{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "79ed3f21",
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from imports import *\n",
    "from matplotlib.patches import ConnectionPatch\n",
    "from sklearn.preprocessing import normalize\n",
    "from scipy.stats.stats import pearsonr, spearmanr\n",
    "from correlation import cluster_corr\n",
    "from scipy.cluster.hierarchy import dendrogram\n",
    "\n",
    "import itertools\n",
    "np.set_printoptions(suppress=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "18ac88d8",
   "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": 3,
   "id": "e1153ef5",
   "metadata": {},
   "outputs": [],
   "source": [
    "s1 = \"008229_hippoSIT_2022-05-17_21-44-43\"\n",
    "units_all = {\n",
    "    1: [2, 4, 8, 10, 15, 18, 19, 22, 26, 28],\n",
    "    3: [3, 8, 12, 13, 14],\n",
    "    4: [2, 4, 8, 16],\n",
    "    5: [7, 14, 15, 16, 18, 20, 25, 28, 29, 31],\n",
    "    6: [2, 4, 5, 7, 18, 19, 20, 21],\n",
    "    7: [2, 3, 4, 5, 6, 7, 8, 9, 10, 12, 13, 14, 15, 16, 17, 18, 19],\n",
    "    8: [2, 3, 4, 5, 8, 10, 11, 12, 13, 15, 16, 17],\n",
    "}\n",
    "\n",
    "s2 = \"008229_hippoSIT_2022-05-16_20-36-44\"\n",
    "units_all = {\n",
    "    1: [7, 8, 10, 23, 24, 33, 36, 37, 38],\n",
    "    2: [9, 15],\n",
    "    5: [13],\n",
    "    6: [5, 10, 18, 23, 25, 26],\n",
    "    7: [2, 3, 4, 5, 6, 7, 9, 12, 14, 15, 17, 18],\n",
    "    8: [3, 5, 6, 9, 12, 13, 14, 15, 16, 17, 18, 19],\n",
    "}\n",
    "\n",
    "s3 = \"008229_hippoSIT_2022-05-20_15-54-39\"\n",
    "units_all = {\n",
    "    1: [10, 13, 15],\n",
    "    2: [4, 6, 8, 9, 10, 11],\n",
    "    3: [3, 5, 8, 11, 13, 14, 15, 17, 18, 19, 20, 21],\n",
    "    4: [3, 5, 8, 12, 13, 14],\n",
    "    5: [5, 6],\n",
    "    6: [3, 5, 7, 8, 9, 11, 14],  # 7, 11 - food\n",
    "    7: [2, 3, 4, 7, 8, 9],\n",
    "    8: [3, 7, 11, 12],\n",
    "}\n",
    "\n",
    "# s4 = \"008229_hippoSIT_2022-05-18_14-36-18\"\n",
    "# units_all = {\n",
    "#     1: [2, 4, 12, 17, 18, 20, 24, 26],  # 16, 21 food\n",
    "#     2: [2],\n",
    "#     3: [2, 6, 7, 8],\n",
    "#     4: [10, 13, 14, 15, 16, 17, 18, 19, 20, 21],\n",
    "#     5: [2, 3, 5, 7, 8, 11, 15, 16, 18, 19, 20, 21, 22, 24, 25, 26, 27],\n",
    "#     6: [2, 9, 14, 15, 16, 17, 18, 19, 20],\n",
    "#     7: [3, 4, 5, 6, 8, 9, 10, 11, 12, 13, 14, 15, 16],  # could be spatial / ego\n",
    "#     8: [2, 3, 4, 5, 6, 8, 10, 12, 13, 14, 15, 16, 17, 18],\n",
    "# }\n",
    "\n",
    "# s5 = \"008229_hippoSIT_2022-05-31_11-00-02\"\n",
    "# units_all = {\n",
    "#     1: [2, 3, 5, 6, 8, 9, 10, 11],  # 4 food\n",
    "#     4: [3, 4, 5],  # 2 food\n",
    "#     5: [5, 7, 8, 9, 11, 12, 13, 14, 15, 16],\n",
    "#     7: [2, 3, 4, 5, 6],\n",
    "#     8: [2, 3, 5, 6, 7, 8],\n",
    "# }\n",
    "\n",
    "# s6 = \"008228_hippoSIT_2022-05-28_12-20-33\"\n",
    "# units_all = {\n",
    "#     2: [2, 3, 4, 7, 8, 9, 10, 11, 12, 15, 16, 17, 18, 19, 20, 21, 22, 23],  # 5, 6 food\n",
    "#     3: [2, 3, 5, 6, 8, 9, 10],\n",
    "#     4: [2, 3, 4, 5],\n",
    "#     5: [2, 4],\n",
    "#     7: [2, 3, 5, 6, 7, 8],\n",
    "#     8: [2, 3, 4, 5],\n",
    "# }\n",
    "\n",
    "# s7 = \"008228_hippoSIT_2022-06-01_10-19-39\"\n",
    "# units_all = {\n",
    "#     3: [2, 8, 9, 10, 12],\n",
    "#     4: [2, 3, 4, 5, 6, 11, 12, 13, 14, 15, 16, 17],\n",
    "#     5: [2],\n",
    "#     7: [3, 4, 5, 6],  # 2 - food\n",
    "#     8: [3, 4, 5, 8],\n",
    "# }\n",
    "\n",
    "units_list = []\n",
    "for key, values in units_all.items():\n",
    "    units_list = units_list + ['%s-%s' % (key, val) for val in values]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f07d3a1c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.2391304347826087"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import functools\n",
    "11/len(functools.reduce(lambda a, b: a+b, units_all.values()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "acadd9d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "source  = '/home/sobolev/nevermind/Andrey/data'\n",
    "#source  = '/home/andrey/projects/data/'\n",
    "\n",
    "session = s3\n",
    "\n",
    "animal  = session.split('_')[0]\n",
    "sessionpath = os.path.join(source, animal, session)\n",
    "h5name  = os.path.join(source, animal, session, session + '.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "93755977",
   "metadata": {},
   "outputs": [],
   "source": [
    "with h5py.File(h5name, 'r') as f:\n",
    "    tl = np.array(f['processed']['timeline'])  # time, X, Y, speed, etc.\n",
    "    trials = np.array(f['processed']['trial_idxs'])  # t_start_idx, t_end_idx, x_tgt, y_tgt, r_tgt, result\n",
    "    \n",
    "s_rate = 100 # Hz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3e77c298",
   "metadata": {},
   "source": [
    "## Speed correlations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "31e47e87",
   "metadata": {},
   "outputs": [],
   "source": [
    "with h5py.File(h5name, 'r') as f:\n",
    "    tl = np.array(f['processed']['timeline'])  # time, X, Y, speed, etc.\n",
    "\n",
    "width = 1000  # 100 points ~= 1 sec with at 100Hz\n",
    "kernel = signal.gaussian(width, std=(width) / 7.2)\n",
    "s_smooth = np.convolve(tl[:, 3], kernel, 'same') / kernel.sum()\n",
    "\n",
    "speed_corrs = np.zeros((len(units_list), 2))  # corr coeff., p-value\n",
    "for i, unit_name in enumerate(units_list):\n",
    "    with h5py.File(h5name, 'r') as f:\n",
    "        i_rate = np.array(f['units'][unit_name][H5NAMES.inst_rate['name']])\n",
    "    \n",
    "    speed_corrs[i] = pearsonr(i_rate, s_smooth)\n",
    "    \n",
    "unit_speed_sort_idxs = np.argsort(-speed_corrs[:, 0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "822158a2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "width = 0.7  # the width of the bars\n",
    "fig = plt.figure(figsize=(16, 4))\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "\n",
    "ax.bar(range(len(speed_corrs)), speed_corrs[unit_speed_sort_idxs][:, 0], width, color=COLORS[4])\n",
    "ax.axhline(0, color=COLORS[4])\n",
    "ax.axhline(0.3, ls='--', color=COLORS[3])\n",
    "ax.set_title('Correlation with speed', fontsize=14)\n",
    "ax.set_xticks(range(len(speed_corrs)))\n",
    "_ = ax.set_xticklabels([\"%s\" % units_list[j] for j in unit_speed_sort_idxs], rotation=60)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "121cc1cf",
   "metadata": {},
   "source": [
    "## Based on correlation matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f1bf53cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "#units_ccr = ['8-8', '5-28', '1-15', '1-2']\n",
    "units_ccr = units_list\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",
    "        with h5py.File(h5name, 'r') as f:\n",
    "            i_rate1 = np.array(f['units'][u1][H5NAMES.inst_rate['name']])\n",
    "            i_rate2 = np.array(f['units'][u2][H5NAMES.inst_rate['name']])\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]  = pearsonr(i_rate1, i_rate2)[0]\n",
    "        #corr_spearman[i, j] = spearmanr(i_rate1, i_rate2)[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b3859940",
   "metadata": {
    "scrolled": true
   },
   "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_list, rotation=60)\n",
    "ax.set_yticks(range(corr_pearson.shape[0]))\n",
    "_ = ax.set_yticklabels(units_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "0508d308",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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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_list[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": 12,
   "id": "ebcc2aea",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,5))\n",
    "dendrogram(Z, labels=units_list, orientation='top', leaf_rotation=90);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97ad22d7",
   "metadata": {},
   "source": [
    "## Covariance of correlation between states"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 983,
   "id": "7a6d50d0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#i_rate1 = instantaneous_rate(s_times1, tl[:, 0], k_width=200)\n",
    "#i_rate2 = instantaneous_rate(s_times2, tl[:, 0], k_width=200)\n",
    "    \n",
    "#trials_only_idxs = np.where(tl[:, 5] > 0)\n",
    "#no_pellet_search_idxs = \n",
    "#pearsonr(i_rate1, i_rate2), pearsonr(i_rate1[trials_only_idxs], i_rate2[trials_only_idxs])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "af07c824",
   "metadata": {},
   "outputs": [],
   "source": [
    "source  = '/home/sobolev/nevermind/Andrey/data'\n",
    "session = s4\n",
    "unit_pairs = [\n",
    "    ['8-18',  '8-16'],  # gree and blue, keep the order\n",
    "]\n",
    "\n",
    "animal  = session.split('_')[0]\n",
    "sessionpath = os.path.join(source, animal, session)\n",
    "h5name  = os.path.join(source, animal, session, session + '.h5')\n",
    "with h5py.File(h5name, 'r') as f:\n",
    "    tl = np.array(f['processed']['timeline'])  # time, X, Y, speed, etc.\n",
    "    trials = np.array(f['processed']['trial_idxs'])  # t_start_idx, t_end_idx, x_tgt, y_tgt, r_tgt, result\n",
    "\n",
    "trials_only_idxs = np.where(tl[:, 5] > 0)\n",
    "\n",
    "collected = []\n",
    "for pair in unit_pairs:\n",
    "    with h5py.File(h5name, 'r') as f:\n",
    "        #s_times1 = np.array(f['units'][pair[0]][H5NAMES.spike_times['name']])\n",
    "        #s_times2 = np.array(f['units'][pair[1]][H5NAMES.spike_times['name']])\n",
    "        i_rate1  = np.array(f['units'][pair[0]][H5NAMES.inst_rate['name']])\n",
    "        i_rate2  = np.array(f['units'][pair[1]][H5NAMES.inst_rate['name']])\n",
    "\n",
    "    i_corrs = np.zeros(240)\n",
    "    for i in range(240):\n",
    "        idx_l = (i*10)*s_rate\n",
    "        idx_r = (i*10 + 120)*s_rate\n",
    "        i_corrs[i] = pearsonr(i_rate1[idx_l:idx_r], i_rate2[idx_l:idx_r])[0]\n",
    "        \n",
    "    collected.append(i_corrs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "d51ec7bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Corr. coeff.')"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_vals = tl[(10*np.arange(240)*s_rate).astype(np.int32)][:, 0]\n",
    "\n",
    "fig = plt.figure(figsize=(16, 6))\n",
    "ax1 = fig.add_subplot(211)\n",
    "ax2 = fig.add_subplot(212)\n",
    "for i, i_corrs in enumerate(collected):\n",
    "    pair = unit_pairs[i]\n",
    "    with h5py.File(h5name, 'r') as f:\n",
    "        i_rate1  = np.array(f['units'][pair[0]][H5NAMES.inst_rate['name']])\n",
    "        i_rate2  = np.array(f['units'][pair[1]][H5NAMES.inst_rate['name']])\n",
    "    \n",
    "    ax1.plot(tl[:, 0], i_rate1/i_rate1.max(), color=COLORS[0], label='\"Active listening\"')\n",
    "    ax1.plot(tl[:, 0], i_rate2/i_rate2.max() + 1, color=COLORS[1], label='\"Escape\"')\n",
    "    ax2.plot(x_vals, i_corrs, lw=3, color='black', alpha=0.6, label='Corr. coeff.')\n",
    "    \n",
    "ax1.set_xlim(0, 240*10)\n",
    "ax1.axhline(1, color='black')\n",
    "ax1.legend(fontsize=14, loc='upper left')\n",
    "ax1.set_title('Correlation between states, %s' % session, fontsize=14)\n",
    "ax1.set_ylabel('Firing norm., Hz', fontsize=14)\n",
    "ax2.axhline(0, color='black')\n",
    "ax2.set_xlim(0, 240*10)\n",
    "ax2.set_ylim(-1, 1)\n",
    "ax2.axhline(-0.5, ls='--', color=COLORS[3])\n",
    "ax2.set_xlabel('Time, sec', fontsize=14)\n",
    "ax2.set_ylabel('Corr. coeff.', fontsize=14)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b8e8862",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cdfc074e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "095e4c01",
   "metadata": {},
   "source": [
    "## Image classification for spiketrains"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 151,
   "id": "884cf6b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# maybe using template matching\n",
    "# https://scikit-image.org/docs/stable/auto_examples/features_detection/plot_template.html\n",
    "\n",
    "unit_names = ['7-18', '8-17', '8-13', '1-33']\n",
    "\n",
    "fig = plt.figure(figsize=(12, 4))\n",
    "\n",
    "vectors = []\n",
    "for i, unit_name in enumerate(unit_names):\n",
    "    with h5py.File(h5name, 'r') as f:\n",
    "        i_rate = np.array(f['units'][unit_name][H5NAMES.inst_rate['name']])\n",
    "        #i_rate = i_rate/i_rate.max()\n",
    "    if unit_name == '7-18':\n",
    "        i_rate[1930*s_rate:1950*s_rate] = 0\n",
    "        \n",
    "    i_rate_binned = i_rate[(100*np.linspace(0, 2399, 2400)).astype(np.int32)]\n",
    "    i_rate_binned = (i_rate_binned - i_rate_binned.min()) / (i_rate_binned.max() - i_rate_binned.min())\n",
    "    vectors.append(i_rate_binned)\n",
    "    \n",
    "vectors = np.array(vectors)\n",
    "#vectors_norm = normalize(vectors)  # normalize with sklearn\n",
    "\n",
    "for i, vector in enumerate(vectors):\n",
    "    #vec = vector.copy()\n",
    "    #vec[vector > 0.5]  = 1\n",
    "    #vec[vector <= 0.5] = 0\n",
    "    \n",
    "    ax = fig.add_subplot(1, len(vectors), i+1)\n",
    "    ax.imshow(vector.reshape((60, 40)))\n",
    "    #print(vector.mean(), np.median(vector))"
   ]
  }
 ],
 "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
}