Final.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e23f95ac-b84f-4489-acd1-07228194edc1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import re\n",
    "import warnings\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import scipy.stats as sts\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.stats import shapiro\n",
    "from statsmodels.stats.multitest import multipletests\n",
    "\n",
    "pd.set_option('display.max_columns', None)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "29675590-e74d-4efa-8a54-c32b37676379",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Useful functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "83243e44-55be-445c-95bc-115b7c9ff7eb",
   "metadata": {},
   "outputs": [],
   "source": [
    "def filter_by_features(contacts_df,\n",
    "                       energy_type,\n",
    "                       mutation_type,\n",
    "                       chain_type='both',\n",
    "                       clean_missing_energy=True):\n",
    "    \"\"\"\n",
    "    Filters the contacts table by specified features\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    contacts_df : DataFrame\n",
    "        Contacts table\n",
    "    energy_type : str\n",
    "        \n",
    "    mutation_type : str\n",
    "        \"Mutated\" or \"Mutated_repacked\"\n",
    "    contacting_parts : str\n",
    "        _description_\n",
    "    chain_type : str, optional\n",
    "        _description_, by default 'both'\n",
    "    clean_missing_energy : bool, optional\n",
    "        If True, deletes contacts with missing energy, by default True\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    filtered_df : DataFrame\n",
    "        Filtered contacts\n",
    "    \"\"\"\n",
    "    filtered_df = contacts_df.copy()\n",
    "    filtered_df = filtered_df[filtered_df['energy.type'] == energy_type].drop('energy.type', 1)\n",
    "    if 'mutation.type' in filtered_df.columns:\n",
    "        filtered_df = filtered_df[filtered_df['mutation.type'] == mutation_type].drop('mutation.type', 1)\n",
    "    else:\n",
    "        warnings.warn('Mutation type is not reported in dataset')\n",
    "    if clean_missing_energy: \n",
    "        filtered_df = filtered_df[filtered_df['byres.energy'] != 'none']\n",
    "        filtered_df.loc[:,'byres.energy'] = filtered_df['byres.energy'].astype(np.float64)\n",
    "    \n",
    "    if chain_type != 'both':\n",
    "        filtered_df = filtered_df[filtered_df['chain.type'] == chain_type]\n",
    "        \n",
    "    # Для глицинов брать ВСЁ\n",
    "    filtered_df = filtered_df[\n",
    "        (filtered_df['rin.contact.part'] == 'SC_SC') |    # both side chains or\n",
    "        (filtered_df['resname.tcr'] == 'G') |             # cdr3 glycine main chain or\n",
    "        (filtered_df['resname.peptide'] == 'G')           # peptide glycine main chain\n",
    "    ]\n",
    "        \n",
    "    filtered_df.reset_index(inplace=True)\n",
    "    filtered_df.rename(columns={'index': '_index'}, inplace=True)\n",
    "\n",
    "    return filtered_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "01231eef-dc33-4d0e-a20b-6170d3f074ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "def weights_by_enegy(energy):\n",
    "    ENERGY_THRESHOLD = -3 \n",
    "    \n",
    "    T = 273    # K\n",
    "    kT = 1.987 * 10**-3 * T    # kcal / mol\n",
    "    energy = energy.values\n",
    "    energy[energy < ENERGY_THRESHOLD] = ENERGY_THRESHOLD    # Cut off outliers\n",
    "    return np.exp(-energy / kT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4c57120b-c6d5-4934-a8d0-04cff1a9e494",
   "metadata": {},
   "outputs": [],
   "source": [
    "# For concatenation multiple dataframes by common columns\n",
    "# Important! Before you need to bring the names of important features to uniformity\n",
    "\n",
    "def stack_by_common_features(data_frames: list[pd.DataFrame]):\n",
    "    common_col_names = set(data_frames[0].columns)\n",
    "    for df in data_frames[1:]:\n",
    "        common_col_names &= set(df.columns)\n",
    "        \n",
    "    common_columns = [feature for feature in data_frames[0].columns if feature in common_col_names]\n",
    "    return pd.concat([df[common_columns] for df in data_frames], ignore_index=True, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3b36a80e-df50-414a-a283-54eb64a323b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_df_max_index(df, val=None):\n",
    "    if val is None:\n",
    "        val = df.max().max()\n",
    "    return df[df.isin([val])].stack().index[0], val"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91d23351-e50d-4b6e-b05a-abd58c1dac61",
   "metadata": {},
   "source": [
    "# Reading and filtering data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3c417cfb-3071-4bca-bc3a-ba4637c4847f",
   "metadata": {},
   "outputs": [],
   "source": [
    "ENERGY_TYPE = 'OLD'   # 'patch_small'\n",
    "MUTATION_TYPE = 'Mutated_repacked'   # 'Mutated'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9b6db93a-776a-4ce2-9b0c-a2e4e265607d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reading data\n",
    "contacts_df = pd.read_csv('Mutated_Models_w_NEW_PATH_04_2022_contacts_w_descriptors.csv')\n",
    "contacts_df.rename(columns={'resn.mut.to': 'resname.tcr'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c65d502d-7c84-4b71-9fd6-a1d5d0912980",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Extracting descriptor names\n",
    "cdr3_indices = np.hstack((contacts_df.columns[-94:-89], contacts_df.columns[-84:-42]))\n",
    "peptide_indices = np.hstack((contacts_df.columns[-89:-84], contacts_df.columns[-42:]))\n",
    "\n",
    "index_names = np.array([name[5:] for name in cdr3_indices])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e88e98d7-8aec-4b0a-b70c-28af6746925c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Filtering and adding weights\n",
    "contacts_filtered = filter_by_features(contacts_df, \n",
    "                                       energy_type=ENERGY_TYPE,\n",
    "                                       mutation_type=MUTATION_TYPE,\n",
    "                                       chain_type='both')\n",
    "contacts_filtered['weights'] = weights_by_enegy(contacts_filtered['byres.energy'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19b8cb3a-ee0a-414d-90d7-5abc12ea2e1a",
   "metadata": {
    "tags": []
   },
   "source": [
    "### Collisions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "25bb61f7-d6b7-4ad6-8969-22a44edb4c7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "\n",
    "from itertools import combinations\n",
    "from networkx.drawing.nx_agraph import graphviz_layout\n",
    "\n",
    "\n",
    "G = nx.Graph()\n",
    "G.add_nodes_from(contacts_filtered.pdb_id.unique())\n",
    "\n",
    "collisions = []\n",
    "grouping_params = ['chain.type', 'cdr3.to', 'peptide', 'v.segm', 'j.segm', 'resid.cdr3.pose', 'resid.peptide']\n",
    "for ind, frame in contacts_filtered.groupby(grouping_params):\n",
    "    pdbs = frame.pdb_id.unique()\n",
    "    if pdbs.size > 1:\n",
    "        G.add_edges_from(combinations(pdbs, 2))\n",
    "        collisions.append(frame)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3083c1c7-db6e-435f-96f3-e3e23afee547",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 10))\n",
    "pos = nx.nx_pydot.graphviz_layout(G, prog='circo')\n",
    "nx.nx.draw(G, pos=pos, node_size=2000, width=0, alpha=0.8)\n",
    "nx.nx.draw_networkx_edges(G, pos=pos, width=10, alpha=0.5)\n",
    "\n",
    "label_options = {\"ec\": \"k\", \"fc\": \"white\", \"alpha\": 0.7}\n",
    "nx.draw_networkx_labels(G, pos=pos, font_size=22, bbox=label_options)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ef1c1fa-000f-4981-8c96-617cde194326",
   "metadata": {},
   "source": [
    "### Grouping"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "48b07e93-2c08-4ac0-adea-5275c31316de",
   "metadata": {},
   "outputs": [],
   "source": [
    "def reset_index(df, new_index):\n",
    "    ind = pd.Index(new_index)\n",
    "    ind.name = None\n",
    "    ind.length = None\n",
    "    df.index = ind"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "304806a7-681f-4fc8-8be1-050113859c70",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Before grouping: 638 contacts\n",
      "After grouping : 376 contacts\n"
     ]
    }
   ],
   "source": [
    "# Grouping\n",
    "grouping_params = ['chain.type', 'cdr3.to', 'peptide', 'v.segm', 'j.segm', 'resid.cdr3.pose', 'resid.peptide']\n",
    "\n",
    "print(f'Before grouping: {contacts_filtered.shape[0]} contacts')\n",
    "grouping_index = contacts_filtered.groupby(grouping_params, as_index=False).first()['_index']\n",
    "reset_index(contacts_filtered, contacts_filtered['_index'])\n",
    "\n",
    "contacts_grouped = contacts_filtered.loc[grouping_index]\n",
    "contacts_grouped['byres.energy'] = contacts_filtered.groupby(grouping_params, as_index=False)['byres.energy'].mean()['byres.energy'].values\n",
    "contacts_grouped['min.distance'] = contacts_filtered.groupby(grouping_params, as_index=False)['min.distance'].mean()['min.distance'].values\n",
    "print(f'After grouping : {contacts_grouped.shape[0]} contacts')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2e4258e5-ec89-4c59-a600-c7466230fd81",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "contacts_grouped['weights'] = weights_by_enegy(contacts_grouped['byres.energy'])\n",
    "contacts_grouped['weights'].hist(bins=100)\n",
    "plt.xlabel('weight')\n",
    "plt.ylabel('#')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ed07c8d-60be-4122-afed-a831d5845377",
   "metadata": {},
   "source": [
    "### Contacts statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "7372d554-3061-4322-bd91-abc030b6bee4",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calc_stats(contacts, ax=None, logscale=False, weigted=False):\n",
    "    \"\"\"\n",
    "    Calculates number of contacts between various residues\n",
    "    \"\"\"\n",
    "    aa_df = pd.read_csv('aa.csv', sep='\\t', header=None)\n",
    "    aa_map_id = dict(zip(aa_df[3], aa_df[0]))\n",
    "    \n",
    "    contacts_count = np.zeros((20,20), dtype=int)\n",
    "    if weigted:\n",
    "        for tcr_aa, pept_aa, w in contacts[['resname.tcr', 'resname.peptide', 'weights']].values:\n",
    "            contacts_count[aa_map_id[tcr_aa], aa_map_id[pept_aa]] += w\n",
    "    else:\n",
    "        for tcr_aa, pept_aa in contacts[['resname.tcr', 'resname.peptide']].values:\n",
    "            contacts_count[aa_map_id[tcr_aa], aa_map_id[pept_aa]] += 1\n",
    "        \n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(1, figsize=(6,5))\n",
    "        \n",
    "    if not logscale:\n",
    "        sns.heatmap(contacts_count, ax=ax)\n",
    "    else:\n",
    "        sns.heatmap(np.log1p(contacts_count), ax=ax)\n",
    "        \n",
    "    ax.set_xticklabels(aa_df[2].values, rotation=90)\n",
    "    ax.set_yticklabels(aa_df[2].values, rotation=0)\n",
    "    ax.set_xlabel('Peptide')\n",
    "    ax.set_ylabel('CDR3')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "54ba3724-edbd-447a-b6d0-ff6fbe9e453d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1800x720 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(2, 4, figsize=(25,10))\n",
    "linear_ax, log_ax = ax[:,:2], ax[:,2:]\n",
    "\n",
    "is_log = False\n",
    "calc_stats(contacts_filtered, ax=linear_ax[0,0], logscale=is_log, weigted=False)\n",
    "calc_stats(contacts_filtered, ax=linear_ax[0,1], logscale=is_log, weigted=True)\n",
    "calc_stats(contacts_grouped, ax=linear_ax[1,0], logscale=is_log, weigted=False)\n",
    "calc_stats(contacts_grouped, ax=linear_ax[1,1], logscale=is_log, weigted=True)\n",
    "\n",
    "is_log = True\n",
    "calc_stats(contacts_filtered, ax=log_ax[0,0], logscale=is_log, weigted=False)\n",
    "calc_stats(contacts_filtered, ax=log_ax[0,1], logscale=is_log, weigted=True)\n",
    "calc_stats(contacts_grouped, ax=log_ax[1,0], logscale=is_log, weigted=False)\n",
    "calc_stats(contacts_grouped, ax=log_ax[1,1], logscale=is_log, weigted=True)\n",
    "\n",
    "fig.text(0.3, 0.96, 'Linear scale', ha='center', fontsize=22)\n",
    "fig.text(0.7, 0.96, 'Log scale', ha='center', fontsize=22)\n",
    "fig.text(0.195, 0.91, 'Unweighted', ha='center', fontsize=20)\n",
    "fig.text(0.4, 0.91, 'Weighted', ha='center', fontsize=20)\n",
    "fig.text(0.6, 0.91, 'Unweighted', ha='center', fontsize=20)\n",
    "fig.text(0.805, 0.91, 'Weighted', ha='center', fontsize=20)\n",
    "fig.text(0.09, 0.63, 'non grouped', ha='center', fontsize=20, rotation=90)\n",
    "fig.text(0.09, 0.25, 'grouped', ha='center', fontsize=20, rotation=90)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "db58edec-6eab-4c02-bcf8-0e720b6ffc86",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Defining groups by properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "79626dae-eaad-4461-bf8c-2dabddd582f1",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t Hydrophobicity\n",
      "\n",
      "Z1\n",
      "PP2\n",
      "F1\n",
      "VHSE1\n",
      "VHSE2\n",
      "Blos1\n",
      "KF4\n",
      "KF10\n",
      "\n",
      "\t Steric_properties\n",
      "\n",
      "atcley.ms\n",
      "Z2\n",
      "F3\n",
      "VHSE3\n",
      "VHSE4\n",
      "Blos1\n",
      "Blos2\n",
      "Blos3\n",
      "KF2\n",
      "\n",
      "\t Electronic_properties\n",
      "\n",
      "atcley.pah\n",
      "atcley.ec\n",
      "Z3\n",
      "PP1\n",
      "F6\n",
      "VHSE5\n",
      "VHSE6\n",
      "VHSE7\n",
      "VHSE8\n",
      "\n",
      "\t Structure\n",
      "\n",
      "atcley.pss\n",
      "F2\n",
      "Blos1\n",
      "Blos3\n",
      "KF1\n",
      "KF3\n",
      "KF5\n",
      "KF8\n",
      "\n"
     ]
    }
   ],
   "source": [
    "index_nature = pd.read_excel('indices.xlsx', index_col='index_name')\n",
    "indices = index_nature.index\n",
    "index_nature = ~index_nature.isna()\n",
    "\n",
    "for prop in index_nature.columns:\n",
    "    print('\\t', prop)\n",
    "    print()\n",
    "    for ind in index_nature.index[index_nature[prop]]:\n",
    "        print(ind)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b4b2a5c6-5743-4639-b694-bac86ac3f220",
   "metadata": {
    "tags": []
   },
   "source": [
    "# PCA analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "654070d4-a445-489d-ace3-1d802733fa79",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.decomposition import PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "3d215502-5d1c-4978-a891-2fc3d971fb55",
   "metadata": {},
   "outputs": [],
   "source": [
    "N_COMPONENTS = 10\n",
    "\n",
    "descriptor_names = np.hstack((cdr3_indices, peptide_indices))\n",
    "descriptors = contacts_filtered[descriptor_names]\n",
    "descriptors /= descriptors.std(axis=0)    # normalization of descriptor variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2cc3e635-9a54-4565-87e8-fc9c0eaea418",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GHEVERHqNuXvsvtxsFPCYu08JnhcDO4isCfZDoMTd/6GLz14FXAVQXFw884EHHohZnQB1dXXk5OTE9BxhO5w2NjY733mhHjP44exM0lOs5w+FJNF/honePkj8Nqp9/V+itzHR2wfxaeOcOXOWu/usTl90925vwCnAk0S2CtoAbAQ29PS54LOjgFWH+trBt5kzZ3qsPfvsszE/R9gOt40vvbPDR37rMf/eH1f1bkG9LNF/honePvfEb6Pa1/8lehsTvX3u8WkjsMy7yDTRDDXeBfwc+AhwPDAruD9kZlbS4enfA6u6eq/0HSeNKeTzs0dxz4vv8sqG98MuR0REpN+KJnjVuPsT7l7t7u+33Xr6kJndD7wETDSzLWb2ReAWM1tpZuXAHOAbR1a+xMv1cydy1OAsrnu4XFc5ioiIHKaUKN7zrJnNBxYCjW0HPbKifZfc/fJODt91aOVJX5GVlsItF0/jsjte5pbFa/n+eZPDLklERKTfiSZ4nRjcd5wk5sAZvV+O9GUdhxznThnGSWMKwy5JRESkX+kxeLn7nHgUIv3D9XMn8uzaaq5/uJzFXz+VrLRosruIiIhAdHO8MLNzzex6M/tu2y3WhUnflJWWwi0XTWPzB3u5ZbEWVhURETkU0WySfTtwKXAtYMAlwMgY1yV92Ikdhhxf1lWOIiIiUYumx2u2u38W2OnuNwEnAxNiW5b0ddfPncjIwiyu11WOIiIiUYsmeNUH93vNrBRoAkq6eb8MAB2HHH/6xFthlyMiItIvRBO8HjOzAmA+8BrwLpGNsmWAaxtyvPelTbz0joYcRUREetJj8HL3H7r7LndfQGRu1yR3/7fYlyb9QfuQ44IVGnIUERHpQZfBy8zOCO4vbLsB5wJnBo9FyEpLYf7F09mys15DjiIiIj3obhGmjwLPAPM6ec2JrGQvwgmjB/P52aP49QvvMndKCSeP1cKqIiIinekyeLn798wsCXjC3R+MY03SD11/9iSefaua6xesYPHXTiM7XQurioiIHKzbOV7u3gpcH6dapB/LTEtm/iXBkONiDTmKiIh0JpqrGp8ys38xsxFmNrjtFvPKpN85ftRgvjB7NL95aRMvvrMj7HJERET6nGiC16XANcDzwPLgtiyWRUn/dd3ZExkVLKy6p1FXOYqIiHQUzXISozu5jYlHcdL/tA05VuzSkKOIiMjBopoBbWZTgGOAjLZj7v6bWBUl/VvbkOPdL2xk7pRhzB47JOySRERE+oRoNsn+HvBfwW0OcAtwXozrkn7uurMnMnpItoYcRUREOohmjtfFwJnANnf/AjAdyI9pVdLvZaYlM//iaVTsqudmLawqIiICRLlJdrCsRLOZ5QHVwIjYliWJYNaowfzDKaP57cubePFtXeUoIiISTfBaFmyS/SsiVzS+BrwUy6IkcfzL3wVDjgs05CgiIhLNVY1XB5tk3w58DPhcMOQo0qOOQ44/eWJN2OWIiIiEKprJ9Y+a2afMLNvd33X38ngUJomjbcjx/17erCFHEREZ0KIZarwV+Ajwppk9bGYXm1lGTx8S6ahtyPG6h8up05CjiIgMUNEMNT7n7lcDY4D/BT5JZIK9SNTahhy31tRzs4YcRURkgIqmxwszywQuAr4CHA/cG8uiJDHNGjWYL2rIUUREBrBo5ng9CKwBzgD+Gxjr7tfGujBJTP9y9kTGaMhRREQGqGh6vO4iEra+4u7PBmt6iRyWjNRk5l8SGXL8yeMachQRkYElmjleS9y9JR7FyMAwc2RkyPF3r2zmBQ05iojIABLVHC+R3tY25Hi9hhxFRGQAUfCSUGjIUUREBqKUrl4ws+O6+6C7v9b75chAMnPkYL70kdH86i8b+fjUEk4ZNyTskkRERGKqy+BFZOFUgAxgFrACMGAasAw4ObalyUDwz383kaffqub6h8tZ8o3TyEnv7j9JERGR/q3LoUZ3n+Puc4BK4Dh3n+XuM4EZQEW8CpTElpGazPyLp1NZU8+/a8hRREQSXDRzvCa6+8q2J+6+Cjg6diXJQDNz5CC+dOoY7ntlM39dr6scRUQkcUUTvMrN7E4zOz24/QrQRtnSq775sQmMGZrNtxaUU9vQFHY5IiIiMRFN8PoCsBr4WnB7Mzgm0msOHHJ8K+xyREREYqLHmczu3mBmtwOPu/vaONQkA1TbkOMdz2/g3KklfGS8rnIUEZHEEs1ejecBbwCLg+fHmtmjMa5LBigNOYqISCKLZqjxe8AJwC4Ad38DGB27kmQgy0hN5meXaMhRREQSUzTBq8ndaw465rEoRgTguKMGceWpY7j/1c38Zf32sMsRERHpNdEEr9Vm9ikg2czGm9l/AS/GuC4Z4L7xsQmMHZrNtx7WkKOIiCSOaILXtcBkoBG4H9gNfD2GNYkEezlOZ9vuBi2sKiIiCaPH4OXue9392+5+fLB6/bfdvSEexcnAtn/I8T2eX6chRxER6f+iuapxgpndYWZ/NrNn2m7xKE6kbcjxBl3lKCIiCSCaocaHgNeB7wDXdbiJxFzbVY4achQRkUQQTfBqdvfb3P1Vd1/eduvpQ2Z2t5lVm9mqDscGm9mTZrY+uB90RNXLgDDjqEFceZqGHEVEpP+LJngtMrOrzawkCE6DzWxwFJ+7B5h70LEbgKfdfTzwdPBcpEffOGsC44pyuGFBObs15CgiIv1UNMHrc0SGFl8Elge3ZT19yN2fBz446PD5wL3B43uBC6ItVAa2A4Yc/6QhRxER6Z+i2auxN1epL3b3yuDxNqC4F79bEtyxIwq46rSx3P7cO5wztYSPThgadkkiIiKHxNw7X4TezM5w92fM7MLOXnf3hT1+udko4DF3nxI83+XuBR1e3+nunc7zMrOrgKsAiouLZz7wwAM9ne6I1NXVkZOTE9NzhC0R2rivxfn+i/U0tMCPTskkK9XaX0uE9nUn0dsHid9Gta//S/Q2Jnr7ID5tnDNnznJ3n9XZa931eH0UeAaY18lrDvQYvDpRZWYl7l5pZiVAdVdvdPc7gDsAZs2a5aeffvphnC56S5cuJdbnCFuitLFowi4u/OULPL+7kJsvmtZ+PFHa15VEbx8kfhvVvv4v0duY6O2D8NvYZfBy9+8F91/oxfM9SmTO2M3B/R978btlgNCQo4iI9Fc9zvECMLNziWwblNF2zN1/0MNn7gdOB4aY2Rbge0QC14Nm9kVgE/DJwytbBrqvnzWep9dUccOCcpZ84zTyMlLDLklERKRH0axcfztwKZE9Gw24BBjZ0+fc/XJ3L3H3VHcf7u53ufv77n6mu49397Pc/eCrHkWi0raXY9XuBn78mK5yFBGR/iGa5SRmu/tngZ3ufhNwMjAhtmWJ9OzYEQV8+aNj+f2y95j5wydZWVHDKTc/wyOvV4RdmoiISKeiCV71wf1eMysFmoCS2JUkEr2xQ7Ix4P09+2hsgYpd9dy4cKXCl4iI9EnRBK/HzKwAmA+8BrwL3B/DmkSi9h9PradtQZSHNyYDUN/Uwo//tIaGppbwChMREelENAuo/jB4uMDMHgMy3L0mtmWJRGfrrvr2x02t+49vr2vkmO8uZmRhNuOLcphQnMv44hzGF+UyZmg2GanJIVQrIiIDXZfBq6uFU4PXolpAVSTWSgsyqQjC1+cntHDrysh/0oOyUvnMyaNYX1XLuqpann6rmpbWSN9YksGowmzGF7cFslwmFOcwekg26SkKZCIiEjvd9Xh1tnBqm8NdQFWkV1139kRuXLiS+g7DipmpyXxv3mQumFHWfqyxuYWNO/awrqquPYytr6rjyTerCPIYyUnGqMKsA8LYhOJcRhVmk5YSzai8iIhI97pbQLU3F04ViYm2cDV/yVqglrKCTK47e+IBoQsgPSWZScPymDQs74DjDU1tgSwSxNZV1fLWtlqWrN7WHshSkozRQ7LbhysnBKFsZGE2qckKZCIiEr0e53iZWSGRxU8/QqSn66/AD9z9/RjXJhKVC2aUccGMMpYuXcq1V5x+SJ/NSE3m6JI8ji75cCB7Z3tdexhbV1XHqq01PL6qkrbtTVOTI4FsfHEuE4oiYWx8cS6jCrNIUSATEZFORLNy/QPA88BFwfMrgN8DZ8WqKJGwZaQmM7k0n8ml+Qccr98XCWRtYWx9VS3lW3bxp/LK9vekJScxZmhbIMtpH7YcWZhNcpIdfCoRERlAogleJR2ubAT4kZldGquCRPqyzLRkppTlM6XswEC2d18zb1fXHTCH7LVNO1m0Ymv7e9JSkhg7NKd97ljb1ZYjBmd1G8geeb2C+UvWctmIWr598zOdDqWKiEj/EE3w+rOZXQY8GDy/GFgSu5JE+p+stBSmDS9g2vCCA47vaWxmfXVdMIeslvXVdSx7dyd/fGN/IEtPSWJchyUvJhRF7kcMyuLRFVv3XzwwYv8CsYDCl4hIPxRN8LoS+Drw2+B5MrDHzL4MuLvndfVBkYEuOz2FY0cUcOyIggOO1zY08XZ1hzlk1XW8vOF9/tBhxf2M1CRaWp2mlsiksg27I71i9U0tzF+yVsFLRKQfimYB1dx4FCIykORmpDLjqEHMOGrQAcd3NzSxvn24so67X9jY/tofNu1fY6xiVz3/9fR6pg7PZ9rwAgZnp8WtdhEROXzRXNX4RXe/q8PzZOA7wYbZItKL8jJSmTlyEDNHRgLZktXb2heIvXRMM7/fEPlfNiXJuPXJde2fKyvIZNrw/EgQKytgalk++Vmp8W+AiIh0K5qhxjPN7CLgi0Ah8GvguZhWJSLAgQvEDs+OHMtMTeYnF07ljKOLWFVRw8otNZQH90+s2tb+2ZGFWUwty2da0Cs2uTSP3AyFMRGRMEUz1Pip4CrGlcAe4FPu/kLMKxORHheInT12CLPHDml//669+1hZUUP5lkgQe33zLh4LlrowgzFDspk2vKA9kB1TmkdWWjT//hIRkd4QzVDjeOBrwALgaOAzZva6u++NdXEicmgLxBZkpXHq+KGcOn5o+7EddY2sbOsZ21LDi+/saJ/En2Qwvig3mCuWz9SyfI4uydMm4iIiMRLNP3UXAde4+9NmZsA3gb8Bk2NamYj0iiE56cyZWMSciUXtx6p2N3QYotzFs29V8/DyLUBk/tiE4twD5oxNHJar/SpFRHpBNMHrBHffDZG1I4BbzWxRbMsSkVgqzsug+JgMzjqmGAB3p7KmITJEWbGL8i01LF69jQf+9h4QWY1/Uklu+xDl1LICxhfnaK9KEZFD1GXwMrPr3f0Wd99tZpe4+0MdXv488K8xr05E4sLMKC3IpLQgk7lThgGRMLZlZz3lW2oor9jFyi01PPrGVn73ymYgsvDrMaV5TCvLZ+rwAqYNz2fs0BxtiyQi0o3uerwuA24JHt8IdAxec1HwEkloZsaIwVmMGJzFudNKAGhtdTZ9sJfyLbvahyofWr6Fe1/aBESuuJxSlsfUsoL2ocrRhdkkKYyJiADdBy/r4nFnz0VkAEhKMkYPyWb0kGzOPzZyZWVLq7NxR12kZ2xLDSsrarjv1U3c/UIrADnpKUwpyzvgasqjBmcRmTIaof0oRWSg6C54eRePO3suIgNUcpIxriiXcUW5XHjccACaW1p5e3td+7IW5RU13PPCu+xriYSxvIzI3pZTh+fTsK+F+17dTGNzq/ajFJGE113wmm5mu4n0bmUGjwmeZ8S8MhHpt1KSk5g0LI9Jw/L45KwRAOxrbmVdVe3+dcYqdvGr5zfQ3Lr/33ELNkYm69c3tfCTx9dw/rGlB/SMiYj0d10GL3fXQj4i0mvSUpKYUpbPlLJ8Lj8hcqyhqYVJ/7a4/T17mveHrKraRqbd9Gcml+YxuTSfKWV5TCnNZ4wm8ItIP6Ylq0UkNBmpyZQVZLbvR/nZ8S3cujLy11JBZirnTith9dbd/N/LmyJDkUQm8B9dktsexiaX5jOhWOuMiUj/oOAlIqHquB9lm8zUZL5/3uT2OV7NLa28s30PqypqWLW1htVbd/OH1yv47cuRqylTk42Jw3KZXBKEsbJ8jh6WR2aaOu5FpG9R8BKRUPW0HyVE5oxNHJbLxGG5XDQzMoG/bWmLtjD25tbd/PnNbfx+WWTR1ySDcUU5TC7NZ3JpHlPKIntT5mmjcBEJkYKXiITuUPajbNNxaYt500uByKKvW2saWFUR6RVbXXHg3pQAowqzImEsmDM2uTSPwpz0WDRLRORDFLxEJGGYGWUFmZQVZHL25GHtx6trG1i9dTdvbt3NqorISvx/WlnZ/nppfgbHdJjAP6Usn+K8dF1RKSK9TsFLRBJeUW4GRRMzDtgovGZvE6uD+WKrttawqqKGp9+qwoPVLYbkpEXCWDBMOaU0nxGDMxXGROSIKHiJyICUn5XK7HFDmD1uSPuxPY3NrKncHQljFTWs2rqbOzqsNZabkRKZLxb0ik0py2P0EC1vISLRU/ASEQlkp6cwa9RgZo0a3H6soamF9VV17b1iq7bu5redLG/R1is2uSyP8UUHLm+hLZFEpI2Cl4hINzJSk5kabPjd5kPLW1TsZsHyLfwm2Cw8LTmJCcNymFKaT3Ors+iNrTS2aEskEVHwEhE5ZNEsb7G6YjeLV29j196m9s/9el1kXbH6phZuWrSaSSW5jB6STXqK1hsTGSgUvEREekFXy1uMvvHx9vcMSnc+aIzMB9u5t4m5v/gLyUnGyMIsxhflML4ol/HFOYwrymHs0BwyUhXIRBKNgpeISIy0LW/RtiXSBSNbuXVlZO5XUW463z73aN6urmN9VR3rq2t5ak01LcFE/iSDowZnMS4IY+OLcphQnMvYoTlakV+kH1PwEhGJoa62RPrXjx/N+cceOMdrX3Mr776/h3VVtayvqouEsupanltXTVNLJJCZwfBBmZHesaIcxhdH7scV5ZCdrr/SRfo6/V8qIhJD0WyJ1CYtJYkJxblMKM494HhTSyub3t8T9IwFt6pa/rp+B/taWtvfV1aQybiiHCYUR4YtxwXDltomSaTvUPASEYmxw9kSqaPU5CTGFeUyriiXczocb25pZfMHe1lfHfSOVdWyrqqOlze8377cBcCwvIxguHL/sOX4olzysxTIROJNwUtEpJ9KSU5izNAcxgzN4ezJ+4+3tDpbdu7d30NWVcv66jruf3XzAUOeRbnp7YFsXNH+eWSDstNCaI3IwKDgJSKSYCJXSmYzsjCbs44pbj/e2upU7Krn7eq6yDyyYNjyoWXvsWff/kA2JCctCGK5B/SUFWandbplkhaIFYmegpeIyACRlGSMGJzFiMFZzJm0f99Kd6eypmF/71hwleUjr1dQ29jc/r5BWantc8cmBBP7366u4yePr6GhWQvEikRDwUtEZIAzM0oLMiktyOSjE4a2H3d3qmsb26+yjMwlq+VP5ZXcV9/0oe95siKyVEZ9Uwvzl6xV8BLphIKXiIh0yswozsugOC+DU8cfGMi21zXydlUdn7rzlfbja3ftH4as2FXPC2/v4KQxhdpEXKQDBS8RETkkZkZRbgZFuRkHLBD71aNb+MXqyK8VA6648xWG5KRz7tRhzJteynFHDSJJIUwGuFCCl5m9C9QCLUCzu88Kow4RETkyHReITY6MNJKZmsxN500mNyOFReVbeeBv73HvS5sozc/gE9NLmTetlClleZ1O1BdJdGH2eM1x9x0hnl9ERI5QTwvEnjO1hLrGZp56s4rHyrfy6xc2csfzGxhZmMW8aaXMm17KxGG53ZxBJLFoqFFERI5ITwvE5qSntL+nZm8TS1ZvY1H5Vn659G3++9m3mVCcw7xppXxieimjh2THvwEicWTuHv+Tmm0EdgIO/K+739HJe64CrgIoLi6e+cADD8S0prq6OnJycmJ6jrAlehvVvv4v0duo9h2optFZVtXMK5XNrNsZWWl/VF4SJ5akcMKwZAozk2JV6mHTz7D/i0cb58yZs7yraVRhBa8yd68wsyLgSeBad3++q/fPmjXLly1bFtOali5dyumnnx7Tc4Qt0duo9vV/id5Gta9rlTX1/Km8kkXllax4bxcAs0YOYt70Us6ZOoyi3IzeK/QI6GfY/8WjjWbWZfAKZajR3SuC+2oz+wNwAtBl8BIRkcRWkp/Jl04dw5dOHcPm9/eyqHwri1Zs5XuPruamRas5aUwh86aXMnfyMG1pJP1a3IOXmWUDSe5eGzz+O+AH8a5DRET6pqMKs7hmzjiumTOO9VW1LCqv5LEVW7lx4Ur+7ZFVnDp+CPOml/KxY4rJzdBG39K/hNHjVQz8IbiMOAW4z90Xh1CHiIj0ceOLc/nmx3L5xlnjWb11N4vKt/LYikq++eAK0lKSOGNiEfOml3LGpCIy05LDLlekR3EPXu6+AZge7/OKiEj/ZWZMKctnSlk+N8ydxGubd/FY+Vb+VF7J4tXbyEpL5qyji5k3vZTTJgwhPUUhTPomLSchIiL9ipkxc+QgZo4cxHfOPYZXN37AovKtPLGykkdXbCU3I4W5kyOr5c8eW0hKct+7OlIGLgUvERHpt5KTjJPHFnLy2EJuOm8yL7y9g0UrKlm8ahsPLd9CYXYa50wdxrxppRw/arC2LJLQKXiJiEhCSE1O4vSJRZw+sYiGpik8t247j5VXsmB5Bf/38maK89L5RLBa/vTh+dqySEKh4CUiIgknIzWZsycP4+zJw9i7r5mn11SzaMVWfvvSJu7660ZGDM6MhLBppRxdkqsQJnGj4CUiIgktKy2FedMjPV27G5r48+oqFq3Yyh3Pb+C2pe8wdmg286aX8olppYwrSuxV2yV8Cl4iIjJg5GWkcvHM4Vw8czgf7NnHE6sqeWxFJf/59Hp+8dR6jinJC0JYCSMGZ4VdriQgBS8RERmQBmenccWJI7nixJFU7W7g8ZWVLFqxlZ8ufoufLn6LY0cUMG96KedOLeHlDe8zf8laLhtRy7dvfobrzp7IBTPKwm6C9EMKXiIiMuAV52XwhVNG84VTRvPeB3v5UxDCfvjYm/zosTcxg1aH6iFQsaueGxaUAyh8ySFT8BIREelgxOAsvvLRsXzlo2N5Z3sdF/zPC9Q2NAPw27cjvzYbmlv55oNv8Ku/bGBobjpFuekMzU1naE46Q3MzDjiWna5ftbKf/msQERHpwtihOdQFoQtg3lEtLNocWRW/1SM9ZdtrG3mrspYddY00t/qHviMrLbmTcJZOURDQ2m6F2Wla7HUAUPASERHpRmlBJhW76gGYkL8/WJUVZHL3549vf97a6uzcu4/tdY1sr22kendj++O229pttfy1dge7O4S5NmZQmJ3GkJz9YeyAcJaTTlFe5HFueoqWwOinFLxERES6cd3ZE7lx4Urqm1raj2WmJnPd2RMPeF9SklGYk05hTjqThnX/nQ1NLeyoa6S69sBg1v68rpEN2/ewvbaRfS2tH/p8ekrSgb1ouekMzcmIBLMOwW1ITjppKT33oj3yeoUuHogTBS8REZFutAWQ+UvWArWUFWQecTDJSE1m+KAshg/qfskKd6emvqnTYNZ2bOOOPby68QN27m3q9DsGZaUe1GuWcUA4W7mlhl88tY6G5lYYEbl44MaFKw9ou/QeBS8REZEeXDCjjAtmlLF06VKuveL0uJ3XzCjISqMgK43xxbndvndfcyvv7wmGODuEs+rahvaQtnzzTqp3N9LY/OFeNIA73orMX6tvauHbj6xke20jw/IzKMnPoDgvcoumB026puAlIiKSANJSkijJz6QkP7Pb97k7tY3N7WHssjtebn9tRLbz5q7I3LE9jS38+PE1H/r8kJw0huVnMCwvk2H56ZTkZ1KcFwlnkeMZupKzG/qTERERGUDMjLyMVPIyUhk7NIeyDhcPnDOilTd3RXq0SvMzeOLrp1G1u4HKmga21dSzraaRbbvrqaxpYMvOvSzb9AG7OhnizM1Iae8lKwnC2LD8zAOOFWSlDsgLBBS8REREBrCuLh64fu4k8jNTyc9MZUI3w5wNTS1sq4mEswNC2u4GttU0sK6qluraRvyglTbSU5Lae8iGdegti/ScZTIsL3JFZ3JSYoUzBS8REZEB7EgvHshITWbUkGxGDcnu8j1NLa1sr21sD2PbahrYFoS0qpoGXtu8k6qaD1/BmZxkFOWmt/eSHTykWZKfSVFeOhmpyT3W2Veu3FTwEhERGeBiffFAanISpQWZlBZ0Pf/M3flgz76Des4aDug5e37ddvbsa/nQZwdnp32o56ztooBheRks37STmxa9GenVC/nKTQUvERERCZ3Z/nXQppTld/m+2oam9mDW1mNW2aEn7Y33dvHBnn1dfn5jbWTosr6phflL1ip4iYiIiHQlNyOV3IxUxhV1P++sencjlcFcs6898Eb7a+nJ+yebbQ0uKognLcYhIiIiCSUjNZmjCrM4cUwh5x9bRlmHIc7SDmvWdjf0GSsKXiIiIpLQrjt7IpkHTcDvbNuneNBQo4iIiCS0WGz7dLgUvERERCThhbXt08E01CgiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInGi4CUiIiISJwpeIiIiInESSvAys7lmttbM3jazG8KoQURERCTe4h68zCwZ+B/gHOAY4HIzOybedYiIiIjEWxg9XicAb7v7BnffBzwAnB9CHSIiIiJxFUbwKgPe6/B8S3BMREREJKGlhF1AV8zsKuCq4Gmdma2N8SmHADtifI6wJXob1b7+L9HbqPb1f4nexkRvH8SnjSO7eiGM4FUBjOjwfHhw7ADufgdwR7yKMrNl7j4rXucLQ6K3Ue3r/xK9jWpf/5fobUz09kH4bQxjqPFvwHgzG21macBlwKMh1CEiIiISV3Hv8XL3ZjP7R2AJkAzc7e6r412HiIiISLyFMsfL3R8HHg/j3N2I27BmiBK9jWpf/5fobVT7+r9Eb2Oitw9CbqO5e5jnFxERERkwtGWQiIiISJwM+OBlZnebWbWZrQq7llgwsxFm9qyZvWlmq83sa2HX1NvMLMPMXjWzFUEbbwq7plgws2Qze93MHgu7lt5mZu+a2Uoze8PMloVdTyyYWYGZPWxmb5nZGjM7OeyaeouZTQx+dm233Wb29bDr6k1m9o3g75dVZna/mWWEXVNvM7OvBe1bnQg/v85+v5vZYDN70szWB/eD4l3XgA9ewD3A3LCLiKFm4J/d/RjgJOCaBNyiqRE4w92nA8cCc83spHBLiomvAWvCLiKG5rj7sQl8Kft/AovdfRIwnQT6Wbr72uBndywwE9gL/CHcqnqPmZUB/wTMcvcpRC4MuyzcqnqXmU0BriSyu8x04BNmNi7cqo7YPXz49/sNwNPuPh54OngeVwM+eLn788AHYdcRK+5e6e6vBY9rifxln1A7BXhEXfA0Nbgl1ORFMxsOnAvcGXYtcujMLB84DbgLwN33ufuuUIuKnTOBd9x9U9iF9LIUINPMUoAsYGvI9fS2o4FX3H2vuzcDzwEXhlzTEeni9/v5wL3B43uBC+JZEyh4DShmNgqYAbwScim9LhiGewOoBp5090Rr4y+A64HWkOuIFQf+bGbLg10rEs1oYDvw62C4+E4zyw67qBi5DLg/7CJ6k7tXAD8DNgOVQI27/zncqnrdKuBUMys0syzg4xy42HmiKHb3yuDxNqA43gUoeA0QZpYDLAC+7u67w66nt7l7SzDMMRw4Ieg2Twhm9gmg2t2Xh11LDH3E3Y8DziEyHH5a2AX1shTgOOA2d58B7CGEIY5YCxbFPg94KOxaelMwD+h8IgG6FMg2s0+HW1Xvcvc1wE+BPwOLgTeAljBrijWPLOsQ99ERBa8BwMxSiYSu37n7wrDriaVg+OZZEmve3inAeWb2LvAAcIaZ/V+4JfWuoEcBd68mMjfohHAr6nVbgC0demIfJhLEEs05wGvuXhV2Ib3sLGCju2939yZgITA75Jp6nbvf5e4z3f00YCewLuyaYqDKzEoAgvvqeBeg4JXgzMyIzCtZ4+4/D7ueWDCzoWZWEDzOBD4GvBVqUb3I3W909+HuPorIMM4z7p4w/9o2s2wzy217DPwdkWGPhOHu24D3zGxicOhM4M0QS4qVy0mwYcbAZuAkM8sK/k49kwS6OKKNmRUF90cRmd91X7gVxcSjwOeCx58D/hjvAkJZub4vMbP7gdOBIWa2Bfieu98VblW96hTgM8DKYA4UwL8GuwckihLgXjNLJvKPiQfdPeGWXEhgxcAfIr/PSAHuc/fF4ZYUE9cCvwuG4zYAXwi5nl4VhOaPAV8Ou5be5u6vmNnDwGtErhR/ncRc4X2BmRUCTcA1/f0CkM5+vwM3Aw+a2ReBTcAn416XVq4XERERiQ8NNYqIiIjEiYKXiIiISJwoeImIiIjEiYKXiIiISJwoeImIiIjEiYKXiHTLzNzMbu3w/F/M7Pu99N33mNnFvfFdPZznEjNbY2bPxvpcYTOzfw27BhHpmoKXiPSkEbjQzIaEXUhHwWbF0foicKW7z4lVPX2IgpdIH6bgJSI9aSayWOQ3Dn7h4B4rM6sL7k83s+fM7I9mtsHMbjazK8zsVTNbaWZjO3zNWWa2zMzWBftStm16Pt/M/mZm5Wb25Q7f+xcze5ROVn43s8uD719lZj8Njn0X+Ahwl5nN7+Qz3wo+s8LMbg6OHWtmLwfn/kOwVx9mttTM/iOod42ZHW9mC81svZn9KHjPKDN7y8x+F7zn4WDTYczszGCT7JVmdreZpQfH3zWzm8zsteC1ScHx7OB9rwafOz84/vngvIuDc98SHL8ZyDSzN8zsd4fwMxaROFHwEpFo/A9whZnlH8JnpgNfAY4msnvCBHc/AbiTyCrubUYR2ZvxXOB2M8sg0kNV4+7HA8cDV5rZ6OD9xwFfc/cJHU9mZqVENvk9AzgWON7MLnD3HwDLgCvc/bqDPnMOkc2PT3T36cAtwUu/Ab7l7tOAlURWvG6zz91nAbcT2W7kGmAK8Plg1W+AicAv3f1oYDdwddCue4BL3X0qkVX6v9rhe3cEG4XfBvxLcOzbRLaIOgGYA8wPVognaOOlwFTgUjMb4e43APXufqy7X4GI9DkKXiLSI3ffTSSM/NMhfOxv7l7p7o3AO8Cfg+MriYStNg+6e6u7ryeylc4kIvs1fjbY5uoVoBAYH7z/VXff2Mn5jgeWBhsZNwO/A07rocazgF+7+96gnR8E4bLA3Z8L3nPvQd/zaId2rO7Qxg3AiOC199z9heDx/xHpcZtIZKPlto2HD/7etg3sl7P/z+fvgBuCP4elQAZwVPDa0+5e4+4NRHr/RvbQVhHpAwb8Xo0iErVfENmr7tcdjjUT/APOzJKAtA6vNXZ43NrheSsH/t1z8L5lDhhwrbsv6fiCmZ0O7Dmc4ntRx3Yc3Ma2dnXWpmi/t6XD9xhwkbuv7fhGMzvxoHN3/IyI9GHq8RKRqLj7B8CDRIYB27wLzAwenwekHsZXX2JmScG8rzHAWmAJ8FUzSwUwswkdhti68irwUTMbEmyYfjnwXA+feRL4Qoc5WIPdvQbYaWanBu/5TBTfc7CjzOzk4PGngL8G7RplZuMO4XuXANeaRXYQN7MZUZy7qe3PTUT6HgUvETkUtwIdr278FZGwswI4mcPrjdpMJDQ9AXwlGDq7k8jw2Wtmtgr4X3ro0XH3SuAG4FlgBbDc3f/Yw2cWExk6XBYM57XNrfockflU5UTmUv3gENu0FrjGzNYAg4DbgnZ9AXjIzFYS6SG7vYfv+SGRMFtuZquD5z25I3i/JteL9EHmHk0PuIiIRMPMRgGPufuUsGsRkb5HPV4iIiIicaIeLxEREZE4UY+XiIiISJwoeImIiIjEiYKXiIiISJwoeImIiIjEiYKXiIiISJwoeImIiIjEyf8H8WMLTXurHTwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pca = PCA(n_components=N_COMPONENTS)\n",
    "pca.fit(descriptors)\n",
    "\n",
    "explained_variance_percent = pca.explained_variance_ratio_ * 100\n",
    "component_number = np.arange(1, N_COMPONENTS+1)\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "plt.plot(component_number, explained_variance_percent)\n",
    "plt.scatter(component_number, explained_variance_percent)\n",
    "plt.xticks(component_number)\n",
    "plt.xlabel('Number of component')\n",
    "plt.ylabel('Explained variance, %')\n",
    "plt.ylim(0, 25)\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c91f8a4c-b3bc-45f3-b666-7ff2cf5d1293",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Hydrophobicity</th>\n",
       "      <th>Steric_properties</th>\n",
       "      <th>Electronic_properties</th>\n",
       "      <th>Structure</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2.418461</td>\n",
       "      <td>2.360730</td>\n",
       "      <td>1.540760</td>\n",
       "      <td>1.751178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.433404</td>\n",
       "      <td>2.178010</td>\n",
       "      <td>1.673390</td>\n",
       "      <td>1.741531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.188148</td>\n",
       "      <td>1.028761</td>\n",
       "      <td>1.758966</td>\n",
       "      <td>1.069845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.677000</td>\n",
       "      <td>1.267009</td>\n",
       "      <td>1.184442</td>\n",
       "      <td>0.997942</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.073367</td>\n",
       "      <td>1.163111</td>\n",
       "      <td>1.379540</td>\n",
       "      <td>0.898704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.364441</td>\n",
       "      <td>0.915929</td>\n",
       "      <td>1.144969</td>\n",
       "      <td>1.030192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.616561</td>\n",
       "      <td>0.963826</td>\n",
       "      <td>0.995106</td>\n",
       "      <td>1.153825</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.555599</td>\n",
       "      <td>0.430114</td>\n",
       "      <td>1.175684</td>\n",
       "      <td>0.884266</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0.368761</td>\n",
       "      <td>0.360807</td>\n",
       "      <td>0.673941</td>\n",
       "      <td>0.961607</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.375885</td>\n",
       "      <td>0.288691</td>\n",
       "      <td>0.474327</td>\n",
       "      <td>0.848898</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Hydrophobicity  Steric_properties  Electronic_properties  Structure\n",
       "0        2.418461           2.360730               1.540760   1.751178\n",
       "1        1.433404           2.178010               1.673390   1.741531\n",
       "2        1.188148           1.028761               1.758966   1.069845\n",
       "3        1.677000           1.267009               1.184442   0.997942\n",
       "4        1.073367           1.163111               1.379540   0.898704\n",
       "5        0.364441           0.915929               1.144969   1.030192\n",
       "6        0.616561           0.963826               0.995106   1.153825\n",
       "7        0.555599           0.430114               1.175684   0.884266\n",
       "8        0.368761           0.360807               0.673941   0.961607\n",
       "9        0.375885           0.288691               0.474327   0.848898"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Is square root necessary here???\n",
    "\n",
    "components = pd.DataFrame(pca.components_ * pca.explained_variance_[:,None]**0.5, columns=descriptor_names)    # Considering components length\n",
    "components_properties = pd.DataFrame(index=components.index, columns=index_nature.columns)\n",
    "\n",
    "for prop in index_nature.columns:\n",
    "    prop_columns = descriptor_names[np.hstack((index_nature[prop], index_nature[prop]))]\n",
    "    prop_df = components[prop_columns]\n",
    "    components_properties.loc[:,prop] = np.linalg.norm(prop_df, axis=1)\n",
    "    \n",
    "# Normalization by the contribution to the overall variation (if needed) \n",
    "# components_properties /= components_properties.sum(axis=1).values[:,None]\n",
    "\n",
    "components_properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "8d26762b-f556-4c28-b0e9-8207e0d85ad2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib.lines import Line2D\n",
    "\n",
    "plt.figure(figsize=(15,10))\n",
    "plt.xticks(component_number)\n",
    "plt.yticks([])\n",
    "\n",
    "bottom = np.zeros(N_COMPONENTS)\n",
    "custom_lines = []\n",
    "i = 0\n",
    "for prop in index_nature.columns:\n",
    "    layer_heigth = components_properties[prop] #* explained_variance_percent\n",
    "    plt.bar(component_number, layer_heigth, bottom=bottom, edgecolor='white', width=0.7, color=f'C{i}')\n",
    "    custom_lines.append(Line2D([0], [0], color=f'C{i}', lw=4))\n",
    "    bottom += layer_heigth\n",
    "    i += 1\n",
    "    \n",
    "plt.legend(custom_lines[::-1], index_nature.columns[::-1], fontsize=20)\n",
    "plt.title('Components property composition', fontsize=20)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8978b357-6047-45be-8c88-2397f6e9b655",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Correlation analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "12b7b0fb-9d63-4d50-9070-432972aa8617",
   "metadata": {},
   "outputs": [],
   "source": [
    "def pairwise_correlation_of_indices(df, cdr3_indices, peptide_indices, method='pearson'):\n",
    "    return (df[np.hstack((cdr3_indices, peptide_indices))]\n",
    "            .corr(method=method)\n",
    "            .loc[cdr3_indices, peptide_indices])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "1f11d76a-6927-445d-b512-7b77e1f824c7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def m(x, w):\n",
    "    \"\"\"Weighted Mean\"\"\"\n",
    "    return np.sum(x * w) / np.sum(w)\n",
    "\n",
    "def cov(x, y, w):\n",
    "    \"\"\"Weighted Covariance\"\"\"\n",
    "    return np.sum(w * (x - m(x, w)) * (y - m(y, w))) / np.sum(w)\n",
    "\n",
    "def corr_w(x, y, w):\n",
    "    \"\"\"Weighted Correlation\"\"\"\n",
    "    return cov(x, y, w) / np.sqrt(cov(x, x, w) * cov(y, y, w))\n",
    "\n",
    "def pairwise_correlation_of_indices_weighted(df, cdr3_indices, peptide_indices, \n",
    "                                             weights='weights'):\n",
    "    corr_df = pd.DataFrame(index=cdr3_indices, columns=peptide_indices, dtype=np.float32)\n",
    "    W = df[weights]\n",
    "    for cdr_ind in cdr3_indices:\n",
    "        for pep_ind in peptide_indices:\n",
    "            corr_df.loc[cdr_ind, pep_ind] = corr_w(\n",
    "                df[cdr_ind],\n",
    "                df[pep_ind],\n",
    "                df[weights]\n",
    "            )\n",
    "    \n",
    "    return corr_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "01432ea3-fe49-4538-bc4b-41150933e715",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def corr_analysis(contacts_df, index_nature=None, is_weighted=False, text_size=25, figscale=1):\n",
    "    if index_nature is None:\n",
    "        index_nature = pd.DataFrame(index=index_names)\n",
    "        index_nature[''] = True\n",
    "        figscale = 2\n",
    "        \n",
    "        \n",
    "    corr_count_func = pairwise_correlation_of_indices_weighted if is_weighted else pairwise_correlation_of_indices\n",
    "\n",
    "    fig, ax = plt.subplots(4, index_nature.columns.size + 1,\n",
    "                           figsize=np.array((index_nature.columns.size*7 + 0.2, 11.2)) * figscale,\n",
    "                           gridspec_kw={'width_ratios': [7]*index_nature.columns.size + [0.2],\n",
    "                                        'height_ratios': [0.1, 7, 4, 0.1]})\n",
    "\n",
    "    corr_list = []\n",
    "    max_corr = 0\n",
    "    print(f'\\t\\tMAX VALUES\\n{\"Property\":<22}\\tCDR3\\tPeptide\\tR^2')\n",
    "    print('-'*45)\n",
    "    for prop in index_nature.columns:\n",
    "        corr_list.append(corr_count_func(\n",
    "            contacts_df,\n",
    "            cdr3_indices[index_nature[prop]],\n",
    "            peptide_indices[index_nature[prop]],\n",
    "        ))\n",
    "        max_corr = max(max_corr, corr_list[-1].abs().max().max())\n",
    "        ind, max_r2 = get_df_max_index(corr_list[-1]**2)\n",
    "        ind_cdr = ind[0].split('.')[1]\n",
    "        ind_pept = ind[1].split('.')[1]\n",
    "        print(f'{prop:<22}\\t{ind_cdr}\\t{ind_pept}\\t{max_r2:.3f}')\n",
    "    \n",
    "    i = 0\n",
    "    for prop in index_nature.columns:\n",
    "        corr = corr_list[i]\n",
    "        # print(f'{prop}:\\t{(corr**2).max():.3f}')\n",
    "        ax_prop = ax[:,i]\n",
    "        ax_prop[0].text(0.5, 0, \n",
    "                        prop,\n",
    "                        horizontalalignment='center',\n",
    "                        verticalalignment='center',\n",
    "                        fontsize=text_size,\n",
    "                       )\n",
    "        \n",
    "        ax_prop[0].set_axis_off()\n",
    "\n",
    "        corr_values = corr.values.flatten()\n",
    "        N = corr_values.size\n",
    "\n",
    "        t_stats = corr_values * np.sqrt((N - 2) / (1 - corr_values**2))\n",
    "        corr_p_values = 1 - sts.t.cdf(np.abs(t_stats), N-2)\n",
    "\n",
    "\n",
    "        # print(prop)\n",
    "        # alpha=0.05\n",
    "        # print('Sign:', multipletests(corr_p_values, alpha/2)[0].mean())\n",
    "        # print(corr_values.min(), corr_values.max())\n",
    "        # print()\n",
    "\n",
    "        sns.heatmap(corr**2, vmin=0, vmax=max_corr**2, square=True, \n",
    "                    ax=ax_prop[1], cbar_ax=ax[1,-1])\n",
    "        ax_prop[1].set_title(\"Pearson's R^2\" + (\" weighted by contact energy\" if is_weighted else \"\"))\n",
    "        ax_prop[1].tick_params(axis='x', rotation=90)\n",
    "\n",
    "        sns.histplot(corr.values.flatten(), bins=index_nature[prop].sum(), ax=ax_prop[2])\n",
    "        ax_prop[2].set_title('Pearson correlation coefficients distribution')\n",
    "\n",
    "        ax_prop[3].text(0.5, 1, \n",
    "                        f'Shapiro-Wilk Test p-value = {shapiro(corr.values.flatten())[1]:.3f}',\n",
    "                        horizontalalignment='center',\n",
    "                        verticalalignment='center',\n",
    "                        fontsize=text_size-5,\n",
    "                       )\n",
    "        ax_prop[3].set_axis_off()\n",
    "\n",
    "        i += 1\n",
    "\n",
    "    ax[0,-1].set_axis_off()\n",
    "    ax[2,-1].set_axis_off()\n",
    "    ax[3,-1].set_axis_off()\n",
    "\n",
    "    # fig.tight_layout()\n",
    "    plt.subplots_adjust(left=0.1,\n",
    "                        bottom=0.02, \n",
    "                        right=0.9, \n",
    "                        top=0.9, \n",
    "                        wspace=0.4, \n",
    "                        hspace=0.4)\n",
    "    plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "800a8975-771f-4211-9db2-e33d184254c3",
   "metadata": {},
   "outputs": [],
   "source": [
    "contacts = contacts_grouped # contacts_filtered"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6b69fa5-a78b-496f-93ab-d6b64fe19687",
   "metadata": {},
   "source": [
    "## Unweighted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "76b2b932-5472-4ab3-b64c-64deff36756f",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tMAX VALUES\n",
      "Property              \tCDR3\tPeptide\tR^2\n",
      "---------------------------------------------\n",
      "                      \tF2\tVHSE8\t0.117\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1036.8x1612.8 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_analysis(contacts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7a98a80e-38e1-49ad-927a-00666d9917d5",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tMAX VALUES\n",
      "Property              \tCDR3\tPeptide\tR^2\n",
      "---------------------------------------------\n",
      "Hydrophobicity        \tF1\tVHSE1\t0.047\n",
      "Steric_properties     \tVHSE4\tatcley\t0.056\n",
      "Electronic_properties \tVHSE7\tVHSE8\t0.087\n",
      "Structure             \tF2\tKF8\t0.090\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2030.4x806.4 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_analysis(contacts, index_nature)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "77f7e6c1-f666-4e96-b381-4eb2c6ccec1c",
   "metadata": {},
   "source": [
    "## Weighted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "dc27b27b-e496-4297-b5de-b9099223142d",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tMAX VALUES\n",
      "Property              \tCDR3\tPeptide\tR^2\n",
      "---------------------------------------------\n",
      "                      \tVHSE5\tPP3\t0.591\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1036.8x1612.8 with 8 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_analysis(contacts, is_weighted=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "cdeabc47-c803-4bfc-9df2-52ff3827fe92",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t\tMAX VALUES\n",
      "Property              \tCDR3\tPeptide\tR^2\n",
      "---------------------------------------------\n",
      "Hydrophobicity        \tZ1\tVHSE1\t0.505\n",
      "Steric_properties     \tBlos1\tBlos1\t0.467\n",
      "Electronic_properties \tVHSE5\tZ3\t0.461\n",
      "Structure             \tBlos1\tBlos1\t0.467\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2030.4x806.4 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_analysis(contacts, index_nature, is_weighted=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "88bf2f61-01ec-4445-833f-523f2dbe5cad",
   "metadata": {
    "tags": []
   },
   "source": [
    "# Substitutions in important positions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c675751e-ffe8-422e-bf51-ec6ec315b14e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "original_structures = pd.read_csv('normal_pdbs_CDR3_contacts_energy_RIN_descriptors.csv')\n",
    "original_structures = original_structures[\n",
    "    (original_structures['complex.species'] == 'Human')\n",
    "    & (original_structures['mhc.type'] == 'MHCI')\n",
    "    & (original_structures['energy.type'] == ENERGY_TYPE)\n",
    "]\n",
    "original_structures['pdb_id'] = [s[:s.find('_')] for s in original_structures['pdb.id']]\n",
    "original_structures.reset_index(inplace=True)\n",
    "original_structures.rename(columns={'index': '_index'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a4dabac2-1571-4722-b786-9c932408c915",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Grouping\n",
    "grouping_params = ['pdb_id', 'chain.type']\n",
    "filtering_feature = ('byres.energy', 'min.distance')[0]\n",
    "\n",
    "grouping_index = original_structures.groupby(grouping_params, as_index=False).min(filtering_feature)['_index']\n",
    "reset_index(original_structures, original_structures['_index'])\n",
    "\n",
    "best_contacts = original_structures.loc[grouping_index]\n",
    "# best_contacts.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "1bc2648f-4fae-4e2a-a48e-08ecdba3bc38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "101 mutations out of 376 occurred in the most energetically advantageous positions.\n",
      "It is 26.9%\n"
     ]
    }
   ],
   "source": [
    "mutations = contacts_grouped\n",
    "# mutations = contacts_filtered\n",
    "\n",
    "best_contacts['tcr_position'] = best_contacts['resid.tcr']\n",
    "mutations['tcr_position'] = mutations['resid.mutation']\n",
    "\n",
    "merged_best_contacts = pd.merge(\n",
    "     mutations, best_contacts, how='left', on=['pdb_id', 'chain.type', 'tcr_position']\n",
    ")\n",
    "\n",
    "collisions = ~merged_best_contacts['_index_y'].isna()\n",
    "print(f'{collisions.sum()} mutations out of {collisions.size} occurred in the most energetically advantageous positions.')\n",
    "print(f'It is {collisions.mean()*100:.1f}%')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "96eb31fa-c023-43c3-8874-c3527c43c893",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "substitutions = merged_best_contacts.loc[collisions, ['resname.tcr_x', 'resname.tcr_y']]\n",
    "\n",
    "# checking for synonymous substitutions\n",
    "(substitutions['resname.tcr_x'] == substitutions['resname.tcr_y']).sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "839141f2-354c-4d3d-8545-51a29b41d755",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import blosum as bl\n",
    "\n",
    "blosum_matrix = bl.BLOSUM(62)\n",
    "sns.histplot([blosum_matrix[sub.sum()] for sub in substitutions.values])\n",
    "plt.xlabel('BLOSUM_62 index')\n",
    "plt.title('BLOSUM_62 indices of\\nsubstitutions in important positions', fontsize=18)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}