docs/notebooks/charge-scaling.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "445574d4",
   "metadata": {},
   "source": [
    "# MthK with charge-scaling\n",
    "In this example, we will compute the permeation cycles and mean first passage time (MFPT) of the associated permeation steps in MthK pore with charges of ions and non-main chain atoms of the SF rescaled by a factor of 0.7. The charge-scaling increases the conductance significantly.\n",
    "\n",
    "After downloading necessary files with download_charge_scaling(), the current directory should contain this Jupyter notebook **charge-scaling.ipynb**, a coordinate file **MthK.pdb** and three directories **traj-0**, **traj-1**, and **traj-2**. Each directory contains a 5-ns trajectory of MthK."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f807a81e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/clam/softs/anaconda3/envs/kperm/lib/python3.11/site-packages/MDAnalysis/topology/TPRParser.py:160: DeprecationWarning: 'xdrlib' is deprecated and slated for removal in Python 3.13\n",
      "  import xdrlib\n"
     ]
    }
   ],
   "source": [
    "import kperm as kp\n",
    "from kperm.examples import download_charge_scaling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "2134e6a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MthK.pdb exists, will not download it.\n",
      "traj-0/traj-0.xtc exists, will not download it.\n",
      "traj-1/traj-1.xtc exists, will not download it.\n",
      "traj-2/traj-2.xtc exists, will not download it.\n",
      "Finished downloading MthK.pdb and trajectories.\n"
     ]
    }
   ],
   "source": [
    "download_charge_scaling()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2d41029",
   "metadata": {},
   "source": [
    "## Define Channel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1defde78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Coordinate is set to:\n",
      "\t MthK.pdb\n",
      "Trajectories are set to:\n",
      "\t traj-0/traj-0.xtc\n",
      "\t traj-1/traj-1.xtc\n",
      "\t traj-2/traj-2.xtc\n"
     ]
    }
   ],
   "source": [
    "mthk = kp.Channel()\n",
    "mthk.set_coord(\"MthK.pdb\")\n",
    "mthk.set_trajs([f\"traj-{i}/traj-{i}.xtc\" for i in range(3)])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ca1df39",
   "metadata": {},
   "source": [
    "## Identify SF\n",
    "Check if the atoms representing the SF are identified correctly."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "33095b34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "idx\tlayer\tchain\tresid\tresname\tname\n",
      "728\t0\t0\t63\tGLY\tO\n",
      "2031\t0\t1\t63\tGLY\tO\n",
      "3334\t0\t2\t63\tGLY\tO\n",
      "4637\t0\t3\t63\tGLY\tO\n",
      "721\t1\t0\t62\tTYR\tO\n",
      "2024\t1\t1\t62\tTYR\tO\n",
      "3327\t1\t2\t62\tTYR\tO\n",
      "4630\t1\t3\t62\tTYR\tO\n",
      "700\t2\t0\t61\tGLY\tO\n",
      "2003\t2\t1\t61\tGLY\tO\n",
      "3306\t2\t2\t61\tGLY\tO\n",
      "4609\t2\t3\t61\tGLY\tO\n",
      "693\t3\t0\t60\tVAL\tO\n",
      "1996\t3\t1\t60\tVAL\tO\n",
      "3299\t3\t2\t60\tVAL\tO\n",
      "4602\t3\t3\t60\tVAL\tO\n",
      "677\t4\t0\t59\tTHR\tO\n",
      "1980\t4\t1\t59\tTHR\tO\n",
      "3283\t4\t2\t59\tTHR\tO\n",
      "4586\t4\t3\t59\tTHR\tO\n",
      "670\t5\t0\t59\tTHR\tOG1\n",
      "1973\t5\t1\t59\tTHR\tOG1\n",
      "3276\t5\t2\t59\tTHR\tOG1\n",
      "4579\t5\t3\t59\tTHR\tOG1\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/clam/softs/anaconda3/envs/kperm/lib/python3.11/site-packages/MDAnalysis/topology/PDBParser.py:328: UserWarning: Element information is missing, elements attribute will not be populated. If needed these can be guessed using MDAnalysis.topology.guessers.\n",
      "  warnings.warn(\"Element information is missing, elements attribute \"\n"
     ]
    }
   ],
   "source": [
    "mthk.detect_sf()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c628b10",
   "metadata": {},
   "source": [
    "## Compute Ion Occupation States"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "c6f96482",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reading coordinate MthK.pdb\n",
      "Reading trajectory traj-0/traj-0.xtc\n",
      "Finished processing frame 0 / 251 \n",
      "=================================\n",
      "Total time: 5.000 ns\n",
      "dt: 0.0200 ns\n",
      "Number of K+: 148\n",
      "Number of water: 7272\n",
      "\n",
      "Number of upward ion permeation events (cross) = 22\n",
      "Number of downward ion permeation events (cross) = 18\n",
      "Number of net ion permeation events (cross) = 4\n",
      "Number of upward water permeation events (cross) = 0\n",
      "Number of downward water permeation events (cross) = 0\n",
      "Number of net water permeation events (cross) = 0\n",
      "K+ current (cross) = 128.16 pA\n",
      "\n",
      "Number of net ion permeation events (jump) = 3\n",
      "Number of net water permeation events (jump) = 0\n",
      "K+ current (jump) = 96.12 pA\n",
      "\n",
      "Results saved to /home/clam/projects/Markov/softs/KPerm/docs/notebooks/traj-0/kperm.csv\n",
      "Log saved to /home/clam/projects/Markov/softs/KPerm/docs/notebooks/traj-0/kperm.log\n",
      "=================================\n",
      "Total execution time: 2.03477 s\n",
      "\n",
      "\n",
      "Reading coordinate MthK.pdb\n",
      "Reading trajectory traj-1/traj-1.xtc\n",
      "Finished processing frame 0 / 251 \n",
      "=================================\n",
      "Total time: 5.000 ns\n",
      "dt: 0.0200 ns\n",
      "Number of K+: 148\n",
      "Number of water: 7272\n",
      "\n",
      "Number of upward ion permeation events (cross) = 26\n",
      "Number of downward ion permeation events (cross) = 21\n",
      "Number of net ion permeation events (cross) = 5\n",
      "Number of upward water permeation events (cross) = 0\n",
      "Number of downward water permeation events (cross) = 0\n",
      "Number of net water permeation events (cross) = 0\n",
      "K+ current (cross) = 160.2 pA\n",
      "\n",
      "Number of net ion permeation events (jump) = 5\n",
      "Number of net water permeation events (jump) = 0\n",
      "K+ current (jump) = 160.2 pA\n",
      "\n",
      "Results saved to /home/clam/projects/Markov/softs/KPerm/docs/notebooks/traj-1/kperm.csv\n",
      "Log saved to /home/clam/projects/Markov/softs/KPerm/docs/notebooks/traj-1/kperm.log\n",
      "=================================\n",
      "Total execution time: 1.99405 s\n",
      "\n",
      "\n",
      "Reading coordinate MthK.pdb\n",
      "Reading trajectory traj-2/traj-2.xtc\n",
      "Finished processing frame 0 / 251 \n",
      "=================================\n",
      "Total time: 5.000 ns\n",
      "dt: 0.0200 ns\n",
      "Number of K+: 148\n",
      "Number of water: 7272\n",
      "\n",
      "Number of upward ion permeation events (cross) = 36\n",
      "Number of downward ion permeation events (cross) = 30\n",
      "Number of net ion permeation events (cross) = 6\n",
      "Number of upward water permeation events (cross) = 0\n",
      "Number of downward water permeation events (cross) = 0\n",
      "Number of net water permeation events (cross) = 0\n",
      "K+ current (cross) = 192.24 pA\n",
      "\n",
      "Number of net ion permeation events (jump) = 6\n",
      "Number of net water permeation events (jump) = 0\n",
      "K+ current (jump) = 192.24 pA\n",
      "\n",
      "Results saved to /home/clam/projects/Markov/softs/KPerm/docs/notebooks/traj-2/kperm.csv\n",
      "Log saved to /home/clam/projects/Markov/softs/KPerm/docs/notebooks/traj-2/kperm.log\n",
      "=================================\n",
      "Total execution time: 1.96749 s\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "# with perm_details=True, details including ions and water in SF and permeation events can be found \n",
    "# in the directories where trajectories are stored (shared with kperm.log and kperm.csv)\n",
    "#\n",
    "# k_in_sf.dat\n",
    "# (frame number) (atom index) (z-coordinate) (binding site)\n",
    "#\n",
    "# kperm_up.dat\n",
    "# (frame number) (atom index)\n",
    "\n",
    "mthk.run(perm_details=True, perm_count=['cross', 'jump'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c28bf81",
   "metadata": {},
   "source": [
    "## Load and Compute Statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "4993bed4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loading results from traj-0/kperm ... permeation counts based on jumps are used.\n",
      "loading results from traj-1/kperm ... permeation counts based on jumps are used.\n",
      "loading results from traj-2/kperm ... permeation counts based on jumps are used.\n",
      "Loading finished.\n",
      "==============================\n",
      "K+ Current (pA): 149.520\t96.120 - 181.560\n",
      "current (pA): [ 96.12 160.2  192.24]\n",
      "number of k permeation events: [3, 5, 6]\n",
      "number of water permeation events: [0, 0, 0]\n",
      "total time (ns): [5. 5. 5.]\n",
      "dt (ns): [0.02 0.02 0.02]\n",
      "coordinate:\n",
      "\tMthK.pdb\n",
      "trajectories:\n",
      "\ttraj-0/traj-0.xtc\n",
      "\ttraj-1/traj-1.xtc\n",
      "\ttraj-2/traj-2.xtc\n",
      "==============================\n"
     ]
    }
   ],
   "source": [
    "mthk.load([f\"traj-{i}\" for i in range(3)])\n",
    "mthk.compute_stats()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "67d9218d",
   "metadata": {},
   "source": [
    "## Show Statistics\n",
    "Time, time step, current, and probability of ion occupation states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "1acc3481",
   "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",
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       "    }\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>T (ns)</th>\n",
       "      <th>dt (ns)</th>\n",
       "      <th>current (pA)</th>\n",
       "      <th>WKKKKW</th>\n",
       "      <th>WKK0KC</th>\n",
       "      <th>WKK0KW</th>\n",
       "      <th>WKKKKC</th>\n",
       "      <th>WKKKWC</th>\n",
       "      <th>KKK0KC</th>\n",
       "      <th>KK0KKW</th>\n",
       "      <th>...</th>\n",
       "      <th>0KKKWC</th>\n",
       "      <th>0KK0KC</th>\n",
       "      <th>0KKKKC</th>\n",
       "      <th>CKKKKW</th>\n",
       "      <th>KKKKKW</th>\n",
       "      <th>CKKKWC</th>\n",
       "      <th>KK0KKK</th>\n",
       "      <th>WKK0KK</th>\n",
       "      <th>0KKK0W</th>\n",
       "      <th>0KK0KW</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>96.12</td>\n",
       "      <td>0.334661</td>\n",
       "      <td>0.095618</td>\n",
       "      <td>0.087649</td>\n",
       "      <td>0.047809</td>\n",
       "      <td>0.055777</td>\n",
       "      <td>0.043825</td>\n",
       "      <td>0.067729</td>\n",
       "      <td>...</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.007968</td>\n",
       "      <td>0.007968</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>160.20</td>\n",
       "      <td>0.187251</td>\n",
       "      <td>0.195219</td>\n",
       "      <td>0.151394</td>\n",
       "      <td>0.047809</td>\n",
       "      <td>0.023904</td>\n",
       "      <td>0.031873</td>\n",
       "      <td>0.031873</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.003984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5.0</td>\n",
       "      <td>0.02</td>\n",
       "      <td>192.24</td>\n",
       "      <td>0.091633</td>\n",
       "      <td>0.159363</td>\n",
       "      <td>0.151394</td>\n",
       "      <td>0.059761</td>\n",
       "      <td>0.071713</td>\n",
       "      <td>0.075697</td>\n",
       "      <td>0.027888</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011952</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.007968</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003984</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   T (ns)  dt (ns)  current (pA)    WKKKKW    WKK0KC    WKK0KW    WKKKKC   \n",
       "0     5.0     0.02         96.12  0.334661  0.095618  0.087649  0.047809  \\\n",
       "1     5.0     0.02        160.20  0.187251  0.195219  0.151394  0.047809   \n",
       "2     5.0     0.02        192.24  0.091633  0.159363  0.151394  0.059761   \n",
       "\n",
       "     WKKKWC    KKK0KC    KK0KKW  ...    0KKKWC    0KK0KC    0KKKKC    CKKKKW   \n",
       "0  0.055777  0.043825  0.067729  ...  0.003984  0.007968  0.007968  0.000000  \\\n",
       "1  0.023904  0.031873  0.031873  ...  0.000000  0.003984  0.000000  0.003984   \n",
       "2  0.071713  0.075697  0.027888  ...  0.011952  0.003984  0.003984  0.003984   \n",
       "\n",
       "     KKKKKW    CKKKWC    KK0KKK    WKK0KK    0KKK0W    0KK0KW  \n",
       "0  0.000000  0.000000  0.000000  0.000000  0.000000  0.000000  \n",
       "1  0.000000  0.003984  0.000000  0.003984  0.003984  0.003984  \n",
       "2  0.007968  0.000000  0.003984  0.000000  0.000000  0.000000  \n",
       "\n",
       "[3 rows x 36 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mthk.stats"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13afab98",
   "metadata": {},
   "source": [
    "## Find Permeation Cycles\n",
    "Since WKKKKW has the highest probability, so we try to find cycles that start and end in WKKKKW."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b1f2c4f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Trajectory 0\n",
      "Number of permeation events: 3\n",
      "Number of identified cycles: 4 \t133.33%\n",
      "\n",
      "Trajectory 1\n",
      "Number of permeation events: 5\n",
      "Number of identified cycles: 5 \t100.00%\n",
      "\n",
      "Trajectory 2\n",
      "Number of permeation events: 6\n",
      "Number of identified cycles: 5 \t83.33%\n",
      "\n",
      "Total number of permeation events: 14\n",
      "Total number of identified cycles: 14\t 100.000%\n",
      "\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mthk.find_cycle('WKKKKW')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fcb5525d",
   "metadata": {},
   "source": [
    "Sometimes the number of identified cycles is larger than the number of permeation events. It is normal as WKKKKW is not necessary the configuration for the first frame. For example, ions may move \"backward¨ to form WKKKKW, then move forward to complete a cycle of WKKKKW. Even though a cycle has been complete, there isn't a net flow ion of +1 charge during this cycle due to the previously backward movement of ions.\n",
    "\n",
    "Let's see all identified cycles."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "890fc78f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All cycles:\n",
      " [[array(['WKKKKW', 'KK0KKW', 'WK0KKW', 'WKK0KC', 'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'KK0KKW', 'CK0KKW', 'CKK0KW', 'WK0KKW', 'WKK0KW',\n",
      "       'WK0KKC', 'WKK0KC', 'CKK0KC', 'CK0KKC', 'KK0KKC', 'KKK0KC',\n",
      "       'WKKKKC', 'C0KKKC', 'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'KK0KKW', 'WKK0KC', 'WKK0KW', 'WKKKWW', 'WKKKWC',\n",
      "       'WKKK0C', 'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'WKKKKC', 'KKK0KC', 'CK0KKC', 'CKK0KC', 'WKK0KC',\n",
      "       'K0KKKW', 'KK0KKW', 'C0KKKW', 'WKKKKW'], dtype='<U6')], [array(['WKKKKW', '0KKKKW', 'K0KKKW', 'KK0KKW', 'KKK0KC', 'WKK0KC',\n",
      "       'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'WKKKKC', 'K0KKKC', 'KK0KKW', 'K0KKKW', 'CK0KKW',\n",
      "       'KKK0KC', 'WKK0KC', 'WKKK0C', 'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'CKK0KW', 'WKK0KC', 'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'KK0KKW', 'KKK0KC', 'WKKKKC', 'KK0KKC', 'KKK0KW',\n",
      "       'WK0KKW', 'WKK0KW', 'WKKKWW', 'WKKKWC', 'WKKK0C', 'WKKKKW'],\n",
      "      dtype='<U6'), array(['WKKKKW', 'WKKKKC', 'WKK0KC', 'WKKKKW'], dtype='<U6')], [array(['WKKKKW', 'WKK0KW', 'WKK0KC', 'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'WKKKKC', 'KKK0KC', 'KK0KKK', 'KKKKKW', 'CKKKKW',\n",
      "       'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'K0KKKW', 'CKK0KW', 'KK0KKW', 'WKK0KC', 'WKK0KW',\n",
      "       'WKKK0C', 'KKK0KW', '0KKKKC', 'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'WKKKKC', 'KK0KKC', 'WKK0KW', 'WKKKWW', 'WKKKWC',\n",
      "       'WKKKKW'], dtype='<U6'), array(['WKKKKW', 'WKK0KW', 'WKK0KC', 'WK0KKW', 'KK0KKW', 'KK0KKC',\n",
      "       'KKK0KC', 'KKKKKW', '0KKKKW', 'CKK0KW', 'WKKKKW'], dtype='<U6')]]\n",
      "\n",
      "\n",
      "The third identified cycle from the first trajectory:\n",
      "\n",
      " ['WKKKKW' 'KK0KKW' 'WKK0KC' 'WKK0KW' 'WKKKWW' 'WKKKWC' 'WKKK0C' 'WKKKKW']\n"
     ]
    }
   ],
   "source": [
    "print(\"All cycles:\\n\", mthk.cycles_all)\n",
    "\n",
    "print(\"\\n\\nThe third identified cycle from the first trajectory:\\n\\n\", mthk.cycles_all[0][2])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "31a24bcd",
   "metadata": {},
   "source": [
    "## Plot Permeation Cycles\n",
    "Let's try to visualize the cycles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "391ad29f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 1200x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mthk.plot_cycle(state_threshold=.05, label_threshold=0.10, offset=1, \n",
    "                scale=0.4, figsize=(4,4))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a42a38b",
   "metadata": {},
   "source": [
    "You can plot the cycle yourself using whatever means. The probability of finding a transition from state X to Y in **a reduced permeation cycle** can be found in **Channel.cycleProbs_6**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "563d564f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P(WKKKKW->WKKKKC), 95% error, # observations:\n",
      " (0.35714285714285715, 0.2604729426373377, 5)\n"
     ]
    }
   ],
   "source": [
    "print(\"P(WKKKKW->WKKKKC), 95% error, # observations:\\n\", mthk.cycle_prob['WKKKKW']['WKKKKC'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74aa76b4",
   "metadata": {},
   "source": [
    "The above approach requires a state (WKKKKW) as input. An alternative approach is to check net fluxes (f_ij = p_i * T_ij - p_j * T_ji, where p_i is the staead-state distribution of state i and T_ij is the transition probability from state i to state j) between the SF occupation states."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1e814d74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mthk.plot_netflux(weight_threshold=0.25)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "648de535",
   "metadata": {},
   "source": [
    "## Compute Mean First Passage Time (MFPT)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14f32261",
   "metadata": {},
   "source": [
    "Compute the MFPT for the transitions in main permeation cycle shown above. **low** and **high** refer to the 95% bootstrap confidence interval. **n** is the number of observations. **k_f** and **w_f** refer to the average number of forward ion and water jumps in the SF, respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "60394c46",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "df = 0.02 is used for the MFPT calculation.\n"
     ]
    },
    {
     "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>initial</th>\n",
       "      <th>final</th>\n",
       "      <th>mfpt</th>\n",
       "      <th>mfpt_l</th>\n",
       "      <th>mfpt_h</th>\n",
       "      <th>n</th>\n",
       "      <th>k_f</th>\n",
       "      <th>w_f</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>WKKKKW</td>\n",
       "      <td>WKKKKC</td>\n",
       "      <td>0.171111</td>\n",
       "      <td>0.075556</td>\n",
       "      <td>0.337778</td>\n",
       "      <td>9</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>WKKKKC</td>\n",
       "      <td>CKK0KC</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>CKK0KC</td>\n",
       "      <td>WKK0KC</td>\n",
       "      <td>0.508000</td>\n",
       "      <td>0.068000</td>\n",
       "      <td>1.348000</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>WKK0KC</td>\n",
       "      <td>WKKKKW</td>\n",
       "      <td>0.441429</td>\n",
       "      <td>0.295714</td>\n",
       "      <td>0.585714</td>\n",
       "      <td>14</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  initial   final      mfpt    mfpt_l    mfpt_h   n  k_f  w_f\n",
       "0  WKKKKW  WKKKKC  0.171111  0.075556  0.337778   9  0.0  0.0\n",
       "1  WKKKKC  CKK0KC  0.000000  0.000000  0.000000   1  0.0  0.0\n",
       "2  CKK0KC  WKK0KC  0.508000  0.068000  1.348000   5  0.0  0.0\n",
       "3  WKK0KC  WKKKKW  0.441429  0.295714  0.585714  14  2.0  0.0"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mfpt, _ = mthk.mfpt(paths=[[['WKKKKW'], ['WKKKKC']],\n",
    "                                     [['WKKKKC'], ['CKK0KC']],\n",
    "                                     [['CKK0KC'], ['WKK0KC']],\n",
    "                                     [['WKK0KC'], ['WKKKKW']]\n",
    "                                    ]\n",
    "                             )\n",
    "mfpt"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "kperm",
   "language": "python",
   "name": "kperm"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}