unlabeled_stuff.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df_dict = {}\n",
    "names = ['COS', 'LEV', 'LSH', 'WMD', 'SiamX']\n",
    "for name in ['LCS'] + names:\n",
    "    df_dict[name] = pd.read_csv('data/up/scores/'+name+'.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
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     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "df = pd.concat([df_dict[name] for name in names]).drop(columns=['score']).drop_duplicates()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                                                 comment1  \\\n60115   Create a temporary folder which uses system de...   \n51176   Provides standard org.junit.runner.Runner Runn...   \n118420  Call this when the default builder is good eno...   \n51512   Provides standard org.junit.runner.Runner Runn...   \n117713  Called reflectively on classes annotated with ...   \n...                                                   ...   \n126121  Exception used if there's a problem parsing th...   \n76645   Invoked when a test is skipped due to a failed...   \n53581   Invoked when a test is skipped due to a failed...   \n18      Returns true if this member is static, false i...   \n146100  Asserts that two short arrays are equal. If th...   \n\n                                                 comment2  \\\n60115   Create a temporary folder which uses the speci...   \n51176   Provides implementations of org.junit.runner.R...   \n118420  Called by this class and subclasses once the c...   \n51512   Provides classes to org.junit.runner.manipulat...   \n117713  Called by this class and subclasses once the c...   \n...                                                   ...   \n126121  Adds an error to the list of errors. The passe...   \n76645   @return false if at least one parent category ...   \n53581   @return false if at least one parent category ...   \n18      Wait for the test task, returning the exceptio...   \n146100  A listener interface for observing the\\n execu...   \n\n                                                    meta1  \\\n60115   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n51176   <!-- META {\"entityType\": \"Package\", \"entitySig...   \n118420  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n51512   <!-- META {\"entityType\": \"Package\", \"entitySig...   \n117713  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n...                                                   ...   \n126121  <!-- META {\"entityType\": \"Class\", \"entitySigna...   \n76645   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n53581   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n18      <!-- META {\"entityType\": \"Method\", \"entitySign...   \n146100  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n\n                                                    meta2  \n60115   <!-- META {\"entityType\": \"Method\", \"entitySign...  \n51176   <!-- META {\"entityType\": \"Package\", \"entitySig...  \n118420  <!-- META {\"entityType\": \"Method\", \"entitySign...  \n51512   <!-- META {\"entityType\": \"Package\", \"entitySig...  \n117713  <!-- META {\"entityType\": \"Method\", \"entitySign...  \n...                                                   ...  \n126121  <!-- META {\"entityType\": \"Method\", \"entitySign...  \n76645   <!-- META {\"entityType\": \"Method\", \"entitySign...  \n53581   <!-- META {\"entityType\": \"Method\", \"entitySign...  \n18      <!-- META {\"entityType\": \"Method\", \"entitySign...  \n146100  <!-- META {\"entityType\": \"Interface\", \"entityS...  \n\n[4547 rows x 4 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>comment1</th>\n      <th>comment2</th>\n      <th>meta1</th>\n      <th>meta2</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>60115</th>\n      <td>Create a temporary folder which uses system de...</td>\n      <td>Create a temporary folder which uses the speci...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n    </tr>\n    <tr>\n      <th>51176</th>\n      <td>Provides standard org.junit.runner.Runner Runn...</td>\n      <td>Provides implementations of org.junit.runner.R...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n    </tr>\n    <tr>\n      <th>118420</th>\n      <td>Call this when the default builder is good eno...</td>\n      <td>Called by this class and subclasses once the c...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n    </tr>\n    <tr>\n      <th>51512</th>\n      <td>Provides standard org.junit.runner.Runner Runn...</td>\n      <td>Provides classes to org.junit.runner.manipulat...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n    </tr>\n    <tr>\n      <th>117713</th>\n      <td>Called reflectively on classes annotated with ...</td>\n      <td>Called by this class and subclasses once the c...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>126121</th>\n      <td>Exception used if there's a problem parsing th...</td>\n      <td>Adds an error to the list of errors. The passe...</td>\n      <td>&lt;!-- META {\"entityType\": \"Class\", \"entitySigna...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n    </tr>\n    <tr>\n      <th>76645</th>\n      <td>Invoked when a test is skipped due to a failed...</td>\n      <td>@return false if at least one parent category ...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n    </tr>\n    <tr>\n      <th>53581</th>\n      <td>Invoked when a test is skipped due to a failed...</td>\n      <td>@return false if at least one parent category ...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n    </tr>\n    <tr>\n      <th>18</th>\n      <td>Returns true if this member is static, false i...</td>\n      <td>Wait for the test task, returning the exceptio...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n    </tr>\n    <tr>\n      <th>146100</th>\n      <td>Asserts that two short arrays are equal. If th...</td>\n      <td>A listener interface for observing the\\n execu...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Interface\", \"entityS...</td>\n    </tr>\n  </tbody>\n</table>\n<p>4547 rows × 4 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 17
    }
   ],
   "source": [
    "lcs_ix = df_dict['LCS'].index.values\n",
    "df = df.drop(lcs_ix)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_save = df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
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      "text/plain": "                                                 comment1  \\\n60115   Create a temporary folder which uses system de...   \n51176   Provides standard org.junit.runner.Runner Runn...   \n118420  Call this when the default builder is good eno...   \n51512   Provides standard org.junit.runner.Runner Runn...   \n117713  Called reflectively on classes annotated with ...   \n...                                                   ...   \n126121  Exception used if there's a problem parsing th...   \n76645   Invoked when a test is skipped due to a failed...   \n53581   Invoked when a test is skipped due to a failed...   \n18      Returns true if this member is static, false i...   \n146100  Asserts that two short arrays are equal. If th...   \n\n                                                 comment2  \\\n60115   Create a temporary folder which uses the speci...   \n51176   Provides implementations of org.junit.runner.R...   \n118420  Called by this class and subclasses once the c...   \n51512   Provides classes to org.junit.runner.manipulat...   \n117713  Called by this class and subclasses once the c...   \n...                                                   ...   \n126121  Adds an error to the list of errors. The passe...   \n76645   @return false if at least one parent category ...   \n53581   @return false if at least one parent category ...   \n18      Wait for the test task, returning the exceptio...   \n146100  A listener interface for observing the\\n execu...   \n\n                                                    meta1  \\\n60115   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n51176   <!-- META {\"entityType\": \"Package\", \"entitySig...   \n118420  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n51512   <!-- META {\"entityType\": \"Package\", \"entitySig...   \n117713  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n...                                                   ...   \n126121  <!-- META {\"entityType\": \"Class\", \"entitySigna...   \n76645   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n53581   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n18      <!-- META {\"entityType\": \"Method\", \"entitySign...   \n146100  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n\n                                                    meta2       COS       LEV  \\\n60115   <!-- META {\"entityType\": \"Method\", \"entitySign...  0.943938       NaN   \n51176   <!-- META {\"entityType\": \"Package\", \"entitySig...  0.911068       NaN   \n118420  <!-- META {\"entityType\": \"Method\", \"entitySign...  0.905303       NaN   \n51512   <!-- META {\"entityType\": \"Package\", \"entitySig...  0.881817  0.717169   \n117713  <!-- META {\"entityType\": \"Method\", \"entitySign...  0.870332       NaN   \n...                                                   ...       ...       ...   \n126121  <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN       NaN   \n76645   <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN       NaN   \n53581   <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN       NaN   \n18      <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN       NaN   \n146100  <!-- META {\"entityType\": \"Interface\", \"entityS...       NaN       NaN   \n\n             LSH       WMD     SiamX  \n60115   0.708263  0.568984  0.579549  \n51176        NaN  0.575723  0.575001  \n118420  0.687389  0.712165  0.572840  \n51512   0.519122  0.843265       NaN  \n117713       NaN  0.625749  0.684766  \n...          ...       ...       ...  \n126121       NaN       NaN  0.569116  \n76645        NaN       NaN  0.569086  \n53581        NaN       NaN  0.569086  \n18           NaN       NaN  0.569049  \n146100       NaN       NaN  0.569019  \n\n[4547 rows x 9 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>comment1</th>\n      <th>comment2</th>\n      <th>meta1</th>\n      <th>meta2</th>\n      <th>COS</th>\n      <th>LEV</th>\n      <th>LSH</th>\n      <th>WMD</th>\n      <th>SiamX</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>60115</th>\n      <td>Create a temporary folder which uses system de...</td>\n      <td>Create a temporary folder which uses the speci...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>0.943938</td>\n      <td>NaN</td>\n      <td>0.708263</td>\n      <td>0.568984</td>\n      <td>0.579549</td>\n    </tr>\n    <tr>\n      <th>51176</th>\n      <td>Provides standard org.junit.runner.Runner Runn...</td>\n      <td>Provides implementations of org.junit.runner.R...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n      <td>0.911068</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.575723</td>\n      <td>0.575001</td>\n    </tr>\n    <tr>\n      <th>118420</th>\n      <td>Call this when the default builder is good eno...</td>\n      <td>Called by this class and subclasses once the c...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>0.905303</td>\n      <td>NaN</td>\n      <td>0.687389</td>\n      <td>0.712165</td>\n      <td>0.572840</td>\n    </tr>\n    <tr>\n      <th>51512</th>\n      <td>Provides standard org.junit.runner.Runner Runn...</td>\n      <td>Provides classes to org.junit.runner.manipulat...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n      <td>&lt;!-- META {\"entityType\": \"Package\", \"entitySig...</td>\n      <td>0.881817</td>\n      <td>0.717169</td>\n      <td>0.519122</td>\n      <td>0.843265</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>117713</th>\n      <td>Called reflectively on classes annotated with ...</td>\n      <td>Called by this class and subclasses once the c...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>0.870332</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.625749</td>\n      <td>0.684766</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>126121</th>\n      <td>Exception used if there's a problem parsing th...</td>\n      <td>Adds an error to the list of errors. 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If th...</td>\n      <td>A listener interface for observing the\\n execu...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Interface\", \"entityS...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.569019</td>\n    </tr>\n  </tbody>\n</table>\n<p>4547 rows × 9 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 23
    }
   ],
   "source": [
    "for name in names:\n",
    "    map_id_score = df_dict[name]['score'].to_dict()\n",
    "    df[name] = df.index.map(map_id_score)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                                                 comment1  \\\n97269   Adds to errors a throwable for each problem no...   \n178383  Wraps the given listener with SynchronizedRunL...   \n107499  # Method name ascending lexicographic sort ord...   \n107500  # Method name ascending lexicographic sort ord...   \n107707  # Method name ascending lexicographic sort ord...   \n...                                                   ...   \n119703  Using Suite as a runner allows you to manually...   \n134537  Counts the number of test cases that will be r...   \n171986  Counts the number of test cases that will be r...   \n45313   Create a new RuleChain, which encloses the giv...   \n45431   Create a new RuleChain, which encloses the giv...   \n\n                                                 comment2  \\\n97269   Adds to errors for each method annotated with ...   \n178383  Asserts that two objects refer to the same obj...   \n107499  Asserts that two longs are equal. If they are ...   \n107500  Asserts that two booleans are equal. If they a...   \n107707  Asserts that two booleans are equal. If they a...   \n...                                                   ...   \n119703  JUnitCore is a facade for running tests. It su...   \n134537  @return a listener that will update this histo...   \n171986  @return a listener that will update this histo...   \n45313   Run all the tests contained in request.\\n @par...   \n45431   Run all the tests contained in request.\\n @par...   \n\n                                                    meta1  \\\n97269   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n178383  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n107499  <!-- META {\"entityType\": \"Field\", \"entitySigna...   \n107500  <!-- META {\"entityType\": \"Field\", \"entitySigna...   \n107707  <!-- META {\"entityType\": \"Field\", \"entitySigna...   \n...                                                   ...   \n119703  <!-- META {\"entityType\": \"Class\", \"entitySigna...   \n134537  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n171986  <!-- META {\"entityType\": \"Method\", \"entitySign...   \n45313   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n45431   <!-- META {\"entityType\": \"Method\", \"entitySign...   \n\n                                                    meta2       COS  LEV  LSH  \\\n97269   <!-- META {\"entityType\": \"Method\", \"entitySign...  0.527889  NaN  NaN   \n178383  <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n107499  <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n107500  <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n107707  <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n...                                                   ...       ...  ...  ...   \n119703  <!-- META {\"entityType\": \"Class\", \"entitySigna...       NaN  NaN  NaN   \n134537  <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n171986  <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n45313   <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n45431   <!-- META {\"entityType\": \"Method\", \"entitySign...       NaN  NaN  NaN   \n\n             WMD     SiamX  \n97269   0.809421  0.973770  \n178383       NaN  0.971193  \n107499       NaN  0.969133  \n107500       NaN  0.969133  \n107707       NaN  0.969133  \n...          ...       ...  \n119703  0.505063       NaN  \n134537  0.504273       NaN  \n171986  0.504273       NaN  \n45313   0.500372       NaN  \n45431   0.500372       NaN  \n\n[4547 rows x 9 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>comment1</th>\n      <th>comment2</th>\n      <th>meta1</th>\n      <th>meta2</th>\n      <th>COS</th>\n      <th>LEV</th>\n      <th>LSH</th>\n      <th>WMD</th>\n      <th>SiamX</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>97269</th>\n      <td>Adds to errors a throwable for each problem no...</td>\n      <td>Adds to errors for each method annotated with ...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>0.527889</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.809421</td>\n      <td>0.973770</td>\n    </tr>\n    <tr>\n      <th>178383</th>\n      <td>Wraps the given listener with SynchronizedRunL...</td>\n      <td>Asserts that two objects refer to the same obj...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.971193</td>\n    </tr>\n    <tr>\n      <th>107499</th>\n      <td># Method name ascending lexicographic sort ord...</td>\n      <td>Asserts that two longs are equal. If they are ...</td>\n      <td>&lt;!-- META {\"entityType\": \"Field\", \"entitySigna...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.969133</td>\n    </tr>\n    <tr>\n      <th>107500</th>\n      <td># Method name ascending lexicographic sort ord...</td>\n      <td>Asserts that two booleans are equal. If they a...</td>\n      <td>&lt;!-- META {\"entityType\": \"Field\", \"entitySigna...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.969133</td>\n    </tr>\n    <tr>\n      <th>107707</th>\n      <td># Method name ascending lexicographic sort ord...</td>\n      <td>Asserts that two booleans are equal. If they a...</td>\n      <td>&lt;!-- META {\"entityType\": \"Field\", \"entitySigna...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.969133</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>119703</th>\n      <td>Using Suite as a runner allows you to manually...</td>\n      <td>JUnitCore is a facade for running tests. It su...</td>\n      <td>&lt;!-- META {\"entityType\": \"Class\", \"entitySigna...</td>\n      <td>&lt;!-- META {\"entityType\": \"Class\", \"entitySigna...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.505063</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>134537</th>\n      <td>Counts the number of test cases that will be r...</td>\n      <td>@return a listener that will update this histo...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.504273</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>171986</th>\n      <td>Counts the number of test cases that will be r...</td>\n      <td>@return a listener that will update this histo...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.504273</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>45313</th>\n      <td>Create a new RuleChain, which encloses the giv...</td>\n      <td>Run all the tests contained in request.\\n @par...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.500372</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>45431</th>\n      <td>Create a new RuleChain, which encloses the giv...</td>\n      <td>Run all the tests contained in request.\\n @par...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySign...</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>NaN</td>\n      <td>0.500372</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n<p>4547 rows × 9 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 26
    }
   ],
   "source": [
    "df.sort_values(by='SiamX', ascending=False, inplace=True)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_csv('data/up/all_but_lcs.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "with open('data/up/accepted/SiamX.pkl', 'rb') as f:\n",
    "    x = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "df_siam = pd.read_csv('data/up/scores/SiamX.csv', index_col=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = [int(i in x) for i in df_siam.index]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_siam.insert(5, 'label', labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_siam.to_csv('data/up/SiamX_labeled.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "from imblearn.under_sampling import CondensedNearestNeighbour\n",
    "import numpy as np\n",
    "cnn = CondensedNearestNeighbour(random_state=42)\n",
    "X = np.reshape(df_siam.score.array, (-1, 1))\n",
    "y = df_siam.label\n",
    "X_re, y_re = cnn.fit_resample(X, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "pos = X[y == 1]\n",
    "neg = X[y == 0]\n",
    "plt.scatter(pos, [1]*len(pos), marker='o')\n",
    "plt.scatter(neg, [0]*len(neg), marker='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "pos = X_re[y_re == 1]\n",
    "neg = X_re[y_re == 0]\n",
    "plt.scatter(pos, [1]*len(pos), marker='o')\n",
    "plt.scatter(neg, [0]*len(neg), marker='o')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "index = df_siam.index \n",
    "samples = [index[i] for i in cnn.sample_indices_]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_samples = df_siam.loc[samples]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_samples.to_csv('data/up/SiamX_sampled.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "99\n149\n140\n83\n68\n123\n232\n"
    }
   ],
   "source": [
    "import pickle\n",
    "all = set()\n",
    "for name in ['LCS', 'COS', 'LEV', 'LSH', 'WMD', 'SiamX']:\n",
    "    with open('data/up/accepted/'+name+'.pkl', 'rb') as f:\n",
    "        x = pickle.load(f)\n",
    "        all.update(x)\n",
    "        print(len(x))\n",
    "print(len(all))\n",
    "with open('data/up/accepted/all.pkl', 'wb') as f:\n",
    "    pickle.dump(all, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "234\n"
    },
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "{'LCS': {'tp': 99, 'fp': 11},\n 'COS': {'tp': 149, 'fp': 59},\n 'LEV': {'tp': 140, 'fp': 205},\n 'LSH': {'tp': 83, 'fp': 20},\n 'D2VK': {'tp': 177, 'fp': 287},\n 'WMDK': {'tp': 93, 'fp': 5},\n 'SiamX2': {'tp': 161, 'fp': 107}}"
     },
     "metadata": {},
     "execution_count": 15
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import pickle\n",
    "conf_up = {}\n",
    "all = set()\n",
    "for name in ['LCS', 'COS', 'LEV', 'LSH', 'D2VK', 'WMDK', 'SiamX2']:\n",
    "    df = pd.read_csv('data/up/scores/' + name + '.csv', index_col=0, na_filter=False)\n",
    "    pos = len(df.index)\n",
    "    with open('data/up/accepted/'+name+'.pkl', 'rb') as f:\n",
    "        x = pickle.load(f)\n",
    "        acc = len(x)\n",
    "        all.update(x)\n",
    "    conf_up[name] = {'tp': acc, 'fp': pos - acc}\n",
    "with open('data/up/accepted/all.pkl', 'wb') as f:\n",
    "    pickle.dump(all, f)\n",
    "    print(len(all))\n",
    "conf_up"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "SiamX2 0.97 0.95 0.96\nSiamX2 0.97 0.94 0.96\nSiamX2 0.92 0.97 0.95\nSiamX2 0.97 0.91 0.94\nSiamX2 0.94 1.00 0.97\nSiamX2 0.98 0.95 0.96\nSiamX2 0.92 0.97 0.94\n"
    }
   ],
   "source": [
    "conf = {}\n",
    "conf['LCS'] = {'tp': 348, 'tn': 359, 'fp': 9, 'fn': 20}\n",
    "conf['COS'] = {'tp': 346, 'tn': 358, 'fp': 10, 'fn': 22}\n",
    "conf['LEV'] = {'tp': 357, 'tn': 338, 'fp': 30, 'fn': 11}\n",
    "conf['LSH'] = {'tp': 334, 'tn': 358, 'fp': 10, 'fn': 34}\n",
    "conf['D2VK'] = {'tp': 367, 'tn': 346, 'fp': 22, 'fn': 1}\n",
    "conf['WMDK'] = {'tp': 348, 'tn': 361, 'fp': 7, 'fn': 20}\n",
    "conf['SiamX2'] = {'tp': 358, 'tn': 336, 'fp': 32, 'fn': 10}\n",
    "\n",
    "for _, c in conf.items():\n",
    "    tp = c['tp']\n",
    "    fp = c['fp']\n",
    "    fn = c['fn']\n",
    "    prec = tp / (tp + fp)\n",
    "    recall = tp / (tp + fn)\n",
    "    f1 = 2*prec*recall/(prec+recall)\n",
    "    print(f'{name} {prec:.2f} {recall:.2f} {f1:.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "LCS 447 20 0.96 0.74 0.84\nCOS 495 69 0.88 0.82 0.85\nLEV 497 235 0.68 0.83 0.75\nLSH 417 30 0.93 0.69 0.80\nD2VK 544 309 0.64 0.90 0.75\nWMDK 441 12 0.97 0.73 0.84\nSiamX2 519 139 0.79 0.86 0.82\n"
    }
   ],
   "source": [
    "p = 234 + 368\n",
    "for name in conf.keys():\n",
    "    tp = conf[name]['tp'] + conf_up[name]['tp']\n",
    "    fp = conf[name]['fp'] + conf_up[name]['fp']\n",
    "    prec = tp / (tp + fp)\n",
    "    recall = tp / p\n",
    "    f1 = 2*prec*recall/(prec+recall)\n",
    "    print(f'{name} {tp} {fp} {prec:.2f} {recall:.2f} {f1:.2f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "156728"
     },
     "metadata": {},
     "execution_count": 9
    }
   ],
   "source": [
    "import pandas as pd \n",
    "df = pd.read_csv('data/unlabeled/junit4.csv', index_col=0)\n",
    "len(df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "602"
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "from helpers import dataset_parser\n",
    "comments, object_names, meta, group_tags = dataset_parser.extract('data/source/junit4.md')\n",
    "len(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "437"
     },
     "metadata": {},
     "execution_count": 1
    }
   ],
   "source": [
    "from helpers import dataset_parser\n",
    "comments, object_names, meta, group_tags = dataset_parser.extract('data/source/gson.md')\n",
    "len(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "594"
     },
     "metadata": {},
     "execution_count": 2
    }
   ],
   "source": [
    "from helpers import dataset_parser\n",
    "comments, object_names, meta, group_tags = dataset_parser.extract('data/source/mockito.md')\n",
    "len(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "153"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "from helpers import dataset_parser\n",
    "comments, object_names, meta, group_tags = dataset_parser.extract('data/source/slf4j.md')\n",
    "len(comments)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "180901"
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "source": [
    "df = dataset_parser.generate_pairs(comments, object_names, meta, group_tags, False)\n",
    "len(df.index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "180381"
     },
     "metadata": {},
     "execution_count": 20
    }
   ],
   "source": [
    "len(df.drop_duplicates().index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "LCS 99\nCOS 149\nLEV 140\nLSH 83\nD2VK 177\nWMDK 93\nSiamX2 161\n"
    }
   ],
   "source": [
    "import pickle\n",
    "\n",
    "# with open('data/up/accepted/all.pkl', 'rb') as f:\n",
    "#     all = pickle.load(f)\n",
    "\n",
    "all = set()\n",
    "\n",
    "for name in ['LCS', 'COS', 'LEV', 'LSH', 'D2VK', 'WMDK', 'SiamX2']:\n",
    "    with open('data/up/accepted/'+name+'.pkl', 'rb') as f:\n",
    "        x = pickle.load(f)\n",
    "        print(name, len(x))\n",
    "        all.update(x)\n",
    "\n",
    "with open('data/up/accepted/all.pkl', 'wb') as f:\n",
    "    pickle.dump(all, f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "0    110\nName: label, dtype: int64\n1    109\n0      1\nName: label, dtype: int64\n0    208\nName: label, dtype: int64\n1    165\n0     43\nName: label, dtype: int64\n0    345\nName: label, dtype: int64\n0    187\n1    158\nName: label, dtype: int64\n0    103\nName: label, dtype: int64\n1    93\n0    10\nName: label, dtype: int64\n0    464\nName: label, dtype: int64\n0    287\n1    177\nName: label, dtype: int64\n0    98\nName: label, dtype: int64\n1    93\n0     5\nName: label, dtype: int64\n0    268\nName: label, dtype: int64\n1    163\n0    105\nName: label, dtype: int64\n"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import pickle\n",
    "\n",
    "with open('data/up/accepted/all.pkl', 'rb') as f:\n",
    "    all = pickle.load(f)\n",
    "\n",
    "for name in ['LCS', 'COS', 'LEV', 'LSH', 'D2VK', 'WMDK', 'SiamX2']:\n",
    "    df = pd.read_csv('data/up/scores/' + name + '.csv', index_col=0, na_filter=False)\n",
    "    df.insert(len(df.columns), 'label', 0)\n",
    "    print(df.label.value_counts())\n",
    "    df.loc[np.intersect1d(list(all), df.index), 'label'] = 1\n",
    "    print(df.label.value_counts())\n",
    "    df.to_csv('data/up/labeled/' + name + '.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                                                                                                   comment1  \\\n53691                                      Invoked when a test method finishes (whether passing or failing)   \n53689                                      Invoked when a test method finishes (whether passing or failing)   \n77162                                      Invoked when a test method finishes (whether passing or failing)   \n176325                                    Returns the actual string value\\n @return the actual string value   \n176130  Constructs a comparison failure.\\n @param message the identifying message or null\\n @param expec...   \n...                                                                                                     ...   \n148164  Asserts that two long arrays are equal. If they are not, an\\n AssertionError is thrown.\\n @param...   \n123584  Creates a Filter.\\n @param filterFactoryFqcn The fully qualified class name of the FilterFactory...   \n133978  Fails a test with the given message.\\n @param message the identifying message for the AssertionE...   \n26808   Runner for use with JUnit 3.8.x-style AllTests classes\\n (those that only implement a static sui...   \n50670                                          Exception thrown when a test fails on timeout.\\n @since 4.12   \n\n                                                                                                   comment2  \\\n53691                                      Invoked when a test method finishes (whether passing or failing)   \n53689                                      Invoked when a test method finishes (whether passing or failing)   \n77162                                      Invoked when a test method finishes (whether passing or failing)   \n176325                                       Gets the actual string value\\n @return the actual string value   \n176130  Constructs a comparison failure.\\n @param message the identifying message or null\\n @param expec...   \n...                                                                                                     ...   \n148164                                    Returns the actual string value\\n @return the actual string value   \n123584  Creates a org.junit.experimental.categories.Categories.CategoryFilter given a\\n FilterFactoryPar...   \n133978  Asserts that two long arrays are equal. If they are not, an\\n AssertionError is thrown with the ...   \n26808   The SuiteClasses annotation specifies the classes to be run when a class\\n annotated with @RunWi...   \n50670   Create a Timeout instance with the timeout specified\\n at the timeUnit of granularity of the pro...   \n\n                                                                                                      meta1  \\\n53691   <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(long nanos, Descr...   \n53689   <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(long nanos, Descr...   \n77162   <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(Description descr...   \n176325  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\":...   \n176130  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public ComparisonFailure(String message, ...   \n...                                                                                                     ...   \n148164  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertArrayEquals(long...   \n123584  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Filter createFilter(String ...   \n133978  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void fail(String message)\",...   \n26808   <!-- META {\"entityType\": \"Class\", \"entitySignature\": \"SuiteMethod\", \"entityFile\": \"SuiteMethod.j...   \n50670   <!-- META {\"entityType\": \"Class\", \"entitySignature\": \"TestTimedOutException\", \"entityFile\": \"Tes...   \n\n                                                                                                      meta2  \\\n53691   <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public void finished(FrameworkMethod meth...   \n53689   <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(Description descr...   \n77162   <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public void finished(FrameworkMethod meth...   \n176325  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\":...   \n176130  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public ComparisonFailure(String message, ...   \n...                                                                                                     ...   \n148164  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\":...   \n123584  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public Filter createFilter(FilterFactoryP...   \n133978  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertArrayEquals(Stri...   \n26808   <!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"SuiteClasses\", \"entityFile\": \"Suite.j...   \n50670   <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public Timeout(long timeout, TimeUnit tim...   \n\n           score  label  \n53691   0.987402      1  \n53689   0.987176      1  \n77162   0.987018      1  \n176325  0.984911      1  \n176130  0.984845      1  \n...          ...    ...  \n148164  0.502647      0  \n123584  0.502166      0  \n133978  0.502083      0  \n26808   0.501296      0  \n50670   0.501156      0  \n\n[464 rows x 6 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>comment1</th>\n      <th>comment2</th>\n      <th>meta1</th>\n      <th>meta2</th>\n      <th>score</th>\n      <th>label</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>53691</th>\n      <td>Invoked when a test method finishes (whether passing or failing)</td>\n      <td>Invoked when a test method finishes (whether passing or failing)</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(long nanos, Descr...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public void finished(FrameworkMethod meth...</td>\n      <td>0.987402</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>53689</th>\n      <td>Invoked when a test method finishes (whether passing or failing)</td>\n      <td>Invoked when a test method finishes (whether passing or failing)</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(long nanos, Descr...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(Description descr...</td>\n      <td>0.987176</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>77162</th>\n      <td>Invoked when a test method finishes (whether passing or failing)</td>\n      <td>Invoked when a test method finishes (whether passing or failing)</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected void finished(Description descr...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public void finished(FrameworkMethod meth...</td>\n      <td>0.987018</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>176325</th>\n      <td>Returns the actual string value\\n @return the actual string value</td>\n      <td>Gets the actual string value\\n @return the actual string value</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\":...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\":...</td>\n      <td>0.984911</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>176130</th>\n      <td>Constructs a comparison failure.\\n @param message the identifying message or null\\n @param expec...</td>\n      <td>Constructs a comparison failure.\\n @param message the identifying message or null\\n @param expec...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public ComparisonFailure(String message, ...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public ComparisonFailure(String message, ...</td>\n      <td>0.984845</td>\n      <td>1</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>148164</th>\n      <td>Asserts that two long arrays are equal. If they are not, an\\n AssertionError is thrown.\\n @param...</td>\n      <td>Returns the actual string value\\n @return the actual string value</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertArrayEquals(long...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\":...</td>\n      <td>0.502647</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>123584</th>\n      <td>Creates a Filter.\\n @param filterFactoryFqcn The fully qualified class name of the FilterFactory...</td>\n      <td>Creates a org.junit.experimental.categories.Categories.CategoryFilter given a\\n FilterFactoryPar...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Filter createFilter(String ...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public Filter createFilter(FilterFactoryP...</td>\n      <td>0.502166</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>133978</th>\n      <td>Fails a test with the given message.\\n @param message the identifying message for the AssertionE...</td>\n      <td>Asserts that two long arrays are equal. If they are not, an\\n AssertionError is thrown with the ...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void fail(String message)\",...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertArrayEquals(Stri...</td>\n      <td>0.502083</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>26808</th>\n      <td>Runner for use with JUnit 3.8.x-style AllTests classes\\n (those that only implement a static sui...</td>\n      <td>The SuiteClasses annotation specifies the classes to be run when a class\\n annotated with @RunWi...</td>\n      <td>&lt;!-- META {\"entityType\": \"Class\", \"entitySignature\": \"SuiteMethod\", \"entityFile\": \"SuiteMethod.j...</td>\n      <td>&lt;!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"SuiteClasses\", \"entityFile\": \"Suite.j...</td>\n      <td>0.501296</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>50670</th>\n      <td>Exception thrown when a test fails on timeout.\\n @since 4.12</td>\n      <td>Create a Timeout instance with the timeout specified\\n at the timeUnit of granularity of the pro...</td>\n      <td>&lt;!-- META {\"entityType\": \"Class\", \"entitySignature\": \"TestTimedOutException\", \"entityFile\": \"Tes...</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public Timeout(long timeout, TimeUnit tim...</td>\n      <td>0.501156</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>464 rows × 6 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "import pandas as pd \n",
    "\n",
    "df = pd.read_csv('data/up/labeled/' + 'D2VK' + '.csv', index_col=0, na_filter=False)\n",
    "pd.set_option('display.max_colwidth', 100)\n",
    "df\n",
    "# df[df.label == 0].loc[:, ['meta1', 'meta2']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "-1    156728\n 0     23285\n 1       368\nName: label, dtype: int64\n1    605\nName: label, dtype: int64\n"
    }
   ],
   "source": [
    "import pandas as pd \n",
    "import numpy as np\n",
    "import pickle\n",
    "\n",
    "with open('data/up/accepted/plain/all.pkl', 'rb') as f:\n",
    "    all = pickle.load(f)\n",
    "\n",
    "df = pd.read_csv('data/pairs/junit4.csv', index_col=0, na_filter=False)\n",
    "print(df.label.value_counts())\n",
    "df.loc[all, 'label'] = 1\n",
    "df.drop(df[df.label != 1].index, inplace=True)\n",
    "print(df.label.value_counts())\n",
    "df.to_csv('data/up/labeled/all.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "import numpy as np \n",
    "\n",
    "lcs = pd.read_csv('data/up/scores/' + 'LCS' + '.csv', index_col=0, na_filter=False)\n",
    "df.loc[np.intersect1d(lcs.index, df.index), 'LCS'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "lsh = pd.read_csv('data/up/scores/' + 'LSH' + '.csv', index_col=0, na_filter=False)\n",
    "df.insert(len(df.columns), 'LSH', 0)\n",
    "df.loc[np.intersect1d(lsh.index, df.index), 'LSH'] = 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": "                                                                                                                                                                                                       comment1  \\\n1                                                                                                                                                          Returns true if this member is static, false if not.   \n2422    Annotating a org.junit.experimental.theories.Theory Theory method\\n parameter with @ParametersSuppliedBy causes it to be supplied with\\n values from the named\\n org.junit.experimental.theories.Par...   \n3484    Annotates fields that reference rules or methods that return a rule. A field must be public, not\\n static, and a subtype of org.junit.rules.TestRule (preferred) or\\n org.junit.rules.MethodRule. A ...   \n4296                                                                                                                                              Returns a new builder for building an instance.\\n @since 4.12   \n4342                                                                                                                                              Returns a new builder for building an instance.\\n @since 4.12   \n...                                                                                                                                                                                                         ...   \n180306                                         Asserts that an object is null. If it isn't an AssertionError is\\n thrown.\\n Message contains: Expected: but was: object\\n @param object Object to check or null   \n180373                                                                           Asserts that two objects refer to the same object. If they are not\\n an AssertionFailedError is thrown with the given message.   \n180436                                              Asserts that two objects do not refer to the same object. If they do\\n refer to the same object an AssertionFailedError is thrown with the\\n given message.   \n180605                                                                   Creates a org.junit.experimental.categories.Categories.CategoryFilter given an array of classes.\\n @param categories Category classes.   \n180781                                                                                                                                           Gets the actual string value\\n @return the actual string value   \n\n                                                                                                                                                                                                       comment2  \\\n1                                                                                                                                                          Returns true if this member is public, false if not.   \n2422    Annotating a org.junit.experimental.theories.Theory Theory method int\\n parameter with @TestedOn causes it to be supplied with values from the\\n ints array given when run as a theory by the\\n org....   \n3484    Annotates static fields that reference rules or methods that return them. A field must be public,\\n static, and a subtype of org.junit.rules.TestRule. A method must be public static, and return\\n ...   \n4296                                                                                                                           Returns a new builder for building an instance of TemporaryFolder.\\n @since 4.13   \n4342                                                                                                                                              Returns a new builder for building an instance.\\n @since 4.12   \n...                                                                                                                                                                                                         ...   \n180306                                                                                                 Asserts that an object is null. If it is not\\n an AssertionFailedError is thrown with the given message.   \n180373                                                                                         Asserts that two objects refer to the same object. If they are not\\n the same an AssertionFailedError is thrown.   \n180436                                                                    Asserts that two objects do not refer to the same object. If they do\\n refer to the same object an AssertionFailedError is thrown.\\n    \n180605                                                        Creates a Filter which is only passed by tests that are\\n categorized with any of the specified categories.\\n @param categories Category classes.   \n180781                                                                                                                                       Gets the expected string value\\n @return the expected string value   \n\n                       name1          name2  \\\n1                   isStatic       isPublic   \n2422    ParametersSuppliedBy       TestedOn   \n3484                    Rule      ClassRule   \n4296                 builder        builder   \n4342                 builder        builder   \n...                      ...            ...   \n180306            assertNull     assertNull   \n180373            assertSame     assertSame   \n180436         assertNotSame  assertNotSame   \n180605          createFilter   createFilter   \n180781             getActual    getExpected   \n\n                                                                                                                                                                             meta1  \\\n1                                                     <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public boolean isStatic()\", \"entityFile\": \"FrameworkMember.java\"} -->   \n2422                                              <!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"ParametersSuppliedBy\", \"entityFile\": \"ParametersSuppliedBy.java\"} -->   \n3484                                                                              <!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"Rule\", \"entityFile\": \"Rule.java\"} -->   \n4296                                              <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"FailOnTimeout.java\"} -->   \n4342                                              <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"FailOnTimeout.java\"} -->   \n...                                                                                                                                                                            ...   \n180306                                      <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNull(Object object)\", \"entityFile\": \"Assert.java\"} -->   \n180373     <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertSame(String message, Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} -->   \n180436  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNotSame(String message, Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} -->   \n180605  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected abstract Filter createFilter(List<Class<?>> categories)\", \"entityFile\": \"CategoryFilterFactory.java\"} -->   \n180781                                              <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\": \"ComparisonFailure.java\"} -->   \n\n                                                                                                                                                                meta2  \\\n1                                        <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public boolean isPublic()\", \"entityFile\": \"FrameworkMember.java\"} -->   \n2422                                                         <!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"TestedOn\", \"entityFile\": \"TestedOn.java\"} -->   \n3484                                                       <!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"ClassRule\", \"entityFile\": \"ClassRule.java\"} -->   \n4296                               <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"TemporaryFolder.java\"} -->   \n4342                                       <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"Timeout.java\"} -->   \n...                                                                                                                                                               ...   \n180306         <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNull(String message, Object object)\", \"entityFile\": \"Assert.java\"} -->   \n180373        <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertSame(Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} -->   \n180436     <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNotSame(Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} -->   \n180605  <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected Filter createFilter(List<Class<?>> categories)\", \"entityFile\": \"IncludeCategories.java\"} -->   \n180781                               <!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getExpected()\", \"entityFile\": \"ComparisonFailure.java\"} -->   \n\n        label  LCS  LSH  \n1           1    0    0  \n2422        1    0    0  \n3484        1    1    0  \n4296        1    0    0  \n4342        1    0    0  \n...       ...  ...  ...  \n180306      1    0    0  \n180373      1    0    0  \n180436      1    0    0  \n180605      1    0    0  \n180781      1    1    0  \n\n[512 rows x 9 columns]",
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>comment1</th>\n      <th>comment2</th>\n      <th>name1</th>\n      <th>name2</th>\n      <th>meta1</th>\n      <th>meta2</th>\n      <th>label</th>\n      <th>LCS</th>\n      <th>LSH</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>1</th>\n      <td>Returns true if this member is static, false if not.</td>\n      <td>Returns true if this member is public, false if not.</td>\n      <td>isStatic</td>\n      <td>isPublic</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public boolean isStatic()\", \"entityFile\": \"FrameworkMember.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public boolean isPublic()\", \"entityFile\": \"FrameworkMember.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>2422</th>\n      <td>Annotating a org.junit.experimental.theories.Theory Theory method\\n parameter with @ParametersSuppliedBy causes it to be supplied with\\n values from the named\\n org.junit.experimental.theories.Par...</td>\n      <td>Annotating a org.junit.experimental.theories.Theory Theory method int\\n parameter with @TestedOn causes it to be supplied with values from the\\n ints array given when run as a theory by the\\n org....</td>\n      <td>ParametersSuppliedBy</td>\n      <td>TestedOn</td>\n      <td>&lt;!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"ParametersSuppliedBy\", \"entityFile\": \"ParametersSuppliedBy.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"TestedOn\", \"entityFile\": \"TestedOn.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>3484</th>\n      <td>Annotates fields that reference rules or methods that return a rule. A field must be public, not\\n static, and a subtype of org.junit.rules.TestRule (preferred) or\\n org.junit.rules.MethodRule. A ...</td>\n      <td>Annotates static fields that reference rules or methods that return them. A field must be public,\\n static, and a subtype of org.junit.rules.TestRule. A method must be public static, and return\\n ...</td>\n      <td>Rule</td>\n      <td>ClassRule</td>\n      <td>&lt;!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"Rule\", \"entityFile\": \"Rule.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Annotation\", \"entitySignature\": \"ClassRule\", \"entityFile\": \"ClassRule.java\"} --&gt;</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4296</th>\n      <td>Returns a new builder for building an instance.\\n @since 4.12</td>\n      <td>Returns a new builder for building an instance of TemporaryFolder.\\n @since 4.13</td>\n      <td>builder</td>\n      <td>builder</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"FailOnTimeout.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"TemporaryFolder.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>4342</th>\n      <td>Returns a new builder for building an instance.\\n @since 4.12</td>\n      <td>Returns a new builder for building an instance.\\n @since 4.12</td>\n      <td>builder</td>\n      <td>builder</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"FailOnTimeout.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static Builder builder()\", \"entityFile\": \"Timeout.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>...</th>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n      <td>...</td>\n    </tr>\n    <tr>\n      <th>180306</th>\n      <td>Asserts that an object is null. If it isn't an AssertionError is\\n thrown.\\n Message contains: Expected: but was: object\\n @param object Object to check or null</td>\n      <td>Asserts that an object is null. If it is not\\n an AssertionFailedError is thrown with the given message.</td>\n      <td>assertNull</td>\n      <td>assertNull</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNull(Object object)\", \"entityFile\": \"Assert.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNull(String message, Object object)\", \"entityFile\": \"Assert.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>180373</th>\n      <td>Asserts that two objects refer to the same object. If they are not\\n an AssertionFailedError is thrown with the given message.</td>\n      <td>Asserts that two objects refer to the same object. If they are not\\n the same an AssertionFailedError is thrown.</td>\n      <td>assertSame</td>\n      <td>assertSame</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertSame(String message, Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertSame(Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>180436</th>\n      <td>Asserts that two objects do not refer to the same object. If they do\\n refer to the same object an AssertionFailedError is thrown with the\\n given message.</td>\n      <td>Asserts that two objects do not refer to the same object. If they do\\n refer to the same object an AssertionFailedError is thrown.\\n</td>\n      <td>assertNotSame</td>\n      <td>assertNotSame</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNotSame(String message, Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public static void assertNotSame(Object expected, Object actual)\", \"entityFile\": \"Assert.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>180605</th>\n      <td>Creates a org.junit.experimental.categories.Categories.CategoryFilter given an array of classes.\\n @param categories Category classes.</td>\n      <td>Creates a Filter which is only passed by tests that are\\n categorized with any of the specified categories.\\n @param categories Category classes.</td>\n      <td>createFilter</td>\n      <td>createFilter</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected abstract Filter createFilter(List&lt;Class&lt;?&gt;&gt; categories)\", \"entityFile\": \"CategoryFilterFactory.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"protected Filter createFilter(List&lt;Class&lt;?&gt;&gt; categories)\", \"entityFile\": \"IncludeCategories.java\"} --&gt;</td>\n      <td>1</td>\n      <td>0</td>\n      <td>0</td>\n    </tr>\n    <tr>\n      <th>180781</th>\n      <td>Gets the actual string value\\n @return the actual string value</td>\n      <td>Gets the expected string value\\n @return the expected string value</td>\n      <td>getActual</td>\n      <td>getExpected</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getActual()\", \"entityFile\": \"ComparisonFailure.java\"} --&gt;</td>\n      <td>&lt;!-- META {\"entityType\": \"Method\", \"entitySignature\": \"public String getExpected()\", \"entityFile\": \"ComparisonFailure.java\"} --&gt;</td>\n      <td>1</td>\n      <td>1</td>\n      <td>0</td>\n    </tr>\n  </tbody>\n</table>\n<p>512 rows × 9 columns</p>\n</div>"
     },
     "metadata": {},
     "execution_count": 55
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 200)\n",
    "df[df.LSH == 0]"
   ]
  }
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