procaliper.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import sys\n",
    "sys.path.insert(1, '/people/imal967/git_repos/ProCaliper')\n",
    "import procaliper as am\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0.2</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>GENE</th>\n",
       "      <th>PROTEIN</th>\n",
       "      <th>ACC_ID</th>\n",
       "      <th>HU_CHR_LOC</th>\n",
       "      <th>MOD_RSD</th>\n",
       "      <th>SITE_GRP_ID</th>\n",
       "      <th>ORGANISM</th>\n",
       "      <th>...</th>\n",
       "      <th>inside_interface</th>\n",
       "      <th>distance_from_interface</th>\n",
       "      <th>uniqueID</th>\n",
       "      <th>closest_pocket</th>\n",
       "      <th>inside_pocket</th>\n",
       "      <th>distance_from_pocket</th>\n",
       "      <th>foldx_ddg_min</th>\n",
       "      <th>foldx_ddg_max</th>\n",
       "      <th>foldx_ddg_abs_max</th>\n",
       "      <th>foldx_ddg_abs_median</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T2-p</td>\n",
       "      <td>15718712</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>18.400596</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>22.103256</td>\n",
       "      <td>-0.700058</td>\n",
       "      <td>0.130120</td>\n",
       "      <td>0.700058</td>\n",
       "      <td>0.096524</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S6-p</td>\n",
       "      <td>15718709</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>18.407673</td>\n",
       "      <td>-0.688997</td>\n",
       "      <td>0.643053</td>\n",
       "      <td>0.688997</td>\n",
       "      <td>0.278294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y21-p</td>\n",
       "      <td>3426383</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2</td>\n",
       "      <td>,2,15</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250080</td>\n",
       "      <td>3.602560</td>\n",
       "      <td>3.602560</td>\n",
       "      <td>2.686420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T32-p</td>\n",
       "      <td>23077803</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>15.828202</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>12.921682</td>\n",
       "      <td>-2.085020</td>\n",
       "      <td>19.898600</td>\n",
       "      <td>19.898600</td>\n",
       "      <td>3.844370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S39-p</td>\n",
       "      <td>27442700</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.123331</td>\n",
       "      <td>4</td>\n",
       "      <td>,10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.610100</td>\n",
       "      <td>2.446650</td>\n",
       "      <td>2.446650</td>\n",
       "      <td>1.516780</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",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>436007</th>\n",
       "      <td>436007</td>\n",
       "      <td>435125</td>\n",
       "      <td>435258</td>\n",
       "      <td>PRAP1</td>\n",
       "      <td>PRAP1</td>\n",
       "      <td>Q96NZ9</td>\n",
       "      <td>10q26.3</td>\n",
       "      <td>Y113-ga</td>\n",
       "      <td>27914389</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>19.475904</td>\n",
       "      <td>435258</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22.441628</td>\n",
       "      <td>-0.310755</td>\n",
       "      <td>0.859067</td>\n",
       "      <td>0.859067</td>\n",
       "      <td>0.516341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436008</th>\n",
       "      <td>436008</td>\n",
       "      <td>435127</td>\n",
       "      <td>435260</td>\n",
       "      <td>PRG2</td>\n",
       "      <td>PRG2</td>\n",
       "      <td>P13727</td>\n",
       "      <td>11q12.1</td>\n",
       "      <td>T23-ga</td>\n",
       "      <td>27914778</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>25.513050</td>\n",
       "      <td>435260</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>26.709694</td>\n",
       "      <td>-0.312937</td>\n",
       "      <td>0.381937</td>\n",
       "      <td>0.381937</td>\n",
       "      <td>0.134005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436009</th>\n",
       "      <td>436009</td>\n",
       "      <td>435128</td>\n",
       "      <td>435261</td>\n",
       "      <td>PRG2</td>\n",
       "      <td>PRG2</td>\n",
       "      <td>P13727</td>\n",
       "      <td>11q12.1</td>\n",
       "      <td>S24-ga</td>\n",
       "      <td>27914781</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>27.206643</td>\n",
       "      <td>435261</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>29.435677</td>\n",
       "      <td>-1.365570</td>\n",
       "      <td>0.171909</td>\n",
       "      <td>1.365570</td>\n",
       "      <td>0.471913</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436010</th>\n",
       "      <td>436010</td>\n",
       "      <td>435129</td>\n",
       "      <td>435262</td>\n",
       "      <td>PRG2</td>\n",
       "      <td>PRG2</td>\n",
       "      <td>P13727</td>\n",
       "      <td>11q12.1</td>\n",
       "      <td>T25-ga</td>\n",
       "      <td>27914784</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>29.210871</td>\n",
       "      <td>435262</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>30.474608</td>\n",
       "      <td>-0.118950</td>\n",
       "      <td>0.782394</td>\n",
       "      <td>0.782394</td>\n",
       "      <td>0.100066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436011</th>\n",
       "      <td>436011</td>\n",
       "      <td>435308</td>\n",
       "      <td>435441</td>\n",
       "      <td>SPRING1</td>\n",
       "      <td>SPRING1</td>\n",
       "      <td>Q9H741</td>\n",
       "      <td>12q24.22</td>\n",
       "      <td>T185-ga</td>\n",
       "      <td>27916207</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>435441</td>\n",
       "      <td>,8</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.067080</td>\n",
       "      <td>2.291700</td>\n",
       "      <td>2.291700</td>\n",
       "      <td>0.433679</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>436012 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0.2  Unnamed: 0.1  Unnamed: 0     GENE      PROTEIN  ACC_ID  \\\n",
       "0                  0             0           0    YWHAB  14-3-3 beta  P31946   \n",
       "1                  1             1           1    YWHAB  14-3-3 beta  P31946   \n",
       "2                  2             2           2    YWHAB  14-3-3 beta  P31946   \n",
       "3                  3             3           3    YWHAB  14-3-3 beta  P31946   \n",
       "4                  4             4           4    YWHAB  14-3-3 beta  P31946   \n",
       "...              ...           ...         ...      ...          ...     ...   \n",
       "436007        436007        435125      435258    PRAP1        PRAP1  Q96NZ9   \n",
       "436008        436008        435127      435260     PRG2         PRG2  P13727   \n",
       "436009        436009        435128      435261     PRG2         PRG2  P13727   \n",
       "436010        436010        435129      435262     PRG2         PRG2  P13727   \n",
       "436011        436011        435308      435441  SPRING1      SPRING1  Q9H741   \n",
       "\n",
       "       HU_CHR_LOC  MOD_RSD  SITE_GRP_ID ORGANISM  ...  inside_interface  \\\n",
       "0        20q13.12     T2-p     15718712    human  ...                 0   \n",
       "1        20q13.12     S6-p     15718709    human  ...                 1   \n",
       "2        20q13.12    Y21-p      3426383    human  ...                 1   \n",
       "3        20q13.12    T32-p     23077803    human  ...                 0   \n",
       "4        20q13.12    S39-p     27442700    human  ...                 0   \n",
       "...           ...      ...          ...      ...  ...               ...   \n",
       "436007    10q26.3  Y113-ga     27914389    human  ...                 0   \n",
       "436008    11q12.1   T23-ga     27914778    human  ...                 0   \n",
       "436009    11q12.1   S24-ga     27914781    human  ...                 0   \n",
       "436010    11q12.1   T25-ga     27914784    human  ...                 0   \n",
       "436011   12q24.22  T185-ga     27916207    human  ...                 1   \n",
       "\n",
       "       distance_from_interface uniqueID  closest_pocket  inside_pocket  \\\n",
       "0                    18.400596        0               2              0   \n",
       "1                     0.000000        1              10              0   \n",
       "2                     0.000000        2           ,2,15              1   \n",
       "3                    15.828202        3              10              0   \n",
       "4                    16.123331        4             ,10              1   \n",
       "...                        ...      ...             ...            ...   \n",
       "436007               19.475904   435258               1              0   \n",
       "436008               25.513050   435260               4              0   \n",
       "436009               27.206643   435261               4              0   \n",
       "436010               29.210871   435262               4              0   \n",
       "436011                0.000000   435441              ,8              1   \n",
       "\n",
       "        distance_from_pocket foldx_ddg_min  foldx_ddg_max  foldx_ddg_abs_max  \\\n",
       "0                  22.103256     -0.700058       0.130120           0.700058   \n",
       "1                  18.407673     -0.688997       0.643053           0.688997   \n",
       "2                   0.000000      0.250080       3.602560           3.602560   \n",
       "3                  12.921682     -2.085020      19.898600          19.898600   \n",
       "4                   0.000000     -1.610100       2.446650           2.446650   \n",
       "...                      ...           ...            ...                ...   \n",
       "436007             22.441628     -0.310755       0.859067           0.859067   \n",
       "436008             26.709694     -0.312937       0.381937           0.381937   \n",
       "436009             29.435677     -1.365570       0.171909           1.365570   \n",
       "436010             30.474608     -0.118950       0.782394           0.782394   \n",
       "436011              0.000000     -1.067080       2.291700           2.291700   \n",
       "\n",
       "       foldx_ddg_abs_median  \n",
       "0                  0.096524  \n",
       "1                  0.278294  \n",
       "2                  2.686420  \n",
       "3                  3.844370  \n",
       "4                  1.516780  \n",
       "...                     ...  \n",
       "436007             0.516341  \n",
       "436008             0.134005  \n",
       "436009             0.471913  \n",
       "436010             0.100066  \n",
       "436011             0.433679  \n",
       "\n",
       "[436012 rows x 38 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_psp_df = pd.read_csv(\"/people/imal967/git_repos/pheno_analysis/results/merged_interface_pocket_stability.csv\")\n",
    "full_psp_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Unnamed: 0.2', 'Unnamed: 0.1', 'Unnamed: 0', 'GENE', 'PROTEIN',\n",
       "       'ACC_ID', 'HU_CHR_LOC', 'MOD_RSD', 'SITE_GRP_ID', 'ORGANISM', 'MW_kD',\n",
       "       'DOMAIN', 'SITE_+/-7_AA', 'LT_LIT', 'MS_LIT', 'MS_CST', 'CST_CAT#',\n",
       "       'Ambiguous_Site', 'RES_NUM', 'PKA_ID', 'uniprotID', 'AA', 'res_number',\n",
       "       'pK', 'state', 'position', 'uniprot_id', 'closest_interface',\n",
       "       'inside_interface', 'distance_from_interface', 'uniqueID',\n",
       "       'closest_pocket', 'inside_pocket', 'distance_from_pocket',\n",
       "       'foldx_ddg_min', 'foldx_ddg_max', 'foldx_ddg_abs_max',\n",
       "       'foldx_ddg_abs_median'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_psp_df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20945"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "full_psp_df['ACC_ID'].nunique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['P31946', 'P31946-2', 'P62258', ..., 'Q96NZ9', 'P13727', 'Q9H741'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_uniprots_list = full_psp_df['ACC_ID'].unique()\n",
    "all_uniprots_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'P31946'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "all_uniprots_list[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fetched: 1 / 1\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<procaliper._protein.Protein at 0x2b04d528be10>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# fetching pdb for each uniprot\n",
    "protein_object = am.Protein.from_uniprot_id(all_uniprots_list[0])\n",
    "protein_object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'P31946'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "protein_object.data['entry']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'/rcfs/projects/proteometer/alphafold_swissprot_pdb/AF-P31946-F1-model_v4.pdb'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "glob.glob(f\"/rcfs/projects/proteometer/alphafold_swissprot_pdb/*{protein_object.data['entry']}*.pdb\")[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "protein_object.register_local_pdb(\"/rcfs/projects/proteometer/alphafold_swissprot_pdb/AF-P31946-F1-model_v4.pdb\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>all_sasa_value</th>\n",
       "      <th>atom_sasa_values</th>\n",
       "      <th>residue_number</th>\n",
       "      <th>residue_name</th>\n",
       "      <th>RES_NUM</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237.934137</td>\n",
       "      <td>[44.837124511298896, 9.66102572831933, 2.41525...</td>\n",
       "      <td>1</td>\n",
       "      <td>MET</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>131.572602</td>\n",
       "      <td>[3.280765208143822, 3.622884648119749, 0.0, 8....</td>\n",
       "      <td>2</td>\n",
       "      <td>THR</td>\n",
       "      <td>2</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>74.875928</td>\n",
       "      <td>[5.467942013573036, 1.2076282160399163, 0.0, 2...</td>\n",
       "      <td>3</td>\n",
       "      <td>MET</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>82.459883</td>\n",
       "      <td>[1.0935884027146072, 4.830512864159665, 0.0, 2...</td>\n",
       "      <td>4</td>\n",
       "      <td>ASP</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>52.518633</td>\n",
       "      <td>[2.1871768054292144, 0.0, 1.2076282160399163, ...</td>\n",
       "      <td>5</td>\n",
       "      <td>LYS</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>58.983930</td>\n",
       "      <td>[0.0, 25.36019253683824, 3.622884648119749, 30...</td>\n",
       "      <td>242</td>\n",
       "      <td>GLY</td>\n",
       "      <td>242</td>\n",
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       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>193.173391</td>\n",
       "      <td>[10.935884027146072, 3.622884648119749, 2.4152...</td>\n",
       "      <td>243</td>\n",
       "      <td>GLU</td>\n",
       "      <td>243</td>\n",
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       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>75.821786</td>\n",
       "      <td>[10.935884027146072, 30.190705400997906, 3.622...</td>\n",
       "      <td>244</td>\n",
       "      <td>GLY</td>\n",
       "      <td>244</td>\n",
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       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>179.067388</td>\n",
       "      <td>[2.1871768054292144, 2.4152564320798326, 2.415...</td>\n",
       "      <td>245</td>\n",
       "      <td>GLU</td>\n",
       "      <td>245</td>\n",
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       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>219.188882</td>\n",
       "      <td>[2.1871768054292144, 4.830512864159665, 2.4152...</td>\n",
       "      <td>246</td>\n",
       "      <td>ASN</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     all_sasa_value                                   atom_sasa_values  \\\n",
       "0        237.934137  [44.837124511298896, 9.66102572831933, 2.41525...   \n",
       "1        131.572602  [3.280765208143822, 3.622884648119749, 0.0, 8....   \n",
       "2         74.875928  [5.467942013573036, 1.2076282160399163, 0.0, 2...   \n",
       "3         82.459883  [1.0935884027146072, 4.830512864159665, 0.0, 2...   \n",
       "4         52.518633  [2.1871768054292144, 0.0, 1.2076282160399163, ...   \n",
       "..              ...                                                ...   \n",
       "241       58.983930  [0.0, 25.36019253683824, 3.622884648119749, 30...   \n",
       "242      193.173391  [10.935884027146072, 3.622884648119749, 2.4152...   \n",
       "243       75.821786  [10.935884027146072, 30.190705400997906, 3.622...   \n",
       "244      179.067388  [2.1871768054292144, 2.4152564320798326, 2.415...   \n",
       "245      219.188882  [2.1871768054292144, 4.830512864159665, 2.4152...   \n",
       "\n",
       "     residue_number residue_name  RES_NUM  \n",
       "0                 1          MET        1  \n",
       "1                 2          THR        2  \n",
       "2                 3          MET        3  \n",
       "3                 4          ASP        4  \n",
       "4                 5          LYS        5  \n",
       "..              ...          ...      ...  \n",
       "241             242          GLY      242  \n",
       "242             243          GLU      243  \n",
       "243             244          GLY      244  \n",
       "244             245          GLU      245  \n",
       "245             246          ASN      246  \n",
       "\n",
       "[246 rows x 5 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sasa = pd.DataFrame(protein_object.get_sasa())\n",
    "sasa['RES_NUM'] = sasa['residue_number']\n",
    "sasa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>charge</th>\n",
       "      <th>charge_method</th>\n",
       "      <th>residue_number</th>\n",
       "      <th>residue_name</th>\n",
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       "      <td>[-0.19389656694946028, 0.20280639926109276, 0....</td>\n",
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       "      <th>3</th>\n",
       "      <td>[-0.1957447174724704, 0.18400010768477254, 0.2...</td>\n",
       "      <td>gasteiger</td>\n",
       "      <td>4</td>\n",
       "      <td>ASP</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>[-0.1963295967163622, 0.1727707663883299, 0.26...</td>\n",
       "      <td>gasteiger</td>\n",
       "      <td>5</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>[-0.1940014083699802, 0.2013937918889632, 0.26...</td>\n",
       "      <td>gasteiger</td>\n",
       "      <td>242</td>\n",
       "      <td>GLY</td>\n",
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       "      <th>242</th>\n",
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       "      <td>GLY</td>\n",
       "      <td>244</td>\n",
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       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>[-0.1962658227370993, 0.1733330417739578, 0.26...</td>\n",
       "      <td>gasteiger</td>\n",
       "      <td>245</td>\n",
       "      <td>GLU</td>\n",
       "      <td>245</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>[-0.1936284511054185, 0.20694441437539093, 0.3...</td>\n",
       "      <td>gasteiger</td>\n",
       "      <td>246</td>\n",
       "      <td>ASN</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                charge charge_method  \\\n",
       "0    [-0.12303608460739965, 0.17017601567027532, 0....     gasteiger   \n",
       "1    [-0.19389656694946028, 0.20280639926109276, 0....     gasteiger   \n",
       "2    [-0.1962389594615764, 0.17364340940893375, 0.2...     gasteiger   \n",
       "3    [-0.1957447174724704, 0.18400010768477254, 0.2...     gasteiger   \n",
       "4    [-0.1963295967163622, 0.1727707663883299, 0.26...     gasteiger   \n",
       "..                                                 ...           ...   \n",
       "241  [-0.1940014083699802, 0.2013937918889632, 0.26...     gasteiger   \n",
       "242  [-0.19626582326388756, 0.17333291745025875, 0....     gasteiger   \n",
       "243  [-0.19400128133894276, 0.20139379244984756, 0....     gasteiger   \n",
       "244  [-0.1962658227370993, 0.1733330417739578, 0.26...     gasteiger   \n",
       "245  [-0.1936284511054185, 0.20694441437539093, 0.3...     gasteiger   \n",
       "\n",
       "     residue_number residue_name  RES_NUM  \n",
       "0                 1          MET        1  \n",
       "1                 2          THR        2  \n",
       "2                 3          MET        3  \n",
       "3                 4          ASP        4  \n",
       "4                 5          LYS        5  \n",
       "..              ...          ...      ...  \n",
       "241             242          GLY      242  \n",
       "242             243          GLU      243  \n",
       "243             244          GLY      244  \n",
       "244             245          GLU      245  \n",
       "245             246          ASN      246  \n",
       "\n",
       "[246 rows x 5 columns]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "charge = pd.DataFrame(protein_object.get_charge())\n",
    "charge['RES_NUM'] = charge['residue_number']\n",
    "charge"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
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       "      <td>3.602560</td>\n",
       "      <td>3.602560</td>\n",
       "      <td>2.686420</td>\n",
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       "      <th>3</th>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y50-p</td>\n",
       "      <td>12432961</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>5.425261</td>\n",
       "      <td>6</td>\n",
       "      <td>,1,2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.046360</td>\n",
       "      <td>5.260500</td>\n",
       "      <td>5.260500</td>\n",
       "      <td>2.518650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S59-p</td>\n",
       "      <td>4935095</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>12.708703</td>\n",
       "      <td>-0.641476</td>\n",
       "      <td>3.564730</td>\n",
       "      <td>3.564730</td>\n",
       "      <td>0.280184</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S60-p</td>\n",
       "      <td>450226</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.805052</td>\n",
       "      <td>-2.040630</td>\n",
       "      <td>2.278820</td>\n",
       "      <td>2.278820</td>\n",
       "      <td>0.706567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S66-p</td>\n",
       "      <td>15718715</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>10.237037</td>\n",
       "      <td>-0.675410</td>\n",
       "      <td>3.533310</td>\n",
       "      <td>3.533310</td>\n",
       "      <td>0.284937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y106-p</td>\n",
       "      <td>9407297</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>20.669974</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>12.581442</td>\n",
       "      <td>-0.162223</td>\n",
       "      <td>5.721690</td>\n",
       "      <td>5.721690</td>\n",
       "      <td>3.213540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S116-p</td>\n",
       "      <td>15718703</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.701512</td>\n",
       "      <td>11</td>\n",
       "      <td>,10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.570220</td>\n",
       "      <td>1.253150</td>\n",
       "      <td>1.570220</td>\n",
       "      <td>0.544681</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y120-p</td>\n",
       "      <td>3665374</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.355485</td>\n",
       "      <td>12</td>\n",
       "      <td>,1,10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.818998</td>\n",
       "      <td>6.385990</td>\n",
       "      <td>6.385990</td>\n",
       "      <td>3.072380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y127-p</td>\n",
       "      <td>3549169</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>10.723140</td>\n",
       "      <td>13</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.674092</td>\n",
       "      <td>6.541190</td>\n",
       "      <td>6.541190</td>\n",
       "      <td>3.484200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y130-p</td>\n",
       "      <td>3589426</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>14</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.859668</td>\n",
       "      <td>5.594620</td>\n",
       "      <td>5.594620</td>\n",
       "      <td>2.032980</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S132-p</td>\n",
       "      <td>3136105</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.672538</td>\n",
       "      <td>15</td>\n",
       "      <td>,5,8,12</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.651499</td>\n",
       "      <td>28.464500</td>\n",
       "      <td>28.464500</td>\n",
       "      <td>7.225150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S136-p</td>\n",
       "      <td>15718706</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>15.608182</td>\n",
       "      <td>16</td>\n",
       "      <td>,5,11,12</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.242038</td>\n",
       "      <td>1.690440</td>\n",
       "      <td>1.690440</td>\n",
       "      <td>0.212091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y151-p</td>\n",
       "      <td>3589433</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>11.824065</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11.326001</td>\n",
       "      <td>1.692440</td>\n",
       "      <td>10.077000</td>\n",
       "      <td>10.077000</td>\n",
       "      <td>6.388680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y180-p</td>\n",
       "      <td>15229506</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7.761295</td>\n",
       "      <td>18</td>\n",
       "      <td>,3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.877419</td>\n",
       "      <td>6.793910</td>\n",
       "      <td>6.793910</td>\n",
       "      <td>2.642140</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S186-p</td>\n",
       "      <td>449845</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>9.462587</td>\n",
       "      <td>19</td>\n",
       "      <td>,14</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.120690</td>\n",
       "      <td>10.150800</td>\n",
       "      <td>10.150800</td>\n",
       "      <td>0.564288</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T207-p</td>\n",
       "      <td>23077800</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>20</td>\n",
       "      <td>,4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.514945</td>\n",
       "      <td>1.408010</td>\n",
       "      <td>1.408010</td>\n",
       "      <td>0.280537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S212-p</td>\n",
       "      <td>55371894</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7.906921</td>\n",
       "      <td>21</td>\n",
       "      <td>,1,4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.237870</td>\n",
       "      <td>1.689350</td>\n",
       "      <td>1.689350</td>\n",
       "      <td>0.730305</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y213-p</td>\n",
       "      <td>55371899</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>22</td>\n",
       "      <td>,9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.466040</td>\n",
       "      <td>6.872930</td>\n",
       "      <td>6.872930</td>\n",
       "      <td>1.050580</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S216-p</td>\n",
       "      <td>31864008</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3.850539</td>\n",
       "      <td>23</td>\n",
       "      <td>,4,9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.836037</td>\n",
       "      <td>13.951500</td>\n",
       "      <td>13.951500</td>\n",
       "      <td>4.165460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T217-p</td>\n",
       "      <td>25239100</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>24</td>\n",
       "      <td>,9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.042370</td>\n",
       "      <td>3.213550</td>\n",
       "      <td>3.213550</td>\n",
       "      <td>0.572092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T228-p</td>\n",
       "      <td>34501759</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>25</td>\n",
       "      <td>,6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.120580</td>\n",
       "      <td>3.145940</td>\n",
       "      <td>3.145940</td>\n",
       "      <td>0.480872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T231-p</td>\n",
       "      <td>34503343</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26</td>\n",
       "      <td>,6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.981743</td>\n",
       "      <td>3.118210</td>\n",
       "      <td>3.118210</td>\n",
       "      <td>0.279926</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S232-p</td>\n",
       "      <td>34506210</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>11.983497</td>\n",
       "      <td>-0.215794</td>\n",
       "      <td>2.981960</td>\n",
       "      <td>2.981960</td>\n",
       "      <td>0.281147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>272398</td>\n",
       "      <td>272506</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K5-ac</td>\n",
       "      <td>33347661</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.319542</td>\n",
       "      <td>272506</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17.220567</td>\n",
       "      <td>-0.597878</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>0.744158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>272399</td>\n",
       "      <td>272507</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K13-ac</td>\n",
       "      <td>36297548</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3.847883</td>\n",
       "      <td>272507</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>13.566456</td>\n",
       "      <td>-0.852909</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>0.882116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>272400</td>\n",
       "      <td>272508</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K51-ac</td>\n",
       "      <td>474927</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>272508</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.387560</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>0.661567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>272401</td>\n",
       "      <td>272509</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K70-ac</td>\n",
       "      <td>461819</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>272509</td>\n",
       "      <td>,13,17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.058709</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>0.454511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>272402</td>\n",
       "      <td>272510</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K77-ac</td>\n",
       "      <td>31068005</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>272510</td>\n",
       "      <td>,7,17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.845906</td>\n",
       "      <td>1.710770</td>\n",
       "      <td>1.710770</td>\n",
       "      <td>0.668548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>272403</td>\n",
       "      <td>272511</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K82-ac</td>\n",
       "      <td>89113000</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7.715907</td>\n",
       "      <td>272511</td>\n",
       "      <td>,7,11,13</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.016800</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>0.659961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>272404</td>\n",
       "      <td>272512</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K117-ac</td>\n",
       "      <td>466016</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.795746</td>\n",
       "      <td>272512</td>\n",
       "      <td>,16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.546377</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>1.282750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>272405</td>\n",
       "      <td>272513</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K122-ac</td>\n",
       "      <td>3649439</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>272513</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.200420</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>1.797230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>272406</td>\n",
       "      <td>272514</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K159-ac</td>\n",
       "      <td>12423074</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>272514</td>\n",
       "      <td>,3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.762907</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>0.682753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>272407</td>\n",
       "      <td>272515</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K214-ac</td>\n",
       "      <td>38507636</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>272515</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>9.661660</td>\n",
       "      <td>-0.939308</td>\n",
       "      <td>0.412890</td>\n",
       "      <td>0.939308</td>\n",
       "      <td>0.260894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>39</td>\n",
       "      <td>297935</td>\n",
       "      <td>298052</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K5-ub</td>\n",
       "      <td>41481400</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>14.319542</td>\n",
       "      <td>298052</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17.220567</td>\n",
       "      <td>-0.597878</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>0.744158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>40</td>\n",
       "      <td>297936</td>\n",
       "      <td>298053</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K11-ub</td>\n",
       "      <td>4953847</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298053</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>14.488152</td>\n",
       "      <td>-0.550723</td>\n",
       "      <td>4.492950</td>\n",
       "      <td>4.492950</td>\n",
       "      <td>0.550723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>41</td>\n",
       "      <td>297937</td>\n",
       "      <td>298054</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K13-ub</td>\n",
       "      <td>3934069</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>3.847883</td>\n",
       "      <td>298054</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>13.566456</td>\n",
       "      <td>-0.852909</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>0.882116</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>42</td>\n",
       "      <td>297938</td>\n",
       "      <td>298055</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K29-ub</td>\n",
       "      <td>3884577</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>11.806570</td>\n",
       "      <td>298055</td>\n",
       "      <td>,2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.985464</td>\n",
       "      <td>6.727020</td>\n",
       "      <td>6.727020</td>\n",
       "      <td>1.101530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>43</td>\n",
       "      <td>297939</td>\n",
       "      <td>298056</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K51-ub</td>\n",
       "      <td>3883232</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298056</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.387560</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>0.661567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>44</td>\n",
       "      <td>297940</td>\n",
       "      <td>298057</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K70-ub</td>\n",
       "      <td>3886160</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298057</td>\n",
       "      <td>,13,17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.058709</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>0.454511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>45</td>\n",
       "      <td>297941</td>\n",
       "      <td>298058</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K82-ub</td>\n",
       "      <td>964495100</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>7.715907</td>\n",
       "      <td>298058</td>\n",
       "      <td>,7,11,13</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.016800</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>0.659961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>46</td>\n",
       "      <td>297942</td>\n",
       "      <td>298059</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K87-ub</td>\n",
       "      <td>974165000</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298059</td>\n",
       "      <td>,11</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.308024</td>\n",
       "      <td>3.450220</td>\n",
       "      <td>3.450220</td>\n",
       "      <td>0.350575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>47</td>\n",
       "      <td>297943</td>\n",
       "      <td>298060</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K105-ub</td>\n",
       "      <td>15383703</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>22.076510</td>\n",
       "      <td>298060</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>15.329244</td>\n",
       "      <td>0.025120</td>\n",
       "      <td>3.776730</td>\n",
       "      <td>3.776730</td>\n",
       "      <td>0.817154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>48</td>\n",
       "      <td>297944</td>\n",
       "      <td>298061</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K117-ub</td>\n",
       "      <td>22052700</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>16.795746</td>\n",
       "      <td>298061</td>\n",
       "      <td>,16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.546377</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>1.282750</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>49</td>\n",
       "      <td>297945</td>\n",
       "      <td>298062</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K122-ub</td>\n",
       "      <td>3883236</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298062</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.200420</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>1.797230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>50</td>\n",
       "      <td>297946</td>\n",
       "      <td>298063</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K124-ub</td>\n",
       "      <td>12312013</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>13.920144</td>\n",
       "      <td>298063</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>12.755602</td>\n",
       "      <td>-1.184590</td>\n",
       "      <td>7.149430</td>\n",
       "      <td>7.149430</td>\n",
       "      <td>1.918260</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>51</td>\n",
       "      <td>297947</td>\n",
       "      <td>298064</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K140-ub</td>\n",
       "      <td>3934076</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>17.314396</td>\n",
       "      <td>298064</td>\n",
       "      <td>,8,12</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.001220</td>\n",
       "      <td>6.533770</td>\n",
       "      <td>6.533770</td>\n",
       "      <td>0.955544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>52</td>\n",
       "      <td>297948</td>\n",
       "      <td>298065</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K159-ub</td>\n",
       "      <td>21127800</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298065</td>\n",
       "      <td>,3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.762907</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>0.682753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>53</td>\n",
       "      <td>297949</td>\n",
       "      <td>298066</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K160-ub</td>\n",
       "      <td>8104932</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298066</td>\n",
       "      <td>,16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.367284</td>\n",
       "      <td>2.421390</td>\n",
       "      <td>2.421390</td>\n",
       "      <td>0.506101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>54</td>\n",
       "      <td>297950</td>\n",
       "      <td>298067</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K195-ub</td>\n",
       "      <td>15383700</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>298067</td>\n",
       "      <td>,6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.562498</td>\n",
       "      <td>6.781700</td>\n",
       "      <td>6.781700</td>\n",
       "      <td>0.752095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>55</td>\n",
       "      <td>405523</td>\n",
       "      <td>405648</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K51-m1</td>\n",
       "      <td>57981900</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>405648</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.387560</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>0.661567</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0.2  Unnamed: 0.1  Unnamed: 0   GENE      PROTEIN  ACC_ID  \\\n",
       "0              0             0           0  YWHAB  14-3-3 beta  P31946   \n",
       "1              1             1           1  YWHAB  14-3-3 beta  P31946   \n",
       "2              2             2           2  YWHAB  14-3-3 beta  P31946   \n",
       "3              3             3           3  YWHAB  14-3-3 beta  P31946   \n",
       "4              4             4           4  YWHAB  14-3-3 beta  P31946   \n",
       "5              5             5           5  YWHAB  14-3-3 beta  P31946   \n",
       "6              6             6           6  YWHAB  14-3-3 beta  P31946   \n",
       "7              7             7           7  YWHAB  14-3-3 beta  P31946   \n",
       "8              8             8           8  YWHAB  14-3-3 beta  P31946   \n",
       "9              9             9           9  YWHAB  14-3-3 beta  P31946   \n",
       "10            10            10          10  YWHAB  14-3-3 beta  P31946   \n",
       "11            11            11          11  YWHAB  14-3-3 beta  P31946   \n",
       "12            12            12          12  YWHAB  14-3-3 beta  P31946   \n",
       "13            13            13          13  YWHAB  14-3-3 beta  P31946   \n",
       "14            14            14          14  YWHAB  14-3-3 beta  P31946   \n",
       "15            15            15          15  YWHAB  14-3-3 beta  P31946   \n",
       "16            16            16          16  YWHAB  14-3-3 beta  P31946   \n",
       "17            17            17          17  YWHAB  14-3-3 beta  P31946   \n",
       "18            18            18          18  YWHAB  14-3-3 beta  P31946   \n",
       "19            19            19          19  YWHAB  14-3-3 beta  P31946   \n",
       "20            20            20          20  YWHAB  14-3-3 beta  P31946   \n",
       "21            21            21          21  YWHAB  14-3-3 beta  P31946   \n",
       "22            22            22          22  YWHAB  14-3-3 beta  P31946   \n",
       "23            23            23          23  YWHAB  14-3-3 beta  P31946   \n",
       "24            24            24          24  YWHAB  14-3-3 beta  P31946   \n",
       "25            25            25          25  YWHAB  14-3-3 beta  P31946   \n",
       "26            26            26          26  YWHAB  14-3-3 beta  P31946   \n",
       "27            27            27          27  YWHAB  14-3-3 beta  P31946   \n",
       "28            28        272398      272506  YWHAB  14-3-3 beta  P31946   \n",
       "29            29        272399      272507  YWHAB  14-3-3 beta  P31946   \n",
       "30            30        272400      272508  YWHAB  14-3-3 beta  P31946   \n",
       "31            31        272401      272509  YWHAB  14-3-3 beta  P31946   \n",
       "32            32        272402      272510  YWHAB  14-3-3 beta  P31946   \n",
       "33            33        272403      272511  YWHAB  14-3-3 beta  P31946   \n",
       "34            34        272404      272512  YWHAB  14-3-3 beta  P31946   \n",
       "35            35        272405      272513  YWHAB  14-3-3 beta  P31946   \n",
       "36            36        272406      272514  YWHAB  14-3-3 beta  P31946   \n",
       "37            37        272407      272515  YWHAB  14-3-3 beta  P31946   \n",
       "39            39        297935      298052  YWHAB  14-3-3 beta  P31946   \n",
       "40            40        297936      298053  YWHAB  14-3-3 beta  P31946   \n",
       "41            41        297937      298054  YWHAB  14-3-3 beta  P31946   \n",
       "42            42        297938      298055  YWHAB  14-3-3 beta  P31946   \n",
       "43            43        297939      298056  YWHAB  14-3-3 beta  P31946   \n",
       "44            44        297940      298057  YWHAB  14-3-3 beta  P31946   \n",
       "45            45        297941      298058  YWHAB  14-3-3 beta  P31946   \n",
       "46            46        297942      298059  YWHAB  14-3-3 beta  P31946   \n",
       "47            47        297943      298060  YWHAB  14-3-3 beta  P31946   \n",
       "48            48        297944      298061  YWHAB  14-3-3 beta  P31946   \n",
       "49            49        297945      298062  YWHAB  14-3-3 beta  P31946   \n",
       "50            50        297946      298063  YWHAB  14-3-3 beta  P31946   \n",
       "51            51        297947      298064  YWHAB  14-3-3 beta  P31946   \n",
       "52            52        297948      298065  YWHAB  14-3-3 beta  P31946   \n",
       "53            53        297949      298066  YWHAB  14-3-3 beta  P31946   \n",
       "54            54        297950      298067  YWHAB  14-3-3 beta  P31946   \n",
       "55            55        405523      405648  YWHAB  14-3-3 beta  P31946   \n",
       "\n",
       "   HU_CHR_LOC  MOD_RSD  SITE_GRP_ID ORGANISM  ...  inside_interface  \\\n",
       "0    20q13.12     T2-p     15718712    human  ...                 0   \n",
       "1    20q13.12     S6-p     15718709    human  ...                 1   \n",
       "2    20q13.12    Y21-p      3426383    human  ...                 1   \n",
       "3    20q13.12    T32-p     23077803    human  ...                 0   \n",
       "4    20q13.12    S39-p     27442700    human  ...                 0   \n",
       "5    20q13.12    S47-p      4773271    human  ...                 1   \n",
       "6    20q13.12    Y50-p     12432961    human  ...                 0   \n",
       "7    20q13.12    S59-p      4935095    human  ...                 1   \n",
       "8    20q13.12    S60-p       450226    human  ...                 1   \n",
       "9    20q13.12    S66-p     15718715    human  ...                 1   \n",
       "10   20q13.12   Y106-p      9407297    human  ...                 0   \n",
       "11   20q13.12   S116-p     15718703    human  ...                 0   \n",
       "12   20q13.12   Y120-p      3665374    human  ...                 0   \n",
       "13   20q13.12   Y127-p      3549169    human  ...                 0   \n",
       "14   20q13.12   Y130-p      3589426    human  ...                 1   \n",
       "15   20q13.12   S132-p      3136105    human  ...                 0   \n",
       "16   20q13.12   S136-p     15718706    human  ...                 0   \n",
       "17   20q13.12   Y151-p      3589433    human  ...                 0   \n",
       "18   20q13.12   Y180-p     15229506    human  ...                 0   \n",
       "19   20q13.12   S186-p       449845    human  ...                 0   \n",
       "20   20q13.12   T207-p     23077800    human  ...                 1   \n",
       "21   20q13.12   S212-p     55371894    human  ...                 0   \n",
       "22   20q13.12   Y213-p     55371899    human  ...                 1   \n",
       "23   20q13.12   S216-p     31864008    human  ...                 0   \n",
       "24   20q13.12   T217-p     25239100    human  ...                 1   \n",
       "25   20q13.12   T228-p     34501759    human  ...                 1   \n",
       "26   20q13.12   T231-p     34503343    human  ...                 1   \n",
       "27   20q13.12   S232-p     34506210    human  ...                 1   \n",
       "28   20q13.12    K5-ac     33347661    human  ...                 0   \n",
       "29   20q13.12   K13-ac     36297548    human  ...                 0   \n",
       "30   20q13.12   K51-ac       474927    human  ...                 1   \n",
       "31   20q13.12   K70-ac       461819    human  ...                 1   \n",
       "32   20q13.12   K77-ac     31068005    human  ...                 1   \n",
       "33   20q13.12   K82-ac     89113000    human  ...                 0   \n",
       "34   20q13.12  K117-ac       466016    human  ...                 0   \n",
       "35   20q13.12  K122-ac      3649439    human  ...                 1   \n",
       "36   20q13.12  K159-ac     12423074    human  ...                 1   \n",
       "37   20q13.12  K214-ac     38507636    human  ...                 1   \n",
       "39   20q13.12    K5-ub     41481400    human  ...                 0   \n",
       "40   20q13.12   K11-ub      4953847    human  ...                 1   \n",
       "41   20q13.12   K13-ub      3934069    human  ...                 0   \n",
       "42   20q13.12   K29-ub      3884577    human  ...                 0   \n",
       "43   20q13.12   K51-ub      3883232    human  ...                 1   \n",
       "44   20q13.12   K70-ub      3886160    human  ...                 1   \n",
       "45   20q13.12   K82-ub    964495100    human  ...                 0   \n",
       "46   20q13.12   K87-ub    974165000    human  ...                 1   \n",
       "47   20q13.12  K105-ub     15383703    human  ...                 0   \n",
       "48   20q13.12  K117-ub     22052700    human  ...                 0   \n",
       "49   20q13.12  K122-ub      3883236    human  ...                 1   \n",
       "50   20q13.12  K124-ub     12312013    human  ...                 0   \n",
       "51   20q13.12  K140-ub      3934076    human  ...                 0   \n",
       "52   20q13.12  K159-ub     21127800    human  ...                 1   \n",
       "53   20q13.12  K160-ub      8104932    human  ...                 1   \n",
       "54   20q13.12  K195-ub     15383700    human  ...                 1   \n",
       "55   20q13.12   K51-m1     57981900    human  ...                 1   \n",
       "\n",
       "   distance_from_interface uniqueID  closest_pocket  inside_pocket  \\\n",
       "0                18.400596        0               2              0   \n",
       "1                 0.000000        1              10              0   \n",
       "2                 0.000000        2           ,2,15              1   \n",
       "3                15.828202        3              10              0   \n",
       "4                16.123331        4             ,10              1   \n",
       "5                 0.000000        5              ,1              1   \n",
       "6                 5.425261        6            ,1,2              1   \n",
       "7                 0.000000        7              15              0   \n",
       "8                 0.000000        8              12              0   \n",
       "9                 0.000000        9              13              0   \n",
       "10               20.669974       10              10              0   \n",
       "11               16.701512       11             ,10              1   \n",
       "12               14.355485       12           ,1,10              1   \n",
       "13               10.723140       13              ,1              1   \n",
       "14                0.000000       14              ,1              1   \n",
       "15               13.672538       15         ,5,8,12              1   \n",
       "16               15.608182       16        ,5,11,12              1   \n",
       "17               11.824065       17               3              0   \n",
       "18                7.761295       18              ,3              1   \n",
       "19                9.462587       19             ,14              1   \n",
       "20                0.000000       20              ,4              1   \n",
       "21                7.906921       21            ,1,4              1   \n",
       "22                0.000000       22              ,9              1   \n",
       "23                3.850539       23            ,4,9              1   \n",
       "24                0.000000       24              ,9              1   \n",
       "25                0.000000       25              ,6              1   \n",
       "26                0.000000       26              ,6              1   \n",
       "27                0.000000       27              14              0   \n",
       "28               14.319542   272506              10              0   \n",
       "29                3.847883   272507              15              0   \n",
       "30                0.000000   272508              ,1              1   \n",
       "31                0.000000   272509          ,13,17              1   \n",
       "32                0.000000   272510           ,7,17              1   \n",
       "33                7.715907   272511        ,7,11,13              1   \n",
       "34               16.795746   272512             ,16              1   \n",
       "35                0.000000   272513              ,1              1   \n",
       "36                0.000000   272514              ,3              1   \n",
       "37                0.000000   272515               9              0   \n",
       "39               14.319542   298052              10              0   \n",
       "40                0.000000   298053              15              0   \n",
       "41                3.847883   298054              15              0   \n",
       "42               11.806570   298055              ,2              1   \n",
       "43                0.000000   298056              ,1              1   \n",
       "44                0.000000   298057          ,13,17              1   \n",
       "45                7.715907   298058        ,7,11,13              1   \n",
       "46                0.000000   298059             ,11              1   \n",
       "47               22.076510   298060              10              0   \n",
       "48               16.795746   298061             ,16              1   \n",
       "49                0.000000   298062              ,1              1   \n",
       "50               13.920144   298063               5              0   \n",
       "51               17.314396   298064           ,8,12              1   \n",
       "52                0.000000   298065              ,3              1   \n",
       "53                0.000000   298066             ,16              1   \n",
       "54                0.000000   298067              ,6              1   \n",
       "55                0.000000   405648              ,1              1   \n",
       "\n",
       "    distance_from_pocket foldx_ddg_min  foldx_ddg_max  foldx_ddg_abs_max  \\\n",
       "0              22.103256     -0.700058       0.130120           0.700058   \n",
       "1              18.407673     -0.688997       0.643053           0.688997   \n",
       "2               0.000000      0.250080       3.602560           3.602560   \n",
       "3              12.921682     -2.085020      19.898600          19.898600   \n",
       "4               0.000000     -1.610100       2.446650           2.446650   \n",
       "5               0.000000     -2.341240       5.251210           5.251210   \n",
       "6               0.000000     -1.046360       5.260500           5.260500   \n",
       "7              12.708703     -0.641476       3.564730           3.564730   \n",
       "8              12.805052     -2.040630       2.278820           2.278820   \n",
       "9              10.237037     -0.675410       3.533310           3.533310   \n",
       "10             12.581442     -0.162223       5.721690           5.721690   \n",
       "11              0.000000     -1.570220       1.253150           1.570220   \n",
       "12              0.000000     -0.818998       6.385990           6.385990   \n",
       "13              0.000000     -0.674092       6.541190           6.541190   \n",
       "14              0.000000     -0.859668       5.594620           5.594620   \n",
       "15              0.000000     -0.651499      28.464500          28.464500   \n",
       "16              0.000000     -0.242038       1.690440           1.690440   \n",
       "17             11.326001      1.692440      10.077000          10.077000   \n",
       "18              0.000000     -0.877419       6.793910           6.793910   \n",
       "19              0.000000     -1.120690      10.150800          10.150800   \n",
       "20              0.000000     -0.514945       1.408010           1.408010   \n",
       "21              0.000000     -1.237870       1.689350           1.689350   \n",
       "22              0.000000     -0.466040       6.872930           6.872930   \n",
       "23              0.000000     -0.836037      13.951500          13.951500   \n",
       "24              0.000000     -1.042370       3.213550           3.213550   \n",
       "25              0.000000     -1.120580       3.145940           3.145940   \n",
       "26              0.000000     -0.981743       3.118210           3.118210   \n",
       "27             11.983497     -0.215794       2.981960           2.981960   \n",
       "28             17.220567     -0.597878       1.595400           1.595400   \n",
       "29             13.566456     -0.852909       4.119650           4.119650   \n",
       "30              0.000000     -1.387560       4.542260           4.542260   \n",
       "31              0.000000     -0.058709       2.365130           2.365130   \n",
       "32              0.000000     -0.845906       1.710770           1.710770   \n",
       "33              0.000000     -1.016800       3.748360           3.748360   \n",
       "34              0.000000     -0.546377       3.808170           3.808170   \n",
       "35              0.000000     -1.200420       6.368970           6.368970   \n",
       "36              0.000000     -0.762907       4.826260           4.826260   \n",
       "37              9.661660     -0.939308       0.412890           0.939308   \n",
       "39             17.220567     -0.597878       1.595400           1.595400   \n",
       "40             14.488152     -0.550723       4.492950           4.492950   \n",
       "41             13.566456     -0.852909       4.119650           4.119650   \n",
       "42              0.000000     -0.985464       6.727020           6.727020   \n",
       "43              0.000000     -1.387560       4.542260           4.542260   \n",
       "44              0.000000     -0.058709       2.365130           2.365130   \n",
       "45              0.000000     -1.016800       3.748360           3.748360   \n",
       "46              0.000000     -0.308024       3.450220           3.450220   \n",
       "47             15.329244      0.025120       3.776730           3.776730   \n",
       "48              0.000000     -0.546377       3.808170           3.808170   \n",
       "49              0.000000     -1.200420       6.368970           6.368970   \n",
       "50             12.755602     -1.184590       7.149430           7.149430   \n",
       "51              0.000000     -1.001220       6.533770           6.533770   \n",
       "52              0.000000     -0.762907       4.826260           4.826260   \n",
       "53              0.000000     -0.367284       2.421390           2.421390   \n",
       "54              0.000000     -0.562498       6.781700           6.781700   \n",
       "55              0.000000     -1.387560       4.542260           4.542260   \n",
       "\n",
       "   foldx_ddg_abs_median  \n",
       "0              0.096524  \n",
       "1              0.278294  \n",
       "2              2.686420  \n",
       "3              3.844370  \n",
       "4              1.516780  \n",
       "5              1.085610  \n",
       "6              2.518650  \n",
       "7              0.280184  \n",
       "8              0.706567  \n",
       "9              0.284937  \n",
       "10             3.213540  \n",
       "11             0.544681  \n",
       "12             3.072380  \n",
       "13             3.484200  \n",
       "14             2.032980  \n",
       "15             7.225150  \n",
       "16             0.212091  \n",
       "17             6.388680  \n",
       "18             2.642140  \n",
       "19             0.564288  \n",
       "20             0.280537  \n",
       "21             0.730305  \n",
       "22             1.050580  \n",
       "23             4.165460  \n",
       "24             0.572092  \n",
       "25             0.480872  \n",
       "26             0.279926  \n",
       "27             0.281147  \n",
       "28             0.744158  \n",
       "29             0.882116  \n",
       "30             0.661567  \n",
       "31             0.454511  \n",
       "32             0.668548  \n",
       "33             0.659961  \n",
       "34             1.282750  \n",
       "35             1.797230  \n",
       "36             0.682753  \n",
       "37             0.260894  \n",
       "39             0.744158  \n",
       "40             0.550723  \n",
       "41             0.882116  \n",
       "42             1.101530  \n",
       "43             0.661567  \n",
       "44             0.454511  \n",
       "45             0.659961  \n",
       "46             0.350575  \n",
       "47             0.817154  \n",
       "48             1.282750  \n",
       "49             1.797230  \n",
       "50             1.918260  \n",
       "51             0.955544  \n",
       "52             0.682753  \n",
       "53             0.506101  \n",
       "54             0.752095  \n",
       "55             0.661567  \n",
       "\n",
       "[55 rows x 38 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "uniprot_only = full_psp_df[full_psp_df['ACC_ID'] == \"P31946\"]\n",
    "uniprot_only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0.2</th>\n",
       "      <th>Unnamed: 0.1</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>GENE</th>\n",
       "      <th>PROTEIN</th>\n",
       "      <th>ACC_ID</th>\n",
       "      <th>HU_CHR_LOC</th>\n",
       "      <th>MOD_RSD</th>\n",
       "      <th>SITE_GRP_ID</th>\n",
       "      <th>ORGANISM</th>\n",
       "      <th>...</th>\n",
       "      <th>uniqueID</th>\n",
       "      <th>closest_pocket</th>\n",
       "      <th>inside_pocket</th>\n",
       "      <th>distance_from_pocket</th>\n",
       "      <th>foldx_ddg_min</th>\n",
       "      <th>foldx_ddg_max</th>\n",
       "      <th>foldx_ddg_abs_max</th>\n",
       "      <th>foldx_ddg_abs_median</th>\n",
       "      <th>all_sasa_value</th>\n",
       "      <th>atom_sasa_values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T2-p</td>\n",
       "      <td>15718712</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>22.103256</td>\n",
       "      <td>-0.700058</td>\n",
       "      <td>0.130120</td>\n",
       "      <td>0.700058</td>\n",
       "      <td>0.096524</td>\n",
       "      <td>131.572602</td>\n",
       "      <td>[3.280765208143822, 3.622884648119749, 0.0, 8....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S6-p</td>\n",
       "      <td>15718709</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>18.407673</td>\n",
       "      <td>-0.688997</td>\n",
       "      <td>0.643053</td>\n",
       "      <td>0.688997</td>\n",
       "      <td>0.278294</td>\n",
       "      <td>81.550957</td>\n",
       "      <td>[3.280765208143822, 4.830512864159665, 1.20762...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y21-p</td>\n",
       "      <td>3426383</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>,2,15</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250080</td>\n",
       "      <td>3.602560</td>\n",
       "      <td>3.602560</td>\n",
       "      <td>2.686420</td>\n",
       "      <td>53.126217</td>\n",
       "      <td>[2.1871768054292144, 0.0, 0.0, 2.4152564320798...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T32-p</td>\n",
       "      <td>23077803</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>12.921682</td>\n",
       "      <td>-2.085020</td>\n",
       "      <td>19.898600</td>\n",
       "      <td>19.898600</td>\n",
       "      <td>3.844370</td>\n",
       "      <td>2.279087</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 1.0714590240627204, 1.207...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S39-p</td>\n",
       "      <td>27442700</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>,10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.610100</td>\n",
       "      <td>2.446650</td>\n",
       "      <td>2.446650</td>\n",
       "      <td>1.516780</td>\n",
       "      <td>53.184135</td>\n",
       "      <td>[3.280765208143822, 9.66102572831933, 0.0, 33....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S47-p</td>\n",
       "      <td>4773271</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>5</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-2.341240</td>\n",
       "      <td>5.251210</td>\n",
       "      <td>5.251210</td>\n",
       "      <td>1.085610</td>\n",
       "      <td>30.273191</td>\n",
       "      <td>[0.0, 0.0, 0.0, 2.4152564320798326, 1.07145902...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y50-p</td>\n",
       "      <td>12432961</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>6</td>\n",
       "      <td>,1,2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.046360</td>\n",
       "      <td>5.260500</td>\n",
       "      <td>5.260500</td>\n",
       "      <td>2.518650</td>\n",
       "      <td>10.596316</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.20762821...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S59-p</td>\n",
       "      <td>4935095</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>7</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>12.708703</td>\n",
       "      <td>-0.641476</td>\n",
       "      <td>3.564730</td>\n",
       "      <td>3.564730</td>\n",
       "      <td>0.280184</td>\n",
       "      <td>65.548853</td>\n",
       "      <td>[0.0, 2.4152564320798326, 1.2076282160399163, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S60-p</td>\n",
       "      <td>450226</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>8</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>12.805052</td>\n",
       "      <td>-2.040630</td>\n",
       "      <td>2.278820</td>\n",
       "      <td>2.278820</td>\n",
       "      <td>0.706567</td>\n",
       "      <td>53.064063</td>\n",
       "      <td>[0.0, 4.830512864159665, 0.0, 9.66102572831933...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S66-p</td>\n",
       "      <td>15718715</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>9</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>10.237037</td>\n",
       "      <td>-0.675410</td>\n",
       "      <td>3.533310</td>\n",
       "      <td>3.533310</td>\n",
       "      <td>0.284937</td>\n",
       "      <td>38.608314</td>\n",
       "      <td>[0.0, 1.2076282160399163, 1.2076282160399163, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y106-p</td>\n",
       "      <td>9407297</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>12.581442</td>\n",
       "      <td>-0.162223</td>\n",
       "      <td>5.721690</td>\n",
       "      <td>5.721690</td>\n",
       "      <td>3.213540</td>\n",
       "      <td>68.490892</td>\n",
       "      <td>[0.0, 0.0, 0.0, 2.4152564320798326, 2.14291804...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S116-p</td>\n",
       "      <td>15718703</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>11</td>\n",
       "      <td>,10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.570220</td>\n",
       "      <td>1.253150</td>\n",
       "      <td>1.570220</td>\n",
       "      <td>0.544681</td>\n",
       "      <td>8.571672</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 8.571672192501763]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y120-p</td>\n",
       "      <td>3665374</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>12</td>\n",
       "      <td>,1,10</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.818998</td>\n",
       "      <td>6.385990</td>\n",
       "      <td>6.385990</td>\n",
       "      <td>3.072380</td>\n",
       "      <td>3.486715</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.207...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y127-p</td>\n",
       "      <td>3549169</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>13</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.674092</td>\n",
       "      <td>6.541190</td>\n",
       "      <td>6.541190</td>\n",
       "      <td>3.484200</td>\n",
       "      <td>8.044890</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y130-p</td>\n",
       "      <td>3589426</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>14</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.859668</td>\n",
       "      <td>5.594620</td>\n",
       "      <td>5.594620</td>\n",
       "      <td>2.032980</td>\n",
       "      <td>27.994104</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S132-p</td>\n",
       "      <td>3136105</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>15</td>\n",
       "      <td>,5,8,12</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.651499</td>\n",
       "      <td>28.464500</td>\n",
       "      <td>28.464500</td>\n",
       "      <td>7.225150</td>\n",
       "      <td>3.214377</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 3.214377072188161, 0.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S136-p</td>\n",
       "      <td>15718706</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>16</td>\n",
       "      <td>,5,11,12</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.242038</td>\n",
       "      <td>1.690440</td>\n",
       "      <td>1.690440</td>\n",
       "      <td>0.212091</td>\n",
       "      <td>84.102383</td>\n",
       "      <td>[3.280765208143822, 1.2076282160399163, 1.2076...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y151-p</td>\n",
       "      <td>3589433</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>17</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>11.326001</td>\n",
       "      <td>1.692440</td>\n",
       "      <td>10.077000</td>\n",
       "      <td>10.077000</td>\n",
       "      <td>6.388680</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y180-p</td>\n",
       "      <td>15229506</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>18</td>\n",
       "      <td>,3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.877419</td>\n",
       "      <td>6.793910</td>\n",
       "      <td>6.793910</td>\n",
       "      <td>2.642140</td>\n",
       "      <td>31.226375</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.2076282160399...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S186-p</td>\n",
       "      <td>449845</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>19</td>\n",
       "      <td>,14</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.120690</td>\n",
       "      <td>10.150800</td>\n",
       "      <td>10.150800</td>\n",
       "      <td>0.564288</td>\n",
       "      <td>20.493891</td>\n",
       "      <td>[0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 19.28...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T207-p</td>\n",
       "      <td>23077800</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>20</td>\n",
       "      <td>,4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.514945</td>\n",
       "      <td>1.408010</td>\n",
       "      <td>1.408010</td>\n",
       "      <td>0.280537</td>\n",
       "      <td>110.213203</td>\n",
       "      <td>[0.0, 6.038141080199582, 1.2076282160399163, 1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S212-p</td>\n",
       "      <td>55371894</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>21</td>\n",
       "      <td>,1,4</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.237870</td>\n",
       "      <td>1.689350</td>\n",
       "      <td>1.689350</td>\n",
       "      <td>0.730305</td>\n",
       "      <td>31.208481</td>\n",
       "      <td>[0.0, 1.2076282160399163, 0.0, 0.0, 0.0, 30.00...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>Y213-p</td>\n",
       "      <td>55371899</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>22</td>\n",
       "      <td>,9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.466040</td>\n",
       "      <td>6.872930</td>\n",
       "      <td>6.872930</td>\n",
       "      <td>1.050580</td>\n",
       "      <td>114.244595</td>\n",
       "      <td>[0.0, 0.0, 0.0, 2.4152564320798326, 0.0, 3.622...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S216-p</td>\n",
       "      <td>31864008</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>23</td>\n",
       "      <td>,4,9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.836037</td>\n",
       "      <td>13.951500</td>\n",
       "      <td>13.951500</td>\n",
       "      <td>4.165460</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T217-p</td>\n",
       "      <td>25239100</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>,9</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.042370</td>\n",
       "      <td>3.213550</td>\n",
       "      <td>3.213550</td>\n",
       "      <td>0.572092</td>\n",
       "      <td>46.380865</td>\n",
       "      <td>[0.0, 0.0, 1.2076282160399163, 10.868653944359...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T228-p</td>\n",
       "      <td>34501759</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>25</td>\n",
       "      <td>,6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.120580</td>\n",
       "      <td>3.145940</td>\n",
       "      <td>3.145940</td>\n",
       "      <td>0.480872</td>\n",
       "      <td>85.161138</td>\n",
       "      <td>[0.0, 3.622884648119749, 1.2076282160399163, 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>T231-p</td>\n",
       "      <td>34503343</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>26</td>\n",
       "      <td>,6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.981743</td>\n",
       "      <td>3.118210</td>\n",
       "      <td>3.118210</td>\n",
       "      <td>0.279926</td>\n",
       "      <td>56.995076</td>\n",
       "      <td>[0.0, 2.4152564320798326, 0.0, 6.0381410801995...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>S232-p</td>\n",
       "      <td>34506210</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>27</td>\n",
       "      <td>14</td>\n",
       "      <td>0</td>\n",
       "      <td>11.983497</td>\n",
       "      <td>-0.215794</td>\n",
       "      <td>2.981960</td>\n",
       "      <td>2.981960</td>\n",
       "      <td>0.281147</td>\n",
       "      <td>70.515535</td>\n",
       "      <td>[0.0, 3.622884648119749, 1.2076282160399163, 3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>272398</td>\n",
       "      <td>272506</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K5-ac</td>\n",
       "      <td>33347661</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272506</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17.220567</td>\n",
       "      <td>-0.597878</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>0.744158</td>\n",
       "      <td>52.518633</td>\n",
       "      <td>[2.1871768054292144, 0.0, 1.2076282160399163, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>272399</td>\n",
       "      <td>272507</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K13-ac</td>\n",
       "      <td>36297548</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272507</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>13.566456</td>\n",
       "      <td>-0.852909</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>0.882116</td>\n",
       "      <td>58.487835</td>\n",
       "      <td>[0.0, 0.0, 0.0, 6.038141080199582, 1.071459024...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>30</td>\n",
       "      <td>272400</td>\n",
       "      <td>272508</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K51-ac</td>\n",
       "      <td>474927</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272508</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.387560</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>0.661567</td>\n",
       "      <td>143.043072</td>\n",
       "      <td>[0.0, 1.2076282160399163, 0.0, 4.8305128641596...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>31</td>\n",
       "      <td>272401</td>\n",
       "      <td>272509</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K70-ac</td>\n",
       "      <td>461819</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272509</td>\n",
       "      <td>,13,17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.058709</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>0.454511</td>\n",
       "      <td>157.298815</td>\n",
       "      <td>[0.0, 3.622884648119749, 0.0, 15.6991668085189...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>32</td>\n",
       "      <td>272402</td>\n",
       "      <td>272510</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K77-ac</td>\n",
       "      <td>31068005</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272510</td>\n",
       "      <td>,7,17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.845906</td>\n",
       "      <td>1.710770</td>\n",
       "      <td>1.710770</td>\n",
       "      <td>0.668548</td>\n",
       "      <td>128.234936</td>\n",
       "      <td>[0.0, 1.2076282160399163, 0.0, 3.6228846481197...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>33</td>\n",
       "      <td>272403</td>\n",
       "      <td>272511</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K82-ac</td>\n",
       "      <td>89113000</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272511</td>\n",
       "      <td>,7,11,13</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.016800</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>0.659961</td>\n",
       "      <td>77.624356</td>\n",
       "      <td>[0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>34</td>\n",
       "      <td>272404</td>\n",
       "      <td>272512</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K117-ac</td>\n",
       "      <td>466016</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272512</td>\n",
       "      <td>,16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.546377</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>1.282750</td>\n",
       "      <td>59.033353</td>\n",
       "      <td>[0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>35</td>\n",
       "      <td>272405</td>\n",
       "      <td>272513</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K122-ac</td>\n",
       "      <td>3649439</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272513</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.200420</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>1.797230</td>\n",
       "      <td>38.550483</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 7.2457692962394...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>36</td>\n",
       "      <td>272406</td>\n",
       "      <td>272514</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K159-ac</td>\n",
       "      <td>12423074</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272514</td>\n",
       "      <td>,3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.762907</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>0.682753</td>\n",
       "      <td>104.365731</td>\n",
       "      <td>[0.0, 0.0, 1.2076282160399163, 10.868653944359...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>37</td>\n",
       "      <td>272407</td>\n",
       "      <td>272515</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K214-ac</td>\n",
       "      <td>38507636</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>272515</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>9.661660</td>\n",
       "      <td>-0.939308</td>\n",
       "      <td>0.412890</td>\n",
       "      <td>0.939308</td>\n",
       "      <td>0.260894</td>\n",
       "      <td>160.314116</td>\n",
       "      <td>[0.0, 3.622884648119749, 0.0, 16.9067950245588...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>297935</td>\n",
       "      <td>298052</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K5-ub</td>\n",
       "      <td>41481400</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298052</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>17.220567</td>\n",
       "      <td>-0.597878</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>1.595400</td>\n",
       "      <td>0.744158</td>\n",
       "      <td>52.518633</td>\n",
       "      <td>[2.1871768054292144, 0.0, 1.2076282160399163, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>297936</td>\n",
       "      <td>298053</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K11-ub</td>\n",
       "      <td>4953847</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298053</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>14.488152</td>\n",
       "      <td>-0.550723</td>\n",
       "      <td>4.492950</td>\n",
       "      <td>4.492950</td>\n",
       "      <td>0.550723</td>\n",
       "      <td>95.922600</td>\n",
       "      <td>[1.0935884027146072, 2.4152564320798326, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>297937</td>\n",
       "      <td>298054</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K13-ub</td>\n",
       "      <td>3934069</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298054</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>13.566456</td>\n",
       "      <td>-0.852909</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>4.119650</td>\n",
       "      <td>0.882116</td>\n",
       "      <td>58.487835</td>\n",
       "      <td>[0.0, 0.0, 0.0, 6.038141080199582, 1.071459024...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>297938</td>\n",
       "      <td>298055</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K29-ub</td>\n",
       "      <td>3884577</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298055</td>\n",
       "      <td>,2</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.985464</td>\n",
       "      <td>6.727020</td>\n",
       "      <td>6.727020</td>\n",
       "      <td>1.101530</td>\n",
       "      <td>53.565411</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 1.2076282160399163, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>297939</td>\n",
       "      <td>298056</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K51-ub</td>\n",
       "      <td>3883232</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298056</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.387560</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>0.661567</td>\n",
       "      <td>143.043072</td>\n",
       "      <td>[0.0, 1.2076282160399163, 0.0, 4.8305128641596...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>297940</td>\n",
       "      <td>298057</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K70-ub</td>\n",
       "      <td>3886160</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298057</td>\n",
       "      <td>,13,17</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.058709</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>2.365130</td>\n",
       "      <td>0.454511</td>\n",
       "      <td>157.298815</td>\n",
       "      <td>[0.0, 3.622884648119749, 0.0, 15.6991668085189...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>297941</td>\n",
       "      <td>298058</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K82-ub</td>\n",
       "      <td>964495100</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298058</td>\n",
       "      <td>,7,11,13</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.016800</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>3.748360</td>\n",
       "      <td>0.659961</td>\n",
       "      <td>77.624356</td>\n",
       "      <td>[0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>297942</td>\n",
       "      <td>298059</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K87-ub</td>\n",
       "      <td>974165000</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298059</td>\n",
       "      <td>,11</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.308024</td>\n",
       "      <td>3.450220</td>\n",
       "      <td>3.450220</td>\n",
       "      <td>0.350575</td>\n",
       "      <td>113.945113</td>\n",
       "      <td>[1.0935884027146072, 6.038141080199582, 0.0, 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>297943</td>\n",
       "      <td>298060</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K105-ub</td>\n",
       "      <td>15383703</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298060</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>15.329244</td>\n",
       "      <td>0.025120</td>\n",
       "      <td>3.776730</td>\n",
       "      <td>3.776730</td>\n",
       "      <td>0.817154</td>\n",
       "      <td>127.309825</td>\n",
       "      <td>[0.0, 3.622884648119749, 0.0, 4.83051286415966...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>297944</td>\n",
       "      <td>298061</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K117-ub</td>\n",
       "      <td>22052700</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298061</td>\n",
       "      <td>,16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.546377</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>3.808170</td>\n",
       "      <td>1.282750</td>\n",
       "      <td>59.033353</td>\n",
       "      <td>[0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>297945</td>\n",
       "      <td>298062</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K122-ub</td>\n",
       "      <td>3883236</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298062</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.200420</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>6.368970</td>\n",
       "      <td>1.797230</td>\n",
       "      <td>38.550483</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 7.2457692962394...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>297946</td>\n",
       "      <td>298063</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K124-ub</td>\n",
       "      <td>12312013</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298063</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>12.755602</td>\n",
       "      <td>-1.184590</td>\n",
       "      <td>7.149430</td>\n",
       "      <td>7.149430</td>\n",
       "      <td>1.918260</td>\n",
       "      <td>42.468678</td>\n",
       "      <td>[0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.2076282160399...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>51</td>\n",
       "      <td>297947</td>\n",
       "      <td>298064</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K140-ub</td>\n",
       "      <td>3934076</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298064</td>\n",
       "      <td>,8,12</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.001220</td>\n",
       "      <td>6.533770</td>\n",
       "      <td>6.533770</td>\n",
       "      <td>0.955544</td>\n",
       "      <td>88.607050</td>\n",
       "      <td>[0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 4.830...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>52</td>\n",
       "      <td>297948</td>\n",
       "      <td>298065</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K159-ub</td>\n",
       "      <td>21127800</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298065</td>\n",
       "      <td>,3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.762907</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>4.826260</td>\n",
       "      <td>0.682753</td>\n",
       "      <td>104.365731</td>\n",
       "      <td>[0.0, 0.0, 1.2076282160399163, 10.868653944359...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>53</td>\n",
       "      <td>297949</td>\n",
       "      <td>298066</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K160-ub</td>\n",
       "      <td>8104932</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298066</td>\n",
       "      <td>,16</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.367284</td>\n",
       "      <td>2.421390</td>\n",
       "      <td>2.421390</td>\n",
       "      <td>0.506101</td>\n",
       "      <td>160.991481</td>\n",
       "      <td>[1.0935884027146072, 6.038141080199582, 0.0, 8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>54</td>\n",
       "      <td>297950</td>\n",
       "      <td>298067</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K195-ub</td>\n",
       "      <td>15383700</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>298067</td>\n",
       "      <td>,6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-0.562498</td>\n",
       "      <td>6.781700</td>\n",
       "      <td>6.781700</td>\n",
       "      <td>0.752095</td>\n",
       "      <td>109.981818</td>\n",
       "      <td>[0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 6.038...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>55</td>\n",
       "      <td>405523</td>\n",
       "      <td>405648</td>\n",
       "      <td>YWHAB</td>\n",
       "      <td>14-3-3 beta</td>\n",
       "      <td>P31946</td>\n",
       "      <td>20q13.12</td>\n",
       "      <td>K51-m1</td>\n",
       "      <td>57981900</td>\n",
       "      <td>human</td>\n",
       "      <td>...</td>\n",
       "      <td>405648</td>\n",
       "      <td>,1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-1.387560</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>4.542260</td>\n",
       "      <td>0.661567</td>\n",
       "      <td>143.043072</td>\n",
       "      <td>[0.0, 1.2076282160399163, 0.0, 4.8305128641596...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>55 rows × 40 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0.2  Unnamed: 0.1  Unnamed: 0   GENE      PROTEIN  ACC_ID  \\\n",
       "0              0             0           0  YWHAB  14-3-3 beta  P31946   \n",
       "1              1             1           1  YWHAB  14-3-3 beta  P31946   \n",
       "2              2             2           2  YWHAB  14-3-3 beta  P31946   \n",
       "3              3             3           3  YWHAB  14-3-3 beta  P31946   \n",
       "4              4             4           4  YWHAB  14-3-3 beta  P31946   \n",
       "5              5             5           5  YWHAB  14-3-3 beta  P31946   \n",
       "6              6             6           6  YWHAB  14-3-3 beta  P31946   \n",
       "7              7             7           7  YWHAB  14-3-3 beta  P31946   \n",
       "8              8             8           8  YWHAB  14-3-3 beta  P31946   \n",
       "9              9             9           9  YWHAB  14-3-3 beta  P31946   \n",
       "10            10            10          10  YWHAB  14-3-3 beta  P31946   \n",
       "11            11            11          11  YWHAB  14-3-3 beta  P31946   \n",
       "12            12            12          12  YWHAB  14-3-3 beta  P31946   \n",
       "13            13            13          13  YWHAB  14-3-3 beta  P31946   \n",
       "14            14            14          14  YWHAB  14-3-3 beta  P31946   \n",
       "15            15            15          15  YWHAB  14-3-3 beta  P31946   \n",
       "16            16            16          16  YWHAB  14-3-3 beta  P31946   \n",
       "17            17            17          17  YWHAB  14-3-3 beta  P31946   \n",
       "18            18            18          18  YWHAB  14-3-3 beta  P31946   \n",
       "19            19            19          19  YWHAB  14-3-3 beta  P31946   \n",
       "20            20            20          20  YWHAB  14-3-3 beta  P31946   \n",
       "21            21            21          21  YWHAB  14-3-3 beta  P31946   \n",
       "22            22            22          22  YWHAB  14-3-3 beta  P31946   \n",
       "23            23            23          23  YWHAB  14-3-3 beta  P31946   \n",
       "24            24            24          24  YWHAB  14-3-3 beta  P31946   \n",
       "25            25            25          25  YWHAB  14-3-3 beta  P31946   \n",
       "26            26            26          26  YWHAB  14-3-3 beta  P31946   \n",
       "27            27            27          27  YWHAB  14-3-3 beta  P31946   \n",
       "28            28        272398      272506  YWHAB  14-3-3 beta  P31946   \n",
       "29            29        272399      272507  YWHAB  14-3-3 beta  P31946   \n",
       "30            30        272400      272508  YWHAB  14-3-3 beta  P31946   \n",
       "31            31        272401      272509  YWHAB  14-3-3 beta  P31946   \n",
       "32            32        272402      272510  YWHAB  14-3-3 beta  P31946   \n",
       "33            33        272403      272511  YWHAB  14-3-3 beta  P31946   \n",
       "34            34        272404      272512  YWHAB  14-3-3 beta  P31946   \n",
       "35            35        272405      272513  YWHAB  14-3-3 beta  P31946   \n",
       "36            36        272406      272514  YWHAB  14-3-3 beta  P31946   \n",
       "37            37        272407      272515  YWHAB  14-3-3 beta  P31946   \n",
       "38            39        297935      298052  YWHAB  14-3-3 beta  P31946   \n",
       "39            40        297936      298053  YWHAB  14-3-3 beta  P31946   \n",
       "40            41        297937      298054  YWHAB  14-3-3 beta  P31946   \n",
       "41            42        297938      298055  YWHAB  14-3-3 beta  P31946   \n",
       "42            43        297939      298056  YWHAB  14-3-3 beta  P31946   \n",
       "43            44        297940      298057  YWHAB  14-3-3 beta  P31946   \n",
       "44            45        297941      298058  YWHAB  14-3-3 beta  P31946   \n",
       "45            46        297942      298059  YWHAB  14-3-3 beta  P31946   \n",
       "46            47        297943      298060  YWHAB  14-3-3 beta  P31946   \n",
       "47            48        297944      298061  YWHAB  14-3-3 beta  P31946   \n",
       "48            49        297945      298062  YWHAB  14-3-3 beta  P31946   \n",
       "49            50        297946      298063  YWHAB  14-3-3 beta  P31946   \n",
       "50            51        297947      298064  YWHAB  14-3-3 beta  P31946   \n",
       "51            52        297948      298065  YWHAB  14-3-3 beta  P31946   \n",
       "52            53        297949      298066  YWHAB  14-3-3 beta  P31946   \n",
       "53            54        297950      298067  YWHAB  14-3-3 beta  P31946   \n",
       "54            55        405523      405648  YWHAB  14-3-3 beta  P31946   \n",
       "\n",
       "   HU_CHR_LOC  MOD_RSD  SITE_GRP_ID ORGANISM  ...  uniqueID closest_pocket  \\\n",
       "0    20q13.12     T2-p     15718712    human  ...         0              2   \n",
       "1    20q13.12     S6-p     15718709    human  ...         1             10   \n",
       "2    20q13.12    Y21-p      3426383    human  ...         2          ,2,15   \n",
       "3    20q13.12    T32-p     23077803    human  ...         3             10   \n",
       "4    20q13.12    S39-p     27442700    human  ...         4            ,10   \n",
       "5    20q13.12    S47-p      4773271    human  ...         5             ,1   \n",
       "6    20q13.12    Y50-p     12432961    human  ...         6           ,1,2   \n",
       "7    20q13.12    S59-p      4935095    human  ...         7             15   \n",
       "8    20q13.12    S60-p       450226    human  ...         8             12   \n",
       "9    20q13.12    S66-p     15718715    human  ...         9             13   \n",
       "10   20q13.12   Y106-p      9407297    human  ...        10             10   \n",
       "11   20q13.12   S116-p     15718703    human  ...        11            ,10   \n",
       "12   20q13.12   Y120-p      3665374    human  ...        12          ,1,10   \n",
       "13   20q13.12   Y127-p      3549169    human  ...        13             ,1   \n",
       "14   20q13.12   Y130-p      3589426    human  ...        14             ,1   \n",
       "15   20q13.12   S132-p      3136105    human  ...        15        ,5,8,12   \n",
       "16   20q13.12   S136-p     15718706    human  ...        16       ,5,11,12   \n",
       "17   20q13.12   Y151-p      3589433    human  ...        17              3   \n",
       "18   20q13.12   Y180-p     15229506    human  ...        18             ,3   \n",
       "19   20q13.12   S186-p       449845    human  ...        19            ,14   \n",
       "20   20q13.12   T207-p     23077800    human  ...        20             ,4   \n",
       "21   20q13.12   S212-p     55371894    human  ...        21           ,1,4   \n",
       "22   20q13.12   Y213-p     55371899    human  ...        22             ,9   \n",
       "23   20q13.12   S216-p     31864008    human  ...        23           ,4,9   \n",
       "24   20q13.12   T217-p     25239100    human  ...        24             ,9   \n",
       "25   20q13.12   T228-p     34501759    human  ...        25             ,6   \n",
       "26   20q13.12   T231-p     34503343    human  ...        26             ,6   \n",
       "27   20q13.12   S232-p     34506210    human  ...        27             14   \n",
       "28   20q13.12    K5-ac     33347661    human  ...    272506             10   \n",
       "29   20q13.12   K13-ac     36297548    human  ...    272507             15   \n",
       "30   20q13.12   K51-ac       474927    human  ...    272508             ,1   \n",
       "31   20q13.12   K70-ac       461819    human  ...    272509         ,13,17   \n",
       "32   20q13.12   K77-ac     31068005    human  ...    272510          ,7,17   \n",
       "33   20q13.12   K82-ac     89113000    human  ...    272511       ,7,11,13   \n",
       "34   20q13.12  K117-ac       466016    human  ...    272512            ,16   \n",
       "35   20q13.12  K122-ac      3649439    human  ...    272513             ,1   \n",
       "36   20q13.12  K159-ac     12423074    human  ...    272514             ,3   \n",
       "37   20q13.12  K214-ac     38507636    human  ...    272515              9   \n",
       "38   20q13.12    K5-ub     41481400    human  ...    298052             10   \n",
       "39   20q13.12   K11-ub      4953847    human  ...    298053             15   \n",
       "40   20q13.12   K13-ub      3934069    human  ...    298054             15   \n",
       "41   20q13.12   K29-ub      3884577    human  ...    298055             ,2   \n",
       "42   20q13.12   K51-ub      3883232    human  ...    298056             ,1   \n",
       "43   20q13.12   K70-ub      3886160    human  ...    298057         ,13,17   \n",
       "44   20q13.12   K82-ub    964495100    human  ...    298058       ,7,11,13   \n",
       "45   20q13.12   K87-ub    974165000    human  ...    298059            ,11   \n",
       "46   20q13.12  K105-ub     15383703    human  ...    298060             10   \n",
       "47   20q13.12  K117-ub     22052700    human  ...    298061            ,16   \n",
       "48   20q13.12  K122-ub      3883236    human  ...    298062             ,1   \n",
       "49   20q13.12  K124-ub     12312013    human  ...    298063              5   \n",
       "50   20q13.12  K140-ub      3934076    human  ...    298064          ,8,12   \n",
       "51   20q13.12  K159-ub     21127800    human  ...    298065             ,3   \n",
       "52   20q13.12  K160-ub      8104932    human  ...    298066            ,16   \n",
       "53   20q13.12  K195-ub     15383700    human  ...    298067             ,6   \n",
       "54   20q13.12   K51-m1     57981900    human  ...    405648             ,1   \n",
       "\n",
       "   inside_pocket  distance_from_pocket  foldx_ddg_min  foldx_ddg_max  \\\n",
       "0              0             22.103256      -0.700058       0.130120   \n",
       "1              0             18.407673      -0.688997       0.643053   \n",
       "2              1              0.000000       0.250080       3.602560   \n",
       "3              0             12.921682      -2.085020      19.898600   \n",
       "4              1              0.000000      -1.610100       2.446650   \n",
       "5              1              0.000000      -2.341240       5.251210   \n",
       "6              1              0.000000      -1.046360       5.260500   \n",
       "7              0             12.708703      -0.641476       3.564730   \n",
       "8              0             12.805052      -2.040630       2.278820   \n",
       "9              0             10.237037      -0.675410       3.533310   \n",
       "10             0             12.581442      -0.162223       5.721690   \n",
       "11             1              0.000000      -1.570220       1.253150   \n",
       "12             1              0.000000      -0.818998       6.385990   \n",
       "13             1              0.000000      -0.674092       6.541190   \n",
       "14             1              0.000000      -0.859668       5.594620   \n",
       "15             1              0.000000      -0.651499      28.464500   \n",
       "16             1              0.000000      -0.242038       1.690440   \n",
       "17             0             11.326001       1.692440      10.077000   \n",
       "18             1              0.000000      -0.877419       6.793910   \n",
       "19             1              0.000000      -1.120690      10.150800   \n",
       "20             1              0.000000      -0.514945       1.408010   \n",
       "21             1              0.000000      -1.237870       1.689350   \n",
       "22             1              0.000000      -0.466040       6.872930   \n",
       "23             1              0.000000      -0.836037      13.951500   \n",
       "24             1              0.000000      -1.042370       3.213550   \n",
       "25             1              0.000000      -1.120580       3.145940   \n",
       "26             1              0.000000      -0.981743       3.118210   \n",
       "27             0             11.983497      -0.215794       2.981960   \n",
       "28             0             17.220567      -0.597878       1.595400   \n",
       "29             0             13.566456      -0.852909       4.119650   \n",
       "30             1              0.000000      -1.387560       4.542260   \n",
       "31             1              0.000000      -0.058709       2.365130   \n",
       "32             1              0.000000      -0.845906       1.710770   \n",
       "33             1              0.000000      -1.016800       3.748360   \n",
       "34             1              0.000000      -0.546377       3.808170   \n",
       "35             1              0.000000      -1.200420       6.368970   \n",
       "36             1              0.000000      -0.762907       4.826260   \n",
       "37             0              9.661660      -0.939308       0.412890   \n",
       "38             0             17.220567      -0.597878       1.595400   \n",
       "39             0             14.488152      -0.550723       4.492950   \n",
       "40             0             13.566456      -0.852909       4.119650   \n",
       "41             1              0.000000      -0.985464       6.727020   \n",
       "42             1              0.000000      -1.387560       4.542260   \n",
       "43             1              0.000000      -0.058709       2.365130   \n",
       "44             1              0.000000      -1.016800       3.748360   \n",
       "45             1              0.000000      -0.308024       3.450220   \n",
       "46             0             15.329244       0.025120       3.776730   \n",
       "47             1              0.000000      -0.546377       3.808170   \n",
       "48             1              0.000000      -1.200420       6.368970   \n",
       "49             0             12.755602      -1.184590       7.149430   \n",
       "50             1              0.000000      -1.001220       6.533770   \n",
       "51             1              0.000000      -0.762907       4.826260   \n",
       "52             1              0.000000      -0.367284       2.421390   \n",
       "53             1              0.000000      -0.562498       6.781700   \n",
       "54             1              0.000000      -1.387560       4.542260   \n",
       "\n",
       "   foldx_ddg_abs_max  foldx_ddg_abs_median  all_sasa_value  \\\n",
       "0           0.700058              0.096524      131.572602   \n",
       "1           0.688997              0.278294       81.550957   \n",
       "2           3.602560              2.686420       53.126217   \n",
       "3          19.898600              3.844370        2.279087   \n",
       "4           2.446650              1.516780       53.184135   \n",
       "5           5.251210              1.085610       30.273191   \n",
       "6           5.260500              2.518650       10.596316   \n",
       "7           3.564730              0.280184       65.548853   \n",
       "8           2.278820              0.706567       53.064063   \n",
       "9           3.533310              0.284937       38.608314   \n",
       "10          5.721690              3.213540       68.490892   \n",
       "11          1.570220              0.544681        8.571672   \n",
       "12          6.385990              3.072380        3.486715   \n",
       "13          6.541190              3.484200        8.044890   \n",
       "14          5.594620              2.032980       27.994104   \n",
       "15         28.464500              7.225150        3.214377   \n",
       "16          1.690440              0.212091       84.102383   \n",
       "17         10.077000              6.388680        0.000000   \n",
       "18          6.793910              2.642140       31.226375   \n",
       "19         10.150800              0.564288       20.493891   \n",
       "20          1.408010              0.280537      110.213203   \n",
       "21          1.689350              0.730305       31.208481   \n",
       "22          6.872930              1.050580      114.244595   \n",
       "23         13.951500              4.165460        0.000000   \n",
       "24          3.213550              0.572092       46.380865   \n",
       "25          3.145940              0.480872       85.161138   \n",
       "26          3.118210              0.279926       56.995076   \n",
       "27          2.981960              0.281147       70.515535   \n",
       "28          1.595400              0.744158       52.518633   \n",
       "29          4.119650              0.882116       58.487835   \n",
       "30          4.542260              0.661567      143.043072   \n",
       "31          2.365130              0.454511      157.298815   \n",
       "32          1.710770              0.668548      128.234936   \n",
       "33          3.748360              0.659961       77.624356   \n",
       "34          3.808170              1.282750       59.033353   \n",
       "35          6.368970              1.797230       38.550483   \n",
       "36          4.826260              0.682753      104.365731   \n",
       "37          0.939308              0.260894      160.314116   \n",
       "38          1.595400              0.744158       52.518633   \n",
       "39          4.492950              0.550723       95.922600   \n",
       "40          4.119650              0.882116       58.487835   \n",
       "41          6.727020              1.101530       53.565411   \n",
       "42          4.542260              0.661567      143.043072   \n",
       "43          2.365130              0.454511      157.298815   \n",
       "44          3.748360              0.659961       77.624356   \n",
       "45          3.450220              0.350575      113.945113   \n",
       "46          3.776730              0.817154      127.309825   \n",
       "47          3.808170              1.282750       59.033353   \n",
       "48          6.368970              1.797230       38.550483   \n",
       "49          7.149430              1.918260       42.468678   \n",
       "50          6.533770              0.955544       88.607050   \n",
       "51          4.826260              0.682753      104.365731   \n",
       "52          2.421390              0.506101      160.991481   \n",
       "53          6.781700              0.752095      109.981818   \n",
       "54          4.542260              0.661567      143.043072   \n",
       "\n",
       "                                     atom_sasa_values  \n",
       "0   [3.280765208143822, 3.622884648119749, 0.0, 8....  \n",
       "1   [3.280765208143822, 4.830512864159665, 1.20762...  \n",
       "2   [2.1871768054292144, 0.0, 0.0, 2.4152564320798...  \n",
       "3   [0.0, 0.0, 0.0, 0.0, 1.0714590240627204, 1.207...  \n",
       "4   [3.280765208143822, 9.66102572831933, 0.0, 33....  \n",
       "5   [0.0, 0.0, 0.0, 2.4152564320798326, 1.07145902...  \n",
       "6   [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.20762821...  \n",
       "7   [0.0, 2.4152564320798326, 1.2076282160399163, ...  \n",
       "8   [0.0, 4.830512864159665, 0.0, 9.66102572831933...  \n",
       "9   [0.0, 1.2076282160399163, 1.2076282160399163, ...  \n",
       "10  [0.0, 0.0, 0.0, 2.4152564320798326, 2.14291804...  \n",
       "11       [0.0, 0.0, 0.0, 0.0, 0.0, 8.571672192501763]  \n",
       "12  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.207...  \n",
       "13  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "14  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "15       [0.0, 0.0, 0.0, 0.0, 3.214377072188161, 0.0]  \n",
       "16  [3.280765208143822, 1.2076282160399163, 1.2076...  \n",
       "17  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 0.0, ...  \n",
       "18  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.2076282160399...  \n",
       "19  [0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 19.28...  \n",
       "20  [0.0, 6.038141080199582, 1.2076282160399163, 1...  \n",
       "21  [0.0, 1.2076282160399163, 0.0, 0.0, 0.0, 30.00...  \n",
       "22  [0.0, 0.0, 0.0, 2.4152564320798326, 0.0, 3.622...  \n",
       "23                     [0.0, 0.0, 0.0, 0.0, 0.0, 0.0]  \n",
       "24  [0.0, 0.0, 1.2076282160399163, 10.868653944359...  \n",
       "25  [0.0, 3.622884648119749, 1.2076282160399163, 3...  \n",
       "26  [0.0, 2.4152564320798326, 0.0, 6.0381410801995...  \n",
       "27  [0.0, 3.622884648119749, 1.2076282160399163, 3...  \n",
       "28  [2.1871768054292144, 0.0, 1.2076282160399163, ...  \n",
       "29  [0.0, 0.0, 0.0, 6.038141080199582, 1.071459024...  \n",
       "30  [0.0, 1.2076282160399163, 0.0, 4.8305128641596...  \n",
       "31  [0.0, 3.622884648119749, 0.0, 15.6991668085189...  \n",
       "32  [0.0, 1.2076282160399163, 0.0, 3.6228846481197...  \n",
       "33  [0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...  \n",
       "34  [0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...  \n",
       "35  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 7.2457692962394...  \n",
       "36  [0.0, 0.0, 1.2076282160399163, 10.868653944359...  \n",
       "37  [0.0, 3.622884648119749, 0.0, 16.9067950245588...  \n",
       "38  [2.1871768054292144, 0.0, 1.2076282160399163, ...  \n",
       "39  [1.0935884027146072, 2.4152564320798326, 0.0, ...  \n",
       "40  [0.0, 0.0, 0.0, 6.038141080199582, 1.071459024...  \n",
       "41  [0.0, 0.0, 0.0, 0.0, 0.0, 1.2076282160399163, ...  \n",
       "42  [0.0, 1.2076282160399163, 0.0, 4.8305128641596...  \n",
       "43  [0.0, 3.622884648119749, 0.0, 15.6991668085189...  \n",
       "44  [0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...  \n",
       "45  [1.0935884027146072, 6.038141080199582, 0.0, 8...  \n",
       "46  [0.0, 3.622884648119749, 0.0, 4.83051286415966...  \n",
       "47  [0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 0.0, ...  \n",
       "48  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 7.2457692962394...  \n",
       "49  [0.0, 0.0, 0.0, 0.0, 0.0, 0.0, 1.2076282160399...  \n",
       "50  [0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 4.830...  \n",
       "51  [0.0, 0.0, 1.2076282160399163, 10.868653944359...  \n",
       "52  [1.0935884027146072, 6.038141080199582, 0.0, 8...  \n",
       "53  [0.0, 0.0, 0.0, 1.2076282160399163, 0.0, 6.038...  \n",
       "54  [0.0, 1.2076282160399163, 0.0, 4.8305128641596...  \n",
       "\n",
       "[55 rows x 40 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.merge(uniprot_only, sasa[['all_sasa_value', 'atom_sasa_values','RES_NUM']], how = 'left', on= 'RES_NUM')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>all_sasa_value</th>\n",
       "      <th>atom_sasa_values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>237.934137</td>\n",
       "      <td>[44.837124511298896, 9.66102572831933, 2.41525...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>131.572602</td>\n",
       "      <td>[3.280765208143822, 3.622884648119749, 0.0, 8....</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>74.875928</td>\n",
       "      <td>[5.467942013573036, 1.2076282160399163, 0.0, 2...</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>82.459883</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>58.983930</td>\n",
       "      <td>[0.0, 25.36019253683824, 3.622884648119749, 30...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>193.173391</td>\n",
       "      <td>[10.935884027146072, 3.622884648119749, 2.4152...</td>\n",
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       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>75.821786</td>\n",
       "      <td>[10.935884027146072, 30.190705400997906, 3.622...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>179.067388</td>\n",
       "      <td>[2.1871768054292144, 2.4152564320798326, 2.415...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>219.188882</td>\n",
       "      <td>[2.1871768054292144, 4.830512864159665, 2.4152...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>246 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     all_sasa_value                                   atom_sasa_values\n",
       "0        237.934137  [44.837124511298896, 9.66102572831933, 2.41525...\n",
       "1        131.572602  [3.280765208143822, 3.622884648119749, 0.0, 8....\n",
       "2         74.875928  [5.467942013573036, 1.2076282160399163, 0.0, 2...\n",
       "3         82.459883  [1.0935884027146072, 4.830512864159665, 0.0, 2...\n",
       "4         52.518633  [2.1871768054292144, 0.0, 1.2076282160399163, ...\n",
       "..              ...                                                ...\n",
       "241       58.983930  [0.0, 25.36019253683824, 3.622884648119749, 30...\n",
       "242      193.173391  [10.935884027146072, 3.622884648119749, 2.4152...\n",
       "243       75.821786  [10.935884027146072, 30.190705400997906, 3.622...\n",
       "244      179.067388  [2.1871768054292144, 2.4152564320798326, 2.415...\n",
       "245      219.188882  [2.1871768054292144, 4.830512864159665, 2.4152...\n",
       "\n",
       "[246 rows x 2 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sasa[['all_sasa_value', 'atom_sasa_values']]"
   ]
  }
 ],
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