{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6ffec984",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "markers = pd.read_csv('clean_markers.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "efec0795",
   "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>channel_number</th>\n",
       "      <th>cycle_number</th>\n",
       "      <th>marker_name</th>\n",
       "      <th>Filter</th>\n",
       "      <th>excitation_wavelength</th>\n",
       "      <th>emission_wavelength</th>\n",
       "      <th>Bandwidth</th>\n",
       "      <th>ch_index</th>\n",
       "      <th>CellProfiler</th>\n",
       "      <th>Description</th>\n",
       "      <th>CellPaint-Like</th>\n",
       "      <th>CellHealth</th>\n",
       "      <th>FirstRecommendation</th>\n",
       "      <th>SecondRecommendation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>DNA_0</td>\n",
       "      <td>DAPI</td>\n",
       "      <td>405</td>\n",
       "      <td>445</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>Nuclei</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>NWS</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Procode</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>VSVG</td>\n",
       "      <td>RFP</td>\n",
       "      <td>561</td>\n",
       "      <td>594</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>Procode</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>FLAG</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Procode</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>HSV</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Procode</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>C</td>\n",
       "      <td>RFP</td>\n",
       "      <td>561</td>\n",
       "      <td>594</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>Procode</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>S</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Procode</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>Ollas</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>Procode</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>3</td>\n",
       "      <td>GFAP</td>\n",
       "      <td>RFP</td>\n",
       "      <td>561</td>\n",
       "      <td>594</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>Glial Marker</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>3</td>\n",
       "      <td>NeuN</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Neuronal Marker, development</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>pRPS6</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Ribosome, active translation</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>4</td>\n",
       "      <td>RANGAP1</td>\n",
       "      <td>RFP</td>\n",
       "      <td>561</td>\n",
       "      <td>594</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Nuclear envelope protein</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>NFKB</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>p65</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>TOM20</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Mito</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>5</td>\n",
       "      <td>LAMP1</td>\n",
       "      <td>RFP</td>\n",
       "      <td>561</td>\n",
       "      <td>594</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Lysosome</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>5</td>\n",
       "      <td>4HNE</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Oxidative Stress Marker</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>6</td>\n",
       "      <td>TDP43</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>RNA binding protein, ALS</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>6</td>\n",
       "      <td>G3BP1</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>Stress Granules, ALS, HD</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>7</td>\n",
       "      <td>GM130</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>cis-golgi marker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>7</td>\n",
       "      <td>Calnexin</td>\n",
       "      <td>RFP</td>\n",
       "      <td>561</td>\n",
       "      <td>594</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>ER, antibody</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>7</td>\n",
       "      <td>Golgin97</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>trans-golgi marker</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>8</td>\n",
       "      <td>SYTO</td>\n",
       "      <td>GFP</td>\n",
       "      <td>514</td>\n",
       "      <td>538</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>RNA, soma segmentation mask</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>9</td>\n",
       "      <td>ER</td>\n",
       "      <td>GFP</td>\n",
       "      <td>488</td>\n",
       "      <td>521</td>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>ER, cell paint dye</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>9</td>\n",
       "      <td>AGP</td>\n",
       "      <td>RFP</td>\n",
       "      <td>561</td>\n",
       "      <td>594</td>\n",
       "      <td>43</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Actin, Golgi, Plasma Membrane</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>Catalase</td>\n",
       "      <td>Cy5</td>\n",
       "      <td>637</td>\n",
       "      <td>698</td>\n",
       "      <td>77</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>Catalase antibody</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    channel_number  cycle_number marker_name Filter  excitation_wavelength  \\\n",
       "0                1             0       DNA_0   DAPI                    405   \n",
       "1                2             1         NWS    GFP                    488   \n",
       "2                3             1        VSVG    RFP                    561   \n",
       "3                4             1        FLAG    Cy5                    637   \n",
       "4                5             2         HSV    GFP                    488   \n",
       "5                6             2           C    RFP                    561   \n",
       "6                7             2           S    Cy5                    637   \n",
       "7                8             3       Ollas    GFP                    488   \n",
       "8                9             3        GFAP    RFP                    561   \n",
       "9               10             3        NeuN    Cy5                    637   \n",
       "10              11             4       pRPS6    GFP                    488   \n",
       "11              12             4     RANGAP1    RFP                    561   \n",
       "12              13             4        NFKB    Cy5                    637   \n",
       "13              14             5       TOM20    GFP                    488   \n",
       "14              15             5       LAMP1    RFP                    561   \n",
       "15              16             5        4HNE    Cy5                    637   \n",
       "16              17             6       TDP43    GFP                    488   \n",
       "17              18             6       G3BP1    Cy5                    637   \n",
       "18              19             7       GM130    GFP                    488   \n",
       "19              20             7    Calnexin    RFP                    561   \n",
       "20              21             7    Golgin97    Cy5                    637   \n",
       "21              22             8        SYTO    GFP                    514   \n",
       "22              23             9          ER    GFP                    488   \n",
       "23              24             9         AGP    RFP                    561   \n",
       "24              25             9    Catalase    Cy5                    637   \n",
       "\n",
       "    emission_wavelength  Bandwidth  ch_index  CellProfiler  \\\n",
       "0                   445         46         0             1   \n",
       "1                   521         38         1             0   \n",
       "2                   594         43         2             0   \n",
       "3                   698         77         3             0   \n",
       "4                   521         38         1             0   \n",
       "5                   594         43         2             0   \n",
       "6                   698         77         3             0   \n",
       "7                   521         38         1             0   \n",
       "8                   594         43         2             0   \n",
       "9                   698         77         3             1   \n",
       "10                  521         38         1             1   \n",
       "11                  594         43         2             1   \n",
       "12                  698         77         3             1   \n",
       "13                  521         38         1             1   \n",
       "14                  594         43         2             1   \n",
       "15                  698         77         3             0   \n",
       "16                  521         38         1             1   \n",
       "17                  698         77         3             1   \n",
       "18                  521         38         1             1   \n",
       "19                  594         43         2             0   \n",
       "20                  698         77         3             1   \n",
       "21                  538         38         1             1   \n",
       "22                  521         38         1             1   \n",
       "23                  594         43         2             1   \n",
       "24                  698         77         3             0   \n",
       "\n",
       "                      Description  CellPaint-Like  CellHealth  \\\n",
       "0                          Nuclei               1           1   \n",
       "1                         Procode               0           0   \n",
       "2                         Procode               0           0   \n",
       "3                         Procode               0           0   \n",
       "4                         Procode               0           0   \n",
       "5                         Procode               0           0   \n",
       "6                         Procode               0           0   \n",
       "7                         Procode               0           0   \n",
       "8                    Glial Marker               0           0   \n",
       "9    Neuronal Marker, development               1           0   \n",
       "10   Ribosome, active translation               1           1   \n",
       "11       Nuclear envelope protein               1           0   \n",
       "12                            p65               0           1   \n",
       "13                           Mito               1           0   \n",
       "14                       Lysosome               1           0   \n",
       "15        Oxidative Stress Marker               0           1   \n",
       "16       RNA binding protein, ALS               0           1   \n",
       "17       Stress Granules, ALS, HD               0           1   \n",
       "18               cis-golgi marker               1           0   \n",
       "19                   ER, antibody               1           0   \n",
       "20             trans-golgi marker               1           0   \n",
       "21    RNA, soma segmentation mask               1           0   \n",
       "22             ER, cell paint dye               1           0   \n",
       "23  Actin, Golgi, Plasma Membrane               1           0   \n",
       "24              Catalase antibody               1           0   \n",
       "\n",
       "    FirstRecommendation  SecondRecommendation  \n",
       "0                     1                     1  \n",
       "1                     0                     0  \n",
       "2                     0                     0  \n",
       "3                     0                     0  \n",
       "4                     0                     0  \n",
       "5                     0                     0  \n",
       "6                     0                     0  \n",
       "7                     0                     0  \n",
       "8                     0                     0  \n",
       "9                     1                     1  \n",
       "10                    1                     1  \n",
       "11                    1                     1  \n",
       "12                    1                     0  \n",
       "13                    1                     1  \n",
       "14                    1                     1  \n",
       "15                    0                     0  \n",
       "16                    1                     1  \n",
       "17                    1                     1  \n",
       "18                    1                     0  \n",
       "19                    0                     0  \n",
       "20                    1                     0  \n",
       "21                    1                     1  \n",
       "22                    1                     1  \n",
       "23                    1                     1  \n",
       "24                    0                     0  "
      ]
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   "id": "ecd1ae62",
   "metadata": {},
   "outputs": [],
   "source": []
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