{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Results Plotting\n",
    "\n",
    "This is a simple notebook displaying some of the results visualisation functionalities available in `aeon.`\n",
    "\n",
    "This is in-progress, and does not contain detailed descriptions and documentation yet."
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "46a3bf60cb74a244"
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:35.707158600Z",
     "start_time": "2024-01-23T13:51:35.434433100Z"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "classifiers = [\"Classifier 1\", \"Classifier 2\", \"Classifier 3\", \"Classifier 4\"]\n",
    "classifier_accuracies = [\n",
    "    [0.8, 0.7, 0.6, 0.5],\n",
    "    [0.7, 0.9, 0.4, 0.0],\n",
    "    [0.8, 0.7, 0.6, 0.5],\n",
    "    [0.7, 0.9, 0.4, 0.0],\n",
    "    [0.7, 0.6, 0.5, 0.4],\n",
    "]\n",
    "regressor_preds = [0.8, 0.7, 0.6, 0.5]\n",
    "regressor_targets = [0.9, 0.7, 0.4, 0.0]"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "19c56ddc78d2982c"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Critical Difference"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "3296d28eca9f4ebf"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from aeon.visualisation import plot_critical_difference"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:36.733154700Z",
     "start_time": "2024-01-23T13:51:35.709154700Z"
    }
   },
   "id": "bd9201e73b7ba7d7",
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 600x230 with 1 Axes>",
      "image/png": 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VBAcH59pGTluFChXuqL8AUBIcPXpUkyZN0tatW+XunjsCnD9/XllZWXleO7/77jtJ1659np6e8vX1zVVz/bUzr23ktLkSGebeyjAffvih3nvvvULdZr7Db0pKitq0aaPExETVq1dP8+bNU9u2bZ1q0tLStHDhQk2dOlVnzpwptM4Wp1atWunIkSMqU6ZMrrZly5ZJkt5//30NGTLEqc3Hx0dHjhyRh4dHsfQzv65cuaKBAweqatWqCgsLy9eXI4rKTz/9pNGjRys6Olre3t6u7g4A3JeysrL0/PPP669//avq1q3r6u64BBnm3sswjRo10vjx49W8eXO1aNFCb7/9tj777LO72ma+w++oUaOUmJiooKAgbdu2TRUrVsxV4+XlpaFDh6p79+5KTk6+qw66SpkyZVSvXr0823788UdJUp06dXK1eXh43HS9kuDPf/6zjh49qjVr1mjp0qWu7o6kax+hnTt3Ti1atHAsy8rK0pYtW/SPf/xDaWlpKlWqlNM6/v7+ub5ZfPbsWfn7+zvac5ZVrVrVqSbnm83+/v5OX+CQpMzMTF28eNFpO3nt5/p9AMC94NKlS0pISNC+ffs0cuRISVJ2draMMXJ3d9eGDRvUpk0blSpV6rbX1/T0dCUnJzu9+3tjzY0zRJSEaycZ5t7LMC+88ILT725udz9XQ762cPz4cX3xxReSpFmzZuV50lzPz89PISEhd7Ttf//733rhhRfUqFEjVahQQd7e3goODtagQYOUmJiY5zppaWmaMWOGWrZsqfLly8vT01P+/v4KCwvTxIkTdfHiRaf6o0ePatCgQQoODpaXl5fKlSunwMBARUZGasGCBU61eY2XGThwoGw2m2JiYiRJHTp0cIyVyRkDdLvxMlevXtXMmTP10EMPydfXV97e3goJCdHEiRN14cKFXPXXjzG6ePGixowZo9q1a8vLy+umY3luZvPmzfrggw/Uv39/Pf744/latyh16tRJBw8e1P79+x0/oaGh6tu3r/bv358r+EpSRESENm3a5LQsOjpaERERkqTg4GD5+/s71aSmpmrnzp2OmoiICCUnJ2vPnj2Omq+//lrZ2dmOj7kiIiK0ZcsWZWRkOO0nJCSEIQ8A7il2uz3XtXbYsGEKCQnR/v37FR4eLk9PT7Vs2dLp2pmdna1NmzY5rp0tW7aUh4eHU01iYqJ+/PFHp+vrwYMHnd5giI6Olt1uV4MGDYrpiJ2RYe7tDFOY8vXO7+rVq5WVlSVfX19169atUDvSu3dveXl5qUGDBurYsaMyMzN16NAhLViwQEuXLtWGDRv0hz/8wVGfnZ2tyMhIbdq0SXa7XW3btpWvr69++eUXHT16VDNmzNDzzz/vOLkPHTqk1q1bKzU1VSEhIXriiSdUqlQpnTp1Slu2bNHp06cVFRV1yz62adNGkrR+/XqdPXtWXbp0cbyCzWm7lZ9//lldu3bVwYMHVbFiRYWFhal8+fLau3evZsyYoWXLlmnz5s0KDAzMte758+cVGhqq5ORktW3bVi1btnT6EtbtXL58WYMGDZKfn5/+/ve/3/F6xaF8+fJq1KiR07KyZcuqUqVKjuX9+/dXtWrV9M4770iSRo8erfbt22vmzJmKjIzU4sWLlZCQ4JiCLGee4DfffFN16tRRcHCwpkyZooCAAPXo0UOSVL9+fXXt2lVDhgzR3LlzlZGRoZEjR+q5555TQECAJDk+Ihw8eLBeeeUVHTp0SO+9957efffdYnp0AODmLl++rGPHjjl+P3HihPbv36+KFSuqZs2a+vOf/6zTp0/rn//8p9zc3HJda6tUqSJvb2+n5WPHjtWAAQMUGhqqVq1a6e9//7t+++03x99IHx8fDR48WGPHjlXFihVlt9s1atQoRURE6KGHHpIkPfroo2rQoIH69eun6dOnKykpSZMnT9aIESPk5eVVDI9MbmSYezfDFLr8TA3Rr18/I8l07NixQFNLLFiwwEgyAwYMyNW2ePFic/nyZadl2dnZZvbs2UaSadiwocnOzna0xcbGGkmmefPmJjU1Ndf2du/ebc6fP+/4PSoqykgyb775Zq7aK1eumNjYWKdlMTExRpJp3759rvr27dsbSSYmJiZX24kTJ4wkExgYmOtYWrdubSSZwYMHO/U5IyPDjBs3zkgyHTp0cFov5zGTZDp16mRSUlJy7fNOvPjii7mmwRkwYICRZN54440CbbOg7mRanxunOmvfvn2u82bp0qWmbt26xtPT0zRs2NCsWbPGqT07O9tMmTLF+Pn5GS8vL9OpUyeTmJjoVHPhwgXTp08fU65cOWO3201UVJS5dOmSU80333xj2rRpY7y8vEy1atXMtGnTCnbgFsZUZ7hXlfSpznL+Vt34k3O9HDBgQJ5/x3LkNdWZMcZ88MEHpmbNmsbT09O0atXK7Nixw6n96tWrZvjw4aZChQqmTJky5qmnnjJnzpxxqjl58qR57LHHTOnSpc0DDzxgxo0bZzIyMvJ9jIWFDHPNvZhhrlcY2SVf4bdr165GknnuuecKtLNbnTi3EhERYSSZw4cPO5YtXbrUSDIvvfTSHW3j8ccfN5LM3r1776i+sE+cdevWGUmmWbNmef7jz8rKMo0aNTKSzMGDBx3Lcx4zDw8P8/33399R32/01Vdf5fm8leTwi/sLzznuVSU9/OLOkWGuudcyzI0KI7sUaKqzonLs2DGtX79ex44d06VLl5SVlSXp/wfJJyYmOsYKtWjRQqVKldL8+fNVt25d9ezZ0+mLTTdq1aqV1q5dqz/96U/661//qvbt2xfrzAJr1qyRJD399NN5Ti/j5uamdu3a6dChQ4qPj8/10VTz5s1Vq1atfO83JSVFgwcPVuXKlfXBBx8UrPMAAOCWyDCFn2GKSr7Cb+XKlSUp1zfk71ZWVpZGjhypjz766Jbzzqampjr+v3bt2nr33Xc1YcIEjRw5UiNHjlRgYKAiIiL0xBNP6JlnnnEaTzJhwgTFxcVp48aN6tq1qzw8PNS0aVO1a9dOzz33nMLCwgr1mG50/PhxSdKUKVM0ZcqUW9beOLG2pAJPOD1mzBidOnVKS5Ys0QMPPFCgbdyOMSZf92u//stjAIBruDbeuZwbHeQHGabgXJVhikq+wm/Lli312Wefae/evcrKysrzW/gF8d5772nu3Lny9/fXrFmz9Ic//EF+fn6OVzXPP/+8Fi1alOukGjVqlHr37q1Vq1YpLi5OcXFxWrx4sRYvXqypU6dq69atjldSZcqUUXR0tHbv3q3169crPj5e8fHxSkhI0KxZszR8+PB83xs9P7KzsyVdG1Reu3btW9Y2bNgw17LSpUsXaL8rVqyQu7u75syZozlz5ji15UxY/sknn2jjxo3y9/fX4sWL872PzMzMfA9ct9vthTJdCQDc69zc3GS321W2bFlXd+WekZ6enu+5aMkwBeeqDFNU8hV+n3jiCY0dO1bJyclatWqVnnrqqULpRM58sx999FGe38A8evToTdf18/PTkCFDHBM1f/fddxo0aJC2b9+uSZMmaeHChU71YWFhjldImZmZWrlypfr37685c+aoV69e6tChQ6Ec041q1KghSerevbvGjx9fJPu4mczMTMXGxt60PeeWhnl9Q/NOuLu7Kz09PV/ruLm5FdqFBwDuZaVKldLFixcdAQO3l9dH77dDhik4V2aYopCvt95q166tPn36SJLGjRuXaw66G507d+6m89tdL2c7eYWvw4cPa//+/Xfcx3r16umVV16RpNuu5+7url69eqlLly53VH83HnvsMUnX7qxyq49FCltycrLMtS825voZMGCAJOmNN96QMUYnT54s0D5sNps8PDzy9UPwBYD/V6pUqXxfR638k98hDxIZ5m64KsMUlXx/7vzBBx/owQcf1IkTJ9SmTRvFxcXlqklPT9f8+fPVvHlzHTly5LbbrF+/viRp9uzZTq98z5w5o/79++c5nvTrr7/W2rVrc42RMsZo9erVkpxPxDlz5uR5EiclJSkhISFXfWHr3r27wsLCtGvXLkVFReU5JubXX3/V3Llz8zV+FgAA3BkyTMHcbxkm358bVKhQQdu2bdOzzz6rzZs3q23btgoODlaTJk1UpkwZnT17Vrt27dLly5dlt9sdNwu4lb/85S9av369Pv74Y8XExKhFixZKTU1VbGysatWqpaeeekorVqxwWufAgQN6+eWXZbfb1aJFCwUEBOjq1avau3evfvjhB/n4+Oj111931M+bN08jRoxQcHCwGjVqJLvdrl9++UVbt27V1atX1bFjx0Kf9Pp6bm5uWrlypSIjI7Vw4UItX75cTZs2Vc2aNZWenq7jx4/r4MGDysrK0sCBAwv0kQ4AALg5MkzBuDLD7N27V8OHD3f8/v3330u6Nswk54WCdO07TreaMeN6BepdlSpVFBMTo/Xr12vRokWKj4/Xpk2blJaWpkqVKikiIkKRkZHq16/fbW8fKEnh4eFKSEjQ5MmTtXv3bq1atUo1atTQqFGjNHnyZI0aNSrXOk8++aRSUlK0detWHT16VDt27FDp0qVVo0YNTZo0SSNGjFD16tUd9W+99ZbWrFmjHTt2aMeOHUpJSVGVKlUUHh6uqKgo9enTp8gDZ0BAgHbs2KFPP/1US5Ys0YEDB7Rr1y5VrFhRAQEBGjZsmLp161as05cAAGAlZJiCcVWGSU1N1c6dO3MtP3XqlE6dOuX4PS0t7Y63aTP3w+ANACVaRkaGPD09C/QNbcCVOHeB+w9zTQEAAMAyCL8AAACwDMIvAAAALIPwCwAAAMsg/MLlPvzwQzVp0kR2u112u10RERFat27dLddZtmyZ6tWrJ29vbzVu3Fhr1651ajfG6NVXX1XVqlVVunRpde7cOddddi5evKi+ffvKbrfL19dXgwcP1uXLl51qDhw4oLZt28rb21s1atTQ9OnTC+egAaAQbNmyRU8++aQCAgJks9m0cuXK266Tlpam//qv/1JgYKC8vLwUFBSk+fPnO9UU1zUWcAXCL1yuevXqmjZtmvbs2aOEhAR17NhR3bt31+HDh/Osj4+PV58+fTR48GDt27dPPXr0UI8ePXTo0CFHzfTp0/X+++9r7ty52rlzp8qWLasuXbro999/d9T07dtXhw8fVnR0tFavXq0tW7Zo6NChjvbU1FQ9+uijCgwM1J49ezRjxgy99tprmjdvXtE9GACQD7/99puaNm2q2bNn3/E6vXv31qZNm/TJJ58oMTFRixYtUkhIiKO9uK6xgMsYoASqUKGC+Z//+Z8823r37m0iIyOdloWHh5sXX3zRGGNMdna28ff3NzNmzHC0JycnGy8vL7No0SJjjDHffvutkWR2797tqFm3bp2x2Wzm9OnTxhhj5syZYypUqGDS0tIcNa+88ooJCQkpnIO0kPT0dCPJpKenu7orQL7cS+euJLNixYpb1qxbt874+PiYCxcu3LSmuK6xgKvc1Tu/0dHRioqKUt26dWW32+Xl5aWqVavqkUce0bvvvpvr9neffvqpbDabBg4ceDe7LRabN2+WzWbTww8/nGf7ggULFBoaqrJly8pms8lms+nkyZM6efKkbDabgoKCirW/t/L555+rf//+atq0qapUqSIPDw/5+PioVatWeuedd0rUx1BZWVlavHixfvvtN0VERORZs337dnXu3NlpWZcuXbR9+3ZJ0okTJ5SUlORU4+Pjo/DwcEfN9u3b5evrq9DQUEdN586d5ebm5phMe/v27WrXrp08PT2d9pOYmKhff/21cA4YAIrRqlWrFBoaqunTp6tatWqqW7euxo8fr6tXrzpqiusa62pkmJKfYTIyMrRp0yZNmDBBYWFh8vX1lYeHh/z9/dWtWzetWbOmQNst0O1Azp8/rz59+mjjxo2SpKCgIHXo0EFly5ZVUlKS4uPjtXHjRr366qvauHGjwsPDC9S5kmrNmjUaNGiQvL291blzZ1WqVEmSVK5cuRIVJHN8+OGHio+PV/369dWiRQtVrFhRZ8+e1fbt27V7927Nnz9fsbGxd3Qbx6Jy8OBBRURE6Pfff1e5cuW0YsUKNWjQIM/apKQk+fn5OS3z8/NTUlKSoz1n2a1qqlSp4tTu7u6uihUrOtUEBwfn2kZOW4UKFQpyqADgMsePH1dcXJy8vb21YsUKnT9/XsOHD9eFCxe0YMECScV3jXUVMsy9k2FiY2P1yCOPSJL8/f3Vpk0blS1bVt9++62+/PJLffnllxo6dKjmzp0rm812x9vNd/hNSUlRmzZtlJiYqHr16mnevHlq27atU01aWpoWLlyoqVOn6syZM/ndRYnQqlUrHTlyRGXKlMnVtmzZMknS+++/ryFDhji1+fj46MiRIyXqTkAzZ85UnTp1ct2m8cKFC+rRo4fi4uI0btw4LVq0yEU9lEJCQrR//36lpKRo+fLlGjBggGJjY28agAEA+ZednS2bzabPP/9cPj4+kqRZs2apV69emjNnjkqXLu3iHhYtMsy9lWHc3Nz09NNPa/To0bmepyVLlqhv376aN2+eWrdurf79+9/5dvPbkVGjRikxMVFBQUHatm1brs5IkpeXl4YOHar9+/erfv36+d1FiVCmTBnVq1dPNWvWzNX2448/SpLq1KmTq83Dw0P16tVT7dq1i7yPdyo8PDzP+5NXqlRJb7/9tiRpw4YNxd0tJ56ennrwwQfVsmVLvfPOO2ratKnee++9PGv9/f119uxZp2Vnz56Vv7+/oz1n2a1qzp0759SemZmpixcvOtXktY3r9wEA95KqVauqWrVqjuArSfXr15cxRqdOnZJUfNdYVyDD3FsZpmPHjlq+fHmez9Ozzz7rGILyz3/+M1/bzVf4PX78uL744gtJ114p5hWorufn5+f0DdJb+fe//60XXnhBjRo1UoUKFeTt7a3g4GANGjRIiYmJea6TlpamGTNmqGXLlipfvrw8PT3l7++vsLAwTZw4URcvXnSqP3r0qAYNGqTg4GB5eXmpXLlyCgwMVGRkpOPjnhx5jZcZOHCgbDabYmJiJEkdOnRwjJXJeQJuN17m6tWrmjlzph566CH5+vrK29tbISEhmjhxoi5cuJCr/voxRhcvXtSYMWNUu3ZteXl53XQsT364u19789/Ly+uut1WYsrOzlZaWlmdbRESENm3a5LQsOjraMUY4ODhY/v7+TjWpqanauXOnoyYiIkLJycnas2ePo+brr79Wdna24yOuiIgIbdmyRRkZGU77CQkJYcgDgHtS69at9fPPPzt9vP2f//xHbm5uql69uqTiu8YWNzLM/ZdhmjdvLkn66aef8rdifr4d99577xlJxtfX12RmZub723ULFiwwksyAAQNytZUqVcqUKVPGhIaGmp49e5pu3bqZWrVqGUmmbNmyZtu2bU71WVlZplOnTkaSsdvt5rHHHjN9+vQxnTt3NoGBgUaS2bdvn6P+4MGDxm63G0kmJCTE9OzZ0zzzzDMmIiLClCtXzjRt2tRp+zExMUaSad++vWPZxx9/bAYMGGD8/PyMJNOlSxczYMAAM2DAAPPxxx8bY4w5ceKEkWQCAwNzHePp06dN48aNjSRTsWJF07lzZ/PUU085+hsUFGROnjyZ52MWGRlpgoODTYUKFUy3bt3MM888Y/r27Zuvx/9Gqamp5tFHHzWSHN/idYVJkyaZ2NhYc+LECXPgwAEzadIkY7PZzIYNG4wxxvTr189MmjTJUb9t2zbj7u5u/va3v5kjR46YqVOnGg8PD3Pw4EFHzbRp04yvr6/53//9X3PgwAHTvXt3ExwcbK5eveqo6dq1q2nevLnZuXOniYuLM3Xq1DF9+vRxtCcnJxs/Pz/Tr18/c+jQIbN48WJTpkwZ89FHHxXDo3J/uZe+MQ9cr6Sfu5cuXTL79u0z+/btM5LMrFmzzL59+8wPP/xgjLl2fe3Xr59TffXq1U2vXr3M4cOHTWxsrKlTp4554YUXHDXFdY0tbmSY+yvDGGPM6NGjcx3nnchX+O3Xr5+RZDp27JivneS41YmzePFic/nyZadl2dnZZvbs2UaSadiwocnOzna0xcbGGkmmefPmJjU1Ndf2du/ebc6fP+/4PSoqykgyb775Zq7aK1eumNjYWKdleZ04Odq3b28kmZiYmFxtNztxsrOzTevWrY0kM3jwYKc+Z2RkmHHjxhlJpkOHDk7r5TxmkkynTp1MSkpKrn3eqa+++soMGDDA9OvXzzz66KOmfPnyRpLp2rWrSU5OLvB279agQYNMYGCg8fT0NJUrVzadOnVyBF9jrj3eN54zS5cuNXXr1jWenp6mYcOGZs2aNU7t2dnZZsqUKcbPz894eXmZTp06mcTERKeaCxcumD59+phy5coZu91uoqKizKVLl5xqvvnmG9OmTRvj5eVlqlWrZqZNm1a4B28RJT1AADdT0s/dnL9VN/7kXDMHDBiQ6+/YkSNHTOfOnU3p0qVN9erVzdixY82VK1ecaorrGlucyDDX3KsZ5kZnzpwxPj4+RpJ5//3387VuvsJv165djSTz3HPP5WsnOW514txKRESEkWQOHz7sWLZ06VIjybz00kt3tI3HH3/cSDJ79+69o/rCPnHWrVtnJJlmzZqZjIyMXOtlZWWZRo0aGUlOr65zHjMPDw/z/fff31Hfb+bdd9/NdYF8/vnnTVJS0l1tF7idkh4ggJvh3L1/kGGuuVczzPUyMjIc75w3btzYaT7+O1Gi7vB27Ngx/eMf/9CYMWM0ePBgDRw4UAMHDnQMqr9+3EyLFi1UqlQpzZ8/X7Nnz77tNzJbtWolSfrTn/6kr776yukuNMUhZy66p59+2jHO9npubm5q166dpGt317lR8+bNVatWrbvqw5gxY2SMUXp6uo4dO6aZM2dq3bp1atCggbZs2XJX2wYAwMrIMEWbYa43bNgwbdq0SZUqVdLy5cud5uO/E/ma6qxy5cqSlOsbnHcrKytLI0eO1EcffSRjzE3rUlNTHf9fu3Ztvfvuu5owYYJGjhypkSNHKjAwUBEREXriiSf0zDPPOD0YEyZMUFxcnDZu3KiuXbvKw8NDTZs2Vbt27fTcc88pLCysUI/pRsePH5ckTZkyRVOmTLll7Y0Ta0sq1AmnPTw8VLt2bY0dO1atW7dWRESE/vjHPyoxMbFA09wYY5SZmVlo/cP95/ovDQL3Is7hksXd3T1f87pKZJi7UZIyzOjRo/XJJ5+oQoUKio6OVt26dfO9jXyF35YtW+qzzz7T3r17lZWVpVKlSuV7h3l57733NHfuXPn7+2vWrFn6wx/+ID8/P3l7e0uSnn/+eS1atCjXSTVq1Cj17t1bq1atUlxcnOLi4rR48WItXrxYU6dO1datW1W1alVJ16b9iI6O1u7du7V+/XrFx8crPj5eCQkJmjVrloYPH56ve6PnV3Z2tiSpTZs2t51CpGHDhrmWFdXci+Hh4WrQoIEOHz6shISEPKcTuZ3MzMx8v+qC9djtdrm5lagPm4DbcnNzk91uV9myZV3dFVwnPT0933PRkmEKrqRkmHHjxun999+Xr6+vNmzY4JjtIb/yFX6feOIJjR07VsnJyVq1apWeeuqpAu30RkuXLpUkffTRR+rWrVuu9qNHj950XT8/Pw0ZMsQxUfN3332nQYMGafv27Zo0aZIWLlzoVB8WFuZ4hZSZmamVK1eqf//+mjNnjnr16qUOHToUyjHdqEaNGpKk7t27a/z48UWyj4LKuagX9NWwu7u70tPTC7NLuA+5ubkV2h8boLiUKlVKFy9edPzxR8mQ10fvt0OGKbiSkGEmTpyoWbNmycfHRxs2bHC6dXZ+5ettmNq1a6tPnz6SrqXvG+egu9G5c+duOr/d9XK2ExgYmKvt8OHD2r9//x33sV69enrllVck6bbrubu7q1evXurSpcsd1d+Nxx57TNK1O6vc6mOR4nb+/Hl98803klSgjw4kyWazycPDgx9+bvlD8MW9qlSpUi7/98OP809+hzxIZJi74eoMM2nSJM2YMUM+Pj6Kjo6+62Ee+f4M8oMPPtCDDz6oEydOqE2bNoqLi8tVk56ervnz56t58+Y6cuTIbbeZcweV2bNnO726PnPmjPr375/neNKvv/5aa9euzTUOyxij1atXS3I+EefMmZPnSZyUlKSEhIRc9YWte/fuCgsL065duxQVFZXnmJhff/1Vc+fOLdTxs99++60+//zzPAfH/+c//9EzzzyjtLQ0PfTQQ2rcuHGh7RcAgJKGDFMwrsowkjR58mT993//t3x9fQsl+Er5HPYgSRUqVNC2bdv07LPPavPmzWrbtq2Cg4PVpEkTlSlTRmfPntWuXbt0+fJl2e12BQQE3Habf/nLX7R+/Xp9/PHHiomJUYsWLZSamqrY2FjVqlVLTz31lFasWOG0zoEDB/Tyyy/LbrerRYsWCggI0NWrV7V371798MMP8vHx0euvv+6onzdvnkaMGKHg4GA1atRIdrtdv/zyi7Zu3aqrV6+qY8eOeX5cUVjc3Ny0cuVKRUZGauHChVq+fLmaNm2qmjVrKj09XcePH9fBgweVlZWlgQMHFugjnbycO3dOf/zjH/Xiiy+qefPmql69utLT0/Xjjz9q7969ys7OVv369bVkyZJC2R8AACUVGaZgXJVhVq1apbfeekuS9OCDD950XPMDDzygv/3tb3e83QL1rkqVKoqJidH69eu1aNEixcfHa9OmTUpLS1OlSpUUERGhyMhI9evX77a3D5SufekqISFBkydP1u7du7Vq1SrVqFFDo0aN0uTJkzVq1Khc6zz55JNKSUnR1q1bdfToUe3YsUOlS5dWjRo1NGnSJI0YMcJxq0ZJeuutt7RmzRrt2LFDO3bsUEpKiqpUqaLw8HBFRUWpT58+hfZk3UxAQIB27NihTz/9VEuWLNGBAwe0a9cuVaxYUQEBARo2bJi6devmGCRfGBo2bKi33npLW7du1Xfffad9+/YpIyNDFStWVKdOndSzZ09FRUWVuNsbAwBQFMgwBeOKDHP90JSEhATHu9w3CgwMzFf4tZmSNAAVAAAAKELMOwQAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADLIPwCAADAMgi/AAAAsAzCLwAAACyD8AsAAADL+D+99doo5NGDKwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_critical_difference(classifier_accuracies, classifiers)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:38.148354700Z",
     "start_time": "2024-01-23T13:51:36.736162Z"
    }
   },
   "id": "da87284606d4cfd1",
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Scatter Diagrams"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "d9e3aaca4f99a80d"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from aeon.visualisation import (\n",
    "    plot_pairwise_scatter,\n",
    "    plot_scatter_predictions,\n",
    "    plot_score_vs_time_scatter,\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:38.149638200Z",
     "start_time": "2024-01-23T13:51:38.147332200Z"
    }
   },
   "id": "9ba66c6d0ac437a5",
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x800 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_pairwise_scatter(\n",
    "    classifier_accuracies[0], classifier_accuracies[1], classifiers[0], classifiers[1]\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:38.569100Z",
     "start_time": "2024-01-23T13:51:38.151611400Z"
    }
   },
   "id": "66493f5cdea9d644",
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 600x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_scatter_predictions(regressor_targets, regressor_preds, title=\"Regressor 1\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:38.808386900Z",
     "start_time": "2024-01-23T13:51:38.566598100Z"
    }
   },
   "id": "a0ba27ecd0bf0a4b",
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 600x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_score_vs_time_scatter(\n",
    "    np.mean(classifier_accuracies, axis=0),\n",
    "    [9000, 4000, 1500, 100],\n",
    "    names=classifiers,\n",
    "    title=\"Score vs Time\",\n",
    "    log_time=True,\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:39.302179700Z",
     "start_time": "2024-01-23T13:51:38.804396700Z"
    }
   },
   "id": "a40d1305b6ba5e93",
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Box Plots"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "874a3508f60e2368"
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "from aeon.visualisation import plot_boxplot_median"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:39.302179700Z",
     "start_time": "2024-01-23T13:51:39.297532100Z"
    }
   },
   "id": "c2944d477b66ab8d",
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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tcCE1AAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCiG4AAAAoiOgGAACAgohuAAAAKIjoBgAAgIKIbgAAACiI6AYAAICCdCv3AACdsbJlU7lHgEL5Ow4AuxfRDVSV6x9YXu4RAADgJRPdQFU57sCmNO1RX+4xOmVze3vWbWwr9xhdUu+GunSrra53Uq1+rjU/X7y63GMAADuJ6AaqQmNjY+rru4kRuoT6+m5pbGws9xgAwE5QUyqVSuUe4p9Zu3Zt+vbtmzVr1qRPnz7lHgcok9WrV6elpaXcY3Raa2trVq1aVe4xuqR+/fqlvr66XhmR/O2XTE1NTeUeAwB4ES+1U53pBqpGU1NT1YbIsGHDyj0CAABlUF1vdAMAAIAqIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgOxTds2bNytChQ9OjR4+MGTMm99xzz3b3nTNnTmpqara69ejRY4cHBgAAgGrR6ei+9tprM2XKlEyfPj333ntvRowYkRNOOCHLly/f7jF9+vTJ008/3XF74oknXtbQAAAAUA06Hd2XX355Jk2alIkTJ2b48OG56qqr0rNnz8yePXu7x9TU1GTQoEEdt4EDB77oY2zcuDFr167d6gYAAADVplPRvWnTpixYsCDjxo17/g5qazNu3LjMnz9/u8e1tLRkv/32y5AhQ/Kud70rixYtetHHmTFjRvr27dtxGzJkSGfGBAAAgIrQqeheuXJl2traXnCmeuDAgWlubt7mMa9+9asze/bs3Hjjjfnud7+b9vb2HHnkkfnLX/6y3ceZOnVq1qxZ03FbunRpZ8YEAACAitCt6AcYO3Zsxo4d2/H1kUcemYMPPjhf+9rX8oUvfGGbxzQ0NKShoaHo0QAAAKBQnTrT3b9//9TV1WXZsmVbbV+2bFkGDRr0ku6jvr4+hx9+eBYvXtyZhwYAAICq06no7t69e0aNGpV58+Z1bGtvb8+8efO2Opv9Ytra2vLAAw9k77337tykAAAAUGU6/fLyKVOmZMKECRk9enSOOOKIzJw5M+vXr8/EiROTJGeccUb22WefzJgxI0lywQUX5PWvf30OPPDAPPvss7nkkkvyxBNP5EMf+tDOfSYAAABQYTod3ePHj8+KFSty3nnnpbm5OSNHjszcuXM7Lq62ZMmS1NY+fwJ99erVmTRpUpqbm9PU1JRRo0blrrvuyvDhw3feswAAAIAKVFMqlUrlHuKfWbt2bfr27Zs1a9akT58+5R4HAACALu6ldmqn3tMNAAAAvHSiGwAAAAoiugEAAKAgohsAAAAK0umrlwMAbM/q1avT0tJS7jE6rbW1NatWrSr3GF1Wv379Ul9fX+4xOq2xsTFNTU3lHgOocKIbANgpVq9enYsuuiitra3lHgV2ifr6+kybNk14Ay9KdAMAO0VLS0taW1szeNyB6d5vj3KP0yntm9vTum5jucfosup7N6S2W3W963HTqufy1O2L09LSIrqBFyW6AYCdqlRT7gk6r7ZbbRqaqusXBZRXNf49B8pDdAMAO9XTty0u9wgAUDFENwCwU+19/IHOGrPb27j6Ob9gAl4S0Q0A7FQNTXtkj1f0KvcYAFARquuKFQAAAFBFRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEG6lXsAAABg11q9enVaWlrKPUantba2ZtWqVeUeo8vq169f6uvryz1GpzU2Nqapqalsjy+6AQCgC1m9enUuuuiitLa2lnsU2CXq6+szbdq0soW36AYAgC6kpaUlra2tOfVVB2ZAzz3KPU6ntLa359m/biz3GF3Wnj0aUl9bXe9QXr7huVz36OK0tLSIbgAAYNcZ0HOPDG5sLPcYnbZfn3JPAJ1TXb+mAAAAgCoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACuLq5QDATrVp1XPlHqHT2je3p3WdjyEql/reDantVl3ngqrx7/k/WrGh+p8D/DOV8PdcdAMAO0VjY2Pq6+vz1O2Lyz0K7BL19fVprMKP3Nrih49aq7AriG4AYKdoamrKtGnT0tLSUu5ROq21tTWrVq0q9xhdVr9+/VJfX1/uMTqtsbExTU1N5R5jh/3bqw7MK3ruUe4xoFArNjxX9l8wiW4AYKdpamqq2ggZNmxYuUeAXeoVPffI4Co+Uw/VorrePAMAAABVRHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAUZIeie9asWRk6dGh69OiRMWPG5J577nlJx33/+99PTU1NTj755B15WAAAAKgqnY7ua6+9NlOmTMn06dNz7733ZsSIETnhhBOyfPnyFz3u8ccfz//5P/8nRx999A4PCwAAANWk09F9+eWXZ9KkSZk4cWKGDx+eq666Kj179szs2bO3e0xbW1ve+9735vOf/3yGDRv2sgYGAACAatGp6N60aVMWLFiQcePGPX8HtbUZN25c5s+fv93jLrjgggwYMCAf/OAHX9LjbNy4MWvXrt3qBgAAANWmU9G9cuXKtLW1ZeDAgVttHzhwYJqbm7d5zJ133pn/+q//ytVXX/2SH2fGjBnp27dvx23IkCGdGRMAAAAqQqFXL1+3bl3e//735+qrr07//v1f8nFTp07NmjVrOm5Lly4tcEoAAAAoRrfO7Ny/f//U1dVl2bJlW21ftmxZBg0a9IL9//jHP+bxxx/PO97xjo5t7e3tf3vgbt3yyCOP5IADDnjBcQ0NDWloaOjMaAAAAFBxOnWmu3v37hk1alTmzZvXsa29vT3z5s3L2LFjX7D/QQcdlAceeCALFy7suL3zne/Mcccdl4ULF3rZOAAAALu1Tp3pTpIpU6ZkwoQJGT16dI444ojMnDkz69evz8SJE5MkZ5xxRvbZZ5/MmDEjPXr0yKGHHrrV8XvuuWeSvGA7AAAA7G46Hd3jx4/PihUrct5556W5uTkjR47M3LlzOy6utmTJktTWFvpWcQAAAKgKnY7uJJk8eXImT568ze/dcccdL3rsnDlzduQhAQAAoOo4JQ0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAF2aHonjVrVoYOHZoePXpkzJgxueeee7a77/XXX5/Ro0dnzz33TK9evTJy5Mh85zvf2eGBAQAAoFp0OrqvvfbaTJkyJdOnT8+9996bESNG5IQTTsjy5cu3uX+/fv3y2c9+NvPnz8/999+fiRMnZuLEifnZz372socHAACAStbp6L788sszadKkTJw4McOHD89VV12Vnj17Zvbs2dvc/9hjj8273/3uHHzwwTnggANy9tln57DDDsudd975socHAACAStap6N60aVMWLFiQcePGPX8HtbUZN25c5s+f/0+PL5VKmTdvXh555JG88Y1v3O5+GzduzNq1a7e6AQAAQLXpVHSvXLkybW1tGThw4FbbBw4cmObm5u0et2bNmjQ2NqZ79+5529veliuuuCLHH3/8dvefMWNG+vbt23EbMmRIZ8YEAACAirBLrl7eu3fvLFy4ML/97W/zH//xH5kyZUruuOOO7e4/derUrFmzpuO2dOnSXTEmAAAA7FTdOrNz//79U1dXl2XLlm21fdmyZRk0aNB2j6utrc2BBx6YJBk5cmT+8Ic/ZMaMGTn22GO3uX9DQ0MaGho6MxoAAABUnE6d6e7evXtGjRqVefPmdWxrb2/PvHnzMnbs2Jd8P+3t7dm4cWNnHhoAAACqTqfOdCfJlClTMmHChIwePTpHHHFEZs6cmfXr12fixIlJkjPOOCP77LNPZsyYkeRv788ePXp0DjjggGzcuDE333xzvvOd7+TKK6/cuc8EAAAAKkyno3v8+PFZsWJFzjvvvDQ3N2fkyJGZO3dux8XVlixZktra50+gr1+/PmeeeWb+8pe/ZI899shBBx2U7373uxk/fvzOexYAAABQgTod3UkyefLkTJ48eZvf+8cLpF144YW58MILd+RhAAAAoKrtkquXAwAAQFckugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAoiugEAAKAgohsAAAAKIroBAACgIKIbAAAACiK6AQAAoCCiGwAAAAqyQ9E9a9asDB06ND169MiYMWNyzz33bHffq6++OkcffXSamprS1NSUcePGvej+AAAAsLvodHRfe+21mTJlSqZPn5577703I0aMyAknnJDly5dvc/877rgjp59+en7+859n/vz5GTJkSN7ylrfkySeffNnDAwAAQCXrdHRffvnlmTRpUiZOnJjhw4fnqquuSs+ePTN79uxt7v+9730vZ555ZkaOHJmDDjoo3/jGN9Le3p558+a97OEBAACgknUqujdt2pQFCxZk3Lhxz99BbW3GjRuX+fPnv6T72LBhQ1pbW9OvX7/t7rNx48asXbt2qxsAAABUm05F98qVK9PW1paBAwdutX3gwIFpbm5+Sffx6U9/OoMHD94q3P/RjBkz0rdv347bkCFDOjMmAAAAVIRdevXyL37xi/n+97+fG264IT169NjuflOnTs2aNWs6bkuXLt2FUwIAAMDO0a0zO/fv3z91dXVZtmzZVtuXLVuWQYMGveixl156ab74xS/m9ttvz2GHHfai+zY0NKShoaEzowEAAEDF6dSZ7u7du2fUqFFbXQRty0XRxo4du93jLr744nzhC1/I3LlzM3r06B2fFgAAAKpIp850J8mUKVMyYcKEjB49OkcccURmzpyZ9evXZ+LEiUmSM844I/vss09mzJiRJPnSl76U8847L9dcc02GDh3a8d7vxsbGNDY27sSnAgAAAJWl09E9fvz4rFixIuedd16am5szcuTIzJ07t+PiakuWLElt7fMn0K+88sps2rQpp5566lb3M3369Jx//vkvb3oAAACoYJ2O7iSZPHlyJk+evM3v3XHHHVt9/fjjj+/IQwAAAEDV26VXLwcAAICuRHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAUZIeie9asWRk6dGh69OiRMWPG5J577tnuvosWLcopp5ySoUOHpqamJjNnztzRWQEAAKCqdDq6r7322kyZMiXTp0/PvffemxEjRuSEE07I8uXLt7n/hg0bMmzYsHzxi1/MoEGDXvbAAAAAUC06Hd2XX355Jk2alIkTJ2b48OG56qqr0rNnz8yePXub+7/uda/LJZdcktNOOy0NDQ0v6TE2btyYtWvXbnUDAACAatOp6N60aVMWLFiQcePGPX8HtbUZN25c5s+fv9OGmjFjRvr27dtxGzJkyE67bwAAANhVOhXdK1euTFtbWwYOHLjV9oEDB6a5uXmnDTV16tSsWbOm47Z06dKddt8AAACwq3Qr9wDb0tDQ8JJfig4AAACVqlNnuvv375+6urosW7Zsq+3Lli1zkTQAAAD4B52K7u7du2fUqFGZN29ex7b29vbMmzcvY8eO3enDAQAAQDXr9MvLp0yZkgkTJmT06NE54ogjMnPmzKxfvz4TJ05MkpxxxhnZZ599MmPGjCR/u/jaQw891PH/n3zyySxcuDCNjY058MADd+JTAQAAgMrS6egeP358VqxYkfPOOy/Nzc0ZOXJk5s6d23FxtSVLlqS29vkT6E899VQOP/zwjq8vvfTSXHrppTnmmGNyxx13vPxnAAAAABVqhy6kNnny5EyePHmb3/vHkB46dGhKpdKOPAwAAABUtU69pxsAAAB46UQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAABREdAMAAEBBRDcAAAAURHQDAABAQXYoumfNmpWhQ4emR48eGTNmTO65554X3f+HP/xhDjrooPTo0SOvec1rcvPNN+/QsAAAAFBNOh3d1157baZMmZLp06fn3nvvzYgRI3LCCSdk+fLl29z/rrvuyumnn54PfvCD+f3vf5+TTz45J598ch588MGXPTwAAABUsppSqVTqzAFjxozJ6173unz1q19NkrS3t2fIkCE566yz8pnPfOYF+48fPz7r16/PT3/6045tr3/96zNy5MhcddVV23yMjRs3ZuPGjR1fr127NkOGDMmaNWvSp0+fzowLAAD8naVLl+ayyy7Lqa86MAN67lHucTqltb09z/514z/fkULs2aMh9bXV9Q7l5Ruey3WPLs4nPvGJDBkyZKfe99q1a9O3b99/2qndOnOnmzZtyoIFCzJ16tSObbW1tRk3blzmz5+/zWPmz5+fKVOmbLXthBNOyI9//OPtPs6MGTPy+c9/vjOjAQAAL0FjY2Pq6+tz3aOLyz0K7BL19fVpbGws2+N3KrpXrlyZtra2DBw4cKvtAwcOzMMPP7zNY5qbm7e5f3Nz83YfZ+rUqVuF+pYz3QAAwMvT1NSUadOmpaWlpdyjdFpra2tWrVpV7jG6rH79+qW+vr7cY3RaY2Njmpqayvb4nYruXaWhoSENDQ3lHgMAAHZLTU1NZY2Ql2PYsGHlHgE6pVMvyO/fv3/q6uqybNmyrbYvW7YsgwYN2uYxgwYN6tT+AAAAsLvoVHR37949o0aNyrx58zq2tbe3Z968eRk7duw2jxk7duxW+yfJbbfdtt39AQAAYHfR6ZeXT5kyJRMmTMjo0aNzxBFHZObMmVm/fn0mTpyYJDnjjDOyzz77ZMaMGUmSs88+O8ccc0wuu+yyvO1tb8v3v//9/O53v8vXv/71nftMAAAAoMJ0OrrHjx+fFStW5Lzzzktzc3NGjhyZuXPndlwsbcmSJan9u8vIH3nkkbnmmmvyuc99LtOmTcsrX/nK/PjHP86hhx66854FAAAAVKBOf053ObzUzz8DAACAXeGldmp1fbI5AAAAVBHRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABelW7gFeilKplCRZu3ZtmScBAACA5/t0S69uT1VE97p165IkQ4YMKfMkAAAA8Lx169alb9++2/1+TemfZXkFaG9vz1NPPZXevXunpqam3OOwE6xduzZDhgzJ0qVL06dPn3KPA2yHtQqVzzqF6mCt7n5KpVLWrVuXwYMHp7Z2++/crooz3bW1tdl3333LPQYF6NOnjx86UAWsVah81ilUB2t19/JiZ7i3cCE1AAAAKIjoBgAAgIKIbsqioaEh06dPT0NDQ7lHAV6EtQqVzzqF6mCtdl1VcSE1AAAAqEbOdAMAAEBBRDcAAAAURHQDAABAQUQ3AAAAFER0AwAAQEFENwAAQCf4ACg6Q3TzsrW3t5d7BOCfsE6hOmxZq62trfnrX/9a5mmAbWlvb09NTU2am5vz8MMPl3scqoDo5mVpb29PbW1tli5dmscee6zc4wDbsGWdLl68OJ/85Cdz+umn51Of+lRaW1uT+G09VIota/Xhhx/O+9///rz5zW/OO9/5zjzyyCPlHg34O1v+7XvYYYfloosuyn333VfukahwopsdViqVOv5xMHTo0Jx00kl59NFHyz0W8He2/CP+wQcfzFFHHZXHH388NTU1+da3vpV///d/T5LU1NSUeUpgy1p94IEHctRRR6Vnz54ZP358/vCHP2TKlCnlHg/4B4sWLcrKlSvzm9/8Jv/5n/+ZBx98sON7fpnNPxLd7LCampqsXLkyZ511Vt797nenX79+fiMPFaa2tjZPPvlkTj/99Lzvfe/LD3/4w1xzzTW55ZZb8utf/zo///nPyz0ikL+t1SVLluTf/u3f8sEPfjCzZ8/Oxz/+8Vx66aXp27dv1q1bl8Q/5qFSvPa1r80HPvCBXHLJJbntttty2WWXdbzqc/369WWejkojunlZ/vznP2fYsGH52Mc+lrlz56apqSknn3yy8IYKcvvtt6d37975xCc+0bFtv/32S+/evbNhw4YyTgb8vV/96ld585vfnE9+8pMd2+644478+te/zpgxY/KmN70ps2bN8l5vqAB1dXW5/fbbM3r06Fx55ZX5n//5n8ycOTMnnnhi3v/+9/sFGVsR3bwshx9+eCZNmpTjjjsuTU1N+elPf5o999wz73rXu7a6sER7e3s2b95cxkmh6zr++OPz9re/PXvvvXeSZPPmzdlrr73Sr1+/rF69uszTAVuceuqp+dCHPpT+/fsnSS699NJ85Stfydlnn52vfOUrGTx4cK688krXUIEya29vz1577ZXXve51eeihh/K2t70t3/3ud/Otb30rd955Z0477TRv3WIropsdViqV0q1bt4wePTrJ8z+Abrrppq3OeLe1teVLX/pSvvOd75R5Yuh6SqVSBg8enGnTpnV83a1btyR/e4vIlpesJsn3v/99r1KBMimVSmloaMjhhx+e5G8vT+3Ro0duu+22TJkyJccff3y+/e1v589//nN+8YtflHla6Npqa/+WUHvttVd+/etfJ0m+/e1vp6GhIY2Njfn5z3+ehQsXlnFCKk23cg9A9frH3+Bt+QHUr1+/3HzzzTnppJNyyimn5NBDD80PfvCDLFq0qBxjQpf2j+u0pqYmmzdvTrdu3VJTU5NevXolSc4777xceOGFWbx4cTnGhC7vH9dqr1698uEPfzj19fVJkra2tjz55JM5/PDDc/DBB5djROD/t+XCh4ccckiWLl2as846KzfddFPuu+++/OEPf8i73/3u1NfX57LLLkv37t3LPS4VQHSzw0ql0nZfOtPU1JQbbrghw4YNS3NzcxYsWOAfCVAGL7ZOa2pq0rt371x88cW57LLL8tvf/jbDhg3bxRMCybbX6pZXpSR/e//oN77xjbS0tOSggw7a1eMBeX6dbjnR9PrXvz7nnHNOBg8enJ/+9KfZd999s+++++b666/P/vvvL7jpUFPyLn9eoi0/aB577LHss88+6dmz53b3bW1tzcc//vHMmTMnv/vd73LIIYfswkmh6+rMOj3++OPz4IMP5tlnn82vfvWrjreKAMXrzFq98847c/PNN2fWrFn55S9/mREjRuzCSaHr+mfr9Jlnnsn3v//9HHPMMTn00EO3Ogb+nvd085LV1NTkxz/+cf71X//1n75U/M9//nP+8pe/5Fe/+pXghl3opazTUqmUzZs3Z82aNVm2bFl+97vfCW7YxV7qf1PXrVuX733ve7n11lvzq1/9SnDDLvTP1ulee+2VD3/4wx3BveUY+EfOdPNPbfmN3TPPPJMzzjgjJ554YiZPnvyix7S3t2fDhg1pbGzcRVNC19aZdbpl3/vvvz977LFHXvnKV+7iaaHr2pH/pj777LPZtGlTBgwYsIumhK5tR9YpvBjv6eafqqmpyW233ZavfvWrKZVKOf7445O8+MtnamtrBTfsQp1Zp1u+Puyww3b5nNDVdfa/qaVSKXvuuecunhK6th35ty+8GC8v5yUZMGBAbr755sydOzePP/54Ei+fgUpjnUJ16MxatYahPPw3lZ1JdPOSjBgxIvfff3/69OmTyy+/PH/605/KPRLwD6xTqA7WKlQ+65SdyXu6eYEtL51ZtGhRxw+Y4cOH54ADDsjChQtz9NFH5/jjj89ll12W/fffv8zTQtdknUJ1sFah8lmnFE10s00/+tGPMmXKlPTr1y99+vTJokWL8qMf/SjHHHNMHnjggRx55JE58cQTM2PGjBxwwAHlHhe6JOsUqoO1CpXPOqVQJbq09vb2rf63VCqVfvOb35T23HPP0lVXXVUqlUqlO++8s1RTU1P63Oc+V9q8eXOpVCqV7r///lJNTU3p/e9/f6m1tXXXDw5diHUK1cFahcpnnVIOznR3cXfeeWeOOuqorbbNmTMnt956a6655po88cQTOfroo/OOd7wjs2bNSpIsW7YsAwcOzKJFi1JXV5eDDjqoHKNDl2GdQnWwVqHyWaeUgwupdWG33357TjvttKxcuTJtbW0d21esWJF169blj3/8Y44++uiceOKJueKKK5Ikt9xyS2bOnJlnn302hxxyiB86UDDrFKqDtQqVzzqlXER3FzV79uysWrUqCxYsSP/+/fPkk092fO+ggw7KihUr8oY3vCFvectb8rWvfS01NTUplUq5+eab09zcnG7dfMQ7FM06hepgrULls04pq3K+tp3ymDp1aqlfv36lpUuXlkqlUumxxx4r9erVq/TlL3+5Y59TTz211L1799KPfvSj0po1a0orVqwofeYznym94hWvKC1atKhMk0PXYZ1CdbBWofJZp5Sb93R3MatWrcq//uu/5pRTTslZZ52VP/7xj2ltbc03v/nNfOMb38j555+fs846K0ly7LHHZvny5Vm2bFle85rX5PHHH88NN9yQww8/vMzPAnZv1ilUB2sVKp91SiXwOokupq6uLs8880wWLlyYb3zjGznrrLPy0EMP5ZxzzklDQ0M++9nPplQq5eMf/3juuOOOzJs3L4sXL87++++f4cOHZ9999y33U4DdnnUK1cFahcpnnVIRynmanfJ47LHHSvX19aUePXqULrvsso7tTz75ZOncc88t9e7du/Sf//mfZZwQsE6hOlirUPmsU8rNme4uYPr06bn//vtzww03JEk2btyYzZs3p1Qq5c9//nNWrlyZ/v37Z/DgwfnIRz6SJDn//PPT2tqaKVOmlHN06DKsU6gO1ipUPuuUSuM93V3A3XffncbGxhx66KFJkr/85S956qmn0tbWlmOPPTYf+MAHctFFF2WvvfZKkjz99NO59NJL88Mf/jD3339/+vbtm5qamnI+BdjtWadQHaxVqHzWKZVGdHch//M//5OLL744c+fO7dh266235h3veEcmTpyYiy66KP369UuSNDc3p66uLq94xSvKNS50SdYpVAdrFSqfdUql8DndXUhDQ0N+/etf5+1vf3vHtre85S356U9/mm9+85s599xzs3LlyiTJoEGD/NCBMrBOoTpYq1D5rFMqhejejW15EcNTTz2VZ599Nm94wxty6623ZuHChXnrW9/asd/xxx+fm266KVdeeWUuuuiitLe3l2tk6HKsU6gO1ipUPuuUSiW6d1OlUik1NTW58cYb8+///u+59dZbs379+rz+9a/PtddemwceeGCrHz7jxo3LvHnzMmnSpNTW+msBu4J1CtXBWoXKZ51Sybynezd244035r3vfW/OPffcvOc978mQIUM6vnfXXXfllFNOyahRo/LTn/60jFNC12adQnWwVqHyWadUKtG9m3ryySfz1re+NZMmTcrHP/7xtLa25q9//Wt+85vfZMCAATnssMMyf/78HHfccXn729+e6667rtwjQ5djnUJ1sFah8lmnVDKf072b6tatW3r16pV99903zzzzTP7v//2/uf322/Pggw9mr732ype+9KW8+93vzi9+8YuOqzYCu5Z1CtXBWoXKZ51SybyBYTex5QULy5cvz4YNG9KjR4+USqVcccUV2X///fP73/8+p5xySm677bYMHjw4CxcuTJKMGTMmr3zlK8s4OXQd1ilUB2sVKp91SjVxpns3sOXCET/5yU9y8cUX51Of+lTe8Y535L//+79z66235rTTTsvpp5+ePn36JEl69+6durq6Mk8NXYt1CtXBWoXKZ51Sbbynezfx4x//OO9///szderUnHbaaRk2bNgL9tmwYUO+8IUv5Bvf+EZ+/etf51WvelUZJoWuyzqF6mCtQuWzTqkmons38Je//CXHH398PvKRj+Tss8/O5s2b09bWlnvuuSf9+/fPwQcfnO9973v50Y9+lHvvvTc33HBDDj/88HKPDV2KdQrVwVqFymedUm28vHw3sHnz5vTq1Suvfe1rs3z58syePTtz587NggULMmLEiHzhC1/IuHHj8vjjj+eSSy7JAQccUO6RocuxTqE6WKtQ+axTqo0z3buBZ599NiNGjMiQIUPy8MMP541vfGPe8IY35Mgjj8xHP/rRnH766fn0pz+d9vb21Na6dh6Ug3UK1cFahcpnnVJtnOmuMlsuHLF27dr07Nkzzz33XPbcc8/cddddmTNnTt7znvfktNNOS1NTU2pqarLvvvumvb09SVJTU1Pm6aFrsE6hOlirUPmsU3YHznRXkS0/dG655ZZceeWVaW5uzsEHH5wPfehDOfroo7N58+Z06/a336Ns2rQp559/fseFI3w0Auwa1ilUB2sVKp91yu7C6y2qwJbfi9TU1OTGG2/MqaeemtGjR2fChAl57rnnctppp+WXv/xlunXrllKplG9/+9t597vfne9973v52c9+5ocO7ALWKVQHaxUqn3XK7saZ7gq2cuXK9O/fv+PrRx55JO95z3syadKkfOQjH8myZcsyatSoNDQ0ZPXq1bnhhhtyzDHHZMmSJfn617+eCRMm+KEDBbNOoTpYq1D5rFN2V850V6grrrgib3rTm7Jo0aKObaVSKUcccUTe9773ZenSpTn66KNz0kkn5frrr8/QoUMzfvz43HbbbfmXf/mXXHDBBX7oQMGsU6gO1ipUPuuU3Zkz3RXq6aefzsiRI3PIIYfkq1/9aoYPH54keeqppzJ48OB89KMfzTPPPJNvfetb2WOPPfLe9743P/nJT9K/f/888MAD6dmzp4tHQMGsU6gO1ipUPuuU3Zkz3RVky+8/2trasvfee+e+++7Lww8/nI985CN58MEHkySDBw/Oc889l/vuuy/Dhw/PHnvskSTp06dPrrjiitxzzz3p1auXHzpQEOsUqoO1CpXPOqWrEN0Vor29PTU1NVmxYkV+//vf5+67786gQYPy+9//Pn/6059y5pln5qGHHkqS7LHHHhk+fHh+8IMf5Ac/+EHOOeec3HTTTTn22GO3eh8MsHNZp1AdrFWofNYpXYmXl1eA9vb21NbW5qGHHsr/+l//K717907Pnj3zve99Lz169Oi4aMSwYcNy5ZVX5pBDDsndd9+diy++OL/97W/Tr1+/zJkzJ4cffni5nwrstqxTqA7WKlQ+65SuRnSX2ZbPH1y0aFGOOuqonHnmmfnwhz+cfffdN7W1tR2fP7jlh8/++++f//qv/8qrXvWqtLa25umnn05jY2P69etX7qcCuy3rFKqDtQqVzzqlKxLdFWDVqlV517velde+9rX5yle+0rF9yw+lf/zhc+CBB+aKK67Ia17zmjJODV2LdQrVwVqFymed0tV4T3cFaG5uztNPP51TTjkl7e3tHdu3XBCirq4upVIpAwcOzO9+97vcfffd+cxnPpNNmzaVa2TocqxTqA7WKlQ+65Suplu5ByBZuHBhnnjiiRx99NGpqanpeJ/LFjU1NdmwYUPuu+++jB07NkuWLMmaNWvSvXv3Mk4NXYt1CtXBWoXKZ53S1TjTXQGGDh2abt265frrr0+SrX7obDF79uxMnz49GzZsyIABA/LKV75yV48JXZp1CtXBWoXKZ53S1YjuCrDffvulT58++fa3v50nnniiY/vfv93+8ccfz6hRozo+mxDYtaxTqA7WKlQ+65SuRnRXgH322SdXXnllfvazn+Xcc8/t+EzCLS+tmTZtWq677rpMnDix470uwK5lnUJ1sFah8lmndDWuXl4h2tvbc/XVV2fy5Mk58MADM3bs2PTo0SNPPvlk7r777sydO9dnEUKZWadQHaxVqHzWKV2J6K4w99xzTy655JIsXrw4vXv3zpFHHpkPfvCD3scCFcQ6hepgrULls07pCkR3BWpra0tdXV25xwBehHUK1cFahcpnnbK7857uCvT3V3D0OxGoTNYpVAdrFSqfdcruzpluAAAAKIgz3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABRHdAAAAUBDRDQAAAAUR3QAAAFAQ0Q0AAAAFEd0AAABQENENAAAABfn/ALJy3Yd1ReDCAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_boxplot_median(\n",
    "    classifier_accuracies, classifiers, plot_type=\"boxplot\", title=\"Boxplot\"\n",
    ")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-01-23T13:51:39.619443100Z",
     "start_time": "2024-01-23T13:51:39.303176100Z"
    }
   },
   "id": "cf683faa01e14340",
   "execution_count": 9
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}