simulation_04_discussion.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5a47a868",
   "metadata": {},
   "source": [
    " ### Python scripts used for the paper entitled:\n",
    " #### Single character insertion-deletion model preserves long indels in ancestral sequence reconstruction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cce345fe",
   "metadata": {},
   "outputs": [],
   "source": [
    "## Python 3\n",
    "# Scripts for the appendix figures\n",
    "# Created by: Gholamhossein Jowkar <jowk@zhaw.ch>\n",
    "# ACGT ZHAW\n",
    "# Created date: October 2023\n",
    "# Modified by: jowk\n",
    "# Modified date: July 2024"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "1f876e8c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys, time, statistics, json, re, fnmatch, math\n",
    "from statistics import mean\n",
    "\n",
    "from Bio import AlignIO, SeqIO\n",
    "\n",
    "from ete3 import Tree\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.stats import spearmanr, kendalltau, pearsonr\n",
    "\n",
    "from sklearn.datasets import make_classification\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.metrics import roc_curve, roc_auc_score, auc\n",
    "\n",
    "path = \"./appendix_samples/\" #set it to the to the appendix_samples \n",
    "os.chdir(path)\n",
    "\n",
    "# Figures style\n",
    "sns.set_style('white')\n",
    "sns.set(rc={\"figure.dpi\":330, 'savefig.dpi':330})\n",
    "sns.set_style('white')\n",
    "sns.set_context(\"paper\", font_scale = 1)\n",
    "color_1 = sns.color_palette()[0]\n",
    "color_2 = sns.color_palette()[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9ae76490",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The total tree length: 0.08040999999999998\n",
      "The branch length list: [0.00345, 0.00637, 0.02506, 0.00484, 0.00285, 0.0011, 0.00302, 0.00665, 0.00823, 0.01884, 0.0]\n",
      "The branch length list: [0.06766, 0.08055, 0.17706, 0.01097, 0.01101, 0.0001, 0.0001, 0.05973, 0.07313, 0.18448, 0.0]\n"
     ]
    },
    {
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\n",
      "text/plain": [
       "<Figure size 2112x1584 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#*****************************************************************\n",
    "#----------------------- Define functions ------------------------\n",
    "#*****************************************************************\n",
    "def get_branch_lengths(tree):\n",
    "    lst_br_len = []\n",
    "    total_tr_len = 0\n",
    "    for n in tree.traverse(strategy=\"postorder\"):\n",
    "        total_tr_len += n.dist\n",
    "        lst_br_len.append(n.dist)        \n",
    "    return total_tr_len, lst_br_len\n",
    "  \n",
    "\n",
    "#*****************************************************************\n",
    "#--------------------------- Main code ---------------------------\n",
    "#*****************************************************************\n",
    "            \n",
    "# Read the Newick trees\n",
    "newick_tree1 = Tree('./indelible_971152.arpiptree.nwk',format=1)\n",
    "newick_tree2 = Tree('./indelible_1000131.arpiptree.nwk',format=1)\n",
    "\n",
    "\n",
    "\n",
    "# Get branch lengths from both trees\n",
    "total_tr1, branch_lengths_tree1 = get_branch_lengths(newick_tree1)\n",
    "total_tr2, branch_lengths_tree2 = get_branch_lengths(newick_tree2)\n",
    "\n",
    "print(\"The total tree length:\", total_tr1)\n",
    "print(\"The branch length list:\", branch_lengths_tree1)\n",
    "print(\"The branch length list:\", branch_lengths_tree2)\n",
    "\n",
    "branch_lengths_tree1.pop()\n",
    "branch_lengths_tree2.pop()\n",
    "\n",
    "sp_names =['Mouse', 'Rattus', 'Chimp', 'Human', 'Gorilla', 'Macaque', \n",
    "                    'Murinae', 'Homo-Pan', 'Homininae', 'Catarrhini']\n",
    "\n",
    "barWidth = 0.3\n",
    "\n",
    "\n",
    "r1 = np.arange(len(branch_lengths_tree1))\n",
    "r2 = [x + barWidth for x in r1]\n",
    " \n",
    "# Create blue bars\n",
    "plt.bar(r1, branch_lengths_tree1, width = barWidth, color = color_1, edgecolor = 'black', capsize=7, label='Tree 1')\n",
    " \n",
    "# Create cyan bars\n",
    "plt.bar(r2, branch_lengths_tree2, width = barWidth, color = color_2, edgecolor = 'black',  capsize=7, label='Tree 2')\n",
    " \n",
    "\n",
    "# general layout\n",
    "plt.xticks([r + barWidth for r in range(len(branch_lengths_tree1))], sp_names)\n",
    "plt.ylabel('Branch Length')\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Show graphic\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "13f01ebe",
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2112x1584 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# reorder the list of branches\n",
    "\n",
    "br_len_tr1 = [0.00345, 0.00637, 0.02506, 0.00484, 0.00285, 0.0011, 0.00302, 0.00665, 0.00823, 0.01884]\n",
    "br_len_tr1.reverse()\n",
    "br_len_tr2 = [0.06766, 0.08055, 0.17706, 0.01097, 0.01101, 0.0001, 0.0001, 0.05973, 0.07313, 0.18448]\n",
    "br_len_tr2.reverse()\n",
    "\n",
    "sp_names =['Mouse', 'Rattus', 'Chimp', 'Human', 'Gorilla', 'Macaque', \n",
    "                    'Murinae', 'Homo-Pan', 'Homininae', 'Catarrhini']\n",
    "sp_names.reverse()\n",
    "\n",
    "barWidth = 0.3\n",
    "\n",
    "\n",
    "r1 = np.arange(len(branch_lengths_tree1))\n",
    "r2 = [x + barWidth for x in r1]\n",
    " \n",
    "# Create blue bars\n",
    "plt.bar(r1, branch_lengths_tree1, width = barWidth, color = color_1, edgecolor = 'black', capsize=7, label='Tree 1')\n",
    " \n",
    "# Create cyan bars\n",
    "plt.bar(r2, branch_lengths_tree2, width = barWidth, color = color_2, edgecolor = 'black',  capsize=7, label='Tree 2')\n",
    " \n",
    "# general layout\n",
    "plt.xticks([r + barWidth for r in range(len(branch_lengths_tree1))], sp_names)\n",
    "plt.ylabel('Branch Length')\n",
    "plt.legend()\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# Show graphic\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "35dde99e",
   "metadata": {},
   "outputs": [],
   "source": [
    "print(os.getcwd())\n",
    "os.chdir('../')\n",
    "print(os.getcwd())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "03cb7387",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sub-optimal performance          851\n",
      "Optimal performance              132\n",
      "Below sub-optimal performance      7\n",
      "Name: Performance, dtype: int64\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\jowkar\\AppData\\Local\\Temp\\ipykernel_20664\\1919083818.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_br_len.rename(columns={'tree_V2': 'Murinae'}, inplace=True)\n",
      "C:\\Users\\jowkar\\AppData\\Local\\Temp\\ipykernel_20664\\1919083818.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_br_len.rename(columns={'tree_V5': 'Homo-Pan'}, inplace=True)\n",
      "C:\\Users\\jowkar\\AppData\\Local\\Temp\\ipykernel_20664\\1919083818.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_br_len.rename(columns={'tree_V7': 'Homininae'}, inplace=True)\n",
      "C:\\Users\\jowkar\\AppData\\Local\\Temp\\ipykernel_20664\\1919083818.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_br_len.rename(columns={'tree_V9': 'Catarrhini'}, inplace=True)\n"
     ]
    },
    {
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0/fffa8qUKXrnnXeKvXZpZGZmaubMmU6BT0m6ePGiTp8+7bAvPT1dDz30kP7whz9oyZIlRQY+Jclms2nnzp26++679dBDDyknJ6dM219SH330ka677jqtW7fOZeBTkpKSkvTee+9pwoQJboOYhe3cuVMTJ07U888/X+Q5FotFGzZs0E033aSHHnpIWVlZHl3/xIkTmjJlil5++WWXgU9JSk1N1QcffKDJkyc7THTw1JEjRzRhwgTNnTu3yH+3qamp+uqrrzRmzBh9//33Xt8HAAAA8EWs/AQAAACAChQfH6/Vq1fbt+vUqaOBAwc6HHPdddc5BEjnz5+v2267TUajd/NXzWaz7r33Xm3cuNG+r1GjRmrVqpWMRqNOnjypY8eOOZyzaNEiNWvWTHfddVeR137++ef10UcfOe1v0aKFmjRpIpPJpF9//dUhcHPmzBndfPPNWrBggds0u59++qnmzp0rm83msL9JkyZq0aKFjEajTp06paNHjzpc9w9/+IPeffddde/e3W2bX331VX3xxRcO+6Kjo9WmTRtFRkYqNzdXsbGxOnTokP3+ubm5euWVV1S3bl1Nnjy5yN9JSc2bN09Hjhxx+ZrBYNDVV19t37ZarfrTn/5kX92bLzQ0VG3btlWtWrVkMBiUlJSkQ4cOKSkpyeG4xYsXq27dunr00UfL/H144+uvv9brr79u3w4JCVHnzp0VGRmpuLg47d271yFIe/78ec2aNUv/+9//ikyDu27dOv3pT39yCqbWrFlTbdu2VVhYmC5duqR9+/bJbDbbX1+8eLFOnTqlDz74QDVq1HB7/djYWM2YMUNxcXEO+2vXrq127dopICBAx44d04kTJyRJJ0+e1G233ebZL+U327Zt01133eU0oSAqKkodOnRQaGioLly4oH379ik3N1dS3krXRx55RMnJyfrDH/7g1f0AAAAAX0PwEwAAAAAq0LfffusQdJkyZYpTTcdu3bqpRYsW9sBkbGys1q1bpyFDhnh1r23bttl/7tKlix5//HF169bN4ZidO3fqscce06lTp+z73n33Xd10001ug0CLFi1yCnwOHjxYs2fPVosWLRz2//LLL3ryySd14cIFSXnpbB999FHNnz/f6bobNmzQc8895xD47Nixo/7yl7+oa9euDsceOnRIzzzzjLZv3y4pbwXc/fffr//973+Kjo52uvbJkyf13nvv2bfDw8P197//XWPGjHEKKp86dUqzZ8/Wjh077Pv+9a9/afz48QoICLDvW7ZsmaS81ZkzZsyw7+/cubNeeukl+3ZR6Vrj4+P12WefSZKMRqMGDRqkli1b6vLly9qwYYOaN2+uxo0b24//4osvHAKfISEheuKJJ3T11Vc7tE3KC5SuWrVKzz33nM6ePWvf/8knn+jOO+9UZGSk23aVt/zAZ1hYmB566CFdd911Du1PSEjQiy++qIULF9r3HTt2TN9++62mTp3q8pqHDh3S/fff7xD4bNy4sR5//HENGzbM4f9zcnKy/vOf/+jDDz+0H79371499thj+ve//y2DweB0/dzcXD300EMOgc/IyEjNmTNHV111lcP1d+3apb/85S/2WqyeiouL0/333+8Q+Kxdu7Zmz56tcePGOXxWXL58Wa+++qq++uorSXkrfOfOnavWrVurd+/eHt8TAAAA8DWkvQUAAACAClRwRafBYNC1117r8rjrrrvOYfvzzz8v8T2HDRumzz77zCnwKeUFWj///HOHQGdGRoZ+/vlnl9dKS0tzqF8pSTfeeKPeffddp8CnJA0cOFD//e9/FRERYd+3c+dOrV271uG49PR0Pfroow6paIcMGaLPP//cKfApSW3bttWnn36qUaNG2ffFxcXpqaeectnu//3vf/ZVcpI0d+5cjRs3zuVq2qZNm+qdd95R06ZN7fvOnTunzZs3Ox3XtGlTNWjQwGF/UFCQ/bWmTZuqZs2aLtuU/74tFosiIiL05Zdf6t1339Wjjz6qf/7zn/bAZT6z2azXXnvN4fx58+Zp6tSpToFPKS+YOnLkSH3++ecKDQ11uE7h339lqFGjhhYsWKAbb7zRqf3R0dF6/vnnNWHCBIf9S5cudXu9grVypbzA+ddff60RI0Y4/X+OiIjQww8/rNdff93h3qtWrbIHEwv73//+p927d9u3IyMj9d///lcTJ050un7Xrl01f/58l//mivKXv/xF8fHx9u1GjRrpyy+/1IQJE5wmSdSqVUvPPvusQy1Vq9Wqxx57zOMUvgAAAIAvIvgJAAAAABVk27Zt9nSYktSrVy+36V8nT54sk8lk3/755589rnlYUEhIiP7xj384XKuwWrVq6cYbb3RqqyvffPONEhMT7dsdOnTQnDlzXK6Uy9e4cWPdf//9DvsKrujL3y64oq5hw4Z65ZVXFBgY6Pa6fn5+evnllx1WRi5btsxljcTCaWWLW0Vbo0YNp/Shu3btKvKc0vj73/+uzp07O+wLCAhweG9btmxxSGM7cOBADR06tNhr16tXT+PGjXPYV1QdyYryyCOPuAyYF3Tfffc5bOev9C1s/fr1Dq+FhYXpjTfeKHZ16/Dhw/XAAw847Hv33XcdAuX5PvzwQ4ftxx9/XK1atXJ77dDQUL3yyisKCQkpsg35Dh8+7JAS29/fX6+99poaNmxY5Hm33HKLQ5D43Llz1P8EAABAtUbwEwAAAAAqSOEVZe5WfUp5K9+GDx9u37ZarS5TxRZn3LhxDqsu3SlcK7NwTcN8hYMq9957r9OKNFemTJliD2QGBQU5BFAl2VO/FrxuUeli8wUGBur222+3b9tsNperZAumGpakAwcOFHvtq666SvPmzdM333yjrVu3OgXiykr9+vU1evToYo/Lr//ZrVs31apVy6sapG3atHHYTktL87aZZSokJESTJk0q9rhmzZo5rJzNzMxUamqq03Hffvutw/Ytt9yi+vXre9SW2267zSHAGBsbq19++cXhmGPHjunw4cP27YYNGzrUYnWnQYMGmjZtmkftKPxvYOLEierQoYNH5959991FXgsAAACoTgh+AgAAAEAFSEtL008//WTfDg8P19ixY4s8p3Bw9JtvvlFOTo5X9y0c1HSnXr16DtuZmZlOx6Smpmr//v327YiICA0ePNij64eEhOiTTz7RihUrtHPnTn3yySf21y5evOiwIjYwMNBppWJRxowZ47C9YcMGp2MKrqCUpIcfftghhakrNWvW1Pjx49WxY0e39U/LQo8ePYpcOZuvf//++uc//6n58+dr/fr1mjhxosf3KBxILhwMrmjt27dXUFCQR8cW/tssmNo2X+GUxNdcc43HbTEajU7Hb9q0yWF748aNDtujR4/26P+ZlBdE90The3oSXM3XokULh1WoBw8eVEJCgsfnAwAAAL6E4CcAAAAAVIDvv//eIaB41VVXFRv8GTRokMPqtcTERP34449e3be4tKL5goODHbYtFovTMQcOHHCoydmuXTv5+/t73JauXbuqcePGTvURC6cy7dSpk1N7ihIdHa1GjRrZt48ePeq0OrBwAOrs2bO6/vrrde211+r111/X7t27Hd5bRerUqVO5XfvSpUv68ccf9b///c9hv81mK7d7esLTv0tJTv9OCqekjY2N1aVLl+zb9erVc/h78ETPnj0dtnfu3OmwvW/fPoftjh07enzt9u3bu6zJWlB8fLxOnTpl3/bz81OPHj08vofk/HdUnmmaAQAAgKrM82+pAAAAAIAS8yblbb78FWn//ve/7fs+//xzr9KdhoeHe3Rc4YCkq+BY4Zqj3gSwinL69GmH7cjISIdAkCdq1aqlM2fOSMpr+4kTJxxqaHbt2lXjxo3TkiVLHM7bt2+f9u3bZ68P2b9/fw0ZMkSDBw9WdHR0Cd+Rd2rXrl2q8y0Wi06fPm3/LzY2VsePH9eRI0d08eJFl+dUdvDTk5TG+QqnVS4cpC4Y+JRUZB1Od1q3bl3kNQv/7Tdr1szja/v5+al58+YOaXMLK/z3Hh0drfPnz3t8D8n5d3rs2DGH1NkAAABAdUHwEwAAAADK2aFDhxzSxUrS1KlTS3St3bt3a//+/R7XAvQ0tagnkpKSHLY9DawWJzk52WF7xYoVWrFiRZleU5Kef/55ZWZmas2aNS7PSUpK0o8//qgff/xRRqNRvXr10qRJkzRx4kR7vdLyUJKUuklJSVq0aJGWLl2q/fv3e50OubJ5s7K3OIX/Lj2pcVtY4f8HhWvSlvZvPzIyssjXC/+9xsXFeVQHtigpKSmlOh8AAAC4UpH2FgAAAADK2YIFC8r0ep999lmZXs9T2dnZDttlFVgtnKK2LLgK/AQHB+udd97Ryy+/XGzw2Gq1avPmzXryySd11VVXOdV8LEvFpUQtbP78+Ro1apSef/557dy5s8jAp5+fn7p3717qQFpVlp6e7rBdksCqyWRyWGFa+Hda2r/90NDQIl8vj38DriYAAAAAANUBKz8BAAAAoBxlZ2dr8eLFZXrNH374QY899liJVriVRuEATlZWVplctyxXp+YrHKwqaMKECZowYYKOHz+uFStWaO3atdq9e7fMZrPL42NjY3XnnXfqP//5j/r27VvmbfXGvHnz9Pbbb7t8zWQyqVmzZoqJiVHr1q3VqVMnde/eXeHh4Vq4cKGWLVtWwa2tGCEhIQ7bBWvreiorK8uhlmjhv8nCK3+9vYerGroFlce/gSttNTAAAABQVgh+AgAAAEA5Wrp0qcMKrCFDhujJJ5/0+jq33nqrzp49KykvUPPtt9/qlltuKatmeqRwatC0tLRyue4TT/x/e/cem/PZx3H8U0bQW1mrlHZKiaG0asMchi1d0wnGsMls62abYdak2PBsi6RkRjPEIY2K0W1hsm5sbE2VjmnrULODopQ6NU6tkh6lp/v5Q/qLX++27mp57Pe8X//wvfq7vvfV+27/kI/ruv6jsLCwRuldFz8/P02bNk3Tpk1TUVGR0tLSlJycrH379jncQ1paWqqFCxcqPj7e4X7UhyU5Odkh+OzcubPeeOMNPfPMM+rWrZvD/ZhVagt2raD6fwK4nx2P1edU/5l8/PHHTXV9j5S91+9K9dcLDg7W2rVr6/UaAAAAAO4g/AQAAACAByguLs5Ujx8/Xr6+vvXuM3bsWEVHRxv1li1bFBYWJhcXlwav0VkdOnQw1efOnavX/NOnTysnJ0c+Pj7q2LGjcdyrl5eX6blLly41bKH3wdXVVSNHjtTIkSP16aef6tixY1q5cqWSk5ONZ86fP69Dhw5p8ODBD319kkyfvyQNHjxY69atc+o+UisfgdqxY0dTffr06Xr3yMjIMNU+Pj6m2tfXV2lpaUadmZmpgIAAp/tXD9OrexR+BwAAAACr4M5PAAAAAHhALly4YApMXF1d9dxzz91Xr/Hjx5vq8+fPKyUlpUHrq6+AgABT2HrixAlVVlY6PX/jxo2aOnWqQkJCFBgYqCNHjkiSgoKCTM8dPny43murfu9jdRUVFbpw4YKSkpJ07Nixe/br27evYmJi1KdPH9P4+fPn6722xpCXl2e8X1UiIyOdCj4lKSsry1TX53N71Pn4+MjT09Oor127Vu/w8I8//jDVTz75pKnu16+fqf7zzz+d7n316lXl5ubW+UyXLl3k7u5u1JmZmbp586bTryHdOYrXSp8rAAAAcL8IPwEAAADgAYmLi5Pdbjfq4ODg+77bz9fXV/379zeNbd68uUHrq6/WrVurR48eRn3z5k0dPHjQqbl2u12pqalG7eLiol69ekmSunfvbgp+Tp065bATry5FRUUaMWKEgoKCNHr0aL3//vu6fv268fUjR46oX79+CgkJ0YwZM7Rp0yan+jZt2lQjRowwjdV03OnD2H1bdeRxFXd3d3Xu3NmpuaWlpdq/f79p7O77La1g4MCBpnrbtm1Oz62oqND27dtNY9Xvdn322WdNxx0nJCTUea/s3Zy983fAgAHG3ysrK7Vjxw6n5lWZPn26AgIC9MILL+itt97SgQMH6jUfAAAAsArCTwAAAAB4AMrLyx0CmNGjRzeoZ/Xdn3v37tXly5cb1LO+Jk6caKqjo6NNAW9tdu/eratXrxr18OHD5erqKulOePjKK6+Yno+KinKqryStX79eBQUFKi4uVmZmps6ePav27dsbX+/Zs6dpR1xSUpLTx8Dm5OSY6k6dOjk8U/2eTWfXXR/V7xktKSlReXm5U3OXL1/usPOwtLS00db2KHj11VdNdWxsrK5cueLU3A0bNujatWtG7eHhoeHDh5ue8fLy0tChQ406Pz9f69atu2fvgoICff31106tY/LkyaY6JiZGeXl5Ts09cOCADh48qLKyMl28eFEHDx50OhwHAAAArIbwEwAAAAAegL1795qCM3d3dw0ZMqRBPUeNGmXaOVpRUaGtW7c2qGd9vfzyy2rTpo1RHz58WGvWrKlzzvXr17V48WLT2Ouvv+5Qt2zZ0qiTk5O1ZMmSewaJ+/fv1/r1601j77zzjqm22Wx6/vnnjbq4uFiRkZH37H3p0iX98ssvRt2sWbMaP8O71y1JhYWFdfa9H0888YQpZC0pKdFPP/10z3nffvutYmNjHcaLi4sbdX3/a4MGDTLdwVlYWKhZs2bp1q1bdc777bfftHr1atPYu+++a9xHe7eZM2ea6piYGCUlJdXau7y8XAsWLDAFq3UZMmSI/P39jTonJ0fh4eEqKCioc96VK1f08ccfm8ZefPFFeXt7O/W6AAAAgNUQfgIAAADAAxAXF2eqQ0ND9dhjjzWop81mU3BwsGns+++/f6i7+Gw2myIjI01ja9as0UcffVRjyLN//35NnjzZtOszJCREw4YNMz3n6emphQsXmsZiY2M1depUpaenO/QtLCzUunXrNGPGDNMOSH9/f02aNMnh+WnTppnCw507d+qDDz6o8Q5Pu92u5ORkhYWFme4SnTBhgjw8PByed3NzU7NmzYz6zJkzOnXqlMNzDeHm5qbBgwebxiIjI7V9+/Ya73lMS0vTjBkztGjRohq/7uzO13+TpUuXqlWrVkadnp6uiRMnas+ePQ7vQX5+vpYvX64PP/zQ9PsTFBSkN998s8b+/fv3N+1QLisrU3h4uKKjo3X79m3Ts1lZWZo6daoSExPr9T0sW7bMFKanpaVpwoQJSkxMdDiquKKiQr/++qsmTZpkOubZzc1Nc+bMqdfrAgAAAFbSsH95AwAAAAAcXLt2Tb///rtprKFH3lYZN26c6Q7BGzduKCEhQWPGjGmU/s4IDQ3Ve++9Z9px+fPPP2vnzp3q3bu3vL29VVZWpoyMDIdjeXv06KFFixbV2Hf8+PE6ffq0vvrqK2MsNTVVqamp8vHxUffu3dWyZUvl5uYqPT1dJSUlpvleXl5au3ZtjSFz3759NX36dK1du9YY27Nnj5KSktStWzf5+vqqRYsWys/PV0ZGhsNxt4GBgZo/f36N63ZxcVG3bt2Me0rLyso0ZcoUDRo0SE2bNlXXrl0VERFR49z6iIiI0KFDh1RWViZJun37tubNm6eoqCj5+/urVatWysnJ0cWLF01hmHTnSNVt27YZ91TWFPr+2/n5+SkqKkqzZ882vs9Lly5p5syZateunXr27ClXV1fl5OTo2LFjxvtYpUePHrX+/FT55JNPlJWVpSNHjki681mvXLlS69evV79+/WSz2ZSdna3jx48bczp16iQ3Nzen7rHt3r27li1bpjlz5hih7IULFzRr1iy1bdtW/v7+atOmjfLz83XixAmHY3GbN2+uL7/8Uj4+Ps69aQAAAIAFEX4CAAAAQCP78ccfTbu0vL291b9//0bpPXToUHXo0MG0y3Lz5s0PNfyUpLlz58rT01NRUVFGiFRZWan09PQad2pKd44mXbFihdq2bVtr33nz5snHx0dLly41AixJys7OVnZ2dq3zAgMDtXr1anXo0KHWZ8LDw1VRUaGYmBhjJ6DdbteZM2d05syZWucNGzZMUVFRDsfb3u3tt9/WvHnzjLqgoEC7d++WdOfI2sYIP/v06aMlS5ZowYIFpuAuNzdX+/btq3FOu3bt9Nlnnyk0NFQnTpzQP//8I+lOaH7y5En16tWrwet6lAQHBys2Nlbh4eGmADg3N1fJycm1zhs1apQiIyPVunXrOvu3aNFCMTExWrBggRISEozxoqIipaSkODzv7u6u6OhoffHFF05/DyEhIdq4caMiIiJM38OtW7dqfI0q7du31/LlyzVgwACnXwsAAACwIo69BQAAAIBGZLfb9cMPP5jGRo0aJRcXl0bp36RJE40dO9Y0dvToUad2lTW2sLAwxcfH66WXXjIdN1pd165dtXjxYm3atKnGY2OrmzJlihITE/Xaa6/VGZRKd465/fzzz/Xdd9/VGXxWiYiI0JYtWxQcHGw6qra6Jk2a6KmnntLKlSu1YcMGubu719l33Lhxmj9/vulO1irZ2dmNdg/omDFjtHXrVg0bNqzOn6kuXbpo9uzZ2rVrl0JDQyXJ+LPK5s2bG2VNj5qgoCAlJiZqzpw5dd572axZM40YMULffPONVqxYcc/gs4qrq6tWrVqlVatWqWfPnrX2Dg0N1Y4dO2p9pi5PP/20du3apblz56pz5851PtupUyfNmjVL8fHxBJ8AAACAJBe73W7/Xy8CAAAAAPDvVlpaqqNHjyo7O1t5eXlq2rSpPDw8FBAQID8/v/vuW1lZqePHjysrK0s3b95USUmJbDabOnbsqD59+sjLy+u+excWFurkyZM6d+6c8vPzVV5eLnd3d3l6eiowMPCegWdtPVNSUnT16lUVFxfLZrPJ29tbQ4YMqTEYbYicnBz99ddfunz5soqLi9W6dWvjPa8r9Pt/c/bsWWVkZOjGjRsqKiqSzWaTr6+vAgMD1aZNm0bp//fffys3N1fNmzeXl5eXBg4ceF8/P7W5ePGi0tPTlZeXp4KCArVs2VIeHh7q3bu3/Pz8Gu0/VwAAAABWQPgJAAAAAAAAAAAAwBI49hYAAAAAAAAAAACAJRB+AgAAAAAAAAAAALAEwk8AAAAAAAAAAAAAlkD4CQAAAAAAAAAAAMASCD8BAAAAAAAAAAAAWALhJwAAAAAAAAAAAABLIPwEAAAAAAAAAAAAYAmEnwAAAAAAAAAAAAAsgfATAAAAAAAAAAAAgCUQfgIAAAAAAAAAAACwBMJPAAAAAAAAAAAAAJZA+AkAAAAAAAAAAADAEgg/AQAAAAAAAAAAAFgC4ScAAAAAAAAAAAAASyD8BAAAAAAAAAAAAGAJhJ8AAAAAAAAAAAAALIHwEwAAAAAAAAAAAIAlEH4CAAAAAAAAAAAAsATCTwAAAAAAAAAAAACWQPgJAAAAAAAAAAAAwBIIPwEAAAAAAAAAAABYAuEnAAAAAAAAAAAAAEsg/AQAAAAAAAAAAABgCYSfAAAAAAAAAAAAACyB8BMAAAAAAAAAAACAJRB+AgAAAAAAAAAAALAEwk8AAAAAAAAAAAAAlkD4CQAAAAAAAAAAAMASCD8BAAAAAAAAAAAAWALhJwAAAAAAAAAAAABLIPwEAAAAAAAAAAAAYAmEnwAAAAAAAAAAAAAsgfATAAAAAAAAAAAAgCUQfgIAAAAAAAAAAACwBMJPAAAAAAAAAAAAAJZA+AkAAAAAAAAAAADAEgg/AQAAAAAAAAAAAFgC4ScAAAAAAAAAAAAASyD8BAAAAAAAAAAAAGAJ/wU4X24xut/OrwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 2112x1584 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# f-score dataframe\n",
    "df_f_score = pd.read_csv('./simulation_data/01_acc_pr_oma_df.csv')\n",
    "df_f_score['Performance'] =  df_f_score['fscore'].apply(lambda x: 'Optimal performance' if x >= 0.99 else \n",
    "                                                        'Sub-optimal performance' if 0.70 <= x < 0.99 else\n",
    "                                                            'Below sub-optimal performance')\n",
    "\n",
    "df_prf = df_f_score.iloc[:,[0, 7, 9]]\n",
    "# display(df_prf)\n",
    "\n",
    "new_label_counts = df_f_score['Performance'].value_counts()\n",
    "print(new_label_counts)\n",
    "\n",
    "# branch length dataframe\n",
    "df_dynamic = pd.read_csv('./simulation_data/02_dynamic_joint_br_seq_len_per_OMA_per_species.csv')\n",
    "# display(df_dynamic)\n",
    "df_br_len = df_dynamic.iloc[:,[1,19,20,21,22]]\n",
    "df_br_len.rename(columns={'tree_V2': 'Murinae'}, inplace=True)\n",
    "df_br_len.rename(columns={'tree_V5': 'Homo-Pan'}, inplace=True)\n",
    "df_br_len.rename(columns={'tree_V7': 'Homininae'}, inplace=True)\n",
    "df_br_len.rename(columns={'tree_V9': 'Catarrhini'}, inplace=True)\n",
    "\n",
    "# display(df_br_len)\n",
    "\n",
    "df_merg = pd.merge(df_prf, df_br_len, on='OMA_group')\n",
    "# display(df_merg.iloc[:,2:7])\n",
    "\n",
    "\n",
    "# Melt the DataFrame\n",
    "melted_df = pd.melt(df_merg, id_vars='Performance', value_vars=['Murinae', 'Homo-Pan', 'Homininae', 'Catarrhini'], var_name='Nodes', value_name='br_len')\n",
    "\n",
    "my_order = ['Optimal performance', 'Sub-optimal performance']\n",
    "# Plot the split violin plot\n",
    "fig = sns.violinplot(data=melted_df, x=\"Nodes\", y=\"br_len\", hue=\"Performance\", legend=False, hue_order=my_order )\n",
    "\n",
    "# Add labels and title\n",
    "plt.xlabel('Ancestral node')\n",
    "plt.ylabel('Branch lengths')\n",
    "# plt.title('Split Violin Plot with Good/Bad Labels')\n",
    "# fig.set_frame_on(False)\n",
    "\n",
    "sns.despine()\n",
    "\n",
    "# Show the plot\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f4391b10",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2112x1584 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Or\n",
    "# Plot the split violin plot\n",
    "\n",
    "fig = sns.violinplot(data=melted_df, x=\"Nodes\", y=\"br_len\", hue=\"Performance\",split=True, hue_order=my_order)\n",
    "# fig.set_frame_on(False)\n",
    "sns.despine()\n",
    "# Add labels and title\n",
    "plt.xlabel('Ancestral node')\n",
    "plt.ylabel('Branch length')\n",
    "# plt.title('Split Violin Plot with Good/Bad Labels')\n",
    "plt.legend(title='', loc='upper right')\n",
    "\n",
    "# Show the plot\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "128abec0",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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
}