notebooks/live-dead-transfer-analysis.ipynb

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     "text": [
      "/work/05202/dbryce/jupyter_packages/lib/python3.6/site-packages/FlowCytometryTools/core/docstring.py:56: MatplotlibDeprecationWarning: \n",
      "The dedent function was deprecated in Matplotlib 3.1 and will be removed in 3.3. Use inspect.cleandoc instead.\n",
      "  doc = dedent(doc)\n"
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       "['/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_CEN-PK-Inducible-CRISPR-4-Day-Obstacle-Course_20200506021137',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_CEN-PK-Inducible-CRISPR-Characterization_20200426200027',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-Beta-Estradiol-OR-Gate-Plant-TF-Dose-Response_20200414091814',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-Beta-Estradiol-OR-Gate-Plant-TF-Dose-Response_20200423200308',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-Beta-Estradiol-OR-Gate-Plant-TF-Growth-Curves_20200414150010',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-Beta-Estradiol-OR-Gate-Plant-TF-Growth-Curves_20200423201016',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Dose-Response_20200414151033',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Dose-Response_20200423194728',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Growth-Curves-35C_20200414152809',\n",
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       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Growth-Curves-with-Plate-Reader-Optimization_20200414151551',\n",
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       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Short-Duration-Time-Series-20191208_20200423194115',\n",
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       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Short-Duration-Time-Series-35C_20200423195648',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-Doxycycline-OR-Gate-Plant-TF-Dose-Response_20200423201302',\n",
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       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-Doxycycline-OR-Gate-Plant-TF-Growth-Curves_20200423201744',\n",
       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-OR-Gate-CRISPR-Dose-Response_20200423202039',\n",
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       " '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-OR-Gate-CRISPR-Growth-Curves_20200423202428']"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import os\n",
    "import json\n",
    "import sys\n",
    "from os.path import expanduser\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "from pysd2cat.data import pipeline\n",
    "from pysd2cat.analysis import correctness \n",
    "\n",
    "from data_converge.util import data_utils as du\n",
    "\n",
    "from agavepy.agave import Agave, AgaveError\n",
    "ag = Agave.restore()\n",
    "\n",
    "%load_ext autoreload\n",
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "\n",
    "DATA_CONVERGE_PROJECT=\"sd2e-project-43\"\n",
    "\n",
    "data_converge_base = os.path.join(expanduser(\"~\"), 'sd2e-projects', DATA_CONVERGE_PROJECT)\n",
    "experiment_dir = os.path.realpath(os.path.join(data_converge_base, 'test'))\n",
    "experiment_dir_contents = [os.path.realpath(os.path.join(experiment_dir, x)) for x in os.listdir(experiment_dir)]\n",
    "\n",
    "experiments = [x for x in  experiment_dir_contents \n",
    "               if os.path.isdir(x) and \"dc_\" in x]\n",
    "\n",
    "DATA_CONVERGE_CORRECTNESS_DATA_PROJECT=\"sd2e-project-45\"\n",
    "DATA_CONVERGE_CORRECTNESS_DATA_PROJECT_ID=\"data-sd2e-projects.sd2e-project-45\"\n",
    "data_converge_correctness_data_base = os.path.join(expanduser(\"~\"), 'sd2e-projects', DATA_CONVERGE_CORRECTNESS_DATA_PROJECT)\n",
    "\n",
    "correctness_dir = os.path.join(data_converge_correctness_data_base, 'correctness')\n",
    "correctness_dir_contents = [os.path.realpath(os.path.join(correctness_dir, x)) for x in os.listdir(correctness_dir)]\n",
    "\n",
    "\n",
    "\n",
    "experiments.sort()\n",
    "experiments\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3049: DtypeWarning: Columns (13) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n",
      "/opt/conda/lib/python3.6/site-packages/numpy/lib/arraysetops.py:472: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  mask |= (ar1 == a)\n"
     ]
    }
   ],
   "source": [
    "experiment_id  = \"r1dag7xpmgar9k_r1dakfqtk7hpzb\"\n",
    "XPLAN_PROJECT=\"sd2e-project-14\"\n",
    "xplan_base = os.path.join(expanduser(\"~\"), 'sd2e-projects', XPLAN_PROJECT)\n",
    "data_file = os.path.join(xplan_base, 'xplan-reactor', 'data', 'transcriptic', experiment_id + '.csv' )\n",
    "\n",
    "\n",
    "experiment_flow = pd.read_csv(data_file, index_col=0)\n",
    "#experiment_flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>inc_temp</th>\n",
       "      <th>inc_time_1</th>\n",
       "      <th>inc_time_2</th>\n",
       "      <th>experiment_id</th>\n",
       "      <th>lab</th>\n",
       "      <th>growth_media_1</th>\n",
       "      <th>growth_media_2</th>\n",
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       "      <th>source_container</th>\n",
       "      <th>lab_id</th>\n",
       "      <th>id</th>\n",
       "      <th>strain_name</th>\n",
       "      <th>gate</th>\n",
       "      <th>input</th>\n",
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       "      <th>filename</th>\n",
       "      <th>replicate</th>\n",
       "      <th>output</th>\n",
       "      <th>media</th>\n",
       "      <th>plate_id</th>\n",
       "      <th>well</th>\n",
       "      <th>Time</th>\n",
       "      <th>FSC_A</th>\n",
       "      <th>SSC_A</th>\n",
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       "      <th>RL1_W</th>\n",
       "      <th>index</th>\n",
       "      <th>live_no_stain</th>\n",
       "      <th>live</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
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       "      <td>transcriptic</td>\n",
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       "      <td>793660.0</td>\n",
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       "      <td>1031979.0</td>\n",
       "      <td>3683.0</td>\n",
       "      <td>334845.0</td>\n",
       "      <td>1023.0</td>\n",
       "      <td>851.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>229.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>100989.0</td>\n",
       "      <td>254201.0</td>\n",
       "      <td>1142.0</td>\n",
       "      <td>191.0</td>\n",
       "      <td>71510.0</td>\n",
       "      <td>180959.0</td>\n",
       "      <td>792.0</td>\n",
       "      <td>155.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>XOR</td>\n",
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       "      <td>0.309675</td>\n",
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       "      <td>standard_media</td>\n",
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       "      <td>46.0</td>\n",
       "      <td>60733.0</td>\n",
       "      <td>215349.0</td>\n",
       "      <td>236.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2</td>\n",
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       "      <td>1</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
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       "      <td>0.309675</td>\n",
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       "      <td>standard_media</td>\n",
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       "      <td>408.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>67116.0</td>\n",
       "      <td>178155.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3</td>\n",
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       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
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       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
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       "      <td>a1</td>\n",
       "      <td>4.0</td>\n",
       "      <td>205523.0</td>\n",
       "      <td>1010543.0</td>\n",
       "      <td>4343.0</td>\n",
       "      <td>486.0</td>\n",
       "      <td>81617.0</td>\n",
       "      <td>495654.0</td>\n",
       "      <td>1810.0</td>\n",
       "      <td>294.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>43850.0</td>\n",
       "      <td>162994.0</td>\n",
       "      <td>390.0</td>\n",
       "      <td>-92.0</td>\n",
       "      <td>44537.0</td>\n",
       "      <td>164362.0</td>\n",
       "      <td>397.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>30.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>110585.0</td>\n",
       "      <td>282143.0</td>\n",
       "      <td>709.0</td>\n",
       "      <td>174.0</td>\n",
       "      <td>75756.0</td>\n",
       "      <td>191673.0</td>\n",
       "      <td>470.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>5.0</td>\n",
       "      <td>212455.0</td>\n",
       "      <td>593003.0</td>\n",
       "      <td>1801.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>92908.0</td>\n",
       "      <td>266790.0</td>\n",
       "      <td>774.0</td>\n",
       "      <td>178.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>52699.0</td>\n",
       "      <td>126898.0</td>\n",
       "      <td>561.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>52569.0</td>\n",
       "      <td>122091.0</td>\n",
       "      <td>510.0</td>\n",
       "      <td>101.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>83796.0</td>\n",
       "      <td>219827.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>64857.0</td>\n",
       "      <td>174874.0</td>\n",
       "      <td>416.0</td>\n",
       "      <td>139.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>7.0</td>\n",
       "      <td>133978.0</td>\n",
       "      <td>382059.0</td>\n",
       "      <td>1602.0</td>\n",
       "      <td>335.0</td>\n",
       "      <td>75795.0</td>\n",
       "      <td>224371.0</td>\n",
       "      <td>988.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>8.0</td>\n",
       "      <td>54773.0</td>\n",
       "      <td>206067.0</td>\n",
       "      <td>482.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>49744.0</td>\n",
       "      <td>189009.0</td>\n",
       "      <td>471.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>90761.0</td>\n",
       "      <td>251150.0</td>\n",
       "      <td>680.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>64227.0</td>\n",
       "      <td>177300.0</td>\n",
       "      <td>456.0</td>\n",
       "      <td>153.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>9.0</td>\n",
       "      <td>974066.0</td>\n",
       "      <td>1048575.0</td>\n",
       "      <td>15984.0</td>\n",
       "      <td>2745.0</td>\n",
       "      <td>202503.0</td>\n",
       "      <td>1048575.0</td>\n",
       "      <td>5380.0</td>\n",
       "      <td>918.0</td>\n",
       "      <td>268.0</td>\n",
       "      <td>477.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>10.0</td>\n",
       "      <td>296825.0</td>\n",
       "      <td>911109.0</td>\n",
       "      <td>5179.0</td>\n",
       "      <td>448.0</td>\n",
       "      <td>106555.0</td>\n",
       "      <td>320568.0</td>\n",
       "      <td>1731.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>224.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>11.0</td>\n",
       "      <td>75596.0</td>\n",
       "      <td>202717.0</td>\n",
       "      <td>690.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>65939.0</td>\n",
       "      <td>174708.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>15</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>217394.0</td>\n",
       "      <td>872899.0</td>\n",
       "      <td>2440.0</td>\n",
       "      <td>344.0</td>\n",
       "      <td>110466.0</td>\n",
       "      <td>407116.0</td>\n",
       "      <td>1247.0</td>\n",
       "      <td>160.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>194.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>73925.0</td>\n",
       "      <td>197580.0</td>\n",
       "      <td>445.0</td>\n",
       "      <td>-127.0</td>\n",
       "      <td>66641.0</td>\n",
       "      <td>167325.0</td>\n",
       "      <td>368.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>14.0</td>\n",
       "      <td>53154.0</td>\n",
       "      <td>170233.0</td>\n",
       "      <td>241.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>47757.0</td>\n",
       "      <td>158819.0</td>\n",
       "      <td>249.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>15.0</td>\n",
       "      <td>114207.0</td>\n",
       "      <td>387185.0</td>\n",
       "      <td>562.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>74131.0</td>\n",
       "      <td>256115.0</td>\n",
       "      <td>419.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>16.0</td>\n",
       "      <td>80512.0</td>\n",
       "      <td>214402.0</td>\n",
       "      <td>670.0</td>\n",
       "      <td>251.0</td>\n",
       "      <td>73789.0</td>\n",
       "      <td>197190.0</td>\n",
       "      <td>622.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>17.0</td>\n",
       "      <td>191664.0</td>\n",
       "      <td>513713.0</td>\n",
       "      <td>1033.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>85075.0</td>\n",
       "      <td>240520.0</td>\n",
       "      <td>376.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>18.0</td>\n",
       "      <td>94113.0</td>\n",
       "      <td>256137.0</td>\n",
       "      <td>566.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>70774.0</td>\n",
       "      <td>181891.0</td>\n",
       "      <td>398.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>19.0</td>\n",
       "      <td>37308.0</td>\n",
       "      <td>270637.0</td>\n",
       "      <td>594.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>37163.0</td>\n",
       "      <td>264044.0</td>\n",
       "      <td>554.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>75.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>23</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>20.0</td>\n",
       "      <td>90573.0</td>\n",
       "      <td>236649.0</td>\n",
       "      <td>440.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>67950.0</td>\n",
       "      <td>174067.0</td>\n",
       "      <td>350.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>24</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>21.0</td>\n",
       "      <td>89498.0</td>\n",
       "      <td>260015.0</td>\n",
       "      <td>635.0</td>\n",
       "      <td>96.0</td>\n",
       "      <td>68157.0</td>\n",
       "      <td>204188.0</td>\n",
       "      <td>507.0</td>\n",
       "      <td>141.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>25</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>22.0</td>\n",
       "      <td>196011.0</td>\n",
       "      <td>536817.0</td>\n",
       "      <td>1215.0</td>\n",
       "      <td>205.0</td>\n",
       "      <td>73621.0</td>\n",
       "      <td>188279.0</td>\n",
       "      <td>537.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>53201.0</td>\n",
       "      <td>228368.0</td>\n",
       "      <td>369.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>52244.0</td>\n",
       "      <td>217289.0</td>\n",
       "      <td>310.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>66.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>27</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>112288.0</td>\n",
       "      <td>414086.0</td>\n",
       "      <td>1306.0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>74211.0</td>\n",
       "      <td>266890.0</td>\n",
       "      <td>768.0</td>\n",
       "      <td>215.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>116.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_A1</td>\n",
       "      <td>https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1</td>\n",
       "      <td>XOR</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.309675</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>a1</td>\n",
       "      <td>25.0</td>\n",
       "      <td>47059.0</td>\n",
       "      <td>105482.0</td>\n",
       "      <td>465.0</td>\n",
       "      <td>93.0</td>\n",
       "      <td>48025.0</td>\n",
       "      <td>103322.0</td>\n",
       "      <td>385.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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",
       "      <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>2471199</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58885.0</td>\n",
       "      <td>123111.0</td>\n",
       "      <td>445127.0</td>\n",
       "      <td>1894.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>73186.0</td>\n",
       "      <td>269522.0</td>\n",
       "      <td>1083.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>128.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471199</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471200</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58892.0</td>\n",
       "      <td>160826.0</td>\n",
       "      <td>494688.0</td>\n",
       "      <td>2040.0</td>\n",
       "      <td>219.0</td>\n",
       "      <td>91284.0</td>\n",
       "      <td>277656.0</td>\n",
       "      <td>1037.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>142.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471200</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471201</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58905.0</td>\n",
       "      <td>190596.0</td>\n",
       "      <td>507805.0</td>\n",
       "      <td>2676.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>87999.0</td>\n",
       "      <td>236544.0</td>\n",
       "      <td>1279.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>71.0</td>\n",
       "      <td>148.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471201</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471202</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58933.0</td>\n",
       "      <td>68175.0</td>\n",
       "      <td>222681.0</td>\n",
       "      <td>999.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>58016.0</td>\n",
       "      <td>195224.0</td>\n",
       "      <td>933.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471202</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471203</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58944.0</td>\n",
       "      <td>114810.0</td>\n",
       "      <td>372128.0</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>69495.0</td>\n",
       "      <td>242499.0</td>\n",
       "      <td>923.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471203</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471204</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58959.0</td>\n",
       "      <td>81933.0</td>\n",
       "      <td>200388.0</td>\n",
       "      <td>1042.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>64320.0</td>\n",
       "      <td>159503.0</td>\n",
       "      <td>776.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471204</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471205</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58964.0</td>\n",
       "      <td>62492.0</td>\n",
       "      <td>180904.0</td>\n",
       "      <td>785.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>56660.0</td>\n",
       "      <td>162583.0</td>\n",
       "      <td>718.0</td>\n",
       "      <td>72.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471205</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471206</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58968.0</td>\n",
       "      <td>444921.0</td>\n",
       "      <td>1048575.0</td>\n",
       "      <td>9439.0</td>\n",
       "      <td>260.0</td>\n",
       "      <td>123276.0</td>\n",
       "      <td>487937.0</td>\n",
       "      <td>2553.0</td>\n",
       "      <td>179.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>233.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471206</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471207</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58976.0</td>\n",
       "      <td>67850.0</td>\n",
       "      <td>187067.0</td>\n",
       "      <td>697.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58409.0</td>\n",
       "      <td>160348.0</td>\n",
       "      <td>634.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471207</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471208</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>58985.0</td>\n",
       "      <td>53684.0</td>\n",
       "      <td>146534.0</td>\n",
       "      <td>812.0</td>\n",
       "      <td>97.0</td>\n",
       "      <td>50690.0</td>\n",
       "      <td>138618.0</td>\n",
       "      <td>738.0</td>\n",
       "      <td>121.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471208</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471209</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59023.0</td>\n",
       "      <td>103817.0</td>\n",
       "      <td>347850.0</td>\n",
       "      <td>1659.0</td>\n",
       "      <td>156.0</td>\n",
       "      <td>66353.0</td>\n",
       "      <td>235735.0</td>\n",
       "      <td>1054.0</td>\n",
       "      <td>106.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>99.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471209</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471210</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59044.0</td>\n",
       "      <td>252240.0</td>\n",
       "      <td>907189.0</td>\n",
       "      <td>5672.0</td>\n",
       "      <td>449.0</td>\n",
       "      <td>160418.0</td>\n",
       "      <td>554930.0</td>\n",
       "      <td>3345.0</td>\n",
       "      <td>289.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471210</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471211</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59048.0</td>\n",
       "      <td>107014.0</td>\n",
       "      <td>318781.0</td>\n",
       "      <td>1605.0</td>\n",
       "      <td>255.0</td>\n",
       "      <td>64159.0</td>\n",
       "      <td>202265.0</td>\n",
       "      <td>935.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471211</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471212</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59055.0</td>\n",
       "      <td>150190.0</td>\n",
       "      <td>453751.0</td>\n",
       "      <td>1872.0</td>\n",
       "      <td>206.0</td>\n",
       "      <td>88043.0</td>\n",
       "      <td>283779.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471212</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471213</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59112.0</td>\n",
       "      <td>96287.0</td>\n",
       "      <td>352323.0</td>\n",
       "      <td>1489.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>63098.0</td>\n",
       "      <td>256444.0</td>\n",
       "      <td>1006.0</td>\n",
       "      <td>85.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>100.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471213</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471214</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59149.0</td>\n",
       "      <td>238427.0</td>\n",
       "      <td>948302.0</td>\n",
       "      <td>3976.0</td>\n",
       "      <td>203.0</td>\n",
       "      <td>101881.0</td>\n",
       "      <td>379686.0</td>\n",
       "      <td>1675.0</td>\n",
       "      <td>242.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471214</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471215</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59162.0</td>\n",
       "      <td>69546.0</td>\n",
       "      <td>234491.0</td>\n",
       "      <td>1001.0</td>\n",
       "      <td>-20.0</td>\n",
       "      <td>60881.0</td>\n",
       "      <td>207532.0</td>\n",
       "      <td>777.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471215</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471216</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59189.0</td>\n",
       "      <td>307523.0</td>\n",
       "      <td>812620.0</td>\n",
       "      <td>5372.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>164336.0</td>\n",
       "      <td>386443.0</td>\n",
       "      <td>2796.0</td>\n",
       "      <td>197.0</td>\n",
       "      <td>81.0</td>\n",
       "      <td>196.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471216</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471217</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59200.0</td>\n",
       "      <td>110209.0</td>\n",
       "      <td>330800.0</td>\n",
       "      <td>1290.0</td>\n",
       "      <td>125.0</td>\n",
       "      <td>83519.0</td>\n",
       "      <td>243118.0</td>\n",
       "      <td>1039.0</td>\n",
       "      <td>109.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471217</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471218</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59221.0</td>\n",
       "      <td>154221.0</td>\n",
       "      <td>568713.0</td>\n",
       "      <td>2938.0</td>\n",
       "      <td>307.0</td>\n",
       "      <td>79218.0</td>\n",
       "      <td>304783.0</td>\n",
       "      <td>1441.0</td>\n",
       "      <td>134.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471218</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471219</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59243.0</td>\n",
       "      <td>102340.0</td>\n",
       "      <td>296304.0</td>\n",
       "      <td>1722.0</td>\n",
       "      <td>-8.0</td>\n",
       "      <td>66022.0</td>\n",
       "      <td>204573.0</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>88.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471219</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471220</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59318.0</td>\n",
       "      <td>140010.0</td>\n",
       "      <td>527338.0</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>71461.0</td>\n",
       "      <td>325718.0</td>\n",
       "      <td>1335.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>143.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471220</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471221</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59319.0</td>\n",
       "      <td>119023.0</td>\n",
       "      <td>407284.0</td>\n",
       "      <td>2138.0</td>\n",
       "      <td>84.0</td>\n",
       "      <td>71345.0</td>\n",
       "      <td>254122.0</td>\n",
       "      <td>1270.0</td>\n",
       "      <td>103.0</td>\n",
       "      <td>55.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471221</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471222</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59337.0</td>\n",
       "      <td>215975.0</td>\n",
       "      <td>864801.0</td>\n",
       "      <td>3815.0</td>\n",
       "      <td>181.0</td>\n",
       "      <td>91138.0</td>\n",
       "      <td>477025.0</td>\n",
       "      <td>1821.0</td>\n",
       "      <td>133.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>186.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471222</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471223</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59365.0</td>\n",
       "      <td>157919.0</td>\n",
       "      <td>418634.0</td>\n",
       "      <td>1857.0</td>\n",
       "      <td>172.0</td>\n",
       "      <td>75295.0</td>\n",
       "      <td>203397.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>149.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>132.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471223</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471224</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59400.0</td>\n",
       "      <td>83922.0</td>\n",
       "      <td>244985.0</td>\n",
       "      <td>1405.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>56375.0</td>\n",
       "      <td>165866.0</td>\n",
       "      <td>784.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471224</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471225</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59459.0</td>\n",
       "      <td>153689.0</td>\n",
       "      <td>443713.0</td>\n",
       "      <td>2069.0</td>\n",
       "      <td>198.0</td>\n",
       "      <td>87919.0</td>\n",
       "      <td>245171.0</td>\n",
       "      <td>1038.0</td>\n",
       "      <td>113.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471225</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471226</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59461.0</td>\n",
       "      <td>134602.0</td>\n",
       "      <td>430729.0</td>\n",
       "      <td>2379.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>87027.0</td>\n",
       "      <td>248807.0</td>\n",
       "      <td>1340.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>122.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471226</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471227</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59496.0</td>\n",
       "      <td>151241.0</td>\n",
       "      <td>656148.0</td>\n",
       "      <td>3029.0</td>\n",
       "      <td>254.0</td>\n",
       "      <td>94026.0</td>\n",
       "      <td>431308.0</td>\n",
       "      <td>2007.0</td>\n",
       "      <td>201.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>162.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471227</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2471228</th>\n",
       "      <td>warm_30</td>\n",
       "      <td>18:hour</td>\n",
       "      <td>8:hour</td>\n",
       "      <td>2019_07_01_14_23_28</td>\n",
       "      <td>transcriptic</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0.1</td>\n",
       "      <td>ct1cexrrsuq7zm</td>\n",
       "      <td>r1dag7xpmgar9k_r1dakfqtk7hpzb</td>\n",
       "      <td>2019_07_01_14_23_28_0_C12</td>\n",
       "      <td>NOR-00-Control</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.000300</td>\n",
       "      <td>/work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>standard_media</td>\n",
       "      <td>0</td>\n",
       "      <td>c12</td>\n",
       "      <td>59515.0</td>\n",
       "      <td>221231.0</td>\n",
       "      <td>1004055.0</td>\n",
       "      <td>3994.0</td>\n",
       "      <td>246.0</td>\n",
       "      <td>116763.0</td>\n",
       "      <td>524848.0</td>\n",
       "      <td>2083.0</td>\n",
       "      <td>115.0</td>\n",
       "      <td>73.0</td>\n",
       "      <td>182.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2471228</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2471229 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        inc_temp inc_time_1 inc_time_2        experiment_id           lab  growth_media_1  growth_media_2  od_cutoff source_container                         lab_id                         id                                         strain_name gate  input        od                                                                                                                                         filename  replicate  output           media  plate_id well     Time      FSC_A      SSC_A     BL1_A     RL1_A     FSC_H      SSC_H   BL1_H     RL1_H   FSC_W  SSC_W  BL1_W  RL1_W    index  live_no_stain  live\n",
       "0        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   0.0      1048575.0  1048575.0  792132.0  793660.0  194951.0  1031979.0  3683.0  334845.0  1023.0  851.0  0.0    229.0  0        0.0            0   \n",
       "1        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   1.0      100989.0   254201.0   1142.0    191.0     71510.0   180959.0   792.0   155.0     47.0    66.0   0.0    0.0    1        0.0            1   \n",
       "2        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   2.0      69212.0    240892.0   218.0     46.0      60733.0   215349.0   236.0   89.0      37.0    64.0   0.0    0.0    2        1.0            1   \n",
       "3        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   3.0      84193.0    221409.0   408.0     25.0      67116.0   178155.0   356.0   80.0      43.0    58.0   0.0    0.0    3        1.0            1   \n",
       "4        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   4.0      205523.0   1010543.0  4343.0    486.0     81617.0   495654.0   1810.0  294.0     81.0    196.0  0.0    0.0    4        1.0            1   \n",
       "5        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   5.0      43850.0    162994.0   390.0    -92.0      44537.0   164362.0   397.0   12.0      30.0    45.0   0.0    0.0    5        0.0            1   \n",
       "6        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   5.0      110585.0   282143.0   709.0     174.0     75756.0   191673.0   470.0   153.0     50.0    74.0   0.0    0.0    6        0.0            1   \n",
       "7        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   5.0      212455.0   593003.0   1801.0    149.0     92908.0   266790.0   774.0   178.0     74.0    156.0  0.0    0.0    7        1.0            1   \n",
       "8        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   7.0      52699.0    126898.0   561.0     78.0      52569.0   122091.0   510.0   101.0     33.0    43.0   0.0    0.0    8        1.0            1   \n",
       "9        warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   7.0      83796.0    219827.0   413.0     103.0     64857.0   174874.0   416.0   139.0     43.0    59.0   0.0    0.0    9        0.0            1   \n",
       "10       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   7.0      133978.0   382059.0   1602.0    335.0     75795.0   224371.0   988.0   190.0     56.0    111.0  0.0    0.0    10       0.0            1   \n",
       "11       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   8.0      54773.0    206067.0   482.0     90.0      49744.0   189009.0   471.0   141.0     35.0    52.0   0.0    0.0    11       1.0            1   \n",
       "12       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   9.0      90761.0    251150.0   680.0     240.0     64227.0   177300.0   456.0   153.0     47.0    72.0   0.0    0.0    12       1.0            1   \n",
       "13       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   9.0      974066.0   1048575.0  15984.0   2745.0    202503.0  1048575.0  5380.0  918.0     268.0   477.0  0.0    0.0    13       1.0            0   \n",
       "14       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   10.0     296825.0   911109.0   5179.0    448.0     106555.0  320568.0   1731.0  225.0     93.0    224.0  0.0    0.0    14       0.0            1   \n",
       "15       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   11.0     75596.0    202717.0   690.0     106.0     65939.0   174708.0   511.0   166.0     37.0    52.0   0.0    0.0    15       1.0            1   \n",
       "16       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   14.0     217394.0   872899.0   2440.0    344.0     110466.0  407116.0   1247.0  160.0     72.0    194.0  0.0    0.0    16       1.0            1   \n",
       "17       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   14.0     73925.0    197580.0   445.0    -127.0     66641.0   167325.0   368.0   16.0      40.0    53.0   0.0    0.0    17       1.0            1   \n",
       "18       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   14.0     53154.0    170233.0   241.0     129.0     47757.0   158819.0   249.0   157.0     35.0    47.0   0.0    0.0    18       1.0            1   \n",
       "19       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   15.0     114207.0   387185.0   562.0     274.0     74131.0   256115.0   419.0   141.0     50.0    111.0  0.0    0.0    19       1.0            1   \n",
       "20       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   16.0     80512.0    214402.0   670.0     251.0     73789.0   197190.0   622.0   162.0     38.0    53.0   0.0    0.0    20       1.0            1   \n",
       "21       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   17.0     191664.0   513713.0   1033.0    198.0     85075.0   240520.0   376.0   134.0     71.0    148.0  0.0    0.0    21       1.0            1   \n",
       "22       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   18.0     94113.0    256137.0   566.0     84.0      70774.0   181891.0   398.0   105.0     46.0    68.0   0.0    0.0    22       0.0            1   \n",
       "23       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   19.0     37308.0    270637.0   594.0     115.0     37163.0   264044.0   554.0   117.0     28.0    75.0   0.0    0.0    23       1.0            1   \n",
       "24       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   20.0     90573.0    236649.0   440.0     22.0      67950.0   174067.0   350.0   69.0      45.0    66.0   0.0    0.0    24       1.0            1   \n",
       "25       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   21.0     89498.0    260015.0   635.0     96.0      68157.0   204188.0   507.0   141.0     43.0    76.0   0.0    0.0    25       1.0            1   \n",
       "26       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   22.0     196011.0   536817.0   1215.0    205.0     73621.0   188279.0   537.0   123.0     95.0    145.0  0.0    0.0    26       0.0            0   \n",
       "27       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   25.0     53201.0    228368.0   369.0     27.0      52244.0   217289.0   310.0   74.0      33.0    66.0   0.0    0.0    27       1.0            1   \n",
       "28       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   25.0     112288.0   414086.0   1306.0    183.0     74211.0   266890.0   768.0   215.0     51.0    116.0  0.0    0.0    28       1.0            1   \n",
       "29       warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_A1   https://hub.sd2e.org/user/sd2e/design/UWBF_16968/1  XOR  10.0   0.309675  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_A1.fcs   0          1.0     standard_media  0         a1   25.0     47059.0    105482.0   465.0     93.0      48025.0   103322.0   385.0   117.0     31.0    40.0   0.0    0.0    29       1.0            1   \n",
       "...          ...      ...       ...                     ...           ...             ...             ...  ...                   ...                             ...                       ...                                                  ...  ...   ...        ...                                                                                                                                             ...  ..          ...                ... ..         ..    ...         ...         ...     ...      ...          ...        ...     ...     ...      ...     ...   ...    ...    ..       ...           ..   \n",
       "2471199  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58885.0  123111.0   445127.0   1894.0    201.0     73186.0   269522.0   1083.0  125.0     57.0    128.0  0.0    0.0    2471199 NaN             1   \n",
       "2471200  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58892.0  160826.0   494688.0   2040.0    219.0     91284.0   277656.0   1037.0  124.0     64.0    142.0  0.0    0.0    2471200 NaN             1   \n",
       "2471201  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58905.0  190596.0   507805.0   2676.0    148.0     87999.0   236544.0   1279.0  143.0     71.0    148.0  0.0    0.0    2471201 NaN             1   \n",
       "2471202  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58933.0  68175.0    222681.0   999.0     97.0      58016.0   195224.0   933.0   80.0      38.0    54.0   0.0    0.0    2471202 NaN             1   \n",
       "2471203  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58944.0  114810.0   372128.0   1412.0    48.0      69495.0   242499.0   923.0   123.0     52.0    111.0  0.0    0.0    2471203 NaN             1   \n",
       "2471204  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58959.0  81933.0    200388.0   1042.0    50.0      64320.0   159503.0   776.0   109.0     42.0    55.0   0.0    0.0    2471204 NaN             1   \n",
       "2471205  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58964.0  62492.0    180904.0   785.0     74.0      56660.0   162583.0   718.0   72.0      37.0    50.0   0.0    0.0    2471205 NaN             1   \n",
       "2471206  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58968.0  444921.0   1048575.0  9439.0    260.0     123276.0  487937.0   2553.0  179.0     134.0   233.0  0.0    0.0    2471206 NaN             0   \n",
       "2471207  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58976.0  67850.0    187067.0   697.0     18.0      58409.0   160348.0   634.0   69.0      39.0    53.0   0.0    0.0    2471207 NaN             1   \n",
       "2471208  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  58985.0  53684.0    146534.0   812.0     97.0      50690.0   138618.0   738.0   121.0     34.0    46.0   0.0    0.0    2471208 NaN             1   \n",
       "2471209  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59023.0  103817.0   347850.0   1659.0    156.0     66353.0   235735.0   1054.0  106.0     51.0    99.0   0.0    0.0    2471209 NaN             1   \n",
       "2471210  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59044.0  252240.0   907189.0   5672.0    449.0     160418.0  554930.0   3345.0  289.0     76.0    186.0  0.0    0.0    2471210 NaN             1   \n",
       "2471211  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59048.0  107014.0   318781.0   1605.0    255.0     64159.0   202265.0   935.0   122.0     52.0    95.0   0.0    0.0    2471211 NaN             1   \n",
       "2471212  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59055.0  150190.0   453751.0   1872.0    206.0     88043.0   283779.0   1076.0  161.0     58.0    135.0  0.0    0.0    2471212 NaN             1   \n",
       "2471213  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59112.0  96287.0    352323.0   1489.0    34.0      63098.0   256444.0   1006.0  85.0      50.0    100.0  0.0    0.0    2471213 NaN             1   \n",
       "2471214  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59149.0  238427.0   948302.0   3976.0    203.0     101881.0  379686.0   1675.0  242.0     89.0    189.0  0.0    0.0    2471214 NaN             1   \n",
       "2471215  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59162.0  69546.0    234491.0   1001.0   -20.0      60881.0   207532.0   777.0   143.0     38.0    63.0   0.0    0.0    2471215 NaN             1   \n",
       "2471216  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59189.0  307523.0   812620.0   5372.0    225.0     164336.0  386443.0   2796.0  197.0     81.0    196.0  0.0    0.0    2471216 NaN             1   \n",
       "2471217  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59200.0  110209.0   330800.0   1290.0    125.0     83519.0   243118.0   1039.0  109.0     48.0    88.0   0.0    0.0    2471217 NaN             1   \n",
       "2471218  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59221.0  154221.0   568713.0   2938.0    307.0     79218.0   304783.0   1441.0  134.0     64.0    157.0  0.0    0.0    2471218 NaN             1   \n",
       "2471219  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59243.0  102340.0   296304.0   1722.0   -8.0       66022.0   204573.0   1158.0  45.0      50.0    88.0   0.0    0.0    2471219 NaN             1   \n",
       "2471220  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59318.0  140010.0   527338.0   1930.0    123.0     71461.0   325718.0   1335.0  83.0      62.0    143.0  0.0    0.0    2471220 NaN             1   \n",
       "2471221  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59319.0  119023.0   407284.0   2138.0    84.0      71345.0   254122.0   1270.0  103.0     55.0    117.0  0.0    0.0    2471221 NaN             1   \n",
       "2471222  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59337.0  215975.0   864801.0   3815.0    181.0     91138.0   477025.0   1821.0  133.0     80.0    186.0  0.0    0.0    2471222 NaN             1   \n",
       "2471223  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59365.0  157919.0   418634.0   1857.0    172.0     75295.0   203397.0   822.0   149.0     67.0    132.0  0.0    0.0    2471223 NaN             1   \n",
       "2471224  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59400.0  83922.0    244985.0   1405.0    67.0      56375.0   165866.0   784.0   90.0      46.0    65.0   0.0    0.0    2471224 NaN             1   \n",
       "2471225  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59459.0  153689.0   443713.0   2069.0    198.0     87919.0   245171.0   1038.0  113.0     59.0    124.0  0.0    0.0    2471225 NaN             1   \n",
       "2471226  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59461.0  134602.0   430729.0   2379.0    168.0     87027.0   248807.0   1340.0  123.0     53.0    122.0  0.0    0.0    2471226 NaN             1   \n",
       "2471227  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59496.0  151241.0   656148.0   3029.0    254.0     94026.0   431308.0   2007.0  201.0     61.0    162.0  0.0    0.0    2471227 NaN             1   \n",
       "2471228  warm_30  18:hour    8:hour     2019_07_01_14_23_28  transcriptic  standard_media  standard_media  0.1        ct1cexrrsuq7zm   r1dag7xpmgar9k_r1dakfqtk7hpzb  2019_07_01_14_23_28_0_C12  NOR-00-Control                                      NaN NaN     0.000300  /work/projects/SD2E-Community/prod/projects/sd2e-project-14/xplan-reactor/fcs/YeastGates-07-02-2019-Run1_Sytox-YeastGates_SytoxYG-Plate_C12.fcs  0         NaN      standard_media  0         c12  59515.0  221231.0   1004055.0  3994.0    246.0     116763.0  524848.0   2083.0  115.0     73.0    182.0  0.0    0.0    2471228 NaN             1   \n",
       "\n",
       "[2471229 rows x 37 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment_flow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "controls = experiment_flow.loc[(experiment_flow.strain_name == \"WT-Live-Control\") | (experiment_flow.strain_name == \"WT-Dead-Control\")]\n",
    "channels = ['FSC-A', 'SSC-A', 'BL1-A', 'FSC-W', 'FSC-H', 'SSC-W', 'SSC-H']\n",
    "channels_under = [ x.replace('-', '_') for x in channels]\n",
    "renaming = dict(zip(channels_under, channels))\n",
    "controls = controls.rename(columns=renaming)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dc_YeastSTATES-CRISPR-Short-Duration-Time-Series-35C_20200423195648\n"
     ]
    }
   ],
   "source": [
    "def do_analysis_wrapper(experiment_path):\n",
    "    experiment_name = experiment_path.split(\"/\")[-1]\n",
    "    print(experiment_name)\n",
    "    #print(experiment_path)\n",
    "    df = du.get_data_and_metadata(experiment_path)\n",
    "\n",
    "    return df\n",
    "\n",
    "\n",
    "experiment_path = '/work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Short-Duration-Time-Series-35C_20200423195648'\n",
    "#experiments[4]\n",
    "\n",
    "experiment_df = do_analysis_wrapper(experiment_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['TX_plate_name', 'TX_project_name', 'TX_sample_name', '_id', 'date_of_experiment', 'experiment_id', 'experiment_reference', 'flow_rate_uL/min', 'flow_volume', 'inducer_concentration', 'inducer_concentration_unit', 'inducer_type', 'lab', 'media_type', 'replicate', 'sample_id', 'strain', 'strain_name', 'temperature', 'temperature_unit', 'timepoint', 'timepoint_unit', 'total_counts', 'well_id', 'FSC-A', 'SSC-A', 'BL1-A', 'FSC-W', 'FSC-H', 'SSC-W', 'SSC-H'], dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "experiment_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x2b075586cba8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b0755468978>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b075544eac8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x2b0737ec1c18>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b0737ee7ba8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b074904bd68>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x2b0752c76358>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b0752c98940>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b0752c98978>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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kekAzs/5rmWAwmPh9B2ZWba4mMjOz/AQDSZMlLZe0QtKMRufHqs9l3Ppcxs0rF8FA0hDgWuAk4EBgqqQDG5srqyaXcetzGTe3vLQZHAasiIhnANJ7kqcATzY0V02quE0hL29RoknK2PejDEhTlHErqWb7YV6Cwb7Ac0Xjq4DDS2eSNB2Ynka3SFpeNHkUsK5mOeyDzzRBXnRFv1b3jgFkpccy7qF8eyM3x71Ynj4PxY69Yqd8DaR8oT5lPGB5K49a5qfM97xiGeclGJR7l3LslBBxHXBd2RVIiyJiYrUz1h/OS1k9lnF35durDeRnX3cwiPJV8zKuhryVR17yk4s2A7IziP2KxscBLzQoL1YbLuPW5zJuYnkJBo8A4yW9U9KuwBnAnAbnyarLZdz6XMZNLBfBICK6gPOBecAy4LaIeKKPq6nppaeklZJelbSlaBgr6ZOSnpK0WdIaSXcBs4uWO0zSXEkbJa2X9AtJ51bYxsWS5pakPV0h7YxeZr2hl+QFVSrjnlRlXyUdLelBSZtSmT0g6f2SdpV0paRVqfx/K+lrJct+QtKiNH21pLuBe3vY3rA0/9zu5quBqn426lTG1XBvNctX0tHlNiKpXVJIGlqSfoOky4qScvEdJSI89GIAVgJ/XpL2Z8Aa4OA0vjcwDRiexo8EtgBfIGskEnAo2Zek3DaOAjYBQ9L429J2XyxJC2Bso49JKw7AXsBGYCowBNgDmAT8H+AS4D5gbCrLduDsomUvBNYCfwEMA3YBPgR8pYdtTgNeArqAMY0+Bq081LN80/IBDC1JvwG4rNHHYqf8NjoDzTJUCAZ/D9zezTI/B67twzZ2BV4BDk3jHwf+M31Ai9NWNPp4tOoATAQ2Vph2J3BBhWlvSYH/Y/3Y5r3A5cCjwN83+hi08lDP8m22YJCLaqIm9jBwoqR/kXSUpN0KEyS9mezK4Pu9XVlE/CGt85iUdAxwP1lQKU77WRXybuX9Gnhd0mxJJ0kaWTRtIXChpE9LmiCpuPfMkcDuwI/6sjFJbwc6gJvScPaAcm89qWv5NpOmDwZ1vv399lT3v1HS7RFxP9kl4yHAXcB6Sc9JWgb8kuz4ru7jNu5j+w//B8mCwf0laff1dmWShkj6paQ7+5iPpiBpP0kLJC2T9ISkzw5kfRHxMnA02Rndt4HfSZojqQ34MnAFcCawCHhe0rS06FuBdZHVmxfnr6fjfzbwq4h4ErgFeI+kgweyDz2RNELS91Nb1zJJR9Zyezmzlaxq9ziqUL69tK7od2Mj8InChNQWuVTSY5IWDWC/Bq7RlyYDvOQbAvwG2J+simUJcGCNtrWSkmqikulvAj5GVuf/t8Bosh+Uc7pZ5m6yS88twJkp7Tjgd8BI4IWUthfZB3gk8Drwzj7k+0LgZuDORpdXjcplDHBI+n842Zlf1T4DwLvJfhhuKUnfAzgvlccBwGSyOv/SKoFtx7+orLcAb0/Tfw18rmj+e4Gv1/iYzQb+Ov2/KzCi0eVYx8/LDt+HgZZvyTI7lC+9qCZKvyujGn1cIpq/mmjb7e+RVbEUbn+vu4h4IyL+G5gPHBQRa4H1wOndLHNSROyZhptS8kNk9ZPTgQfSfC+T9deeThYgftubPEkaB5wCfKefu5V7EbE6Ih5N/28m68WybxXX/xTZl/egkvRXI+JaYAPZc3geAn4PnFaYp/T4F5X1nhHxrKQPAOOBiyW9KOlFsjt2p5b2QKkWSXuRXWVen/L0h4jYWItt5U2578NAyrdUaflWfw9qq9mDQbnb36v2Q9ATSVMknSFppDKHkfUwWiipHfgjcLykz0l6a1rmvcqe2VJWRLxKdqZyIVn1UMHPU1pf2gu+DnweeKMPyzStdMwPJmt36e863i3povTDgaT9yHqeLJR0gaQOSXtIGpqqEIYDv4yITcA/AddKOi21GV0N3A78TYXNTSM7eTgQeF8aDgLeTPawt1rYn+zK8z9T9dV3JA2r0bby5uvAN4GPktX/D6h8Je2S2h3+bQB5CuAnkhYre1RHwzR7MOjVYyxqaAPZF/1p4GXgv4CvAHcAPwA+TVbtcxzwjKT1ZH2Ke+pPfh9ZNdPPi9LuT2m9CgaSTgXWRsTi3u5MM5O0J9kxvyBdSfXXZrKz84clbSVrVHwcuAh4FbiSrKvvOrJqhI9EejBbRFxFFrC/SHZVeBJZ9cLPS7aBpN3JeoZ9IyJeLBp+C3yXLFDUwlCyNq5vRcTBZHXoLf+o6cL3gaw8DwCOGmD5/o7sRPR8soDfX0dFxCFkn5XzJB3T0wK1olRv1ZRSw9c/R8SJafxigIj4cgPztAtZ/fC89OFpVD6+DJxFVs+5O1m7ww8j4q8aladaycsxL5bX4y/pbcDCiGhP4x8EZkRES78eL6/lUUzSPwNbIuKrDdl+kweDoWQNcMcDz5PdDv+JaNBdj6kr2mxgfURc0Ig8lCOpg6z/+qmNzku15fWYF8vb8Zd0P1kD8vL0AzQsIj7X4GzVTV7KI1XPvSkiNqf/5wOXRsSPG5GfvDy1tF8ioktS4fb3IcCsRgWC5Ciys4+lkh5Laf8QEfV+zMBg4mPed/8XuEnZ84OeAco+HsVqrg34UbqdYShwc6MCATT5lYGZmVVHszcgm5lZFTRtNdGoUaOivb192/jWrVsZNqx1e8jlYf8WL168LiL2qce2SssX8nEMCloxL/UsX3AZ90VdyrjRd731dzj00EOj2IIFC6KV5WH/gEXRoPKNyMcxKGjFvNSzfMNl3Cf1KGNXE5mZWfNWE5Va+vwmzplxV8XpK2e2dDdqs520d/N9AH8nBqIVj62vDMzMrHWuDMzMBptqXqH4ysDMzBwMzMzMwcDMzHAwMDMzHAzMzAwHAzMzw8HAzMxwMDAzMxwMzMwMBwMzM8PBwMzMcDAwMzMcDMzMjF4EA0mzJK2V9HhR2t6S5kt6Ov0dmdIl6RpJKyT9StIhRctMS/M/LWlaUfqhkpamZa6RpGrvpJmZda83VwY3AJNL0mYA90TEeOCeNA5wEjA+DdOBb0EWPIBLgMOBw4BLCgEkzTO9aLnSbZlZDbW3tzNhwgSAAyUtguqe8Flz6DEYRMTPgPUlyVOA2en/2cBpRek3ptdtLgRGSBoDnAjMj4j1EbEBmA9MTtP2ioiH0vs5byxal5nVyYIFCwCejIiJKamaJ3zWBPr7cpu2iFgNEBGrJY1O6fsCzxXNtyqldZe+qkx6WZKmk30AaWtro7Ozc3uG9oCLJnRVzHDxvM1oy5YtTb8P1lSmAB3p/9lAJ/AFik74gIWSCid8HaQTPgBJ88mu8m+pb7atv6r9prNy9f3Rj/SyIuI64DqAiRMnRkdHx7Zp37jpDq5cWnl3Vp7ZUXFaM+js7KR4f82qRRKTJk0COEDS9PQ9q9YJX+m2Kp7QQb5OerrLS3cnnlD9k89KealmPvobDNZIGpM+JGOAtSl9FbBf0XzjgBdSekdJemdKH1dmfjOrkwceeICxY8ci6WngPElPdTP7gE7sujuhg3yd9HSXl3N6et1klU8+K+WlmvnobzCYA0wDZqa/dxSlny/pVrK6w00pYMwD/rWoDnEScHFErJe0WdIRwMPA2cA3+pknq4H29naGDx/OkCFDAA6AbfXD3wPagZXAxyNiQ+oJdjVwMvAKcE5EPJqWmQZ8Ma32soiYjeXC2LFjC/92AXeS1flX64TP+qn4/cYXTejq8Yd/oHrTtfQW4CHgXZJWSfokWRA4IZ1JnJDGAeYCzwArgG8DnwZI9YhfAh5Jw6WFukXgU8B30jK/Ae6uzq5ZtSxYsIDHHnsMYFlKcuNii9i6dSubN28ujL6J7ETtcbaf8MHOJ3xnp15FR5BO+IB5wCRJI1PZTkpp1iR6vDKIiKkVJh1fZt4AzquwnlnArDLpi4CDesqH5YobF1vEmjVrOP300wujB5Bdtf1Y0iPAbenk71ngY2meuWRXfivIrv7OheyET1LhhA92POGzJlDtBmRrMYXGxXQv4KiU7MbFJshLbxsXr776agCOPfbYJyLicoCIeIkqnfBZc3AwsG4VGhfXrl1LW1vbaEnHdDO7GxcboB6Ni9b6/Gwi61ahcXH06NEAGylqXAToQ+NiuXQzywkHA6uouHFx69atAHvhxkWzluRqIquouHGxq6sLYKMbF81ak4OBVbT//vuzZMmSbeOSXgQ3Lpq1IgcDsyZU7xuSrPW5zcDMzBwMzMzM1URmZlXX3otqu5UzT6lDTnrPwcCszprxh2IwKZTPYGuLcTWRmZn5ysDM8mPp85u6PRtvpSum3lwh1pODgVkO5e2Hwlqfq4nMzMxXBmbV5rN6a0a+MjAzM18ZDFY9nb22UkOdmfXMwaAJ+YfczKrN1URmZuZgYGZmDgZmZobbDHKpXJvAYHtOipnVl4NBnbkPupnlkYNBC3LAMbO+cpuBmZn5ysCsr9pn3OU2HGs5vjIwMzMHAzMzy1E1kaTJwNXAEOA7ETGzwVnqFzfeVtYqZWyVNUMZ+ztaXi6uDCQNAa4FTgIOBKZKOrCxubJqchm3Ppdxc8vLlcFhwIqIeAZA0q3AFODJhuaqhM8oBsRl3PqaooytvLwEg32B54rGVwGHl84kaTowPY1ukbS8aPIoYF2lDeiKKuSygT7Tw/5VW4Xj9Y4BrLLHMu6hfKHOx6A79S6P7vQ3L2XKeCDlC3Uo43p+jwdbGeclGKhMWuyUEHEdcF3ZFUiLImJitTOWFy2wfz2WcXflC/k6Bs5LWS7jGqlHXnLRZkB2BrFf0fg44IUG5cVqw2Xc+lzGTSwvweARYLykd0raFTgDmNPgPFl1uYxbn8u4ieUiGEREF3A+MA9YBtwWEU/0cTUVLz2rQdLRkh6UtEnSekkPSHq/pF0lXSlplaQtkn4r6Wsly35C0qI0fbWkuyUdXWE78yR9vmh8X0kBrCxNk/S2Wu1vtTVDGfeR81LCZVxTNc+LInaqmrcSkvYCngU+BdwG7Ap8EHgROB04DpgKrCZroDkmIm5My14IzAD+juxL8gdgcprnc2W29Y/AByLilDQ+Ffgn4JmStH+JiD+t1T6b2eDiYNALkiYCP42IEWWm3Zmmfb3MtLcAzwPnRsR/93JbHwT+B9g7It6Q9E1gCXApMKYobdeI+Ov+75WZ2Xa5qCZqAr8GXpc0W9JJkkYWTVsIXCjp05ImSCruUXEksDvwoz5s6xfAbsB70/gxwHxgRUnaz/qxH2ZmZTV9MJA0WdJySSskzajFNiLiZeBosm5y3wZ+J2mOpDbgy8AVwJnAIuB5SdPSom8F1qW61N5u6zXgYeAYSXundVwPvAuYK+lisrs776vKzuVMT+UpaTdJ30vTH5bUXsO87CdpgaRlkp6Q9Nky83SkdqTH0vBPNczPSklL03YWlZkuSdekY/MrSYfUKi8DkZcyzlv5pu01rowjomkHsuef/AbYn6wefwlwYB22+26yH/5bStL3AM4DXgcOIGsb6AKGdrOuLUXD21PapcAPyO7evB04BDgVuIOs2umFRh/7RpUn8Gng39P/ZwDfq2F+xgCHpP+Hk10hluanA7izTsdnJTCqm+knA3eT9fc/Ani40WWa5zLOW/k2uoyb/cpg2+3vEfEHoHD7e01FxFPADcBBJemvRsS1wAays/eHgN8Dp3Wzrj2LhmdT8s/IGqiPAeZHxKPAA2R3c75K697e35vynALMTv9/Hzi+pGquaiJidTr2RMRmsh4y+9ZiW1UyBbgxMguBEZLGNDpTJXJTxk1YvlDDMm72YFDu9veqF6akd0u6SNK4NL4fWe+hhZIuSJeSe0gamqqIhgO/jIhNZD2BrpV0mqQ3S9oltTv8WzebfBAYAfwVcD9ARGwANgLvJLtCaEW9Kc9t80RW/baJrCqtplJVxcFkVXiljpS0JHUZfk8NsxHATyQtVvZYh1J1+T4MUC7LOCflCw0s47w8jqK/evUYiyrYTHZWfqGkEWQ/yncCnyMLClcCf5K2/WvgI5Ee1hURV0laA3wRuCmtazFweaWNRcQrkhaTVTU9DiBpT2BvsgD+kxrsYx70pjzrVebbN5gd+x8AF0TWflTsUeAdEbFF0slk1Xrja5SVoyLiBUmjgfmSnoqI4o4EdT82/ZC7Ms5R+ciKvt0AAAaFSURBVEIDy7jZg0Fdbn+PiOeBj1eY/B9p6G75m8gCQV+2eWThf0m7kH1YZ0bEVX1ZT5PpTXkW5lklaSjwFmB9rTJUdOxviogflk4v/vGIiLmSvilpVERU/QFnEfFC+rtW0o/IqlyKfyia4XEQuSrjPJVv2kbDyrjZq4la/vb3VFd6PbCsxQMB9K485wCF3lofBe6N1LJWbb059pLeVqjPlnQY2XfqpRrkZZik4YX/gUmkq8Yic4CzU4+TI4BNEbG62nkZoNyUcZ7KN62/oWXc1FcGEdElqXD7+xBgVvT99ve8Owo4C1gq6bGU9g8RMbeBeaqJSuUp6VJgUUTMIfvyflfSCrKzxTNqmKWyxx54e8rvv5P9WH1KUhdZ4/4ZNQpObcCP0u/SUODmiPixpL8rystcst4mK4BXgHNrkI8ByVkZ56l8ocFl7DuQzcys6auJzMysCpq2mmjUqFHR3t6+bXzr1q0MGzascRmqsTzs3+LFi9dFxD4NzYSZ1UTTBoP29nYWLdp+t3ZnZycdHR2Ny1CN5WH/JP1vQzNgZjXjaiIzM2veK4NSS5/fxDkz7qo4feXMU+qYGzOz5uIrAzMzczAwMzMHAzMzw8HAzMxwMDAzMxwMzMwMBwMzM8PBwMzMcDAwMzMcDMzMDAcDMzPDwcDMzHAwMDMzHAzMzAwHAzMzw8HAzMxwMDAzMxwMzMyMXgQDSbMkrZX0eFHa3pLmS3o6/R2Z0iXpGkkrJP1K0iFFy0xL8z8taVpR+qGSlqZlrpGkau+kmZl1rzdXBjcAk0vSZgD3RMR44J40DnASMD4N04FvQRY8gEuAw4HDgEsKASTNM71oudJtmZlZjfUYDCLiZ8D6kuQpwOz0/2zgtKL0GyOzEBghaQxwIjA/ItZHxAZgPjA5TdsrIh6KiABuLFqXmZnVydB+LtcWEasBImK1pNEpfV/guaL5VqW07tJXlUkvS9J0sqsI2tra6Ozs3J6hPeCiCV0VM1w8bzPasmVL0++DmeVXf4NBJeXq+6Mf6WVFxHXAdQATJ06Mjo6ObdO+cdMdXLm08u6sPLOj4rRm0NnZSfH+mplVU397E61JVTykv2tT+ipgv6L5xgEv9JA+rky6mZnVUX+DwRyg0CNoGnBHUfrZqVfREcCmVJ00D5gkaWRqOJ4EzEvTNks6IvUiOrtoXWZmVic9VhNJugXoAEZJWkXWK2gmcJukTwLPAh9Ls88FTgZWAK8A5wJExHpJXwIeSfNdGhGFRulPkfVY2gO4Ow1mZlZHPQaDiJhaYdLxZeYN4LwK65kFzCqTvgg4qKd8mJlZ7fgOZDMzczAwMzMHAzMzw8HAzMxwMDAzMxwMzMwMBwMzM8PBwMzMcDAwMzMcDMzMDAcDMzPDwcDMzHAwMDMzHAzMzAwHAzMzw8HAzMxwMDAzM3rxpjPLn/YZd3U7feXMU+qUEzNrFQ4GddbTD3klF03o4px+Lmtm1hNXE5mZmYOBmZk5GJiZGW4zaEm9aZdwI7OZFfOVgZmZ+cpgsHL3VDMr5isDMzPzlUG19fc+AjOzRsrNlYGkyZKWS1ohaUaj82NmNpjk4spA0hDgWuAEYBXwiKQ5EfFkY3O2I5/1m1mrykUwAA4DVkTEMwCSbgWmAHUNBv6xN7PBKi/BYF/guaLxVcDhpTNJmg5MT6NbJC0vmjwKWFdpA7qiCrlsoM/0sH/VVuF4vaNe2zez+spLMFCZtNgpIeI64LqyK5AWRcTEamcsL1p9/8yssfLSgLwK2K9ofBzwQoPyYmY26OQlGDwCjJf0Tkm7AmcAcxqcJzOzQSMX1UQR0SXpfGAeMASYFRFP9HE1ZauPWkir75+ZNZAidqqaNzOzQSYv1URmZtZADgZmZtb8waDVH2MhaT9JCyQtk/SEpM82Ok9m1nqaus0gPcbi1xQ9xgKYmrfHWAyEpDHAmIh4VNJwYDFwWivto5k1XrNfGWx7jEVE/AEoPMaiZUTE6oh4NP2/GVhGdse2mVnVNHswKPcYi5b9oZTUDhwMPNzYnJhZq2n2YNCrx1i0Akl7Aj8ALoiIlxudHzNrLc0eDAbFYywk7UIWCG6KiB82Oj9m1nqaPRi0/GMsJAm4HlgWEVc1Oj9m1pqaOhhERBdQeIzFMuC2fjzGIu+OAs4CjpP0WBpObnSmzKy1NHXXUjMzq46mvjIwM7PqcDAwMzMHAzMzczAwMzMcDMzMDAcDMzPDwcDMzID/DwSUY8BTaRatAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#controls[channels].hist()\n",
    "controls[channels].apply(np.log10).replace([np.inf, -np.inf], 0.0).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x2b06cc5a5da0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b06cc608908>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b06cc62deb8>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x2b06c6ef44a8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b06c6f24a58>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b06c6f62048>],\n",
       "       [<matplotlib.axes._subplots.AxesSubplot object at 0x2b06c6f915f8>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b06c6fc5be0>,\n",
       "        <matplotlib.axes._subplots.AxesSubplot object at 0x2b06c6fc5c18>]],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#experiment_df[channels].hist()\n",
    "experiment_df[channels].apply(np.log10).replace([np.inf, -np.inf], 0.0).hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "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>FSC-A</th>\n",
       "      <th>SSC-A</th>\n",
       "      <th>BL1-A</th>\n",
       "      <th>FSC-W</th>\n",
       "      <th>FSC-H</th>\n",
       "      <th>SSC-W</th>\n",
       "      <th>SSC-H</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>9398118.000</td>\n",
       "      <td>9387476.000</td>\n",
       "      <td>8990220.000</td>\n",
       "      <td>9397279.000</td>\n",
       "      <td>9397279.000</td>\n",
       "      <td>9397279.000</td>\n",
       "      <td>9397279.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.198</td>\n",
       "      <td>0.761</td>\n",
       "      <td>0.650</td>\n",
       "      <td>0.607</td>\n",
       "      <td>0.689</td>\n",
       "      <td>0.999</td>\n",
       "      <td>1.436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>-0.475</td>\n",
       "      <td>-0.754</td>\n",
       "      <td>-0.124</td>\n",
       "      <td>-0.829</td>\n",
       "      <td>-0.534</td>\n",
       "      <td>-0.710</td>\n",
       "      <td>-1.350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-0.802</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.805</td>\n",
       "      <td>1.417</td>\n",
       "      <td>0.770</td>\n",
       "      <td>1.580</td>\n",
       "      <td>1.381</td>\n",
       "      <td>1.724</td>\n",
       "      <td>2.148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.107</td>\n",
       "      <td>0.499</td>\n",
       "      <td>0.682</td>\n",
       "      <td>0.283</td>\n",
       "      <td>0.798</td>\n",
       "      <td>1.934</td>\n",
       "      <td>1.415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>-0.479</td>\n",
       "      <td>-0.034</td>\n",
       "      <td>0.516</td>\n",
       "      <td>-0.335</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.185</td>\n",
       "      <td>0.158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "      <td>1.223</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.133</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            FSC-A       SSC-A       BL1-A       FSC-W       FSC-H       SSC-W       SSC-H\n",
       "count 9398118.000 9387476.000 8990220.000 9397279.000 9397279.000 9397279.000 9397279.000\n",
       "mean  0.198       0.761       0.650       0.607       0.689       0.999       1.436      \n",
       "std   -0.475      -0.754      -0.124      -0.829      -0.534      -0.710      -1.350     \n",
       "min   -0.802      0.000       0.000       0.000       -0.000      0.000       0.000      \n",
       "25%   0.805       1.417       0.770       1.580       1.381       1.724       2.148      \n",
       "50%   0.107       0.499       0.682       0.283       0.798       1.934       1.415      \n",
       "75%   -0.479      -0.034      0.516       -0.335      0.085       0.185       0.158      \n",
       "max   0.000       0.000       1.223       0.000       -0.133      0.000       0.000      "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.float_format', lambda x: '%.3f' % x)\n",
    "c_d = controls[channels].apply(np.log10).replace([np.inf, -np.inf], 0.0).describe()\n",
    "e_d = experiment_df[channels].apply(np.log10).replace([np.inf, -np.inf], 0.0).describe()\n",
    "e_d - c_d"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "FSC-A   nan  \n",
       "SSC-A   nan  \n",
       "BL1-A   nan  \n",
       "FSC-W   0.909\n",
       "FSC-H   0.743\n",
       "SSC-W   0.999\n",
       "SSC-H   1.492\n",
       "dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.stats import wasserstein_distance as wd\n",
    "from scipy.special import kl_div as kl\n",
    "\n",
    "c_d = controls[channels].apply(np.log10).replace([np.inf, -np.inf], 0.0)\n",
    "e_d = experiment_df[channels].apply(np.log10).replace([np.inf, -np.inf], 0.0)\n",
    "\n",
    "diff = pd.Series()\n",
    "for channel in channels:\n",
    "    diff[channel] = wd(c_d[channel], e_d[channel])\n",
    "    #diff[channel] = kl(c_d[channel], e_d[channel])\n",
    "diff\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "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>live</th>\n",
       "      <th>strain_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2435943</th>\n",
       "      <td>0</td>\n",
       "      <td>WT-Live-Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2435944</th>\n",
       "      <td>1</td>\n",
       "      <td>WT-Live-Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2437547</th>\n",
       "      <td>0</td>\n",
       "      <td>WT-Dead-Control</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2438610</th>\n",
       "      <td>1</td>\n",
       "      <td>WT-Dead-Control</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         live      strain_name\n",
       "2435943  0     WT-Live-Control\n",
       "2435944  1     WT-Live-Control\n",
       "2437547  0     WT-Dead-Control\n",
       "2438610  1     WT-Dead-Control"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "controls[['live', 'strain_name']].drop_duplicates()\n",
    "#controls.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def do_analysis(experiment, controls):\n",
    "\n",
    "    ## load dataset from data converge\n",
    "    df = du.get_data_and_metadata(experiment)\n",
    "    \n",
    "    if df is None:\n",
    "        print(\"Failed to get Data and Metadata\")\n",
    "        return None, None\n",
    "    \n",
    "    print(df.strain_name.unique())\n",
    "\n",
    "\n",
    "    \n",
    "    ## Setup parameters\n",
    "    out_dir = '.'\n",
    "    \n",
    "    high_control = \"WT-Live-Control\"\n",
    "    low_control = \"WT-Dead-Control\"\n",
    "    \n",
    "    controls['class_label'] = controls.apply(lambda x: 1 if x.strain_name == high_control else 0, axis=1)\n",
    "    df.loc[:, 'output'] = 1 #assume alive\n",
    "    \n",
    "    strain_col = 'strain_name'  \n",
    "    \n",
    "    ## TODO get channels automatically from dataset\n",
    "    channels = ['FSC-A', 'SSC-A', 'BL1-A', 'FSC-W', 'FSC-H', 'SSC-W', 'SSC-H']\n",
    "\n",
    "    ## res will be a per-sample calculation of its correctness (and related stats)\n",
    "    res = correctness.compute_correctness_classifier(df,\n",
    "                                                training_df=controls,\n",
    "                                                out_dir = out_dir,\n",
    "                                                mean_output_label='mean_correct_classifier',\n",
    "                                                std_output_label='std_correct_classifier',\n",
    "                                                mean_correct_high_name='mean_correct_high_classifier',\n",
    "                                                std_correct_high_name='std_correct_high_classifier',\n",
    "                                                mean_correct_low_name='mean_correct_low_classifier',\n",
    "                                                std_correct_low_name='std_correct_low_classifier',\n",
    "                                                description = str(experiment)+\"_live_dead\",\n",
    "                                                high_control=high_control,\n",
    "                                                low_control=low_control,\n",
    "                                                strain_col=strain_col,\n",
    "                                                add_predictions=True,\n",
    "                                                id_col=\"sample_id\",\n",
    "                                                use_harness=True,\n",
    "                                                channels=channels)\n",
    "    \n",
    "    ## save to current directory\n",
    "    #res.to_csv(experiment.split(\"/\")[-1] + \".csv\")\n",
    "    return (res, df)\n",
    "\n",
    "def do_analysis_wrapper(experiment_path, controls):\n",
    "    experiment_name = experiment_path.split(\"/\")[-1]\n",
    "    print(experiment_name)\n",
    "    (res, df) = do_analysis(experiment_path, controls)\n",
    "    return res, df\n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "dc_YeastSTATES-CRISPR-Short-Duration-Time-Series-35C_20200423195648\n",
      "[nan 'Sizing_beads' 'CRISPR_CEN.PK2_24961' 'CRISPR_CEN.PK2_24960'\n",
      " 'CRISPR_CEN.PK2_inducible_FP_25784'\n",
      " 'CRISPR_CEN.PK2_positive_control_NOR_00_24864' 'CRISPR_CEN.PK2_24962'\n",
      " 'CRISPR_CEN.PK2_24959' 'CRISPR_CEN.PK2_negative_control_23970'\n",
      " 'CRISPR_w303_positive_control_NOR_00_6390' 'CRISPR_CEN.PK2_24926'\n",
      " 'CRISPR_CEN.PK2_24952']\n",
      "▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼▼\n",
      "Starting run at time 15:31:24\n",
      "Normalizing training and testing splits...\n",
      "Starting Classification training...\n",
      "Training time was: 0.74 seconds\n",
      "Testing time was: 0.42 seconds\n",
      "Prediction time of untested data was: 70.29976511001587\n",
      "\n",
      "          Run ID        Date      Time                    Model Name Model Author Num Classes  Accuracy  Balanced Accuracy  AUC Score  Average Precision  F1 Score  Precision  Recall Samples In Train Samples In Test                                                                                      Model Description Column Predicted Num Features Used                                                                                                                      Data and Split Description Normalized Num Features Normalized Feature Extraction Was Untested Data Predicted\n",
      "0  zVRBpzzjoj93L  2020-05-29  15:31:24  random_forest_classification  Hamed        2           0.995     0.984              0.998      0.988              0.956     0.94       0.972   25283            6321            Random Forest: n_estimators=361, max_features=auto, criterion=entropy, min_samples_leaf=13, n_jobs=-1  class_label      7                 /work/projects/SD2E-Community/prod/projects/sd2e-project-43/test/dc_YeastSTATES-CRISPR-Short-Duration-Time-Series-35C_20200423195648_live_dead  True       7                       False              True                      \n",
      "\n",
      "Run finished at 15:34:29. Total run time = 185.21 seconds\n",
      "▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲▲\n",
      "\n"
     ]
    }
   ],
   "source": [
    "res, df = do_analysis_wrapper(experiment_path, controls)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
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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>strain_name</th>\n",
       "      <th>timepoint</th>\n",
       "      <th>inducer_concentration</th>\n",
       "      <th>replicate</th>\n",
       "      <th>predicted_output</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.975443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>12</td>\n",
       "      <td>0.853692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>2</td>\n",
       "      <td>0.801100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>11</td>\n",
       "      <td>0.967557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.910567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.958851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>6</td>\n",
       "      <td>0.951000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>3</td>\n",
       "      <td>0.970822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.867733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.972493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>5</td>\n",
       "      <td>0.944700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>10</td>\n",
       "      <td>0.946533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.969533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>12</td>\n",
       "      <td>0.966267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>4</td>\n",
       "      <td>0.767467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>11</td>\n",
       "      <td>0.971999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>2</td>\n",
       "      <td>0.780500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>10</td>\n",
       "      <td>0.972356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>1</td>\n",
       "      <td>0.846333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>6</td>\n",
       "      <td>0.951833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.685467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>5</td>\n",
       "      <td>0.953000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>9</td>\n",
       "      <td>0.805133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>7</td>\n",
       "      <td>0.845067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.790700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>12</td>\n",
       "      <td>0.754667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.515500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>11</td>\n",
       "      <td>0.780367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.504167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.789167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>5</td>\n",
       "      <td>0.577233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>2</td>\n",
       "      <td>0.553000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.683000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.708000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>3</td>\n",
       "      <td>0.556967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>8</td>\n",
       "      <td>0.540000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.513067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>12</td>\n",
       "      <td>0.557200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>9</td>\n",
       "      <td>0.354367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>2</td>\n",
       "      <td>0.561200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.358267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>3</td>\n",
       "      <td>0.540833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>5</td>\n",
       "      <td>0.386133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.444533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.343767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>4</td>\n",
       "      <td>0.347000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>10</td>\n",
       "      <td>0.448900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>CRISPR_CEN.PK2_24926</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>11</td>\n",
       "      <td>0.346633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.978727</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2</td>\n",
       "      <td>0.975016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>11</td>\n",
       "      <td>0.963000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.976257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.978318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.977550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>6</td>\n",
       "      <td>0.980096</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.866233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.977861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>5</td>\n",
       "      <td>0.977514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>12</td>\n",
       "      <td>0.913300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>10</td>\n",
       "      <td>0.879833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.976965</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.978235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>9</td>\n",
       "      <td>0.883600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4</td>\n",
       "      <td>0.971784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.977352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.974456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>6</td>\n",
       "      <td>0.972714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.816200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.975625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.978193</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>10</td>\n",
       "      <td>0.732667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>11</td>\n",
       "      <td>0.771200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.837500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>12</td>\n",
       "      <td>0.755267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.677700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.816867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.875767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.822533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>2</td>\n",
       "      <td>0.827433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.888100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.662700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>5</td>\n",
       "      <td>0.861300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.585967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>8</td>\n",
       "      <td>0.664300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9</td>\n",
       "      <td>0.578267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.499500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>2</td>\n",
       "      <td>0.514067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4</td>\n",
       "      <td>0.515633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>8</td>\n",
       "      <td>0.622967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.573733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>7</td>\n",
       "      <td>0.577667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.636567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>11</td>\n",
       "      <td>0.473733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.446233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>6</td>\n",
       "      <td>0.571300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>CRISPR_CEN.PK2_24952</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>12</td>\n",
       "      <td>0.482133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.899067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.977766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>11</td>\n",
       "      <td>0.832600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4</td>\n",
       "      <td>0.978467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>1</td>\n",
       "      <td>0.979163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.977642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>7</td>\n",
       "      <td>0.980502</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>2</td>\n",
       "      <td>0.887933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.977870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>6</td>\n",
       "      <td>0.892733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>12</td>\n",
       "      <td>0.868367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>10</td>\n",
       "      <td>0.974157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.791067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>5</td>\n",
       "      <td>0.979143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.786400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>6</td>\n",
       "      <td>0.979260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>9</td>\n",
       "      <td>0.977057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>7</td>\n",
       "      <td>0.974689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>8</td>\n",
       "      <td>0.975397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.978841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.784567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>4</td>\n",
       "      <td>0.765833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.791033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2</td>\n",
       "      <td>0.975557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.606300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>4</td>\n",
       "      <td>0.784867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>11</td>\n",
       "      <td>0.603067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.823967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.883533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.862900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>2</td>\n",
       "      <td>0.841900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.875867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.757333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>6</td>\n",
       "      <td>0.538367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>12</td>\n",
       "      <td>0.656633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>9</td>\n",
       "      <td>0.825100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9</td>\n",
       "      <td>0.428000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>4</td>\n",
       "      <td>0.526800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.462900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>5</td>\n",
       "      <td>0.585400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>2</td>\n",
       "      <td>0.707867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>6</td>\n",
       "      <td>0.586200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>8</td>\n",
       "      <td>0.605133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>3</td>\n",
       "      <td>0.662800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.516700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>7</td>\n",
       "      <td>0.402500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.496833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>CRISPR_CEN.PK2_24959</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1</td>\n",
       "      <td>0.590200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.824867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.979504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>12</td>\n",
       "      <td>0.828000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>11</td>\n",
       "      <td>0.979615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.978561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>10</td>\n",
       "      <td>0.982983</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>8</td>\n",
       "      <td>0.983168</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>2</td>\n",
       "      <td>0.919367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>5</td>\n",
       "      <td>0.980351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.972488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>9</td>\n",
       "      <td>0.980243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>4</td>\n",
       "      <td>0.981824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.800100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.979644</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>9</td>\n",
       "      <td>0.794167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4</td>\n",
       "      <td>0.978125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.978996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>2</td>\n",
       "      <td>0.979162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>6</td>\n",
       "      <td>0.976134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.775300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.980053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>5</td>\n",
       "      <td>0.975251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>8</td>\n",
       "      <td>0.960713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>11</td>\n",
       "      <td>0.976870</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9</td>\n",
       "      <td>0.695133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>4</td>\n",
       "      <td>0.790233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>12</td>\n",
       "      <td>0.735933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>5</td>\n",
       "      <td>0.836400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>8</td>\n",
       "      <td>0.879267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>6</td>\n",
       "      <td>0.867900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>3</td>\n",
       "      <td>0.852667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>2</td>\n",
       "      <td>0.878733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>11</td>\n",
       "      <td>0.722800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.730267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>7</td>\n",
       "      <td>0.865567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>10</td>\n",
       "      <td>0.853700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9</td>\n",
       "      <td>0.545733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>5</td>\n",
       "      <td>0.575833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.602733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.618467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>8</td>\n",
       "      <td>0.674600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>6</td>\n",
       "      <td>0.657467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>2</td>\n",
       "      <td>0.652067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.491933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>4</td>\n",
       "      <td>0.706933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>7</td>\n",
       "      <td>0.692233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.590367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>CRISPR_CEN.PK2_24960</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>12</td>\n",
       "      <td>0.645100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4</td>\n",
       "      <td>0.979886</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>10</td>\n",
       "      <td>0.986230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>11</td>\n",
       "      <td>0.932833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>9</td>\n",
       "      <td>0.979523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>5</td>\n",
       "      <td>0.981455</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>8</td>\n",
       "      <td>0.977824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>6</td>\n",
       "      <td>0.983264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>2</td>\n",
       "      <td>0.975554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>3</td>\n",
       "      <td>0.980307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>7</td>\n",
       "      <td>0.844133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>12</td>\n",
       "      <td>0.898433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1</td>\n",
       "      <td>0.814767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>12</td>\n",
       "      <td>0.974817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2</td>\n",
       "      <td>0.983518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>7</td>\n",
       "      <td>0.869800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.979546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.972042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.976101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>1</td>\n",
       "      <td>0.974579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.960396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>11</td>\n",
       "      <td>0.976799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>5</td>\n",
       "      <td>0.738167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>8</td>\n",
       "      <td>0.834167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>10</td>\n",
       "      <td>0.752033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.823000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.939100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>11</td>\n",
       "      <td>0.692767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4</td>\n",
       "      <td>0.802600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.831933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.823800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>6</td>\n",
       "      <td>0.842500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.861233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.751700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.656667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>12</td>\n",
       "      <td>0.700067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>9</td>\n",
       "      <td>0.702867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.627800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.662900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>9</td>\n",
       "      <td>0.629700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4</td>\n",
       "      <td>0.601833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.665267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.699333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>6</td>\n",
       "      <td>0.691333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.612833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.700067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.595533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.517967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>CRISPR_CEN.PK2_24961</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>11</td>\n",
       "      <td>0.554600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.980257</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>9</td>\n",
       "      <td>0.978183</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.980563</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.979820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.980907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.980260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>5</td>\n",
       "      <td>0.981736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.981560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.850667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.982412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.876767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2</td>\n",
       "      <td>0.790700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.977787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>12</td>\n",
       "      <td>0.981334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>1</td>\n",
       "      <td>0.969819</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>11</td>\n",
       "      <td>0.984707</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.980915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>4</td>\n",
       "      <td>0.980213</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>3</td>\n",
       "      <td>0.979592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.977002</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.767033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>5</td>\n",
       "      <td>0.978799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>10</td>\n",
       "      <td>0.835200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2</td>\n",
       "      <td>0.781733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6</td>\n",
       "      <td>0.840700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.832400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.822867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>2</td>\n",
       "      <td>0.900233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>5</td>\n",
       "      <td>0.871300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>9</td>\n",
       "      <td>0.882467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>4</td>\n",
       "      <td>0.758867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.853067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.704333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>8</td>\n",
       "      <td>0.866800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.646300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>7</td>\n",
       "      <td>0.722233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.681500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>4</td>\n",
       "      <td>0.612367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>9</td>\n",
       "      <td>0.653300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>5</td>\n",
       "      <td>0.592667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>8</td>\n",
       "      <td>0.706500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>6</td>\n",
       "      <td>0.697300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>7</td>\n",
       "      <td>0.675867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.671933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>11</td>\n",
       "      <td>0.537700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>3</td>\n",
       "      <td>0.690433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>10</td>\n",
       "      <td>0.499500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>CRISPR_CEN.PK2_24962</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>12</td>\n",
       "      <td>0.589967</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.980426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>3</td>\n",
       "      <td>0.983936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.853733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>4</td>\n",
       "      <td>0.974436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>8</td>\n",
       "      <td>0.986298</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.972179</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>7</td>\n",
       "      <td>0.970865</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>9</td>\n",
       "      <td>0.918300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.872267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>6</td>\n",
       "      <td>0.976069</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.860767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>2</td>\n",
       "      <td>0.884100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.977029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2</td>\n",
       "      <td>0.982739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>12</td>\n",
       "      <td>0.814467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.971350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.984035</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>1</td>\n",
       "      <td>0.973420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>5</td>\n",
       "      <td>0.977312</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.819367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.762867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>4</td>\n",
       "      <td>0.977911</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.819267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>9</td>\n",
       "      <td>0.790800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>0.878867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>4</td>\n",
       "      <td>0.968240</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>10</td>\n",
       "      <td>0.660933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.931700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>7</td>\n",
       "      <td>0.935600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>5</td>\n",
       "      <td>0.888333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>2</td>\n",
       "      <td>0.869467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.754067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>12</td>\n",
       "      <td>0.752233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>6</td>\n",
       "      <td>0.892300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.642067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>9</td>\n",
       "      <td>0.755800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>0.696000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000010</td>\n",
       "      <td>12</td>\n",
       "      <td>0.609700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>2</td>\n",
       "      <td>0.625833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>6</td>\n",
       "      <td>0.696233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>5</td>\n",
       "      <td>0.710033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>8</td>\n",
       "      <td>0.639900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>10</td>\n",
       "      <td>0.600033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>4</td>\n",
       "      <td>0.685600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>11</td>\n",
       "      <td>0.546800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>CRISPR_CEN.PK2_inducible_FP_25784</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>9</td>\n",
       "      <td>0.618367</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>1</td>\n",
       "      <td>0.972286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>2</td>\n",
       "      <td>0.976872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>3</td>\n",
       "      <td>0.982976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>3</td>\n",
       "      <td>0.962499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>2</td>\n",
       "      <td>0.979600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.975725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>1</td>\n",
       "      <td>0.788433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>3</td>\n",
       "      <td>0.888833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>2</td>\n",
       "      <td>0.886867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000040</td>\n",
       "      <td>3</td>\n",
       "      <td>0.650733</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000080</td>\n",
       "      <td>2</td>\n",
       "      <td>0.685700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>347</th>\n",
       "      <td>CRISPR_CEN.PK2_negative_control_23970</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.672833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>348</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2</td>\n",
       "      <td>0.985852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>1</td>\n",
       "      <td>0.983905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>3</td>\n",
       "      <td>0.958215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>351</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>1</td>\n",
       "      <td>0.981347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>2</td>\n",
       "      <td>0.982625</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>3</td>\n",
       "      <td>0.947067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>354</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>2</td>\n",
       "      <td>0.893333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>355</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>3</td>\n",
       "      <td>0.941933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>356</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>1</td>\n",
       "      <td>0.964922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>1</td>\n",
       "      <td>0.596833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>358</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000025</td>\n",
       "      <td>2</td>\n",
       "      <td>0.626800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>359</th>\n",
       "      <td>CRISPR_CEN.PK2_positive_control_NOR_00_24864</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000060</td>\n",
       "      <td>3</td>\n",
       "      <td>0.891533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>360</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3</td>\n",
       "      <td>0.740467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>361</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>2</td>\n",
       "      <td>0.805433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>362</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1</td>\n",
       "      <td>0.757233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>363</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.751833</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>364</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.781767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.803400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.628933</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>3</td>\n",
       "      <td>0.718633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>1</td>\n",
       "      <td>0.767233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>0.574300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>370</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000100</td>\n",
       "      <td>1</td>\n",
       "      <td>0.608000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>371</th>\n",
       "      <td>CRISPR_w303_positive_control_NOR_00_6390</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000400</td>\n",
       "      <td>3</td>\n",
       "      <td>0.677033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>372</th>\n",
       "      <td>Sizing_beads</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.006144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>373</th>\n",
       "      <td>Sizing_beads</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.017690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>374</th>\n",
       "      <td>Sizing_beads</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.060627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Sizing_beads</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.000200</td>\n",
       "      <td>1</td>\n",
       "      <td>0.174913</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                      strain_name  timepoint  inducer_concentration  replicate  predicted_output\n",
       "0    CRISPR_CEN.PK2_24926                          18.0       0.000000               8          0.975443        \n",
       "1    CRISPR_CEN.PK2_24926                          18.0       0.000004               12         0.853692        \n",
       "2    CRISPR_CEN.PK2_24926                          18.0       0.000010               2          0.801100        \n",
       "3    CRISPR_CEN.PK2_24926                          18.0       0.000025               11         0.967557        \n",
       "4    CRISPR_CEN.PK2_24926                          18.0       0.000040               7          0.910567        \n",
       "5    CRISPR_CEN.PK2_24926                          18.0       0.000060               4          0.958851        \n",
       "6    CRISPR_CEN.PK2_24926                          18.0       0.000080               6          0.951000        \n",
       "7    CRISPR_CEN.PK2_24926                          18.0       0.000100               3          0.970822        \n",
       "8    CRISPR_CEN.PK2_24926                          18.0       0.000100               9          0.867733        \n",
       "9    CRISPR_CEN.PK2_24926                          18.0       0.000200               1          0.972493        \n",
       "10   CRISPR_CEN.PK2_24926                          18.0       0.000200               5          0.944700        \n",
       "11   CRISPR_CEN.PK2_24926                          18.0       0.000400               10         0.946533        \n",
       "12   CRISPR_CEN.PK2_24926                          20.0       0.000000               3          0.969533        \n",
       "13   CRISPR_CEN.PK2_24926                          20.0       0.000004               12         0.966267        \n",
       "14   CRISPR_CEN.PK2_24926                          20.0       0.000010               4          0.767467        \n",
       "15   CRISPR_CEN.PK2_24926                          20.0       0.000025               11         0.971999        \n",
       "16   CRISPR_CEN.PK2_24926                          20.0       0.000040               2          0.780500        \n",
       "17   CRISPR_CEN.PK2_24926                          20.0       0.000060               10         0.972356        \n",
       "18   CRISPR_CEN.PK2_24926                          20.0       0.000080               1          0.846333        \n",
       "19   CRISPR_CEN.PK2_24926                          20.0       0.000100               6          0.951833        \n",
       "20   CRISPR_CEN.PK2_24926                          20.0       0.000100               8          0.685467        \n",
       "21   CRISPR_CEN.PK2_24926                          20.0       0.000200               5          0.953000        \n",
       "22   CRISPR_CEN.PK2_24926                          20.0       0.000200               9          0.805133        \n",
       "23   CRISPR_CEN.PK2_24926                          20.0       0.000400               7          0.845067        \n",
       "24   CRISPR_CEN.PK2_24926                          22.0       0.000000               7          0.790700        \n",
       "25   CRISPR_CEN.PK2_24926                          22.0       0.000004               12         0.754667        \n",
       "26   CRISPR_CEN.PK2_24926                          22.0       0.000010               10         0.515500        \n",
       "27   CRISPR_CEN.PK2_24926                          22.0       0.000025               11         0.780367        \n",
       "28   CRISPR_CEN.PK2_24926                          22.0       0.000040               6          0.504167        \n",
       "29   CRISPR_CEN.PK2_24926                          22.0       0.000060               4          0.789167        \n",
       "30   CRISPR_CEN.PK2_24926                          22.0       0.000080               5          0.577233        \n",
       "31   CRISPR_CEN.PK2_24926                          22.0       0.000100               2          0.553000        \n",
       "32   CRISPR_CEN.PK2_24926                          22.0       0.000100               9          0.683000        \n",
       "33   CRISPR_CEN.PK2_24926                          22.0       0.000200               1          0.708000        \n",
       "34   CRISPR_CEN.PK2_24926                          22.0       0.000200               3          0.556967        \n",
       "35   CRISPR_CEN.PK2_24926                          22.0       0.000400               8          0.540000        \n",
       "36   CRISPR_CEN.PK2_24926                          24.0       0.000000               7          0.513067        \n",
       "37   CRISPR_CEN.PK2_24926                          24.0       0.000004               12         0.557200        \n",
       "38   CRISPR_CEN.PK2_24926                          24.0       0.000010               9          0.354367        \n",
       "39   CRISPR_CEN.PK2_24926                          24.0       0.000025               2          0.561200        \n",
       "40   CRISPR_CEN.PK2_24926                          24.0       0.000040               6          0.358267        \n",
       "41   CRISPR_CEN.PK2_24926                          24.0       0.000060               3          0.540833        \n",
       "42   CRISPR_CEN.PK2_24926                          24.0       0.000080               5          0.386133        \n",
       "43   CRISPR_CEN.PK2_24926                          24.0       0.000100               1          0.444533        \n",
       "44   CRISPR_CEN.PK2_24926                          24.0       0.000100               8          0.343767        \n",
       "45   CRISPR_CEN.PK2_24926                          24.0       0.000200               4          0.347000        \n",
       "46   CRISPR_CEN.PK2_24926                          24.0       0.000200               10         0.448900        \n",
       "47   CRISPR_CEN.PK2_24926                          24.0       0.000400               11         0.346633        \n",
       "48   CRISPR_CEN.PK2_24952                          18.0       0.000000               8          0.978727        \n",
       "49   CRISPR_CEN.PK2_24952                          18.0       0.000004               2          0.975016        \n",
       "50   CRISPR_CEN.PK2_24952                          18.0       0.000010               11         0.963000        \n",
       "51   CRISPR_CEN.PK2_24952                          18.0       0.000025               3          0.976257        \n",
       "52   CRISPR_CEN.PK2_24952                          18.0       0.000040               7          0.978318        \n",
       "53   CRISPR_CEN.PK2_24952                          18.0       0.000060               4          0.977550        \n",
       "54   CRISPR_CEN.PK2_24952                          18.0       0.000080               6          0.980096        \n",
       "55   CRISPR_CEN.PK2_24952                          18.0       0.000100               1          0.866233        \n",
       "56   CRISPR_CEN.PK2_24952                          18.0       0.000100               9          0.977861        \n",
       "57   CRISPR_CEN.PK2_24952                          18.0       0.000200               5          0.977514        \n",
       "58   CRISPR_CEN.PK2_24952                          18.0       0.000200               12         0.913300        \n",
       "59   CRISPR_CEN.PK2_24952                          18.0       0.000400               10         0.879833        \n",
       "60   CRISPR_CEN.PK2_24952                          20.0       0.000000               8          0.976965        \n",
       "61   CRISPR_CEN.PK2_24952                          20.0       0.000004               3          0.978235        \n",
       "62   CRISPR_CEN.PK2_24952                          20.0       0.000010               9          0.883600        \n",
       "63   CRISPR_CEN.PK2_24952                          20.0       0.000025               4          0.971784        \n",
       "64   CRISPR_CEN.PK2_24952                          20.0       0.000040               7          0.977352        \n",
       "65   CRISPR_CEN.PK2_24952                          20.0       0.000060               5          0.974456        \n",
       "66   CRISPR_CEN.PK2_24952                          20.0       0.000080               6          0.972714        \n",
       "67   CRISPR_CEN.PK2_24952                          20.0       0.000100               1          0.816200        \n",
       "68   CRISPR_CEN.PK2_24952                          20.0       0.000100               12         0.975625        \n",
       "69   CRISPR_CEN.PK2_24952                          20.0       0.000200               2          0.978193        \n",
       "70   CRISPR_CEN.PK2_24952                          20.0       0.000200               10         0.732667        \n",
       "71   CRISPR_CEN.PK2_24952                          20.0       0.000400               11         0.771200        \n",
       "72   CRISPR_CEN.PK2_24952                          22.0       0.000000               7          0.837500        \n",
       "73   CRISPR_CEN.PK2_24952                          22.0       0.000004               12         0.755267        \n",
       "74   CRISPR_CEN.PK2_24952                          22.0       0.000010               10         0.677700        \n",
       "75   CRISPR_CEN.PK2_24952                          22.0       0.000025               3          0.816867        \n",
       "76   CRISPR_CEN.PK2_24952                          22.0       0.000040               6          0.875767        \n",
       "77   CRISPR_CEN.PK2_24952                          22.0       0.000060               4          0.822533        \n",
       "78   CRISPR_CEN.PK2_24952                          22.0       0.000080               2          0.827433        \n",
       "79   CRISPR_CEN.PK2_24952                          22.0       0.000100               1          0.888100        \n",
       "80   CRISPR_CEN.PK2_24952                          22.0       0.000100               9          0.662700        \n",
       "81   CRISPR_CEN.PK2_24952                          22.0       0.000200               5          0.861300        \n",
       "82   CRISPR_CEN.PK2_24952                          22.0       0.000200               11         0.585967        \n",
       "83   CRISPR_CEN.PK2_24952                          22.0       0.000400               8          0.664300        \n",
       "84   CRISPR_CEN.PK2_24952                          24.0       0.000000               9          0.578267        \n",
       "85   CRISPR_CEN.PK2_24952                          24.0       0.000004               3          0.499500        \n",
       "86   CRISPR_CEN.PK2_24952                          24.0       0.000010               2          0.514067        \n",
       "87   CRISPR_CEN.PK2_24952                          24.0       0.000025               4          0.515633        \n",
       "88   CRISPR_CEN.PK2_24952                          24.0       0.000040               8          0.622967        \n",
       "89   CRISPR_CEN.PK2_24952                          24.0       0.000060               5          0.573733        \n",
       "90   CRISPR_CEN.PK2_24952                          24.0       0.000080               7          0.577667        \n",
       "91   CRISPR_CEN.PK2_24952                          24.0       0.000100               10         0.636567        \n",
       "92   CRISPR_CEN.PK2_24952                          24.0       0.000100               11         0.473733        \n",
       "93   CRISPR_CEN.PK2_24952                          24.0       0.000200               1          0.446233        \n",
       "94   CRISPR_CEN.PK2_24952                          24.0       0.000200               6          0.571300        \n",
       "95   CRISPR_CEN.PK2_24952                          24.0       0.000400               12         0.482133        \n",
       "96   CRISPR_CEN.PK2_24959                          18.0       0.000000               8          0.899067        \n",
       "97   CRISPR_CEN.PK2_24959                          18.0       0.000004               3          0.977766        \n",
       "98   CRISPR_CEN.PK2_24959                          18.0       0.000010               11         0.832600        \n",
       "99   CRISPR_CEN.PK2_24959                          18.0       0.000025               4          0.978467        \n",
       "100  CRISPR_CEN.PK2_24959                          18.0       0.000040               1          0.979163        \n",
       "101  CRISPR_CEN.PK2_24959                          18.0       0.000060               5          0.977642        \n",
       "102  CRISPR_CEN.PK2_24959                          18.0       0.000080               7          0.980502        \n",
       "103  CRISPR_CEN.PK2_24959                          18.0       0.000100               2          0.887933        \n",
       "104  CRISPR_CEN.PK2_24959                          18.0       0.000100               9          0.977870        \n",
       "105  CRISPR_CEN.PK2_24959                          18.0       0.000200               6          0.892733        \n",
       "106  CRISPR_CEN.PK2_24959                          18.0       0.000200               12         0.868367        \n",
       "107  CRISPR_CEN.PK2_24959                          18.0       0.000400               10         0.974157        \n",
       "108  CRISPR_CEN.PK2_24959                          20.0       0.000000               3          0.791067        \n",
       "109  CRISPR_CEN.PK2_24959                          20.0       0.000004               5          0.979143        \n",
       "110  CRISPR_CEN.PK2_24959                          20.0       0.000010               10         0.786400        \n",
       "111  CRISPR_CEN.PK2_24959                          20.0       0.000025               6          0.979260        \n",
       "112  CRISPR_CEN.PK2_24959                          20.0       0.000040               9          0.977057        \n",
       "113  CRISPR_CEN.PK2_24959                          20.0       0.000060               7          0.974689        \n",
       "114  CRISPR_CEN.PK2_24959                          20.0       0.000080               8          0.975397        \n",
       "115  CRISPR_CEN.PK2_24959                          20.0       0.000100               1          0.978841        \n",
       "116  CRISPR_CEN.PK2_24959                          20.0       0.000100               12         0.784567        \n",
       "117  CRISPR_CEN.PK2_24959                          20.0       0.000200               4          0.765833        \n",
       "118  CRISPR_CEN.PK2_24959                          20.0       0.000200               11         0.791033        \n",
       "119  CRISPR_CEN.PK2_24959                          20.0       0.000400               2          0.975557        \n",
       "120  CRISPR_CEN.PK2_24959                          22.0       0.000000               8          0.606300        \n",
       "121  CRISPR_CEN.PK2_24959                          22.0       0.000004               4          0.784867        \n",
       "122  CRISPR_CEN.PK2_24959                          22.0       0.000010               11         0.603067        \n",
       "123  CRISPR_CEN.PK2_24959                          22.0       0.000025               3          0.823967        \n",
       "124  CRISPR_CEN.PK2_24959                          22.0       0.000040               7          0.883533        \n",
       "125  CRISPR_CEN.PK2_24959                          22.0       0.000060               5          0.862900        \n",
       "126  CRISPR_CEN.PK2_24959                          22.0       0.000080               2          0.841900        \n",
       "127  CRISPR_CEN.PK2_24959                          22.0       0.000100               1          0.875867        \n",
       "128  CRISPR_CEN.PK2_24959                          22.0       0.000100               10         0.757333        \n",
       "129  CRISPR_CEN.PK2_24959                          22.0       0.000200               6          0.538367        \n",
       "130  CRISPR_CEN.PK2_24959                          22.0       0.000200               12         0.656633        \n",
       "131  CRISPR_CEN.PK2_24959                          22.0       0.000400               9          0.825100        \n",
       "132  CRISPR_CEN.PK2_24959                          24.0       0.000000               9          0.428000        \n",
       "133  CRISPR_CEN.PK2_24959                          24.0       0.000004               4          0.526800        \n",
       "134  CRISPR_CEN.PK2_24959                          24.0       0.000010               10         0.462900        \n",
       "135  CRISPR_CEN.PK2_24959                          24.0       0.000025               5          0.585400        \n",
       "136  CRISPR_CEN.PK2_24959                          24.0       0.000040               2          0.707867        \n",
       "137  CRISPR_CEN.PK2_24959                          24.0       0.000060               6          0.586200        \n",
       "138  CRISPR_CEN.PK2_24959                          24.0       0.000080               8          0.605133        \n",
       "139  CRISPR_CEN.PK2_24959                          24.0       0.000100               3          0.662800        \n",
       "140  CRISPR_CEN.PK2_24959                          24.0       0.000100               12         0.516700        \n",
       "141  CRISPR_CEN.PK2_24959                          24.0       0.000200               7          0.402500        \n",
       "142  CRISPR_CEN.PK2_24959                          24.0       0.000200               11         0.496833        \n",
       "143  CRISPR_CEN.PK2_24959                          24.0       0.000400               1          0.590200        \n",
       "144  CRISPR_CEN.PK2_24960                          18.0       0.000000               6          0.824867        \n",
       "145  CRISPR_CEN.PK2_24960                          18.0       0.000004               3          0.979504        \n",
       "146  CRISPR_CEN.PK2_24960                          18.0       0.000010               12         0.828000        \n",
       "147  CRISPR_CEN.PK2_24960                          18.0       0.000025               11         0.979615        \n",
       "148  CRISPR_CEN.PK2_24960                          18.0       0.000040               7          0.978561        \n",
       "149  CRISPR_CEN.PK2_24960                          18.0       0.000060               10         0.982983        \n",
       "150  CRISPR_CEN.PK2_24960                          18.0       0.000080               8          0.983168        \n",
       "151  CRISPR_CEN.PK2_24960                          18.0       0.000100               2          0.919367        \n",
       "152  CRISPR_CEN.PK2_24960                          18.0       0.000100               5          0.980351        \n",
       "153  CRISPR_CEN.PK2_24960                          18.0       0.000200               1          0.972488        \n",
       "154  CRISPR_CEN.PK2_24960                          18.0       0.000200               9          0.980243        \n",
       "155  CRISPR_CEN.PK2_24960                          18.0       0.000400               4          0.981824        \n",
       "156  CRISPR_CEN.PK2_24960                          20.0       0.000000               1          0.800100        \n",
       "157  CRISPR_CEN.PK2_24960                          20.0       0.000004               3          0.979644        \n",
       "158  CRISPR_CEN.PK2_24960                          20.0       0.000010               9          0.794167        \n",
       "159  CRISPR_CEN.PK2_24960                          20.0       0.000025               4          0.978125        \n",
       "160  CRISPR_CEN.PK2_24960                          20.0       0.000040               7          0.978996        \n",
       "161  CRISPR_CEN.PK2_24960                          20.0       0.000060               2          0.979162        \n",
       "162  CRISPR_CEN.PK2_24960                          20.0       0.000080               6          0.976134        \n",
       "163  CRISPR_CEN.PK2_24960                          20.0       0.000100               10         0.775300        \n",
       "164  CRISPR_CEN.PK2_24960                          20.0       0.000100               12         0.980053        \n",
       "165  CRISPR_CEN.PK2_24960                          20.0       0.000200               5          0.975251        \n",
       "166  CRISPR_CEN.PK2_24960                          20.0       0.000200               8          0.960713        \n",
       "167  CRISPR_CEN.PK2_24960                          20.0       0.000400               11         0.976870        \n",
       "168  CRISPR_CEN.PK2_24960                          22.0       0.000000               9          0.695133        \n",
       "169  CRISPR_CEN.PK2_24960                          22.0       0.000004               4          0.790233        \n",
       "170  CRISPR_CEN.PK2_24960                          22.0       0.000010               12         0.735933        \n",
       "171  CRISPR_CEN.PK2_24960                          22.0       0.000025               5          0.836400        \n",
       "172  CRISPR_CEN.PK2_24960                          22.0       0.000040               8          0.879267        \n",
       "173  CRISPR_CEN.PK2_24960                          22.0       0.000060               6          0.867900        \n",
       "174  CRISPR_CEN.PK2_24960                          22.0       0.000080               3          0.852667        \n",
       "175  CRISPR_CEN.PK2_24960                          22.0       0.000100               2          0.878733        \n",
       "176  CRISPR_CEN.PK2_24960                          22.0       0.000100               11         0.722800        \n",
       "177  CRISPR_CEN.PK2_24960                          22.0       0.000200               1          0.730267        \n",
       "178  CRISPR_CEN.PK2_24960                          22.0       0.000200               7          0.865567        \n",
       "179  CRISPR_CEN.PK2_24960                          22.0       0.000400               10         0.853700        \n",
       "180  CRISPR_CEN.PK2_24960                          24.0       0.000000               9          0.545733        \n",
       "181  CRISPR_CEN.PK2_24960                          24.0       0.000004               5          0.575833        \n",
       "182  CRISPR_CEN.PK2_24960                          24.0       0.000010               10         0.602733        \n",
       "183  CRISPR_CEN.PK2_24960                          24.0       0.000025               3          0.618467        \n",
       "184  CRISPR_CEN.PK2_24960                          24.0       0.000040               8          0.674600        \n",
       "185  CRISPR_CEN.PK2_24960                          24.0       0.000060               6          0.657467        \n",
       "186  CRISPR_CEN.PK2_24960                          24.0       0.000080               2          0.652067        \n",
       "187  CRISPR_CEN.PK2_24960                          24.0       0.000100               1          0.491933        \n",
       "188  CRISPR_CEN.PK2_24960                          24.0       0.000100               4          0.706933        \n",
       "189  CRISPR_CEN.PK2_24960                          24.0       0.000200               7          0.692233        \n",
       "190  CRISPR_CEN.PK2_24960                          24.0       0.000200               11         0.590367        \n",
       "191  CRISPR_CEN.PK2_24960                          24.0       0.000400               12         0.645100        \n",
       "192  CRISPR_CEN.PK2_24961                          18.0       0.000000               4          0.979886        \n",
       "193  CRISPR_CEN.PK2_24961                          18.0       0.000004               10         0.986230        \n",
       "194  CRISPR_CEN.PK2_24961                          18.0       0.000010               11         0.932833        \n",
       "195  CRISPR_CEN.PK2_24961                          18.0       0.000025               9          0.979523        \n",
       "196  CRISPR_CEN.PK2_24961                          18.0       0.000040               5          0.981455        \n",
       "197  CRISPR_CEN.PK2_24961                          18.0       0.000060               8          0.977824        \n",
       "198  CRISPR_CEN.PK2_24961                          18.0       0.000080               6          0.983264        \n",
       "199  CRISPR_CEN.PK2_24961                          18.0       0.000100               2          0.975554        \n",
       "200  CRISPR_CEN.PK2_24961                          18.0       0.000100               3          0.980307        \n",
       "201  CRISPR_CEN.PK2_24961                          18.0       0.000200               7          0.844133        \n",
       "202  CRISPR_CEN.PK2_24961                          18.0       0.000200               12         0.898433        \n",
       "203  CRISPR_CEN.PK2_24961                          18.0       0.000400               1          0.814767        \n",
       "204  CRISPR_CEN.PK2_24961                          20.0       0.000000               12         0.974817        \n",
       "205  CRISPR_CEN.PK2_24961                          20.0       0.000004               2          0.983518        \n",
       "206  CRISPR_CEN.PK2_24961                          20.0       0.000010               7          0.869800        \n",
       "207  CRISPR_CEN.PK2_24961                          20.0       0.000025               3          0.979546        \n",
       "208  CRISPR_CEN.PK2_24961                          20.0       0.000040               6          0.972042        \n",
       "209  CRISPR_CEN.PK2_24961                          20.0       0.000060               4          0.976101        \n",
       "210  CRISPR_CEN.PK2_24961                          20.0       0.000080               1          0.974579        \n",
       "211  CRISPR_CEN.PK2_24961                          20.0       0.000100               9          0.960396        \n",
       "212  CRISPR_CEN.PK2_24961                          20.0       0.000100               11         0.976799        \n",
       "213  CRISPR_CEN.PK2_24961                          20.0       0.000200               5          0.738167        \n",
       "214  CRISPR_CEN.PK2_24961                          20.0       0.000200               8          0.834167        \n",
       "215  CRISPR_CEN.PK2_24961                          20.0       0.000400               10         0.752033        \n",
       "216  CRISPR_CEN.PK2_24961                          22.0       0.000000               8          0.823000        \n",
       "217  CRISPR_CEN.PK2_24961                          22.0       0.000004               3          0.939100        \n",
       "218  CRISPR_CEN.PK2_24961                          22.0       0.000010               11         0.692767        \n",
       "219  CRISPR_CEN.PK2_24961                          22.0       0.000025               4          0.802600        \n",
       "220  CRISPR_CEN.PK2_24961                          22.0       0.000040               7          0.831933        \n",
       "221  CRISPR_CEN.PK2_24961                          22.0       0.000060               5          0.823800        \n",
       "222  CRISPR_CEN.PK2_24961                          22.0       0.000080               6          0.842500        \n",
       "223  CRISPR_CEN.PK2_24961                          22.0       0.000100               1          0.861233        \n",
       "224  CRISPR_CEN.PK2_24961                          22.0       0.000100               10         0.751700        \n",
       "225  CRISPR_CEN.PK2_24961                          22.0       0.000200               2          0.656667        \n",
       "226  CRISPR_CEN.PK2_24961                          22.0       0.000200               12         0.700067        \n",
       "227  CRISPR_CEN.PK2_24961                          22.0       0.000400               9          0.702867        \n",
       "228  CRISPR_CEN.PK2_24961                          24.0       0.000000               8          0.627800        \n",
       "229  CRISPR_CEN.PK2_24961                          24.0       0.000004               3          0.662900        \n",
       "230  CRISPR_CEN.PK2_24961                          24.0       0.000010               9          0.629700        \n",
       "231  CRISPR_CEN.PK2_24961                          24.0       0.000025               4          0.601833        \n",
       "232  CRISPR_CEN.PK2_24961                          24.0       0.000040               7          0.665267        \n",
       "233  CRISPR_CEN.PK2_24961                          24.0       0.000060               5          0.699333        \n",
       "234  CRISPR_CEN.PK2_24961                          24.0       0.000080               6          0.691333        \n",
       "235  CRISPR_CEN.PK2_24961                          24.0       0.000100               10         0.612833        \n",
       "236  CRISPR_CEN.PK2_24961                          24.0       0.000100               12         0.700067        \n",
       "237  CRISPR_CEN.PK2_24961                          24.0       0.000200               1          0.595533        \n",
       "238  CRISPR_CEN.PK2_24961                          24.0       0.000200               2          0.517967        \n",
       "239  CRISPR_CEN.PK2_24961                          24.0       0.000400               11         0.554600        \n",
       "240  CRISPR_CEN.PK2_24962                          18.0       0.000000               7          0.980257        \n",
       "241  CRISPR_CEN.PK2_24962                          18.0       0.000004               9          0.978183        \n",
       "242  CRISPR_CEN.PK2_24962                          18.0       0.000010               10         0.980563        \n",
       "243  CRISPR_CEN.PK2_24962                          18.0       0.000025               3          0.979820        \n",
       "244  CRISPR_CEN.PK2_24962                          18.0       0.000040               6          0.980907        \n",
       "245  CRISPR_CEN.PK2_24962                          18.0       0.000060               4          0.980260        \n",
       "246  CRISPR_CEN.PK2_24962                          18.0       0.000080               5          0.981736        \n",
       "247  CRISPR_CEN.PK2_24962                          18.0       0.000100               8          0.981560        \n",
       "248  CRISPR_CEN.PK2_24962                          18.0       0.000100               12         0.850667        \n",
       "249  CRISPR_CEN.PK2_24962                          18.0       0.000200               1          0.982412        \n",
       "250  CRISPR_CEN.PK2_24962                          18.0       0.000200               11         0.876767        \n",
       "251  CRISPR_CEN.PK2_24962                          18.0       0.000400               2          0.790700        \n",
       "252  CRISPR_CEN.PK2_24962                          20.0       0.000000               7          0.977787        \n",
       "253  CRISPR_CEN.PK2_24962                          20.0       0.000004               12         0.981334        \n",
       "254  CRISPR_CEN.PK2_24962                          20.0       0.000010               1          0.969819        \n",
       "255  CRISPR_CEN.PK2_24962                          20.0       0.000025               11         0.984707        \n",
       "256  CRISPR_CEN.PK2_24962                          20.0       0.000040               6          0.980915        \n",
       "257  CRISPR_CEN.PK2_24962                          20.0       0.000060               4          0.980213        \n",
       "258  CRISPR_CEN.PK2_24962                          20.0       0.000080               3          0.979592        \n",
       "259  CRISPR_CEN.PK2_24962                          20.0       0.000100               8          0.977002        \n",
       "260  CRISPR_CEN.PK2_24962                          20.0       0.000100               9          0.767033        \n",
       "261  CRISPR_CEN.PK2_24962                          20.0       0.000200               5          0.978799        \n",
       "262  CRISPR_CEN.PK2_24962                          20.0       0.000200               10         0.835200        \n",
       "263  CRISPR_CEN.PK2_24962                          20.0       0.000400               2          0.781733        \n",
       "264  CRISPR_CEN.PK2_24962                          22.0       0.000000               6          0.840700        \n",
       "265  CRISPR_CEN.PK2_24962                          22.0       0.000004               3          0.832400        \n",
       "266  CRISPR_CEN.PK2_24962                          22.0       0.000010               10         0.822867        \n",
       "267  CRISPR_CEN.PK2_24962                          22.0       0.000025               2          0.900233        \n",
       "268  CRISPR_CEN.PK2_24962                          22.0       0.000040               5          0.871300        \n",
       "269  CRISPR_CEN.PK2_24962                          22.0       0.000060               9          0.882467        \n",
       "270  CRISPR_CEN.PK2_24962                          22.0       0.000080               4          0.758867        \n",
       "271  CRISPR_CEN.PK2_24962                          22.0       0.000100               1          0.853067        \n",
       "272  CRISPR_CEN.PK2_24962                          22.0       0.000100               12         0.704333        \n",
       "273  CRISPR_CEN.PK2_24962                          22.0       0.000200               8          0.866800        \n",
       "274  CRISPR_CEN.PK2_24962                          22.0       0.000200               11         0.646300        \n",
       "275  CRISPR_CEN.PK2_24962                          22.0       0.000400               7          0.722233        \n",
       "276  CRISPR_CEN.PK2_24962                          24.0       0.000000               2          0.681500        \n",
       "277  CRISPR_CEN.PK2_24962                          24.0       0.000004               4          0.612367        \n",
       "278  CRISPR_CEN.PK2_24962                          24.0       0.000010               9          0.653300        \n",
       "279  CRISPR_CEN.PK2_24962                          24.0       0.000025               5          0.592667        \n",
       "280  CRISPR_CEN.PK2_24962                          24.0       0.000040               8          0.706500        \n",
       "281  CRISPR_CEN.PK2_24962                          24.0       0.000060               6          0.697300        \n",
       "282  CRISPR_CEN.PK2_24962                          24.0       0.000080               7          0.675867        \n",
       "283  CRISPR_CEN.PK2_24962                          24.0       0.000100               1          0.671933        \n",
       "284  CRISPR_CEN.PK2_24962                          24.0       0.000100               11         0.537700        \n",
       "285  CRISPR_CEN.PK2_24962                          24.0       0.000200               3          0.690433        \n",
       "286  CRISPR_CEN.PK2_24962                          24.0       0.000200               10         0.499500        \n",
       "287  CRISPR_CEN.PK2_24962                          24.0       0.000400               12         0.589967        \n",
       "288  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000000               1          0.980426        \n",
       "289  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000004               3          0.983936        \n",
       "290  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000010               10         0.853733        \n",
       "291  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000025               4          0.974436        \n",
       "292  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000040               8          0.986298        \n",
       "293  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000060               5          0.972179        \n",
       "294  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000080               7          0.970865        \n",
       "295  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000100               9          0.918300        \n",
       "296  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000100               12         0.872267        \n",
       "297  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000200               6          0.976069        \n",
       "298  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000200               11         0.860767        \n",
       "299  CRISPR_CEN.PK2_inducible_FP_25784             18.0       0.000400               2          0.884100        \n",
       "300  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000000               7          0.977029        \n",
       "301  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000004               2          0.982739        \n",
       "302  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000010               12         0.814467        \n",
       "303  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000025               3          0.971350        \n",
       "304  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000040               6          0.984035        \n",
       "305  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000060               1          0.973420        \n",
       "306  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000080               5          0.977312        \n",
       "307  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000100               8          0.819367        \n",
       "308  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000100               10         0.762867        \n",
       "309  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000200               4          0.977911        \n",
       "310  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000200               11         0.819267        \n",
       "311  CRISPR_CEN.PK2_inducible_FP_25784             20.0       0.000400               9          0.790800        \n",
       "312  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000000               8          0.878867        \n",
       "313  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000004               4          0.968240        \n",
       "314  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000010               10         0.660933        \n",
       "315  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000025               3          0.931700        \n",
       "316  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000040               7          0.935600        \n",
       "317  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000060               5          0.888333        \n",
       "318  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000080               2          0.869467        \n",
       "319  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000100               1          0.754067        \n",
       "320  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000100               12         0.752233        \n",
       "321  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000200               6          0.892300        \n",
       "322  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000200               11         0.642067        \n",
       "323  CRISPR_CEN.PK2_inducible_FP_25784             22.0       0.000400               9          0.755800        \n",
       "324  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000000               7          0.696000        \n",
       "325  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000004               1          0.666033        \n",
       "326  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000010               12         0.609700        \n",
       "327  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000025               2          0.625833        \n",
       "328  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000040               6          0.696233        \n",
       "329  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000060               3          0.666167        \n",
       "330  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000080               5          0.710033        \n",
       "331  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000100               8          0.639900        \n",
       "332  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000100               10         0.600033        \n",
       "333  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000200               4          0.685600        \n",
       "334  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000200               11         0.546800        \n",
       "335  CRISPR_CEN.PK2_inducible_FP_25784             24.0       0.000400               9          0.618367        \n",
       "336  CRISPR_CEN.PK2_negative_control_23970         18.0       0.000040               1          0.972286        \n",
       "337  CRISPR_CEN.PK2_negative_control_23970         18.0       0.000080               2          0.976872        \n",
       "338  CRISPR_CEN.PK2_negative_control_23970         18.0       0.000200               3          0.982976        \n",
       "339  CRISPR_CEN.PK2_negative_control_23970         20.0       0.000040               3          0.962499        \n",
       "340  CRISPR_CEN.PK2_negative_control_23970         20.0       0.000080               2          0.979600        \n",
       "341  CRISPR_CEN.PK2_negative_control_23970         20.0       0.000200               1          0.975725        \n",
       "342  CRISPR_CEN.PK2_negative_control_23970         22.0       0.000040               1          0.788433        \n",
       "343  CRISPR_CEN.PK2_negative_control_23970         22.0       0.000080               3          0.888833        \n",
       "344  CRISPR_CEN.PK2_negative_control_23970         22.0       0.000200               2          0.886867        \n",
       "345  CRISPR_CEN.PK2_negative_control_23970         24.0       0.000040               3          0.650733        \n",
       "346  CRISPR_CEN.PK2_negative_control_23970         24.0       0.000080               2          0.685700        \n",
       "347  CRISPR_CEN.PK2_negative_control_23970         24.0       0.000200               1          0.672833        \n",
       "348  CRISPR_CEN.PK2_positive_control_NOR_00_24864  18.0       0.000004               2          0.985852        \n",
       "349  CRISPR_CEN.PK2_positive_control_NOR_00_24864  18.0       0.000025               1          0.983905        \n",
       "350  CRISPR_CEN.PK2_positive_control_NOR_00_24864  18.0       0.000060               3          0.958215        \n",
       "351  CRISPR_CEN.PK2_positive_control_NOR_00_24864  20.0       0.000004               1          0.981347        \n",
       "352  CRISPR_CEN.PK2_positive_control_NOR_00_24864  20.0       0.000025               2          0.982625        \n",
       "353  CRISPR_CEN.PK2_positive_control_NOR_00_24864  20.0       0.000060               3          0.947067        \n",
       "354  CRISPR_CEN.PK2_positive_control_NOR_00_24864  22.0       0.000004               2          0.893333        \n",
       "355  CRISPR_CEN.PK2_positive_control_NOR_00_24864  22.0       0.000025               3          0.941933        \n",
       "356  CRISPR_CEN.PK2_positive_control_NOR_00_24864  22.0       0.000060               1          0.964922        \n",
       "357  CRISPR_CEN.PK2_positive_control_NOR_00_24864  24.0       0.000004               1          0.596833        \n",
       "358  CRISPR_CEN.PK2_positive_control_NOR_00_24864  24.0       0.000025               2          0.626800        \n",
       "359  CRISPR_CEN.PK2_positive_control_NOR_00_24864  24.0       0.000060               3          0.891533        \n",
       "360  CRISPR_w303_positive_control_NOR_00_6390      18.0       0.000000               3          0.740467        \n",
       "361  CRISPR_w303_positive_control_NOR_00_6390      18.0       0.000100               2          0.805433        \n",
       "362  CRISPR_w303_positive_control_NOR_00_6390      18.0       0.000400               1          0.757233        \n",
       "363  CRISPR_w303_positive_control_NOR_00_6390      20.0       0.000000               2          0.751833        \n",
       "364  CRISPR_w303_positive_control_NOR_00_6390      20.0       0.000100               1          0.781767        \n",
       "365  CRISPR_w303_positive_control_NOR_00_6390      20.0       0.000400               3          0.803400        \n",
       "366  CRISPR_w303_positive_control_NOR_00_6390      22.0       0.000000               2          0.628933        \n",
       "367  CRISPR_w303_positive_control_NOR_00_6390      22.0       0.000100               3          0.718633        \n",
       "368  CRISPR_w303_positive_control_NOR_00_6390      22.0       0.000400               1          0.767233        \n",
       "369  CRISPR_w303_positive_control_NOR_00_6390      24.0       0.000000               2          0.574300        \n",
       "370  CRISPR_w303_positive_control_NOR_00_6390      24.0       0.000100               1          0.608000        \n",
       "371  CRISPR_w303_positive_control_NOR_00_6390      24.0       0.000400               3          0.677033        \n",
       "372  Sizing_beads                                  18.0       0.000200               1          0.006144        \n",
       "373  Sizing_beads                                  20.0       0.000200               1          0.017690        \n",
       "374  Sizing_beads                                  22.0       0.000200               1          0.060627        \n",
       "375  Sizing_beads                                  24.0       0.000200               1          0.174913        "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_rows', None)\n",
    "mean_live = df.groupby(['strain_name', 'timepoint', 'inducer_concentration', 'replicate'])['predicted_output'].agg(np.mean).reset_index()\n",
    "mean_live"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2b06e2d9b630>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1152x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "g = sns.FacetGrid(mean_live, col=\"timepoint\", hue='strain_name', height=4, margin_titles=True)\n",
    "g.map(sns.lineplot, 'inducer_concentration', 'predicted_output')\n",
    "[plt.setp(ax.texts, text=\"\") for ax in g.axes.flat] # remove the original texts\n",
    "                                                # important to add this before setting titles\n",
    "g.set_titles(row_template = '{row_name}', col_template = '{col_name}')       \n",
    "\n",
    "\n",
    "#sns.scatterplot(mean_live.timepoint, mean_live.inducer_concentration, size=mean_live.predicted_output, hue=mean_live.strain_name)\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), ncol=1, loc='upper left')       \n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mean_live.groupby(['strain_name', 'timepoint'])['predicted_output'].agg(np.mean)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2b06c7b04dd8>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Plot the Total events vs time to see if there is a relationship between death and number of events.\n",
    "\n",
    "replicate_num_events = df.groupby(['strain_name', 'timepoint', 'inducer_concentration', 'replicate'])['FSC-A'].agg(len) #.reset_index()\n",
    "#mean_events_strain = replicate_num_events.groupby(['strain_name', 'timepoint','inducer_concentration'])['FSC-A'].agg(np.mean)\n",
    "#mean_events_strain\n",
    "mean_live = df.groupby(['strain_name', 'timepoint', 'inducer_concentration', 'replicate'])['predicted_output'].agg(np.mean)\n",
    "live_num = pd.DataFrame([mean_live, replicate_num_events]).transpose().reset_index()\n",
    "sns.scatterplot( live_num.predicted_output, live_num['FSC-A'],  hue=live_num.strain_name)\n",
    "plt.xlabel(\"Live Proportion\")\n",
    "plt.ylabel(\"Total Events\")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), ncol=1, loc='upper left')\n",
    "#live_num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "376"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(live_num.loc[live_num.predicted_output<0.8])\n",
    "len(live_num)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}