no,3,'18 and more',Parent,NO
-1,0,0,0,0,0,1,1,0,1,38,m,White-European,no,no,'United States',no,4,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,47,m,White-European,no,no,'United States',no,10,'18 and more',Self,YES
-1,1,1,1,1,0,1,1,1,1,30,m,Others,no,no,'United States',no,9,'18 and more',Self,YES
-1,1,1,1,1,0,0,1,0,1,21,m,Hispanic,no,no,'United States',no,7,'18 and more',Self,YES
-1,1,1,1,1,0,1,1,0,1,21,m,White-European,no,no,Ireland,no,8,'18 and more',Self,YES
-1,1,1,0,1,0,1,1,1,1,31,m,Latino,no,no,Mexico,no,8,'18 and more',Self,YES
-1,1,0,0,1,1,0,1,0,1,27,f,White-European,yes,no,'Czech Republic',no,6,'18 and more',Self,NO
-1,1,1,1,0,0,0,0,1,0,24,f,White-European,yes,no,'United States',no,5,'18 and more',Self,NO
-1,1,0,0,0,0,1,0,0,1,35,m,White-European,yes,no,'United Kingdom',no,4,'18 and more',Parent,NO
-1,0,0,0,0,0,1,0,0,1,18,m,Black,no,no,Ethiopia,no,3,'18 and more','Health care professional',NO
-1,1,1,1,1,0,0,1,1,1,43,f,Black,no,no,'United States',no,8,'18 and more',Self,YES
-1,1,1,1,1,1,1,1,1,1,44,m,White-European,no,yes,Afghanistan,no,10,'18 and more',Self,YES
-1,1,1,1,1,1,1,1,1,1,40,m,White-European,yes,yes,'United Kingdom',no,10,'18 and more',Parent,YES
-1,1,0,1,1,1,1,1,1,1,49,f,Hispanic,no,no,'United States',no,9,'18 and more',Self,YES
-1,1,0,0,0,0,0,1,0,0,24,m,Hispanic,no,no,'United States',no,3,'18 and more',Self,NO
-1,1,0,0,0,0,0,1,1,0,30,f,White-European,yes,yes,'United States',no,4,'18 and more',Self,NO
-1,0,1,0,0,0,0,1,0,1,53,m,Hispanic,no,no,'United States',no,4,'18 and more',Relative,NO
-1,0,1,1,1,0,0,1,1,1,38,m,White-European,no,yes,Belgium,no,7,'18 and more',Self,YES
-1,0,0,0,1,0,1,1,0,1,28,m,White-European,no,no,'United States',no,5,'18 and more',Self,NO
-1,1,1,0,1,1,1,1,1,1,28,m,White-European,no,no,'United States',no,9,'18 and more',Self,YES
-1,0,1,1,1,1,1,0,1,1,26,m,Black,no,no,Canada,no,8,'18 and more',Self,YES
-1,0,0,0,1,1,1,1,1,1,39,f,White-European,no,no,Canada,no,7,'18 and more',Self,YES
-0,0,0,0,1,0,0,0,0,0,31,f,Asian,yes,no,India,no,1,'18 and more',Self,NO
-1,0,0,1,0,0,1,1,0,0,24,m,Black,no,no,'United States',no,4,'18 and more',Self,NO
-1,1,1,0,1,1,1,1,0,1,28,m,White-European,no,no,'United States',no,8,'18 and more',Self,YES
-1,0,0,1,0,0,0,1,0,1,31,f,White-European,no,no,'United Kingdom',no,4,'18 and more',Self,NO
-1,1,1,1,1,0,0,1,0,1,27,m,White-European,yes,no,'United States',no,7,'18 and more',Self,YES
-1,0,1,1,0,0,1,1,0,0,28,m,Latino,no,no,Brazil,yes,5,'18 and more',Parent,NO
-1,1,1,1,1,1,0,1,1,1,31,m,Turkish,no,yes,Australia,no,9,'18 and more',Self,YES
-1,1,1,1,1,0,0,0,0,1,46,f,Asian,no,no,Philippines,no,6,'18 and more',Self,NO
-1,1,1,1,1,1,1,1,1,1,27,f,Pasifika,no,no,Australia,no,10,'18 and more',Self,YES
-0,1,0,1,1,0,1,1,1,1,25,f,White-European,no,no,Russia,no,7,'18 and more',Self,YES
-1,0,0,0,0,0,0,1,0,1,34,m,Hispanic,no,no,Mexico,no,3,'18 and more',Parent,NO
-1,0,1,1,1,0,1,1,0,1,24,f,?,no,no,Russia,no,7,'18 and more',?,YES
-1,0,0,1,1,0,1,0,1,1,35,m,'South Asian',no,no,Pakistan,no,6,'18 and more',Self,NO
-1,0,1,1,1,0,1,1,1,1,26,f,White-European,no,no,Cyprus,no,8,'18 and more',Self,YES
+usual,proper,complete,1,convenient,convenient,nonprob,recommended,recommend
+usual,proper,complete,1,convenient,convenient,nonprob,priority,priority
+usual,proper,complete,1,convenient,convenient,nonprob,not_recom,not_recom
+usual,proper,complete,1,convenient,convenient,slightly_prob,recommended,recommend
+usual,proper,complete,1,convenient,convenient,slightly_prob,priority,priority
+usual,proper,complete,1,convenient,convenient,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,convenient,convenient,problematic,recommended,priority
+usual,proper,complete,1,convenient,convenient,problematic,priority,priority
+usual,proper,complete,1,convenient,convenient,problematic,not_recom,not_recom
+usual,proper,complete,1,convenient,inconv,nonprob,recommended,very_recom
+usual,proper,complete,1,convenient,inconv,nonprob,priority,priority
+usual,proper,complete,1,convenient,inconv,nonprob,not_recom,not_recom
+usual,proper,complete,1,convenient,inconv,slightly_prob,recommended,very_recom
+usual,proper,complete,1,convenient,inconv,slightly_prob,priority,priority
+usual,proper,complete,1,convenient,inconv,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,convenient,inconv,problematic,recommended,priority
+usual,proper,complete,1,convenient,inconv,problematic,priority,priority
+usual,proper,complete,1,convenient,inconv,problematic,not_recom,not_recom
+usual,proper,complete,1,less_conv,convenient,nonprob,recommended,very_recom
+usual,proper,complete,1,less_conv,convenient,nonprob,priority,priority
+usual,proper,complete,1,less_conv,convenient,nonprob,not_recom,not_recom
+usual,proper,complete,1,less_conv,convenient,slightly_prob,recommended,very_recom
+usual,proper,complete,1,less_conv,convenient,slightly_prob,priority,priority
+usual,proper,complete,1,less_conv,convenient,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,less_conv,convenient,problematic,recommended,priority
+usual,proper,complete,1,less_conv,convenient,problematic,priority,priority
+usual,proper,complete,1,less_conv,convenient,problematic,not_recom,not_recom
+usual,proper,complete,1,less_conv,inconv,nonprob,recommended,very_recom
+usual,proper,complete,1,less_conv,inconv,nonprob,priority,priority
+usual,proper,complete,1,less_conv,inconv,nonprob,not_recom,not_recom
+usual,proper,complete,1,less_conv,inconv,slightly_prob,recommended,very_recom
+usual,proper,complete,1,less_conv,inconv,slightly_prob,priority,priority
+usual,proper,complete,1,less_conv,inconv,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,less_conv,inconv,problematic,recommended,priority
+usual,proper,complete,1,less_conv,inconv,problematic,priority,priority
+usual,proper,complete,1,less_conv,inconv,problematic,not_recom,not_recom
+usual,proper,complete,1,critical,convenient,nonprob,recommended,very_recom
+usual,proper,complete,1,critical,convenient,nonprob,priority,priority
+usual,proper,complete,1,critical,convenient,nonprob,not_recom,not_recom
+usual,proper,complete,1,critical,convenient,slightly_prob,recommended,very_recom
+usual,proper,complete,1,critical,convenient,slightly_prob,priority,priority
+usual,proper,complete,1,critical,convenient,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,critical,convenient,problematic,recommended,priority
+usual,proper,complete,1,critical,convenient,problematic,priority,priority
+usual,proper,complete,1,critical,convenient,problematic,not_recom,not_recom
+usual,proper,complete,1,critical,inconv,nonprob,recommended,very_recom
+usual,proper,complete,1,critical,inconv,nonprob,priority,priority
+usual,proper,complete,1,critical,inconv,nonprob,not_recom,not_recom
+usual,proper,complete,1,critical,inconv,slightly_prob,recommended,very_recom
+usual,proper,complete,1,critical,inconv,slightly_prob,priority,priority
+usual,proper,complete,1,critical,inconv,slightly_prob,not_recom,not_recom
+usual,proper,complete,1,critical,inconv,problematic,recommended,priority
+usual,proper,complete,1,critical,inconv,problematic,priority,priority
+usual,proper,complete,1,critical,inconv,problematic,not_recom,not_recom
+usual,proper,complete,2,convenient,convenient,nonprob,recommended,very_recom
+usual,proper,complete,2,convenient,convenient,nonprob,priority,priority
+usual,proper,complete,2,convenient,convenient,nonprob,not_recom,not_recom
+usual,proper,complete,2,convenient,convenient,slightly_prob,recommended,very_recom
+usual,proper,complete,2,convenient,convenient,slightly_prob,priority,priority
+usual,proper,complete,2,convenient,convenient,slightly_prob,not_recom,not_recom
+usual,proper,complete,2,convenient,convenient,problematic,recommended,priority
+usual,proper,complete,2,convenient,convenient,problematic,priority,priority
+usual,proper,complete,2,convenient,convenient,problematic,not_recom,not_recom
+usual,proper,complete,2,convenient,inconv,nonprob,recommended,very_recom
+usual,proper,complete,2,convenient,inconv,nonprob,priority,priority
+usual,proper,complete,2,convenient,inconv,nonprob,not_recom,not_recom
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+great_pret,very_crit,foster,3,critical,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,3,critical,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,3,critical,inconv,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,convenient,nonprob,recommended,priority
+great_pret,very_crit,foster,more,convenient,convenient,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,convenient,slightly_prob,recommended,priority
+great_pret,very_crit,foster,more,convenient,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,convenient,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,convenient,inconv,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,convenient,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,convenient,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,less_conv,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,less_conv,inconv,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,convenient,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,convenient,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,convenient,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,critical,convenient,problematic,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,inconv,nonprob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,nonprob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,nonprob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,inconv,slightly_prob,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,slightly_prob,priority,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,slightly_prob,not_recom,not_recom
+great_pret,very_crit,foster,more,critical,inconv,problematic,recommended,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,problematic,priority,spec_prior
+great_pret,very_crit,foster,more,critical,inconv,problematic,not_recom,not_recom
+
diff --git a/PPML/PPNB/PPStats.cpp b/PPML/PPNB/PPStats.cpp
index 08e047f833a6c5d809575a59dea83ffac82fc119..bb548fdd988f77a42052e36181ba366bff447486 100755
--- a/PPML/PPNB/PPStats.cpp
+++ b/PPML/PPNB/PPStats.cpp
@@ -284,7 +284,7 @@ void PPStats::UpdateClassifier(PPRecord *r) {
}
//}
- #pragma omp parallel
+ #pragma omp parallel for
for (int b =0; b < r->values.size() - 1; ++b)
{
updateDataAVC(r,b);
diff --git a/PPML/PPVFDT/PPVFDT_Classifier.cpp b/PPML/PPVFDT/PPVFDT_Classifier.cpp
index 63152405a2043c7015b9fe3fe4758d281e50d67d..090c73276f7cd741ce82d6a3ab75d4f24fa567a9 100755
--- a/PPML/PPVFDT/PPVFDT_Classifier.cpp
+++ b/PPML/PPVFDT/PPVFDT_Classifier.cpp
@@ -361,6 +361,8 @@ void PPVFDT_Classifier ::train ()
treeDepth = Tree->treeDepth() ;
+ numberOfNodes = Tree->numberOfNodes();
+
trainErr = TRainErr/size;
}
diff --git a/SER/dtpkc.ser b/SER/dtpkc.ser
index 21226b0dd3725bd8de19d8fe775d0d0cd5ad7797..43f9b04cce1918ad17e812455a77d583ae5a67c6 100644
--- a/SER/dtpkc.ser
+++ b/SER/dtpkc.ser
@@ -1,11 +1,11 @@
-127437740281495929019798744253663669106321333605961500644374629128716563992908972264769112775875234271465830021584365489204846496607068017352781773159008519210669829122891664363652867571787699302403351868381103275351862846792631822698719255242594326218552307895002539067301924318610205315018416598249621126139
--1878642563776275444217761478954360006271220662875994536956109430573607708253569740792529907694153588010669588452796265444802368756259928967330080205596322573761650728692993310393029311905223744416176585682332828498600668890916940923694975591463104169238066078200082421083837373072905479123769897189191010191807441929399738871930079503531991373933874652977393556489033107324452571002021976933349318375254205816269010655818230859020422378743100298933078540913814885841312094950741704106109547329251682760879958429502600627693493583042298179803280725893436709805052207475125665445793628306591241919409489811769976023927
-16240377648054010106207092499769342235863743588346595647932184779335623145334682096608264054427521683003508388934056996138412033317872735742831775872363371691232797230287751488317846497892310349298264954825452303112281174052138476351069310478194287023565475174860821568252276112496211238303159739999964250711587952278915235408923051901392124135884600784664548593801945728257603997709691067622723521434715368772962442693298524408718281748219058105762249479559836879029636200601068392569042359366484789174624212092243342259658802745368954266745270154688215985534628580547283486434435283307694405497129216858902549047321
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+-3805992071063095457458686215009450121464578952828943278820760916483390254148273627780134674696573901760254408193926447215555110921830879822050550537701905059446575163302093143098188602905441766427971308022916162656003388150042205104201842195276178255104238550406583112333211125985334198032996869411951183024921347980860794889871806053423215717861114020419648112161934404590207676255030893435971949452383486149985398604658133171221884352699763543122470597176404287910033324666827834981213045711290812448177689570159625402736422478573145857511814819904786073366368039609140073256054038901365903845495679179434288998054
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1024
-13323732622749680532803963364391128047569003198332518924074838207959389460648213139454561982806280544363656747803818712794869460510776102610735133465286661
-9564717627543925536804588222587965790238870384495104046389477255292169938102522850379957749734661488378052587767854502589003473125303190523396295604044799
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-176412844288397968893348836909296818065241407194703191955591025609315988519191380671457704938309983941510244291943479900377709234604759784859706366059039049486385731092633976571327508748150372729939600822085481575816344681674407952290040409636210579158725084280993387283869144125309929085881397099522235584171
-305798639840009130556489544854403564642728644642059806285659385369596989659838093916466105668069043385843964995394289974004085904078343347555826075517614082780893805954158498550658473803841934335046735038888533968886094246259403232957532052743469407823677294884901538307238050458581594877270313246808901042744387351199645389708140666341047267345432593643496150732019995150149691335395920527437831055793258501652213471433557030962333345122574916995120655122283551509839928081548983663657876931511658740345852251818677624171857339622557415493998077343761797661494866042372708375521807462946515317455628872422391177377142897806473686496745038387642246992907611963410936297336420096861853810878642848025734836689849234564307469777173863483830325303715079132881302737793027454393777478424253486599810431696681121284727312926866143667621978186044976144099391476967064236269897978037158229629333898515322512338032361097288856244379
+12480695489137976650237764260688168590697827010602615990701934945223660984978376247366540351021808011844494048030082918573984982860025334183010075302843441
+8045489270571476026281540377015138968802105270385749837627551838244389884538446681158098806904947821392108407918301951548193605125423447290509372870879919
+126229982410944095580577325914266723649568576750786683338525191915579682854825948373048421342804331463000568152756243718838237560754986035252598760774318984672373808459304171044962901242933652720413857897507389775631749779300936423236325422363824389279777282514464999383261794190293695079714834013116625481493
+25103325411782352738090248020834465724499266183287683247670689400039019845454855941462579743690251878410560543938031168776973699837863762827543972856027482175139168677436146980200445080660648343941755802795836414815458843147975165312100057619757236220154382123658055177036787095012925815462235408450048509480
+106597172049733797509721451097112284544181666492435024088431115280262314509796476036754759119092520769404830893159597008046044904167829603944940752602970104773537624373993946689257500067767582519899932457758797193404073484632459914305718229350732647981441862140270158207072240426397195145464582891750430432036
+127658582856538236329725785933513275913040200870848873788390958009633566890752904490356974236586034077585046858546328206077396946831022039983406384976215059762334441471783257893461659110028658647753621365571292250462861282249151141206127044207315192871349348606172647842286076143440572983805595468344295912509003632916021115641507472387690586414065966866484191503645047510627548323997644875112110301762535280404919222344982264343091906010468667514581971238774489425280207662853266674705468069214580316989822824405437903259569044677735264683449199013955746243862819579654364358197624704082958718572079678336617042277402684528177631001569111113893713076002138864500364558613424698681701288750432714333787209839537289119105735307227806355121649319521409917632095157171621805613462495648657970063475393032754470179882015574414522566250593706214396515445312480356586550234504362104389203766080383329205343865637545743340147456724
diff --git a/Scripts/TestPPNB.sh b/Scripts/TestPPNB.sh
new file mode 100644
index 0000000000000000000000000000000000000000..3c802bc4494c20493ddb4ebc0884d36e0b12eb2c
--- /dev/null
+++ b/Scripts/TestPPNB.sh
@@ -0,0 +1,48 @@
+#!/bin/sh
+#5 runs of PPNB
+
+maxCores=$1
+maxCores= expr $maxCores + 1
+threads=$2
+
+./DAPPLE $threads
+./DAPPLE $threads
+./DAPPLE $threads
+./DAPPLE $threads
+./DAPPLE $threads
+
+# Vary cores
+
+cpt=2
+list=2
+
+while [ $cpt -lt $maxCores ]
+do
+echo running with $cpt cores...
+taskset --cpu-list $list ./DAPPLE $threads"
+cpt=$(( $cpt + 2 ))
+list=$list",$cpt"
+done
+
+# Vary number of threads
+
+cpt=$threads
+while [ $cpt -gt 0 ]
+do
+echo running with $cpt threads
+./DAPPLE $cpt
+cpt=$(( $cpt - 2 ))
+done
+
+# Vary number of threads for a single core
+
+cpt=$threads
+while [ $cpt -gt 0 ]
+do
+echo running with $cpt threads
+taskset 1 ./DAPPLE $cpt
+cpt=$(( $cpt - 2 ))
+done
+
+
+
diff --git a/TEST/main.cpp b/TEST/main.cpp
index b02a16d53034b9196f5279c24d6f3105d2e88c4a..0bd4675578b8ec90ea2fbb4db7b66bf1c36a6f05 100755
--- a/TEST/main.cpp
+++ b/TEST/main.cpp
@@ -761,6 +761,14 @@ int main (int argc, char **argv) {
if (debug) cout << " Testing done " << endl;
}
+ evaluateAccuracy(clearPath, mainPath, OutputPath, classOutput, datasetReader->test_size, P,
+ R, F1);
+ stats << std::to_string(classifier->trainTime) + "," + classifier->extTrainBd.get_str() +
+ "," + std::to_string(classifier->testTime) + "," +
+ std::to_string(classifier->clientTestTime) + "," +
+ classifier->extTestBd.get_str() + "," + std::to_string(P) + "," +
+ std::to_string(R) + "," + std::to_string(F1) << endl;
+
}
datasetReader->closeTraining();
datasetReader->closeTesting();
diff --git a/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache b/cmake-build-debug/CMakeFiles/DAPPLE.dir/CXX.includecache
index eccb821ab9a6fc9268cf5d5ea9be0e49f9e166a2..26e9cc01137d231393eba2d4d459d34ce2ab46f6 100644
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@@ -310,13 +64,11 @@ iostream
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