build.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "\n",
    "response_path = Path('./data/combined_single_response_agg')\n",
    "cell_cancer_types_map_path = Path('./data/combined_cancer_types')\n",
    "drug_list_path = Path('./data/drugs_1800')\n",
    "drug_descriptors_path = Path('./data/combined_dragon7_descriptors')\n",
    "cell_rnaseq_path = Path('./data/combined_rnaseq_data_lincs1000_combat')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_response = pd.read_csv(response_path, sep='\\t', engine='c', low_memory=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Identify target cancer types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "``` cut -f 2,3 $df_dir/dose_response/combined_single_response_agg | sort | uniq > uniq_cl_drugs```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_uniq_cl_drugs = df_response[['CELL','DRUG']].drop_duplicates().reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CANCER_TYPE</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CELL</th>\n",
       "      <th></th>\n",
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      ],
      "text/plain": [
       "                                                  CANCER_TYPE\n",
       "CELL                                                         \n",
       "CCLE.ALLSIL                      Acute_Lymphoblastic_Leukemia\n",
       "CCLE.DND41                       Acute_Lymphoblastic_Leukemia\n",
       "CCLE.KE37                        Acute_Lymphoblastic_Leukemia\n",
       "CCLE.LOUCY                       Acute_Lymphoblastic_Leukemia\n",
       "CCLE.MOLT13                      Acute_Lymphoblastic_Leukemia\n",
       "CCLE.MOLT16                      Acute_Lymphoblastic_Leukemia\n",
       "CCLE.MOLT3                       Acute_Lymphoblastic_Leukemia\n",
       "CCLE.P12ICHIKAWA                 Acute_Lymphoblastic_Leukemia\n",
       "CCLE.PF382                       Acute_Lymphoblastic_Leukemia\n",
       "CCLE.RPMI8402                    Acute_Lymphoblastic_Leukemia\n",
       "CCLE.RS411                       Acute_Lymphoblastic_Leukemia\n",
       "CCLE.SUPB15                      Acute_Lymphoblastic_Leukemia\n",
       "CCLE.SUPT1                       Acute_Lymphoblastic_Leukemia\n",
       "CTRP.ALL-SIL                     Acute_Lymphoblastic_Leukemia\n",
       "CTRP.DND-41                      Acute_Lymphoblastic_Leukemia\n",
       "CTRP.KE-37                       Acute_Lymphoblastic_Leukemia\n",
       "CTRP.MOLT-13                     Acute_Lymphoblastic_Leukemia\n",
       "CTRP.MOLT-16                     Acute_Lymphoblastic_Leukemia\n",
       "CTRP.P12-ICHIKAWA                Acute_Lymphoblastic_Leukemia\n",
       "CTRP.PF-382                      Acute_Lymphoblastic_Leukemia\n",
       "CTRP.RPMI-8402                   Acute_Lymphoblastic_Leukemia\n",
       "CTRP.RS4-11                      Acute_Lymphoblastic_Leukemia\n",
       "CTRP.SUP-B15                     Acute_Lymphoblastic_Leukemia\n",
       "CTRP.SUP-T1                      Acute_Lymphoblastic_Leukemia\n",
       "GDSC.ALL-SIL                     Acute_Lymphoblastic_Leukemia\n",
       "GDSC.CCRF-CEM                    Acute_Lymphoblastic_Leukemia\n",
       "GDSC.DND-41                      Acute_Lymphoblastic_Leukemia\n",
       "GDSC.KE-37                       Acute_Lymphoblastic_Leukemia\n",
       "GDSC.LOUCY                       Acute_Lymphoblastic_Leukemia\n",
       "GDSC.MOLT-13                     Acute_Lymphoblastic_Leukemia\n",
       "...                                                       ...\n",
       "GDC.ME_UVM.TCGA_VD_A8KM_09689.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_VD_A8KN_06202.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_VD_A8KO_05165.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_VD_AA8M_04937.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_VD_AA8N_10869.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_VD_AA8O_10732.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_VD_AA8P_08466.p                Uveal_Melanoma\n",
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       "GDC.ME_UVM.TCGA_VD_AA8R_10930.p                Uveal_Melanoma\n",
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       "GDC.ME_UVM.TCGA_VD_AA8T_07992.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A87T_05050.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A87U_08703.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A87W_10096.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A87Y_09148.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A880_04736.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A881_07295.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A882_04383.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A883_05835.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A884_08434.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A885_08129.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A888_06098.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_A88A_09042.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_AA9A_04749.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_WC_AA9E_06970.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_YZ_A980_07957.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_YZ_A982_08156.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_YZ_A983_10020.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_YZ_A984_05043.p                Uveal_Melanoma\n",
       "GDC.ME_UVM.TCGA_YZ_A985_05410.p                Uveal_Melanoma\n",
       "\n",
       "[14590 rows x 1 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cl_cancer_map = pd.read_csv(cell_cancer_types_map_path, sep='\\t', header=None, names=['CELL', 'CANCER_TYPE'])\n",
    "df_cl_cancer_map.set_index('CELL')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "merge and get top n\n",
    "\n",
    "```Intersection.pl $df_dir/cell_lines/combined_cancer_types 1 uniq_cl_drugs 1 -i | cut -f 2 | sort | uniq -c | sort -nr | perl -pe 's/^ *//' | perl -pe 's/ /\\t/' > top_cancer_types\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cl_cancer_drug = df_cl_cancer_map.merge(df_uniq_cl_drugs, on='CELL', how='left', sort='true') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_cl_cancer_drug['CELL_DRUG'] = df_cl_cancer_drug.CELL.astype(str) + '.' + df_cl_cancer_drug.DRUG.astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CELL</th>\n",
       "      <th>CANCER_TYPE</th>\n",
       "      <th>DRUG</th>\n",
       "      <th>CELL_DRUG</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.1</td>\n",
       "      <td>CCLE.22RV1.CCLE.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.10</td>\n",
       "      <td>CCLE.22RV1.CCLE.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.11</td>\n",
       "      <td>CCLE.22RV1.CCLE.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.12</td>\n",
       "      <td>CCLE.22RV1.CCLE.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.13</td>\n",
       "      <td>CCLE.22RV1.CCLE.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.14</td>\n",
       "      <td>CCLE.22RV1.CCLE.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.15</td>\n",
       "      <td>CCLE.22RV1.CCLE.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.16</td>\n",
       "      <td>CCLE.22RV1.CCLE.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.17</td>\n",
       "      <td>CCLE.22RV1.CCLE.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.18</td>\n",
       "      <td>CCLE.22RV1.CCLE.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.19</td>\n",
       "      <td>CCLE.22RV1.CCLE.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.2</td>\n",
       "      <td>CCLE.22RV1.CCLE.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.20</td>\n",
       "      <td>CCLE.22RV1.CCLE.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.21</td>\n",
       "      <td>CCLE.22RV1.CCLE.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.22</td>\n",
       "      <td>CCLE.22RV1.CCLE.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.23</td>\n",
       "      <td>CCLE.22RV1.CCLE.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.24</td>\n",
       "      <td>CCLE.22RV1.CCLE.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.3</td>\n",
       "      <td>CCLE.22RV1.CCLE.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.4</td>\n",
       "      <td>CCLE.22RV1.CCLE.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.5</td>\n",
       "      <td>CCLE.22RV1.CCLE.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.6</td>\n",
       "      <td>CCLE.22RV1.CCLE.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.7</td>\n",
       "      <td>CCLE.22RV1.CCLE.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.8</td>\n",
       "      <td>CCLE.22RV1.CCLE.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CCLE.22RV1</td>\n",
       "      <td>Prostate_Adenocarcinoma</td>\n",
       "      <td>CCLE.9</td>\n",
       "      <td>CCLE.22RV1.CCLE.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CCLE.2313287</td>\n",
       "      <td>Stomach_Adenocarcinoma</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CCLE.2313287.nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CCLE.253J</td>\n",
       "      <td>Urinary_Tract_NOS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CCLE.253J.nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CCLE.253JBV</td>\n",
       "      <td>Urinary_Tract_NOS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CCLE.253JBV.nan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CCLE.42MGBA</td>\n",
       "      <td>Glioblastoma_Multiforme</td>\n",
       "      <td>CCLE.1</td>\n",
       "      <td>CCLE.42MGBA.CCLE.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CCLE.42MGBA</td>\n",
       "      <td>Glioblastoma_Multiforme</td>\n",
       "      <td>CCLE.10</td>\n",
       "      <td>CCLE.42MGBA.CCLE.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CCLE.42MGBA</td>\n",
       "      <td>Glioblastoma_Multiforme</td>\n",
       "      <td>CCLE.11</td>\n",
       "      <td>CCLE.42MGBA.CCLE.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289126</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.11</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289127</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.12</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289128</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.13</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289129</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.14</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289130</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.15</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289131</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.16</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289132</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.2</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289133</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.3</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289134</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.4</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289135</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.5</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289136</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.6</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289137</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.7</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289138</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.8</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289139</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>Skin_Cutaneous_Melanoma</td>\n",
       "      <td>gCSI.9</td>\n",
       "      <td>gCSI.WM-266-4.gCSI.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289140</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.1</td>\n",
       "      <td>gCSI.YAPC.gCSI.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289141</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.10</td>\n",
       "      <td>gCSI.YAPC.gCSI.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289142</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.11</td>\n",
       "      <td>gCSI.YAPC.gCSI.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289143</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.12</td>\n",
       "      <td>gCSI.YAPC.gCSI.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289144</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.13</td>\n",
       "      <td>gCSI.YAPC.gCSI.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289145</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.14</td>\n",
       "      <td>gCSI.YAPC.gCSI.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289146</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.15</td>\n",
       "      <td>gCSI.YAPC.gCSI.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289147</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.16</td>\n",
       "      <td>gCSI.YAPC.gCSI.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289148</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.2</td>\n",
       "      <td>gCSI.YAPC.gCSI.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289149</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.3</td>\n",
       "      <td>gCSI.YAPC.gCSI.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289150</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.4</td>\n",
       "      <td>gCSI.YAPC.gCSI.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289151</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.5</td>\n",
       "      <td>gCSI.YAPC.gCSI.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289152</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.6</td>\n",
       "      <td>gCSI.YAPC.gCSI.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289153</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.7</td>\n",
       "      <td>gCSI.YAPC.gCSI.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289154</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.8</td>\n",
       "      <td>gCSI.YAPC.gCSI.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3289155</th>\n",
       "      <td>gCSI.YAPC</td>\n",
       "      <td>Pancreatic_Adenocarcinoma</td>\n",
       "      <td>gCSI.9</td>\n",
       "      <td>gCSI.YAPC.gCSI.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3289156 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  CELL                CANCER_TYPE     DRUG  \\\n",
       "0           CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.1   \n",
       "1           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.10   \n",
       "2           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.11   \n",
       "3           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.12   \n",
       "4           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.13   \n",
       "5           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.14   \n",
       "6           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.15   \n",
       "7           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.16   \n",
       "8           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.17   \n",
       "9           CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.18   \n",
       "10          CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.19   \n",
       "11          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.2   \n",
       "12          CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.20   \n",
       "13          CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.21   \n",
       "14          CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.22   \n",
       "15          CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.23   \n",
       "16          CCLE.22RV1    Prostate_Adenocarcinoma  CCLE.24   \n",
       "17          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.3   \n",
       "18          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.4   \n",
       "19          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.5   \n",
       "20          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.6   \n",
       "21          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.7   \n",
       "22          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.8   \n",
       "23          CCLE.22RV1    Prostate_Adenocarcinoma   CCLE.9   \n",
       "24        CCLE.2313287     Stomach_Adenocarcinoma      NaN   \n",
       "25           CCLE.253J          Urinary_Tract_NOS      NaN   \n",
       "26         CCLE.253JBV          Urinary_Tract_NOS      NaN   \n",
       "27         CCLE.42MGBA    Glioblastoma_Multiforme   CCLE.1   \n",
       "28         CCLE.42MGBA    Glioblastoma_Multiforme  CCLE.10   \n",
       "29         CCLE.42MGBA    Glioblastoma_Multiforme  CCLE.11   \n",
       "...                ...                        ...      ...   \n",
       "3289126  gCSI.WM-266-4    Skin_Cutaneous_Melanoma  gCSI.11   \n",
       "3289127  gCSI.WM-266-4    Skin_Cutaneous_Melanoma  gCSI.12   \n",
       "3289128  gCSI.WM-266-4    Skin_Cutaneous_Melanoma  gCSI.13   \n",
       "3289129  gCSI.WM-266-4    Skin_Cutaneous_Melanoma  gCSI.14   \n",
       "3289130  gCSI.WM-266-4    Skin_Cutaneous_Melanoma  gCSI.15   \n",
       "3289131  gCSI.WM-266-4    Skin_Cutaneous_Melanoma  gCSI.16   \n",
       "3289132  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.2   \n",
       "3289133  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.3   \n",
       "3289134  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.4   \n",
       "3289135  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.5   \n",
       "3289136  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.6   \n",
       "3289137  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.7   \n",
       "3289138  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.8   \n",
       "3289139  gCSI.WM-266-4    Skin_Cutaneous_Melanoma   gCSI.9   \n",
       "3289140      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.1   \n",
       "3289141      gCSI.YAPC  Pancreatic_Adenocarcinoma  gCSI.10   \n",
       "3289142      gCSI.YAPC  Pancreatic_Adenocarcinoma  gCSI.11   \n",
       "3289143      gCSI.YAPC  Pancreatic_Adenocarcinoma  gCSI.12   \n",
       "3289144      gCSI.YAPC  Pancreatic_Adenocarcinoma  gCSI.13   \n",
       "3289145      gCSI.YAPC  Pancreatic_Adenocarcinoma  gCSI.14   \n",
       "3289146      gCSI.YAPC  Pancreatic_Adenocarcinoma  gCSI.15   \n",
       "3289147      gCSI.YAPC  Pancreatic_Adenocarcinoma  gCSI.16   \n",
       "3289148      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.2   \n",
       "3289149      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.3   \n",
       "3289150      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.4   \n",
       "3289151      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.5   \n",
       "3289152      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.6   \n",
       "3289153      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.7   \n",
       "3289154      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.8   \n",
       "3289155      gCSI.YAPC  Pancreatic_Adenocarcinoma   gCSI.9   \n",
       "\n",
       "                     CELL_DRUG  \n",
       "0            CCLE.22RV1.CCLE.1  \n",
       "1           CCLE.22RV1.CCLE.10  \n",
       "2           CCLE.22RV1.CCLE.11  \n",
       "3           CCLE.22RV1.CCLE.12  \n",
       "4           CCLE.22RV1.CCLE.13  \n",
       "5           CCLE.22RV1.CCLE.14  \n",
       "6           CCLE.22RV1.CCLE.15  \n",
       "7           CCLE.22RV1.CCLE.16  \n",
       "8           CCLE.22RV1.CCLE.17  \n",
       "9           CCLE.22RV1.CCLE.18  \n",
       "10          CCLE.22RV1.CCLE.19  \n",
       "11           CCLE.22RV1.CCLE.2  \n",
       "12          CCLE.22RV1.CCLE.20  \n",
       "13          CCLE.22RV1.CCLE.21  \n",
       "14          CCLE.22RV1.CCLE.22  \n",
       "15          CCLE.22RV1.CCLE.23  \n",
       "16          CCLE.22RV1.CCLE.24  \n",
       "17           CCLE.22RV1.CCLE.3  \n",
       "18           CCLE.22RV1.CCLE.4  \n",
       "19           CCLE.22RV1.CCLE.5  \n",
       "20           CCLE.22RV1.CCLE.6  \n",
       "21           CCLE.22RV1.CCLE.7  \n",
       "22           CCLE.22RV1.CCLE.8  \n",
       "23           CCLE.22RV1.CCLE.9  \n",
       "24            CCLE.2313287.nan  \n",
       "25               CCLE.253J.nan  \n",
       "26             CCLE.253JBV.nan  \n",
       "27          CCLE.42MGBA.CCLE.1  \n",
       "28         CCLE.42MGBA.CCLE.10  \n",
       "29         CCLE.42MGBA.CCLE.11  \n",
       "...                        ...  \n",
       "3289126  gCSI.WM-266-4.gCSI.11  \n",
       "3289127  gCSI.WM-266-4.gCSI.12  \n",
       "3289128  gCSI.WM-266-4.gCSI.13  \n",
       "3289129  gCSI.WM-266-4.gCSI.14  \n",
       "3289130  gCSI.WM-266-4.gCSI.15  \n",
       "3289131  gCSI.WM-266-4.gCSI.16  \n",
       "3289132   gCSI.WM-266-4.gCSI.2  \n",
       "3289133   gCSI.WM-266-4.gCSI.3  \n",
       "3289134   gCSI.WM-266-4.gCSI.4  \n",
       "3289135   gCSI.WM-266-4.gCSI.5  \n",
       "3289136   gCSI.WM-266-4.gCSI.6  \n",
       "3289137   gCSI.WM-266-4.gCSI.7  \n",
       "3289138   gCSI.WM-266-4.gCSI.8  \n",
       "3289139   gCSI.WM-266-4.gCSI.9  \n",
       "3289140       gCSI.YAPC.gCSI.1  \n",
       "3289141      gCSI.YAPC.gCSI.10  \n",
       "3289142      gCSI.YAPC.gCSI.11  \n",
       "3289143      gCSI.YAPC.gCSI.12  \n",
       "3289144      gCSI.YAPC.gCSI.13  \n",
       "3289145      gCSI.YAPC.gCSI.14  \n",
       "3289146      gCSI.YAPC.gCSI.15  \n",
       "3289147      gCSI.YAPC.gCSI.16  \n",
       "3289148       gCSI.YAPC.gCSI.2  \n",
       "3289149       gCSI.YAPC.gCSI.3  \n",
       "3289150       gCSI.YAPC.gCSI.4  \n",
       "3289151       gCSI.YAPC.gCSI.5  \n",
       "3289152       gCSI.YAPC.gCSI.6  \n",
       "3289153       gCSI.YAPC.gCSI.7  \n",
       "3289154       gCSI.YAPC.gCSI.8  \n",
       "3289155       gCSI.YAPC.gCSI.9  \n",
       "\n",
       "[3289156 rows x 4 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cl_cancer_drug"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_n = df_cl_cancer_drug.groupby(['CANCER_TYPE']).count().sort_values('CELL_DRUG', ascending=False).head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "top_n_cancer_types = top_n.index.to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Skin_Cutaneous_Melanoma',\n",
       " 'Kidney_Renal_Clear_Cell_Carcinoma',\n",
       " 'Colon_Adenocarcinoma',\n",
       " 'Ovarian_Serous_Cystadenocarcinoma',\n",
       " 'Lung_Adenocarcinoma',\n",
       " 'Breast_Invasive_Carcinoma']"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "top_n_cancer_types"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Indentify cell lines associated with the target cancer types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CELL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCLE.769P</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CCLE.A101D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CCLE.A375</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CCLE.A498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CCLE.A549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CCLE.A704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CCLE.ABC1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CCLE.ACHN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CCLE.AU565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CCLE.BFTC909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CCLE.BT20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CCLE.BT474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CCLE.BT483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CCLE.BT549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CCLE.C2BBE1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CCLE.C32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CCLE.CAKI1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CCLE.CAKI2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CCLE.CAL120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CCLE.CAL148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CCLE.CAL51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CCLE.CAL54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CCLE.CAL851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CCLE.CALU3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CCLE.CALU6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CCLE.CAMA1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CCLE.CAOV4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CCLE.CCK81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CCLE.CJM</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4852</th>\n",
       "      <td>gCSI.OVTOKO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4853</th>\n",
       "      <td>gCSI.RCM-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4854</th>\n",
       "      <td>gCSI.RERF-LC-MS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4855</th>\n",
       "      <td>gCSI.RKO</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4856</th>\n",
       "      <td>gCSI.RPMI-7951</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4857</th>\n",
       "      <td>gCSI.RVH-421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4858</th>\n",
       "      <td>gCSI.SK-BR-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4859</th>\n",
       "      <td>gCSI.SK-CO-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4860</th>\n",
       "      <td>gCSI.SK-MEL-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4861</th>\n",
       "      <td>gCSI.SK-MEL-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4862</th>\n",
       "      <td>gCSI.SK-MEL-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4863</th>\n",
       "      <td>gCSI.SK-MEL-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4864</th>\n",
       "      <td>gCSI.SK-MEL-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4865</th>\n",
       "      <td>gCSI.SK-OV-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4866</th>\n",
       "      <td>gCSI.SNU-C1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4867</th>\n",
       "      <td>gCSI.SW1463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4868</th>\n",
       "      <td>gCSI.SW1573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4869</th>\n",
       "      <td>gCSI.SW403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4870</th>\n",
       "      <td>gCSI.SW48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4871</th>\n",
       "      <td>gCSI.SW480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4872</th>\n",
       "      <td>gCSI.SW620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4873</th>\n",
       "      <td>gCSI.SW837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4874</th>\n",
       "      <td>gCSI.SW948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4875</th>\n",
       "      <td>gCSI.T47D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4876</th>\n",
       "      <td>gCSI.T84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4877</th>\n",
       "      <td>gCSI.TOV-112D</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878</th>\n",
       "      <td>gCSI.TOV-21G</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4879</th>\n",
       "      <td>gCSI.UACC-62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4880</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4881</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4882 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 CELL\n",
       "0           CCLE.769P\n",
       "1          CCLE.A101D\n",
       "2          CCLE.A2058\n",
       "3           CCLE.A375\n",
       "4           CCLE.A498\n",
       "5           CCLE.A549\n",
       "6           CCLE.A704\n",
       "7           CCLE.ABC1\n",
       "8           CCLE.ACHN\n",
       "9          CCLE.AU565\n",
       "10       CCLE.BFTC909\n",
       "11          CCLE.BT20\n",
       "12         CCLE.BT474\n",
       "13         CCLE.BT483\n",
       "14         CCLE.BT549\n",
       "15        CCLE.C2BBE1\n",
       "16           CCLE.C32\n",
       "17         CCLE.CAKI1\n",
       "18         CCLE.CAKI2\n",
       "19        CCLE.CAL120\n",
       "20        CCLE.CAL148\n",
       "21         CCLE.CAL51\n",
       "22         CCLE.CAL54\n",
       "23        CCLE.CAL851\n",
       "24         CCLE.CALU3\n",
       "25         CCLE.CALU6\n",
       "26         CCLE.CAMA1\n",
       "27         CCLE.CAOV4\n",
       "28         CCLE.CCK81\n",
       "29           CCLE.CJM\n",
       "...               ...\n",
       "4852      gCSI.OVTOKO\n",
       "4853       gCSI.RCM-1\n",
       "4854  gCSI.RERF-LC-MS\n",
       "4855         gCSI.RKO\n",
       "4856   gCSI.RPMI-7951\n",
       "4857     gCSI.RVH-421\n",
       "4858     gCSI.SK-BR-3\n",
       "4859     gCSI.SK-CO-1\n",
       "4860    gCSI.SK-MEL-1\n",
       "4861   gCSI.SK-MEL-24\n",
       "4862   gCSI.SK-MEL-28\n",
       "4863    gCSI.SK-MEL-3\n",
       "4864   gCSI.SK-MEL-30\n",
       "4865     gCSI.SK-OV-3\n",
       "4866      gCSI.SNU-C1\n",
       "4867      gCSI.SW1463\n",
       "4868      gCSI.SW1573\n",
       "4869       gCSI.SW403\n",
       "4870        gCSI.SW48\n",
       "4871       gCSI.SW480\n",
       "4872       gCSI.SW620\n",
       "4873       gCSI.SW837\n",
       "4874       gCSI.SW948\n",
       "4875        gCSI.T47D\n",
       "4876         gCSI.T84\n",
       "4877    gCSI.TOV-112D\n",
       "4878     gCSI.TOV-21G\n",
       "4879     gCSI.UACC-62\n",
       "4880      gCSI.WM-115\n",
       "4881    gCSI.WM-266-4\n",
       "\n",
       "[4882 rows x 1 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cl = df_cl_cancer_drug[df_cl_cancer_drug['CANCER_TYPE'].isin(top_n_cancer_types)][['CELL']].drop_duplicates().reset_index(drop=True)\n",
    "df_cl"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Identify drugs associated with the target cancer type & filtered by drug_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_cl_cancer_drug[df_cl_cancer_drug['CANCER_TYPE'].isin(top_n_cancer_types)]\n",
    "df_drugs = df_cl_cancer_drug[df_cl_cancer_drug['CANCER_TYPE'].isin(top_n_cancer_types)][['DRUG']].drop_duplicates().reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "drug_list = pd.read_csv(drug_list_path)['DRUG'].to_list()\n",
    "df_drugs = df_drugs[df_drugs['DRUG'].isin(drug_list)].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>DRUG</th>\n",
       "    </tr>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCLE.1</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CCLE.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CCLE.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CCLE.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CCLE.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CCLE.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CCLE.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CCLE.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CCLE.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CCLE.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CCLE.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CCLE.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CCLE.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CCLE.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CCLE.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CCLE.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CCLE.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CCLE.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CCLE.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CCLE.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CCLE.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CCLE.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CCLE.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CCLE.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CTRP.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CTRP.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CTRP.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CTRP.101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CTRP.103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CTRP.104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1749</th>\n",
       "      <td>NSC.755981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1750</th>\n",
       "      <td>NSC.755982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1751</th>\n",
       "      <td>NSC.755984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1752</th>\n",
       "      <td>NSC.755985</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1753</th>\n",
       "      <td>NSC.755986</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1754</th>\n",
       "      <td>NSC.762381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1755</th>\n",
       "      <td>NSC.782310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1756</th>\n",
       "      <td>NSC.782351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1757</th>\n",
       "      <td>NSC.787312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1758</th>\n",
       "      <td>NSC.91874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1759</th>\n",
       "      <td>NSC.99078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1760</th>\n",
       "      <td>NSC.191384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1761</th>\n",
       "      <td>NSC.524045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1762</th>\n",
       "      <td>NSC.77541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1763</th>\n",
       "      <td>gCSI.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1764</th>\n",
       "      <td>gCSI.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1765</th>\n",
       "      <td>gCSI.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1766</th>\n",
       "      <td>gCSI.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1767</th>\n",
       "      <td>gCSI.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1768</th>\n",
       "      <td>gCSI.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1769</th>\n",
       "      <td>gCSI.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1770</th>\n",
       "      <td>gCSI.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1771</th>\n",
       "      <td>gCSI.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1772</th>\n",
       "      <td>gCSI.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1773</th>\n",
       "      <td>gCSI.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>gCSI.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1775</th>\n",
       "      <td>gCSI.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1776</th>\n",
       "      <td>gCSI.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1777</th>\n",
       "      <td>gCSI.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1778</th>\n",
       "      <td>gCSI.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1779 rows × 1 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            DRUG\n",
       "0         CCLE.1\n",
       "1        CCLE.10\n",
       "2        CCLE.11\n",
       "3        CCLE.12\n",
       "4        CCLE.13\n",
       "5        CCLE.14\n",
       "6        CCLE.15\n",
       "7        CCLE.16\n",
       "8        CCLE.17\n",
       "9        CCLE.18\n",
       "10       CCLE.19\n",
       "11        CCLE.2\n",
       "12       CCLE.20\n",
       "13       CCLE.21\n",
       "14       CCLE.22\n",
       "15       CCLE.23\n",
       "16       CCLE.24\n",
       "17        CCLE.3\n",
       "18        CCLE.4\n",
       "19        CCLE.5\n",
       "20        CCLE.6\n",
       "21        CCLE.7\n",
       "22        CCLE.8\n",
       "23        CCLE.9\n",
       "24        CTRP.1\n",
       "25       CTRP.10\n",
       "26      CTRP.100\n",
       "27      CTRP.101\n",
       "28      CTRP.103\n",
       "29      CTRP.104\n",
       "...          ...\n",
       "1749  NSC.755981\n",
       "1750  NSC.755982\n",
       "1751  NSC.755984\n",
       "1752  NSC.755985\n",
       "1753  NSC.755986\n",
       "1754  NSC.762381\n",
       "1755  NSC.782310\n",
       "1756  NSC.782351\n",
       "1757  NSC.787312\n",
       "1758   NSC.91874\n",
       "1759   NSC.99078\n",
       "1760  NSC.191384\n",
       "1761  NSC.524045\n",
       "1762   NSC.77541\n",
       "1763      gCSI.1\n",
       "1764     gCSI.10\n",
       "1765     gCSI.11\n",
       "1766     gCSI.12\n",
       "1767     gCSI.13\n",
       "1768     gCSI.14\n",
       "1769     gCSI.15\n",
       "1770     gCSI.16\n",
       "1771      gCSI.2\n",
       "1772      gCSI.3\n",
       "1773      gCSI.4\n",
       "1774      gCSI.5\n",
       "1775      gCSI.6\n",
       "1776      gCSI.7\n",
       "1777      gCSI.8\n",
       "1778      gCSI.9\n",
       "\n",
       "[1779 rows x 1 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_drugs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Filter response by cell lines (4882) and drugs (1779)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "cl_filter = df_cl.CELL.to_list()\n",
    "dr_filter = df_drugs.DRUG.to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_response = df_response[df_response.CELL.isin(cl_filter) & df_response.DRUG.isin(dr_filter)][['CELL','DRUG','AUC']].drop_duplicates().reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CELL</th>\n",
       "      <th>DRUG</th>\n",
       "      <th>AUC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.1</td>\n",
       "      <td>0.8371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.10</td>\n",
       "      <td>0.7903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.11</td>\n",
       "      <td>0.4953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.12</td>\n",
       "      <td>0.8606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.13</td>\n",
       "      <td>0.6468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.14</td>\n",
       "      <td>0.6117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.15</td>\n",
       "      <td>0.8935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.16</td>\n",
       "      <td>0.6900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.17</td>\n",
       "      <td>0.7821</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.18</td>\n",
       "      <td>0.5328</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.19</td>\n",
       "      <td>0.8178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.2</td>\n",
       "      <td>0.8162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.20</td>\n",
       "      <td>0.8380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.21</td>\n",
       "      <td>0.6970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.22</td>\n",
       "      <td>0.7977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.23</td>\n",
       "      <td>0.7613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.24</td>\n",
       "      <td>0.7111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.3</td>\n",
       "      <td>0.6502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.4</td>\n",
       "      <td>0.8052</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.5</td>\n",
       "      <td>0.7289</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.6</td>\n",
       "      <td>0.8671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.7</td>\n",
       "      <td>0.6565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.8</td>\n",
       "      <td>0.8306</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>CCLE.9</td>\n",
       "      <td>0.8270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>CCLE.1</td>\n",
       "      <td>0.7701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>CCLE.10</td>\n",
       "      <td>0.8443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>CCLE.11</td>\n",
       "      <td>0.4962</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>CCLE.12</td>\n",
       "      <td>0.9402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>CCLE.13</td>\n",
       "      <td>0.5683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>CCLE.14</td>\n",
       "      <td>0.6457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285001</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.11</td>\n",
       "      <td>0.9944</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285002</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.12</td>\n",
       "      <td>0.7095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285003</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.13</td>\n",
       "      <td>0.6580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285004</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.14</td>\n",
       "      <td>0.6794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285005</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.15</td>\n",
       "      <td>0.5578</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285006</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.16</td>\n",
       "      <td>0.7805</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285007</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.2</td>\n",
       "      <td>0.4701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285008</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.3</td>\n",
       "      <td>0.9022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285009</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.4</td>\n",
       "      <td>0.6070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285010</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.5</td>\n",
       "      <td>0.6678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285011</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.6</td>\n",
       "      <td>0.8942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285012</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.7</td>\n",
       "      <td>0.8497</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285013</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.8</td>\n",
       "      <td>0.6861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285014</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>gCSI.9</td>\n",
       "      <td>0.8457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285015</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.1</td>\n",
       "      <td>0.9008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285016</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.10</td>\n",
       "      <td>0.8828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285017</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.11</td>\n",
       "      <td>0.8845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285018</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.12</td>\n",
       "      <td>0.2351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285019</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.13</td>\n",
       "      <td>0.5776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285020</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.14</td>\n",
       "      <td>0.7129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285021</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.15</td>\n",
       "      <td>0.5632</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285022</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.16</td>\n",
       "      <td>0.6883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285023</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.2</td>\n",
       "      <td>0.5241</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285024</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.3</td>\n",
       "      <td>0.8430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285025</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.4</td>\n",
       "      <td>0.5813</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285026</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.5</td>\n",
       "      <td>0.4874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285027</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.6</td>\n",
       "      <td>0.8802</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285028</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.7</td>\n",
       "      <td>0.8093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285029</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.8</td>\n",
       "      <td>0.3403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285030</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>gCSI.9</td>\n",
       "      <td>0.6944</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>285031 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 CELL     DRUG     AUC\n",
       "0           CCLE.769P   CCLE.1  0.8371\n",
       "1           CCLE.769P  CCLE.10  0.7903\n",
       "2           CCLE.769P  CCLE.11  0.4953\n",
       "3           CCLE.769P  CCLE.12  0.8606\n",
       "4           CCLE.769P  CCLE.13  0.6468\n",
       "5           CCLE.769P  CCLE.14  0.6117\n",
       "6           CCLE.769P  CCLE.15  0.8935\n",
       "7           CCLE.769P  CCLE.16  0.6900\n",
       "8           CCLE.769P  CCLE.17  0.7821\n",
       "9           CCLE.769P  CCLE.18  0.5328\n",
       "10          CCLE.769P  CCLE.19  0.8178\n",
       "11          CCLE.769P   CCLE.2  0.8162\n",
       "12          CCLE.769P  CCLE.20  0.8380\n",
       "13          CCLE.769P  CCLE.21  0.6970\n",
       "14          CCLE.769P  CCLE.22  0.7977\n",
       "15          CCLE.769P  CCLE.23  0.7613\n",
       "16          CCLE.769P  CCLE.24  0.7111\n",
       "17          CCLE.769P   CCLE.3  0.6502\n",
       "18          CCLE.769P   CCLE.4  0.8052\n",
       "19          CCLE.769P   CCLE.5  0.7289\n",
       "20          CCLE.769P   CCLE.6  0.8671\n",
       "21          CCLE.769P   CCLE.7  0.6565\n",
       "22          CCLE.769P   CCLE.8  0.8306\n",
       "23          CCLE.769P   CCLE.9  0.8270\n",
       "24         CCLE.A2058   CCLE.1  0.7701\n",
       "25         CCLE.A2058  CCLE.10  0.8443\n",
       "26         CCLE.A2058  CCLE.11  0.4962\n",
       "27         CCLE.A2058  CCLE.12  0.9402\n",
       "28         CCLE.A2058  CCLE.13  0.5683\n",
       "29         CCLE.A2058  CCLE.14  0.6457\n",
       "...               ...      ...     ...\n",
       "285001    gCSI.WM-115  gCSI.11  0.9944\n",
       "285002    gCSI.WM-115  gCSI.12  0.7095\n",
       "285003    gCSI.WM-115  gCSI.13  0.6580\n",
       "285004    gCSI.WM-115  gCSI.14  0.6794\n",
       "285005    gCSI.WM-115  gCSI.15  0.5578\n",
       "285006    gCSI.WM-115  gCSI.16  0.7805\n",
       "285007    gCSI.WM-115   gCSI.2  0.4701\n",
       "285008    gCSI.WM-115   gCSI.3  0.9022\n",
       "285009    gCSI.WM-115   gCSI.4  0.6070\n",
       "285010    gCSI.WM-115   gCSI.5  0.6678\n",
       "285011    gCSI.WM-115   gCSI.6  0.8942\n",
       "285012    gCSI.WM-115   gCSI.7  0.8497\n",
       "285013    gCSI.WM-115   gCSI.8  0.6861\n",
       "285014    gCSI.WM-115   gCSI.9  0.8457\n",
       "285015  gCSI.WM-266-4   gCSI.1  0.9008\n",
       "285016  gCSI.WM-266-4  gCSI.10  0.8828\n",
       "285017  gCSI.WM-266-4  gCSI.11  0.8845\n",
       "285018  gCSI.WM-266-4  gCSI.12  0.2351\n",
       "285019  gCSI.WM-266-4  gCSI.13  0.5776\n",
       "285020  gCSI.WM-266-4  gCSI.14  0.7129\n",
       "285021  gCSI.WM-266-4  gCSI.15  0.5632\n",
       "285022  gCSI.WM-266-4  gCSI.16  0.6883\n",
       "285023  gCSI.WM-266-4   gCSI.2  0.5241\n",
       "285024  gCSI.WM-266-4   gCSI.3  0.8430\n",
       "285025  gCSI.WM-266-4   gCSI.4  0.5813\n",
       "285026  gCSI.WM-266-4   gCSI.5  0.4874\n",
       "285027  gCSI.WM-266-4   gCSI.6  0.8802\n",
       "285028  gCSI.WM-266-4   gCSI.7  0.8093\n",
       "285029  gCSI.WM-266-4   gCSI.8  0.3403\n",
       "285030  gCSI.WM-266-4   gCSI.9  0.6944\n",
       "\n",
       "[285031 rows x 3 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_response "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Join response data with Drug descriptor & RNASeq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rnaseq = pd.read_csv(cell_rnaseq_path, sep='\\t', low_memory=False)\n",
    "df_rnaseq = df_rnaseq[df_rnaseq['Sample'].isin(cl_filter)].reset_index(drop=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_rnaseq.rename(columns={'Sample':'CELL'}, inplace=True)\n",
    "df_rnaseq = df_rnaseq.set_index(['CELL'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AARS</th>\n",
       "      <th>ABCB6</th>\n",
       "      <th>ABCC5</th>\n",
       "      <th>ABCF1</th>\n",
       "      <th>ABCF3</th>\n",
       "      <th>ABHD4</th>\n",
       "      <th>ABHD6</th>\n",
       "      <th>ABL1</th>\n",
       "      <th>ACAA1</th>\n",
       "      <th>ACAT2</th>\n",
       "      <th>...</th>\n",
       "      <th>ZMIZ1</th>\n",
       "      <th>ZMYM2</th>\n",
       "      <th>ZNF131</th>\n",
       "      <th>ZNF274</th>\n",
       "      <th>ZNF318</th>\n",
       "      <th>ZNF395</th>\n",
       "      <th>ZNF451</th>\n",
       "      <th>ZNF586</th>\n",
       "      <th>ZNF589</th>\n",
       "      <th>ZW10</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CELL</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CCLE.769P</th>\n",
       "      <td>5.310</td>\n",
       "      <td>1.0130</td>\n",
       "      <td>1.6330</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.39000</td>\n",
       "      <td>2.443</td>\n",
       "      <td>3.680</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4550</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.1110</td>\n",
       "      <td>1.7240</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.4260</td>\n",
       "      <td>1.1660</td>\n",
       "      <td>0.29370</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.A101D</th>\n",
       "      <td>4.906</td>\n",
       "      <td>3.4400</td>\n",
       "      <td>2.3730</td>\n",
       "      <td>5.625</td>\n",
       "      <td>6.344</td>\n",
       "      <td>4.380</td>\n",
       "      <td>2.0490</td>\n",
       "      <td>1.84000</td>\n",
       "      <td>4.086</td>\n",
       "      <td>2.898</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4080</td>\n",
       "      <td>2.352</td>\n",
       "      <td>1.6010</td>\n",
       "      <td>2.5680</td>\n",
       "      <td>2.4300</td>\n",
       "      <td>2.1250</td>\n",
       "      <td>2.2800</td>\n",
       "      <td>1.2890</td>\n",
       "      <td>1.36500</td>\n",
       "      <td>2.280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.A2058</th>\n",
       "      <td>5.310</td>\n",
       "      <td>3.8570</td>\n",
       "      <td>1.8950</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.8710</td>\n",
       "      <td>2.80700</td>\n",
       "      <td>3.668</td>\n",
       "      <td>3.816</td>\n",
       "      <td>...</td>\n",
       "      <td>2.6150</td>\n",
       "      <td>3.094</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>2.4260</td>\n",
       "      <td>2.2900</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.2910</td>\n",
       "      <td>1.2070</td>\n",
       "      <td>2.11300</td>\n",
       "      <td>2.611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.A375</th>\n",
       "      <td>6.004</td>\n",
       "      <td>3.2930</td>\n",
       "      <td>1.9630</td>\n",
       "      <td>5.380</td>\n",
       "      <td>5.010</td>\n",
       "      <td>3.572</td>\n",
       "      <td>2.3070</td>\n",
       "      <td>2.92800</td>\n",
       "      <td>3.547</td>\n",
       "      <td>3.690</td>\n",
       "      <td>...</td>\n",
       "      <td>2.8830</td>\n",
       "      <td>3.186</td>\n",
       "      <td>1.8880</td>\n",
       "      <td>2.8800</td>\n",
       "      <td>2.1910</td>\n",
       "      <td>2.4450</td>\n",
       "      <td>2.0550</td>\n",
       "      <td>2.0860</td>\n",
       "      <td>2.57400</td>\n",
       "      <td>3.348</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.A498</th>\n",
       "      <td>5.773</td>\n",
       "      <td>3.7460</td>\n",
       "      <td>1.2800</td>\n",
       "      <td>3.398</td>\n",
       "      <td>5.297</td>\n",
       "      <td>6.297</td>\n",
       "      <td>0.7990</td>\n",
       "      <td>2.78700</td>\n",
       "      <td>3.215</td>\n",
       "      <td>2.730</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2400</td>\n",
       "      <td>2.168</td>\n",
       "      <td>1.2330</td>\n",
       "      <td>1.7150</td>\n",
       "      <td>0.9080</td>\n",
       "      <td>4.3000</td>\n",
       "      <td>0.5386</td>\n",
       "      <td>1.3170</td>\n",
       "      <td>-0.02230</td>\n",
       "      <td>0.966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.A549</th>\n",
       "      <td>5.490</td>\n",
       "      <td>3.6270</td>\n",
       "      <td>1.0080</td>\n",
       "      <td>4.207</td>\n",
       "      <td>4.562</td>\n",
       "      <td>5.617</td>\n",
       "      <td>1.3310</td>\n",
       "      <td>2.31200</td>\n",
       "      <td>3.281</td>\n",
       "      <td>3.580</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2010</td>\n",
       "      <td>2.389</td>\n",
       "      <td>1.4620</td>\n",
       "      <td>3.0410</td>\n",
       "      <td>1.2450</td>\n",
       "      <td>1.2760</td>\n",
       "      <td>1.6050</td>\n",
       "      <td>1.5920</td>\n",
       "      <td>0.87160</td>\n",
       "      <td>2.322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.A704</th>\n",
       "      <td>1.145</td>\n",
       "      <td>3.1400</td>\n",
       "      <td>1.5420</td>\n",
       "      <td>1.492</td>\n",
       "      <td>3.880</td>\n",
       "      <td>3.965</td>\n",
       "      <td>0.3481</td>\n",
       "      <td>1.03300</td>\n",
       "      <td>2.322</td>\n",
       "      <td>1.635</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9150</td>\n",
       "      <td>2.389</td>\n",
       "      <td>1.5510</td>\n",
       "      <td>2.3650</td>\n",
       "      <td>1.0390</td>\n",
       "      <td>4.2900</td>\n",
       "      <td>1.0560</td>\n",
       "      <td>0.8430</td>\n",
       "      <td>0.87160</td>\n",
       "      <td>0.581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.ABC1</th>\n",
       "      <td>5.535</td>\n",
       "      <td>0.9707</td>\n",
       "      <td>5.7600</td>\n",
       "      <td>4.938</td>\n",
       "      <td>7.560</td>\n",
       "      <td>4.492</td>\n",
       "      <td>0.8213</td>\n",
       "      <td>2.35400</td>\n",
       "      <td>3.480</td>\n",
       "      <td>5.023</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1649</td>\n",
       "      <td>2.893</td>\n",
       "      <td>2.5920</td>\n",
       "      <td>2.2050</td>\n",
       "      <td>2.7340</td>\n",
       "      <td>2.3870</td>\n",
       "      <td>1.9770</td>\n",
       "      <td>1.6400</td>\n",
       "      <td>0.82570</td>\n",
       "      <td>3.102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.ACHN</th>\n",
       "      <td>7.050</td>\n",
       "      <td>2.3120</td>\n",
       "      <td>1.9510</td>\n",
       "      <td>4.360</td>\n",
       "      <td>4.598</td>\n",
       "      <td>4.710</td>\n",
       "      <td>1.3680</td>\n",
       "      <td>2.86700</td>\n",
       "      <td>2.697</td>\n",
       "      <td>3.550</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0640</td>\n",
       "      <td>3.270</td>\n",
       "      <td>1.1840</td>\n",
       "      <td>2.6760</td>\n",
       "      <td>1.2340</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>1.7295</td>\n",
       "      <td>1.1320</td>\n",
       "      <td>0.33230</td>\n",
       "      <td>2.055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.AU565</th>\n",
       "      <td>3.723</td>\n",
       "      <td>4.2400</td>\n",
       "      <td>4.0550</td>\n",
       "      <td>6.145</td>\n",
       "      <td>6.875</td>\n",
       "      <td>5.156</td>\n",
       "      <td>1.7820</td>\n",
       "      <td>1.18500</td>\n",
       "      <td>6.613</td>\n",
       "      <td>3.738</td>\n",
       "      <td>...</td>\n",
       "      <td>3.9630</td>\n",
       "      <td>2.600</td>\n",
       "      <td>2.1370</td>\n",
       "      <td>1.3060</td>\n",
       "      <td>1.8640</td>\n",
       "      <td>1.4220</td>\n",
       "      <td>1.6620</td>\n",
       "      <td>1.3310</td>\n",
       "      <td>1.35000</td>\n",
       "      <td>2.396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.BFTC909</th>\n",
       "      <td>6.220</td>\n",
       "      <td>2.6200</td>\n",
       "      <td>2.3610</td>\n",
       "      <td>4.510</td>\n",
       "      <td>5.710</td>\n",
       "      <td>5.453</td>\n",
       "      <td>1.7680</td>\n",
       "      <td>3.46000</td>\n",
       "      <td>3.889</td>\n",
       "      <td>4.094</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4920</td>\n",
       "      <td>2.800</td>\n",
       "      <td>1.1140</td>\n",
       "      <td>2.8980</td>\n",
       "      <td>3.0700</td>\n",
       "      <td>1.7295</td>\n",
       "      <td>2.7640</td>\n",
       "      <td>1.0490</td>\n",
       "      <td>1.38100</td>\n",
       "      <td>0.624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.BT20</th>\n",
       "      <td>6.035</td>\n",
       "      <td>3.4750</td>\n",
       "      <td>3.0660</td>\n",
       "      <td>5.824</td>\n",
       "      <td>6.080</td>\n",
       "      <td>5.630</td>\n",
       "      <td>1.8860</td>\n",
       "      <td>3.08800</td>\n",
       "      <td>3.922</td>\n",
       "      <td>4.540</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2400</td>\n",
       "      <td>3.902</td>\n",
       "      <td>2.8100</td>\n",
       "      <td>4.0200</td>\n",
       "      <td>3.0820</td>\n",
       "      <td>0.9840</td>\n",
       "      <td>2.1800</td>\n",
       "      <td>0.6094</td>\n",
       "      <td>0.71800</td>\n",
       "      <td>3.113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.BT474</th>\n",
       "      <td>6.195</td>\n",
       "      <td>3.1330</td>\n",
       "      <td>4.3950</td>\n",
       "      <td>5.047</td>\n",
       "      <td>6.660</td>\n",
       "      <td>4.062</td>\n",
       "      <td>0.8213</td>\n",
       "      <td>3.91400</td>\n",
       "      <td>3.105</td>\n",
       "      <td>4.113</td>\n",
       "      <td>...</td>\n",
       "      <td>3.2050</td>\n",
       "      <td>3.205</td>\n",
       "      <td>2.8300</td>\n",
       "      <td>2.5680</td>\n",
       "      <td>2.2130</td>\n",
       "      <td>2.2270</td>\n",
       "      <td>2.3240</td>\n",
       "      <td>1.1390</td>\n",
       "      <td>1.07200</td>\n",
       "      <td>2.557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.BT483</th>\n",
       "      <td>5.190</td>\n",
       "      <td>3.1330</td>\n",
       "      <td>4.5100</td>\n",
       "      <td>4.434</td>\n",
       "      <td>6.625</td>\n",
       "      <td>4.707</td>\n",
       "      <td>1.0800</td>\n",
       "      <td>2.90800</td>\n",
       "      <td>3.855</td>\n",
       "      <td>2.443</td>\n",
       "      <td>...</td>\n",
       "      <td>3.4960</td>\n",
       "      <td>4.047</td>\n",
       "      <td>1.4410</td>\n",
       "      <td>3.4140</td>\n",
       "      <td>2.7340</td>\n",
       "      <td>2.4900</td>\n",
       "      <td>1.8530</td>\n",
       "      <td>1.6260</td>\n",
       "      <td>1.63500</td>\n",
       "      <td>2.312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.BT549</th>\n",
       "      <td>5.000</td>\n",
       "      <td>2.9100</td>\n",
       "      <td>1.8040</td>\n",
       "      <td>5.410</td>\n",
       "      <td>5.030</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.3540</td>\n",
       "      <td>3.88500</td>\n",
       "      <td>3.270</td>\n",
       "      <td>5.130</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7600</td>\n",
       "      <td>2.875</td>\n",
       "      <td>2.4140</td>\n",
       "      <td>3.3790</td>\n",
       "      <td>2.6040</td>\n",
       "      <td>2.6660</td>\n",
       "      <td>2.4380</td>\n",
       "      <td>1.0560</td>\n",
       "      <td>1.18750</td>\n",
       "      <td>3.219</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.C2BBE1</th>\n",
       "      <td>6.130</td>\n",
       "      <td>3.9040</td>\n",
       "      <td>1.8150</td>\n",
       "      <td>5.530</td>\n",
       "      <td>5.863</td>\n",
       "      <td>4.625</td>\n",
       "      <td>1.8560</td>\n",
       "      <td>2.47500</td>\n",
       "      <td>4.890</td>\n",
       "      <td>5.180</td>\n",
       "      <td>...</td>\n",
       "      <td>1.9180</td>\n",
       "      <td>3.195</td>\n",
       "      <td>2.1760</td>\n",
       "      <td>2.8460</td>\n",
       "      <td>1.8000</td>\n",
       "      <td>2.4900</td>\n",
       "      <td>2.3360</td>\n",
       "      <td>0.7880</td>\n",
       "      <td>1.47300</td>\n",
       "      <td>4.062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.C32</th>\n",
       "      <td>5.660</td>\n",
       "      <td>3.5920</td>\n",
       "      <td>2.9060</td>\n",
       "      <td>5.184</td>\n",
       "      <td>5.910</td>\n",
       "      <td>4.700</td>\n",
       "      <td>2.1660</td>\n",
       "      <td>2.97900</td>\n",
       "      <td>4.285</td>\n",
       "      <td>4.540</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7300</td>\n",
       "      <td>3.021</td>\n",
       "      <td>1.9280</td>\n",
       "      <td>3.2640</td>\n",
       "      <td>2.7900</td>\n",
       "      <td>1.5980</td>\n",
       "      <td>2.1680</td>\n",
       "      <td>1.5300</td>\n",
       "      <td>1.19500</td>\n",
       "      <td>1.585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAKI1</th>\n",
       "      <td>5.785</td>\n",
       "      <td>3.1540</td>\n",
       "      <td>1.5540</td>\n",
       "      <td>3.810</td>\n",
       "      <td>6.160</td>\n",
       "      <td>4.676</td>\n",
       "      <td>0.1559</td>\n",
       "      <td>1.56700</td>\n",
       "      <td>2.918</td>\n",
       "      <td>3.550</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0990</td>\n",
       "      <td>2.223</td>\n",
       "      <td>1.2830</td>\n",
       "      <td>2.4000</td>\n",
       "      <td>0.1910</td>\n",
       "      <td>1.0570</td>\n",
       "      <td>1.1790</td>\n",
       "      <td>1.0625</td>\n",
       "      <td>0.08563</td>\n",
       "      <td>1.489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAKI2</th>\n",
       "      <td>5.285</td>\n",
       "      <td>4.2030</td>\n",
       "      <td>2.4980</td>\n",
       "      <td>5.168</td>\n",
       "      <td>5.344</td>\n",
       "      <td>4.707</td>\n",
       "      <td>0.9910</td>\n",
       "      <td>3.25000</td>\n",
       "      <td>3.040</td>\n",
       "      <td>2.928</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0900</td>\n",
       "      <td>1.819</td>\n",
       "      <td>1.4220</td>\n",
       "      <td>3.4140</td>\n",
       "      <td>2.5700</td>\n",
       "      <td>3.8790</td>\n",
       "      <td>2.4820</td>\n",
       "      <td>1.5230</td>\n",
       "      <td>0.79500</td>\n",
       "      <td>1.500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAL120</th>\n",
       "      <td>5.160</td>\n",
       "      <td>1.8470</td>\n",
       "      <td>1.5990</td>\n",
       "      <td>4.330</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.766</td>\n",
       "      <td>1.7530</td>\n",
       "      <td>1.47700</td>\n",
       "      <td>1.528</td>\n",
       "      <td>3.768</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9060</td>\n",
       "      <td>2.426</td>\n",
       "      <td>2.4920</td>\n",
       "      <td>3.9040</td>\n",
       "      <td>1.7890</td>\n",
       "      <td>2.5490</td>\n",
       "      <td>2.5160</td>\n",
       "      <td>1.6330</td>\n",
       "      <td>1.61100</td>\n",
       "      <td>3.006</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAL148</th>\n",
       "      <td>3.459</td>\n",
       "      <td>2.6200</td>\n",
       "      <td>1.6560</td>\n",
       "      <td>5.273</td>\n",
       "      <td>5.844</td>\n",
       "      <td>3.920</td>\n",
       "      <td>2.1660</td>\n",
       "      <td>3.87500</td>\n",
       "      <td>3.744</td>\n",
       "      <td>3.344</td>\n",
       "      <td>...</td>\n",
       "      <td>3.4260</td>\n",
       "      <td>2.902</td>\n",
       "      <td>1.8280</td>\n",
       "      <td>1.7860</td>\n",
       "      <td>3.0490</td>\n",
       "      <td>5.0620</td>\n",
       "      <td>1.5610</td>\n",
       "      <td>1.2890</td>\n",
       "      <td>1.28000</td>\n",
       "      <td>2.418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAL51</th>\n",
       "      <td>5.310</td>\n",
       "      <td>3.6000</td>\n",
       "      <td>3.2250</td>\n",
       "      <td>4.800</td>\n",
       "      <td>5.460</td>\n",
       "      <td>4.188</td>\n",
       "      <td>1.1610</td>\n",
       "      <td>3.34000</td>\n",
       "      <td>3.822</td>\n",
       "      <td>3.975</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2250</td>\n",
       "      <td>3.498</td>\n",
       "      <td>2.1150</td>\n",
       "      <td>2.9160</td>\n",
       "      <td>3.3650</td>\n",
       "      <td>2.4600</td>\n",
       "      <td>2.9200</td>\n",
       "      <td>1.7640</td>\n",
       "      <td>1.95900</td>\n",
       "      <td>2.996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAL54</th>\n",
       "      <td>5.320</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>3.1000</td>\n",
       "      <td>4.086</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.156</td>\n",
       "      <td>1.2650</td>\n",
       "      <td>2.99800</td>\n",
       "      <td>3.436</td>\n",
       "      <td>1.635</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1930</td>\n",
       "      <td>3.158</td>\n",
       "      <td>1.2040</td>\n",
       "      <td>2.6400</td>\n",
       "      <td>1.2020</td>\n",
       "      <td>1.9340</td>\n",
       "      <td>1.5950</td>\n",
       "      <td>0.9390</td>\n",
       "      <td>0.95650</td>\n",
       "      <td>1.692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAL851</th>\n",
       "      <td>4.816</td>\n",
       "      <td>2.3830</td>\n",
       "      <td>1.8260</td>\n",
       "      <td>4.816</td>\n",
       "      <td>5.562</td>\n",
       "      <td>3.084</td>\n",
       "      <td>1.0720</td>\n",
       "      <td>0.84200</td>\n",
       "      <td>4.516</td>\n",
       "      <td>4.100</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3290</td>\n",
       "      <td>1.637</td>\n",
       "      <td>1.2140</td>\n",
       "      <td>2.9160</td>\n",
       "      <td>2.5820</td>\n",
       "      <td>1.6270</td>\n",
       "      <td>1.8870</td>\n",
       "      <td>0.0802</td>\n",
       "      <td>0.56350</td>\n",
       "      <td>2.440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CALU3</th>\n",
       "      <td>5.465</td>\n",
       "      <td>2.1660</td>\n",
       "      <td>1.8380</td>\n",
       "      <td>4.055</td>\n",
       "      <td>5.260</td>\n",
       "      <td>2.914</td>\n",
       "      <td>0.9175</td>\n",
       "      <td>0.51950</td>\n",
       "      <td>3.424</td>\n",
       "      <td>5.484</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9610</td>\n",
       "      <td>1.848</td>\n",
       "      <td>1.2730</td>\n",
       "      <td>2.8180</td>\n",
       "      <td>1.1470</td>\n",
       "      <td>1.8610</td>\n",
       "      <td>1.5950</td>\n",
       "      <td>0.8843</td>\n",
       "      <td>1.04900</td>\n",
       "      <td>1.874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CALU6</th>\n",
       "      <td>4.830</td>\n",
       "      <td>3.1330</td>\n",
       "      <td>2.7250</td>\n",
       "      <td>3.992</td>\n",
       "      <td>5.010</td>\n",
       "      <td>4.492</td>\n",
       "      <td>1.9750</td>\n",
       "      <td>1.57700</td>\n",
       "      <td>3.898</td>\n",
       "      <td>4.242</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7680</td>\n",
       "      <td>3.297</td>\n",
       "      <td>1.5910</td>\n",
       "      <td>2.2130</td>\n",
       "      <td>1.2130</td>\n",
       "      <td>2.3440</td>\n",
       "      <td>2.2340</td>\n",
       "      <td>1.5100</td>\n",
       "      <td>1.07200</td>\n",
       "      <td>1.927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAMA1</th>\n",
       "      <td>5.215</td>\n",
       "      <td>3.0080</td>\n",
       "      <td>5.2850</td>\n",
       "      <td>6.160</td>\n",
       "      <td>6.310</td>\n",
       "      <td>3.254</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.08800</td>\n",
       "      <td>4.750</td>\n",
       "      <td>3.402</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9510</td>\n",
       "      <td>3.443</td>\n",
       "      <td>2.0960</td>\n",
       "      <td>3.2640</td>\n",
       "      <td>3.1580</td>\n",
       "      <td>2.0210</td>\n",
       "      <td>2.9080</td>\n",
       "      <td>1.5850</td>\n",
       "      <td>0.74850</td>\n",
       "      <td>2.236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CAOV4</th>\n",
       "      <td>4.668</td>\n",
       "      <td>3.5500</td>\n",
       "      <td>2.1800</td>\n",
       "      <td>4.480</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.900</td>\n",
       "      <td>0.6290</td>\n",
       "      <td>1.37600</td>\n",
       "      <td>3.910</td>\n",
       "      <td>2.730</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1860</td>\n",
       "      <td>2.800</td>\n",
       "      <td>1.9280</td>\n",
       "      <td>3.6540</td>\n",
       "      <td>1.3110</td>\n",
       "      <td>1.8910</td>\n",
       "      <td>0.9090</td>\n",
       "      <td>1.8250</td>\n",
       "      <td>2.02000</td>\n",
       "      <td>1.725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CCK81</th>\n",
       "      <td>6.254</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>2.0200</td>\n",
       "      <td>4.040</td>\n",
       "      <td>5.363</td>\n",
       "      <td>3.174</td>\n",
       "      <td>1.7450</td>\n",
       "      <td>2.23200</td>\n",
       "      <td>3.535</td>\n",
       "      <td>5.406</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4890</td>\n",
       "      <td>2.004</td>\n",
       "      <td>1.7890</td>\n",
       "      <td>2.9790</td>\n",
       "      <td>2.7340</td>\n",
       "      <td>3.1620</td>\n",
       "      <td>2.6500</td>\n",
       "      <td>1.5030</td>\n",
       "      <td>2.63700</td>\n",
       "      <td>1.980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.CJM</th>\n",
       "      <td>7.715</td>\n",
       "      <td>1.7350</td>\n",
       "      <td>1.8950</td>\n",
       "      <td>3.824</td>\n",
       "      <td>5.977</td>\n",
       "      <td>5.195</td>\n",
       "      <td>1.5460</td>\n",
       "      <td>3.56200</td>\n",
       "      <td>2.773</td>\n",
       "      <td>0.548</td>\n",
       "      <td>...</td>\n",
       "      <td>2.9590</td>\n",
       "      <td>2.709</td>\n",
       "      <td>2.5530</td>\n",
       "      <td>3.6200</td>\n",
       "      <td>1.9740</td>\n",
       "      <td>3.2340</td>\n",
       "      <td>2.2340</td>\n",
       "      <td>1.0970</td>\n",
       "      <td>1.35000</td>\n",
       "      <td>1.799</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>gCSI.OVTOKO</th>\n",
       "      <td>2.844</td>\n",
       "      <td>3.3500</td>\n",
       "      <td>1.5990</td>\n",
       "      <td>3.352</td>\n",
       "      <td>3.914</td>\n",
       "      <td>3.373</td>\n",
       "      <td>0.6360</td>\n",
       "      <td>0.87200</td>\n",
       "      <td>2.531</td>\n",
       "      <td>3.383</td>\n",
       "      <td>...</td>\n",
       "      <td>1.0680</td>\n",
       "      <td>1.948</td>\n",
       "      <td>1.2640</td>\n",
       "      <td>1.8125</td>\n",
       "      <td>0.3105</td>\n",
       "      <td>2.2270</td>\n",
       "      <td>1.2010</td>\n",
       "      <td>0.9050</td>\n",
       "      <td>0.21670</td>\n",
       "      <td>1.212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.RCM-1</th>\n",
       "      <td>5.170</td>\n",
       "      <td>2.2440</td>\n",
       "      <td>2.2810</td>\n",
       "      <td>3.352</td>\n",
       "      <td>5.445</td>\n",
       "      <td>4.164</td>\n",
       "      <td>2.3070</td>\n",
       "      <td>1.35500</td>\n",
       "      <td>4.316</td>\n",
       "      <td>2.672</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5730</td>\n",
       "      <td>3.460</td>\n",
       "      <td>1.0350</td>\n",
       "      <td>2.3200</td>\n",
       "      <td>2.1250</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>2.1230</td>\n",
       "      <td>-0.2358</td>\n",
       "      <td>1.98900</td>\n",
       "      <td>1.543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.RERF-LC-MS</th>\n",
       "      <td>4.715</td>\n",
       "      <td>3.9960</td>\n",
       "      <td>2.6230</td>\n",
       "      <td>4.600</td>\n",
       "      <td>5.793</td>\n",
       "      <td>5.668</td>\n",
       "      <td>2.3600</td>\n",
       "      <td>2.98800</td>\n",
       "      <td>3.447</td>\n",
       "      <td>2.889</td>\n",
       "      <td>...</td>\n",
       "      <td>2.5920</td>\n",
       "      <td>2.518</td>\n",
       "      <td>1.5310</td>\n",
       "      <td>2.6300</td>\n",
       "      <td>2.5180</td>\n",
       "      <td>2.3140</td>\n",
       "      <td>2.0780</td>\n",
       "      <td>0.8843</td>\n",
       "      <td>1.45000</td>\n",
       "      <td>1.906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.RKO</th>\n",
       "      <td>3.164</td>\n",
       "      <td>2.6050</td>\n",
       "      <td>2.4300</td>\n",
       "      <td>3.094</td>\n",
       "      <td>4.680</td>\n",
       "      <td>2.648</td>\n",
       "      <td>1.7080</td>\n",
       "      <td>3.17000</td>\n",
       "      <td>3.568</td>\n",
       "      <td>3.758</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.5396</td>\n",
       "      <td>2.186</td>\n",
       "      <td>2.3950</td>\n",
       "      <td>-0.9730</td>\n",
       "      <td>1.4080</td>\n",
       "      <td>1.8170</td>\n",
       "      <td>2.8540</td>\n",
       "      <td>0.2795</td>\n",
       "      <td>2.61300</td>\n",
       "      <td>1.617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.RPMI-7951</th>\n",
       "      <td>6.290</td>\n",
       "      <td>3.5570</td>\n",
       "      <td>2.2130</td>\n",
       "      <td>4.920</td>\n",
       "      <td>6.145</td>\n",
       "      <td>4.758</td>\n",
       "      <td>2.4340</td>\n",
       "      <td>2.74600</td>\n",
       "      <td>4.062</td>\n",
       "      <td>3.451</td>\n",
       "      <td>...</td>\n",
       "      <td>3.1580</td>\n",
       "      <td>2.691</td>\n",
       "      <td>1.4510</td>\n",
       "      <td>3.2990</td>\n",
       "      <td>2.4300</td>\n",
       "      <td>3.3670</td>\n",
       "      <td>2.5400</td>\n",
       "      <td>1.4470</td>\n",
       "      <td>2.02000</td>\n",
       "      <td>2.482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.RVH-421</th>\n",
       "      <td>6.880</td>\n",
       "      <td>3.5080</td>\n",
       "      <td>1.7350</td>\n",
       "      <td>4.617</td>\n",
       "      <td>4.650</td>\n",
       "      <td>4.918</td>\n",
       "      <td>2.3360</td>\n",
       "      <td>2.31200</td>\n",
       "      <td>3.977</td>\n",
       "      <td>2.098</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4400</td>\n",
       "      <td>3.223</td>\n",
       "      <td>1.7490</td>\n",
       "      <td>3.0760</td>\n",
       "      <td>1.2240</td>\n",
       "      <td>2.3870</td>\n",
       "      <td>1.7630</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>1.88200</td>\n",
       "      <td>1.543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-BR-3</th>\n",
       "      <td>3.756</td>\n",
       "      <td>3.7730</td>\n",
       "      <td>4.8750</td>\n",
       "      <td>5.290</td>\n",
       "      <td>6.830</td>\n",
       "      <td>4.510</td>\n",
       "      <td>0.9690</td>\n",
       "      <td>1.25500</td>\n",
       "      <td>7.130</td>\n",
       "      <td>2.967</td>\n",
       "      <td>...</td>\n",
       "      <td>4.2400</td>\n",
       "      <td>2.195</td>\n",
       "      <td>1.5910</td>\n",
       "      <td>1.6610</td>\n",
       "      <td>1.5060</td>\n",
       "      <td>1.7000</td>\n",
       "      <td>1.3480</td>\n",
       "      <td>1.1800</td>\n",
       "      <td>1.21100</td>\n",
       "      <td>2.205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-CO-1</th>\n",
       "      <td>4.793</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>2.9860</td>\n",
       "      <td>4.710</td>\n",
       "      <td>4.715</td>\n",
       "      <td>5.023</td>\n",
       "      <td>1.5980</td>\n",
       "      <td>1.52700</td>\n",
       "      <td>6.160</td>\n",
       "      <td>2.701</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7120</td>\n",
       "      <td>2.975</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>1.1720</td>\n",
       "      <td>1.2560</td>\n",
       "      <td>1.6270</td>\n",
       "      <td>1.4260</td>\n",
       "      <td>1.2410</td>\n",
       "      <td>1.85800</td>\n",
       "      <td>2.152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-MEL-1</th>\n",
       "      <td>5.910</td>\n",
       "      <td>3.5300</td>\n",
       "      <td>4.0430</td>\n",
       "      <td>5.200</td>\n",
       "      <td>5.910</td>\n",
       "      <td>4.270</td>\n",
       "      <td>2.1520</td>\n",
       "      <td>1.94000</td>\n",
       "      <td>3.172</td>\n",
       "      <td>5.110</td>\n",
       "      <td>...</td>\n",
       "      <td>2.2850</td>\n",
       "      <td>2.150</td>\n",
       "      <td>1.4910</td>\n",
       "      <td>2.7660</td>\n",
       "      <td>2.9410</td>\n",
       "      <td>2.6660</td>\n",
       "      <td>1.7295</td>\n",
       "      <td>1.4890</td>\n",
       "      <td>1.51200</td>\n",
       "      <td>2.312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-MEL-24</th>\n",
       "      <td>5.285</td>\n",
       "      <td>3.2520</td>\n",
       "      <td>1.3370</td>\n",
       "      <td>4.880</td>\n",
       "      <td>4.996</td>\n",
       "      <td>4.418</td>\n",
       "      <td>1.4420</td>\n",
       "      <td>2.56400</td>\n",
       "      <td>3.611</td>\n",
       "      <td>3.590</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1700</td>\n",
       "      <td>2.059</td>\n",
       "      <td>1.6990</td>\n",
       "      <td>1.6440</td>\n",
       "      <td>2.2440</td>\n",
       "      <td>3.0160</td>\n",
       "      <td>1.9870</td>\n",
       "      <td>0.4030</td>\n",
       "      <td>0.80220</td>\n",
       "      <td>2.110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-MEL-28</th>\n",
       "      <td>3.940</td>\n",
       "      <td>3.7930</td>\n",
       "      <td>3.5660</td>\n",
       "      <td>4.434</td>\n",
       "      <td>6.360</td>\n",
       "      <td>3.832</td>\n",
       "      <td>2.6760</td>\n",
       "      <td>1.91000</td>\n",
       "      <td>4.230</td>\n",
       "      <td>3.610</td>\n",
       "      <td>...</td>\n",
       "      <td>2.3160</td>\n",
       "      <td>1.893</td>\n",
       "      <td>1.2730</td>\n",
       "      <td>1.8490</td>\n",
       "      <td>1.9510</td>\n",
       "      <td>1.7000</td>\n",
       "      <td>1.8300</td>\n",
       "      <td>1.2070</td>\n",
       "      <td>1.96600</td>\n",
       "      <td>1.436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-MEL-3</th>\n",
       "      <td>4.440</td>\n",
       "      <td>4.0700</td>\n",
       "      <td>2.5310</td>\n",
       "      <td>5.000</td>\n",
       "      <td>6.477</td>\n",
       "      <td>4.410</td>\n",
       "      <td>2.4400</td>\n",
       "      <td>1.89000</td>\n",
       "      <td>4.605</td>\n",
       "      <td>4.360</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9917</td>\n",
       "      <td>2.470</td>\n",
       "      <td>1.5610</td>\n",
       "      <td>3.0060</td>\n",
       "      <td>1.8970</td>\n",
       "      <td>2.2270</td>\n",
       "      <td>1.9540</td>\n",
       "      <td>0.8496</td>\n",
       "      <td>2.29000</td>\n",
       "      <td>2.643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-MEL-30</th>\n",
       "      <td>5.035</td>\n",
       "      <td>3.9530</td>\n",
       "      <td>3.1560</td>\n",
       "      <td>5.850</td>\n",
       "      <td>6.062</td>\n",
       "      <td>3.787</td>\n",
       "      <td>2.4920</td>\n",
       "      <td>2.42400</td>\n",
       "      <td>4.273</td>\n",
       "      <td>5.270</td>\n",
       "      <td>...</td>\n",
       "      <td>2.8380</td>\n",
       "      <td>1.792</td>\n",
       "      <td>1.5810</td>\n",
       "      <td>2.5780</td>\n",
       "      <td>2.4180</td>\n",
       "      <td>3.4550</td>\n",
       "      <td>2.1680</td>\n",
       "      <td>0.9805</td>\n",
       "      <td>2.25200</td>\n",
       "      <td>1.810</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SK-OV-3</th>\n",
       "      <td>5.150</td>\n",
       "      <td>2.7930</td>\n",
       "      <td>2.2930</td>\n",
       "      <td>5.273</td>\n",
       "      <td>5.330</td>\n",
       "      <td>4.676</td>\n",
       "      <td>1.3390</td>\n",
       "      <td>3.41000</td>\n",
       "      <td>2.818</td>\n",
       "      <td>4.460</td>\n",
       "      <td>...</td>\n",
       "      <td>3.0900</td>\n",
       "      <td>2.746</td>\n",
       "      <td>1.8680</td>\n",
       "      <td>3.5840</td>\n",
       "      <td>3.2230</td>\n",
       "      <td>4.3320</td>\n",
       "      <td>2.3700</td>\n",
       "      <td>1.4610</td>\n",
       "      <td>1.14900</td>\n",
       "      <td>2.494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SNU-C1</th>\n",
       "      <td>4.395</td>\n",
       "      <td>2.5700</td>\n",
       "      <td>2.3050</td>\n",
       "      <td>5.000</td>\n",
       "      <td>5.960</td>\n",
       "      <td>3.506</td>\n",
       "      <td>2.0700</td>\n",
       "      <td>2.37300</td>\n",
       "      <td>6.040</td>\n",
       "      <td>5.230</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9536</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.1460</td>\n",
       "      <td>1.9640</td>\n",
       "      <td>2.7230</td>\n",
       "      <td>2.6500</td>\n",
       "      <td>1.7180</td>\n",
       "      <td>-0.4146</td>\n",
       "      <td>1.68800</td>\n",
       "      <td>2.557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW1463</th>\n",
       "      <td>3.620</td>\n",
       "      <td>2.6050</td>\n",
       "      <td>1.9290</td>\n",
       "      <td>3.795</td>\n",
       "      <td>5.130</td>\n",
       "      <td>3.742</td>\n",
       "      <td>1.7600</td>\n",
       "      <td>1.79900</td>\n",
       "      <td>4.260</td>\n",
       "      <td>3.926</td>\n",
       "      <td>...</td>\n",
       "      <td>1.2360</td>\n",
       "      <td>2.848</td>\n",
       "      <td>1.7990</td>\n",
       "      <td>0.9230</td>\n",
       "      <td>2.1370</td>\n",
       "      <td>3.9080</td>\n",
       "      <td>2.1230</td>\n",
       "      <td>0.4924</td>\n",
       "      <td>1.80500</td>\n",
       "      <td>2.643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW1573</th>\n",
       "      <td>4.977</td>\n",
       "      <td>3.7250</td>\n",
       "      <td>1.7010</td>\n",
       "      <td>3.596</td>\n",
       "      <td>5.145</td>\n",
       "      <td>4.270</td>\n",
       "      <td>2.5720</td>\n",
       "      <td>3.67400</td>\n",
       "      <td>2.719</td>\n",
       "      <td>4.855</td>\n",
       "      <td>...</td>\n",
       "      <td>1.8040</td>\n",
       "      <td>3.040</td>\n",
       "      <td>2.7400</td>\n",
       "      <td>-0.8400</td>\n",
       "      <td>3.7770</td>\n",
       "      <td>3.3670</td>\n",
       "      <td>3.0210</td>\n",
       "      <td>1.0210</td>\n",
       "      <td>1.18750</td>\n",
       "      <td>2.898</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW403</th>\n",
       "      <td>4.840</td>\n",
       "      <td>1.9860</td>\n",
       "      <td>2.5660</td>\n",
       "      <td>4.375</td>\n",
       "      <td>5.930</td>\n",
       "      <td>3.262</td>\n",
       "      <td>1.7010</td>\n",
       "      <td>2.10200</td>\n",
       "      <td>4.824</td>\n",
       "      <td>3.738</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1780</td>\n",
       "      <td>3.709</td>\n",
       "      <td>1.1450</td>\n",
       "      <td>1.8210</td>\n",
       "      <td>2.6910</td>\n",
       "      <td>2.6210</td>\n",
       "      <td>2.5600</td>\n",
       "      <td>1.5370</td>\n",
       "      <td>1.95100</td>\n",
       "      <td>2.611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW48</th>\n",
       "      <td>6.860</td>\n",
       "      <td>3.7660</td>\n",
       "      <td>3.2250</td>\n",
       "      <td>3.506</td>\n",
       "      <td>5.330</td>\n",
       "      <td>4.195</td>\n",
       "      <td>2.0490</td>\n",
       "      <td>2.79700</td>\n",
       "      <td>3.260</td>\n",
       "      <td>2.020</td>\n",
       "      <td>...</td>\n",
       "      <td>1.4280</td>\n",
       "      <td>3.113</td>\n",
       "      <td>2.4820</td>\n",
       "      <td>2.6930</td>\n",
       "      <td>2.0400</td>\n",
       "      <td>1.8910</td>\n",
       "      <td>3.0880</td>\n",
       "      <td>0.9873</td>\n",
       "      <td>2.55300</td>\n",
       "      <td>2.418</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW480</th>\n",
       "      <td>3.004</td>\n",
       "      <td>2.4650</td>\n",
       "      <td>0.9395</td>\n",
       "      <td>2.910</td>\n",
       "      <td>4.680</td>\n",
       "      <td>2.500</td>\n",
       "      <td>2.9650</td>\n",
       "      <td>0.05618</td>\n",
       "      <td>3.744</td>\n",
       "      <td>3.658</td>\n",
       "      <td>...</td>\n",
       "      <td>0.1266</td>\n",
       "      <td>2.691</td>\n",
       "      <td>1.1840</td>\n",
       "      <td>2.3030</td>\n",
       "      <td>0.9844</td>\n",
       "      <td>0.8813</td>\n",
       "      <td>1.5050</td>\n",
       "      <td>0.5200</td>\n",
       "      <td>1.34200</td>\n",
       "      <td>2.654</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW620</th>\n",
       "      <td>6.105</td>\n",
       "      <td>2.0760</td>\n",
       "      <td>1.5080</td>\n",
       "      <td>5.242</td>\n",
       "      <td>4.930</td>\n",
       "      <td>3.107</td>\n",
       "      <td>1.5980</td>\n",
       "      <td>2.56400</td>\n",
       "      <td>4.406</td>\n",
       "      <td>4.062</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7340</td>\n",
       "      <td>2.242</td>\n",
       "      <td>2.2750</td>\n",
       "      <td>2.7200</td>\n",
       "      <td>2.3540</td>\n",
       "      <td>3.2500</td>\n",
       "      <td>2.0880</td>\n",
       "      <td>-0.3457</td>\n",
       "      <td>2.77500</td>\n",
       "      <td>2.920</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW837</th>\n",
       "      <td>5.535</td>\n",
       "      <td>3.2030</td>\n",
       "      <td>2.4300</td>\n",
       "      <td>5.060</td>\n",
       "      <td>5.910</td>\n",
       "      <td>4.676</td>\n",
       "      <td>1.3540</td>\n",
       "      <td>2.33400</td>\n",
       "      <td>3.040</td>\n",
       "      <td>3.857</td>\n",
       "      <td>...</td>\n",
       "      <td>2.1250</td>\n",
       "      <td>2.443</td>\n",
       "      <td>2.2560</td>\n",
       "      <td>3.3340</td>\n",
       "      <td>2.3320</td>\n",
       "      <td>1.4220</td>\n",
       "      <td>2.7970</td>\n",
       "      <td>1.2820</td>\n",
       "      <td>1.79700</td>\n",
       "      <td>3.936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.SW948</th>\n",
       "      <td>3.928</td>\n",
       "      <td>3.3830</td>\n",
       "      <td>1.7240</td>\n",
       "      <td>4.190</td>\n",
       "      <td>5.210</td>\n",
       "      <td>3.639</td>\n",
       "      <td>2.0860</td>\n",
       "      <td>2.83600</td>\n",
       "      <td>4.957</td>\n",
       "      <td>4.210</td>\n",
       "      <td>...</td>\n",
       "      <td>1.7420</td>\n",
       "      <td>4.670</td>\n",
       "      <td>1.6500</td>\n",
       "      <td>2.1330</td>\n",
       "      <td>2.7440</td>\n",
       "      <td>4.7540</td>\n",
       "      <td>2.6500</td>\n",
       "      <td>0.1696</td>\n",
       "      <td>1.73500</td>\n",
       "      <td>2.771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.T47D</th>\n",
       "      <td>5.957</td>\n",
       "      <td>2.9100</td>\n",
       "      <td>4.1900</td>\n",
       "      <td>5.184</td>\n",
       "      <td>8.240</td>\n",
       "      <td>3.898</td>\n",
       "      <td>0.9395</td>\n",
       "      <td>2.64500</td>\n",
       "      <td>4.008</td>\n",
       "      <td>4.100</td>\n",
       "      <td>...</td>\n",
       "      <td>3.4730</td>\n",
       "      <td>2.764</td>\n",
       "      <td>1.7990</td>\n",
       "      <td>3.5920</td>\n",
       "      <td>2.2770</td>\n",
       "      <td>2.2270</td>\n",
       "      <td>2.1110</td>\n",
       "      <td>1.5440</td>\n",
       "      <td>1.74300</td>\n",
       "      <td>3.360</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.T84</th>\n",
       "      <td>4.875</td>\n",
       "      <td>2.9180</td>\n",
       "      <td>1.7810</td>\n",
       "      <td>4.754</td>\n",
       "      <td>6.094</td>\n",
       "      <td>3.543</td>\n",
       "      <td>2.2930</td>\n",
       "      <td>2.35400</td>\n",
       "      <td>6.050</td>\n",
       "      <td>4.805</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5890</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1540</td>\n",
       "      <td>3.1840</td>\n",
       "      <td>2.8100</td>\n",
       "      <td>2.7090</td>\n",
       "      <td>2.1900</td>\n",
       "      <td>1.6880</td>\n",
       "      <td>1.90400</td>\n",
       "      <td>2.590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.TOV-112D</th>\n",
       "      <td>5.695</td>\n",
       "      <td>1.4990</td>\n",
       "      <td>2.1800</td>\n",
       "      <td>6.160</td>\n",
       "      <td>5.312</td>\n",
       "      <td>3.357</td>\n",
       "      <td>1.5160</td>\n",
       "      <td>3.39000</td>\n",
       "      <td>2.994</td>\n",
       "      <td>4.370</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3360</td>\n",
       "      <td>3.846</td>\n",
       "      <td>1.5210</td>\n",
       "      <td>2.8890</td>\n",
       "      <td>3.4180</td>\n",
       "      <td>3.7320</td>\n",
       "      <td>2.5600</td>\n",
       "      <td>1.5710</td>\n",
       "      <td>2.77500</td>\n",
       "      <td>2.248</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.TOV-21G</th>\n",
       "      <td>4.690</td>\n",
       "      <td>3.1540</td>\n",
       "      <td>3.6230</td>\n",
       "      <td>4.510</td>\n",
       "      <td>5.062</td>\n",
       "      <td>2.973</td>\n",
       "      <td>1.5750</td>\n",
       "      <td>2.43400</td>\n",
       "      <td>3.380</td>\n",
       "      <td>3.460</td>\n",
       "      <td>...</td>\n",
       "      <td>2.4920</td>\n",
       "      <td>2.902</td>\n",
       "      <td>1.3430</td>\n",
       "      <td>2.0250</td>\n",
       "      <td>2.5700</td>\n",
       "      <td>2.4320</td>\n",
       "      <td>2.1330</td>\n",
       "      <td>1.2410</td>\n",
       "      <td>1.60400</td>\n",
       "      <td>1.788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.UACC-62</th>\n",
       "      <td>5.090</td>\n",
       "      <td>4.0230</td>\n",
       "      <td>3.2030</td>\n",
       "      <td>4.266</td>\n",
       "      <td>6.660</td>\n",
       "      <td>3.780</td>\n",
       "      <td>1.7450</td>\n",
       "      <td>1.97100</td>\n",
       "      <td>4.330</td>\n",
       "      <td>2.395</td>\n",
       "      <td>...</td>\n",
       "      <td>2.0020</td>\n",
       "      <td>2.205</td>\n",
       "      <td>1.4410</td>\n",
       "      <td>2.9960</td>\n",
       "      <td>1.8430</td>\n",
       "      <td>1.1450</td>\n",
       "      <td>1.9990</td>\n",
       "      <td>1.9770</td>\n",
       "      <td>1.15700</td>\n",
       "      <td>2.152</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.WM-115</th>\n",
       "      <td>4.830</td>\n",
       "      <td>3.2090</td>\n",
       "      <td>3.0200</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.36100</td>\n",
       "      <td>4.008</td>\n",
       "      <td>3.470</td>\n",
       "      <td>...</td>\n",
       "      <td>2.3550</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.6760</td>\n",
       "      <td>2.9630</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>1.0830</td>\n",
       "      <td>2.14300</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.WM-266-4</th>\n",
       "      <td>4.656</td>\n",
       "      <td>2.9800</td>\n",
       "      <td>2.8850</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.24000</td>\n",
       "      <td>4.230</td>\n",
       "      <td>3.797</td>\n",
       "      <td>...</td>\n",
       "      <td>2.7230</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.3060</td>\n",
       "      <td>2.8870</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.1450</td>\n",
       "      <td>1.2140</td>\n",
       "      <td>1.52700</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4877 rows × 942 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  AARS   ABCB6   ABCC5  ABCF1  ABCF3  ABHD4   ABHD6     ABL1  \\\n",
       "CELL                                                                           \n",
       "CCLE.769P        5.310  1.0130  1.6330  5.047  4.980  3.484  0.0968  3.39000   \n",
       "CCLE.A101D       4.906  3.4400  2.3730  5.625  6.344  4.380  2.0490  1.84000   \n",
       "CCLE.A2058       5.310  3.8570  1.8950  6.645  5.710  4.600  1.8710  2.80700   \n",
       "CCLE.A375        6.004  3.2930  1.9630  5.380  5.010  3.572  2.3070  2.92800   \n",
       "CCLE.A498        5.773  3.7460  1.2800  3.398  5.297  6.297  0.7990  2.78700   \n",
       "CCLE.A549        5.490  3.6270  1.0080  4.207  4.562  5.617  1.3310  2.31200   \n",
       "CCLE.A704        1.145  3.1400  1.5420  1.492  3.880  3.965  0.3481  1.03300   \n",
       "CCLE.ABC1        5.535  0.9707  5.7600  4.938  7.560  4.492  0.8213  2.35400   \n",
       "CCLE.ACHN        7.050  2.3120  1.9510  4.360  4.598  4.710  1.3680  2.86700   \n",
       "CCLE.AU565       3.723  4.2400  4.0550  6.145  6.875  5.156  1.7820  1.18500   \n",
       "CCLE.BFTC909     6.220  2.6200  2.3610  4.510  5.710  5.453  1.7680  3.46000   \n",
       "CCLE.BT20        6.035  3.4750  3.0660  5.824  6.080  5.630  1.8860  3.08800   \n",
       "CCLE.BT474       6.195  3.1330  4.3950  5.047  6.660  4.062  0.8213  3.91400   \n",
       "CCLE.BT483       5.190  3.1330  4.5100  4.434  6.625  4.707  1.0800  2.90800   \n",
       "CCLE.BT549       5.000  2.9100  1.8040  5.410  5.030  3.232  1.3540  3.88500   \n",
       "CCLE.C2BBE1      6.130  3.9040  1.8150  5.530  5.863  4.625  1.8560  2.47500   \n",
       "CCLE.C32         5.660  3.5920  2.9060  5.184  5.910  4.700  2.1660  2.97900   \n",
       "CCLE.CAKI1       5.785  3.1540  1.5540  3.810  6.160  4.676  0.1559  1.56700   \n",
       "CCLE.CAKI2       5.285  4.2030  2.4980  5.168  5.344  4.707  0.9910  3.25000   \n",
       "CCLE.CAL120      5.160  1.8470  1.5990  4.330  5.047  4.766  1.7530  1.47700   \n",
       "CCLE.CAL148      3.459  2.6200  1.6560  5.273  5.844  3.920  2.1660  3.87500   \n",
       "CCLE.CAL51       5.310  3.6000  3.2250  4.800  5.460  4.188  1.1610  3.34000   \n",
       "CCLE.CAL54       5.320  2.5000  3.1000  4.086  5.895  4.156  1.2650  2.99800   \n",
       "CCLE.CAL851      4.816  2.3830  1.8260  4.816  5.562  3.084  1.0720  0.84200   \n",
       "CCLE.CALU3       5.465  2.1660  1.8380  4.055  5.260  2.914  0.9175  0.51950   \n",
       "CCLE.CALU6       4.830  3.1330  2.7250  3.992  5.010  4.492  1.9750  1.57700   \n",
       "CCLE.CAMA1       5.215  3.0080  5.2850  6.160  6.310  3.254  0.0968  3.08800   \n",
       "CCLE.CAOV4       4.668  3.5500  2.1800  4.480  5.895  4.900  0.6290  1.37600   \n",
       "CCLE.CCK81       6.254  2.5000  2.0200  4.040  5.363  3.174  1.7450  2.23200   \n",
       "CCLE.CJM         7.715  1.7350  1.8950  3.824  5.977  5.195  1.5460  3.56200   \n",
       "...                ...     ...     ...    ...    ...    ...     ...      ...   \n",
       "gCSI.OVTOKO      2.844  3.3500  1.5990  3.352  3.914  3.373  0.6360  0.87200   \n",
       "gCSI.RCM-1       5.170  2.2440  2.2810  3.352  5.445  4.164  2.3070  1.35500   \n",
       "gCSI.RERF-LC-MS  4.715  3.9960  2.6230  4.600  5.793  5.668  2.3600  2.98800   \n",
       "gCSI.RKO         3.164  2.6050  2.4300  3.094  4.680  2.648  1.7080  3.17000   \n",
       "gCSI.RPMI-7951   6.290  3.5570  2.2130  4.920  6.145  4.758  2.4340  2.74600   \n",
       "gCSI.RVH-421     6.880  3.5080  1.7350  4.617  4.650  4.918  2.3360  2.31200   \n",
       "gCSI.SK-BR-3     3.756  3.7730  4.8750  5.290  6.830  4.510  0.9690  1.25500   \n",
       "gCSI.SK-CO-1     4.793  2.5000  2.9860  4.710  4.715  5.023  1.5980  1.52700   \n",
       "gCSI.SK-MEL-1    5.910  3.5300  4.0430  5.200  5.910  4.270  2.1520  1.94000   \n",
       "gCSI.SK-MEL-24   5.285  3.2520  1.3370  4.880  4.996  4.418  1.4420  2.56400   \n",
       "gCSI.SK-MEL-28   3.940  3.7930  3.5660  4.434  6.360  3.832  2.6760  1.91000   \n",
       "gCSI.SK-MEL-3    4.440  4.0700  2.5310  5.000  6.477  4.410  2.4400  1.89000   \n",
       "gCSI.SK-MEL-30   5.035  3.9530  3.1560  5.850  6.062  3.787  2.4920  2.42400   \n",
       "gCSI.SK-OV-3     5.150  2.7930  2.2930  5.273  5.330  4.676  1.3390  3.41000   \n",
       "gCSI.SNU-C1      4.395  2.5700  2.3050  5.000  5.960  3.506  2.0700  2.37300   \n",
       "gCSI.SW1463      3.620  2.6050  1.9290  3.795  5.130  3.742  1.7600  1.79900   \n",
       "gCSI.SW1573      4.977  3.7250  1.7010  3.596  5.145  4.270  2.5720  3.67400   \n",
       "gCSI.SW403       4.840  1.9860  2.5660  4.375  5.930  3.262  1.7010  2.10200   \n",
       "gCSI.SW48        6.860  3.7660  3.2250  3.506  5.330  4.195  2.0490  2.79700   \n",
       "gCSI.SW480       3.004  2.4650  0.9395  2.910  4.680  2.500  2.9650  0.05618   \n",
       "gCSI.SW620       6.105  2.0760  1.5080  5.242  4.930  3.107  1.5980  2.56400   \n",
       "gCSI.SW837       5.535  3.2030  2.4300  5.060  5.910  4.676  1.3540  2.33400   \n",
       "gCSI.SW948       3.928  3.3830  1.7240  4.190  5.210  3.639  2.0860  2.83600   \n",
       "gCSI.T47D        5.957  2.9100  4.1900  5.184  8.240  3.898  0.9395  2.64500   \n",
       "gCSI.T84         4.875  2.9180  1.7810  4.754  6.094  3.543  2.2930  2.35400   \n",
       "gCSI.TOV-112D    5.695  1.4990  2.1800  6.160  5.312  3.357  1.5160  3.39000   \n",
       "gCSI.TOV-21G     4.690  3.1540  3.6230  4.510  5.062  2.973  1.5750  2.43400   \n",
       "gCSI.UACC-62     5.090  4.0230  3.2030  4.266  6.660  3.780  1.7450  1.97100   \n",
       "gCSI.WM-115      4.830  3.2090  3.0200  5.730  5.895  4.460  1.9960  3.36100   \n",
       "gCSI.WM-266-4    4.656  2.9800  2.8850  3.840  4.715  3.662  2.2700  3.24000   \n",
       "\n",
       "                 ACAA1  ACAT2  ...   ZMIZ1  ZMYM2  ZNF131  ZNF274  ZNF318  \\\n",
       "CELL                           ...                                          \n",
       "CCLE.769P        2.443  3.680  ...  2.4550  2.426  1.1640  3.1110  1.7240   \n",
       "CCLE.A101D       4.086  2.898  ...  2.4080  2.352  1.6010  2.5680  2.4300   \n",
       "CCLE.A2058       3.668  3.816  ...  2.6150  3.094  1.9375  2.4260  2.2900   \n",
       "CCLE.A375        3.547  3.690  ...  2.8830  3.186  1.8880  2.8800  2.1910   \n",
       "CCLE.A498        3.215  2.730  ...  2.2400  2.168  1.2330  1.7150  0.9080   \n",
       "CCLE.A549        3.281  3.580  ...  2.2010  2.389  1.4620  3.0410  1.2450   \n",
       "CCLE.A704        2.322  1.635  ...  0.9150  2.389  1.5510  2.3650  1.0390   \n",
       "CCLE.ABC1        3.480  5.023  ...  0.1649  2.893  2.5920  2.2050  2.7340   \n",
       "CCLE.ACHN        2.697  3.550  ...  2.0640  3.270  1.1840  2.6760  1.2340   \n",
       "CCLE.AU565       6.613  3.738  ...  3.9630  2.600  2.1370  1.3060  1.8640   \n",
       "CCLE.BFTC909     3.889  4.094  ...  2.4920  2.800  1.1140  2.8980  3.0700   \n",
       "CCLE.BT20        3.922  4.540  ...  2.2400  3.902  2.8100  4.0200  3.0820   \n",
       "CCLE.BT474       3.105  4.113  ...  3.2050  3.205  2.8300  2.5680  2.2130   \n",
       "CCLE.BT483       3.855  2.443  ...  3.4960  4.047  1.4410  3.4140  2.7340   \n",
       "CCLE.BT549       3.270  5.130  ...  2.7600  2.875  2.4140  3.3790  2.6040   \n",
       "CCLE.C2BBE1      4.890  5.180  ...  1.9180  3.195  2.1760  2.8460  1.8000   \n",
       "CCLE.C32         4.285  4.540  ...  2.7300  3.021  1.9280  3.2640  2.7900   \n",
       "CCLE.CAKI1       2.918  3.550  ...  1.0990  2.223  1.2830  2.4000  0.1910   \n",
       "CCLE.CAKI2       3.040  2.928  ...  3.0900  1.819  1.4220  3.4140  2.5700   \n",
       "CCLE.CAL120      1.528  3.768  ...  2.9060  2.426  2.4920  3.9040  1.7890   \n",
       "CCLE.CAL148      3.744  3.344  ...  3.4260  2.902  1.8280  1.7860  3.0490   \n",
       "CCLE.CAL51       3.822  3.975  ...  2.2250  3.498  2.1150  2.9160  3.3650   \n",
       "CCLE.CAL54       3.436  1.635  ...  2.1930  3.158  1.2040  2.6400  1.2020   \n",
       "CCLE.CAL851      4.516  4.100  ...  1.3290  1.637  1.2140  2.9160  2.5820   \n",
       "CCLE.CALU3       3.424  5.484  ...  0.9610  1.848  1.2730  2.8180  1.1470   \n",
       "CCLE.CALU6       3.898  4.242  ...  2.7680  3.297  1.5910  2.2130  1.2130   \n",
       "CCLE.CAMA1       4.750  3.402  ...  2.9510  3.443  2.0960  3.2640  3.1580   \n",
       "CCLE.CAOV4       3.910  2.730  ...  2.1860  2.800  1.9280  3.6540  1.3110   \n",
       "CCLE.CCK81       3.535  5.406  ...  1.4890  2.004  1.7890  2.9790  2.7340   \n",
       "CCLE.CJM         2.773  0.548  ...  2.9590  2.709  2.5530  3.6200  1.9740   \n",
       "...                ...    ...  ...     ...    ...     ...     ...     ...   \n",
       "gCSI.OVTOKO      2.531  3.383  ...  1.0680  1.948  1.2640  1.8125  0.3105   \n",
       "gCSI.RCM-1       4.316  2.672  ...  1.5730  3.460  1.0350  2.3200  2.1250   \n",
       "gCSI.RERF-LC-MS  3.447  2.889  ...  2.5920  2.518  1.5310  2.6300  2.5180   \n",
       "gCSI.RKO         3.568  3.758  ... -0.5396  2.186  2.3950 -0.9730  1.4080   \n",
       "gCSI.RPMI-7951   4.062  3.451  ...  3.1580  2.691  1.4510  3.2990  2.4300   \n",
       "gCSI.RVH-421     3.977  2.098  ...  2.4400  3.223  1.7490  3.0760  1.2240   \n",
       "gCSI.SK-BR-3     7.130  2.967  ...  4.2400  2.195  1.5910  1.6610  1.5060   \n",
       "gCSI.SK-CO-1     6.160  2.701  ...  1.7120  2.975  1.7390  1.1720  1.2560   \n",
       "gCSI.SK-MEL-1    3.172  5.110  ...  2.2850  2.150  1.4910  2.7660  2.9410   \n",
       "gCSI.SK-MEL-24   3.611  3.590  ...  2.1700  2.059  1.6990  1.6440  2.2440   \n",
       "gCSI.SK-MEL-28   4.230  3.610  ...  2.3160  1.893  1.2730  1.8490  1.9510   \n",
       "gCSI.SK-MEL-3    4.605  4.360  ...  0.9917  2.470  1.5610  3.0060  1.8970   \n",
       "gCSI.SK-MEL-30   4.273  5.270  ...  2.8380  1.792  1.5810  2.5780  2.4180   \n",
       "gCSI.SK-OV-3     2.818  4.460  ...  3.0900  2.746  1.8680  3.5840  3.2230   \n",
       "gCSI.SNU-C1      6.040  5.230  ...  0.9536  3.662  2.1460  1.9640  2.7230   \n",
       "gCSI.SW1463      4.260  3.926  ...  1.2360  2.848  1.7990  0.9230  2.1370   \n",
       "gCSI.SW1573      2.719  4.855  ...  1.8040  3.040  2.7400 -0.8400  3.7770   \n",
       "gCSI.SW403       4.824  3.738  ...  2.1780  3.709  1.1450  1.8210  2.6910   \n",
       "gCSI.SW48        3.260  2.020  ...  1.4280  3.113  2.4820  2.6930  2.0400   \n",
       "gCSI.SW480       3.744  3.658  ...  0.1266  2.691  1.1840  2.3030  0.9844   \n",
       "gCSI.SW620       4.406  4.062  ...  1.7340  2.242  2.2750  2.7200  2.3540   \n",
       "gCSI.SW837       3.040  3.857  ...  2.1250  2.443  2.2560  3.3340  2.3320   \n",
       "gCSI.SW948       4.957  4.210  ...  1.7420  4.670  1.6500  2.1330  2.7440   \n",
       "gCSI.T47D        4.008  4.100  ...  3.4730  2.764  1.7990  3.5920  2.2770   \n",
       "gCSI.T84         6.050  4.805  ...  1.5890  2.426  1.1540  3.1840  2.8100   \n",
       "gCSI.TOV-112D    2.994  4.370  ...  1.3360  3.846  1.5210  2.8890  3.4180   \n",
       "gCSI.TOV-21G     3.380  3.460  ...  2.4920  2.902  1.3430  2.0250  2.5700   \n",
       "gCSI.UACC-62     4.330  2.395  ...  2.0020  2.205  1.4410  2.9960  1.8430   \n",
       "gCSI.WM-115      4.008  3.470  ...  2.3550  3.168  1.7390  2.6760  2.9630   \n",
       "gCSI.WM-266-4    4.230  3.797  ...  2.7230  3.232  1.2930  1.3060  2.8870   \n",
       "\n",
       "                 ZNF395  ZNF451  ZNF586   ZNF589   ZW10  \n",
       "CELL                                                     \n",
       "CCLE.769P        1.6120  1.4260  1.1660  0.29370  1.457  \n",
       "CCLE.A101D       2.1250  2.2800  1.2890  1.36500  2.280  \n",
       "CCLE.A2058       2.6800  2.2910  1.2070  2.11300  2.611  \n",
       "CCLE.A375        2.4450  2.0550  2.0860  2.57400  3.348  \n",
       "CCLE.A498        4.3000  0.5386  1.3170 -0.02230  0.966  \n",
       "CCLE.A549        1.2760  1.6050  1.5920  0.87160  2.322  \n",
       "CCLE.A704        4.2900  1.0560  0.8430  0.87160  0.581  \n",
       "CCLE.ABC1        2.3870  1.9770  1.6400  0.82570  3.102  \n",
       "CCLE.ACHN        2.6800  1.7295  1.1320  0.33230  2.055  \n",
       "CCLE.AU565       1.4220  1.6620  1.3310  1.35000  2.396  \n",
       "CCLE.BFTC909     1.7295  2.7640  1.0490  1.38100  0.624  \n",
       "CCLE.BT20        0.9840  2.1800  0.6094  0.71800  3.113  \n",
       "CCLE.BT474       2.2270  2.3240  1.1390  1.07200  2.557  \n",
       "CCLE.BT483       2.4900  1.8530  1.6260  1.63500  2.312  \n",
       "CCLE.BT549       2.6660  2.4380  1.0560  1.18750  3.219  \n",
       "CCLE.C2BBE1      2.4900  2.3360  0.7880  1.47300  4.062  \n",
       "CCLE.C32         1.5980  2.1680  1.5300  1.19500  1.585  \n",
       "CCLE.CAKI1       1.0570  1.1790  1.0625  0.08563  1.489  \n",
       "CCLE.CAKI2       3.8790  2.4820  1.5230  0.79500  1.500  \n",
       "CCLE.CAL120      2.5490  2.5160  1.6330  1.61100  3.006  \n",
       "CCLE.CAL148      5.0620  1.5610  1.2890  1.28000  2.418  \n",
       "CCLE.CAL51       2.4600  2.9200  1.7640  1.95900  2.996  \n",
       "CCLE.CAL54       1.9340  1.5950  0.9390  0.95650  1.692  \n",
       "CCLE.CAL851      1.6270  1.8870  0.0802  0.56350  2.440  \n",
       "CCLE.CALU3       1.8610  1.5950  0.8843  1.04900  1.874  \n",
       "CCLE.CALU6       2.3440  2.2340  1.5100  1.07200  1.927  \n",
       "CCLE.CAMA1       2.0210  2.9080  1.5850  0.74850  2.236  \n",
       "CCLE.CAOV4       1.8910  0.9090  1.8250  2.02000  1.725  \n",
       "CCLE.CCK81       3.1620  2.6500  1.5030  2.63700  1.980  \n",
       "CCLE.CJM         3.2340  2.2340  1.0970  1.35000  1.799  \n",
       "...                 ...     ...     ...      ...    ...  \n",
       "gCSI.OVTOKO      2.2270  1.2010  0.9050  0.21670  1.212  \n",
       "gCSI.RCM-1       2.2700  2.1230 -0.2358  1.98900  1.543  \n",
       "gCSI.RERF-LC-MS  2.3140  2.0780  0.8843  1.45000  1.906  \n",
       "gCSI.RKO         1.8170  2.8540  0.2795  2.61300  1.617  \n",
       "gCSI.RPMI-7951   3.3670  2.5400  1.4470  2.02000  2.482  \n",
       "gCSI.RVH-421     2.3870  1.7630  0.9253  1.88200  1.543  \n",
       "gCSI.SK-BR-3     1.7000  1.3480  1.1800  1.21100  2.205  \n",
       "gCSI.SK-CO-1     1.6270  1.4260  1.2410  1.85800  2.152  \n",
       "gCSI.SK-MEL-1    2.6660  1.7295  1.4890  1.51200  2.312  \n",
       "gCSI.SK-MEL-24   3.0160  1.9870  0.4030  0.80220  2.110  \n",
       "gCSI.SK-MEL-28   1.7000  1.8300  1.2070  1.96600  1.436  \n",
       "gCSI.SK-MEL-3    2.2270  1.9540  0.8496  2.29000  2.643  \n",
       "gCSI.SK-MEL-30   3.4550  2.1680  0.9805  2.25200  1.810  \n",
       "gCSI.SK-OV-3     4.3320  2.3700  1.4610  1.14900  2.494  \n",
       "gCSI.SNU-C1      2.6500  1.7180 -0.4146  1.68800  2.557  \n",
       "gCSI.SW1463      3.9080  2.1230  0.4924  1.80500  2.643  \n",
       "gCSI.SW1573      3.3670  3.0210  1.0210  1.18750  2.898  \n",
       "gCSI.SW403       2.6210  2.5600  1.5370  1.95100  2.611  \n",
       "gCSI.SW48        1.8910  3.0880  0.9873  2.55300  2.418  \n",
       "gCSI.SW480       0.8813  1.5050  0.5200  1.34200  2.654  \n",
       "gCSI.SW620       3.2500  2.0880 -0.3457  2.77500  2.920  \n",
       "gCSI.SW837       1.4220  2.7970  1.2820  1.79700  3.936  \n",
       "gCSI.SW948       4.7540  2.6500  0.1696  1.73500  2.771  \n",
       "gCSI.T47D        2.2270  2.1110  1.5440  1.74300  3.360  \n",
       "gCSI.T84         2.7090  2.1900  1.6880  1.90400  2.590  \n",
       "gCSI.TOV-112D    3.7320  2.5600  1.5710  2.77500  2.248  \n",
       "gCSI.TOV-21G     2.4320  2.1330  1.2410  1.60400  1.788  \n",
       "gCSI.UACC-62     1.1450  1.9990  1.9770  1.15700  2.152  \n",
       "gCSI.WM-115      2.5200  2.2700  1.0830  2.14300  2.814  \n",
       "gCSI.WM-266-4    0.9253  2.1450  1.2140  1.52700  2.984  \n",
       "\n",
       "[4877 rows x 942 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_rnaseq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_descriptor = pd.read_csv(drug_descriptors_path, sep='\\t', low_memory=False, na_values='na')\n",
    "df_descriptor = df_descriptor[df_descriptor.DRUG.isin(dr_filter)].set_index(['DRUG']).fillna(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>DD_MW</th>\n",
       "      <th>DD_AMW</th>\n",
       "      <th>DD_Sv</th>\n",
       "      <th>DD_Se</th>\n",
       "      <th>DD_Sp</th>\n",
       "      <th>DD_Si</th>\n",
       "      <th>DD_Mv</th>\n",
       "      <th>DD_Me</th>\n",
       "      <th>DD_Mp</th>\n",
       "      <th>DD_Mi</th>\n",
       "      <th>...</th>\n",
       "      <th>DD_CATS3D_10_LL</th>\n",
       "      <th>DD_CATS3D_11_LL</th>\n",
       "      <th>DD_CATS3D_12_LL</th>\n",
       "      <th>DD_CATS3D_13_LL</th>\n",
       "      <th>DD_CATS3D_14_LL</th>\n",
       "      <th>DD_CATS3D_15_LL</th>\n",
       "      <th>DD_CATS3D_16_LL</th>\n",
       "      <th>DD_CATS3D_17_LL</th>\n",
       "      <th>DD_CATS3D_18_LL</th>\n",
       "      <th>DD_CATS3D_19_LL</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRUG</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CCLE.10</th>\n",
       "      <td>475.40</td>\n",
       "      <td>8.804</td>\n",
       "      <td>34.718</td>\n",
       "      <td>54.523</td>\n",
       "      <td>36.597</td>\n",
       "      <td>61.160</td>\n",
       "      <td>0.643</td>\n",
       "      <td>1.010</td>\n",
       "      <td>0.678</td>\n",
       "      <td>1.133</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>CCLE.11</th>\n",
       "      <td>349.47</td>\n",
       "      <td>7.132</td>\n",
       "      <td>30.762</td>\n",
       "      <td>48.796</td>\n",
       "      <td>32.540</td>\n",
       "      <td>55.066</td>\n",
       "      <td>0.628</td>\n",
       "      <td>0.996</td>\n",
       "      <td>0.664</td>\n",
       "      <td>1.124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.12</th>\n",
       "      <td>464.86</td>\n",
       "      <td>9.685</td>\n",
       "      <td>33.422</td>\n",
       "      <td>50.320</td>\n",
       "      <td>33.148</td>\n",
       "      <td>54.906</td>\n",
       "      <td>0.696</td>\n",
       "      <td>1.048</td>\n",
       "      <td>0.691</td>\n",
       "      <td>1.144</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.13</th>\n",
       "      <td>586.75</td>\n",
       "      <td>7.244</td>\n",
       "      <td>50.330</td>\n",
       "      <td>81.392</td>\n",
       "      <td>52.694</td>\n",
       "      <td>91.308</td>\n",
       "      <td>0.621</td>\n",
       "      <td>1.005</td>\n",
       "      <td>0.651</td>\n",
       "      <td>1.127</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.14</th>\n",
       "      <td>421.49</td>\n",
       "      <td>7.805</td>\n",
       "      <td>34.906</td>\n",
       "      <td>54.778</td>\n",
       "      <td>35.904</td>\n",
       "      <td>60.694</td>\n",
       "      <td>0.646</td>\n",
       "      <td>1.014</td>\n",
       "      <td>0.665</td>\n",
       "      <td>1.124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.15</th>\n",
       "      <td>454.73</td>\n",
       "      <td>6.063</td>\n",
       "      <td>42.524</td>\n",
       "      <td>73.850</td>\n",
       "      <td>46.398</td>\n",
       "      <td>85.301</td>\n",
       "      <td>0.567</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0.619</td>\n",
       "      <td>1.137</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.16</th>\n",
       "      <td>482.22</td>\n",
       "      <td>12.055</td>\n",
       "      <td>27.583</td>\n",
       "      <td>42.189</td>\n",
       "      <td>28.392</td>\n",
       "      <td>45.895</td>\n",
       "      <td>0.690</td>\n",
       "      <td>1.055</td>\n",
       "      <td>0.710</td>\n",
       "      <td>1.147</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.17</th>\n",
       "      <td>447.60</td>\n",
       "      <td>7.219</td>\n",
       "      <td>38.374</td>\n",
       "      <td>62.087</td>\n",
       "      <td>40.324</td>\n",
       "      <td>70.474</td>\n",
       "      <td>0.619</td>\n",
       "      <td>1.001</td>\n",
       "      <td>0.650</td>\n",
       "      <td>1.137</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.18</th>\n",
       "      <td>853.99</td>\n",
       "      <td>7.557</td>\n",
       "      <td>71.199</td>\n",
       "      <td>114.774</td>\n",
       "      <td>73.404</td>\n",
       "      <td>126.810</td>\n",
       "      <td>0.630</td>\n",
       "      <td>1.016</td>\n",
       "      <td>0.650</td>\n",
       "      <td>1.122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.19</th>\n",
       "      <td>457.71</td>\n",
       "      <td>10.898</td>\n",
       "      <td>29.154</td>\n",
       "      <td>43.640</td>\n",
       "      <td>29.864</td>\n",
       "      <td>47.653</td>\n",
       "      <td>0.694</td>\n",
       "      <td>1.039</td>\n",
       "      <td>0.711</td>\n",
       "      <td>1.135</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.1</th>\n",
       "      <td>439.61</td>\n",
       "      <td>7.090</td>\n",
       "      <td>39.143</td>\n",
       "      <td>61.440</td>\n",
       "      <td>41.620</td>\n",
       "      <td>69.683</td>\n",
       "      <td>0.631</td>\n",
       "      <td>0.991</td>\n",
       "      <td>0.671</td>\n",
       "      <td>1.124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.20</th>\n",
       "      <td>413.86</td>\n",
       "      <td>10.094</td>\n",
       "      <td>28.677</td>\n",
       "      <td>42.898</td>\n",
       "      <td>29.091</td>\n",
       "      <td>46.573</td>\n",
       "      <td>0.699</td>\n",
       "      <td>1.046</td>\n",
       "      <td>0.710</td>\n",
       "      <td>1.136</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.21</th>\n",
       "      <td>518.46</td>\n",
       "      <td>9.782</td>\n",
       "      <td>37.357</td>\n",
       "      <td>56.083</td>\n",
       "      <td>36.205</td>\n",
       "      <td>61.559</td>\n",
       "      <td>0.705</td>\n",
       "      <td>1.058</td>\n",
       "      <td>0.683</td>\n",
       "      <td>1.161</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.22</th>\n",
       "      <td>614.29</td>\n",
       "      <td>7.491</td>\n",
       "      <td>50.264</td>\n",
       "      <td>82.116</td>\n",
       "      <td>53.853</td>\n",
       "      <td>93.039</td>\n",
       "      <td>0.613</td>\n",
       "      <td>1.001</td>\n",
       "      <td>0.657</td>\n",
       "      <td>1.135</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.23</th>\n",
       "      <td>392.48</td>\n",
       "      <td>7.850</td>\n",
       "      <td>32.441</td>\n",
       "      <td>50.520</td>\n",
       "      <td>33.517</td>\n",
       "      <td>56.860</td>\n",
       "      <td>0.649</td>\n",
       "      <td>1.010</td>\n",
       "      <td>0.670</td>\n",
       "      <td>1.137</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.24</th>\n",
       "      <td>393.48</td>\n",
       "      <td>7.567</td>\n",
       "      <td>33.191</td>\n",
       "      <td>52.451</td>\n",
       "      <td>34.449</td>\n",
       "      <td>58.484</td>\n",
       "      <td>0.638</td>\n",
       "      <td>1.009</td>\n",
       "      <td>0.662</td>\n",
       "      <td>1.125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.2</th>\n",
       "      <td>529.57</td>\n",
       "      <td>8.681</td>\n",
       "      <td>41.756</td>\n",
       "      <td>62.530</td>\n",
       "      <td>42.159</td>\n",
       "      <td>69.453</td>\n",
       "      <td>0.685</td>\n",
       "      <td>1.025</td>\n",
       "      <td>0.691</td>\n",
       "      <td>1.139</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.3</th>\n",
       "      <td>585.77</td>\n",
       "      <td>6.891</td>\n",
       "      <td>50.319</td>\n",
       "      <td>85.596</td>\n",
       "      <td>52.881</td>\n",
       "      <td>96.474</td>\n",
       "      <td>0.592</td>\n",
       "      <td>1.007</td>\n",
       "      <td>0.622</td>\n",
       "      <td>1.135</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.4</th>\n",
       "      <td>641.67</td>\n",
       "      <td>8.333</td>\n",
       "      <td>50.216</td>\n",
       "      <td>77.578</td>\n",
       "      <td>53.387</td>\n",
       "      <td>86.282</td>\n",
       "      <td>0.652</td>\n",
       "      <td>1.008</td>\n",
       "      <td>0.693</td>\n",
       "      <td>1.121</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.5</th>\n",
       "      <td>581.11</td>\n",
       "      <td>8.805</td>\n",
       "      <td>44.664</td>\n",
       "      <td>67.232</td>\n",
       "      <td>46.421</td>\n",
       "      <td>74.017</td>\n",
       "      <td>0.677</td>\n",
       "      <td>1.019</td>\n",
       "      <td>0.703</td>\n",
       "      <td>1.121</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.6</th>\n",
       "      <td>581.54</td>\n",
       "      <td>8.308</td>\n",
       "      <td>45.975</td>\n",
       "      <td>70.734</td>\n",
       "      <td>48.216</td>\n",
       "      <td>78.532</td>\n",
       "      <td>0.657</td>\n",
       "      <td>1.010</td>\n",
       "      <td>0.689</td>\n",
       "      <td>1.122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.7</th>\n",
       "      <td>542.09</td>\n",
       "      <td>7.744</td>\n",
       "      <td>43.884</td>\n",
       "      <td>70.840</td>\n",
       "      <td>45.818</td>\n",
       "      <td>79.295</td>\n",
       "      <td>0.627</td>\n",
       "      <td>1.012</td>\n",
       "      <td>0.655</td>\n",
       "      <td>1.133</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.8</th>\n",
       "      <td>450.38</td>\n",
       "      <td>8.661</td>\n",
       "      <td>34.128</td>\n",
       "      <td>52.832</td>\n",
       "      <td>35.750</td>\n",
       "      <td>59.081</td>\n",
       "      <td>0.656</td>\n",
       "      <td>1.016</td>\n",
       "      <td>0.688</td>\n",
       "      <td>1.136</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.9</th>\n",
       "      <td>672.95</td>\n",
       "      <td>6.663</td>\n",
       "      <td>60.018</td>\n",
       "      <td>100.577</td>\n",
       "      <td>64.023</td>\n",
       "      <td>114.214</td>\n",
       "      <td>0.594</td>\n",
       "      <td>0.996</td>\n",
       "      <td>0.634</td>\n",
       "      <td>1.131</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTRP.100</th>\n",
       "      <td>247.69</td>\n",
       "      <td>9.174</td>\n",
       "      <td>18.913</td>\n",
       "      <td>27.498</td>\n",
       "      <td>19.580</td>\n",
       "      <td>29.937</td>\n",
       "      <td>0.700</td>\n",
       "      <td>1.018</td>\n",
       "      <td>0.725</td>\n",
       "      <td>1.109</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTRP.101</th>\n",
       "      <td>603.84</td>\n",
       "      <td>6.785</td>\n",
       "      <td>53.217</td>\n",
       "      <td>88.818</td>\n",
       "      <td>56.529</td>\n",
       "      <td>100.842</td>\n",
       "      <td>0.598</td>\n",
       "      <td>0.998</td>\n",
       "      <td>0.635</td>\n",
       "      <td>1.133</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTRP.102</th>\n",
       "      <td>307.43</td>\n",
       "      <td>6.987</td>\n",
       "      <td>27.520</td>\n",
       "      <td>43.585</td>\n",
       "      <td>29.324</td>\n",
       "      <td>49.441</td>\n",
       "      <td>0.625</td>\n",
       "      <td>0.991</td>\n",
       "      <td>0.666</td>\n",
       "      <td>1.124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTRP.103</th>\n",
       "      <td>402.47</td>\n",
       "      <td>7.740</td>\n",
       "      <td>32.596</td>\n",
       "      <td>53.065</td>\n",
       "      <td>33.392</td>\n",
       "      <td>59.322</td>\n",
       "      <td>0.627</td>\n",
       "      <td>1.020</td>\n",
       "      <td>0.642</td>\n",
       "      <td>1.141</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTRP.104</th>\n",
       "      <td>584.80</td>\n",
       "      <td>7.497</td>\n",
       "      <td>49.561</td>\n",
       "      <td>77.930</td>\n",
       "      <td>52.671</td>\n",
       "      <td>87.394</td>\n",
       "      <td>0.635</td>\n",
       "      <td>0.999</td>\n",
       "      <td>0.675</td>\n",
       "      <td>1.120</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CTRP.105</th>\n",
       "      <td>256.28</td>\n",
       "      <td>8.267</td>\n",
       "      <td>20.821</td>\n",
       "      <td>31.604</td>\n",
       "      <td>21.182</td>\n",
       "      <td>34.701</td>\n",
       "      <td>0.672</td>\n",
       "      <td>1.019</td>\n",
       "      <td>0.683</td>\n",
       "      <td>1.119</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>NSC.789042</th>\n",
       "      <td>367.41</td>\n",
       "      <td>8.748</td>\n",
       "      <td>30.124</td>\n",
       "      <td>42.440</td>\n",
       "      <td>30.773</td>\n",
       "      <td>46.907</td>\n",
       "      <td>0.717</td>\n",
       "      <td>1.010</td>\n",
       "      <td>0.733</td>\n",
       "      <td>1.117</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789043</th>\n",
       "      <td>923.53</td>\n",
       "      <td>8.246</td>\n",
       "      <td>73.155</td>\n",
       "      <td>113.832</td>\n",
       "      <td>75.870</td>\n",
       "      <td>126.039</td>\n",
       "      <td>0.653</td>\n",
       "      <td>1.016</td>\n",
       "      <td>0.677</td>\n",
       "      <td>1.125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789044</th>\n",
       "      <td>431.60</td>\n",
       "      <td>7.075</td>\n",
       "      <td>37.659</td>\n",
       "      <td>60.760</td>\n",
       "      <td>39.870</td>\n",
       "      <td>69.265</td>\n",
       "      <td>0.617</td>\n",
       "      <td>0.996</td>\n",
       "      <td>0.654</td>\n",
       "      <td>1.135</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789099</th>\n",
       "      <td>419.55</td>\n",
       "      <td>7.769</td>\n",
       "      <td>33.620</td>\n",
       "      <td>54.738</td>\n",
       "      <td>35.313</td>\n",
       "      <td>61.029</td>\n",
       "      <td>0.623</td>\n",
       "      <td>1.014</td>\n",
       "      <td>0.654</td>\n",
       "      <td>1.130</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789102</th>\n",
       "      <td>583.01</td>\n",
       "      <td>9.254</td>\n",
       "      <td>43.518</td>\n",
       "      <td>65.291</td>\n",
       "      <td>43.682</td>\n",
       "      <td>71.733</td>\n",
       "      <td>0.691</td>\n",
       "      <td>1.036</td>\n",
       "      <td>0.693</td>\n",
       "      <td>1.139</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789223</th>\n",
       "      <td>463.52</td>\n",
       "      <td>8.277</td>\n",
       "      <td>36.892</td>\n",
       "      <td>57.276</td>\n",
       "      <td>37.432</td>\n",
       "      <td>63.778</td>\n",
       "      <td>0.659</td>\n",
       "      <td>1.023</td>\n",
       "      <td>0.668</td>\n",
       "      <td>1.139</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789300</th>\n",
       "      <td>417.85</td>\n",
       "      <td>9.497</td>\n",
       "      <td>30.772</td>\n",
       "      <td>45.556</td>\n",
       "      <td>31.029</td>\n",
       "      <td>50.361</td>\n",
       "      <td>0.699</td>\n",
       "      <td>1.035</td>\n",
       "      <td>0.705</td>\n",
       "      <td>1.145</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789722</th>\n",
       "      <td>511.79</td>\n",
       "      <td>7.208</td>\n",
       "      <td>41.769</td>\n",
       "      <td>71.109</td>\n",
       "      <td>45.324</td>\n",
       "      <td>80.812</td>\n",
       "      <td>0.588</td>\n",
       "      <td>1.002</td>\n",
       "      <td>0.638</td>\n",
       "      <td>1.138</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789797</th>\n",
       "      <td>421.57</td>\n",
       "      <td>7.954</td>\n",
       "      <td>34.465</td>\n",
       "      <td>53.192</td>\n",
       "      <td>36.438</td>\n",
       "      <td>59.567</td>\n",
       "      <td>0.650</td>\n",
       "      <td>1.004</td>\n",
       "      <td>0.688</td>\n",
       "      <td>1.124</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789925</th>\n",
       "      <td>449.88</td>\n",
       "      <td>9.181</td>\n",
       "      <td>33.060</td>\n",
       "      <td>50.909</td>\n",
       "      <td>33.216</td>\n",
       "      <td>56.065</td>\n",
       "      <td>0.675</td>\n",
       "      <td>1.039</td>\n",
       "      <td>0.678</td>\n",
       "      <td>1.144</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789968</th>\n",
       "      <td>406.53</td>\n",
       "      <td>7.259</td>\n",
       "      <td>35.025</td>\n",
       "      <td>56.109</td>\n",
       "      <td>36.762</td>\n",
       "      <td>63.189</td>\n",
       "      <td>0.625</td>\n",
       "      <td>1.002</td>\n",
       "      <td>0.656</td>\n",
       "      <td>1.128</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.789969</th>\n",
       "      <td>331.37</td>\n",
       "      <td>8.497</td>\n",
       "      <td>27.323</td>\n",
       "      <td>39.447</td>\n",
       "      <td>27.978</td>\n",
       "      <td>43.535</td>\n",
       "      <td>0.701</td>\n",
       "      <td>1.011</td>\n",
       "      <td>0.717</td>\n",
       "      <td>1.116</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.79037</th>\n",
       "      <td>233.73</td>\n",
       "      <td>7.540</td>\n",
       "      <td>18.009</td>\n",
       "      <td>31.469</td>\n",
       "      <td>19.114</td>\n",
       "      <td>35.764</td>\n",
       "      <td>0.581</td>\n",
       "      <td>1.015</td>\n",
       "      <td>0.617</td>\n",
       "      <td>1.154</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.79139</th>\n",
       "      <td>246.33</td>\n",
       "      <td>7.465</td>\n",
       "      <td>22.204</td>\n",
       "      <td>32.505</td>\n",
       "      <td>23.580</td>\n",
       "      <td>36.488</td>\n",
       "      <td>0.673</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0.715</td>\n",
       "      <td>1.106</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.82151</th>\n",
       "      <td>527.57</td>\n",
       "      <td>7.874</td>\n",
       "      <td>42.545</td>\n",
       "      <td>68.745</td>\n",
       "      <td>43.210</td>\n",
       "      <td>75.405</td>\n",
       "      <td>0.635</td>\n",
       "      <td>1.026</td>\n",
       "      <td>0.645</td>\n",
       "      <td>1.125</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.83265</th>\n",
       "      <td>363.51</td>\n",
       "      <td>7.734</td>\n",
       "      <td>30.906</td>\n",
       "      <td>46.669</td>\n",
       "      <td>33.176</td>\n",
       "      <td>51.989</td>\n",
       "      <td>0.658</td>\n",
       "      <td>0.993</td>\n",
       "      <td>0.706</td>\n",
       "      <td>1.106</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.84033</th>\n",
       "      <td>344.54</td>\n",
       "      <td>6.045</td>\n",
       "      <td>32.573</td>\n",
       "      <td>56.120</td>\n",
       "      <td>35.546</td>\n",
       "      <td>64.271</td>\n",
       "      <td>0.571</td>\n",
       "      <td>0.985</td>\n",
       "      <td>0.624</td>\n",
       "      <td>1.128</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.84094</th>\n",
       "      <td>327.41</td>\n",
       "      <td>7.795</td>\n",
       "      <td>28.467</td>\n",
       "      <td>41.818</td>\n",
       "      <td>29.801</td>\n",
       "      <td>46.611</td>\n",
       "      <td>0.678</td>\n",
       "      <td>0.996</td>\n",
       "      <td>0.710</td>\n",
       "      <td>1.110</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.85998</th>\n",
       "      <td>265.26</td>\n",
       "      <td>8.038</td>\n",
       "      <td>19.229</td>\n",
       "      <td>34.898</td>\n",
       "      <td>18.767</td>\n",
       "      <td>38.452</td>\n",
       "      <td>0.583</td>\n",
       "      <td>1.058</td>\n",
       "      <td>0.569</td>\n",
       "      <td>1.165</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.87868</th>\n",
       "      <td>163.26</td>\n",
       "      <td>8.163</td>\n",
       "      <td>13.316</td>\n",
       "      <td>19.713</td>\n",
       "      <td>14.699</td>\n",
       "      <td>22.079</td>\n",
       "      <td>0.666</td>\n",
       "      <td>0.986</td>\n",
       "      <td>0.735</td>\n",
       "      <td>1.104</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.8806</th>\n",
       "      <td>305.23</td>\n",
       "      <td>8.249</td>\n",
       "      <td>22.869</td>\n",
       "      <td>37.458</td>\n",
       "      <td>24.489</td>\n",
       "      <td>42.040</td>\n",
       "      <td>0.618</td>\n",
       "      <td>1.012</td>\n",
       "      <td>0.662</td>\n",
       "      <td>1.136</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.88622</th>\n",
       "      <td>202.33</td>\n",
       "      <td>6.131</td>\n",
       "      <td>19.257</td>\n",
       "      <td>32.272</td>\n",
       "      <td>21.103</td>\n",
       "      <td>37.318</td>\n",
       "      <td>0.584</td>\n",
       "      <td>0.978</td>\n",
       "      <td>0.639</td>\n",
       "      <td>1.131</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.91874</th>\n",
       "      <td>294.43</td>\n",
       "      <td>6.264</td>\n",
       "      <td>26.708</td>\n",
       "      <td>46.796</td>\n",
       "      <td>28.716</td>\n",
       "      <td>53.235</td>\n",
       "      <td>0.568</td>\n",
       "      <td>0.996</td>\n",
       "      <td>0.611</td>\n",
       "      <td>1.133</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.95397</th>\n",
       "      <td>310.42</td>\n",
       "      <td>9.130</td>\n",
       "      <td>22.921</td>\n",
       "      <td>34.647</td>\n",
       "      <td>24.443</td>\n",
       "      <td>37.584</td>\n",
       "      <td>0.674</td>\n",
       "      <td>1.019</td>\n",
       "      <td>0.719</td>\n",
       "      <td>1.105</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.95910</th>\n",
       "      <td>316.42</td>\n",
       "      <td>8.327</td>\n",
       "      <td>24.863</td>\n",
       "      <td>38.440</td>\n",
       "      <td>26.148</td>\n",
       "      <td>42.823</td>\n",
       "      <td>0.654</td>\n",
       "      <td>1.012</td>\n",
       "      <td>0.688</td>\n",
       "      <td>1.127</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.96379</th>\n",
       "      <td>304.42</td>\n",
       "      <td>7.080</td>\n",
       "      <td>27.499</td>\n",
       "      <td>42.483</td>\n",
       "      <td>29.319</td>\n",
       "      <td>47.943</td>\n",
       "      <td>0.640</td>\n",
       "      <td>0.988</td>\n",
       "      <td>0.682</td>\n",
       "      <td>1.115</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.9706</th>\n",
       "      <td>204.27</td>\n",
       "      <td>7.566</td>\n",
       "      <td>16.709</td>\n",
       "      <td>27.262</td>\n",
       "      <td>17.318</td>\n",
       "      <td>31.235</td>\n",
       "      <td>0.619</td>\n",
       "      <td>1.010</td>\n",
       "      <td>0.641</td>\n",
       "      <td>1.157</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.97374</th>\n",
       "      <td>327.48</td>\n",
       "      <td>6.822</td>\n",
       "      <td>30.574</td>\n",
       "      <td>46.981</td>\n",
       "      <td>33.006</td>\n",
       "      <td>53.356</td>\n",
       "      <td>0.637</td>\n",
       "      <td>0.979</td>\n",
       "      <td>0.688</td>\n",
       "      <td>1.112</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.98332</th>\n",
       "      <td>158.32</td>\n",
       "      <td>4.798</td>\n",
       "      <td>16.510</td>\n",
       "      <td>32.047</td>\n",
       "      <td>18.830</td>\n",
       "      <td>37.777</td>\n",
       "      <td>0.500</td>\n",
       "      <td>0.971</td>\n",
       "      <td>0.571</td>\n",
       "      <td>1.145</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NSC.99078</th>\n",
       "      <td>203.26</td>\n",
       "      <td>7.259</td>\n",
       "      <td>17.612</td>\n",
       "      <td>28.058</td>\n",
       "      <td>18.483</td>\n",
       "      <td>31.408</td>\n",
       "      <td>0.629</td>\n",
       "      <td>1.002</td>\n",
       "      <td>0.660</td>\n",
       "      <td>1.122</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1779 rows × 5270 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             DD_MW  DD_AMW   DD_Sv    DD_Se   DD_Sp    DD_Si  DD_Mv  DD_Me  \\\n",
       "DRUG                                                                         \n",
       "CCLE.10     475.40   8.804  34.718   54.523  36.597   61.160  0.643  1.010   \n",
       "CCLE.11     349.47   7.132  30.762   48.796  32.540   55.066  0.628  0.996   \n",
       "CCLE.12     464.86   9.685  33.422   50.320  33.148   54.906  0.696  1.048   \n",
       "CCLE.13     586.75   7.244  50.330   81.392  52.694   91.308  0.621  1.005   \n",
       "CCLE.14     421.49   7.805  34.906   54.778  35.904   60.694  0.646  1.014   \n",
       "CCLE.15     454.73   6.063  42.524   73.850  46.398   85.301  0.567  0.985   \n",
       "CCLE.16     482.22  12.055  27.583   42.189  28.392   45.895  0.690  1.055   \n",
       "CCLE.17     447.60   7.219  38.374   62.087  40.324   70.474  0.619  1.001   \n",
       "CCLE.18     853.99   7.557  71.199  114.774  73.404  126.810  0.630  1.016   \n",
       "CCLE.19     457.71  10.898  29.154   43.640  29.864   47.653  0.694  1.039   \n",
       "CCLE.1      439.61   7.090  39.143   61.440  41.620   69.683  0.631  0.991   \n",
       "CCLE.20     413.86  10.094  28.677   42.898  29.091   46.573  0.699  1.046   \n",
       "CCLE.21     518.46   9.782  37.357   56.083  36.205   61.559  0.705  1.058   \n",
       "CCLE.22     614.29   7.491  50.264   82.116  53.853   93.039  0.613  1.001   \n",
       "CCLE.23     392.48   7.850  32.441   50.520  33.517   56.860  0.649  1.010   \n",
       "CCLE.24     393.48   7.567  33.191   52.451  34.449   58.484  0.638  1.009   \n",
       "CCLE.2      529.57   8.681  41.756   62.530  42.159   69.453  0.685  1.025   \n",
       "CCLE.3      585.77   6.891  50.319   85.596  52.881   96.474  0.592  1.007   \n",
       "CCLE.4      641.67   8.333  50.216   77.578  53.387   86.282  0.652  1.008   \n",
       "CCLE.5      581.11   8.805  44.664   67.232  46.421   74.017  0.677  1.019   \n",
       "CCLE.6      581.54   8.308  45.975   70.734  48.216   78.532  0.657  1.010   \n",
       "CCLE.7      542.09   7.744  43.884   70.840  45.818   79.295  0.627  1.012   \n",
       "CCLE.8      450.38   8.661  34.128   52.832  35.750   59.081  0.656  1.016   \n",
       "CCLE.9      672.95   6.663  60.018  100.577  64.023  114.214  0.594  0.996   \n",
       "CTRP.100    247.69   9.174  18.913   27.498  19.580   29.937  0.700  1.018   \n",
       "CTRP.101    603.84   6.785  53.217   88.818  56.529  100.842  0.598  0.998   \n",
       "CTRP.102    307.43   6.987  27.520   43.585  29.324   49.441  0.625  0.991   \n",
       "CTRP.103    402.47   7.740  32.596   53.065  33.392   59.322  0.627  1.020   \n",
       "CTRP.104    584.80   7.497  49.561   77.930  52.671   87.394  0.635  0.999   \n",
       "CTRP.105    256.28   8.267  20.821   31.604  21.182   34.701  0.672  1.019   \n",
       "...            ...     ...     ...      ...     ...      ...    ...    ...   \n",
       "NSC.789042  367.41   8.748  30.124   42.440  30.773   46.907  0.717  1.010   \n",
       "NSC.789043  923.53   8.246  73.155  113.832  75.870  126.039  0.653  1.016   \n",
       "NSC.789044  431.60   7.075  37.659   60.760  39.870   69.265  0.617  0.996   \n",
       "NSC.789099  419.55   7.769  33.620   54.738  35.313   61.029  0.623  1.014   \n",
       "NSC.789102  583.01   9.254  43.518   65.291  43.682   71.733  0.691  1.036   \n",
       "NSC.789223  463.52   8.277  36.892   57.276  37.432   63.778  0.659  1.023   \n",
       "NSC.789300  417.85   9.497  30.772   45.556  31.029   50.361  0.699  1.035   \n",
       "NSC.789722  511.79   7.208  41.769   71.109  45.324   80.812  0.588  1.002   \n",
       "NSC.789797  421.57   7.954  34.465   53.192  36.438   59.567  0.650  1.004   \n",
       "NSC.789925  449.88   9.181  33.060   50.909  33.216   56.065  0.675  1.039   \n",
       "NSC.789968  406.53   7.259  35.025   56.109  36.762   63.189  0.625  1.002   \n",
       "NSC.789969  331.37   8.497  27.323   39.447  27.978   43.535  0.701  1.011   \n",
       "NSC.79037   233.73   7.540  18.009   31.469  19.114   35.764  0.581  1.015   \n",
       "NSC.79139   246.33   7.465  22.204   32.505  23.580   36.488  0.673  0.985   \n",
       "NSC.82151   527.57   7.874  42.545   68.745  43.210   75.405  0.635  1.026   \n",
       "NSC.83265   363.51   7.734  30.906   46.669  33.176   51.989  0.658  0.993   \n",
       "NSC.84033   344.54   6.045  32.573   56.120  35.546   64.271  0.571  0.985   \n",
       "NSC.84094   327.41   7.795  28.467   41.818  29.801   46.611  0.678  0.996   \n",
       "NSC.85998   265.26   8.038  19.229   34.898  18.767   38.452  0.583  1.058   \n",
       "NSC.87868   163.26   8.163  13.316   19.713  14.699   22.079  0.666  0.986   \n",
       "NSC.8806    305.23   8.249  22.869   37.458  24.489   42.040  0.618  1.012   \n",
       "NSC.88622   202.33   6.131  19.257   32.272  21.103   37.318  0.584  0.978   \n",
       "NSC.91874   294.43   6.264  26.708   46.796  28.716   53.235  0.568  0.996   \n",
       "NSC.95397   310.42   9.130  22.921   34.647  24.443   37.584  0.674  1.019   \n",
       "NSC.95910   316.42   8.327  24.863   38.440  26.148   42.823  0.654  1.012   \n",
       "NSC.96379   304.42   7.080  27.499   42.483  29.319   47.943  0.640  0.988   \n",
       "NSC.9706    204.27   7.566  16.709   27.262  17.318   31.235  0.619  1.010   \n",
       "NSC.97374   327.48   6.822  30.574   46.981  33.006   53.356  0.637  0.979   \n",
       "NSC.98332   158.32   4.798  16.510   32.047  18.830   37.777  0.500  0.971   \n",
       "NSC.99078   203.26   7.259  17.612   28.058  18.483   31.408  0.629  1.002   \n",
       "\n",
       "            DD_Mp  DD_Mi  ...  DD_CATS3D_10_LL  DD_CATS3D_11_LL  \\\n",
       "DRUG                      ...                                     \n",
       "CCLE.10     0.678  1.133  ...              0.0              0.0   \n",
       "CCLE.11     0.664  1.124  ...              0.0              0.0   \n",
       "CCLE.12     0.691  1.144  ...              0.0              0.0   \n",
       "CCLE.13     0.651  1.127  ...              0.0              0.0   \n",
       "CCLE.14     0.665  1.124  ...              0.0              0.0   \n",
       "CCLE.15     0.619  1.137  ...              0.0              0.0   \n",
       "CCLE.16     0.710  1.147  ...              0.0              0.0   \n",
       "CCLE.17     0.650  1.137  ...              0.0              0.0   \n",
       "CCLE.18     0.650  1.122  ...              0.0              0.0   \n",
       "CCLE.19     0.711  1.135  ...              0.0              0.0   \n",
       "CCLE.1      0.671  1.124  ...              0.0              0.0   \n",
       "CCLE.20     0.710  1.136  ...              0.0              0.0   \n",
       "CCLE.21     0.683  1.161  ...              0.0              0.0   \n",
       "CCLE.22     0.657  1.135  ...              0.0              0.0   \n",
       "CCLE.23     0.670  1.137  ...              0.0              0.0   \n",
       "CCLE.24     0.662  1.125  ...              0.0              0.0   \n",
       "CCLE.2      0.691  1.139  ...              0.0              0.0   \n",
       "CCLE.3      0.622  1.135  ...              0.0              0.0   \n",
       "CCLE.4      0.693  1.121  ...              0.0              0.0   \n",
       "CCLE.5      0.703  1.121  ...              0.0              0.0   \n",
       "CCLE.6      0.689  1.122  ...              0.0              0.0   \n",
       "CCLE.7      0.655  1.133  ...              0.0              0.0   \n",
       "CCLE.8      0.688  1.136  ...              0.0              0.0   \n",
       "CCLE.9      0.634  1.131  ...              0.0              0.0   \n",
       "CTRP.100    0.725  1.109  ...              0.0              0.0   \n",
       "CTRP.101    0.635  1.133  ...              0.0              0.0   \n",
       "CTRP.102    0.666  1.124  ...              0.0              0.0   \n",
       "CTRP.103    0.642  1.141  ...              0.0              0.0   \n",
       "CTRP.104    0.675  1.120  ...              0.0              0.0   \n",
       "CTRP.105    0.683  1.119  ...              0.0              0.0   \n",
       "...           ...    ...  ...              ...              ...   \n",
       "NSC.789042  0.733  1.117  ...              0.0              0.0   \n",
       "NSC.789043  0.677  1.125  ...              0.0              0.0   \n",
       "NSC.789044  0.654  1.135  ...              0.0              0.0   \n",
       "NSC.789099  0.654  1.130  ...              0.0              0.0   \n",
       "NSC.789102  0.693  1.139  ...              0.0              0.0   \n",
       "NSC.789223  0.668  1.139  ...              0.0              0.0   \n",
       "NSC.789300  0.705  1.145  ...              0.0              0.0   \n",
       "NSC.789722  0.638  1.138  ...              0.0              0.0   \n",
       "NSC.789797  0.688  1.124  ...              0.0              0.0   \n",
       "NSC.789925  0.678  1.144  ...              0.0              0.0   \n",
       "NSC.789968  0.656  1.128  ...              0.0              0.0   \n",
       "NSC.789969  0.717  1.116  ...              0.0              0.0   \n",
       "NSC.79037   0.617  1.154  ...              0.0              0.0   \n",
       "NSC.79139   0.715  1.106  ...              0.0              0.0   \n",
       "NSC.82151   0.645  1.125  ...              0.0              0.0   \n",
       "NSC.83265   0.706  1.106  ...              0.0              0.0   \n",
       "NSC.84033   0.624  1.128  ...              0.0              0.0   \n",
       "NSC.84094   0.710  1.110  ...              0.0              0.0   \n",
       "NSC.85998   0.569  1.165  ...              0.0              0.0   \n",
       "NSC.87868   0.735  1.104  ...              0.0              0.0   \n",
       "NSC.8806    0.662  1.136  ...              0.0              0.0   \n",
       "NSC.88622   0.639  1.131  ...              0.0              0.0   \n",
       "NSC.91874   0.611  1.133  ...              0.0              0.0   \n",
       "NSC.95397   0.719  1.105  ...              0.0              0.0   \n",
       "NSC.95910   0.688  1.127  ...              0.0              0.0   \n",
       "NSC.96379   0.682  1.115  ...              0.0              0.0   \n",
       "NSC.9706    0.641  1.157  ...              0.0              0.0   \n",
       "NSC.97374   0.688  1.112  ...              0.0              0.0   \n",
       "NSC.98332   0.571  1.145  ...              0.0              0.0   \n",
       "NSC.99078   0.660  1.122  ...              0.0              0.0   \n",
       "\n",
       "            DD_CATS3D_12_LL  DD_CATS3D_13_LL  DD_CATS3D_14_LL  \\\n",
       "DRUG                                                            \n",
       "CCLE.10                 0.0              0.0              0.0   \n",
       "CCLE.11                 0.0              0.0              0.0   \n",
       "CCLE.12                 0.0              0.0              0.0   \n",
       "CCLE.13                 0.0              0.0              0.0   \n",
       "CCLE.14                 0.0              0.0              0.0   \n",
       "CCLE.15                 0.0              0.0              0.0   \n",
       "CCLE.16                 0.0              0.0              0.0   \n",
       "CCLE.17                 0.0              0.0              0.0   \n",
       "CCLE.18                 0.0              0.0              0.0   \n",
       "CCLE.19                 0.0              0.0              0.0   \n",
       "CCLE.1                  0.0              0.0              0.0   \n",
       "CCLE.20                 0.0              0.0              0.0   \n",
       "CCLE.21                 0.0              0.0              0.0   \n",
       "CCLE.22                 0.0              0.0              0.0   \n",
       "CCLE.23                 0.0              0.0              0.0   \n",
       "CCLE.24                 0.0              0.0              0.0   \n",
       "CCLE.2                  0.0              0.0              0.0   \n",
       "CCLE.3                  0.0              0.0              0.0   \n",
       "CCLE.4                  0.0              0.0              0.0   \n",
       "CCLE.5                  0.0              0.0              0.0   \n",
       "CCLE.6                  0.0              0.0              0.0   \n",
       "CCLE.7                  0.0              0.0              0.0   \n",
       "CCLE.8                  0.0              0.0              0.0   \n",
       "CCLE.9                  0.0              0.0              0.0   \n",
       "CTRP.100                0.0              0.0              0.0   \n",
       "CTRP.101                0.0              0.0              0.0   \n",
       "CTRP.102                0.0              0.0              0.0   \n",
       "CTRP.103                0.0              0.0              0.0   \n",
       "CTRP.104                0.0              0.0              0.0   \n",
       "CTRP.105                0.0              0.0              0.0   \n",
       "...                     ...              ...              ...   \n",
       "NSC.789042              0.0              0.0              0.0   \n",
       "NSC.789043              0.0              0.0              0.0   \n",
       "NSC.789044              0.0              0.0              0.0   \n",
       "NSC.789099              0.0              0.0              0.0   \n",
       "NSC.789102              0.0              0.0              0.0   \n",
       "NSC.789223              0.0              0.0              0.0   \n",
       "NSC.789300              0.0              0.0              0.0   \n",
       "NSC.789722              0.0              0.0              0.0   \n",
       "NSC.789797              0.0              0.0              0.0   \n",
       "NSC.789925              0.0              0.0              0.0   \n",
       "NSC.789968              0.0              0.0              0.0   \n",
       "NSC.789969              0.0              0.0              0.0   \n",
       "NSC.79037               0.0              0.0              0.0   \n",
       "NSC.79139               0.0              0.0              0.0   \n",
       "NSC.82151               0.0              0.0              0.0   \n",
       "NSC.83265               0.0              0.0              0.0   \n",
       "NSC.84033               0.0              0.0              0.0   \n",
       "NSC.84094               0.0              0.0              0.0   \n",
       "NSC.85998               0.0              0.0              0.0   \n",
       "NSC.87868               0.0              0.0              0.0   \n",
       "NSC.8806                0.0              0.0              0.0   \n",
       "NSC.88622               0.0              0.0              0.0   \n",
       "NSC.91874               0.0              0.0              0.0   \n",
       "NSC.95397               0.0              0.0              0.0   \n",
       "NSC.95910               0.0              0.0              0.0   \n",
       "NSC.96379               0.0              0.0              0.0   \n",
       "NSC.9706                0.0              0.0              0.0   \n",
       "NSC.97374               0.0              0.0              0.0   \n",
       "NSC.98332               0.0              0.0              0.0   \n",
       "NSC.99078               0.0              0.0              0.0   \n",
       "\n",
       "            DD_CATS3D_15_LL  DD_CATS3D_16_LL  DD_CATS3D_17_LL  \\\n",
       "DRUG                                                            \n",
       "CCLE.10                 0.0              0.0              0.0   \n",
       "CCLE.11                 0.0              0.0              0.0   \n",
       "CCLE.12                 0.0              0.0              0.0   \n",
       "CCLE.13                 0.0              0.0              0.0   \n",
       "CCLE.14                 0.0              0.0              0.0   \n",
       "CCLE.15                 0.0              0.0              0.0   \n",
       "CCLE.16                 0.0              0.0              0.0   \n",
       "CCLE.17                 0.0              0.0              0.0   \n",
       "CCLE.18                 0.0              0.0              0.0   \n",
       "CCLE.19                 0.0              0.0              0.0   \n",
       "CCLE.1                  0.0              0.0              0.0   \n",
       "CCLE.20                 0.0              0.0              0.0   \n",
       "CCLE.21                 0.0              0.0              0.0   \n",
       "CCLE.22                 0.0              0.0              0.0   \n",
       "CCLE.23                 0.0              0.0              0.0   \n",
       "CCLE.24                 0.0              0.0              0.0   \n",
       "CCLE.2                  0.0              0.0              0.0   \n",
       "CCLE.3                  0.0              0.0              0.0   \n",
       "CCLE.4                  0.0              0.0              0.0   \n",
       "CCLE.5                  0.0              0.0              0.0   \n",
       "CCLE.6                  0.0              0.0              0.0   \n",
       "CCLE.7                  0.0              0.0              0.0   \n",
       "CCLE.8                  0.0              0.0              0.0   \n",
       "CCLE.9                  0.0              0.0              0.0   \n",
       "CTRP.100                0.0              0.0              0.0   \n",
       "CTRP.101                0.0              0.0              0.0   \n",
       "CTRP.102                0.0              0.0              0.0   \n",
       "CTRP.103                0.0              0.0              0.0   \n",
       "CTRP.104                0.0              0.0              0.0   \n",
       "CTRP.105                0.0              0.0              0.0   \n",
       "...                     ...              ...              ...   \n",
       "NSC.789042              0.0              0.0              0.0   \n",
       "NSC.789043              0.0              0.0              0.0   \n",
       "NSC.789044              0.0              0.0              0.0   \n",
       "NSC.789099              0.0              0.0              0.0   \n",
       "NSC.789102              0.0              0.0              0.0   \n",
       "NSC.789223              0.0              0.0              0.0   \n",
       "NSC.789300              0.0              0.0              0.0   \n",
       "NSC.789722              0.0              0.0              0.0   \n",
       "NSC.789797              0.0              0.0              0.0   \n",
       "NSC.789925              0.0              0.0              0.0   \n",
       "NSC.789968              0.0              0.0              0.0   \n",
       "NSC.789969              0.0              0.0              0.0   \n",
       "NSC.79037               0.0              0.0              0.0   \n",
       "NSC.79139               0.0              0.0              0.0   \n",
       "NSC.82151               0.0              0.0              0.0   \n",
       "NSC.83265               0.0              0.0              0.0   \n",
       "NSC.84033               0.0              0.0              0.0   \n",
       "NSC.84094               0.0              0.0              0.0   \n",
       "NSC.85998               0.0              0.0              0.0   \n",
       "NSC.87868               0.0              0.0              0.0   \n",
       "NSC.8806                0.0              0.0              0.0   \n",
       "NSC.88622               0.0              0.0              0.0   \n",
       "NSC.91874               0.0              0.0              0.0   \n",
       "NSC.95397               0.0              0.0              0.0   \n",
       "NSC.95910               0.0              0.0              0.0   \n",
       "NSC.96379               0.0              0.0              0.0   \n",
       "NSC.9706                0.0              0.0              0.0   \n",
       "NSC.97374               0.0              0.0              0.0   \n",
       "NSC.98332               0.0              0.0              0.0   \n",
       "NSC.99078               0.0              0.0              0.0   \n",
       "\n",
       "            DD_CATS3D_18_LL  DD_CATS3D_19_LL  \n",
       "DRUG                                          \n",
       "CCLE.10                 0.0              0.0  \n",
       "CCLE.11                 0.0              0.0  \n",
       "CCLE.12                 0.0              0.0  \n",
       "CCLE.13                 0.0              0.0  \n",
       "CCLE.14                 0.0              0.0  \n",
       "CCLE.15                 0.0              0.0  \n",
       "CCLE.16                 0.0              0.0  \n",
       "CCLE.17                 0.0              0.0  \n",
       "CCLE.18                 0.0              0.0  \n",
       "CCLE.19                 0.0              0.0  \n",
       "CCLE.1                  0.0              0.0  \n",
       "CCLE.20                 0.0              0.0  \n",
       "CCLE.21                 0.0              0.0  \n",
       "CCLE.22                 0.0              0.0  \n",
       "CCLE.23                 0.0              0.0  \n",
       "CCLE.24                 0.0              0.0  \n",
       "CCLE.2                  0.0              0.0  \n",
       "CCLE.3                  0.0              0.0  \n",
       "CCLE.4                  0.0              0.0  \n",
       "CCLE.5                  0.0              0.0  \n",
       "CCLE.6                  0.0              0.0  \n",
       "CCLE.7                  0.0              0.0  \n",
       "CCLE.8                  0.0              0.0  \n",
       "CCLE.9                  0.0              0.0  \n",
       "CTRP.100                0.0              0.0  \n",
       "CTRP.101                0.0              0.0  \n",
       "CTRP.102                0.0              0.0  \n",
       "CTRP.103                0.0              0.0  \n",
       "CTRP.104                0.0              0.0  \n",
       "CTRP.105                0.0              0.0  \n",
       "...                     ...              ...  \n",
       "NSC.789042              0.0              0.0  \n",
       "NSC.789043              0.0              0.0  \n",
       "NSC.789044              0.0              0.0  \n",
       "NSC.789099              0.0              0.0  \n",
       "NSC.789102              0.0              0.0  \n",
       "NSC.789223              0.0              0.0  \n",
       "NSC.789300              0.0              0.0  \n",
       "NSC.789722              0.0              0.0  \n",
       "NSC.789797              0.0              0.0  \n",
       "NSC.789925              0.0              0.0  \n",
       "NSC.789968              0.0              0.0  \n",
       "NSC.789969              0.0              0.0  \n",
       "NSC.79037               0.0              0.0  \n",
       "NSC.79139               0.0              0.0  \n",
       "NSC.82151               0.0              0.0  \n",
       "NSC.83265               0.0              0.0  \n",
       "NSC.84033               0.0              0.0  \n",
       "NSC.84094               0.0              0.0  \n",
       "NSC.85998               0.0              0.0  \n",
       "NSC.87868               0.0              0.0  \n",
       "NSC.8806                0.0              0.0  \n",
       "NSC.88622               0.0              0.0  \n",
       "NSC.91874               0.0              0.0  \n",
       "NSC.95397               0.0              0.0  \n",
       "NSC.95910               0.0              0.0  \n",
       "NSC.96379               0.0              0.0  \n",
       "NSC.9706                0.0              0.0  \n",
       "NSC.97374               0.0              0.0  \n",
       "NSC.98332               0.0              0.0  \n",
       "NSC.99078               0.0              0.0  \n",
       "\n",
       "[1779 rows x 5270 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_descriptor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_1 = df_response.merge(df_rnaseq, on='CELL', how='left', sort='true')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>CELL</th>\n",
       "      <th>AUC</th>\n",
       "      <th>AARS</th>\n",
       "      <th>ABCB6</th>\n",
       "      <th>ABCC5</th>\n",
       "      <th>ABCF1</th>\n",
       "      <th>ABCF3</th>\n",
       "      <th>ABHD4</th>\n",
       "      <th>ABHD6</th>\n",
       "      <th>ABL1</th>\n",
       "      <th>...</th>\n",
       "      <th>ZMIZ1</th>\n",
       "      <th>ZMYM2</th>\n",
       "      <th>ZNF131</th>\n",
       "      <th>ZNF274</th>\n",
       "      <th>ZNF318</th>\n",
       "      <th>ZNF395</th>\n",
       "      <th>ZNF451</th>\n",
       "      <th>ZNF586</th>\n",
       "      <th>ZNF589</th>\n",
       "      <th>ZW10</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRUG</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>CCLE.1</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8371</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.10</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.7903</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.11</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.4953</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.12</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8606</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.13</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.6468</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.14</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.6117</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.15</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8935</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.16</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.6900</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.17</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.7821</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.18</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.5328</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.19</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8178</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.2</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8162</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.20</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8380</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.21</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.6970</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.22</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.7977</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.23</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.7613</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.24</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.7111</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.3</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.6502</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.4</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8052</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.5</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.7289</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.6</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8671</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.7</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.6565</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.8</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8306</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.9</th>\n",
       "      <td>CCLE.769P</td>\n",
       "      <td>0.8270</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.013</td>\n",
       "      <td>1.633</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.0968</td>\n",
       "      <td>3.390</td>\n",
       "      <td>...</td>\n",
       "      <td>2.455</td>\n",
       "      <td>2.426</td>\n",
       "      <td>1.1640</td>\n",
       "      <td>3.111</td>\n",
       "      <td>1.724</td>\n",
       "      <td>1.6120</td>\n",
       "      <td>1.426</td>\n",
       "      <td>1.166</td>\n",
       "      <td>0.2937</td>\n",
       "      <td>1.457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.1</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>0.7701</td>\n",
       "      <td>5.310</td>\n",
       "      <td>3.857</td>\n",
       "      <td>1.895</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.8710</td>\n",
       "      <td>2.807</td>\n",
       "      <td>...</td>\n",
       "      <td>2.615</td>\n",
       "      <td>3.094</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>2.426</td>\n",
       "      <td>2.290</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.291</td>\n",
       "      <td>1.207</td>\n",
       "      <td>2.1130</td>\n",
       "      <td>2.611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.10</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>0.8443</td>\n",
       "      <td>5.310</td>\n",
       "      <td>3.857</td>\n",
       "      <td>1.895</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.8710</td>\n",
       "      <td>2.807</td>\n",
       "      <td>...</td>\n",
       "      <td>2.615</td>\n",
       "      <td>3.094</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>2.426</td>\n",
       "      <td>2.290</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.291</td>\n",
       "      <td>1.207</td>\n",
       "      <td>2.1130</td>\n",
       "      <td>2.611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.11</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>0.4962</td>\n",
       "      <td>5.310</td>\n",
       "      <td>3.857</td>\n",
       "      <td>1.895</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.8710</td>\n",
       "      <td>2.807</td>\n",
       "      <td>...</td>\n",
       "      <td>2.615</td>\n",
       "      <td>3.094</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>2.426</td>\n",
       "      <td>2.290</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.291</td>\n",
       "      <td>1.207</td>\n",
       "      <td>2.1130</td>\n",
       "      <td>2.611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.12</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>0.9402</td>\n",
       "      <td>5.310</td>\n",
       "      <td>3.857</td>\n",
       "      <td>1.895</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.8710</td>\n",
       "      <td>2.807</td>\n",
       "      <td>...</td>\n",
       "      <td>2.615</td>\n",
       "      <td>3.094</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>2.426</td>\n",
       "      <td>2.290</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.291</td>\n",
       "      <td>1.207</td>\n",
       "      <td>2.1130</td>\n",
       "      <td>2.611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.13</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>0.5683</td>\n",
       "      <td>5.310</td>\n",
       "      <td>3.857</td>\n",
       "      <td>1.895</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.8710</td>\n",
       "      <td>2.807</td>\n",
       "      <td>...</td>\n",
       "      <td>2.615</td>\n",
       "      <td>3.094</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>2.426</td>\n",
       "      <td>2.290</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.291</td>\n",
       "      <td>1.207</td>\n",
       "      <td>2.1130</td>\n",
       "      <td>2.611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CCLE.14</th>\n",
       "      <td>CCLE.A2058</td>\n",
       "      <td>0.6457</td>\n",
       "      <td>5.310</td>\n",
       "      <td>3.857</td>\n",
       "      <td>1.895</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.8710</td>\n",
       "      <td>2.807</td>\n",
       "      <td>...</td>\n",
       "      <td>2.615</td>\n",
       "      <td>3.094</td>\n",
       "      <td>1.9375</td>\n",
       "      <td>2.426</td>\n",
       "      <td>2.290</td>\n",
       "      <td>2.6800</td>\n",
       "      <td>2.291</td>\n",
       "      <td>1.207</td>\n",
       "      <td>2.1130</td>\n",
       "      <td>2.611</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>gCSI.11</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.9944</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.12</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.7095</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.13</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.6580</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.14</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.6794</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.15</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.5578</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.16</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.7805</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.2</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.4701</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.3</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.9022</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.4</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.6070</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.5</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.6678</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.6</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.8942</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.7</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.8497</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.8</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.6861</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.9</th>\n",
       "      <td>gCSI.WM-115</td>\n",
       "      <td>0.8457</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.209</td>\n",
       "      <td>3.020</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.9960</td>\n",
       "      <td>3.361</td>\n",
       "      <td>...</td>\n",
       "      <td>2.355</td>\n",
       "      <td>3.168</td>\n",
       "      <td>1.7390</td>\n",
       "      <td>2.676</td>\n",
       "      <td>2.963</td>\n",
       "      <td>2.5200</td>\n",
       "      <td>2.270</td>\n",
       "      <td>1.083</td>\n",
       "      <td>2.1430</td>\n",
       "      <td>2.814</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.1</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.9008</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.10</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.8828</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.11</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.8845</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.12</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.2351</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.13</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.5776</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.14</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.7129</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.15</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.5632</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.16</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.6883</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.2</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.5241</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.3</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.8430</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.4</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.5813</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.5</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.4874</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.6</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.8802</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.7</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.8093</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.8</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.3403</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gCSI.9</th>\n",
       "      <td>gCSI.WM-266-4</td>\n",
       "      <td>0.6944</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.980</td>\n",
       "      <td>2.885</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.2700</td>\n",
       "      <td>3.240</td>\n",
       "      <td>...</td>\n",
       "      <td>2.723</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.2930</td>\n",
       "      <td>1.306</td>\n",
       "      <td>2.887</td>\n",
       "      <td>0.9253</td>\n",
       "      <td>2.145</td>\n",
       "      <td>1.214</td>\n",
       "      <td>1.5270</td>\n",
       "      <td>2.984</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>285031 rows × 944 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                  CELL     AUC   AARS  ABCB6  ABCC5  ABCF1  ABCF3  ABHD4  \\\n",
       "DRUG                                                                       \n",
       "CCLE.1       CCLE.769P  0.8371  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.10      CCLE.769P  0.7903  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.11      CCLE.769P  0.4953  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.12      CCLE.769P  0.8606  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.13      CCLE.769P  0.6468  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.14      CCLE.769P  0.6117  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.15      CCLE.769P  0.8935  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.16      CCLE.769P  0.6900  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.17      CCLE.769P  0.7821  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.18      CCLE.769P  0.5328  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.19      CCLE.769P  0.8178  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.2       CCLE.769P  0.8162  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.20      CCLE.769P  0.8380  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.21      CCLE.769P  0.6970  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.22      CCLE.769P  0.7977  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.23      CCLE.769P  0.7613  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.24      CCLE.769P  0.7111  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.3       CCLE.769P  0.6502  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.4       CCLE.769P  0.8052  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.5       CCLE.769P  0.7289  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.6       CCLE.769P  0.8671  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.7       CCLE.769P  0.6565  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.8       CCLE.769P  0.8306  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.9       CCLE.769P  0.8270  5.310  1.013  1.633  5.047  4.980  3.484   \n",
       "CCLE.1      CCLE.A2058  0.7701  5.310  3.857  1.895  6.645  5.710  4.600   \n",
       "CCLE.10     CCLE.A2058  0.8443  5.310  3.857  1.895  6.645  5.710  4.600   \n",
       "CCLE.11     CCLE.A2058  0.4962  5.310  3.857  1.895  6.645  5.710  4.600   \n",
       "CCLE.12     CCLE.A2058  0.9402  5.310  3.857  1.895  6.645  5.710  4.600   \n",
       "CCLE.13     CCLE.A2058  0.5683  5.310  3.857  1.895  6.645  5.710  4.600   \n",
       "CCLE.14     CCLE.A2058  0.6457  5.310  3.857  1.895  6.645  5.710  4.600   \n",
       "...                ...     ...    ...    ...    ...    ...    ...    ...   \n",
       "gCSI.11    gCSI.WM-115  0.9944  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.12    gCSI.WM-115  0.7095  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.13    gCSI.WM-115  0.6580  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.14    gCSI.WM-115  0.6794  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.15    gCSI.WM-115  0.5578  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.16    gCSI.WM-115  0.7805  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.2     gCSI.WM-115  0.4701  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.3     gCSI.WM-115  0.9022  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.4     gCSI.WM-115  0.6070  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.5     gCSI.WM-115  0.6678  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.6     gCSI.WM-115  0.8942  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.7     gCSI.WM-115  0.8497  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.8     gCSI.WM-115  0.6861  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.9     gCSI.WM-115  0.8457  4.830  3.209  3.020  5.730  5.895  4.460   \n",
       "gCSI.1   gCSI.WM-266-4  0.9008  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.10  gCSI.WM-266-4  0.8828  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.11  gCSI.WM-266-4  0.8845  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.12  gCSI.WM-266-4  0.2351  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.13  gCSI.WM-266-4  0.5776  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.14  gCSI.WM-266-4  0.7129  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.15  gCSI.WM-266-4  0.5632  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.16  gCSI.WM-266-4  0.6883  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.2   gCSI.WM-266-4  0.5241  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.3   gCSI.WM-266-4  0.8430  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.4   gCSI.WM-266-4  0.5813  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.5   gCSI.WM-266-4  0.4874  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.6   gCSI.WM-266-4  0.8802  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.7   gCSI.WM-266-4  0.8093  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.8   gCSI.WM-266-4  0.3403  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "gCSI.9   gCSI.WM-266-4  0.6944  4.656  2.980  2.885  3.840  4.715  3.662   \n",
       "\n",
       "          ABHD6   ABL1  ...  ZMIZ1  ZMYM2  ZNF131  ZNF274  ZNF318  ZNF395  \\\n",
       "DRUG                    ...                                                 \n",
       "CCLE.1   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.10  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.11  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.12  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.13  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.14  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.15  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.16  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.17  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.18  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.19  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.2   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.20  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.21  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.22  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.23  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.24  0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.3   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.4   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.5   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.6   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.7   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.8   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.9   0.0968  3.390  ...  2.455  2.426  1.1640   3.111   1.724  1.6120   \n",
       "CCLE.1   1.8710  2.807  ...  2.615  3.094  1.9375   2.426   2.290  2.6800   \n",
       "CCLE.10  1.8710  2.807  ...  2.615  3.094  1.9375   2.426   2.290  2.6800   \n",
       "CCLE.11  1.8710  2.807  ...  2.615  3.094  1.9375   2.426   2.290  2.6800   \n",
       "CCLE.12  1.8710  2.807  ...  2.615  3.094  1.9375   2.426   2.290  2.6800   \n",
       "CCLE.13  1.8710  2.807  ...  2.615  3.094  1.9375   2.426   2.290  2.6800   \n",
       "CCLE.14  1.8710  2.807  ...  2.615  3.094  1.9375   2.426   2.290  2.6800   \n",
       "...         ...    ...  ...    ...    ...     ...     ...     ...     ...   \n",
       "gCSI.11  1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.12  1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.13  1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.14  1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.15  1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.16  1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.2   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.3   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.4   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.5   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.6   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.7   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.8   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.9   1.9960  3.361  ...  2.355  3.168  1.7390   2.676   2.963  2.5200   \n",
       "gCSI.1   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.10  2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.11  2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.12  2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.13  2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.14  2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.15  2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.16  2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.2   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.3   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.4   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.5   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.6   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.7   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.8   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "gCSI.9   2.2700  3.240  ...  2.723  3.232  1.2930   1.306   2.887  0.9253   \n",
       "\n",
       "         ZNF451  ZNF586  ZNF589   ZW10  \n",
       "DRUG                                    \n",
       "CCLE.1    1.426   1.166  0.2937  1.457  \n",
       "CCLE.10   1.426   1.166  0.2937  1.457  \n",
       "CCLE.11   1.426   1.166  0.2937  1.457  \n",
       "CCLE.12   1.426   1.166  0.2937  1.457  \n",
       "CCLE.13   1.426   1.166  0.2937  1.457  \n",
       "CCLE.14   1.426   1.166  0.2937  1.457  \n",
       "CCLE.15   1.426   1.166  0.2937  1.457  \n",
       "CCLE.16   1.426   1.166  0.2937  1.457  \n",
       "CCLE.17   1.426   1.166  0.2937  1.457  \n",
       "CCLE.18   1.426   1.166  0.2937  1.457  \n",
       "CCLE.19   1.426   1.166  0.2937  1.457  \n",
       "CCLE.2    1.426   1.166  0.2937  1.457  \n",
       "CCLE.20   1.426   1.166  0.2937  1.457  \n",
       "CCLE.21   1.426   1.166  0.2937  1.457  \n",
       "CCLE.22   1.426   1.166  0.2937  1.457  \n",
       "CCLE.23   1.426   1.166  0.2937  1.457  \n",
       "CCLE.24   1.426   1.166  0.2937  1.457  \n",
       "CCLE.3    1.426   1.166  0.2937  1.457  \n",
       "CCLE.4    1.426   1.166  0.2937  1.457  \n",
       "CCLE.5    1.426   1.166  0.2937  1.457  \n",
       "CCLE.6    1.426   1.166  0.2937  1.457  \n",
       "CCLE.7    1.426   1.166  0.2937  1.457  \n",
       "CCLE.8    1.426   1.166  0.2937  1.457  \n",
       "CCLE.9    1.426   1.166  0.2937  1.457  \n",
       "CCLE.1    2.291   1.207  2.1130  2.611  \n",
       "CCLE.10   2.291   1.207  2.1130  2.611  \n",
       "CCLE.11   2.291   1.207  2.1130  2.611  \n",
       "CCLE.12   2.291   1.207  2.1130  2.611  \n",
       "CCLE.13   2.291   1.207  2.1130  2.611  \n",
       "CCLE.14   2.291   1.207  2.1130  2.611  \n",
       "...         ...     ...     ...    ...  \n",
       "gCSI.11   2.270   1.083  2.1430  2.814  \n",
       "gCSI.12   2.270   1.083  2.1430  2.814  \n",
       "gCSI.13   2.270   1.083  2.1430  2.814  \n",
       "gCSI.14   2.270   1.083  2.1430  2.814  \n",
       "gCSI.15   2.270   1.083  2.1430  2.814  \n",
       "gCSI.16   2.270   1.083  2.1430  2.814  \n",
       "gCSI.2    2.270   1.083  2.1430  2.814  \n",
       "gCSI.3    2.270   1.083  2.1430  2.814  \n",
       "gCSI.4    2.270   1.083  2.1430  2.814  \n",
       "gCSI.5    2.270   1.083  2.1430  2.814  \n",
       "gCSI.6    2.270   1.083  2.1430  2.814  \n",
       "gCSI.7    2.270   1.083  2.1430  2.814  \n",
       "gCSI.8    2.270   1.083  2.1430  2.814  \n",
       "gCSI.9    2.270   1.083  2.1430  2.814  \n",
       "gCSI.1    2.145   1.214  1.5270  2.984  \n",
       "gCSI.10   2.145   1.214  1.5270  2.984  \n",
       "gCSI.11   2.145   1.214  1.5270  2.984  \n",
       "gCSI.12   2.145   1.214  1.5270  2.984  \n",
       "gCSI.13   2.145   1.214  1.5270  2.984  \n",
       "gCSI.14   2.145   1.214  1.5270  2.984  \n",
       "gCSI.15   2.145   1.214  1.5270  2.984  \n",
       "gCSI.16   2.145   1.214  1.5270  2.984  \n",
       "gCSI.2    2.145   1.214  1.5270  2.984  \n",
       "gCSI.3    2.145   1.214  1.5270  2.984  \n",
       "gCSI.4    2.145   1.214  1.5270  2.984  \n",
       "gCSI.5    2.145   1.214  1.5270  2.984  \n",
       "gCSI.6    2.145   1.214  1.5270  2.984  \n",
       "gCSI.7    2.145   1.214  1.5270  2.984  \n",
       "gCSI.8    2.145   1.214  1.5270  2.984  \n",
       "gCSI.9    2.145   1.214  1.5270  2.984  \n",
       "\n",
       "[285031 rows x 944 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_1.set_index(['DRUG'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 34.3 s, sys: 1min 10s, total: 1min 44s\n",
      "Wall time: 1min 42s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df_2 = df_1.merge(df_descriptor, on='DRUG', how='left', sort='true')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2.drop(columns=['CELL', 'DRUG'], inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_2.to_feather('top6.feather')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "# df_2 = pd.read_feather('top6.feather')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "# %%time\n",
    "# df_2.to_csv('top6.csv', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 23.6 s, sys: 188 ms, total: 23.8 s\n",
      "Wall time: 23.8 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df_2.to_parquet('top6.parquet', index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 15.7 s, sys: 4.78 s, total: 20.5 s\n",
      "Wall time: 23.3 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "df_2.to_hdf('top6.h5', key='df', mode='w', complib='blosc:snappy', complevel=9)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AUC</th>\n",
       "      <th>AARS</th>\n",
       "      <th>ABCB6</th>\n",
       "      <th>ABCC5</th>\n",
       "      <th>ABCF1</th>\n",
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       "      <th>ABL1</th>\n",
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       "      <th>...</th>\n",
       "      <th>DD_CATS3D_10_LL</th>\n",
       "      <th>DD_CATS3D_11_LL</th>\n",
       "      <th>DD_CATS3D_12_LL</th>\n",
       "      <th>DD_CATS3D_13_LL</th>\n",
       "      <th>DD_CATS3D_14_LL</th>\n",
       "      <th>DD_CATS3D_15_LL</th>\n",
       "      <th>DD_CATS3D_16_LL</th>\n",
       "      <th>DD_CATS3D_17_LL</th>\n",
       "      <th>DD_CATS3D_18_LL</th>\n",
       "      <th>DD_CATS3D_19_LL</th>\n",
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       "      <th>0</th>\n",
       "      <td>0.8371</td>\n",
       "      <td>5.310</td>\n",
       "      <td>1.0130</td>\n",
       "      <td>1.6330</td>\n",
       "      <td>5.047</td>\n",
       "      <td>4.980</td>\n",
       "      <td>3.484</td>\n",
       "      <td>0.09680</td>\n",
       "      <td>3.39000</td>\n",
       "      <td>2.443</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.7701</td>\n",
       "      <td>5.310</td>\n",
       "      <td>3.8570</td>\n",
       "      <td>1.8950</td>\n",
       "      <td>6.645</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.600</td>\n",
       "      <td>1.87100</td>\n",
       "      <td>2.80700</td>\n",
       "      <td>3.668</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.7294</td>\n",
       "      <td>6.004</td>\n",
       "      <td>3.2930</td>\n",
       "      <td>1.9630</td>\n",
       "      <td>5.380</td>\n",
       "      <td>5.010</td>\n",
       "      <td>3.572</td>\n",
       "      <td>2.30700</td>\n",
       "      <td>2.92800</td>\n",
       "      <td>3.547</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.7085</td>\n",
       "      <td>5.490</td>\n",
       "      <td>3.6270</td>\n",
       "      <td>1.0080</td>\n",
       "      <td>4.207</td>\n",
       "      <td>4.562</td>\n",
       "      <td>5.617</td>\n",
       "      <td>1.33100</td>\n",
       "      <td>2.31200</td>\n",
       "      <td>3.281</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.8126</td>\n",
       "      <td>7.050</td>\n",
       "      <td>2.3120</td>\n",
       "      <td>1.9510</td>\n",
       "      <td>4.360</td>\n",
       "      <td>4.598</td>\n",
       "      <td>4.710</td>\n",
       "      <td>1.36800</td>\n",
       "      <td>2.86700</td>\n",
       "      <td>2.697</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.8319</td>\n",
       "      <td>3.723</td>\n",
       "      <td>4.2400</td>\n",
       "      <td>4.0550</td>\n",
       "      <td>6.145</td>\n",
       "      <td>6.875</td>\n",
       "      <td>5.156</td>\n",
       "      <td>1.78200</td>\n",
       "      <td>1.18500</td>\n",
       "      <td>6.613</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.8228</td>\n",
       "      <td>6.220</td>\n",
       "      <td>2.6200</td>\n",
       "      <td>2.3610</td>\n",
       "      <td>4.510</td>\n",
       "      <td>5.710</td>\n",
       "      <td>5.453</td>\n",
       "      <td>1.76800</td>\n",
       "      <td>3.46000</td>\n",
       "      <td>3.889</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.8230</td>\n",
       "      <td>6.035</td>\n",
       "      <td>3.4750</td>\n",
       "      <td>3.0660</td>\n",
       "      <td>5.824</td>\n",
       "      <td>6.080</td>\n",
       "      <td>5.630</td>\n",
       "      <td>1.88600</td>\n",
       "      <td>3.08800</td>\n",
       "      <td>3.922</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.8334</td>\n",
       "      <td>6.195</td>\n",
       "      <td>3.1330</td>\n",
       "      <td>4.3950</td>\n",
       "      <td>5.047</td>\n",
       "      <td>6.660</td>\n",
       "      <td>4.062</td>\n",
       "      <td>0.82130</td>\n",
       "      <td>3.91400</td>\n",
       "      <td>3.105</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.7844</td>\n",
       "      <td>5.000</td>\n",
       "      <td>2.9100</td>\n",
       "      <td>1.8040</td>\n",
       "      <td>5.410</td>\n",
       "      <td>5.030</td>\n",
       "      <td>3.232</td>\n",
       "      <td>1.35400</td>\n",
       "      <td>3.88500</td>\n",
       "      <td>3.270</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.7527</td>\n",
       "      <td>6.130</td>\n",
       "      <td>3.9040</td>\n",
       "      <td>1.8150</td>\n",
       "      <td>5.530</td>\n",
       "      <td>5.863</td>\n",
       "      <td>4.625</td>\n",
       "      <td>1.85600</td>\n",
       "      <td>2.47500</td>\n",
       "      <td>4.890</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.7968</td>\n",
       "      <td>5.660</td>\n",
       "      <td>3.5920</td>\n",
       "      <td>2.9060</td>\n",
       "      <td>5.184</td>\n",
       "      <td>5.910</td>\n",
       "      <td>4.700</td>\n",
       "      <td>2.16600</td>\n",
       "      <td>2.97900</td>\n",
       "      <td>4.285</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.8620</td>\n",
       "      <td>5.285</td>\n",
       "      <td>4.2030</td>\n",
       "      <td>2.4980</td>\n",
       "      <td>5.168</td>\n",
       "      <td>5.344</td>\n",
       "      <td>4.707</td>\n",
       "      <td>0.99100</td>\n",
       "      <td>3.25000</td>\n",
       "      <td>3.040</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0.7451</td>\n",
       "      <td>4.816</td>\n",
       "      <td>2.3830</td>\n",
       "      <td>1.8260</td>\n",
       "      <td>4.816</td>\n",
       "      <td>5.562</td>\n",
       "      <td>3.084</td>\n",
       "      <td>1.07200</td>\n",
       "      <td>0.84200</td>\n",
       "      <td>4.516</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0.8136</td>\n",
       "      <td>5.465</td>\n",
       "      <td>2.1660</td>\n",
       "      <td>1.8380</td>\n",
       "      <td>4.055</td>\n",
       "      <td>5.260</td>\n",
       "      <td>2.914</td>\n",
       "      <td>0.91750</td>\n",
       "      <td>0.51950</td>\n",
       "      <td>3.424</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0.7303</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.1330</td>\n",
       "      <td>2.7250</td>\n",
       "      <td>3.992</td>\n",
       "      <td>5.010</td>\n",
       "      <td>4.492</td>\n",
       "      <td>1.97500</td>\n",
       "      <td>1.57700</td>\n",
       "      <td>3.898</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0.8485</td>\n",
       "      <td>5.215</td>\n",
       "      <td>3.0080</td>\n",
       "      <td>5.2850</td>\n",
       "      <td>6.160</td>\n",
       "      <td>6.310</td>\n",
       "      <td>3.254</td>\n",
       "      <td>0.09680</td>\n",
       "      <td>3.08800</td>\n",
       "      <td>4.750</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.8474</td>\n",
       "      <td>6.254</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>2.0200</td>\n",
       "      <td>4.040</td>\n",
       "      <td>5.363</td>\n",
       "      <td>3.174</td>\n",
       "      <td>1.74500</td>\n",
       "      <td>2.23200</td>\n",
       "      <td>3.535</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0.6947</td>\n",
       "      <td>5.730</td>\n",
       "      <td>3.2380</td>\n",
       "      <td>3.2600</td>\n",
       "      <td>4.770</td>\n",
       "      <td>5.710</td>\n",
       "      <td>4.240</td>\n",
       "      <td>2.20300</td>\n",
       "      <td>1.96000</td>\n",
       "      <td>3.336</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0.8191</td>\n",
       "      <td>5.080</td>\n",
       "      <td>0.8594</td>\n",
       "      <td>2.9300</td>\n",
       "      <td>5.440</td>\n",
       "      <td>5.960</td>\n",
       "      <td>4.350</td>\n",
       "      <td>1.66400</td>\n",
       "      <td>2.41400</td>\n",
       "      <td>3.855</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0.8083</td>\n",
       "      <td>5.510</td>\n",
       "      <td>3.6000</td>\n",
       "      <td>4.1900</td>\n",
       "      <td>5.047</td>\n",
       "      <td>5.844</td>\n",
       "      <td>3.617</td>\n",
       "      <td>2.16600</td>\n",
       "      <td>1.39600</td>\n",
       "      <td>4.860</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0.7700</td>\n",
       "      <td>5.535</td>\n",
       "      <td>3.6130</td>\n",
       "      <td>3.4300</td>\n",
       "      <td>5.380</td>\n",
       "      <td>6.445</td>\n",
       "      <td>3.447</td>\n",
       "      <td>3.43800</td>\n",
       "      <td>2.36300</td>\n",
       "      <td>4.195</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0.8679</td>\n",
       "      <td>4.770</td>\n",
       "      <td>3.1760</td>\n",
       "      <td>1.9400</td>\n",
       "      <td>4.680</td>\n",
       "      <td>5.680</td>\n",
       "      <td>4.195</td>\n",
       "      <td>1.29400</td>\n",
       "      <td>2.84800</td>\n",
       "      <td>3.160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0.8551</td>\n",
       "      <td>4.900</td>\n",
       "      <td>3.2800</td>\n",
       "      <td>4.3950</td>\n",
       "      <td>3.611</td>\n",
       "      <td>5.996</td>\n",
       "      <td>3.943</td>\n",
       "      <td>2.65400</td>\n",
       "      <td>1.75900</td>\n",
       "      <td>4.836</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0.8281</td>\n",
       "      <td>4.465</td>\n",
       "      <td>3.2090</td>\n",
       "      <td>4.3400</td>\n",
       "      <td>5.242</td>\n",
       "      <td>6.676</td>\n",
       "      <td>4.040</td>\n",
       "      <td>1.28700</td>\n",
       "      <td>2.86700</td>\n",
       "      <td>3.832</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0.8052</td>\n",
       "      <td>7.440</td>\n",
       "      <td>3.0210</td>\n",
       "      <td>2.3730</td>\n",
       "      <td>4.465</td>\n",
       "      <td>6.742</td>\n",
       "      <td>4.270</td>\n",
       "      <td>-0.06586</td>\n",
       "      <td>2.29300</td>\n",
       "      <td>2.730</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0.7672</td>\n",
       "      <td>5.625</td>\n",
       "      <td>2.1600</td>\n",
       "      <td>3.4650</td>\n",
       "      <td>5.258</td>\n",
       "      <td>5.996</td>\n",
       "      <td>4.535</td>\n",
       "      <td>1.56100</td>\n",
       "      <td>1.95000</td>\n",
       "      <td>2.960</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0.7487</td>\n",
       "      <td>4.850</td>\n",
       "      <td>3.7870</td>\n",
       "      <td>3.2360</td>\n",
       "      <td>5.562</td>\n",
       "      <td>6.625</td>\n",
       "      <td>3.736</td>\n",
       "      <td>2.98000</td>\n",
       "      <td>3.49200</td>\n",
       "      <td>4.594</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0.9341</td>\n",
       "      <td>4.816</td>\n",
       "      <td>2.8340</td>\n",
       "      <td>2.1330</td>\n",
       "      <td>6.477</td>\n",
       "      <td>5.460</td>\n",
       "      <td>5.000</td>\n",
       "      <td>0.94700</td>\n",
       "      <td>3.91400</td>\n",
       "      <td>4.008</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>0.9042</td>\n",
       "      <td>5.760</td>\n",
       "      <td>3.6480</td>\n",
       "      <td>2.2480</td>\n",
       "      <td>5.867</td>\n",
       "      <td>5.180</td>\n",
       "      <td>5.480</td>\n",
       "      <td>1.19800</td>\n",
       "      <td>3.25000</td>\n",
       "      <td>3.998</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>285001</th>\n",
       "      <td>0.7873</td>\n",
       "      <td>2.844</td>\n",
       "      <td>3.3500</td>\n",
       "      <td>1.5990</td>\n",
       "      <td>3.352</td>\n",
       "      <td>3.914</td>\n",
       "      <td>3.373</td>\n",
       "      <td>0.63600</td>\n",
       "      <td>0.87200</td>\n",
       "      <td>2.531</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285002</th>\n",
       "      <td>0.8531</td>\n",
       "      <td>5.170</td>\n",
       "      <td>2.2440</td>\n",
       "      <td>2.2810</td>\n",
       "      <td>3.352</td>\n",
       "      <td>5.445</td>\n",
       "      <td>4.164</td>\n",
       "      <td>2.30700</td>\n",
       "      <td>1.35500</td>\n",
       "      <td>4.316</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285003</th>\n",
       "      <td>0.7034</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.9960</td>\n",
       "      <td>2.6230</td>\n",
       "      <td>4.600</td>\n",
       "      <td>5.793</td>\n",
       "      <td>5.668</td>\n",
       "      <td>2.36000</td>\n",
       "      <td>2.98800</td>\n",
       "      <td>3.447</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285004</th>\n",
       "      <td>0.7058</td>\n",
       "      <td>3.164</td>\n",
       "      <td>2.6050</td>\n",
       "      <td>2.4300</td>\n",
       "      <td>3.094</td>\n",
       "      <td>4.680</td>\n",
       "      <td>2.648</td>\n",
       "      <td>1.70800</td>\n",
       "      <td>3.17000</td>\n",
       "      <td>3.568</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285005</th>\n",
       "      <td>0.7157</td>\n",
       "      <td>6.290</td>\n",
       "      <td>3.5570</td>\n",
       "      <td>2.2130</td>\n",
       "      <td>4.920</td>\n",
       "      <td>6.145</td>\n",
       "      <td>4.758</td>\n",
       "      <td>2.43400</td>\n",
       "      <td>2.74600</td>\n",
       "      <td>4.062</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285006</th>\n",
       "      <td>0.8420</td>\n",
       "      <td>6.880</td>\n",
       "      <td>3.5080</td>\n",
       "      <td>1.7350</td>\n",
       "      <td>4.617</td>\n",
       "      <td>4.650</td>\n",
       "      <td>4.918</td>\n",
       "      <td>2.33600</td>\n",
       "      <td>2.31200</td>\n",
       "      <td>3.977</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285007</th>\n",
       "      <td>0.7223</td>\n",
       "      <td>3.756</td>\n",
       "      <td>3.7730</td>\n",
       "      <td>4.8750</td>\n",
       "      <td>5.290</td>\n",
       "      <td>6.830</td>\n",
       "      <td>4.510</td>\n",
       "      <td>0.96900</td>\n",
       "      <td>1.25500</td>\n",
       "      <td>7.130</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285008</th>\n",
       "      <td>0.6382</td>\n",
       "      <td>4.793</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>2.9860</td>\n",
       "      <td>4.710</td>\n",
       "      <td>4.715</td>\n",
       "      <td>5.023</td>\n",
       "      <td>1.59800</td>\n",
       "      <td>1.52700</td>\n",
       "      <td>6.160</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285009</th>\n",
       "      <td>0.8481</td>\n",
       "      <td>5.910</td>\n",
       "      <td>3.5300</td>\n",
       "      <td>4.0430</td>\n",
       "      <td>5.200</td>\n",
       "      <td>5.910</td>\n",
       "      <td>4.270</td>\n",
       "      <td>2.15200</td>\n",
       "      <td>1.94000</td>\n",
       "      <td>3.172</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285010</th>\n",
       "      <td>0.7959</td>\n",
       "      <td>5.285</td>\n",
       "      <td>3.2520</td>\n",
       "      <td>1.3370</td>\n",
       "      <td>4.880</td>\n",
       "      <td>4.996</td>\n",
       "      <td>4.418</td>\n",
       "      <td>1.44200</td>\n",
       "      <td>2.56400</td>\n",
       "      <td>3.611</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285011</th>\n",
       "      <td>0.9025</td>\n",
       "      <td>3.940</td>\n",
       "      <td>3.7930</td>\n",
       "      <td>3.5660</td>\n",
       "      <td>4.434</td>\n",
       "      <td>6.360</td>\n",
       "      <td>3.832</td>\n",
       "      <td>2.67600</td>\n",
       "      <td>1.91000</td>\n",
       "      <td>4.230</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285012</th>\n",
       "      <td>0.8196</td>\n",
       "      <td>4.440</td>\n",
       "      <td>4.0700</td>\n",
       "      <td>2.5310</td>\n",
       "      <td>5.000</td>\n",
       "      <td>6.477</td>\n",
       "      <td>4.410</td>\n",
       "      <td>2.44000</td>\n",
       "      <td>1.89000</td>\n",
       "      <td>4.605</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285013</th>\n",
       "      <td>0.8612</td>\n",
       "      <td>5.035</td>\n",
       "      <td>3.9530</td>\n",
       "      <td>3.1560</td>\n",
       "      <td>5.850</td>\n",
       "      <td>6.062</td>\n",
       "      <td>3.787</td>\n",
       "      <td>2.49200</td>\n",
       "      <td>2.42400</td>\n",
       "      <td>4.273</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285014</th>\n",
       "      <td>0.7916</td>\n",
       "      <td>5.150</td>\n",
       "      <td>2.7930</td>\n",
       "      <td>2.2930</td>\n",
       "      <td>5.273</td>\n",
       "      <td>5.330</td>\n",
       "      <td>4.676</td>\n",
       "      <td>1.33900</td>\n",
       "      <td>3.41000</td>\n",
       "      <td>2.818</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285015</th>\n",
       "      <td>0.9273</td>\n",
       "      <td>4.395</td>\n",
       "      <td>2.5700</td>\n",
       "      <td>2.3050</td>\n",
       "      <td>5.000</td>\n",
       "      <td>5.960</td>\n",
       "      <td>3.506</td>\n",
       "      <td>2.07000</td>\n",
       "      <td>2.37300</td>\n",
       "      <td>6.040</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285016</th>\n",
       "      <td>0.9609</td>\n",
       "      <td>3.620</td>\n",
       "      <td>2.6050</td>\n",
       "      <td>1.9290</td>\n",
       "      <td>3.795</td>\n",
       "      <td>5.130</td>\n",
       "      <td>3.742</td>\n",
       "      <td>1.76000</td>\n",
       "      <td>1.79900</td>\n",
       "      <td>4.260</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285017</th>\n",
       "      <td>0.7016</td>\n",
       "      <td>4.977</td>\n",
       "      <td>3.7250</td>\n",
       "      <td>1.7010</td>\n",
       "      <td>3.596</td>\n",
       "      <td>5.145</td>\n",
       "      <td>4.270</td>\n",
       "      <td>2.57200</td>\n",
       "      <td>3.67400</td>\n",
       "      <td>2.719</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285018</th>\n",
       "      <td>0.9041</td>\n",
       "      <td>4.840</td>\n",
       "      <td>1.9860</td>\n",
       "      <td>2.5660</td>\n",
       "      <td>4.375</td>\n",
       "      <td>5.930</td>\n",
       "      <td>3.262</td>\n",
       "      <td>1.70100</td>\n",
       "      <td>2.10200</td>\n",
       "      <td>4.824</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285019</th>\n",
       "      <td>0.7404</td>\n",
       "      <td>6.860</td>\n",
       "      <td>3.7660</td>\n",
       "      <td>3.2250</td>\n",
       "      <td>3.506</td>\n",
       "      <td>5.330</td>\n",
       "      <td>4.195</td>\n",
       "      <td>2.04900</td>\n",
       "      <td>2.79700</td>\n",
       "      <td>3.260</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285020</th>\n",
       "      <td>0.8265</td>\n",
       "      <td>3.004</td>\n",
       "      <td>2.4650</td>\n",
       "      <td>0.9395</td>\n",
       "      <td>2.910</td>\n",
       "      <td>4.680</td>\n",
       "      <td>2.500</td>\n",
       "      <td>2.96500</td>\n",
       "      <td>0.05618</td>\n",
       "      <td>3.744</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285021</th>\n",
       "      <td>0.7366</td>\n",
       "      <td>6.105</td>\n",
       "      <td>2.0760</td>\n",
       "      <td>1.5080</td>\n",
       "      <td>5.242</td>\n",
       "      <td>4.930</td>\n",
       "      <td>3.107</td>\n",
       "      <td>1.59800</td>\n",
       "      <td>2.56400</td>\n",
       "      <td>4.406</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285022</th>\n",
       "      <td>0.8737</td>\n",
       "      <td>5.535</td>\n",
       "      <td>3.2030</td>\n",
       "      <td>2.4300</td>\n",
       "      <td>5.060</td>\n",
       "      <td>5.910</td>\n",
       "      <td>4.676</td>\n",
       "      <td>1.35400</td>\n",
       "      <td>2.33400</td>\n",
       "      <td>3.040</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285023</th>\n",
       "      <td>0.9264</td>\n",
       "      <td>3.928</td>\n",
       "      <td>3.3830</td>\n",
       "      <td>1.7240</td>\n",
       "      <td>4.190</td>\n",
       "      <td>5.210</td>\n",
       "      <td>3.639</td>\n",
       "      <td>2.08600</td>\n",
       "      <td>2.83600</td>\n",
       "      <td>4.957</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285024</th>\n",
       "      <td>0.7908</td>\n",
       "      <td>5.957</td>\n",
       "      <td>2.9100</td>\n",
       "      <td>4.1900</td>\n",
       "      <td>5.184</td>\n",
       "      <td>8.240</td>\n",
       "      <td>3.898</td>\n",
       "      <td>0.93950</td>\n",
       "      <td>2.64500</td>\n",
       "      <td>4.008</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285025</th>\n",
       "      <td>0.8590</td>\n",
       "      <td>4.875</td>\n",
       "      <td>2.9180</td>\n",
       "      <td>1.7810</td>\n",
       "      <td>4.754</td>\n",
       "      <td>6.094</td>\n",
       "      <td>3.543</td>\n",
       "      <td>2.29300</td>\n",
       "      <td>2.35400</td>\n",
       "      <td>6.050</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285026</th>\n",
       "      <td>0.6883</td>\n",
       "      <td>5.695</td>\n",
       "      <td>1.4990</td>\n",
       "      <td>2.1800</td>\n",
       "      <td>6.160</td>\n",
       "      <td>5.312</td>\n",
       "      <td>3.357</td>\n",
       "      <td>1.51600</td>\n",
       "      <td>3.39000</td>\n",
       "      <td>2.994</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285027</th>\n",
       "      <td>0.7365</td>\n",
       "      <td>4.690</td>\n",
       "      <td>3.1540</td>\n",
       "      <td>3.6230</td>\n",
       "      <td>4.510</td>\n",
       "      <td>5.062</td>\n",
       "      <td>2.973</td>\n",
       "      <td>1.57500</td>\n",
       "      <td>2.43400</td>\n",
       "      <td>3.380</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285028</th>\n",
       "      <td>0.7223</td>\n",
       "      <td>5.090</td>\n",
       "      <td>4.0230</td>\n",
       "      <td>3.2030</td>\n",
       "      <td>4.266</td>\n",
       "      <td>6.660</td>\n",
       "      <td>3.780</td>\n",
       "      <td>1.74500</td>\n",
       "      <td>1.97100</td>\n",
       "      <td>4.330</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285029</th>\n",
       "      <td>0.8457</td>\n",
       "      <td>4.830</td>\n",
       "      <td>3.2090</td>\n",
       "      <td>3.0200</td>\n",
       "      <td>5.730</td>\n",
       "      <td>5.895</td>\n",
       "      <td>4.460</td>\n",
       "      <td>1.99600</td>\n",
       "      <td>3.36100</td>\n",
       "      <td>4.008</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285030</th>\n",
       "      <td>0.6944</td>\n",
       "      <td>4.656</td>\n",
       "      <td>2.9800</td>\n",
       "      <td>2.8850</td>\n",
       "      <td>3.840</td>\n",
       "      <td>4.715</td>\n",
       "      <td>3.662</td>\n",
       "      <td>2.27000</td>\n",
       "      <td>3.24000</td>\n",
       "      <td>4.230</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>285031 rows × 6213 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           AUC   AARS   ABCB6   ABCC5  ABCF1  ABCF3  ABHD4    ABHD6     ABL1  \\\n",
       "0       0.8371  5.310  1.0130  1.6330  5.047  4.980  3.484  0.09680  3.39000   \n",
       "1       0.7701  5.310  3.8570  1.8950  6.645  5.710  4.600  1.87100  2.80700   \n",
       "2       0.7294  6.004  3.2930  1.9630  5.380  5.010  3.572  2.30700  2.92800   \n",
       "3       0.7085  5.490  3.6270  1.0080  4.207  4.562  5.617  1.33100  2.31200   \n",
       "4       0.8126  7.050  2.3120  1.9510  4.360  4.598  4.710  1.36800  2.86700   \n",
       "5       0.8319  3.723  4.2400  4.0550  6.145  6.875  5.156  1.78200  1.18500   \n",
       "6       0.8228  6.220  2.6200  2.3610  4.510  5.710  5.453  1.76800  3.46000   \n",
       "7       0.8230  6.035  3.4750  3.0660  5.824  6.080  5.630  1.88600  3.08800   \n",
       "8       0.8334  6.195  3.1330  4.3950  5.047  6.660  4.062  0.82130  3.91400   \n",
       "9       0.7844  5.000  2.9100  1.8040  5.410  5.030  3.232  1.35400  3.88500   \n",
       "10      0.7527  6.130  3.9040  1.8150  5.530  5.863  4.625  1.85600  2.47500   \n",
       "11      0.7968  5.660  3.5920  2.9060  5.184  5.910  4.700  2.16600  2.97900   \n",
       "12      0.8620  5.285  4.2030  2.4980  5.168  5.344  4.707  0.99100  3.25000   \n",
       "13      0.7451  4.816  2.3830  1.8260  4.816  5.562  3.084  1.07200  0.84200   \n",
       "14      0.8136  5.465  2.1660  1.8380  4.055  5.260  2.914  0.91750  0.51950   \n",
       "15      0.7303  4.830  3.1330  2.7250  3.992  5.010  4.492  1.97500  1.57700   \n",
       "16      0.8485  5.215  3.0080  5.2850  6.160  6.310  3.254  0.09680  3.08800   \n",
       "17      0.8474  6.254  2.5000  2.0200  4.040  5.363  3.174  1.74500  2.23200   \n",
       "18      0.6947  5.730  3.2380  3.2600  4.770  5.710  4.240  2.20300  1.96000   \n",
       "19      0.8191  5.080  0.8594  2.9300  5.440  5.960  4.350  1.66400  2.41400   \n",
       "20      0.8083  5.510  3.6000  4.1900  5.047  5.844  3.617  2.16600  1.39600   \n",
       "21      0.7700  5.535  3.6130  3.4300  5.380  6.445  3.447  3.43800  2.36300   \n",
       "22      0.8679  4.770  3.1760  1.9400  4.680  5.680  4.195  1.29400  2.84800   \n",
       "23      0.8551  4.900  3.2800  4.3950  3.611  5.996  3.943  2.65400  1.75900   \n",
       "24      0.8281  4.465  3.2090  4.3400  5.242  6.676  4.040  1.28700  2.86700   \n",
       "25      0.8052  7.440  3.0210  2.3730  4.465  6.742  4.270 -0.06586  2.29300   \n",
       "26      0.7672  5.625  2.1600  3.4650  5.258  5.996  4.535  1.56100  1.95000   \n",
       "27      0.7487  4.850  3.7870  3.2360  5.562  6.625  3.736  2.98000  3.49200   \n",
       "28      0.9341  4.816  2.8340  2.1330  6.477  5.460  5.000  0.94700  3.91400   \n",
       "29      0.9042  5.760  3.6480  2.2480  5.867  5.180  5.480  1.19800  3.25000   \n",
       "...        ...    ...     ...     ...    ...    ...    ...      ...      ...   \n",
       "285001  0.7873  2.844  3.3500  1.5990  3.352  3.914  3.373  0.63600  0.87200   \n",
       "285002  0.8531  5.170  2.2440  2.2810  3.352  5.445  4.164  2.30700  1.35500   \n",
       "285003  0.7034  4.715  3.9960  2.6230  4.600  5.793  5.668  2.36000  2.98800   \n",
       "285004  0.7058  3.164  2.6050  2.4300  3.094  4.680  2.648  1.70800  3.17000   \n",
       "285005  0.7157  6.290  3.5570  2.2130  4.920  6.145  4.758  2.43400  2.74600   \n",
       "285006  0.8420  6.880  3.5080  1.7350  4.617  4.650  4.918  2.33600  2.31200   \n",
       "285007  0.7223  3.756  3.7730  4.8750  5.290  6.830  4.510  0.96900  1.25500   \n",
       "285008  0.6382  4.793  2.5000  2.9860  4.710  4.715  5.023  1.59800  1.52700   \n",
       "285009  0.8481  5.910  3.5300  4.0430  5.200  5.910  4.270  2.15200  1.94000   \n",
       "285010  0.7959  5.285  3.2520  1.3370  4.880  4.996  4.418  1.44200  2.56400   \n",
       "285011  0.9025  3.940  3.7930  3.5660  4.434  6.360  3.832  2.67600  1.91000   \n",
       "285012  0.8196  4.440  4.0700  2.5310  5.000  6.477  4.410  2.44000  1.89000   \n",
       "285013  0.8612  5.035  3.9530  3.1560  5.850  6.062  3.787  2.49200  2.42400   \n",
       "285014  0.7916  5.150  2.7930  2.2930  5.273  5.330  4.676  1.33900  3.41000   \n",
       "285015  0.9273  4.395  2.5700  2.3050  5.000  5.960  3.506  2.07000  2.37300   \n",
       "285016  0.9609  3.620  2.6050  1.9290  3.795  5.130  3.742  1.76000  1.79900   \n",
       "285017  0.7016  4.977  3.7250  1.7010  3.596  5.145  4.270  2.57200  3.67400   \n",
       "285018  0.9041  4.840  1.9860  2.5660  4.375  5.930  3.262  1.70100  2.10200   \n",
       "285019  0.7404  6.860  3.7660  3.2250  3.506  5.330  4.195  2.04900  2.79700   \n",
       "285020  0.8265  3.004  2.4650  0.9395  2.910  4.680  2.500  2.96500  0.05618   \n",
       "285021  0.7366  6.105  2.0760  1.5080  5.242  4.930  3.107  1.59800  2.56400   \n",
       "285022  0.8737  5.535  3.2030  2.4300  5.060  5.910  4.676  1.35400  2.33400   \n",
       "285023  0.9264  3.928  3.3830  1.7240  4.190  5.210  3.639  2.08600  2.83600   \n",
       "285024  0.7908  5.957  2.9100  4.1900  5.184  8.240  3.898  0.93950  2.64500   \n",
       "285025  0.8590  4.875  2.9180  1.7810  4.754  6.094  3.543  2.29300  2.35400   \n",
       "285026  0.6883  5.695  1.4990  2.1800  6.160  5.312  3.357  1.51600  3.39000   \n",
       "285027  0.7365  4.690  3.1540  3.6230  4.510  5.062  2.973  1.57500  2.43400   \n",
       "285028  0.7223  5.090  4.0230  3.2030  4.266  6.660  3.780  1.74500  1.97100   \n",
       "285029  0.8457  4.830  3.2090  3.0200  5.730  5.895  4.460  1.99600  3.36100   \n",
       "285030  0.6944  4.656  2.9800  2.8850  3.840  4.715  3.662  2.27000  3.24000   \n",
       "\n",
       "        ACAA1  ...  DD_CATS3D_10_LL  DD_CATS3D_11_LL  DD_CATS3D_12_LL  \\\n",
       "0       2.443  ...              0.0              0.0              0.0   \n",
       "1       3.668  ...              0.0              0.0              0.0   \n",
       "2       3.547  ...              0.0              0.0              0.0   \n",
       "3       3.281  ...              0.0              0.0              0.0   \n",
       "4       2.697  ...              0.0              0.0              0.0   \n",
       "5       6.613  ...              0.0              0.0              0.0   \n",
       "6       3.889  ...              0.0              0.0              0.0   \n",
       "7       3.922  ...              0.0              0.0              0.0   \n",
       "8       3.105  ...              0.0              0.0              0.0   \n",
       "9       3.270  ...              0.0              0.0              0.0   \n",
       "10      4.890  ...              0.0              0.0              0.0   \n",
       "11      4.285  ...              0.0              0.0              0.0   \n",
       "12      3.040  ...              0.0              0.0              0.0   \n",
       "13      4.516  ...              0.0              0.0              0.0   \n",
       "14      3.424  ...              0.0              0.0              0.0   \n",
       "15      3.898  ...              0.0              0.0              0.0   \n",
       "16      4.750  ...              0.0              0.0              0.0   \n",
       "17      3.535  ...              0.0              0.0              0.0   \n",
       "18      3.336  ...              0.0              0.0              0.0   \n",
       "19      3.855  ...              0.0              0.0              0.0   \n",
       "20      4.860  ...              0.0              0.0              0.0   \n",
       "21      4.195  ...              0.0              0.0              0.0   \n",
       "22      3.160  ...              0.0              0.0              0.0   \n",
       "23      4.836  ...              0.0              0.0              0.0   \n",
       "24      3.832  ...              0.0              0.0              0.0   \n",
       "25      2.730  ...              0.0              0.0              0.0   \n",
       "26      2.960  ...              0.0              0.0              0.0   \n",
       "27      4.594  ...              0.0              0.0              0.0   \n",
       "28      4.008  ...              0.0              0.0              0.0   \n",
       "29      3.998  ...              0.0              0.0              0.0   \n",
       "...       ...  ...              ...              ...              ...   \n",
       "285001  2.531  ...              0.0              0.0              0.0   \n",
       "285002  4.316  ...              0.0              0.0              0.0   \n",
       "285003  3.447  ...              0.0              0.0              0.0   \n",
       "285004  3.568  ...              0.0              0.0              0.0   \n",
       "285005  4.062  ...              0.0              0.0              0.0   \n",
       "285006  3.977  ...              0.0              0.0              0.0   \n",
       "285007  7.130  ...              0.0              0.0              0.0   \n",
       "285008  6.160  ...              0.0              0.0              0.0   \n",
       "285009  3.172  ...              0.0              0.0              0.0   \n",
       "285010  3.611  ...              0.0              0.0              0.0   \n",
       "285011  4.230  ...              0.0              0.0              0.0   \n",
       "285012  4.605  ...              0.0              0.0              0.0   \n",
       "285013  4.273  ...              0.0              0.0              0.0   \n",
       "285014  2.818  ...              0.0              0.0              0.0   \n",
       "285015  6.040  ...              0.0              0.0              0.0   \n",
       "285016  4.260  ...              0.0              0.0              0.0   \n",
       "285017  2.719  ...              0.0              0.0              0.0   \n",
       "285018  4.824  ...              0.0              0.0              0.0   \n",
       "285019  3.260  ...              0.0              0.0              0.0   \n",
       "285020  3.744  ...              0.0              0.0              0.0   \n",
       "285021  4.406  ...              0.0              0.0              0.0   \n",
       "285022  3.040  ...              0.0              0.0              0.0   \n",
       "285023  4.957  ...              0.0              0.0              0.0   \n",
       "285024  4.008  ...              0.0              0.0              0.0   \n",
       "285025  6.050  ...              0.0              0.0              0.0   \n",
       "285026  2.994  ...              0.0              0.0              0.0   \n",
       "285027  3.380  ...              0.0              0.0              0.0   \n",
       "285028  4.330  ...              0.0              0.0              0.0   \n",
       "285029  4.008  ...              0.0              0.0              0.0   \n",
       "285030  4.230  ...              0.0              0.0              0.0   \n",
       "\n",
       "        DD_CATS3D_13_LL  DD_CATS3D_14_LL  DD_CATS3D_15_LL  DD_CATS3D_16_LL  \\\n",
       "0                   0.0              0.0              0.0              0.0   \n",
       "1                   0.0              0.0              0.0              0.0   \n",
       "2                   0.0              0.0              0.0              0.0   \n",
       "3                   0.0              0.0              0.0              0.0   \n",
       "4                   0.0              0.0              0.0              0.0   \n",
       "5                   0.0              0.0              0.0              0.0   \n",
       "6                   0.0              0.0              0.0              0.0   \n",
       "7                   0.0              0.0              0.0              0.0   \n",
       "8                   0.0              0.0              0.0              0.0   \n",
       "9                   0.0              0.0              0.0              0.0   \n",
       "10                  0.0              0.0              0.0              0.0   \n",
       "11                  0.0              0.0              0.0              0.0   \n",
       "12                  0.0              0.0              0.0              0.0   \n",
       "13                  0.0              0.0              0.0              0.0   \n",
       "14                  0.0              0.0              0.0              0.0   \n",
       "15                  0.0              0.0              0.0              0.0   \n",
       "16                  0.0              0.0              0.0              0.0   \n",
       "17                  0.0              0.0              0.0              0.0   \n",
       "18                  0.0              0.0              0.0              0.0   \n",
       "19                  0.0              0.0              0.0              0.0   \n",
       "20                  0.0              0.0              0.0              0.0   \n",
       "21                  0.0              0.0              0.0              0.0   \n",
       "22                  0.0              0.0              0.0              0.0   \n",
       "23                  0.0              0.0              0.0              0.0   \n",
       "24                  0.0              0.0              0.0              0.0   \n",
       "25                  0.0              0.0              0.0              0.0   \n",
       "26                  0.0              0.0              0.0              0.0   \n",
       "27                  0.0              0.0              0.0              0.0   \n",
       "28                  0.0              0.0              0.0              0.0   \n",
       "29                  0.0              0.0              0.0              0.0   \n",
       "...                 ...              ...              ...              ...   \n",
       "285001              0.0              0.0              0.0              0.0   \n",
       "285002              0.0              0.0              0.0              0.0   \n",
       "285003              0.0              0.0              0.0              0.0   \n",
       "285004              0.0              0.0              0.0              0.0   \n",
       "285005              0.0              0.0              0.0              0.0   \n",
       "285006              0.0              0.0              0.0              0.0   \n",
       "285007              0.0              0.0              0.0              0.0   \n",
       "285008              0.0              0.0              0.0              0.0   \n",
       "285009              0.0              0.0              0.0              0.0   \n",
       "285010              0.0              0.0              0.0              0.0   \n",
       "285011              0.0              0.0              0.0              0.0   \n",
       "285012              0.0              0.0              0.0              0.0   \n",
       "285013              0.0              0.0              0.0              0.0   \n",
       "285014              0.0              0.0              0.0              0.0   \n",
       "285015              0.0              0.0              0.0              0.0   \n",
       "285016              0.0              0.0              0.0              0.0   \n",
       "285017              0.0              0.0              0.0              0.0   \n",
       "285018              0.0              0.0              0.0              0.0   \n",
       "285019              0.0              0.0              0.0              0.0   \n",
       "285020              0.0              0.0              0.0              0.0   \n",
       "285021              0.0              0.0              0.0              0.0   \n",
       "285022              0.0              0.0              0.0              0.0   \n",
       "285023              0.0              0.0              0.0              0.0   \n",
       "285024              0.0              0.0              0.0              0.0   \n",
       "285025              0.0              0.0              0.0              0.0   \n",
       "285026              0.0              0.0              0.0              0.0   \n",
       "285027              0.0              0.0              0.0              0.0   \n",
       "285028              0.0              0.0              0.0              0.0   \n",
       "285029              0.0              0.0              0.0              0.0   \n",
       "285030              0.0              0.0              0.0              0.0   \n",
       "\n",
       "        DD_CATS3D_17_LL  DD_CATS3D_18_LL  DD_CATS3D_19_LL  \n",
       "0                   0.0              0.0              0.0  \n",
       "1                   0.0              0.0              0.0  \n",
       "2                   0.0              0.0              0.0  \n",
       "3                   0.0              0.0              0.0  \n",
       "4                   0.0              0.0              0.0  \n",
       "5                   0.0              0.0              0.0  \n",
       "6                   0.0              0.0              0.0  \n",
       "7                   0.0              0.0              0.0  \n",
       "8                   0.0              0.0              0.0  \n",
       "9                   0.0              0.0              0.0  \n",
       "10                  0.0              0.0              0.0  \n",
       "11                  0.0              0.0              0.0  \n",
       "12                  0.0              0.0              0.0  \n",
       "13                  0.0              0.0              0.0  \n",
       "14                  0.0              0.0              0.0  \n",
       "15                  0.0              0.0              0.0  \n",
       "16                  0.0              0.0              0.0  \n",
       "17                  0.0              0.0              0.0  \n",
       "18                  0.0              0.0              0.0  \n",
       "19                  0.0              0.0              0.0  \n",
       "20                  0.0              0.0              0.0  \n",
       "21                  0.0              0.0              0.0  \n",
       "22                  0.0              0.0              0.0  \n",
       "23                  0.0              0.0              0.0  \n",
       "24                  0.0              0.0              0.0  \n",
       "25                  0.0              0.0              0.0  \n",
       "26                  0.0              0.0              0.0  \n",
       "27                  0.0              0.0              0.0  \n",
       "28                  0.0              0.0              0.0  \n",
       "29                  0.0              0.0              0.0  \n",
       "...                 ...              ...              ...  \n",
       "285001              0.0              0.0              0.0  \n",
       "285002              0.0              0.0              0.0  \n",
       "285003              0.0              0.0              0.0  \n",
       "285004              0.0              0.0              0.0  \n",
       "285005              0.0              0.0              0.0  \n",
       "285006              0.0              0.0              0.0  \n",
       "285007              0.0              0.0              0.0  \n",
       "285008              0.0              0.0              0.0  \n",
       "285009              0.0              0.0              0.0  \n",
       "285010              0.0              0.0              0.0  \n",
       "285011              0.0              0.0              0.0  \n",
       "285012              0.0              0.0              0.0  \n",
       "285013              0.0              0.0              0.0  \n",
       "285014              0.0              0.0              0.0  \n",
       "285015              0.0              0.0              0.0  \n",
       "285016              0.0              0.0              0.0  \n",
       "285017              0.0              0.0              0.0  \n",
       "285018              0.0              0.0              0.0  \n",
       "285019              0.0              0.0              0.0  \n",
       "285020              0.0              0.0              0.0  \n",
       "285021              0.0              0.0              0.0  \n",
       "285022              0.0              0.0              0.0  \n",
       "285023              0.0              0.0              0.0  \n",
       "285024              0.0              0.0              0.0  \n",
       "285025              0.0              0.0              0.0  \n",
       "285026              0.0              0.0              0.0  \n",
       "285027              0.0              0.0              0.0  \n",
       "285028              0.0              0.0              0.0  \n",
       "285029              0.0              0.0              0.0  \n",
       "285030              0.0              0.0              0.0  \n",
       "\n",
       "[285031 rows x 6213 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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