Untitled.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<module 'pandas' from 'D:\\\\anaconda3\\\\envs\\\\py36\\\\lib\\\\site-packages\\\\pandas\\\\__init__.py'>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('C:\\\\Users\\\\zhtang\\\\Desktop\\\\NV-DVFS-Benchmark\\\\csvs\\\\v1\\\\gtx980-high-dvfs-real-small-workload-Performance.csv',header=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>appName</th>\n",
       "      <th>coreF</th>\n",
       "      <th>memF</th>\n",
       "      <th>argNo</th>\n",
       "      <th>kernel</th>\n",
       "      <th>time/ms</th>\n",
       "      <th>blocks</th>\n",
       "      <th>warps</th>\n",
       "      <th>achieved_occupancy</th>\n",
       "      <th>sm_efficiency</th>\n",
       "      <th>...</th>\n",
       "      <th>flop_count_dp_fma</th>\n",
       "      <th>flop_count_sp</th>\n",
       "      <th>flop_count_sp_fma</th>\n",
       "      <th>flop_count_sp_special</th>\n",
       "      <th>inst_integer</th>\n",
       "      <th>inst_fp_32</th>\n",
       "      <th>inst_fp_64</th>\n",
       "      <th>inst_executed</th>\n",
       "      <th>inst_per_warp</th>\n",
       "      <th>ipc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
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       "      <td>0.856753</td>\n",
       "      <td>0.9300</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.054343</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.844897</td>\n",
       "      <td>0.9201</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.588056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.048982</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.841159</td>\n",
       "      <td>0.9103</td>\n",
       "      <td>...</td>\n",
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       "      <td>46513565</td>\n",
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       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.936885</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.046982</td>\n",
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       "      <td>14336.0</td>\n",
       "      <td>0.836894</td>\n",
       "      <td>0.9011</td>\n",
       "      <td>...</td>\n",
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       "      <td>46513565</td>\n",
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       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        appName  coreF  memF    argNo           kernel   time/ms  \\\n",
       "0  BlackScholes   1100  2100  input00  BlackScholesGPU  0.080747   \n",
       "1  BlackScholes   1100  2600  input00  BlackScholesGPU  0.064559   \n",
       "2  BlackScholes   1100  3100  input00  BlackScholesGPU  0.054343   \n",
       "3  BlackScholes   1100  3600  input00  BlackScholesGPU  0.048982   \n",
       "4  BlackScholes   1100  3900  input00  BlackScholesGPU  0.046982   \n",
       "\n",
       "                 blocks    warps  achieved_occupancy  sm_efficiency    ...     \\\n",
       "0  (3584 1 1) (128 1 1)  14336.0            0.872695         0.9404    ...      \n",
       "1  (3584 1 1) (128 1 1)  14336.0            0.856753         0.9300    ...      \n",
       "2  (3584 1 1) (128 1 1)  14336.0            0.844897         0.9201    ...      \n",
       "3  (3584 1 1) (128 1 1)  14336.0            0.841159         0.9103    ...      \n",
       "4  (3584 1 1) (128 1 1)  14336.0            0.836894         0.9011    ...      \n",
       "\n",
       "   flop_count_dp_fma  flop_count_sp  flop_count_sp_fma  flop_count_sp_special  \\\n",
       "0                  0       46513565           15597568                4128768   \n",
       "1                  0       46513565           15597568                4128768   \n",
       "2                  0       46513565           15597568                4128768   \n",
       "3                  0       46513565           15597568                4128768   \n",
       "4                  0       46513565           15597568                4128768   \n",
       "\n",
       "   inst_integer  inst_fp_32  inst_fp_64  inst_executed  inst_per_warp  \\\n",
       "0      11010048    40091037           0        2336768          163.0   \n",
       "1      11010048    40091037           0        2336768          163.0   \n",
       "2      11010048    40091037           0        2336768          163.0   \n",
       "3      11010048    40091037           0        2336768          163.0   \n",
       "4      11010048    40091037           0        2336768          163.0   \n",
       "\n",
       "        ipc  \n",
       "0  1.702739  \n",
       "1  2.162045  \n",
       "2  2.588056  \n",
       "3  2.936885  \n",
       "4  3.091476  \n",
       "\n",
       "[5 rows x 53 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>argNo</th>\n",
       "      <th>kernel</th>\n",
       "      <th>time/ms</th>\n",
       "      <th>blocks</th>\n",
       "      <th>warps</th>\n",
       "      <th>achieved_occupancy</th>\n",
       "      <th>sm_efficiency</th>\n",
       "      <th>...</th>\n",
       "      <th>flop_count_dp_fma</th>\n",
       "      <th>flop_count_sp</th>\n",
       "      <th>flop_count_sp_fma</th>\n",
       "      <th>flop_count_sp_special</th>\n",
       "      <th>inst_integer</th>\n",
       "      <th>inst_fp_32</th>\n",
       "      <th>inst_fp_64</th>\n",
       "      <th>inst_executed</th>\n",
       "      <th>inst_per_warp</th>\n",
       "      <th>ipc</th>\n",
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       "      <th>749</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>900</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
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       "      <td>(65536 1 1) (256 1 1)</td>\n",
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      "text/plain": [
       "       appName  coreF  memF    argNo     kernel  time/ms  \\\n",
       "747  vectorAdd    900  3100  input00  vectorAdd  1.13910   \n",
       "748  vectorAdd    900  3600  input00  vectorAdd  0.98313   \n",
       "749  vectorAdd    900  3900  input00  vectorAdd  0.98232   \n",
       "\n",
       "                    blocks     warps  achieved_occupancy  sm_efficiency  \\\n",
       "747  (65536 1 1) (256 1 1)  524288.0            0.848713         0.9957   \n",
       "748  (65536 1 1) (256 1 1)  524288.0            0.839627         0.9950   \n",
       "749  (65536 1 1) (256 1 1)  524288.0            0.839315         0.9950   \n",
       "\n",
       "       ...     flop_count_dp_fma  flop_count_sp  flop_count_sp_fma  \\\n",
       "747    ...                     0       16777216                  0   \n",
       "748    ...                     0       16777216                  0   \n",
       "749    ...                     0       16777216                  0   \n",
       "\n",
       "     flop_count_sp_special  inst_integer  inst_fp_32  inst_fp_64  \\\n",
       "747                      0     201326592    16777216           0   \n",
       "748                      0     201326592    16777216           0   \n",
       "749                      0     201326592    16777216           0   \n",
       "\n",
       "     inst_executed  inst_per_warp       ipc  \n",
       "747       11010048           21.0  0.684212  \n",
       "748       11010048           21.0  0.792457  \n",
       "749       11010048           21.0  0.791709  \n",
       "\n",
       "[3 rows x 53 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['appName', 'coreF', 'memF', 'argNo', 'kernel', 'time/ms', 'blocks',\n",
       "       'warps', 'achieved_occupancy', 'sm_efficiency',\n",
       "       'warp_execution_efficiency', 'eligible_warps_per_cycle',\n",
       "       'branch_efficiency', 'cf_executed', 'gld_throughput',\n",
       "       'gld_transactions', 'gld_transactions_per_request', 'gst_throughput',\n",
       "       'gst_transactions', 'gst_transactions_per_request', 'global_hit_rate',\n",
       "       'dram_read_transactions', 'dram_read_throughput',\n",
       "       'dram_write_transactions', 'dram_write_throughput',\n",
       "       'l2_read_transactions', 'l2_read_throughput', 'l2_write_transactions',\n",
       "       'l2_write_throughput', 'shared_load_transactions',\n",
       "       'shared_load_throughput', 'shared_load_transactions_per_request',\n",
       "       'shared_store_transactions', 'shared_store_throughput',\n",
       "       'shared_store_transactions_per_request', 'l2_tex_read_throughput',\n",
       "       'l2_tex_read_transactions', 'l2_tex_write_throughput',\n",
       "       'l2_tex_write_throughput.1', 'tex_cache_hit_rate',\n",
       "       'tex_cache_throughput', 'tex_cache_transactions', 'flop_count_dp',\n",
       "       'flop_count_dp_fma', 'flop_count_sp', 'flop_count_sp_fma',\n",
       "       'flop_count_sp_special', 'inst_integer', 'inst_fp_32', 'inst_fp_64',\n",
       "       'inst_executed', 'inst_per_warp', 'ipc'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "750"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(df\n",
    "   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "0",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3077\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3078\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3079\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 0",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-ad11118bc8f3>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2686\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2687\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2688\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2689\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2690\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   2693\u001b[0m         \u001b[1;31m# get column\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2694\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2695\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2696\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2697\u001b[0m         \u001b[1;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[1;34m(self, item)\u001b[0m\n\u001b[0;32m   2487\u001b[0m         \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2488\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2489\u001b[1;33m             \u001b[0mvalues\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   2490\u001b[0m             \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2491\u001b[0m             \u001b[0mcache\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mres\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\internals.py\u001b[0m in \u001b[0;36mget\u001b[1;34m(self, item, fastpath)\u001b[0m\n\u001b[0;32m   4113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4114\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4115\u001b[1;33m                 \u001b[0mloc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   4116\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4117\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0misna\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3078\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3079\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3080\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3081\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3082\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 0"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "df[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['appName', 'coreF', 'memF', 'argNo', 'kernel', 'time/ms', 'blocks',\n",
       "       'warps', 'achieved_occupancy', 'sm_efficiency',\n",
       "       'warp_execution_efficiency', 'eligible_warps_per_cycle',\n",
       "       'branch_efficiency', 'cf_executed', 'gld_throughput',\n",
       "       'gld_transactions', 'gld_transactions_per_request', 'gst_throughput',\n",
       "       'gst_transactions', 'gst_transactions_per_request', 'global_hit_rate',\n",
       "       'dram_read_transactions', 'dram_read_throughput',\n",
       "       'dram_write_transactions', 'dram_write_throughput',\n",
       "       'l2_read_transactions', 'l2_read_throughput', 'l2_write_transactions',\n",
       "       'l2_write_throughput', 'shared_load_transactions',\n",
       "       'shared_load_throughput', 'shared_load_transactions_per_request',\n",
       "       'shared_store_transactions', 'shared_store_throughput',\n",
       "       'shared_store_transactions_per_request', 'l2_tex_read_throughput',\n",
       "       'l2_tex_read_transactions', 'l2_tex_write_throughput',\n",
       "       'l2_tex_write_throughput.1', 'tex_cache_hit_rate',\n",
       "       'tex_cache_throughput', 'tex_cache_transactions', 'flop_count_dp',\n",
       "       'flop_count_dp_fma', 'flop_count_sp', 'flop_count_sp_fma',\n",
       "       'flop_count_sp_special', 'inst_integer', 'inst_fp_32', 'inst_fp_64',\n",
       "       'inst_executed', 'inst_per_warp', 'ipc'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>appName</th>\n",
       "      <th>coreF</th>\n",
       "      <th>memF</th>\n",
       "      <th>argNo</th>\n",
       "      <th>kernel</th>\n",
       "      <th>time/ms</th>\n",
       "      <th>blocks</th>\n",
       "      <th>warps</th>\n",
       "      <th>achieved_occupancy</th>\n",
       "      <th>sm_efficiency</th>\n",
       "      <th>...</th>\n",
       "      <th>flop_count_dp_fma</th>\n",
       "      <th>flop_count_sp</th>\n",
       "      <th>flop_count_sp_fma</th>\n",
       "      <th>flop_count_sp_special</th>\n",
       "      <th>inst_integer</th>\n",
       "      <th>inst_fp_32</th>\n",
       "      <th>inst_fp_64</th>\n",
       "      <th>inst_executed</th>\n",
       "      <th>inst_per_warp</th>\n",
       "      <th>ipc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.080747</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.872695</td>\n",
       "      <td>0.9404</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.702739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.064559</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.856753</td>\n",
       "      <td>0.9300</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.162045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.054343</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.844897</td>\n",
       "      <td>0.9201</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.588056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.048982</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.841159</td>\n",
       "      <td>0.9103</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.936885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.046982</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.836894</td>\n",
       "      <td>0.9011</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.091476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.080661</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.876647</td>\n",
       "      <td>0.9414</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.452389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.064020</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.864242</td>\n",
       "      <td>0.9328</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.847104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.053509</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.852980</td>\n",
       "      <td>0.9184</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.219553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.046969</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845540</td>\n",
       "      <td>0.9089</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.544130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.043750</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.839912</td>\n",
       "      <td>0.9071</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.768417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.080708</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.881143</td>\n",
       "      <td>0.9430</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.272191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.063987</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.872351</td>\n",
       "      <td>0.9303</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.600349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.053085</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.860791</td>\n",
       "      <td>0.9234</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.961536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.046411</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.849847</td>\n",
       "      <td>0.9153</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.200659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.042961</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845588</td>\n",
       "      <td>0.9085</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.437844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.083068</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.851970</td>\n",
       "      <td>0.9337</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.623553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.072009</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.843532</td>\n",
       "      <td>0.9267</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.128950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.070040</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845181</td>\n",
       "      <td>0.9249</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.261407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.070404</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845182</td>\n",
       "      <td>0.9233</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.239293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.070345</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.846817</td>\n",
       "      <td>0.9234</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.230500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.081227</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.863547</td>\n",
       "      <td>0.9377</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.092522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.065767</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.850866</td>\n",
       "      <td>0.9273</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.604383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.057812</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.842682</td>\n",
       "      <td>0.9201</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.025455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.055125</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.839760</td>\n",
       "      <td>0.9090</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.241735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.055050</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.840013</td>\n",
       "      <td>0.9146</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.251987</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         appName  coreF  memF    argNo           kernel   time/ms  \\\n",
       "0   BlackScholes   1100  2100  input00  BlackScholesGPU  0.080747   \n",
       "1   BlackScholes   1100  2600  input00  BlackScholesGPU  0.064559   \n",
       "2   BlackScholes   1100  3100  input00  BlackScholesGPU  0.054343   \n",
       "3   BlackScholes   1100  3600  input00  BlackScholesGPU  0.048982   \n",
       "4   BlackScholes   1100  3900  input00  BlackScholesGPU  0.046982   \n",
       "5   BlackScholes   1300  2100  input00  BlackScholesGPU  0.080661   \n",
       "6   BlackScholes   1300  2600  input00  BlackScholesGPU  0.064020   \n",
       "7   BlackScholes   1300  3100  input00  BlackScholesGPU  0.053509   \n",
       "8   BlackScholes   1300  3600  input00  BlackScholesGPU  0.046969   \n",
       "9   BlackScholes   1300  3900  input00  BlackScholesGPU  0.043750   \n",
       "10  BlackScholes   1500  2100  input00  BlackScholesGPU  0.080708   \n",
       "11  BlackScholes   1500  2600  input00  BlackScholesGPU  0.063987   \n",
       "12  BlackScholes   1500  3100  input00  BlackScholesGPU  0.053085   \n",
       "13  BlackScholes   1500  3600  input00  BlackScholesGPU  0.046411   \n",
       "14  BlackScholes   1500  3900  input00  BlackScholesGPU  0.042961   \n",
       "15  BlackScholes    700  2100  input00  BlackScholesGPU  0.083068   \n",
       "16  BlackScholes    700  2600  input00  BlackScholesGPU  0.072009   \n",
       "17  BlackScholes    700  3100  input00  BlackScholesGPU  0.070040   \n",
       "18  BlackScholes    700  3600  input00  BlackScholesGPU  0.070404   \n",
       "19  BlackScholes    700  3900  input00  BlackScholesGPU  0.070345   \n",
       "20  BlackScholes    900  2100  input00  BlackScholesGPU  0.081227   \n",
       "21  BlackScholes    900  2600  input00  BlackScholesGPU  0.065767   \n",
       "22  BlackScholes    900  3100  input00  BlackScholesGPU  0.057812   \n",
       "23  BlackScholes    900  3600  input00  BlackScholesGPU  0.055125   \n",
       "24  BlackScholes    900  3900  input00  BlackScholesGPU  0.055050   \n",
       "\n",
       "                  blocks    warps  achieved_occupancy  sm_efficiency  \\\n",
       "0   (3584 1 1) (128 1 1)  14336.0            0.872695         0.9404   \n",
       "1   (3584 1 1) (128 1 1)  14336.0            0.856753         0.9300   \n",
       "2   (3584 1 1) (128 1 1)  14336.0            0.844897         0.9201   \n",
       "3   (3584 1 1) (128 1 1)  14336.0            0.841159         0.9103   \n",
       "4   (3584 1 1) (128 1 1)  14336.0            0.836894         0.9011   \n",
       "5   (3584 1 1) (128 1 1)  14336.0            0.876647         0.9414   \n",
       "6   (3584 1 1) (128 1 1)  14336.0            0.864242         0.9328   \n",
       "7   (3584 1 1) (128 1 1)  14336.0            0.852980         0.9184   \n",
       "8   (3584 1 1) (128 1 1)  14336.0            0.845540         0.9089   \n",
       "9   (3584 1 1) (128 1 1)  14336.0            0.839912         0.9071   \n",
       "10  (3584 1 1) (128 1 1)  14336.0            0.881143         0.9430   \n",
       "11  (3584 1 1) (128 1 1)  14336.0            0.872351         0.9303   \n",
       "12  (3584 1 1) (128 1 1)  14336.0            0.860791         0.9234   \n",
       "13  (3584 1 1) (128 1 1)  14336.0            0.849847         0.9153   \n",
       "14  (3584 1 1) (128 1 1)  14336.0            0.845588         0.9085   \n",
       "15  (3584 1 1) (128 1 1)  14336.0            0.851970         0.9337   \n",
       "16  (3584 1 1) (128 1 1)  14336.0            0.843532         0.9267   \n",
       "17  (3584 1 1) (128 1 1)  14336.0            0.845181         0.9249   \n",
       "18  (3584 1 1) (128 1 1)  14336.0            0.845182         0.9233   \n",
       "19  (3584 1 1) (128 1 1)  14336.0            0.846817         0.9234   \n",
       "20  (3584 1 1) (128 1 1)  14336.0            0.863547         0.9377   \n",
       "21  (3584 1 1) (128 1 1)  14336.0            0.850866         0.9273   \n",
       "22  (3584 1 1) (128 1 1)  14336.0            0.842682         0.9201   \n",
       "23  (3584 1 1) (128 1 1)  14336.0            0.839760         0.9090   \n",
       "24  (3584 1 1) (128 1 1)  14336.0            0.840013         0.9146   \n",
       "\n",
       "      ...     flop_count_dp_fma  flop_count_sp  flop_count_sp_fma  \\\n",
       "0     ...                     0       46513565           15597568   \n",
       "1     ...                     0       46513565           15597568   \n",
       "2     ...                     0       46513565           15597568   \n",
       "3     ...                     0       46513565           15597568   \n",
       "4     ...                     0       46513565           15597568   \n",
       "5     ...                     0       46513565           15597568   \n",
       "6     ...                     0       46513565           15597568   \n",
       "7     ...                     0       46513565           15597568   \n",
       "8     ...                     0       46513565           15597568   \n",
       "9     ...                     0       46513565           15597568   \n",
       "10    ...                     0       46513565           15597568   \n",
       "11    ...                     0       46513565           15597568   \n",
       "12    ...                     0       46513565           15597568   \n",
       "13    ...                     0       46513565           15597568   \n",
       "14    ...                     0       46513565           15597568   \n",
       "15    ...                     0       46513565           15597568   \n",
       "16    ...                     0       46513565           15597568   \n",
       "17    ...                     0       46513565           15597568   \n",
       "18    ...                     0       46513565           15597568   \n",
       "19    ...                     0       46513565           15597568   \n",
       "20    ...                     0       46513565           15597568   \n",
       "21    ...                     0       46513565           15597568   \n",
       "22    ...                     0       46513565           15597568   \n",
       "23    ...                     0       46513565           15597568   \n",
       "24    ...                     0       46513565           15597568   \n",
       "\n",
       "    flop_count_sp_special  inst_integer  inst_fp_32  inst_fp_64  \\\n",
       "0                 4128768      11010048    40091037           0   \n",
       "1                 4128768      11010048    40091037           0   \n",
       "2                 4128768      11010048    40091037           0   \n",
       "3                 4128768      11010048    40091037           0   \n",
       "4                 4128768      11010048    40091037           0   \n",
       "5                 4128768      11010048    40091037           0   \n",
       "6                 4128768      11010048    40091037           0   \n",
       "7                 4128768      11010048    40091037           0   \n",
       "8                 4128768      11010048    40091037           0   \n",
       "9                 4128768      11010048    40091037           0   \n",
       "10                4128768      11010048    40091037           0   \n",
       "11                4128768      11010048    40091037           0   \n",
       "12                4128768      11010048    40091037           0   \n",
       "13                4128768      11010048    40091037           0   \n",
       "14                4128768      11010048    40091037           0   \n",
       "15                4128768      11010048    40091037           0   \n",
       "16                4128768      11010048    40091037           0   \n",
       "17                4128768      11010048    40091037           0   \n",
       "18                4128768      11010048    40091037           0   \n",
       "19                4128768      11010048    40091037           0   \n",
       "20                4128768      11010048    40091037           0   \n",
       "21                4128768      11010048    40091037           0   \n",
       "22                4128768      11010048    40091037           0   \n",
       "23                4128768      11010048    40091037           0   \n",
       "24                4128768      11010048    40091037           0   \n",
       "\n",
       "    inst_executed  inst_per_warp       ipc  \n",
       "0         2336768          163.0  1.702739  \n",
       "1         2336768          163.0  2.162045  \n",
       "2         2336768          163.0  2.588056  \n",
       "3         2336768          163.0  2.936885  \n",
       "4         2336768          163.0  3.091476  \n",
       "5         2336768          163.0  1.452389  \n",
       "6         2336768          163.0  1.847104  \n",
       "7         2336768          163.0  2.219553  \n",
       "8         2336768          163.0  2.544130  \n",
       "9         2336768          163.0  2.768417  \n",
       "10        2336768          163.0  1.272191  \n",
       "11        2336768          163.0  1.600349  \n",
       "12        2336768          163.0  1.961536  \n",
       "13        2336768          163.0  2.200659  \n",
       "14        2336768          163.0  2.437844  \n",
       "15        2336768          163.0  2.623553  \n",
       "16        2336768          163.0  3.128950  \n",
       "17        2336768          163.0  3.261407  \n",
       "18        2336768          163.0  3.239293  \n",
       "19        2336768          163.0  3.230500  \n",
       "20        2336768          163.0  2.092522  \n",
       "21        2336768          163.0  2.604383  \n",
       "22        2336768          163.0  3.025455  \n",
       "23        2336768          163.0  3.241735  \n",
       "24        2336768          163.0  3.251987  \n",
       "\n",
       "[25 rows x 53 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.appName=='BlackScholes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "appName                                          BlackScholes\n",
       "coreF                                                    1100\n",
       "memF                                                     3100\n",
       "argNo                                                 input00\n",
       "kernel                                        BlackScholesGPU\n",
       "time/ms                                              0.054343\n",
       "blocks                                   (3584 1 1) (128 1 1)\n",
       "warps                                                   14336\n",
       "achieved_occupancy                                   0.844897\n",
       "sm_efficiency                                          0.9201\n",
       "warp_execution_efficiency                                   1\n",
       "eligible_warps_per_cycle                              4.26181\n",
       "branch_efficiency                                           1\n",
       "cf_executed                                            243712\n",
       "gld_throughput                                         91.094\n",
       "gld_transactions                                       344064\n",
       "gld_transactions_per_request                                8\n",
       "gst_throughput                                         60.392\n",
       "gst_transactions                                       114688\n",
       "gst_transactions_per_request                                4\n",
       "global_hit_rate                                           0.5\n",
       "dram_read_transactions                                 172432\n",
       "dram_read_throughput                                   91.177\n",
       "dram_write_transactions                                112481\n",
       "dram_write_throughput                                  59.753\n",
       "l2_read_transactions                                   172738\n",
       "l2_read_throughput                                      92.55\n",
       "l2_write_transactions                                  114694\n",
       "l2_write_throughput                                    61.511\n",
       "shared_load_transactions                                    0\n",
       "shared_load_throughput                                      0\n",
       "shared_load_transactions_per_request                        0\n",
       "shared_store_transactions                                   0\n",
       "shared_store_throughput                                     0\n",
       "shared_store_transactions_per_request                       0\n",
       "l2_tex_read_throughput                                 91.215\n",
       "l2_tex_read_transactions                               172032\n",
       "l2_tex_write_throughput                                61.057\n",
       "l2_tex_write_throughput.1                               61.09\n",
       "tex_cache_hit_rate                                        0.5\n",
       "tex_cache_throughput                                   91.574\n",
       "tex_cache_transactions                                 172032\n",
       "flop_count_dp                                               0\n",
       "flop_count_dp_fma                                           0\n",
       "flop_count_sp                                        46513565\n",
       "flop_count_sp_fma                                    15597568\n",
       "flop_count_sp_special                                 4128768\n",
       "inst_integer                                         11010048\n",
       "inst_fp_32                                           40091037\n",
       "inst_fp_64                                                  0\n",
       "inst_executed                                         2336768\n",
       "inst_per_warp                                             163\n",
       "ipc                                                   2.58806\n",
       "Name: 2, dtype: object"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'the label [BlackScholes] is not in the [index]'",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1789\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0max\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1790\u001b[1;33m                     \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1791\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mTypeError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [BlackScholes] is not in the [index]'",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-17-9860142a6a30>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloc\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'BlackScholes'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   1476\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1477\u001b[0m             \u001b[0mmaybe_callable\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mobj\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1478\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_axis\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmaybe_callable\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1479\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1480\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_getitem_axis\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1909\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1910\u001b[0m         \u001b[1;31m# fall thru to straight lookup\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1911\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_key\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1912\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_get_label\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1913\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36m_validate_key\u001b[1;34m(self, key, axis)\u001b[0m\n\u001b[0;32m   1796\u001b[0m                 \u001b[1;32mraise\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1797\u001b[0m             \u001b[1;32mexcept\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1798\u001b[1;33m                 \u001b[0merror\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1799\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1800\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_is_scalar_access\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\anaconda3\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexing.py\u001b[0m in \u001b[0;36merror\u001b[1;34m()\u001b[0m\n\u001b[0;32m   1783\u001b[0m                 raise KeyError(u\"the label [{key}] is not in the [{axis}]\"\n\u001b[0;32m   1784\u001b[0m                                .format(key=key,\n\u001b[1;32m-> 1785\u001b[1;33m                                        axis=self.obj._get_axis_name(axis)))\n\u001b[0m\u001b[0;32m   1786\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1787\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'the label [BlackScholes] is not in the [index]'"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "df.loc['BlackScholes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'decade_rain' is not defined",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-18-c4afe63f9332>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m decade_rain.unstack(0\n\u001b[0m\u001b[0;32m      2\u001b[0m                    )\n",
      "\u001b[1;31mNameError\u001b[0m: name 'decade_rain' is not defined"
     ],
     "output_type": "error"
    }
   ],
   "source": [
    "decade_rain.unstack(0\n",
    "                   )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      BlackScholes\n",
       "1      BlackScholes\n",
       "2      BlackScholes\n",
       "3      BlackScholes\n",
       "4      BlackScholes\n",
       "5      BlackScholes\n",
       "6      BlackScholes\n",
       "7      BlackScholes\n",
       "8      BlackScholes\n",
       "9      BlackScholes\n",
       "10     BlackScholes\n",
       "11     BlackScholes\n",
       "12     BlackScholes\n",
       "13     BlackScholes\n",
       "14     BlackScholes\n",
       "15     BlackScholes\n",
       "16     BlackScholes\n",
       "17     BlackScholes\n",
       "18     BlackScholes\n",
       "19     BlackScholes\n",
       "20     BlackScholes\n",
       "21     BlackScholes\n",
       "22     BlackScholes\n",
       "23     BlackScholes\n",
       "24     BlackScholes\n",
       "25        SobolQRNG\n",
       "26        SobolQRNG\n",
       "27        SobolQRNG\n",
       "28        SobolQRNG\n",
       "29        SobolQRNG\n",
       "           ...     \n",
       "720       transpose\n",
       "721       transpose\n",
       "722       transpose\n",
       "723       transpose\n",
       "724       transpose\n",
       "725       vectorAdd\n",
       "726       vectorAdd\n",
       "727       vectorAdd\n",
       "728       vectorAdd\n",
       "729       vectorAdd\n",
       "730       vectorAdd\n",
       "731       vectorAdd\n",
       "732       vectorAdd\n",
       "733       vectorAdd\n",
       "734       vectorAdd\n",
       "735       vectorAdd\n",
       "736       vectorAdd\n",
       "737       vectorAdd\n",
       "738       vectorAdd\n",
       "739       vectorAdd\n",
       "740       vectorAdd\n",
       "741       vectorAdd\n",
       "742       vectorAdd\n",
       "743       vectorAdd\n",
       "744       vectorAdd\n",
       "745       vectorAdd\n",
       "746       vectorAdd\n",
       "747       vectorAdd\n",
       "748       vectorAdd\n",
       "749       vectorAdd\n",
       "Name: appName, Length: 750, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['appName']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>appName</th>\n",
       "      <th>coreF</th>\n",
       "      <th>memF</th>\n",
       "      <th>argNo</th>\n",
       "      <th>kernel</th>\n",
       "      <th>time/ms</th>\n",
       "      <th>blocks</th>\n",
       "      <th>warps</th>\n",
       "      <th>achieved_occupancy</th>\n",
       "      <th>sm_efficiency</th>\n",
       "      <th>...</th>\n",
       "      <th>flop_count_dp_fma</th>\n",
       "      <th>flop_count_sp</th>\n",
       "      <th>flop_count_sp_fma</th>\n",
       "      <th>flop_count_sp_special</th>\n",
       "      <th>inst_integer</th>\n",
       "      <th>inst_fp_32</th>\n",
       "      <th>inst_fp_64</th>\n",
       "      <th>inst_executed</th>\n",
       "      <th>inst_per_warp</th>\n",
       "      <th>ipc</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.080747</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.872695</td>\n",
       "      <td>0.9404</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.702739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.064559</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.856753</td>\n",
       "      <td>0.9300</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.162045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.054343</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.844897</td>\n",
       "      <td>0.9201</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.588056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.048982</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.841159</td>\n",
       "      <td>0.9103</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.936885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1100</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.046982</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.836894</td>\n",
       "      <td>0.9011</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.091476</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.080661</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.876647</td>\n",
       "      <td>0.9414</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.452389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.064020</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.864242</td>\n",
       "      <td>0.9328</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.847104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.053509</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.852980</td>\n",
       "      <td>0.9184</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.219553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.046969</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845540</td>\n",
       "      <td>0.9089</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.544130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1300</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.043750</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.839912</td>\n",
       "      <td>0.9071</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.768417</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.080708</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.881143</td>\n",
       "      <td>0.9430</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.272191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.063987</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.872351</td>\n",
       "      <td>0.9303</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.600349</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.053085</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.860791</td>\n",
       "      <td>0.9234</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>1.961536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.046411</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.849847</td>\n",
       "      <td>0.9153</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.200659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>1500</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.042961</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845588</td>\n",
       "      <td>0.9085</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.437844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.083068</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.851970</td>\n",
       "      <td>0.9337</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.623553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.072009</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.843532</td>\n",
       "      <td>0.9267</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.128950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.070040</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845181</td>\n",
       "      <td>0.9249</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.261407</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.070404</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.845182</td>\n",
       "      <td>0.9233</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.239293</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>700</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.070345</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.846817</td>\n",
       "      <td>0.9234</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.230500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.081227</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.863547</td>\n",
       "      <td>0.9377</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.092522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.065767</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.850866</td>\n",
       "      <td>0.9273</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>2.604383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.057812</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.842682</td>\n",
       "      <td>0.9201</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.025455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.055125</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.839760</td>\n",
       "      <td>0.9090</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.241735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>BlackScholes</td>\n",
       "      <td>900</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>BlackScholesGPU</td>\n",
       "      <td>0.055050</td>\n",
       "      <td>(3584 1 1) (128 1 1)</td>\n",
       "      <td>14336.0</td>\n",
       "      <td>0.840013</td>\n",
       "      <td>0.9146</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>46513565</td>\n",
       "      <td>15597568</td>\n",
       "      <td>4128768</td>\n",
       "      <td>11010048</td>\n",
       "      <td>40091037</td>\n",
       "      <td>0</td>\n",
       "      <td>2336768</td>\n",
       "      <td>163.0</td>\n",
       "      <td>3.251987</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>SobolQRNG</td>\n",
       "      <td>1100</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>sobolGPU_kernel</td>\n",
       "      <td>1.137000</td>\n",
       "      <td>(1 1000 1) (64 1 1)</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.961205</td>\n",
       "      <td>0.9788</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>461952000</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>21671000</td>\n",
       "      <td>10836.0</td>\n",
       "      <td>1.116693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>SobolQRNG</td>\n",
       "      <td>1100</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>sobolGPU_kernel</td>\n",
       "      <td>0.908090</td>\n",
       "      <td>(1 1000 1) (64 1 1)</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.953938</td>\n",
       "      <td>0.9794</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>461952000</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>21671000</td>\n",
       "      <td>10836.0</td>\n",
       "      <td>1.402223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>SobolQRNG</td>\n",
       "      <td>1100</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>sobolGPU_kernel</td>\n",
       "      <td>0.758370</td>\n",
       "      <td>(1 1000 1) (64 1 1)</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.948012</td>\n",
       "      <td>0.9766</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>461952000</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>21671000</td>\n",
       "      <td>10836.0</td>\n",
       "      <td>1.684836</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>SobolQRNG</td>\n",
       "      <td>1100</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>sobolGPU_kernel</td>\n",
       "      <td>0.666030</td>\n",
       "      <td>(1 1000 1) (64 1 1)</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.939311</td>\n",
       "      <td>0.9757</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>461952000</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>21671000</td>\n",
       "      <td>10836.0</td>\n",
       "      <td>1.925266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>SobolQRNG</td>\n",
       "      <td>1100</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>sobolGPU_kernel</td>\n",
       "      <td>0.617010</td>\n",
       "      <td>(1 1000 1) (64 1 1)</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>0.933487</td>\n",
       "      <td>0.9729</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>461952000</td>\n",
       "      <td>32768000</td>\n",
       "      <td>0</td>\n",
       "      <td>21671000</td>\n",
       "      <td>10836.0</td>\n",
       "      <td>2.089202</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",
       "      <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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>720</th>\n",
       "      <td>transpose</td>\n",
       "      <td>900</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>transposeCoalesced</td>\n",
       "      <td>0.074416</td>\n",
       "      <td>(64 64 1) (16 16 1)</td>\n",
       "      <td>32768.0</td>\n",
       "      <td>0.900352</td>\n",
       "      <td>0.9440</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23068672</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1081344</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.042443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>transpose</td>\n",
       "      <td>900</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>transposeCoalesced</td>\n",
       "      <td>0.062605</td>\n",
       "      <td>(64 64 1) (16 16 1)</td>\n",
       "      <td>32768.0</td>\n",
       "      <td>0.874515</td>\n",
       "      <td>0.9294</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23068672</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1081344</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.307387</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>722</th>\n",
       "      <td>transpose</td>\n",
       "      <td>900</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>transposeCoalesced</td>\n",
       "      <td>0.056169</td>\n",
       "      <td>(64 64 1) (16 16 1)</td>\n",
       "      <td>32768.0</td>\n",
       "      <td>0.851497</td>\n",
       "      <td>0.9189</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23068672</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1081344</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.536730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>723</th>\n",
       "      <td>transpose</td>\n",
       "      <td>900</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>transposeCoalesced</td>\n",
       "      <td>0.052564</td>\n",
       "      <td>(64 64 1) (16 16 1)</td>\n",
       "      <td>32768.0</td>\n",
       "      <td>0.840046</td>\n",
       "      <td>0.9099</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23068672</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1081344</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.684607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>724</th>\n",
       "      <td>transpose</td>\n",
       "      <td>900</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>transposeCoalesced</td>\n",
       "      <td>0.052409</td>\n",
       "      <td>(64 64 1) (16 16 1)</td>\n",
       "      <td>32768.0</td>\n",
       "      <td>0.838288</td>\n",
       "      <td>0.9096</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>23068672</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1081344</td>\n",
       "      <td>33.0</td>\n",
       "      <td>1.686693</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>725</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1100</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.738600</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.872945</td>\n",
       "      <td>0.9970</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.363181</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1100</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.377300</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.863154</td>\n",
       "      <td>0.9963</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.459863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>727</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1100</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.138700</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.853465</td>\n",
       "      <td>0.9957</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.557959</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>728</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1100</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.982350</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.844289</td>\n",
       "      <td>0.9954</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.646474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>729</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1100</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.901900</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.838045</td>\n",
       "      <td>0.9949</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.706783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>730</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1300</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.738600</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.875709</td>\n",
       "      <td>0.9971</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.305769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>731</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1300</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.377000</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.865840</td>\n",
       "      <td>0.9967</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.389597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>732</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1300</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.138700</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.857454</td>\n",
       "      <td>0.9959</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.470559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>733</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1300</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.982090</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.845897</td>\n",
       "      <td>0.9951</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.547958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1300</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.901720</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.840611</td>\n",
       "      <td>0.9952</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.598009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>735</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1500</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.738700</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.876953</td>\n",
       "      <td>0.9974</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.270850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1500</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.377100</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.867956</td>\n",
       "      <td>0.9966</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.342197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1500</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.138600</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.856895</td>\n",
       "      <td>0.9961</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.415444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>738</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1500</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.982040</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.848445</td>\n",
       "      <td>0.9950</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.482161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>739</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1500</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.899440</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.841977</td>\n",
       "      <td>0.9952</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.525911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>740</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>700</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.739500</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.864649</td>\n",
       "      <td>0.9966</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.571148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>700</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.378200</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.853375</td>\n",
       "      <td>0.9960</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.721866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>742</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>700</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.267400</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.848874</td>\n",
       "      <td>0.9953</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.787354</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>700</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.287200</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.850106</td>\n",
       "      <td>0.9957</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.776775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>744</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>700</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.287100</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.849247</td>\n",
       "      <td>0.9957</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.775975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>745</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>900</td>\n",
       "      <td>2100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.738900</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.870199</td>\n",
       "      <td>0.9966</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.441337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>746</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>900</td>\n",
       "      <td>2600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.377300</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.859594</td>\n",
       "      <td>0.9962</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.564995</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>747</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>900</td>\n",
       "      <td>3100</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>1.139100</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.848713</td>\n",
       "      <td>0.9957</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.684212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>748</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>900</td>\n",
       "      <td>3600</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.983130</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.839627</td>\n",
       "      <td>0.9950</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.792457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>749</th>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>900</td>\n",
       "      <td>3900</td>\n",
       "      <td>input00</td>\n",
       "      <td>vectorAdd</td>\n",
       "      <td>0.982320</td>\n",
       "      <td>(65536 1 1) (256 1 1)</td>\n",
       "      <td>524288.0</td>\n",
       "      <td>0.839315</td>\n",
       "      <td>0.9950</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>201326592</td>\n",
       "      <td>16777216</td>\n",
       "      <td>0</td>\n",
       "      <td>11010048</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.791709</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>750 rows × 53 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          appName  coreF  memF    argNo              kernel   time/ms  \\\n",
       "0    BlackScholes   1100  2100  input00     BlackScholesGPU  0.080747   \n",
       "1    BlackScholes   1100  2600  input00     BlackScholesGPU  0.064559   \n",
       "2    BlackScholes   1100  3100  input00     BlackScholesGPU  0.054343   \n",
       "3    BlackScholes   1100  3600  input00     BlackScholesGPU  0.048982   \n",
       "4    BlackScholes   1100  3900  input00     BlackScholesGPU  0.046982   \n",
       "5    BlackScholes   1300  2100  input00     BlackScholesGPU  0.080661   \n",
       "6    BlackScholes   1300  2600  input00     BlackScholesGPU  0.064020   \n",
       "7    BlackScholes   1300  3100  input00     BlackScholesGPU  0.053509   \n",
       "8    BlackScholes   1300  3600  input00     BlackScholesGPU  0.046969   \n",
       "9    BlackScholes   1300  3900  input00     BlackScholesGPU  0.043750   \n",
       "10   BlackScholes   1500  2100  input00     BlackScholesGPU  0.080708   \n",
       "11   BlackScholes   1500  2600  input00     BlackScholesGPU  0.063987   \n",
       "12   BlackScholes   1500  3100  input00     BlackScholesGPU  0.053085   \n",
       "13   BlackScholes   1500  3600  input00     BlackScholesGPU  0.046411   \n",
       "14   BlackScholes   1500  3900  input00     BlackScholesGPU  0.042961   \n",
       "15   BlackScholes    700  2100  input00     BlackScholesGPU  0.083068   \n",
       "16   BlackScholes    700  2600  input00     BlackScholesGPU  0.072009   \n",
       "17   BlackScholes    700  3100  input00     BlackScholesGPU  0.070040   \n",
       "18   BlackScholes    700  3600  input00     BlackScholesGPU  0.070404   \n",
       "19   BlackScholes    700  3900  input00     BlackScholesGPU  0.070345   \n",
       "20   BlackScholes    900  2100  input00     BlackScholesGPU  0.081227   \n",
       "21   BlackScholes    900  2600  input00     BlackScholesGPU  0.065767   \n",
       "22   BlackScholes    900  3100  input00     BlackScholesGPU  0.057812   \n",
       "23   BlackScholes    900  3600  input00     BlackScholesGPU  0.055125   \n",
       "24   BlackScholes    900  3900  input00     BlackScholesGPU  0.055050   \n",
       "25      SobolQRNG   1100  2100  input00     sobolGPU_kernel  1.137000   \n",
       "26      SobolQRNG   1100  2600  input00     sobolGPU_kernel  0.908090   \n",
       "27      SobolQRNG   1100  3100  input00     sobolGPU_kernel  0.758370   \n",
       "28      SobolQRNG   1100  3600  input00     sobolGPU_kernel  0.666030   \n",
       "29      SobolQRNG   1100  3900  input00     sobolGPU_kernel  0.617010   \n",
       "..            ...    ...   ...      ...                 ...       ...   \n",
       "720     transpose    900  2100  input00  transposeCoalesced  0.074416   \n",
       "721     transpose    900  2600  input00  transposeCoalesced  0.062605   \n",
       "722     transpose    900  3100  input00  transposeCoalesced  0.056169   \n",
       "723     transpose    900  3600  input00  transposeCoalesced  0.052564   \n",
       "724     transpose    900  3900  input00  transposeCoalesced  0.052409   \n",
       "725     vectorAdd   1100  2100  input00           vectorAdd  1.738600   \n",
       "726     vectorAdd   1100  2600  input00           vectorAdd  1.377300   \n",
       "727     vectorAdd   1100  3100  input00           vectorAdd  1.138700   \n",
       "728     vectorAdd   1100  3600  input00           vectorAdd  0.982350   \n",
       "729     vectorAdd   1100  3900  input00           vectorAdd  0.901900   \n",
       "730     vectorAdd   1300  2100  input00           vectorAdd  1.738600   \n",
       "731     vectorAdd   1300  2600  input00           vectorAdd  1.377000   \n",
       "732     vectorAdd   1300  3100  input00           vectorAdd  1.138700   \n",
       "733     vectorAdd   1300  3600  input00           vectorAdd  0.982090   \n",
       "734     vectorAdd   1300  3900  input00           vectorAdd  0.901720   \n",
       "735     vectorAdd   1500  2100  input00           vectorAdd  1.738700   \n",
       "736     vectorAdd   1500  2600  input00           vectorAdd  1.377100   \n",
       "737     vectorAdd   1500  3100  input00           vectorAdd  1.138600   \n",
       "738     vectorAdd   1500  3600  input00           vectorAdd  0.982040   \n",
       "739     vectorAdd   1500  3900  input00           vectorAdd  0.899440   \n",
       "740     vectorAdd    700  2100  input00           vectorAdd  1.739500   \n",
       "741     vectorAdd    700  2600  input00           vectorAdd  1.378200   \n",
       "742     vectorAdd    700  3100  input00           vectorAdd  1.267400   \n",
       "743     vectorAdd    700  3600  input00           vectorAdd  1.287200   \n",
       "744     vectorAdd    700  3900  input00           vectorAdd  1.287100   \n",
       "745     vectorAdd    900  2100  input00           vectorAdd  1.738900   \n",
       "746     vectorAdd    900  2600  input00           vectorAdd  1.377300   \n",
       "747     vectorAdd    900  3100  input00           vectorAdd  1.139100   \n",
       "748     vectorAdd    900  3600  input00           vectorAdd  0.983130   \n",
       "749     vectorAdd    900  3900  input00           vectorAdd  0.982320   \n",
       "\n",
       "                    blocks     warps  achieved_occupancy  sm_efficiency  \\\n",
       "0     (3584 1 1) (128 1 1)   14336.0            0.872695         0.9404   \n",
       "1     (3584 1 1) (128 1 1)   14336.0            0.856753         0.9300   \n",
       "2     (3584 1 1) (128 1 1)   14336.0            0.844897         0.9201   \n",
       "3     (3584 1 1) (128 1 1)   14336.0            0.841159         0.9103   \n",
       "4     (3584 1 1) (128 1 1)   14336.0            0.836894         0.9011   \n",
       "5     (3584 1 1) (128 1 1)   14336.0            0.876647         0.9414   \n",
       "6     (3584 1 1) (128 1 1)   14336.0            0.864242         0.9328   \n",
       "7     (3584 1 1) (128 1 1)   14336.0            0.852980         0.9184   \n",
       "8     (3584 1 1) (128 1 1)   14336.0            0.845540         0.9089   \n",
       "9     (3584 1 1) (128 1 1)   14336.0            0.839912         0.9071   \n",
       "10    (3584 1 1) (128 1 1)   14336.0            0.881143         0.9430   \n",
       "11    (3584 1 1) (128 1 1)   14336.0            0.872351         0.9303   \n",
       "12    (3584 1 1) (128 1 1)   14336.0            0.860791         0.9234   \n",
       "13    (3584 1 1) (128 1 1)   14336.0            0.849847         0.9153   \n",
       "14    (3584 1 1) (128 1 1)   14336.0            0.845588         0.9085   \n",
       "15    (3584 1 1) (128 1 1)   14336.0            0.851970         0.9337   \n",
       "16    (3584 1 1) (128 1 1)   14336.0            0.843532         0.9267   \n",
       "17    (3584 1 1) (128 1 1)   14336.0            0.845181         0.9249   \n",
       "18    (3584 1 1) (128 1 1)   14336.0            0.845182         0.9233   \n",
       "19    (3584 1 1) (128 1 1)   14336.0            0.846817         0.9234   \n",
       "20    (3584 1 1) (128 1 1)   14336.0            0.863547         0.9377   \n",
       "21    (3584 1 1) (128 1 1)   14336.0            0.850866         0.9273   \n",
       "22    (3584 1 1) (128 1 1)   14336.0            0.842682         0.9201   \n",
       "23    (3584 1 1) (128 1 1)   14336.0            0.839760         0.9090   \n",
       "24    (3584 1 1) (128 1 1)   14336.0            0.840013         0.9146   \n",
       "25     (1 1000 1) (64 1 1)    2000.0            0.961205         0.9788   \n",
       "26     (1 1000 1) (64 1 1)    2000.0            0.953938         0.9794   \n",
       "27     (1 1000 1) (64 1 1)    2000.0            0.948012         0.9766   \n",
       "28     (1 1000 1) (64 1 1)    2000.0            0.939311         0.9757   \n",
       "29     (1 1000 1) (64 1 1)    2000.0            0.933487         0.9729   \n",
       "..                     ...       ...                 ...            ...   \n",
       "720    (64 64 1) (16 16 1)   32768.0            0.900352         0.9440   \n",
       "721    (64 64 1) (16 16 1)   32768.0            0.874515         0.9294   \n",
       "722    (64 64 1) (16 16 1)   32768.0            0.851497         0.9189   \n",
       "723    (64 64 1) (16 16 1)   32768.0            0.840046         0.9099   \n",
       "724    (64 64 1) (16 16 1)   32768.0            0.838288         0.9096   \n",
       "725  (65536 1 1) (256 1 1)  524288.0            0.872945         0.9970   \n",
       "726  (65536 1 1) (256 1 1)  524288.0            0.863154         0.9963   \n",
       "727  (65536 1 1) (256 1 1)  524288.0            0.853465         0.9957   \n",
       "728  (65536 1 1) (256 1 1)  524288.0            0.844289         0.9954   \n",
       "729  (65536 1 1) (256 1 1)  524288.0            0.838045         0.9949   \n",
       "730  (65536 1 1) (256 1 1)  524288.0            0.875709         0.9971   \n",
       "731  (65536 1 1) (256 1 1)  524288.0            0.865840         0.9967   \n",
       "732  (65536 1 1) (256 1 1)  524288.0            0.857454         0.9959   \n",
       "733  (65536 1 1) (256 1 1)  524288.0            0.845897         0.9951   \n",
       "734  (65536 1 1) (256 1 1)  524288.0            0.840611         0.9952   \n",
       "735  (65536 1 1) (256 1 1)  524288.0            0.876953         0.9974   \n",
       "736  (65536 1 1) (256 1 1)  524288.0            0.867956         0.9966   \n",
       "737  (65536 1 1) (256 1 1)  524288.0            0.856895         0.9961   \n",
       "738  (65536 1 1) (256 1 1)  524288.0            0.848445         0.9950   \n",
       "739  (65536 1 1) (256 1 1)  524288.0            0.841977         0.9952   \n",
       "740  (65536 1 1) (256 1 1)  524288.0            0.864649         0.9966   \n",
       "741  (65536 1 1) (256 1 1)  524288.0            0.853375         0.9960   \n",
       "742  (65536 1 1) (256 1 1)  524288.0            0.848874         0.9953   \n",
       "743  (65536 1 1) (256 1 1)  524288.0            0.850106         0.9957   \n",
       "744  (65536 1 1) (256 1 1)  524288.0            0.849247         0.9957   \n",
       "745  (65536 1 1) (256 1 1)  524288.0            0.870199         0.9966   \n",
       "746  (65536 1 1) (256 1 1)  524288.0            0.859594         0.9962   \n",
       "747  (65536 1 1) (256 1 1)  524288.0            0.848713         0.9957   \n",
       "748  (65536 1 1) (256 1 1)  524288.0            0.839627         0.9950   \n",
       "749  (65536 1 1) (256 1 1)  524288.0            0.839315         0.9950   \n",
       "\n",
       "       ...     flop_count_dp_fma  flop_count_sp  flop_count_sp_fma  \\\n",
       "0      ...                     0       46513565           15597568   \n",
       "1      ...                     0       46513565           15597568   \n",
       "2      ...                     0       46513565           15597568   \n",
       "3      ...                     0       46513565           15597568   \n",
       "4      ...                     0       46513565           15597568   \n",
       "5      ...                     0       46513565           15597568   \n",
       "6      ...                     0       46513565           15597568   \n",
       "7      ...                     0       46513565           15597568   \n",
       "8      ...                     0       46513565           15597568   \n",
       "9      ...                     0       46513565           15597568   \n",
       "10     ...                     0       46513565           15597568   \n",
       "11     ...                     0       46513565           15597568   \n",
       "12     ...                     0       46513565           15597568   \n",
       "13     ...                     0       46513565           15597568   \n",
       "14     ...                     0       46513565           15597568   \n",
       "15     ...                     0       46513565           15597568   \n",
       "16     ...                     0       46513565           15597568   \n",
       "17     ...                     0       46513565           15597568   \n",
       "18     ...                     0       46513565           15597568   \n",
       "19     ...                     0       46513565           15597568   \n",
       "20     ...                     0       46513565           15597568   \n",
       "21     ...                     0       46513565           15597568   \n",
       "22     ...                     0       46513565           15597568   \n",
       "23     ...                     0       46513565           15597568   \n",
       "24     ...                     0       46513565           15597568   \n",
       "25     ...                     0       32768000                  0   \n",
       "26     ...                     0       32768000                  0   \n",
       "27     ...                     0       32768000                  0   \n",
       "28     ...                     0       32768000                  0   \n",
       "29     ...                     0       32768000                  0   \n",
       "..     ...                   ...            ...                ...   \n",
       "720    ...                     0              0                  0   \n",
       "721    ...                     0              0                  0   \n",
       "722    ...                     0              0                  0   \n",
       "723    ...                     0              0                  0   \n",
       "724    ...                     0              0                  0   \n",
       "725    ...                     0       16777216                  0   \n",
       "726    ...                     0       16777216                  0   \n",
       "727    ...                     0       16777216                  0   \n",
       "728    ...                     0       16777216                  0   \n",
       "729    ...                     0       16777216                  0   \n",
       "730    ...                     0       16777216                  0   \n",
       "731    ...                     0       16777216                  0   \n",
       "732    ...                     0       16777216                  0   \n",
       "733    ...                     0       16777216                  0   \n",
       "734    ...                     0       16777216                  0   \n",
       "735    ...                     0       16777216                  0   \n",
       "736    ...                     0       16777216                  0   \n",
       "737    ...                     0       16777216                  0   \n",
       "738    ...                     0       16777216                  0   \n",
       "739    ...                     0       16777216                  0   \n",
       "740    ...                     0       16777216                  0   \n",
       "741    ...                     0       16777216                  0   \n",
       "742    ...                     0       16777216                  0   \n",
       "743    ...                     0       16777216                  0   \n",
       "744    ...                     0       16777216                  0   \n",
       "745    ...                     0       16777216                  0   \n",
       "746    ...                     0       16777216                  0   \n",
       "747    ...                     0       16777216                  0   \n",
       "748    ...                     0       16777216                  0   \n",
       "749    ...                     0       16777216                  0   \n",
       "\n",
       "     flop_count_sp_special  inst_integer  inst_fp_32  inst_fp_64  \\\n",
       "0                  4128768      11010048    40091037           0   \n",
       "1                  4128768      11010048    40091037           0   \n",
       "2                  4128768      11010048    40091037           0   \n",
       "3                  4128768      11010048    40091037           0   \n",
       "4                  4128768      11010048    40091037           0   \n",
       "5                  4128768      11010048    40091037           0   \n",
       "6                  4128768      11010048    40091037           0   \n",
       "7                  4128768      11010048    40091037           0   \n",
       "8                  4128768      11010048    40091037           0   \n",
       "9                  4128768      11010048    40091037           0   \n",
       "10                 4128768      11010048    40091037           0   \n",
       "11                 4128768      11010048    40091037           0   \n",
       "12                 4128768      11010048    40091037           0   \n",
       "13                 4128768      11010048    40091037           0   \n",
       "14                 4128768      11010048    40091037           0   \n",
       "15                 4128768      11010048    40091037           0   \n",
       "16                 4128768      11010048    40091037           0   \n",
       "17                 4128768      11010048    40091037           0   \n",
       "18                 4128768      11010048    40091037           0   \n",
       "19                 4128768      11010048    40091037           0   \n",
       "20                 4128768      11010048    40091037           0   \n",
       "21                 4128768      11010048    40091037           0   \n",
       "22                 4128768      11010048    40091037           0   \n",
       "23                 4128768      11010048    40091037           0   \n",
       "24                 4128768      11010048    40091037           0   \n",
       "25                       0     461952000    32768000           0   \n",
       "26                       0     461952000    32768000           0   \n",
       "27                       0     461952000    32768000           0   \n",
       "28                       0     461952000    32768000           0   \n",
       "29                       0     461952000    32768000           0   \n",
       "..                     ...           ...         ...         ...   \n",
       "720                      0      23068672           0           0   \n",
       "721                      0      23068672           0           0   \n",
       "722                      0      23068672           0           0   \n",
       "723                      0      23068672           0           0   \n",
       "724                      0      23068672           0           0   \n",
       "725                      0     201326592    16777216           0   \n",
       "726                      0     201326592    16777216           0   \n",
       "727                      0     201326592    16777216           0   \n",
       "728                      0     201326592    16777216           0   \n",
       "729                      0     201326592    16777216           0   \n",
       "730                      0     201326592    16777216           0   \n",
       "731                      0     201326592    16777216           0   \n",
       "732                      0     201326592    16777216           0   \n",
       "733                      0     201326592    16777216           0   \n",
       "734                      0     201326592    16777216           0   \n",
       "735                      0     201326592    16777216           0   \n",
       "736                      0     201326592    16777216           0   \n",
       "737                      0     201326592    16777216           0   \n",
       "738                      0     201326592    16777216           0   \n",
       "739                      0     201326592    16777216           0   \n",
       "740                      0     201326592    16777216           0   \n",
       "741                      0     201326592    16777216           0   \n",
       "742                      0     201326592    16777216           0   \n",
       "743                      0     201326592    16777216           0   \n",
       "744                      0     201326592    16777216           0   \n",
       "745                      0     201326592    16777216           0   \n",
       "746                      0     201326592    16777216           0   \n",
       "747                      0     201326592    16777216           0   \n",
       "748                      0     201326592    16777216           0   \n",
       "749                      0     201326592    16777216           0   \n",
       "\n",
       "     inst_executed  inst_per_warp       ipc  \n",
       "0          2336768          163.0  1.702739  \n",
       "1          2336768          163.0  2.162045  \n",
       "2          2336768          163.0  2.588056  \n",
       "3          2336768          163.0  2.936885  \n",
       "4          2336768          163.0  3.091476  \n",
       "5          2336768          163.0  1.452389  \n",
       "6          2336768          163.0  1.847104  \n",
       "7          2336768          163.0  2.219553  \n",
       "8          2336768          163.0  2.544130  \n",
       "9          2336768          163.0  2.768417  \n",
       "10         2336768          163.0  1.272191  \n",
       "11         2336768          163.0  1.600349  \n",
       "12         2336768          163.0  1.961536  \n",
       "13         2336768          163.0  2.200659  \n",
       "14         2336768          163.0  2.437844  \n",
       "15         2336768          163.0  2.623553  \n",
       "16         2336768          163.0  3.128950  \n",
       "17         2336768          163.0  3.261407  \n",
       "18         2336768          163.0  3.239293  \n",
       "19         2336768          163.0  3.230500  \n",
       "20         2336768          163.0  2.092522  \n",
       "21         2336768          163.0  2.604383  \n",
       "22         2336768          163.0  3.025455  \n",
       "23         2336768          163.0  3.241735  \n",
       "24         2336768          163.0  3.251987  \n",
       "25        21671000        10836.0  1.116693  \n",
       "26        21671000        10836.0  1.402223  \n",
       "27        21671000        10836.0  1.684836  \n",
       "28        21671000        10836.0  1.925266  \n",
       "29        21671000        10836.0  2.089202  \n",
       "..             ...            ...       ...  \n",
       "720        1081344           33.0  1.042443  \n",
       "721        1081344           33.0  1.307387  \n",
       "722        1081344           33.0  1.536730  \n",
       "723        1081344           33.0  1.684607  \n",
       "724        1081344           33.0  1.686693  \n",
       "725       11010048           21.0  0.363181  \n",
       "726       11010048           21.0  0.459863  \n",
       "727       11010048           21.0  0.557959  \n",
       "728       11010048           21.0  0.646474  \n",
       "729       11010048           21.0  0.706783  \n",
       "730       11010048           21.0  0.305769  \n",
       "731       11010048           21.0  0.389597  \n",
       "732       11010048           21.0  0.470559  \n",
       "733       11010048           21.0  0.547958  \n",
       "734       11010048           21.0  0.598009  \n",
       "735       11010048           21.0  0.270850  \n",
       "736       11010048           21.0  0.342197  \n",
       "737       11010048           21.0  0.415444  \n",
       "738       11010048           21.0  0.482161  \n",
       "739       11010048           21.0  0.525911  \n",
       "740       11010048           21.0  0.571148  \n",
       "741       11010048           21.0  0.721866  \n",
       "742       11010048           21.0  0.787354  \n",
       "743       11010048           21.0  0.776775  \n",
       "744       11010048           21.0  0.775975  \n",
       "745       11010048           21.0  0.441337  \n",
       "746       11010048           21.0  0.564995  \n",
       "747       11010048           21.0  0.684212  \n",
       "748       11010048           21.0  0.792457  \n",
       "749       11010048           21.0  0.791709  \n",
       "\n",
       "[750 rows x 53 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0     0.872695\n",
       "1     0.856753\n",
       "2     0.844897\n",
       "3     0.841159\n",
       "4     0.836894\n",
       "5     0.876647\n",
       "6     0.864242\n",
       "7     0.852980\n",
       "8     0.845540\n",
       "9     0.839912\n",
       "10    0.881143\n",
       "11    0.872351\n",
       "12    0.860791\n",
       "13    0.849847\n",
       "14    0.845588\n",
       "15    0.851970\n",
       "16    0.843532\n",
       "17    0.845181\n",
       "18    0.845182\n",
       "19    0.846817\n",
       "20    0.863547\n",
       "21    0.850866\n",
       "22    0.842682\n",
       "23    0.839760\n",
       "24    0.840013\n",
       "Name: achieved_occupancy, dtype: float64"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df.appName == 'BlackScholes')]['achieved_occupancy']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = df[(df.coreF == 1100) & (df.memF == 2100)]['achieved_occupancy']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "for t in a:\n",
    "    b = t + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "sd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      0.872695\n",
       "25     0.961205\n",
       "50     0.973945\n",
       "75     0.956125\n",
       "100    0.227133\n",
       "125    0.359426\n",
       "150    0.913205\n",
       "175    0.900703\n",
       "200    0.830800\n",
       "225    0.307093\n",
       "250    0.249990\n",
       "275    0.830447\n",
       "300    0.232274\n",
       "325    0.893107\n",
       "350    0.724615\n",
       "375    0.973741\n",
       "400    0.979680\n",
       "425    0.976979\n",
       "450    0.886005\n",
       "475    0.977729\n",
       "500    0.717162\n",
       "525    0.918106\n",
       "550    0.996529\n",
       "575    0.950554\n",
       "600    0.893043\n",
       "625    0.989022\n",
       "650    0.971800\n",
       "675    0.970595\n",
       "700    0.910510\n",
       "725    0.872945\n",
       "Name: achieved_occupancy, dtype: float64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1.872945"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "b"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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