{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "7dbf62e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys, os\n",
    "sys.path.append(os.path.join(os.getcwd(), '..'))\n",
    "sys.path.append(os.path.join(os.getcwd(), '..', '..'))\n",
    "sys.path.append(os.path.join(os.getcwd(), '..', '..'))\n",
    "sys.path.append(os.path.join(os.getcwd(), '..', '..', 'analysis'))\n",
    "sys.path.append(os.path.join(os.getcwd(), '..', '..', 'session'))\n",
    "\n",
    "from imports import *\n",
    "from loading import load_session_data\n",
    "from correlation import cluster_corr\n",
    "\n",
    "import numpy as np\n",
    "import h5py, json\n",
    "import matplotlib.pyplot as plt\n",
    "from scipy import signal, stats\n",
    "from target import build_tgt_matrix\n",
    "from adapters import DatProcessor\n",
    "from matplotlib.patches import ConnectionPatch\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "from session.sessions import selected_009266, selected_008229, selected_009265, selected_57\n",
    "from target import build_tgt_matrix, get_spike_counts, build_event_mx, \\\n",
    "        get_idxs_of_event_periods, get_spike_times_at\n",
    "np.set_printoptions(suppress=True)\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "220a45cd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
       "    return false;\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%javascript\n",
    "IPython.OutputArea.prototype._should_scroll = function(lines) {\n",
    "    return false;\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "295946ea",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['57_SIT_2024-01-04_14-16-22', '57_SIT_2024-01-04_14-52-59']"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#source = '/home/sobolev/nevermind_ag-grothe/AG_Pecka/data/processed/'\n",
    "source = '/home/sobolev/nevermind/AG_Pecka/data/processed/'\n",
    "\n",
    "sessions = selected_57\n",
    "sessions.sort()\n",
    "selected = [\n",
    "    \"57_SIT_2024-01-04_14-16-22\",\n",
    "    \"57_SIT_2024-01-04_14-52-59\",\n",
    "]\n",
    "selected"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37116510",
   "metadata": {},
   "source": [
    "## Experiment timeline plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "9a47e36e",
   "metadata": {},
   "outputs": [],
   "source": [
    "def to_normed(data):\n",
    "    normed = data - data.min() \n",
    "    return normed/(normed.max() - normed.min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "863f95a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "session = selected[1]\n",
    "\n",
    "animal = session.split('_')[0]\n",
    "\n",
    "s_path     = os.path.join(source, animal, session)\n",
    "meta_file  = os.path.join(source, animal, session, 'meta.h5')\n",
    "desc_file  = os.path.join(source, animal, session, 'descendants.h5')\n",
    "desc_file  = os.path.join(source, animal, session, 'descendants.h5')\n",
    "units_file = os.path.join(source, animal, session, 'units.h5')\n",
    "moseq_file = os.path.join(source, animal, session, 'analysis', 'MoSeq_tSNE_UMAP.h5')\n",
    "moseq_units_glm = os.path.join(source, animal, session, 'analysis', 'MoSeq_units_GLM.h5')\n",
    "\n",
    "with h5py.File(meta_file, 'r') as f:\n",
    "    tl = np.array(f['processed']['timeline'])\n",
    "    tgt_mx = np.array(f['processed']['target_matrix'])\n",
    "    events = np.array(f['processed']['sound_events'])\n",
    "with h5py.File(moseq_file, 'r') as f:\n",
    "    syl_ratio_mx  = np.array(f['syl_ratio_mx'])\n",
    "    idxs_srm_tl   = np.array(f['idxs_srm_tl'])\n",
    "with h5py.File(units_file, 'r') as f:\n",
    "    unit_names = [x for x in f]\n",
    "with h5py.File(desc_file, 'r') as f:\n",
    "    speed = np.array(f['speed'])\n",
    "    hd    = np.array(f['hd'])\n",
    "    \n",
    "# load units\n",
    "unit_names, single_units, spike_times = [], {}, {}\n",
    "with h5py.File(units_file, 'r') as f:\n",
    "    unit_names = [x for x in f]\n",
    "with h5py.File(units_file, 'r') as f:\n",
    "    for unit_name in unit_names:\n",
    "        spike_times[unit_name] = np.array(f[unit_name][H5NAMES.spike_times['name']])\n",
    "        single_units[unit_name] = np.array(f[unit_name][H5NAMES.inst_rate['name']])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "a3692bdf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7199,)"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p_noi = events[events[:, 1] == -1]\n",
    "p_sil = events[events[:, 1] == 0]\n",
    "p_bgr = events[events[:, 1] == 1]\n",
    "p_tgt = events[events[:, 1] == 2]\n",
    "\n",
    "speed_ev = speed[events[:, 2].astype(np.int32)]\n",
    "speed_ev.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e3a5d3ef",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(-0.585680981170126, 0.0)\n",
      "(0.15886090379211923, 0.0)\n",
      "(-0.08253284802478265, 1.6031378491492683e-269)\n"
     ]
    }
   ],
   "source": [
    "# units\n",
    "u_to_plot = ['2-17', '2-6' ]\n",
    "\n",
    "print(stats.pearsonr(single_units[u_to_plot[0]], single_units[u_to_plot[1]]))\n",
    "\n",
    "# speed corr\n",
    "for unit in u_to_plot:\n",
    "    print(stats.pearsonr(single_units[unit], speed))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "cc4b205d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(16, 4.5))\n",
    "\n",
    "for i, unit in enumerate(u_to_plot):\n",
    "    s_times = spike_times[unit]\n",
    "    ax.scatter(s_times, 2 + i + np.random.rand(len(s_times)), s=1)\n",
    "    ax.plot(tl[:, 0], 2 + i + to_normed(single_units[unit]))\n",
    "\n",
    "# session events\n",
    "ax.vlines(p_bgr, 0, 1, color='tab:blue', lw=1)\n",
    "ax.vlines(p_tgt, 1, 2, color='tab:orange', lw=1)\n",
    "ax.vlines(p_noi,-1, 0, color='red', lw=1)\n",
    "ax.vlines(p_sil, 0, 1, color='black', lw=1, alpha=0.99)#, ls='--')\n",
    "ax.set_xlim(800, 1200)\n",
    "ax.set_ylim(-1, 4)\n",
    "ax.set_xlabel(\"Time, s\", fontsize=14)\n",
    "ax.set_ylabel(\"Noise | BGR | TGT\", fontsize=12)\n",
    "ax.grid()\n",
    "\n",
    "#fig.tight_layout()\n",
    "#fig.savefig(os.path.join(report, 'Hall', 'session_timeline_full.png'), dpi=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf9250e7",
   "metadata": {},
   "source": [
    "## Correlation matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "d9af7db6",
   "metadata": {},
   "outputs": [],
   "source": [
    "units_ccr = unit_names\n",
    "s_rate = 100\n",
    "\n",
    "l = len(units_ccr)\n",
    "corr_pearson, corr_spearman = np.zeros((l, l)), np.zeros((l, l))\n",
    "for i, u1 in enumerate(units_ccr):\n",
    "    for j, u2 in enumerate(units_ccr):\n",
    "        i_rate1 = single_units[u1]\n",
    "        i_rate2 = single_units[u2]\n",
    "\n",
    "        if u1 == '7-18' and session == '008229_hippoSIT_2022-05-16_20-36-44':\n",
    "            i_rate1[1930*s_rate:1950*s_rate] = 0\n",
    "        if u2 == '7-18' and session == '008229_hippoSIT_2022-05-16_20-36-44':\n",
    "            i_rate2[1930*s_rate:1950*s_rate] = 0\n",
    "            \n",
    "        corr_pearson[i, j]  = stats.pearsonr(i_rate1, i_rate2)[0]\n",
    "        #corr_spearman[i, j] = spearmanr(i_rate1, i_rate2)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "798bbed2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(16, 16))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.imshow(corr_pearson, cmap='seismic')\n",
    "ax.set_xticks(range(corr_pearson.shape[0]))\n",
    "ax.set_xticklabels(units_ccr, rotation=60)\n",
    "ax.set_yticks(range(corr_pearson.shape[0]))\n",
    "_ = ax.set_yticklabels(units_ccr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "4dd3736f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x1152 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "corr_srt, Z, labels, idxs_sort = cluster_corr(corr_pearson, threshold=2.6)\n",
    "\n",
    "tick_labels = [\"(%s) %s\" % (labels[j], units_ccr[j]) for j in idxs_sort]\n",
    "\n",
    "fig = plt.figure(figsize=(16, 16))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.imshow(corr_srt, cmap='seismic')\n",
    "ax.set_xticks(range(corr_srt.shape[0]))\n",
    "ax.set_xticklabels(tick_labels, rotation=60)\n",
    "ax.set_yticks(range(corr_srt.shape[0]))\n",
    "_ = ax.set_yticklabels(tick_labels)\n",
    "for clu_no in set(labels):\n",
    "    l_pos = np.where(labels[idxs_sort] == clu_no)[0][-1] + 0.5\n",
    "    ax.axhline(l_pos, color='black', lw=3)\n",
    "    ax.axvline(l_pos, color='black', lw=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "94ed63e4",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}