{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "d116628c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import colorcet\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b47a9191-c075-405e-9773-2fc7bafe7a32",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA = \"energy_per_exhaustiveness_per_models.npz\"\n",
    "WIDTH = 14  # cm\n",
    "HEIGHT = 16  # cm\n",
    "COLUMNS = 2\n",
    "BAR_WIDTH = 0.08\n",
    "OUTPUT = \"frequency_per_models.png\"\n",
    "SAVE = False\n",
    "COLORMAP = \"cet_bwy\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "92133038-0110-4076-921b-a02a313cd62e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "data_file = np.load(DATA)\n",
    "data = data_file[\"data\"]\n",
    "energy_bins = data_file[\"axis_0\"]\n",
    "exhaust_list = data_file[\"axis_1\"]\n",
    "models_list = data_file[\"axis_2\"]\n",
    "vmax = data.max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3fa34de5-2d82-4651-aa64-15e4662ac9ca",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 551.181x629.921 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Prepare figure\n",
    "num_axis = len(models_list)\n",
    "num_lines = int(np.ceil(num_axis / COLUMNS)) + 1\n",
    "fig = plt.figure()\n",
    "heights = np.ones(num_lines, \"float64\")\n",
    "heights[-1] = BAR_WIDTH\n",
    "grid = fig.add_gridspec(num_lines, COLUMNS, height_ratios=heights)\n",
    "# fig.suptitle(TITLE, weight=600)\n",
    "fig.set_size_inches(WIDTH / 2.54, HEIGHT / 2.54)\n",
    "fig.subplots_adjust(top=0.95, bottom=0.09, left=0.12, right=0.99, hspace=0.83, wspace=0.0)\n",
    "\n",
    "# Ticks\n",
    "x_ticks_index = np.arange(len(exhaust_list))[1::5]\n",
    "x_tick_labels = [\"{:d}\".format(value) for value in exhaust_list[1::5]]\n",
    "y_ticks_index = np.arange(len(energy_bins))[::3]\n",
    "y_tick_labels = [\"{:.1f}\".format(value) for value in energy_bins[::3]]\n",
    "\n",
    "# Let's plot\n",
    "for index, num_models in enumerate(models_list):\n",
    "    line = index // COLUMNS\n",
    "    column = index % COLUMNS\n",
    "    axis = fig.add_subplot(grid[line, column])\n",
    "\n",
    "    plot = axis.imshow(data[:, :, index], COLORMAP, interpolation=\"nearest\", vmin=0, vmax=vmax)\n",
    "\n",
    "    axis.set_title(\"{} models\".format(num_models), weight=600)\n",
    "    axis.tick_params(direction=\"in\")\n",
    "    axis.set_xticks(x_ticks_index)\n",
    "    axis.set_xticklabels(x_tick_labels, rotation=45, horizontalalignment=\"center\")\n",
    "\n",
    "    # Y ticks\n",
    "    axis.set_yticks(y_ticks_index)\n",
    "    if column == 0:\n",
    "        # First column\n",
    "        axis.set_ylabel(r\"Energy (kcal/mol)\")\n",
    "        axis.set_yticklabels(y_tick_labels)\n",
    "\n",
    "    else:\n",
    "        axis.set_yticklabels([])\n",
    "\n",
    "# Color bar\n",
    "bar_axis = fig.add_subplot(grid[-1, :])\n",
    "bar = fig.colorbar(plot, bar_axis, orientation=\"horizontal\")\n",
    "bar.n_raterize = 100\n",
    "bar.set_label(\"Density\")\n",
    "\n",
    "# Common X label\n",
    "grid = fig.add_gridspec(num_lines, COLUMNS, height_ratios=heights, bottom=0.08, hspace=0.7)\n",
    "for index in range(num_lines - 1):\n",
    "    axis = fig.add_subplot(grid[index, :], frameon=False)\n",
    "    axis.tick_params(labelcolor=\"none\", top=False, bottom=False, left=False, right=False)\n",
    "    axis.set_xlabel(r\"Exhaustiveness\")\n",
    "\n",
    "if SAVE:\n",
    "    # Save image\n",
    "    for num in plt.get_fignums():\n",
    "        fig = plt.figure(num)\n",
    "        fig.savefig(OUTPUT, dpi=300, bbox_inches=\"tight\", transparent=True)\n",
    "\n",
    "else:\n",
    "    # Show on screen\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "d28691a2-ce3c-45e7-9799-8377675f2c77",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATA = \"avg_std_min_max_per_models_per_exhaustiveness.npz\"\n",
    "WIDTH = 14  # cm\n",
    "HEIGHT = 11  # cm\n",
    "BAR_WIDTH = 0.08\n",
    "OUTPUT = \"average_exhaustiveness.png\"\n",
    "SAVE = False\n",
    "PALETTE = colorcet.glasbey_dark[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "9ec5a8f3-817f-4266-a708-99d77da06ea4",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "data_file = np.load(DATA)\n",
    "data = data_file[\"data\"]\n",
    "average = data[:, :, 0]\n",
    "std_dev = data[:, :, 1]\n",
    "models_list = data_file[\"axis_0\"]\n",
    "exhaust_list = data_file[\"axis_1\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "13e5d9fa-8bf3-43d7-8e06-151627868023",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 551.181x433.071 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Prepare figure\n",
    "fig = plt.figure()\n",
    "axis_avg = fig.add_subplot(2, 1, 1)\n",
    "axis_std = fig.add_subplot(2, 1, 2, sharex=axis_avg)\n",
    "# fig.suptitle(TITLE, weight=600)\n",
    "fig.set_size_inches(WIDTH / 2.54, HEIGHT / 2.54)\n",
    "fig.subplots_adjust(top=0.98, bottom=0.09, left=0.13, right=0.975, hspace=0.35, wspace=0.2)\n",
    "\n",
    "# Let's plot\n",
    "for index, num_models in enumerate(models_list):\n",
    "    color = PALETTE[index]\n",
    "    axis_avg.plot(exhaust_list, average[index, :], color=color, label=\"{} models\".format(num_models))\n",
    "    axis_std.plot(exhaust_list, std_dev[index, :], color=color, label=\"{} models\".format(num_models))\n",
    "\n",
    "axis_avg.set_ylabel(r\"Average $\\Delta G_{bind}$ (kcal/mol)\")\n",
    "axis_std.set_ylabel(r\"$\\Delta G_{bind}$ std. dev. (kcal/mol)\")\n",
    "\n",
    "axis_avg.legend()\n",
    "axis_std.legend(loc=\"lower right\")\n",
    "\n",
    "for axis in fig.axes:\n",
    "    axis.set_xlabel(r\"Exhaustiveness\")\n",
    "    axis.set_xlim(0, max(exhaust_list))\n",
    "    axis.tick_params(direction=\"in\")\n",
    "\n",
    "if SAVE:\n",
    "    # Save image\n",
    "    for num in plt.get_fignums():\n",
    "        fig = plt.figure(num)\n",
    "        fig.savefig(OUTPUT, dpi=300, bbox_inches=\"tight\", transparent=True)\n",
    "\n",
    "else:\n",
    "    # Show on screen\n",
    "    plt.show()"
   ]
  }
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