From 786aee8fc40c1c79f8810d04d6d2976a7568be43 Mon Sep 17 00:00:00 2001
From: wjsjwr <wo@gou.cool>
Date: Mon, 19 Nov 2018 13:04:19 +0800
Subject: [PATCH] sync

---
 .idea/workspace.xml  | 411 ++++++++++++++++++++++++++++++++++++-------
 cluster_stat.py      |  15 +-
 outputs/cluster.npy  | Bin 0 -> 216 bytes
 plot_cluster_size.py |  16 ++
 sb_variant.py        |  31 ++++
 sb_vs_human.py       |  77 ++++++++
 6 files changed, 484 insertions(+), 66 deletions(-)
 create mode 100644 outputs/cluster.npy
 create mode 100644 plot_cluster_size.py
 create mode 100644 sb_variant.py
 create mode 100644 sb_vs_human.py

diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index a148713..c11a179 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,21 +1,37 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="3b8f67a0-ea53-4209-a86f-9effd70f9663" name="Default" comment="" />
+    <list default="true" id="3b8f67a0-ea53-4209-a86f-9effd70f9663" name="Default" comment="">
+      <change afterPath="$PROJECT_DIR$/plot_cluster_size.py" afterDir="false" />
+      <change afterPath="$PROJECT_DIR$/sb_variant.py" afterDir="false" />
+      <change afterPath="$PROJECT_DIR$/sb_vs_human.py" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
+      <change beforePath="$PROJECT_DIR$/cluster_stat.py" beforeDir="false" afterPath="$PROJECT_DIR$/cluster_stat.py" afterDir="false" />
+    </list>
     <option name="EXCLUDED_CONVERTED_TO_IGNORED" value="true" />
-    <option name="TRACKING_ENABLED" value="true" />
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
     <option name="HIGHLIGHT_NON_ACTIVE_CHANGELIST" value="false" />
     <option name="LAST_RESOLUTION" value="IGNORE" />
   </component>
+  <component name="FUSProjectUsageTrigger">
+    <session id="445450180">
+      <usages-collector id="statistics.lifecycle.project">
+        <counts>
+          <entry key="project.closed" value="1" />
+          <entry key="project.open.time.4" value="1" />
+          <entry key="project.opened" value="1" />
+        </counts>
+      </usages-collector>
+    </session>
+  </component>
   <component name="FileEditorManager">
-    <leaf>
-      <file leaf-file-name="br_plot.py" pinned="false" current-in-tab="false">
+    <leaf SIDE_TABS_SIZE_LIMIT_KEY="300">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/br_plot.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="133">
-              <caret line="7" column="14" lean-forward="false" selection-start-line="7" selection-start-column="7" selection-end-line="7" selection-end-column="14" />
+            <state relative-caret-position="38">
+              <caret line="7" column="14" selection-start-line="7" selection-start-column="7" selection-end-line="7" selection-end-column="14" />
               <folding>
                 <element signature="e#0#18#0" expanded="true" />
               </folding>
@@ -23,11 +39,11 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="draw_network.py" pinned="false" current-in-tab="true">
+      <file pinned="false" current-in-tab="false">
         <entry file="file://$PROJECT_DIR$/draw_network.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="912">
-              <caret line="48" column="109" lean-forward="false" selection-start-line="48" selection-start-column="109" selection-end-line="48" selection-end-column="109" />
+            <state relative-caret-position="855">
+              <caret line="48" column="109" selection-start-line="48" selection-start-column="109" selection-end-line="48" selection-end-column="109" />
               <folding>
                 <element signature="e#0#21#0" expanded="true" />
               </folding>
@@ -35,12 +51,94 @@
           </provider>
         </entry>
       </file>
-      <file leaf-file-name="G302.json" pinned="false" current-in-tab="false">
-        <entry file="file://$PROJECT_DIR$/wos-data-compete/G302.json">
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/cluster_stat.py">
           <provider selected="true" editor-type-id="text-editor">
-            <state relative-caret-position="-17524">
-              <caret line="0" column="0" lean-forward="false" selection-start-line="0" selection-start-column="0" selection-end-line="0" selection-end-column="0" />
-              <folding />
+            <state relative-caret-position="912">
+              <caret line="52" column="14" selection-start-line="52" selection-start-column="14" selection-end-line="52" selection-end-column="14" />
+              <folding>
+                <element signature="e#20#30#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/sb_variant.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="551">
+              <caret line="30" column="10" selection-start-line="30" selection-start-column="10" selection-end-line="30" selection-end-column="10" />
+              <folding>
+                <element signature="e#30#48#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/calc_reward.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state>
+              <folding>
+                <element signature="e#0#11#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/calc_winner_pid.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="532">
+              <caret line="30" column="33" selection-start-line="12" selection-start-column="8" selection-end-line="30" selection-end-column="33" />
+              <folding>
+                <element signature="e#0#11#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="true">
+        <entry file="file://$PROJECT_DIR$/sb_vs_human.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="437">
+              <caret line="32" column="42" lean-forward="true" selection-start-line="32" selection-start-column="42" selection-end-line="32" selection-end-column="42" />
+              <folding>
+                <element signature="e#65#76#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/wos-data-compete/G354.json">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="83676">
+              <caret line="4404" column="16" selection-start-line="4404" selection-start-column="12" selection-end-line="4404" selection-end-column="16" />
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/plot_cluster_size.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="266">
+              <caret line="15" column="10" selection-start-line="15" selection-start-column="10" selection-end-line="15" selection-end-column="10" />
+              <folding>
+                <element signature="e#23#59#0" expanded="true" />
+              </folding>
+            </state>
+          </provider>
+        </entry>
+      </file>
+      <file pinned="false" current-in-tab="false">
+        <entry file="file://$PROJECT_DIR$/eid_plot.py">
+          <provider selected="true" editor-type-id="text-editor">
+            <state relative-caret-position="19">
+              <caret line="6" column="16" selection-start-line="6" selection-start-column="7" selection-end-line="6" selection-end-column="16" />
+              <folding>
+                <element signature="e#0#18#0" expanded="true" />
+              </folding>
             </state>
           </provider>
         </entry>
@@ -54,6 +152,12 @@
       </list>
     </option>
   </component>
+  <component name="FindInProjectRecents">
+    <findStrings>
+      <find>4627</find>
+      <find>4614</find>
+    </findStrings>
+  </component>
   <component name="Git.Settings">
     <option name="RECENT_GIT_ROOT_PATH" value="$PROJECT_DIR$" />
   </component>
@@ -61,32 +165,24 @@
     <option name="CHANGED_PATHS">
       <list>
         <option value="$PROJECT_DIR$/draw_network.py" />
+        <option value="$PROJECT_DIR$/cluster_stat.py" />
+        <option value="$PROJECT_DIR$/plot_cluster_size.py" />
+        <option value="$PROJECT_DIR$/sb_variant.py" />
+        <option value="$PROJECT_DIR$/sb_vs_human.py" />
       </list>
     </option>
   </component>
-  <component name="ProjectFrameBounds" extendedState="7">
+  <component name="ProjectFrameBounds" extendedState="6">
     <option name="x" value="-8" />
     <option name="y" value="-8" />
     <option name="width" value="2560" />
     <option name="height" value="1440" />
   </component>
   <component name="ProjectView">
-    <navigator currentView="ProjectPane" proportions="" version="1">
-      <flattenPackages />
-      <showMembers />
-      <showModules />
-      <showLibraryContents />
-      <hideEmptyPackages />
-      <abbreviatePackageNames />
-      <autoscrollToSource />
-      <autoscrollFromSource />
-      <sortByType />
-      <manualOrder />
+    <navigator proportions="" version="1">
       <foldersAlwaysOnTop value="true" />
     </navigator>
     <panes>
-      <pane id="Scratches" />
-      <pane id="Scope" />
       <pane id="ProjectPane">
         <subPane>
           <expand>
@@ -94,10 +190,15 @@
               <item name="swdata" type="b2602c69:ProjectViewProjectNode" />
               <item name="swdata" type="462c0819:PsiDirectoryNode" />
             </path>
+            <path>
+              <item name="swdata" type="b2602c69:ProjectViewProjectNode" />
+              <item name="External Libraries" type="cb654da1:ExternalLibrariesNode" />
+            </path>
           </expand>
           <select />
         </subPane>
       </pane>
+      <pane id="Scope" />
     </panes>
   </component>
   <component name="PropertiesComponent">
@@ -116,8 +217,9 @@
       </list>
     </option>
   </component>
-  <component name="RunManager">
-    <configuration name="draw_network" type="PythonConfigurationType" factoryName="Python" temporary="true">
+  <component name="RunManager" selected="Python.sb_vs_human">
+    <configuration name="cluster_stat" type="PythonConfigurationType" factoryName="Python" temporary="true">
+      <module name="swdata" />
       <option name="INTERPRETER_OPTIONS" value="" />
       <option name="PARENT_ENVS" value="true" />
       <envs>
@@ -128,22 +230,116 @@
       <option name="IS_MODULE_SDK" value="true" />
       <option name="ADD_CONTENT_ROOTS" value="true" />
       <option name="ADD_SOURCE_ROOTS" value="true" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/cluster_stat.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <option name="EMULATE_TERMINAL" value="false" />
+      <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
+    </configuration>
+    <configuration name="draw_network" type="PythonConfigurationType" factoryName="Python" temporary="true">
       <module name="swdata" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="IS_MODULE_SDK" value="true" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
       <option name="SCRIPT_NAME" value="$PROJECT_DIR$/draw_network.py" />
       <option name="PARAMETERS" value="" />
       <option name="SHOW_COMMAND_LINE" value="false" />
       <option name="EMULATE_TERMINAL" value="false" />
       <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
     </configuration>
+    <configuration name="plot_cluster_size" type="PythonConfigurationType" factoryName="Python" temporary="true">
+      <module name="swdata" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="IS_MODULE_SDK" value="true" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/plot_cluster_size.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <option name="EMULATE_TERMINAL" value="false" />
+      <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
+    </configuration>
+    <configuration name="sb_variant" type="PythonConfigurationType" factoryName="Python" temporary="true">
+      <module name="swdata" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="IS_MODULE_SDK" value="true" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/sb_variant.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <option name="EMULATE_TERMINAL" value="false" />
+      <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
+    </configuration>
+    <configuration name="sb_vs_human" type="PythonConfigurationType" factoryName="Python" temporary="true">
+      <module name="swdata" />
+      <option name="INTERPRETER_OPTIONS" value="" />
+      <option name="PARENT_ENVS" value="true" />
+      <envs>
+        <env name="PYTHONUNBUFFERED" value="1" />
+      </envs>
+      <option name="SDK_HOME" value="" />
+      <option name="WORKING_DIRECTORY" value="$PROJECT_DIR$" />
+      <option name="IS_MODULE_SDK" value="true" />
+      <option name="ADD_CONTENT_ROOTS" value="true" />
+      <option name="ADD_SOURCE_ROOTS" value="true" />
+      <option name="SCRIPT_NAME" value="$PROJECT_DIR$/sb_vs_human.py" />
+      <option name="PARAMETERS" value="" />
+      <option name="SHOW_COMMAND_LINE" value="false" />
+      <option name="EMULATE_TERMINAL" value="false" />
+      <option name="MODULE_MODE" value="false" />
+      <option name="REDIRECT_INPUT" value="false" />
+      <option name="INPUT_FILE" value="" />
+      <method v="2" />
+    </configuration>
+    <list>
+      <item itemvalue="Python.draw_network" />
+      <item itemvalue="Python.cluster_stat" />
+      <item itemvalue="Python.plot_cluster_size" />
+      <item itemvalue="Python.sb_variant" />
+      <item itemvalue="Python.sb_vs_human" />
+    </list>
     <recent_temporary>
-      <list size="1">
-        <item index="0" class="java.lang.String" itemvalue="Python.draw_network" />
+      <list>
+        <item itemvalue="Python.sb_vs_human" />
+        <item itemvalue="Python.sb_variant" />
+        <item itemvalue="Python.plot_cluster_size" />
+        <item itemvalue="Python.cluster_stat" />
+        <item itemvalue="Python.draw_network" />
       </list>
     </recent_temporary>
   </component>
-  <component name="ShelveChangesManager" show_recycled="false">
-    <option name="remove_strategy" value="false" />
-  </component>
   <component name="SvnConfiguration">
     <configuration />
   </component>
@@ -167,47 +363,56 @@
     </todo-panel>
   </component>
   <component name="ToolWindowManager">
-    <frame x="-8" y="-8" width="2576" height="1416" extended-state="7" />
+    <frame x="-8" y="-8" width="2576" height="1416" extended-state="6" />
     <layout>
-      <window_info id="Project" active="true" anchor="left" auto_hide="false" internal_type="DOCKED" type="DOCKED" visible="true" show_stripe_button="true" weight="0.13831478" sideWeight="0.5" order="0" side_tool="false" content_ui="combo" />
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+      <window_info active="true" content_ui="combo" id="Project" order="0" visible="true" weight="0.13950716" />
+      <window_info id="Structure" order="1" weight="0.25" />
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+      <window_info anchor="bottom" id="Event Log" order="0" side_tool="true" />
+      <window_info anchor="bottom" id="Message" order="1" />
+      <window_info anchor="bottom" id="Find" order="2" />
+      <window_info anchor="bottom" id="Debug" order="3" weight="0.4" />
+      <window_info anchor="bottom" id="Cvs" order="4" weight="0.25" />
+      <window_info anchor="bottom" id="Inspection" order="5" weight="0.4" />
+      <window_info anchor="right" id="Commander" order="0" weight="0.4" />
+      <window_info anchor="right" id="Ant Build" order="1" weight="0.25" />
+      <window_info anchor="right" content_ui="combo" id="Hierarchy" order="2" weight="0.25" />
+      <window_info anchor="right" id="Python Console" order="3" weight="0.39228934" />
+      <window_info anchor="right" id="Terminal" order="4" weight="0.3298887" />
+      <window_info anchor="right" id="Version Control" order="5" weight="0.3298887" />
+      <window_info anchor="right" id="TODO" order="6" weight="0.3298887" />
+      <window_info anchor="right" id="Run" order="7" visible="true" weight="0.32869634" />
     </layout>
   </component>
   <component name="VcsContentAnnotationSettings">
     <option name="myLimit" value="2678400000" />
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   <component name="editorHistoryManager">
     <entry file="file://$PROJECT_DIR$/wos-data-compete/G302.json">
       <provider selected="true" editor-type-id="text-editor">
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-          <folding />
-        </state>
+        <state relative-caret-position="-17524" />
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/wos-data-compete/G421.json">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="-99675" />
+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/wos-data-compete/G448.json">
+      <provider selected="true" editor-type-id="text-editor" />
+    </entry>
+    <entry file="file://$PROJECT_DIR$/wos-data-compete/G481.json">
+      <provider selected="true" editor-type-id="text-editor" />
+    </entry>
+    <entry file="file://$PROJECT_DIR$/wos-data-compete/G254.json">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="-51724" />
       </provider>
     </entry>
     <entry file="file://$PROJECT_DIR$/br_plot.py">
       <provider selected="true" editor-type-id="text-editor">
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-          <caret line="7" column="14" lean-forward="false" selection-start-line="7" selection-start-column="7" selection-end-line="7" selection-end-column="14" />
+        <state relative-caret-position="38">
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           <folding>
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@@ -216,13 +421,89 @@
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           <folding>
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+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/sb_variant.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state relative-caret-position="551">
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+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/calc_reward.py">
+      <provider selected="true" editor-type-id="text-editor">
+        <state>
+          <folding>
+            <element signature="e#0#11#0" expanded="true" />
+          </folding>
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+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/calc_winner_pid.py">
+      <provider selected="true" editor-type-id="text-editor">
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+    </entry>
+    <entry file="file://$PROJECT_DIR$/plot_cluster_size.py">
+      <provider selected="true" editor-type-id="text-editor">
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+      </provider>
+    </entry>
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+      <provider selected="true" editor-type-id="text-editor">
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+          </folding>
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+      </provider>
+    </entry>
+    <entry file="file://$PROJECT_DIR$/sb_vs_human.py">
+      <provider selected="true" editor-type-id="text-editor">
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+      </provider>
+    </entry>
   </component>
 </project>
\ No newline at end of file
diff --git a/cluster_stat.py b/cluster_stat.py
index f3d679d..cd9cb4c 100644
--- a/cluster_stat.py
+++ b/cluster_stat.py
@@ -31,10 +31,23 @@ class ClusterStat:
                     for k in lmax:
                         cluster[k] = cmin
             res = [v for v in Counter(cluster.values()).values()]
-            print(m.name, list(sorted(res, reverse=True)))
+            # print(m.name, list(sorted(res, reverse=True)))
             self.detail[m.name] = res
 
 
+    def output(self):
+        data = []
+        for r in self.detail.values():
+            data.extend(r)
+        res = np.zeros(max(data))
+        s = sum(data)
+        for d in data:
+            res[d-1] += d
+        res /= s
+        print(res)
+        np.save('outputs/cluster.npy', res)
+
 if __name__ == '__main__':
     c = ClusterStat()
     c.stat()
+    c.output()
\ No newline at end of file
diff --git a/outputs/cluster.npy b/outputs/cluster.npy
new file mode 100644
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diff --git a/plot_cluster_size.py b/plot_cluster_size.py
new file mode 100644
index 0000000..a9b3a0b
--- /dev/null
+++ b/plot_cluster_size.py
@@ -0,0 +1,16 @@
+"""
+绘制cluster大小分布图
+"""
+from matplotlib import pyplot as plt
+import numpy as np
+
+
+
+data = np.load('outputs/cluster.npy')
+fig = plt.figure(figsize=(4,3))
+ax = fig.gca()
+plt.bar(np.arange(len(data))+1, data)
+ax.set_xlabel("Cluster Size")
+ax.set_ylabel("Portion of Population")
+plt.tight_layout()
+plt.show()
\ No newline at end of file
diff --git a/sb_variant.py b/sb_variant.py
new file mode 100644
index 0000000..5bbe06e
--- /dev/null
+++ b/sb_variant.py
@@ -0,0 +1,31 @@
+"""
+sb策略以及变种在15轮时的团体平均收益
+"""
+
+import numpy as np
+from matplotlib import pyplot as plt
+
+x = np.arange(0,1,0.0001)
+omega = np.ceil(5/(3-(x*2.6)))
+fb0 = 5-omega*(3-(x*2.6+(1-x)*4.5))
+fb = fb0 - (15-omega)*(3-2.6)
+y = fb/2
+
+ymax = 0
+xmax = 0
+for i in range(len(x)):
+    if y[i] > ymax:
+        ymax = y[i]
+        xmax = x[i]
+print(xmax, ymax)
+exit()
+fig = plt.figure(figsize=(6.4,3.6))
+ax = fig.gca()
+ax.plot(x,y, marker='.', markersize=3, color='#0984e3', linestyle='None')
+ax.plot(x,np.full(x.shape, 1.4), linestyle='dashed', linewidth=1, color='#aaaaaa')
+ax.set_xlim(0,1)
+# ax.set_ylim(0,2)
+ax.set_xlabel(r'$p$')
+ax.set_ylabel(r'$f_b(15)$')
+plt.tight_layout()
+plt.show()
\ No newline at end of file
diff --git a/sb_vs_human.py b/sb_vs_human.py
new file mode 100644
index 0000000..2b5ae23
--- /dev/null
+++ b/sb_vs_human.py
@@ -0,0 +1,77 @@
+"""
+sb策略和真人收益对比，其中分别比较sb0,sb0.2,所有人平均，获胜者平均，获胜者最高，统计10-15共6组
+"""
+import json
+import numpy as np
+import math
+from matplotlib import pyplot as plt
+from island.matches import Matches
+from island.match import Match
+
+human_avg = np.zeros(6)
+human_count = np.zeros(6)
+winner_avg = np.zeros(6)
+winner_count = np.zeros(6)
+winner_max = np.zeros(6)
+
+"""
+omega = np.ceil(5/(3-(x*2.6)))
+fb0 = 5-omega*(3-(x*2.6+(1-x)*4.5))
+fb = fb0 - (15-omega)*(3-2.6)
+y = fb/2
+"""
+r = np.arange(10, 16)
+x = 0.1924
+
+sb0 = (8 - 0.4 * (r - 2)) / 2
+o = math.ceil(5 / (3 - (x * 2.6)))
+sb1 = (5 - o * (3 - (x * 2.6 + (1 - x) * 4.5)) - 0.4 * (r - o)) / 2
+
+for m in Matches.from_profile('SURVIVE').data:
+    info = m.query('game', 'created').select('info').first()['info']
+    conf = json.loads(info['config'])
+    game_end_at = int(info['game_end_at'])
+    foods = {}
+    for p in m.query('player', 'join').select('pid').raw_data:
+        foods[p['pid']] = conf['start_resource']
+
+    for i in range(1, game_end_at + 1):
+        for a in m.query('action', 'done').where(lambda x: x['rno'] == i).raw_data:
+            foods[a['a']] += conf['payoffs']["%s%s" % (a['act_a'], a['act_b'])][0] * a['tr'] / 1440.0
+            foods[a['b']] += conf['payoffs']["%s%s" % (a['act_a'], a['act_b'])][1] * a['tr'] / 1440.0
+        for j in foods.keys():
+            foods[j] -= conf['rounds']['consumption']
+    human_count += len(foods)
+    for j in foods.keys():
+        if foods[j] > 0:
+            winner_avg[game_end_at - 10] += foods[j]
+            human_avg[game_end_at - 10] += foods[j]
+            winner_count += 1
+            if foods[j] > winner_max[game_end_at - 10]:
+                winner_max[game_end_at - 10] = foods[j]
+                if foods[j] > 3:
+                    print(m.name, j, foods[j])
+
+human_avg /= human_count
+winner_avg /= winner_count
+
+idx = np.arange(6)
+bw = 0.15
+
+fig = plt.figure(figsize=(6.3,3.6))
+ax = fig.gca()
+
+ax.bar(idx-2*bw, sb0, bw, color='tomato', label='Sacrifice(n=4)')
+ax.bar(idx-bw, sb1, bw, color='limegreen', label='Sacrifice Max(n=4)')
+ax.bar(idx, human_avg, bw, color='blueviolet', label='Human Average')
+ax.bar(idx+bw, winner_avg, bw, color='gold', label='Winner Average')
+ax.bar(idx+2*bw, winner_max, bw, color='deepskyblue', label='Winner Max')
+
+ax.set_ylabel('Average Fitness')
+ax.set_xlabel('Match Ends At')
+ax.set_xticks(idx + bw / 2)
+ax.set_xticklabels(('10', '11', '12', '13', '14', '15'))
+ax.legend()
+fig.tight_layout()
+plt.show()
+