{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "14e40a31",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import data from OSF\n",
    "from scipy.io import loadmat\n",
    "\n",
    "# plot figures\n",
    "%matplotlib widget\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import Normalize \n",
    "from matplotlib.widgets import Button\n",
    "from matplotlib.patches import FancyArrow\n",
    "import numpy as np\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "import numpy as np\n",
    "from matplotlib.widgets import Button\n",
    "import matplotlib.patches as patches\n",
    "\n",
    "from import_data_osf import get_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d5b03651",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Function to plot figure\n",
    "\n",
    "# Function to generate heatmap data\n",
    "def generate_heatmap_data(iMuscle):\n",
    "    data_matrix = np.zeros(maps.shape)\n",
    "    for i in range(ch2xy.shape[0]) :\n",
    "        data_matrix[int(ch2xy[i][0])][int(ch2xy[i][1])] = sorted_respMean[i][iMuscle]\n",
    "    return data_matrix  # Generate random heatmap data\n",
    "\n",
    "# Function to create or update the detailed figure\n",
    "def update_detailed_figure(iArray, iMuscle, detailed_figure, detailed_axes, d):\n",
    "    global current_cbar\n",
    "    \n",
    "    for key, value in d.items():\n",
    "        globals()[key] = value\n",
    "\n",
    "    # Clear previous content\n",
    "    for ax in detailed_axes:\n",
    "        ax.clear()\n",
    "\n",
    "    # Clear all previous content from the figure\n",
    "    for ax in np.ravel(detailed_axes):  \n",
    "        ax.cla() \n",
    "        \n",
    "    \"\"\"if current_cbar is not None:\n",
    "        try:\n",
    "            current_cbar.remove()\n",
    "            current_cbar = None\n",
    "        except Exception as e:\n",
    "            print(f\"Error removing colorbar: {e}\")\"\"\"\n",
    "    if current_cbar is not None:\n",
    "        detailed_figure.delaxes(current_cbar.ax)\n",
    "    \n",
    "    n_repetitions = np.where(stim_channel == iArray + 1)[0].shape[0]\n",
    "    upLim = np.max(np.mean(sorted_evoked[:,last_button_index,:n_repetitions],1)) * 1000\n",
    "    upCounts = max([np.where(stim_channel == i)[0].shape[0] for i in range(ch2xy.shape[0])])\n",
    "    # First imshow \n",
    "    minSorted = min(np.min(sorted_evoked[iArray, iMuscle, :n_repetitions, :]), np.min(sorted_filtered[iArray, iMuscle, :n_repetitions, :])) * 1000\n",
    "    maxSorted = max(np.max(sorted_evoked[iArray, iMuscle, :n_repetitions, :]), np.max(sorted_filtered[iArray, iMuscle, :n_repetitions, :])) * 1000\n",
    "    im1 =  detailed_axes[2].imshow(sorted_evoked[iArray, iMuscle, :n_repetitions, :] * 1000, vmin=minSorted, vmax=maxSorted, aspect='auto', cmap='Blues')\n",
    "    cax = detailed_figure.add_axes([0.55, 0.15, 0.03, 0.2]) \n",
    "    current_cbar =  detailed_axes[2].figure.colorbar(im1, cax=cax)\n",
    "    current_cbar.ax.set_ylabel(\"MEP (mV)\", rotation=-90, va=\"bottom\", fontsize=fontsize_axes)\n",
    "    # Overlay isvalid == 0 in red\n",
    "    for row in np.where(sorted_isvalid[iArray, iMuscle] == 0)[0]:\n",
    "        detailed_axes[2].scatter(range(sorted_evoked[iArray, iMuscle, :n_repetitions, :].shape[1]), [row] * sorted_evoked[iArray, iMuscle, :n_repetitions, :].shape[1], \n",
    "                    c=sorted_evoked[iArray, iMuscle, :n_repetitions, :][row, :] * 1000, cmap='Reds', marker='s', s=10)\n",
    "        \n",
    "    divider = make_axes_locatable(ax)\n",
    "    # cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
    "    x_0 = np.where(time == 0)[0][0]\n",
    "    step = time.shape[0]//5\n",
    "    detailed_axes[2].set_xticks([i for i in range(x_0%step,time.shape[0], step)])\n",
    "    detailed_axes[2].set_xticklabels([np.round(time[i],2) for i in range(x_0%step,time.shape[0], step)])\n",
    "    detailed_axes[2].set_yticks([i for i in range(n_repetitions)])\n",
    "    # plt.axvline(resp_region[0] * 1000, color=\"orange\")\n",
    "    detailed_axes[2].set_xlabel(\"Time (ms)\", fontsize=fontsize_axes)\n",
    "    detailed_axes[2].set_ylabel(\"Number of trials\", fontsize=fontsize_axes)\n",
    "    detailed_axes[2].set_title(f\"Raw {emgs['emgs'][iMuscle]} EMG Stack\", fontsize=fontsize_title)\n",
    "    detailed_axes[2].text(\n",
    "    0.95, 0.93, \"▬ Outliers\", fontsize=10, color='red', \n",
    "    ha='right', transform=detailed_axes[2].transAxes\n",
    "    )\n",
    "    # Plot\n",
    "    # Create a masked array where invalid points are masked\n",
    "    # Get data slice\n",
    "    data = sorted_filtered[iArray, iMuscle, :n_repetitions, :]  # shape: (n_rep, time)\n",
    "    \n",
    "    # Get corresponding validity mask\n",
    "    valid_mask = sorted_isvalid[iArray, iMuscle, :n_repetitions] != 0  # shape: (n_rep,)\n",
    "    \n",
    "    # Apply mask and compute mean over valid repetitions\n",
    "    m = np.mean(data[valid_mask], axis=0) * 1000\n",
    "\n",
    "    #m = np.mean(sorted_filtered[iArray, iMuscle, :n_repetitions, :], axis=0) * 1000\n",
    "    std = (np.std(sorted_filtered[iArray, iMuscle, :n_repetitions, :] , axis=0, ddof=1)) / np.sqrt(n_repetitions)*1000\n",
    "    detailed_axes[0].plot(time, m, label=f\"Mean EMG\")\n",
    "    \n",
    "    \n",
    "    detailed_axes[0].axvline((resp_region[0] - where_zero)/fs * 1000, color=\"orange\", linestyle=\"dotted\", label=\"Range to compute maximum peak\")\n",
    "    detailed_axes[0].axvline((resp_region[1] - where_zero)/fs * 1000, color=\"orange\", linestyle=\"dotted\")\n",
    "\n",
    "    detailed_axes[0].set_ylim(0, upLim)\n",
    "    detailed_axes[0].set_xlabel(\"Time (ms)\", fontsize=fontsize_axes)\n",
    "    detailed_axes[0].set_ylabel(\"MEP (mV)\", fontsize=fontsize_axes)\n",
    "    detailed_axes[0].set_title(f\"{emgs['emgs'][iMuscle]} \", fontsize=fontsize_title)\n",
    "    detailed_axes[0].legend(loc=1, fontsize=fontsize_legend)\n",
    "\n",
    "    # Histogram\n",
    "    n, bins, patches = detailed_axes[1].hist(sorted_resp[iArray,iMuscle,:n_repetitions] * 1000 , bins=10, density=False, alpha=0.75)\n",
    "\n",
    "    detailed_axes[1].set_ylim(0, upCounts)\n",
    "    detailed_axes[1].set_xlim(0, np.max(sorted_resp[:,iMuscle,:]) * 1000)\n",
    "    detailed_axes[1].set_xlabel('Peak amplitude', fontsize=fontsize_axes)\n",
    "    detailed_axes[1].set_ylabel('Counts', fontsize=fontsize_axes)\n",
    "    detailed_axes[1].set_title(f'Distribution of peak amplitude', fontsize=fontsize_title)\n",
    "    detailed_axes[1].grid(True)\n",
    "    \n",
    "    detailed_axes[3].axis('off')\n",
    "    detailed_figure.suptitle(f'B. MEP details from electrode {iArray}', fontsize=fontsize_title, y=1)\n",
    "    #detailed_figure.tight_layout()\n",
    "    detailed_figure.subplots_adjust(left=0.1, right=0.9, top=0.92, bottom=0.05, wspace=0.5, hspace=0.4)\n",
    "    detailed_figure.canvas.draw()\n",
    "    \n",
    "# Function to update the heatmap based on button click\n",
    "def on_button_click(event, iMuscle, fig):\n",
    "    global heatmap_data, last_button_index  # Access the global variable for heatmap data\n",
    "    last_button_index = iMuscle\n",
    "    # Generate new data\n",
    "    heatmap_data = generate_heatmap_data(iMuscle)\n",
    "    for ax in np.ravel(ax_heatmap):  \n",
    "        ax.cla()\n",
    "    im = ax_heatmap.imshow((heatmap_data-np.min(heatmap_data))/(np.max(heatmap_data)-np.min(heatmap_data)), cmap='Blues')\n",
    "    ax_heatmap.scatter(zero_coords[:, 1], zero_coords[:, 0], color='grey', marker='o', s=50)\n",
    "    ax_heatmap.set_title(emgs['emgs'][iMuscle], fontsize=fontsize_title)  \n",
    "    # fig.tight_layout()\n",
    "    \n",
    "    # Set title and redraw the plot\n",
    "    fig.canvas.draw()\n",
    "    \n",
    "# Function to handle cell click\n",
    "def on_heatmap_click(event, d, detailed_figure, detailed_axes, ax_heatmap):\n",
    "    # Unpack the dictionary into variables\n",
    "    for key, value in d.items():\n",
    "        globals()[key] = value\n",
    "    if event.inaxes == ax_heatmap:\n",
    "        x, y = event.xdata, event.ydata\n",
    "        y = ax_heatmap.get_ylim()[1] - y\n",
    "        x_idx, y_idx = abs(int(round(x))), abs(int(round(y)))\n",
    "        # print(x_idx, y_idx)\n",
    "        # Convert data coordinates to pixel coordinates\n",
    "        trans_data = ax_heatmap.transData\n",
    "        x_pixel, y_pixel = trans_data.transform((x, y))\n",
    "        if 0 <= x_idx < heatmap_data.shape[1] and 0 <= y_idx < heatmap_data.shape[0]:  # Check bounds\n",
    "\n",
    "            for patch in ax_heatmap.patches:\n",
    "                patch.remove()\n",
    "            rect = patches.Rectangle((x_idx - 0.5, y_idx - 0.5), 1, 1, linewidth=2, edgecolor='red', facecolor='none')\n",
    "            ax_heatmap.add_patch(rect)\n",
    "            \n",
    "            cell_value = heatmap_data[y_idx, x_idx]  # Access the heatmap data directly\n",
    "            iArray = np.intersect1d(np.where(ch2xy[:,1] == x_idx)[0], np.where(ch2xy[:,0] == y_idx)[0])[0]\n",
    "            # print(f\"Cell clicked: ({x_idx}, {y_idx}) with value {cell_value}\")  # Debugging statement\n",
    "            if last_button_index is not None :\n",
    "                update_detailed_figure(iArray, last_button_index, detailed_figure, detailed_axes, d)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "38077674",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b0844ecf055246e7b774c02c6630561d",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
      "text/html": [
       "\n",
       "            <div style=\"display: inline-block;\">\n",
       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Main Plot 1\n",
       "                </div>\n",
       "                <img 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' 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       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "359f531559bd489aaec14fc82cc9805a",
       "version_major": 2,
       "version_minor": 0
      },
      "image/png": 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",
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       "\n",
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       "                <div class=\"jupyter-widgets widget-label\" style=\"text-align: center;\">\n",
       "                    Detailed View 1\n",
       "                </div>\n",
       "                <img 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' width=900.0/>\n",
       "            </div>\n",
       "        "
      ],
      "text/plain": [
       "Canvas(toolbar=Toolbar(toolitems=[('Home', 'Reset original view', 'home', 'home'), ('Back', 'Back to previous …"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: figMcqcell\n",
    "\n",
    "# MACAQUE\n",
    "macaque1_data = loadmat(\"../data/neuromosaics/osfstorage/nhp/Macaque1_M1_181212.mat\") \n",
    "d2 = get_data(is_mat=True, is_macaque=True, mat=macaque1_data, name='Macaque1_M1_181212')\n",
    "\n",
    "# Unpack the dictionary into variables\n",
    "for key, value in d2.items():\n",
    "    globals()[key] = value\n",
    "\n",
    "# Define some plotting parameters\n",
    "where_zero = np.where(abs(stimProfile) > 10**(-50))[0][0]\n",
    "time = np.array([i/fs for i in range(-int(where_zero), evoked_emg.shape[2] - int(where_zero))]) * 1000\n",
    "fontsize_title = 15\n",
    "fontsize_axes = 13\n",
    "fontsize_legend = 10\n",
    "maps1 = np.copy(maps)\n",
    "\n",
    "# PLOT\n",
    "maps = maps1\n",
    "current_cbar = None\n",
    "\n",
    "# Create a unique identifier for the new main figure\n",
    "fig_number = len(plt.get_fignums()) + 1  # Total existing figures + 1\n",
    "fig2, (ax_heatmap, ax_buttons) = plt.subplots(\n",
    "    1, 2, figsize=(8, 5), gridspec_kw={'width_ratios': [4, 1]}, num=f'Main Plot {fig_number}'\n",
    ")\n",
    "plt.subplots_adjust(left=0.1, right=0.9, wspace=0.4)\n",
    "fig2.suptitle(f'A. Macaque motor response heatmap', fontsize=fontsize_title)\n",
    "# Create the initial heatmap plot\n",
    "heatmap_data = generate_heatmap_data(0)\n",
    "\n",
    "im = ax_heatmap.imshow(\n",
    "    (heatmap_data - np.min(heatmap_data)) / (np.max(heatmap_data) - np.min(heatmap_data)),\n",
    "    cmap='Blues'\n",
    ")\n",
    "zero_coords = np.argwhere(heatmap_data == 0)\n",
    "ax_heatmap.scatter(zero_coords[:, 1], zero_coords[:, 0], color='grey', marker='o', s=50)\n",
    "\n",
    "divider = make_axes_locatable(ax_heatmap)\n",
    "cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
    "cbar = ax_heatmap.figure.colorbar(im, cax=cax)\n",
    "cbar.ax.set_ylabel(\"Normalized MEP (mV)\", rotation=-90, va=\"bottom\", fontsize=fontsize_axes)\n",
    "\n",
    "x = 1\n",
    "y = 4\n",
    "array10 = np.intersect1d(np.where(ch2xy[:,1] == x)[0], np.where(ch2xy[:,0] == y)[0])[0]\n",
    "rect = patches.Rectangle((x - 0.5, y - 0.5), 1, 1, linewidth=2, edgecolor='red', facecolor='none')\n",
    "ax_heatmap.add_patch(rect)\n",
    "\n",
    "# Initialize button to Muscle 0\n",
    "last_button_index = 0\n",
    "\n",
    "# Hide the buttons axis frame\n",
    "ax_buttons.set_visible(True)\n",
    "ax_buttons.spines['top'].set_visible(False)\n",
    "ax_buttons.spines['right'].set_visible(False)\n",
    "ax_buttons.spines['left'].set_visible(False)\n",
    "ax_buttons.spines['bottom'].set_visible(False)\n",
    "ax_buttons.xaxis.set_visible(False)\n",
    "ax_buttons.yaxis.set_visible(False)\n",
    "ax_buttons.set_xticks([])\n",
    "ax_buttons.set_yticks([])\n",
    "\n",
    "# Create buttons and assign callbacks\n",
    "button_positions = [0.8 - i * 0.06 for i in range(n_muscles)]  # Vertical positions of buttons\n",
    "button_axes = [plt.axes([0.85, pos, 0.1, 0.05]) for pos in button_positions]\n",
    "buttons = [Button(button_axes[i], emgs['emgsabr'][i]) for i in range(n_muscles)]\n",
    "\n",
    "# Set the last button (e.g. the nth one) to be red\n",
    "buttons[-1].color = 'rosybrown'              # Background color\n",
    "buttons[-1].hovercolor = 'indianred'    # Hover color (optional)\n",
    "buttons[-1].label.set_color('white')   # Text color for contrast\n",
    "\n",
    "# Add a title above the buttons\n",
    "square_symbol = '\\u25A0'\n",
    "plt.text(0.90, 0.88, \"Muscle selection\", fontsize=12, ha='center', transform=plt.gcf().transFigure)\n",
    "plt.text(0.90, 0.50, \"⬤ Ground electrode\", fontsize=10, color='grey', ha='center', transform=plt.gcf().transFigure)\n",
    "plt.text(0.90, 0.35, f\"{square_symbol} Selected electrode\", fontsize=10, color='red', ha='center', transform=plt.gcf().transFigure)\n",
    "cmap = plt.get_cmap(\"Blues\")\n",
    "deep_blue = cmap(0.8)  # Dark blue for text\n",
    "light_blue = cmap(0.1)  # Light blue for background\n",
    "plt.text(0.7, 0.1, \n",
    "    \"Activate interactivity\\n(top-right)\\nThen press Play ▶ and\\nclick muscles\\nor the heatmap!\",\n",
    "    fontsize=12, color=deep_blue, ha='left', fontfamily='DejaVu Sans',\n",
    "         bbox=dict(boxstyle=\"round,pad=0.2\", edgecolor='none', facecolor=light_blue, alpha=0.7),\n",
    "         transform=plt.gcf().transFigure )\n",
    "plt.show()\n",
    "\n",
    "for i, button in enumerate(buttons):\n",
    "    button.on_clicked(lambda event, index=i: on_button_click(event, index, fig2))\n",
    "\n",
    "# Create a unique identifier for the detailed figure\n",
    "detailed_fig_number = len(plt.get_fignums())  # Total existing figures + 1\n",
    "detailed_figure2, detailed_axes2 = plt.subplots(\n",
    "    2, 2, figsize=(9, 6), num=f'Detailed View {detailed_fig_number}'\n",
    ")\n",
    "# Connect the heatmap click event\n",
    "fig2.canvas.mpl_connect('button_press_event', lambda event: on_heatmap_click(event, d2, detailed_figure2, detailed_axes2, ax_heatmap))\n",
    "\n",
    "plt.subplots_adjust(wspace=0.5)\n",
    "detailed_axes2 = detailed_axes2.flatten()\n",
    "update_detailed_figure(array10, 0, detailed_figure2, detailed_axes2, d2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "07ac5d6e-1811-4ec0-a415-44a320b88ff7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.11.5"
  }
 },
 "nbformat": 4,
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}
