{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import h5py\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import scipy.signal as ss"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_osc_hist(data, f, tsim, n_bins, title, multi):\n",
    "    peaks = ss.find_peaks(20*np.sin(2*np.pi*(f/1000)*np.arange(0,tsim*1000,.1)))[0]\n",
    "\n",
    "    h = np.zeros((1,n_bins))\n",
    "    for i in np.arange(0,peaks.shape[0]-1):\n",
    "        y = np.histogram(data['spikes']['biophysical']['timestamps'][:],\n",
    "                     bins=np.linspace(np.round(peaks[i]/10),np.round(peaks[i+1]/10),n_bins))[0]\n",
    "        \n",
    "        if y.shape[0]<n_bins:\n",
    "            # If small, pad with zero\n",
    "            h+=np.concatenate((y,[0]))\n",
    "        else:\n",
    "            #import pdb; pdb.set_trace()\n",
    "            h+=y\n",
    "        \n",
    "    plt.bar(np.arange(0,n_bins)+0.5,h[0]/h[0].sum())\n",
    "    plt.twinx()\n",
    "    plt.plot(np.cos(2*np.pi*(multi*f/1000)*np.arange(0,n_bins)),color='k')\n",
    "    plt.xticks(ticks=[0,int(n_bins/2),n_bins-1],labels=['-pi','0','pi'])\n",
    "    plt.title(title)\n",
    "    \n",
    "def voltage_criterion(data=None, v_thresh=-40, time_thresh=260):\n",
    "    threshold_crossings = np.diff(data > v_thresh, prepend=False)\n",
    "    upward_crossings = np.argwhere(threshold_crossings)[::2,0]\n",
    "    downward_crossings = np.argwhere(threshold_crossings)[1::2,0]\n",
    "    # If length of threshold_crossings is not even\n",
    "    if np.mod(np.argwhere(threshold_crossings).reshape(-1,).shape[0],2)!=0:\n",
    "        legit_up_crossings = upward_crossings[:-1][np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "        legit_down_crossings = downward_crossings[np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "    else:\n",
    "        legit_up_crossings = upward_crossings[np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "        legit_down_crossings = downward_crossings[np.diff(np.argwhere(threshold_crossings).reshape(-1,))[::2]>time_thresh]\n",
    "    return upward_crossings, legit_up_crossings, legit_down_crossings\n",
    "\n",
    "# Input: upward and downward crossings\n",
    "# Output: bounds of NMDA spikes meeting current criterion\n",
    "def current_criterion(legit_uc_iso=[], legit_dc_iso=[], p=1, control_inmda=np.array([1])):\n",
    "    bounds = []\n",
    "    sum_current = []\n",
    "    \n",
    "\n",
    "    for ind1 in np.arange(0,len(legit_uc_iso)):\n",
    "        e1 = control_inmda[legit_uc_iso[ind1], p] #current @ up_crossing[ind1]\n",
    "        #all the indices where current crosses 130% of e1\n",
    "        x30 = np.argwhere(np.diff(control_inmda[legit_uc_iso[ind1]:legit_dc_iso[ind1], p] < 1.3*e1, prepend=False))\n",
    "        #all the indices where current crosses 115% of e1\n",
    "        x15 = np.argwhere(np.diff(control_inmda[legit_uc_iso[ind1]:legit_dc_iso[ind1], p] < 1.15*e1, prepend=False))\n",
    "        \n",
    "        if len(x30)>0:\n",
    "        \n",
    "            x15_copy = x15\n",
    "            x30_copy = x30\n",
    "            \n",
    "            try:\n",
    "                i = x30[0][0]\n",
    "            except:\n",
    "                import pdb; pdb.set_trace()\n",
    "                \n",
    "            n = 0\n",
    "            \n",
    "            \n",
    "            while n==0:\n",
    "                if len(np.sort(x15[x15>i]))!=0:\n",
    "                    b1 = i\n",
    "                    b2 = np.sort(x15[x15>i])[0]\n",
    "                    bounds.append([legit_uc_iso[ind1]+b1,legit_uc_iso[ind1]+b2])\n",
    "                    sum_current.append(np.sum(control_inmda[legit_uc_iso[ind1]+b1:legit_uc_iso[ind1]+b2,p])/10)\n",
    "                else:\n",
    "                    b1 = i\n",
    "                    b2 = (legit_dc_iso[ind1]-legit_uc_iso[ind1])\n",
    "                    bounds.append([legit_uc_iso[ind1]+b1,legit_uc_iso[ind1]+b2])\n",
    "                    sum_current.append(np.sum(control_inmda[legit_uc_iso[ind1]+b1:legit_uc_iso[ind1]+b2,p])/10)\n",
    "                    n=1\n",
    "                \n",
    "                x30_copy = x30_copy[x30_copy>legit_uc_iso[ind1]+b2]\n",
    "                #import pdb; pdb.set_trace()\n",
    "                \n",
    "                if len(x30_copy)!=0:\n",
    "                    i = x30_copy[x30_copy>b2][0]\n",
    "                else:\n",
    "                    n=1\n",
    "    return bounds, sum_current"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "spks_control = h5py.File('./output_control/spikes.h5','r')\n",
    "spks_64Hz_soma_50p = h5py.File('./output_64Hz_soma_inh/spikes.h5','r')\n",
    "spks_64Hz_soma_20p = h5py.File('./output_64Hz_soma_inh_20p/spikes.h5','r')\n",
    "spks_16Hz_dend_50p = h5py.File('./output_16Hz_dend_inh/spikes.h5','r')\n",
    "#spks_16Hz_dend_10p = h5py.File('./output_16Hz_dend_inh_10p/spikes.h5','r')\n",
    "\n",
    "v_control = h5py.File('./output_control/v_report.h5','r')\n",
    "v_64Hz_soma_50p = h5py.File('./output_64Hz_soma_inh/v_report.h5','r')\n",
    "v_64Hz_soma_20p = h5py.File('./output_64Hz_soma_inh_20p/v_report.h5','r')\n",
    "v_16Hz_dend_50p = h5py.File('./output_16Hz_dend_inh/v_report.h5','r')\n",
    "#v_16Hz_dend_10p = h5py.File('./output_16Hz_dend_inh_10p/v_report.h5','r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_osc_hist(data = spks_64Hz_soma_20p,\n",
    "              f = 64,\n",
    "              tsim = 150,\n",
    "              n_bins = 16,\n",
    "              title = 'ccc',\n",
    "              multi = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.5"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spks_control['spikes']['biophysical']['timestamps'][:].shape[0]/150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5.8533333333333335"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spks_64Hz_soma_50p['spikes']['biophysical']['timestamps'][:].shape[0]/150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.52"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spks_64Hz_soma_20p['spikes']['biophysical']['timestamps'][:].shape[0]/150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(v_control['report']['biophysical']['data'][10000:20000,0],bins=100,alpha=0.2)\n",
    "plt.hist(v_64Hz_soma_20p['report']['biophysical']['data'][10000:20000,0],bins=100,alpha=0.2)\n",
    "plt.hist(v_64Hz_soma_50p['report']['biophysical']['data'][10000:20000,0],bins=100,alpha=0.2)\n",
    "plt.xlim(-80,-40)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "segs = pd.read_csv('/Volumes/TOSHIBA EXT/L5NeuronSimulation_new/L5NeuronSimulation/MorphAnalysis/Segments.csv')\n",
    "segs_degrees = pd.read_csv('SegmentsDegrees.csv').groupby(['Type','Sec ID'])['Degrees'].max().reset_index()\n",
    "segs['segmentID'] = segs.index\n",
    "segs = segs.set_index(['Type','Sec ID']).join(segs_degrees.set_index(['Type','Sec ID'])).reset_index()\n",
    "\n",
    "segs['Sec ID'] = segs['Sec ID'].astype(int)\n",
    "segs['X'] = segs['X'].astype(float)\n",
    "segs['Elec_distanceQ'] = 'None'\n",
    "\n",
    "segs.loc[segs.Type=='dend','Elec_distanceQ'] = pd.qcut(segs.loc[segs.Type=='dend','Elec_distance'], 10, labels=False)\n",
    "segs.loc[segs.Type=='apic','Elec_distanceQ'] = pd.qcut(segs.loc[segs.Type=='apic','Elec_distance'], 10, labels=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Somatic spikes vs. phase of oscillation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "# peaks for entire trace\n",
    "\n",
    "\n",
    "##########################################\n",
    "# plot spike timing by phase of inhibition\n",
    "#peaks = ss.find_peaks(20*np.sin(2*np.pi*(64/1000)*np.arange(0,150000,.1)))[0]\n",
    "#\n",
    "#h = np.zeros((1,15))\n",
    "#for i in np.arange(0,peaks.shape[0]-1):\n",
    "#    y = np.histogram(spks_64Hz_soma['spikes']['biophysical']['timestamps'][:],\n",
    "#                 bins=np.arange(np.round(peaks[i]/10),np.round(peaks[i+1]/10),1))[0]\n",
    "#    if y.shape[0]<15:\n",
    "#        h+=np.concatenate((y,[0]))\n",
    "#    else:\n",
    "#        h+=y\n",
    "#        \n",
    "#plt.bar(np.arange(0,15)+0.5,h[0]/h[0].sum())\n",
    "#plt.plot(np.arange(0,16),0.09+0.09*np.cos(2*np.pi*(64/1000)*np.arange(0,16)),color='k')\n",
    "#plt.xticks(ticks=[0,8,15],labels=['-pi','0','pi'])\n",
    "#plt.title('64 Hz somatic inhibition')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "#plot_osc_hist(data = spks_16Hz_dend_50p,\n",
    "#              f = 16,\n",
    "#              n_bins = 16,\n",
    "#              title = '16 Hz dendritic inhibition',\n",
    "#              multi=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_osc_hist(data = spks_64Hz_soma_50p,\n",
    "              f = 64,\n",
    "              tsim = 150,\n",
    "              n_bins = 16,\n",
    "              title = '64 Hz @ 50%',\n",
    "              multi = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_osc_hist(data = spks_64Hz_soma_20p,\n",
    "              f = 64,\n",
    "              tsim = 150,\n",
    "              n_bins = 16,\n",
    "              title = '64 Hz @ 20%',\n",
    "              multi = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_osc_hist(data = spks_control,\n",
    "              f = 64,\n",
    "              tsim = 150,\n",
    "              n_bins = 16,\n",
    "              title = 'control',\n",
    "              multi = 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Na spikes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Find em\n",
    "### For 16 Hz dend inh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_folder = 'output_16Hz_dend_inh'\n",
    "\n",
    "v = h5py.File('./{}/v_report.h5'.format(output_folder),'r')\n",
    "hva = h5py.File('./{}/Ca_HVA.ica_report.h5'.format(output_folder),'r')\n",
    "lva = h5py.File('./{}/Ca_LVAst.ica_report.h5'.format(output_folder),'r')\n",
    "ih = h5py.File('./{}/Ih.ihcn_report.h5'.format(output_folder),'r')\n",
    "\n",
    "nmda = h5py.File('./{}/inmda_report.h5'.format(output_folder),'r')\n",
    "\n",
    "na = h5py.File('./{}/NaTa_t.gNaTa_t_report.h5'.format(output_folder),'r')\n",
    "spks = h5py.File('./{}/spikes.h5'.format(output_folder),'r')\n",
    "\n",
    "spktimes = spks['spikes']['biophysical']['timestamps'][:]\n",
    "spkinds = np.sort((spktimes*10).astype(int))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "1\n",
      "2\n",
      "3\n",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in greater\n",
      "  \"\"\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "na_df = pd.DataFrame(columns=['segmentID','na_lower_bound'])\n",
    "\n",
    "for p in segs[(segs.Type=='dend')|(segs.Type=='apic')].index:\n",
    "    print(p)\n",
    "    threshold_crossings = np.diff(na['report']['biophysical']['data'][:,p] > 0.003, prepend=False)\n",
    "    upward_crossings = np.argwhere(threshold_crossings)[::2,0]\n",
    "    downward_crossings = np.argwhere(threshold_crossings)[1::2,0]\n",
    "    # Only count if not within 2 ms after a somatic spike\n",
    "    na_spks = [i for i in upward_crossings if ~np.any((i-spkinds>=-5) & (i-spkinds<50))]\n",
    "    \n",
    "    if len(na_spks)>0:\n",
    "        na_df = na_df.append(pd.DataFrame({'segmentID':np.tile(p,len(na_spks)),\n",
    "                                               'na_lower_bound':na_spks}))\n",
    "    else:\n",
    "        na_df = na_df.append(pd.DataFrame({'segmentID':p,\n",
    "                                               'na_lower_bound':np.array([np.nan])}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "na_df.to_csv('16Hz_dend_inh_na_df.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### For 64 Hz soma inh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "output_folder = 'output_64Hz_soma_inh_20p'\n",
    "\n",
    "v = h5py.File('./{}/v_report.h5'.format(output_folder),'r')\n",
    "hva = h5py.File('./{}/Ca_HVA.ica_report.h5'.format(output_folder),'r')\n",
    "lva = h5py.File('./{}/Ca_LVAst.ica_report.h5'.format(output_folder),'r')\n",
    "ih = h5py.File('./{}/Ih.ihcn_report.h5'.format(output_folder),'r')\n",
    "\n",
    "nmda = h5py.File('./{}/inmda_report.h5'.format(output_folder),'r')\n",
    "\n",
    "na = h5py.File('./{}/NaTa_t.gNaTa_t_report.h5'.format(output_folder),'r')\n",
    "spks = h5py.File('./{}/spikes.h5'.format(output_folder),'r')\n",
    "\n",
    "spktimes = spks['spikes']['biophysical']['timestamps'][:]\n",
    "spkinds = np.sort((spktimes*10).astype(int))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/anaconda3/lib/python3.6/site-packages/ipykernel_launcher.py:5: RuntimeWarning: invalid value encountered in greater\n",
      "  \"\"\"\n"
     ]
    },
    {
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    }
   ],
   "source": [
    "na_df = pd.DataFrame(columns=['segmentID','na_lower_bound'])\n",
    "\n",
    "for p in segs[(segs.Type=='dend')|(segs.Type=='apic')].index:\n",
    "    print(p)\n",
    "    threshold_crossings = np.diff(na['report']['biophysical']['data'][:,p] > 0.003, prepend=False)\n",
    "    upward_crossings = np.argwhere(threshold_crossings)[::2,0]\n",
    "    downward_crossings = np.argwhere(threshold_crossings)[1::2,0]\n",
    "    # Only count if not within 2 ms after a somatic spike\n",
    "    na_spks = [i for i in upward_crossings if ~np.any((i-spkinds>=-5) & (i-spkinds<50))]\n",
    "    \n",
    "    if len(na_spks)>0:\n",
    "        na_df = na_df.append(pd.DataFrame({'segmentID':np.tile(p,len(na_spks)),\n",
    "                                               'na_lower_bound':na_spks}))\n",
    "    else:\n",
    "        na_df = na_df.append(pd.DataFrame({'segmentID':p,\n",
    "                                               'na_lower_bound':np.array([np.nan])}))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "na_df.to_csv('64Hz_20p_soma_inh_na_df.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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    }
   ],
   "source": [
    "nmda_df = pd.DataFrame(columns=['segmentID','nmda_lower_bound', 'nmda_upper_bound', 'mag'])\n",
    "for p in segs[(segs.Type=='dend')|(segs.Type=='apic')].index:\n",
    "    print(p)\n",
    "    legit_uc = voltage_criterion(data=v['report']['biophysical']['data'][:-10000,p],v_thresh=-40, time_thresh=260)[1]\n",
    "    legit_dc = voltage_criterion(data=v['report']['biophysical']['data'][:-10000,p],v_thresh=-40, time_thresh=260)[-1]\n",
    "    \n",
    "    legit_uc_iso = legit_uc\n",
    "    \n",
    "    legit_dc_iso = legit_dc\n",
    "    \n",
    "    \n",
    "    if (len(legit_uc_iso)!=0) & (np.min(nmda['report']['biophysical']['data'][:,p])!=0):\n",
    "        bnds, sum_curr = current_criterion(legit_uc_iso=legit_uc_iso, \n",
    "                                           legit_dc_iso=legit_dc_iso, \n",
    "                                           p=p, \n",
    "                                           control_inmda=nmda['report']['biophysical']['data'])\n",
    "        nmda_df = nmda_df.append(pd.DataFrame({'segmentID':np.tile(p,len(bnds)),\n",
    "                                               'nmda_lower_bound':np.array(bnds).reshape(-1,2)[:,0],\n",
    "                                               'nmda_upper_bound':np.array(bnds).reshape(-1,2)[:,1],\n",
    "                                               'mag':sum_curr}))\n",
    "    \n",
    "    else:\n",
    "        nmda_df = nmda_df.append(pd.DataFrame({'segmentID':np.tile(p,1),\n",
    "                                               'nmda_lower_bound':np.nan,\n",
    "                                               'nmda_upper_bound':np.nan,\n",
    "                                               'mag':np.nan}))\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_df.to_csv('64Hz_20p_soma_inh_nmda_df.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "na_control = pd.read_csv('na_df.csv')\n",
    "na_16Hz_dend = pd.read_csv('16Hz_dend_inh_na_df.csv')\n",
    "na_64Hz_soma = pd.read_csv('64Hz_soma_inh_na_df.csv')\n",
    "\n",
    "segs_na_df_control = segs.set_index('segmentID').join(na_control.set_index('segmentID')).reset_index()\n",
    "segs_na_df_16Hzdend = segs.set_index('segmentID').join(na_16Hz_dend.set_index('segmentID')).reset_index()\n",
    "segs_na_df_64Hzsoma = segs.set_index('segmentID').join(na_64Hz_soma.set_index('segmentID')).reset_index()\n",
    "\n",
    "na_control_rate = (segs_na_df_control.groupby('segmentID')['na_lower_bound'].count()/150).reset_index()\n",
    "na_16Hzdend_rate = (segs_na_df_16Hzdend.groupby('segmentID')['na_lower_bound'].count()/150).reset_index()\n",
    "na_64Hzsoma_rate = (segs_na_df_64Hzsoma.groupby('segmentID')['na_lower_bound'].count()/150).reset_index()\n",
    "\n",
    "na_control_rate = na_control_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n",
    "na_16Hzdend_rate = na_16Hzdend_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n",
    "na_64Hzsoma_rate = na_64Hzsoma_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1499987.0, 299913.0, 1499986.0)"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "na_control['na_lower_bound'].max(), na_16Hz_dend['na_lower_bound'].max(), na_64Hz_soma['na_lower_bound'].max()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_na_df = na_control.groupby('segmentID')['na_lower_bound'].count().reset_index().rename(columns={'na_lower_bound':'num_na_spikes'})\n",
    "segs_na_df = segs.set_index('segmentID').join(seg_na_df.set_index('segmentID'))\n",
    "segs_na_df.loc[segs_na_df.num_na_spikes>1000,'num_na_spikes'] = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_morph(segs_na_df, color_field, save_fig = 'na_control.svg'):\n",
    "    ax = plt.figure(figsize=(4,10))\n",
    "    import matplotlib\n",
    "    from matplotlib.colors import Normalize\n",
    "    cmap = matplotlib.cm.get_cmap('jet')\n",
    "    norm = matplotlib.colors.Normalize(vmin = 0, vmax = 5)\n",
    "    \n",
    "    for i in segs_na_df[segs_na_df.Type=='apic']['Sec ID'].unique():\n",
    "        section = segs_na_df[(segs_na_df.Type=='apic')&(segs_na_df['Sec ID']==i)]\n",
    "        for j in section.index.tolist()[:-1]:\n",
    "            plt.plot(section.loc[j:j+1,'Coord X'],\n",
    "                     section.loc[j:j+1,'Coord Y'],\n",
    "                 color=cmap(norm(section.loc[j:j+1,color_field].mean()/150)),\n",
    "                 linewidth = 1*section.loc[j:j+1,'Section_diam'].unique())\n",
    "        \n",
    "    for i in segs_na_df[segs_na_df.Type=='dend']['Sec ID'].unique():\n",
    "        section = segs_na_df[(segs_na_df.Type=='dend')&(segs_na_df['Sec ID']==i)]\n",
    "        for j in section.index.tolist()[:-1]:\n",
    "            plt.plot(section.loc[j:j+1,'Coord X'],\n",
    "                     section.loc[j:j+1,'Coord Y'],\n",
    "                 color=cmap(norm(section.loc[j:j+1,color_field].mean()/150)),\n",
    "                 linewidth = 1*section.loc[j:j+1,'Section_diam'].unique())\n",
    "            \n",
    "    plt.scatter(segs_na_df[(segs_na_df.Type=='soma')&(segs_na_df['Sec ID']==0)].loc[2,'Coord X'],\n",
    "             segs_na_df[(segs_na_df.Type=='soma')&(segs_na_df['Sec ID']==0)].loc[2,'Coord Y'],color='k',s=100)\n",
    "    plt.vlines(110,400,500)\n",
    "    plt.text(0,450,'100 um')\n",
    "    plt.hlines(400,110,210)\n",
    "    plt.text(110,350,'100 um')\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    cbar = plt.colorbar(matplotlib.cm.ScalarMappable(norm=norm, cmap=cmap))\n",
    "    #cbar.ax.set_ylabel('log(elec_distance)', rotation=270)\n",
    "    \n",
    "    #ax2.ax.set_title('log(elec_distance)',rotation=270)\n",
    "    plt.box(False)\n",
    "    plt.savefig(save_fig)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_morph(segs_na_df = segs_na_df, color_field = 'num_na_spikes', save_fig = 'na_control.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_na_df_16Hz_dend = na_16Hz_dend.groupby('segmentID')['na_lower_bound'].count().reset_index().rename(columns={'na_lower_bound':'num_na_spikes'})\n",
    "segs_na_df_16Hz_dend = segs.set_index('segmentID').join(seg_na_df_16Hz_dend.set_index('segmentID'))\n",
    "segs_na_df_16Hz_dend.loc[segs_na_df_16Hz_dend.num_na_spikes>1000,'num_na_spikes'] = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_morph(segs_na_df = segs_na_df_16Hz_dend, color_field = 'num_na_spikes', save_fig = 'na_16Hz_dend.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "seg_na_df_64Hz_soma = na_64Hz_soma.groupby('segmentID')['na_lower_bound'].count().reset_index().rename(columns={'na_lower_bound':'num_na_spikes'})\n",
    "segs_na_df_64Hz_soma = segs.set_index('segmentID').join(seg_na_df_64Hz_soma.set_index('segmentID'))\n",
    "segs_na_df_64Hz_soma.loc[segs_na_df_64Hz_soma.num_na_spikes>1000,'num_na_spikes'] = 1000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x720 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_morph(segs_na_df = segs_na_df_64Hz_soma, color_field = 'num_na_spikes', save_fig = 'na_64Hz_soma.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot mem. potential at nexus to see what's going on there\n",
    "plt.figure(figsize=(10,4))\n",
    "tstart = 10000\n",
    "tstop = 15000\n",
    "events_control = na_control[(na_control.segmentID==1482)&\n",
    "                            (na_control.na_lower_bound>tstart)&\n",
    "                            (na_control.na_lower_bound<tstop)].copy()\n",
    "events_16Hz = na_16Hz_dend[(na_16Hz_dend.segmentID==1482)&\n",
    "                           (na_16Hz_dend.na_lower_bound>tstart)&\n",
    "                           (na_16Hz_dend.na_lower_bound<tstop)].copy()\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,1482],color='b')\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,1482],color='r')\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,0],color='k')\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,0],color=[0.8,0.8,0.8])\n",
    "plt.plot((events_16Hz['na_lower_bound']/10) - (tstart/10), np.ones((events_16Hz.shape[0],1)),'b*')\n",
    "plt.plot((events_control['na_lower_bound']/10) - (tstart/10), np.ones((events_control.shape[0],1)),'r*')\n",
    "plt.savefig('16Hz_rhythmic_v.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "-0.186385681593481"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "np.random.normal(1,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mem.potential at distal apical\n",
    "plt.figure(figsize=(10,4))\n",
    "tstart = 10000\n",
    "tstop = 15000\n",
    "events_control = na_control[(na_control.segmentID==1800)&\n",
    "                            (na_control.na_lower_bound>tstart)&\n",
    "                            (na_control.na_lower_bound<tstop)].copy()\n",
    "events_16Hz = na_16Hz_dend[(na_16Hz_dend.segmentID==1800)&\n",
    "                           (na_16Hz_dend.na_lower_bound>tstart)&\n",
    "                           (na_16Hz_dend.na_lower_bound<tstop)].copy()\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,1800],color='b')\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,1800],color='r')\n",
    "#plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,0],color='k')\n",
    "#plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,0],color=[0.8,0.8,0.8])\n",
    "plt.plot((events_16Hz['na_lower_bound']/10) - (tstart/10), np.ones((events_16Hz.shape[0],1)),'b*')\n",
    "plt.plot((events_control['na_lower_bound']/10) - (tstart/10), np.ones((events_control.shape[0],1)),'r*')\n",
    "plt.savefig('16Hz_rhythmic_v.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mem.potential at oblique apical\n",
    "plt.figure(figsize=(10,4))\n",
    "tstart = 10000\n",
    "tstop = 15000\n",
    "events_control = na_control[(na_control.segmentID==1249)&\n",
    "                            (na_control.na_lower_bound>tstart)&\n",
    "                            (na_control.na_lower_bound<tstop)].copy()\n",
    "events_16Hz = na_16Hz_dend[(na_16Hz_dend.segmentID==1249)&\n",
    "                           (na_16Hz_dend.na_lower_bound>tstart)&\n",
    "                           (na_16Hz_dend.na_lower_bound<tstop)].copy()\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,1249],color='b')\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,1249],color='r')\n",
    "#plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,0],color='k')\n",
    "#plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,0],color=[0.8,0.8,0.8])\n",
    "plt.plot((events_16Hz['na_lower_bound']/10) - (tstart/10), np.ones((events_16Hz.shape[0],1)),'b*')\n",
    "plt.plot((events_control['na_lower_bound']/10) - (tstart/10), np.ones((events_control.shape[0],1)),'r*')\n",
    "plt.savefig('16Hz_rhythmic_v.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mem.potential at basal\n",
    "plt.figure(figsize=(10,4))\n",
    "tstart = 10000\n",
    "tstop = 15000\n",
    "events_control = na_control[(na_control.segmentID==88)&\n",
    "                            (na_control.na_lower_bound>tstart)&\n",
    "                            (na_control.na_lower_bound<tstop)].copy()\n",
    "events_16Hz = na_16Hz_dend[(na_16Hz_dend.segmentID==88)&\n",
    "                           (na_16Hz_dend.na_lower_bound>tstart)&\n",
    "                           (na_16Hz_dend.na_lower_bound<tstop)].copy()\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,88],color='b')\n",
    "plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,88],color='r')\n",
    "#plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_control['report']['biophysical']['data'][tstart:tstop,0],color='k')\n",
    "#plt.plot(np.arange(0,(tstop-tstart)/10,.1),v_16Hz_dend['report']['biophysical']['data'][tstart:tstop,0],color=[0.8,0.8,0.8])\n",
    "plt.plot((events_16Hz['na_lower_bound']/10) - (tstart/10), np.ones((events_16Hz.shape[0],1)),'b*')\n",
    "plt.plot((events_control['na_lower_bound']/10) - (tstart/10), np.ones((events_control.shape[0],1)),'r*')\n",
    "plt.savefig('16Hz_rhythmic_v.svg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '64 Hz soma inh.')"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "plt.subplot(1,3,1)\n",
    "plt.scatter(na_control_rate['Coord X'], \n",
    "            na_control_rate['Coord Y'],\n",
    "            c=na_control_rate['na_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=5,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('control')\n",
    "\n",
    "plt.subplot(1,3,2)\n",
    "plt.scatter(na_16Hzdend_rate['Coord X'], \n",
    "            na_16Hzdend_rate['Coord Y'],\n",
    "            c=na_16Hzdend_rate['na_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=5,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('16 Hz dend. inh.')\n",
    "\n",
    "plt.subplot(1,3,3)\n",
    "plt.scatter(na_16Hzdend_rate['Coord X'], \n",
    "            na_16Hzdend_rate['Coord Y'],\n",
    "            c=na_64Hzsoma_rate['na_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=5,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('64 Hz soma inh.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NMDA spikes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_control = pd.read_csv('nmda_df.csv')\n",
    "nmda_16Hz_dend = pd.read_csv('16Hz_dend_inh_nmda_df.csv')\n",
    "nmda_64Hz_soma = pd.read_csv('64Hz_soma_inh_nmda_df.csv')\n",
    "\n",
    "segs_nmda_df_control = segs.set_index('segmentID').join(nmda_control.set_index('segmentID')).reset_index()\n",
    "segs_nmda_df_16Hzdend = segs.set_index('segmentID').join(nmda_16Hz_dend.set_index('segmentID')).reset_index()\n",
    "segs_nmda_df_64Hzsoma = segs.set_index('segmentID').join(nmda_64Hz_soma.set_index('segmentID')).reset_index()\n",
    "\n",
    "nmda_control_rate = (segs_nmda_df_control.groupby('segmentID')['nmda_lower_bound'].count()/150).reset_index()\n",
    "nmda_16Hzdend_rate = (segs_nmda_df_16Hzdend.groupby('segmentID')['nmda_lower_bound'].count()/150).reset_index()\n",
    "nmda_64Hzsoma_rate = (segs_nmda_df_64Hzsoma.groupby('segmentID')['nmda_lower_bound'].count()/150).reset_index()\n",
    "\n",
    "nmda_control_rate = nmda_control_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n",
    "nmda_16Hzdend_rate = nmda_16Hzdend_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n",
    "nmda_64Hzsoma_rate = nmda_64Hzsoma_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '64 Hz soma inh.')"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "plt.subplot(1,3,1)\n",
    "plt.scatter(nmda_control_rate['Coord X'], \n",
    "            nmda_control_rate['Coord Y'],\n",
    "            c=nmda_control_rate['nmda_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=10,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('control')\n",
    "\n",
    "plt.subplot(1,3,2)\n",
    "plt.scatter(nmda_16Hzdend_rate['Coord X'], \n",
    "            nmda_16Hzdend_rate['Coord Y'],\n",
    "            c=nmda_16Hzdend_rate['nmda_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=10,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('16 Hz dend. inh.')\n",
    "\n",
    "plt.subplot(1,3,3)\n",
    "plt.scatter(nmda_16Hzdend_rate['Coord X'], \n",
    "            nmda_16Hzdend_rate['Coord Y'],\n",
    "            c=nmda_64Hzsoma_rate['nmda_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=10,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('64 Hz soma inh.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ca spikes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [],
   "source": [
    "ca_control = pd.read_csv('ca_df.csv')\n",
    "ca_16Hz_dend = pd.read_csv('16Hz_dend_inh_ca_df.csv')\n",
    "ca_64Hz_soma = pd.read_csv('64Hz_soma_inh_ca_df.csv')\n",
    "\n",
    "segs_ca_df_control = segs.set_index('segmentID').join(ca_control.set_index('segmentID')).reset_index()\n",
    "segs_ca_df_16Hzdend = segs.set_index('segmentID').join(ca_16Hz_dend.set_index('segmentID')).reset_index()\n",
    "segs_ca_df_64Hzsoma = segs.set_index('segmentID').join(ca_64Hz_soma.set_index('segmentID')).reset_index()\n",
    "\n",
    "ca_control_rate = (segs_ca_df_control.groupby('segmentID')['ca_lower_bound'].count()/150).reset_index()\n",
    "ca_16Hzdend_rate = (segs_ca_df_16Hzdend.groupby('segmentID')['ca_lower_bound'].count()/150).reset_index()\n",
    "ca_64Hzsoma_rate = (segs_ca_df_64Hzsoma.groupby('segmentID')['ca_lower_bound'].count()/150).reset_index()\n",
    "\n",
    "ca_control_rate = ca_control_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n",
    "ca_16Hzdend_rate = ca_16Hzdend_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n",
    "ca_64Hzsoma_rate = ca_64Hzsoma_rate.set_index('segmentID').join(segs[['segmentID','Coord X','Coord Y']].set_index('segmentID')).reset_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '64 Hz soma inh.')"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "\n",
    "plt.subplot(1,3,1)\n",
    "plt.scatter(ca_control_rate['Coord X'], \n",
    "            ca_control_rate['Coord Y'],\n",
    "            c=ca_control_rate['ca_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=5,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('control')\n",
    "\n",
    "plt.subplot(1,3,2)\n",
    "plt.scatter(ca_16Hzdend_rate['Coord X'], \n",
    "            ca_16Hzdend_rate['Coord Y'],\n",
    "            c=ca_16Hzdend_rate['ca_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=5,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('16 Hz dend. inh.')\n",
    "\n",
    "plt.subplot(1,3,3)\n",
    "plt.scatter(ca_16Hzdend_rate['Coord X'], \n",
    "            ca_16Hzdend_rate['Coord Y'],\n",
    "            c=ca_64Hzsoma_rate['ca_lower_bound'],\n",
    "            vmin=0,\n",
    "            vmax=5,\n",
    "            cmap='jet')\n",
    "\n",
    "plt.title('64 Hz soma inh.')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Do spikes that occur in the trough of oscillation have the same dependence on Na and NMDA spikes as the spikes in the peak?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f9f47c31240>]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(np.arange(0,50,.1),v_64Hz_soma_50p['report']['biophysical']['data'][0:500,0])\n",
    "plt.plot(np.arange(0,50,.1), 20*np.sin(2*np.pi*(64/1000)*np.arange(0,50,.1)))\n",
    "zero_crossings = np.where(np.diff(np.sign(20*np.sin(2*np.pi*(64/1000)*np.arange(0,50,.1)))))[0]\n",
    "plt.plot(zero_crossings/10,20*np.sin(2*np.pi*(64/1000)*np.arange(0,50,.1))[zero_crossings],'*')\n",
    "plt.plot(2.6+zero_crossings/10,20*np.sin(2*np.pi*(64/1000)*np.arange(0,50,.1))[zero_crossings],'*')\n",
    "plt.plot(5.2+zero_crossings/10,20*np.sin(2*np.pi*(64/1000)*np.arange(0,50,.1))[zero_crossings],'*')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "spktimes = np.sort(spks_64Hz_soma_50p['spikes']['biophysical']['timestamps'][:])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "       3.26400120e-01, 9.13600120e-01, 8.75200120e-01, 9.48800121e-01,\n",
       "       6.56001215e-02, 9.26400122e-01, 9.08800123e-01, 9.48800123e-01,\n",
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       "       8.75200136e-01, 9.64800136e-01, 1.08800136e-01, 8.46400138e-01,\n",
       "       8.19200139e-01, 1.96800139e-01, 9.69600141e-01, 9.28000141e-01,\n",
       "       3.18400142e-01, 2.24001417e-02, 9.52000144e-01, 1.66400145e-01,\n",
       "       8.51200145e-01, 9.07200145e-01, 7.84001469e-02, 3.20014755e-03,\n",
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       "       1.53600166e-01, 8.59200167e-01, 9.07200167e-01, 1.90400168e-01,\n",
       "       1.18400169e-01, 8.62400170e-01, 9.74400170e-01, 9.53600170e-01,\n",
       "       9.52000171e-01, 9.55200171e-01, 1.32800173e-01, 9.92000174e-01,\n",
       "       7.92000174e-01, 5.28001753e-02, 8.06400176e-01, 7.96800177e-01,\n",
       "       8.35200179e-01, 9.04000179e-01, 2.24001792e-02, 4.52800180e-01,\n",
       "       8.11200180e-01, 7.85600181e-01, 8.16000181e-01, 1.58400181e-01,\n",
       "       3.04001822e-02, 1.76000183e-01, 8.99200183e-01, 9.76000183e-01,\n",
       "       2.32000184e-01, 8.96000185e-01, 8.09600185e-01, 5.60001871e-02,\n",
       "       4.16001871e-02, 5.10400188e-01, 9.13600188e-01, 8.60800188e-01,\n",
       "       1.26400189e-01, 1.48800189e-01, 4.16001892e-02, 8.73600189e-01,\n",
       "       5.21600191e-01, 2.16000191e-01, 1.61600193e-01, 9.88800193e-01,\n",
       "       1.39200194e-01, 7.36000194e-01, 9.77600194e-01, 3.36001946e-02,\n",
       "       9.45600195e-01, 7.92000196e-01, 3.61600196e-01, 1.93600196e-01,\n",
       "       8.06400197e-01, 5.92001977e-02, 9.87200198e-01, 6.30400198e-01,\n",
       "       9.58400199e-01, 8.32001989e-02, 2.35200199e-01, 2.22400200e-01,\n",
       "       2.70400203e-01, 8.78400203e-01, 1.23200203e-01, 9.12000204e-01,\n",
       "       8.59200205e-01, 9.10400206e-01, 7.77600206e-01, 5.12002068e-02,\n",
       "       4.00002072e-02, 4.96002076e-02, 2.57600208e-01, 8.44800208e-01,\n",
       "       1.82400209e-01, 9.72800210e-01, 2.59200210e-01, 8.54400210e-01,\n",
       "       8.59200211e-01, 8.00000211e-01, 5.92002116e-02, 9.52000212e-01,\n",
       "       9.55200214e-01, 8.01600214e-01, 8.56000214e-01, 9.60000216e-01,\n",
       "       5.92002172e-02, 1.05600218e-01, 9.60000218e-01, 5.66400218e-01,\n",
       "       2.43200218e-01, 9.13600220e-01, 8.00022095e-03, 9.76002214e-02,\n",
       "       6.35200221e-01, 9.52000222e-01, 9.95200222e-01, 6.60800224e-01,\n",
       "       7.93600224e-01, 9.12002244e-02, 8.54400225e-01, 2.75200225e-01,\n",
       "       4.80022549e-03, 1.12002271e-02, 2.22400228e-01, 6.49600229e-01,\n",
       "       1.71200230e-01, 1.95200230e-01, 8.86400230e-01, 7.79200231e-01,\n",
       "       8.06400232e-01, 2.46400233e-01, 7.58400233e-01, 4.14400233e-01,\n",
       "       1.45600233e-01, 1.68000233e-01, 8.16002336e-02, 5.44002337e-02,\n",
       "       9.60023416e-03, 9.24800234e-01, 9.37600236e-01, 9.55200237e-01,\n",
       "       2.76800237e-01, 7.20002393e-02, 8.67200240e-01, 2.70400240e-01,\n",
       "       8.73600241e-01, 3.98400241e-01, 8.40000241e-01, 9.80800242e-01,\n",
       "       3.63200243e-01, 1.84000243e-01, 1.92002443e-02, 9.08800244e-01,\n",
       "       7.79200245e-01, 7.71200247e-01, 9.20000250e-01, 9.74400250e-01,\n",
       "       1.40800252e-01, 2.88002519e-02, 2.12800252e-01, 6.24002530e-02,\n",
       "       2.52800253e-01, 1.21600254e-01, 7.40800254e-01, 4.96002555e-02,\n",
       "       9.36000256e-01, 7.52002565e-02, 1.10400258e-01, 9.76002591e-02,\n",
       "       6.40025966e-03, 1.12000260e-01, 8.36800261e-01, 9.12002622e-02,\n",
       "       9.79200263e-01, 9.07200263e-01, 9.68000263e-01, 1.31200264e-01,\n",
       "       9.95200264e-01, 9.12000265e-01, 8.64002668e-02, 2.99200267e-01,\n",
       "       8.24000267e-01, 2.14400267e-01, 3.36002694e-02, 6.24002709e-02,\n",
       "       1.56800271e-01, 3.52002714e-02, 6.92800272e-01, 2.36800272e-01,\n",
       "       1.66400273e-01, 1.13600276e-01, 9.68000276e-01, 9.52000276e-01,\n",
       "       1.42400277e-01, 8.33600277e-01, 8.03200278e-01, 1.60002789e-02,\n",
       "       5.12002790e-02, 9.10400279e-01, 9.66400280e-01, 5.44002805e-02,\n",
       "       1.60002814e-02, 9.37600281e-01, 8.80000282e-01, 1.47200282e-01,\n",
       "       1.28002827e-02, 8.32002848e-02, 1.45600285e-01, 8.75200286e-01,\n",
       "       1.88800286e-01, 8.48002866e-02, 5.28002873e-02, 9.56800289e-01,\n",
       "       1.18400290e-01, 9.39200290e-01, 9.44002912e-02, 9.44000292e-01,\n",
       "       9.74400293e-01, 9.34400293e-01, 1.58400293e-01, 1.60029429e-03,\n",
       "       6.56002948e-02, 3.37600295e-01, 1.72800295e-01, 5.60002953e-02,\n",
       "       9.47200296e-01, 8.96000296e-01, 7.68000296e-01, 9.76002978e-02,\n",
       "       1.88800298e-01, 1.16800298e-01, 1.66400299e-01, 9.04000300e-01,\n",
       "       9.48800301e-01, 9.28003015e-02, 1.82400303e-01, 1.60030314e-03,\n",
       "       2.40003037e-02, 1.77600304e-01, 2.04800304e-01, 9.08800305e-01,\n",
       "       9.28000306e-01, 6.48000306e-01, 1.29600307e-01, 1.16800307e-01,\n",
       "       6.70400307e-01, 2.72000308e-01, 5.76000309e-01, 9.15200309e-01,\n",
       "       7.92000309e-01, 8.00003101e-02, 6.94400310e-01, 8.65600310e-01,\n",
       "       8.25600311e-01, 9.32800312e-01, 2.56003153e-02, 9.00800316e-01,\n",
       "       9.63200316e-01, 8.35200316e-01, 1.79200316e-01, 7.04003174e-02,\n",
       "       5.87200319e-01, 7.52000320e-01, 9.92000320e-01, 6.40003214e-02,\n",
       "       4.96003237e-02, 3.25080939e-07, 8.30400329e-01, 1.53600329e-01,\n",
       "       3.36003292e-02, 4.32003293e-02, 8.60800330e-01, 6.96000331e-01,\n",
       "       9.44000331e-01, 7.20003318e-02, 8.33600332e-01, 1.85600333e-01,\n",
       "       1.31200334e-01, 4.19200335e-01, 9.50400335e-01, 8.22400335e-01,\n",
       "       2.24000336e-01, 1.23200336e-01, 9.60003365e-02, 1.12003377e-02,\n",
       "       8.43200339e-01, 3.36003395e-02, 1.44003397e-02, 3.68003398e-02,\n",
       "       8.00034179e-03, 9.31200342e-01, 9.55200342e-01, 9.28000342e-01,\n",
       "       9.79200343e-01, 6.72003427e-02, 4.00003430e-02, 2.30400343e-01,\n",
       "       1.26400344e-01, 1.85600343e-01, 9.34400341e-01, 8.44800335e-01,\n",
       "       9.05600335e-01, 5.82400323e-01, 1.76003232e-02, 9.24800319e-01,\n",
       "       6.40031874e-03, 8.41600317e-01, 8.64000317e-01, 7.80800310e-01,\n",
       "       8.36800310e-01, 9.72800308e-01, 9.68000302e-01, 8.57600302e-01,\n",
       "       2.40000301e-01, 9.98400298e-01, 1.18400298e-01, 9.45600294e-01,\n",
       "       9.98400293e-01, 5.28002929e-02, 1.31200290e-01, 9.87200289e-01,\n",
       "       1.37600286e-01, 8.62400283e-01, 8.38400282e-01, 3.68002803e-02,\n",
       "       9.50400276e-01, 6.24002738e-02, 7.76000268e-01, 9.55200263e-01,\n",
       "       9.72800262e-01, 8.72000255e-01, 3.68002449e-02, 9.18400244e-01,\n",
       "       1.92002377e-02, 3.52002363e-02, 2.41600236e-01, 1.63200222e-01,\n",
       "       8.84800220e-01, 1.76002179e-02, 9.50400216e-01, 1.18400215e-01,\n",
       "       1.02400207e-01, 5.60002030e-02, 9.92002018e-02, 1.29600200e-01,\n",
       "       6.88001983e-02, 7.40800197e-01, 1.79200195e-01, 9.47200193e-01,\n",
       "       9.07200189e-01, 8.36800187e-01, 1.21600186e-01, 9.55200184e-01,\n",
       "       9.34400183e-01, 9.28000179e-01, 1.44000175e-01, 2.56001744e-02,\n",
       "       1.80800174e-01, 5.76001734e-02, 9.45600169e-01, 9.40800165e-01,\n",
       "       9.31200160e-01, 7.69600156e-01, 9.95200153e-01, 2.56001511e-02,\n",
       "       5.50400143e-01, 4.16001394e-02, 1.69600136e-01, 1.24800133e-01,\n",
       "       8.00013270e-03, 9.16800132e-01, 9.15200130e-01, 1.05600125e-01,\n",
       "       3.13600122e-01, 9.60012176e-03, 8.86400122e-01, 8.72000121e-01,\n",
       "       2.43200118e-01, 8.80000116e-01, 8.60800112e-01, 1.60011129e-03,\n",
       "       7.32800109e-01, 9.05600108e-01, 9.08800104e-01, 1.32800101e-01,\n",
       "       9.61600101e-01, 1.76000987e-02, 9.87200097e-01, 8.80000940e-02,\n",
       "       9.39200094e-01, 9.44000894e-02, 7.04000878e-02, 9.13600079e-01,\n",
       "       1.71200077e-01, 8.08000076e-01, 8.06400070e-01, 9.13600066e-01,\n",
       "       9.40800063e-01, 7.85600063e-01])"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# calculates the phase in percentage of a wavelength\n",
    "# 0.25 is at the peak (pi/2), 0.75 is at the trough (3pi/2)\n",
    "(np.mod(spktimes,(1000/64)))/(1000/64)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([219., 139.,  64.,  24.,   7.,  13.,  18.,  43., 129., 222.]),\n",
       " array([1.14797149e-09, 9.98400308e-02, 1.99680061e-01, 2.99520090e-01,\n",
       "        3.99360120e-01, 4.99200150e-01, 5.99040179e-01, 6.98880209e-01,\n",
       "        7.98720239e-01, 8.98560268e-01, 9.98400298e-01]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist((np.mod(spktimes,(1000/64)))/(1000/64))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Na spikes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_sta(segs_na_df, spktimes):\n",
    "    na_dend = np.zeros((10,39,))\n",
    "    na_apic = np.zeros((10,39,))\n",
    "    \n",
    "    edges_dend=np.quantile(segs_na_df[(~pd.isnull(segs_na_df.na_lower_bound))&\n",
    "                                       (segs_na_df.Type=='dend')]['Elec_distance'].unique(),np.arange(0,1.1,0.1))\n",
    "    \n",
    "    edges_apic=np.quantile(segs_na_df[(~pd.isnull(segs_na_df.na_lower_bound))&\n",
    "                                       (segs_na_df.Type=='apic')]['Elec_distance'].unique(),np.arange(0,1.1,0.1))\n",
    "    \n",
    "    actual_spktimes = []\n",
    "    c = 0\n",
    "    for i in np.sort(spktimes):\n",
    "        # excludes bursts\n",
    "        if i-c > 10:\n",
    "            for e in np.arange(0,10):\n",
    "                na_inds = segs_na_df[(~pd.isnull(segs_na_df.na_lower_bound))&\n",
    "                                     (segs_na_df.Type=='dend')&\n",
    "                                     (segs_na_df.Elec_distance>edges_dend[e])&\n",
    "                                     (segs_na_df.Elec_distance<=edges_dend[e+1])]['na_lower_bound'].values.astype(int)\n",
    "    \n",
    "                x2, _ = np.histogram(na_inds/10,bins=np.arange(np.floor(i)-20,np.floor(i)+20,1))\n",
    "                na_dend[e] += x2\n",
    "                \n",
    "                na_inds = segs_na_df[(~pd.isnull(segs_na_df.na_lower_bound))&\n",
    "                                     (segs_na_df.Type=='apic')&\n",
    "                                     (segs_na_df.Elec_distance>edges_apic[e])&\n",
    "                                     (segs_na_df.Elec_distance<=edges_apic[e+1])]['na_lower_bound'].values.astype(int)\n",
    "    \n",
    "                x2, _ = np.histogram(na_inds/10,bins=np.arange(np.floor(i)-20,np.floor(i)+20,1))\n",
    "                na_apic[e] += x2\n",
    "            \n",
    "            actual_spktimes.append(i)\n",
    "        c = i\n",
    "    return na_dend, na_apic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "na_df = pd.read_csv('64Hz_20p_soma_inh_na_df.csv')\n",
    "segs_na_df = segs.set_index('segmentID').join(na_df.set_index('segmentID')).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matrix1 complete. num spikes: 239\n",
      "matrix2 complete. num spikes: 166\n",
      "matrix3 complete. num spikes: 117\n",
      "matrix4 complete. num spikes: 156\n"
     ]
    }
   ],
   "source": [
    "spktimes = np.sort(spks_64Hz_soma_20p['spikes']['biophysical']['timestamps'][:])\n",
    "\n",
    "phase_calc = (np.mod(spktimes,(1000/64)))/(1000/64)\n",
    "\n",
    "### 7pi/4 to pi/4 ###\n",
    "spikes = spktimes[(phase_calc>=0.875) | (phase_calc<0.125)]\n",
    "\n",
    "na_dend, na_apic = get_sta(segs_na_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_sta(segs_na_df, rand_spktimes)\n",
    "\n",
    "matrix1_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix1_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix1 complete. num spikes: {}'.format(spikes.shape[0]))\n",
    "\n",
    "### pi/4 to 3pi/4 ###\n",
    "spikes = spktimes[(phase_calc>=0.125) & (phase_calc<0.375)]\n",
    "\n",
    "na_dend, na_apic = get_sta(segs_na_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_sta(segs_na_df, rand_spktimes)\n",
    "\n",
    "matrix2_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix2_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix2 complete. num spikes: {}'.format(spikes.shape[0]))\n",
    "\n",
    "###3pi/4 to 5pi/4###\n",
    "spikes = spktimes[(phase_calc>=0.375) & (phase_calc<0.625)]\n",
    "\n",
    "na_dend, na_apic = get_sta(segs_na_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_sta(segs_na_df, rand_spktimes)\n",
    "\n",
    "matrix3_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix3_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix3 complete. num spikes: {}'.format(spikes.shape[0]))\n",
    "\n",
    "### 5pi/4 to 7pi/4 ###\n",
    "spikes = spktimes[(phase_calc>=0.625) & (phase_calc<=0.875)]\n",
    "\n",
    "na_dend, na_apic = get_sta(segs_na_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_sta(segs_na_df, rand_spktimes)\n",
    "\n",
    "matrix4_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix4_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix4 complete. num spikes: {}'.format(spikes.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "678"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "239+166+117+156"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "678"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spktimes.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [],
   "source": [
    "apic_na = np.array([matrix1_apic, matrix2_apic, matrix3_apic, matrix4_apic])\n",
    "basal_na = np.array([matrix1_basal, matrix2_basal, matrix3_basal, matrix4_basal])\n",
    "\n",
    "np.save('apical_na.npy',apic_na)\n",
    "np.save('basal_na.npy',basal_na)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd2dcae8a20>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(apic_na[0],cmap='jet',vmin=-1,vmax=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7fd2d5eb5860>"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(basal_na[0],cmap='jet',vmin=-1,vmax=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('Na spikes - apical')\n",
    "plt.imshow(matrix1_apic,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('Na spikes - basal')\n",
    "plt.imshow(matrix1_basal,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlabel('time(ms)')\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('Na spikes - apical')\n",
    "plt.imshow(matrix2_apic,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('Na spikes - basal')\n",
    "plt.imshow(matrix2_basal,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlabel('time(ms)')\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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U0unA5IiYCJwgaX+y6ZdmA0fksbMlfYMsGQM4PSJmJ1TjYuDnwJ1kidqPgA81WogTKTMzMyvWDRNyRsQkYFKXY6dUvP4S8KUasReTJULNWD0iOvtOvyvpgZRCnEiZmZlZsdaPkeoLVpK0HW8NXl+5cj8iSiVWTqTMzMysWHsuEfM8cHbF/j8r9oPsG4J1td9jMTMzs9Zrs4whInatda7e6iyV/K09MzMzK9bZtdfCtfb6mnyput0kXUQ2xUIpTqTMzMysWOunP+gzJI2T9EPgGbIpGO4Ctiob70TKzMzMirVhIiXpDElPAt8CHga2A16KiAn5Gn6l9JO3a2ZmZr2qn3bZFTgGeAL4CfDbiFggqeGlZpxImZmZWbH2/NbeemSzoh8K/EDSbWRTIKwQER1lC2m/x2JmZmat1YaJVEQsBm4EbpS0ErAfsArwnKRbI6LUop1t9ljMzMys5dowkaoUEQuAa4FrJa0BfLBsbBs/FjMzM2uZ9hsjVVVEvAJMKHt9WyRSSxjA66xS9dwQSg+8X8bHn/5Vcuyk0fsmx17xf0clx970np2TY09eeFZy7CWDj0yOncKmybEPDNwuOXYfbkqK26vxRcbfdCc7Jceey2eTY7e+YGpy7L7Hpv89aOZn24y91k3/Gb287rDk2Pk1fg/V08xnaqeb70+O/dReZ9e/qIbpjEyO/e1TByXHvn3TycmxJ5H+O+6Edc9Njv0xn06O3XfppejeNJl5yWUmafMWqWZ4+gMzMzMr1obTHwBIGiDp3c2U4UTKzMzM6mvDmc0jYgnw/WbKcCJlZmZmxdq0RSr3e0kflqSU4P73ds3MzKxntfcYqc8DqwKLJb1O9m4jItYoE9y+j8XMzMxao40TqYhYvZl4d+2ZmZlZXTGw/NafKPNxSV/L90dK2rFsvBMpMzMzKxSCxSuU3/qZHwPvAjpnMv8XcH7Z4P73ds3MzKxnqV8mSGWNi4jtJf0VICLmSBpUNrh9H4uZmZm1RAg6BjbSibWk2+rSDd6QNBAIAElr08AbcCJlZmZmhUJi0eDBDUS83m116QbnAtcB60o6AzgI+GrZYCdSZmZmVigQi1s806akvYEfkk3heVFEnNnl/OeBo4EO4CXgPyPimfzcYuDh/NJnI2L/1HpExOWS7gfelx86MCIeLxvvRMrMzMwKBaKjhYlU3pV2PrAHMAO4T9LEiHis4rK/AmMjYr6kTwHfAT6an3s9IrZtWYVgFbKELoCVGwn0t/bMzMysrsWsUHorYUdgSkRMjYhFwFXAAZUXRMRtETE/370H2LClbygn6RRgArAWMBy4RJK79szMzKw1Err2hkuaXLE/PiLGV+yPAKZX7M8AxhWUdxRwY8X+Snn5HcCZEfGbRirXxaHAdhGxAEDSmcADwDfLBLdFIjViyUy++drXqp47eNVfJpf7xlrJoVxx/lHJsX/69PbJsaOYlhw7efDY5NjBLEyO/Uvh3516912UHPv4oWnPec6VQ5LvuRlPJcduPXNqciynp4eOO/be5NhXSZ8w+E9/2yM59sm//1tyLE10Fmyx5T+S4k7nlOR7vm2vB5Jjf/KZzyfH7vyjm5JjOS9pSbPMOemhxy88Lzl23snrpd/4xAXJoWuPeLHq8Tk8klxmioREalZEFP2jUu1DEFUvlD4OjAV2rji8UUTMlLQJ8EdJD0dE6i/YacBKQOcPajCU/2XdFomUmZmZda8WDzafAYys2N8QmNn1Ikm7A18Bdo6IN//HHhEz8z+nSrod2I4Gkp8uFgKPSrqFLJnbA/iTpHPze5xQFOxEyszMzAq1erA5cB+wuaTRwHPAIbw1szgAkrYDLgD2jogXK44PBeZHxEJJw4H3kA1ET3VdvnW6vZFgJ1JmZmZWKOvaa13KEBEdko4Hbib7ttzFEfGopNOByRExEfgusBpwjSR4a5qDtwEXSFpC9qW5M7t826/Rukxo5r04kTIzM7O6Wj2PVERMAiZ1OXZKxevda8TdDWzT0so0wYmUmZmZFeqOCTnbhRMpMzMzKxTQ6jFSfZKkAcBqEfFK2RhPyGlmZmZ1qNUTcvYZkq6QtIakVYHHgCck/W/ZeCdSZmZmVqiza6/s1s+MyVugDiQbs7UR8Imywf0rbTQzM7Ne0Q8TpLJWlLQiWSJ1XkS8kX9LsBQnUmZmZlaozQebX0A2u/nfgDslbQzMKxvsRMrMzMwKdcOEnH3JDRFxbueOpGeB/ywb7DFSZmZmVle7DjYHflW5ExEBXFU2uN+9WzMzM+tZ7di1J2krYGtgTUkfqji1BtkixqU4kTIzM7NC7ZhIAVsC+wFDgA9UHH8V+K+yhbRFIqUlMHhh9XNPrLpFcrkPrvn25Nh1Pv1CcuzDTcx8P43RybHb8HBy7CUcmRz73/w4OXYMycsr8eErL0uKu5P3Jt/zrsv2TI5lq/RQbk4PPe2Os5JjD9/5J8mxj719THLs7LkjkmPLN+gv6+5T350UN1Vbp9/0kPRQjk4PvWOfvZNj177x2eTYWQxLjh0yeG5y7LwZ6yXH8qfSjRvLGPfRe6sev4vXkstM1W5jpCLieuB6Se+KiD+nltMWiZSZmZl1n1YvWtzHTJH0ZWAUFXlRRJQacN62T8XMzMxao0279jpdD9wF/AFY3GiwEykzMzOrq40TqVUi4qTUYE9/YGZmZoU655Equ/Uzv5W0b2qwW6TMzMysUJuPkfos8GVJi4BFgMimk1qjTHDbPhUzMzNrnXbt2ouI1ZuJdyJlZmZmhdp5sLmyFYoPA0ZHxDckjQTWj4i/lIl3ImVmZmaFArGQQb1dje7yY2AJsBvwDeBfwPnAv5cJdiJlZmZmhdp8jNS4iNhe0l8BImKOpNJZY9s+FTMzM2uNdu7aA96QNBAIAElrk7VQleJEyszMzOpq40TqXOA6YB1JZwAHAV8tG+x5pMzMzKxQd8wjJWlvSU9ImiLp5CrnB0u6Oj9/r6RRFee+lB9/QtJeTb23iMuBLwLfBp4HDoyIa8rGu0XKzMzMCrV6jFTelXY+sAcwA7hP0sSIqFyJ/ihgTkRsJukQ4Czgo5LGkC3XvTWwAfAHSVtERMPLu+R1+SFwdUScnxLfHonUIlCNxcQvXOuY5GLnMiQ5diTTk2M34Pnk2Cs4LDl2URPfyBjDY/UvquF2dkmOHc6s5NiPcUVS3KY8lXxPfpoeylrpoS9PSo9d8YVXkmMnTPhUcuzmh/8tOXb2kBHJsWyWHpr6937qRVun3/TM9NC1LnsuOXb2rPRnvGhh+u+aLw/+bnLsOXwuOZYfLEiPnbtScuiDbFv1+HxWSS4zVYu79nYEpkTEVABJVwEHwFL/mBwAnJa/vhY4L5+q4ADgqohYCDwtaUpe3p8T6/IA8FVJW5B18V0dEZPLBrtrz8zMzAp1DjYvuwHDJU2u2Lq2aoyApf7nMSM/VvWaiOgA5gHDSsaWf28REyJiX7Jk7B/AWZKeLBvfHi1SZmZm1q0abJGaFRFjC86ryrEoeU2Z2BSbAVsBo6B8N4sTKTMzMyvUOdi8hWYAIyv2NwRm1rhmhqQVgDWB2SVjS5N0FvAh4CngauAbETG3bLwTKTMzMyvUDRNy3gdsLmk08BzZ4PGPdblmInA42ding4A/RkRImghcIelsssHmmwOllnOp4WngXRGRNOjWiZSZmZnV1crB5hHRIel44GZgIHBxRDwq6XRgckRMBH4G/CIfTD6bLNkiv+6XZN1vHcCnU7+xlxsPfEzSJhFxuqSNgPW81p6ZmZm1RHfMbB4Rk4BJXY6dUvF6AXBwjdgzgDNaVJXzeWutvdOBV4Ff4bX2zMzMrBW6YYxUX+K19szMzKx7tfGixV5rz8zMzLpPmy9a3NRae06kzMzMrFA7J1IRcbmk+4H3kc1RdWBEPF423omUmZmZ1dWuiRRARPwd+HtKrBMpMzMzK9Tmg82b4kTKzMzMCnXDhJxtw0/FzMzM6mrnrr1mtEUi9foqg/nbthtVPfcYb0sudzTTkmOvWGam+/KOXnxRcuztA3dJjl0/faki7uSjybG7c2ty7B/YPTl2JhskxZ3N55PvyffTQzkvPXTYf6THfnPYV5JjLzj8uOTY4bycHPvy259Ljh3zb6XXKl3GKJ5OinvqqNILzS9jg6PS/94+zejk2P/46C3JsVPYNDn2KTZLjh1Tfh3aZQwdUXrptWXMH7FKcuy6vFD1+GwWJZeZoh0Hm0t6leqLHQuIiFijTDltkUiZmZlZ92nHMVIRsXorynEiZWZmZnW1+xgpSesAK3XuR8SzZeLa+6mYmZlZ09qxa6+TpP3JBl5sALwIbAw8DmxdJn5A91XNzMzM2kFnIlV262e+AbwT+EdEjCabmPP/ygY7kTIzM7O6OhhYeutn3oiIl4EBkgZExG3AtmWD3bVnZmZmhdp8Hqm5klYD7gQul/Qi0FE2uG2fipmZmbVGIBYxqLer0V0OABYAnwMOA9YETi8b7ETKzMzMCrXzYPOIeK1id0Kj8U6kzMzMrFBAfxz7VIqkDwFnAeuQTcbpCTnNzMysldp6jNR3gA9ExOMpwW37VMzMzKw12rlrD3ghNYkCJ1JmZmZWQhsnUpMlXQ38BljYeTAifl0m2ImUmZmZFWrHtfYqrAHMB/asOBaAEykzMzNrXk/PIyVpLeBqYBQwDfhIRMzpcs22wE/IEqHFwBkRcXV+7lJgZ2BefvkREfFgtXtFxJHN1LUtEqlXWZ3b2bXmuVRPsVly7BDmJseeM/BzybHrMzM5tpn3+0l+kRw7jVHJsVOaqPO9jEuKm8kGyfdcb8G8+hfV0kQoC9JDB7MoOXYn7kyOfZF1k2PHDHwsOXZb/pocm/r3fl8mJd9zIIuTY+ezSnLsoLd6QBo2tInfj838Tn83dyfHvszw5NgHy0+SvYxhvFz1+Irl54tsmR7u2jsZuDUizpR0cr5/Updr5gOfjIgnJW0A3C/p5ojo/ID9b0RcW+9GkjYEfgS8h6wl6k/AZyNiRpmKeokYMzMzK9QLa+0dwFtzOk0ADlymThH/iIgn89czyRYcXjvhXpcAE8kWLR4B3JAfK8WJlJmZmRUKxOIlA0tvwHBJkyu2Yxq85boR8TxA/uc6RRdL2hEYBDxVcfgMSQ9JOkfS4ILwtSPikojoyLdLaSAha4uuPTMzM+tGAR0dDbU0zYqIsUUXSPoDsF6VU19p5EaS1gd+ARweEUvyw18C/kmWXI0n6xastezLLEkfB67M9w+FGn2qVTiRMjMzs0IRYnFHa1OGiNi91jlJL0haPyKezxOlF2tctwbwO+CrEXFPRdnP5y8XSroEOLGgKv8JnAecQzZG6u78WClOpMzMzKxQlkj16GDzicDhwJn5n9d3vUDSIOA64OcRcU2Xc51JmMjGVz1S60YR8Sywf2pFnUiZmZlZsaCnE6kzgV9KOgp4FjgYQNJY4LiIOBr4CPBeYJikI/K4zmkOLpe0Ntm6eQ8Cx3W9gaQvRsR3JP2IrCVqKRFxQpmKOpEyMzOzQhGi442eS6Qi4mXgfVWOTwaOzl9fBlxWI363ErfpXBZmcmI1ASdSZmZmVpdYsri9UoaIuCF/Ob9K1+DBZcvx9AdmZmZWLICOgeW3/uVLJY9V1V7ppZmZmbVeqD8mSIUk7QPsC4yQdG7FqTWg/NTxTqTMzMysWAAd6u1atNpMsvFR+wP3Vxx/FSi9VpsTKTMzM6uv55f361YR8Tfgb5Iuj4jkd+dEyszMzIoFbZdISfplRHwE+KukatMfvKNMOU6kzMzMrFgbJlLAZ/M/92umkLZIpDpYgVkMq3puNNOSy72LnZJjr1lc+puTyzhh4A+TY5t5v6swPzl2OiOTYzuaWCn8t/enP+edd7gpKW77SY/Xv6iG+ERyKLqy/jU1PZseOpDFybEjmZ4cO5S5ybE/GFn6CzfLGDf93uTYVOvwQo/fE2CHJqbP+RerJ8eO4bHk2N4yjFnJseNI/0zV+v14LwuTy0wSwBs9e8vuVrEo8jPNlNMWiZSZmZl1o4Am/k/VJ0l6lSozmneKiDXKlONEyszMzOprs669iFgdQNLpwD+BX5AtKXMYlG9ydSJlZmZmxdpzjFSnvSJiXMX+TyTdC3ynTLBnNjczM7NinYlU2WhrkRAAACAASURBVK1/WSzpMEkDJQ2QdBgNdGS6RcrMzMyKLQEW9HYlus3HgB/mWwD/lx8rxYmUmZmZ1df/WppKiYhpwAGp8U6kzMzMrFgbTn8g6UcUf2vvhDLleIyUmZmZFeuc/qDs1j9MJltjbyVge+DJfNsWj5EyMzOzlmnDb+1FxAQASUcAu0bEG/n+T4Hfly3HiZSZmZkVa8NEqsIGZPNGzc73V8uPleJEyszMzIq1dyJ1JtnCxbfl+zsDp5UNdiJlZmZm9bVpIhURl0i6EeiclPPkiPhn2XgnUmZmZlasvVukABYCz5MNPN9C0hYRcWeZQCdSZmZmVqyNEylJRwOfBTYEHgTeCfwZ2K1MfNsnUk8zKjl2Gx5Ojv3uwBOTYyfc+6nk2KPGnZccuz4zk2ObsTLzk2P32eHXybE3/u5DSXHffP8Xku/51U2+nxzbzN/Wrx/9xeTYDgam37gJq/Fqcuyh0y9Ojn2MMcmxOzA5ObY3jGR6cuxchiTHDmFucmx/1MxnuZYVenqOgR6eR0rSWsDVwChgGvCRiJhT5brF8OY/1s9GxP758dHAVcBawAPAJyJiUY3bfRb4d+CeiNhV0lbA18vW1fNImZmZWbGen0fqZODWiNgcuDXfr+b1iNg23/avOH4WcE4ePwc4quBeCyJiAYCkwRHxd2DLshV1ImVmZmb19eyixQcAE/LXE4ADywZKElm33LUl42dIGgL8BrhF0vVQvoum7bv2zMzMrEmNj5EaLqmyr3t8RIxvIH7diHgeICKel7ROjetWyu/TAZwZEb8BhgFzI6KzxjOAEbVuFBEfzF+elk+BsCZwU9mKOpEyMzOzYo0nUrMiYmzRBZL+AKxX5dRXGrjPRhExU9ImwB8lPQy8UuW6mmvqLXVRxB0N3BtoUSIl6TTgXxHxvVaUZ2ZmZn1INww2j4jda52T9IKk9fPWqPWBF2uUMTP/c6qk24HtgF8BQyStkLdKbUgDXXWN6vNjpCS51czMzKw39fxg84nA4fnrw4Hru14gaaikwfnr4cB7gMciIoDbgIOK4lslKZGS9ElJD0n6m6RfdDm3raR78vPXSRqaHz9B0mP58avyY6tKuljSfZL+KumA/PgRkq6RdAMNLBxoZmZm3aRnB5ufCewh6Ulgj3wfSWMlXZRf8zZgsqS/kSVOZ0bEY/m5k4DPS5pCNmbqZy2pVRUNt/ZI2pqs//I9ETErn+vhhIpLfg58JiLukHQ6cCrwP2RfXRwdEQvz0fHk5fwxIv4zP/aXvM8U4F3AOyJiNlVIOgY4BmCNjdZo9G2YmZlZWT08IWdEvAy8r8rxycDR+eu7gW1qxE8FduzOOnZKaZHaDbg2ImYBVCY6ktYEhlQM1poAvDd//RBwuaSP89aPY0/gZEkPAreTTc2+UX7ullpJVH7f8RExNiLGrrr2Kglvw8zMzErpHCNVdluOpIw/EiVHv3fxfrKkan/ga3nLloAPR8QTS91AGge8lnAPMzMza7XOMVK2jJQWqVuBj0gaBm9O4w5ARMwD5kjaKT/0CeAOSQOAkRFxG/BFYAiwGnAz8Jl88iwkbZf8TszMzKx7dHbt9dwYqX6j4RapiHhU0hlkCdJi4K9k6+B0Ohz4qaRVgKnAkcBA4LK8609k07bPlfQN4AfAQ3kyNQ3Yr4n3Y2ZmZt1hOUuQykqaWiAiJvDW1O1dz3WunNzVf1S59nXg2CrHLwUuTambmZmZtVgPL1rcn3iOJjMzMyvmMVI1KZu3qn+T9BLwTG/Xo48YDszq7Ur0A35O5flZlePnVI6fU3lFz2rjiFi7pyqiIWOD906uf2GnG3R/vSVi2kVbtEj15Iepr5M0eXn58DbDz6k8P6ty/JzK8XMqr089qx6eR6o/aYtEyszMzLpRAAt6uxJ9kxMpMzMzK+YWqZqcSLWf8b1dgX7Cz6k8P6ty/JzK8XMqr+88KydSNbXFYHMzMzPrPlp1bDCmgcHmkz3Y3MzMzCzj6Q9qciJlZmZm9blrr6qUtfasj5C0laQ/S1oo6cQu5/aW9ISkKZJO7q069kWSdpE0T9KD+XZKb9epL/JnqDxJ0yQ9nH+eGuj/aG+SLpb0oqRHKo6tJekWSU/mfw7tzTr2FTWe1WmSnqv4XbVvr1XQa+3V5ESqf5sNnAB8r/KgpIHA+cA+wBjgUEljer56fdpdEbFtvp3e25Xpa/wZSrJr/nlaLsaFlHQpsHeXYycDt0bE5sCt+b5Vf1aQrU3b+btqUg/X6S2dS8SU3ZYjTqT6sYh4MSLuY9mP7Y7AlIiYGhGLgKuAA3q8gtaf+TNkTYuIO8n+w1fpAN5aq3UCcGCPVqqPqvGs+o7OMVJlt+WIE6n2NAKYXrE/Iz9mb3mXpL9JulHS1r1dmT7In6HGBPB7SfdLOqa3K9PHrRsRzwPkf67Ty/Xp646X9FDe9dd73aDu2qvJiVR7UpVjnufiLQ+QrVP1b8CPgN/0cn36In+GGvOeiNierCv005Le29sVsrbwE2BTYFvgeeD7vVobJ1JVOZHqZyR9umLg4QY1LpsBjKzY3xCY2f2167sqnxuwWkT8CyAfc7CipOG9W8M+x5+hBkTEzPzPF4HryLpGrboXJK0PkP/5Yi/Xp8+KiBciYnFELAEupDc/Vx4jVZMTqX4mIs6vGHhY6x+2+4DNJY2WNAg4BJjYc7XseyqfG7BEkgAk7Uj29+DlXq1g3+PPUEmSVpW0eudrYE/gkeKo5dpE4PD89eHA9b1Ylz6tM+HMfZDe/Fx5jFRNnkeqH5O0HjAZWIMsOfgfYExEvCLpeOBmYCBwcUQ82otV7WsOAj4lqQN4HTgkPMX/UiKiw5+h0tYFrstz8xWAKyLipt6tUt8g6UpgF2C4pBnAqcCZwC8lHQU8CxzcezXsO2o8q10kbUuWxkwDju21CvbwEjGS1gKuBkaRvfePRMScLtfsCpxTcWgrst/nv5F0KbAzMC8/d0REPNgtdfW/H2ZmZlZEA8YGKzUwRdrrzS0RI+k7wOyIODOfx25oRJxUcP1awBRgw4iYnydSv42Ia1PrUJa79szMzKxYz4+RanSajIOAGyNifkvu3gAnUmZmZlZfY2OkhkuaXLE1Oi1Io9NkHAJc2eXYGfnUEedIGtzg/UvzGCkzMzOrr7GRQLPqde1J+gOwXpVTX2nkRvmg/G3IxnR2+hLwT2AQMB44CeiWVSycSJmZmVmPi4jda52T9IKk9SPi+RLTZHwEuC4i3uxU7GzNAhZKugQ4sWpkC7hrz8zMzPqaRqbJOJQu3XoVc5WJbHxVt00d4UTKzMzM+pozgT0kPQnske8jaaykizovkjSKbPLgO7rEXy7pYeBhYDjwze6qqKc/MDMzs0LSDgH3NBAxqKnpD/oTj5EyMzOzOnp4Rs5+xImUmZmZ1dE5kZR15UTKzMzM6nCLVC1OpMzMzKwOt0jV4kTKzMzM6nAiVYsTKTMzMyvBXXvVOJEyMzOzOpYAr/d2JfokJ1JmZmZWh7v2anEiZWZmZnX4W3u1OJEyMzOzOtwiVYsTKTMzM6vDLVK1OJEyMzOzOtwiVYsTKTMzM6vDLVK1OJEyMzOzOtwiVYsTKTMzMyvBLVLVOJEyMzOzOtwiVYsTKTMzM6vDiVQtTqTMzMysDg82r8WJlJmZmdXhFqlanEiZmZlZHW6RqsWJlJmZmdXhFqlanEiZmZlZHW6RqmVAb1fAzMzM+rrOFqmyW3MkHSzpUUlLJI0tuG5vSU9ImiLp5IrjoyXdK+lJSVdLGtR0pWpwImVmZmZ1dLZIld2a9gjwIeDOWhdIGgicD+wDjAEOlTQmP30WcE5EbA7MAY5qRaWqcSJlZmZmdfRsi1REPB4RT9S5bEdgSkRMjYhFwFXAAZIE7AZcm183ATiw6UrV4DFSZmZmVsfMm+GrwxsIWEnS5Ir98RExvsWVGgFMr9ifAYwDhgFzI6Kj4viIFt/7TU6kzMzMrFBE7N3qMiX9AVivyqmvRMT1ZYqociwKjncLJ1JmZmbW4yJi9yaLmAGMrNjfEJgJzAKGSFohb5XqPN4tPEbKzMzM+qP7gM3zb+gNAg4BJkZEALcBB+XXHQ6UaeFK4kTKzMzM+hRJH5Q0A3gX8DtJN+fHN5A0CSBvbToeuBl4HPhlRDyaF3ES8HlJU8jGTP2s2+qaJW5mZmZm1ii3SJmZmZklciJlZmZmlsiJlJmZmVkiJ1JmZmZmiZxImZmZmSVyImVmZmaWyImUmZmZWSInUmZmZmaJnEiZmZmZJXIiZWZmZpbIiZSZmZlZIidSZmZmZomcSJmZmZklciJlZmZmlsiJlJmZmVkiJ1JmZmZmiZxImZmZmSVyImVmZmaWyImUmZmZWSInUmZmZmaJnEiZmZmZJXIiZWZmZpbIiZSZmZlZIidSZmZmZomcSJmZmZklciJlZmZmlsiJlJmZmVkiJ1JmZmZmiZxImZmZmSVyImVmZmaWyImUmZmZWSInUmZmZmaJnEiZmZmZJXIiZWZmZpbIiZSZmZlZIidSZmZmZomcSJmZmZklciJlZmZmlsiJlJmZmVkiJ1JmZmZmiZxImZmZmSVyImVmZmY9TtLFkl6U9EiN85J0rqQpkh6StH3FucMlPZlvh/dcrZflRMrMzMx6w6XA3gXn9wE2z7djgJ8ASFoLOBUYB+wInCppaLfWtIATKTMzM+txEXEnMLvgkgOAn0fmHmCIpPWBvYBbImJ2RMwBbqE4IetWK/TWjc3MzKx/2EyK+Q1c/zw8CiyoODQ+IsY3eNsRwPSK/Rn5sVrHe4UTKTMzMyv0OvDpBq7/KiyIiLFN3lZVjkXB8V7hrj0zMzMrJGDFBrYWmQGMrNjfEJhZcLxXOJEyMzOzQiLrwiq7tchE4JP5t/feCcyLiOeBm4E9JQ3NB5nvmR/rFe7aMzMzs0KdLVItLVO6EtgFGC5pBtk38VYEiIifApOAfYEpwHzgyPzcbEnfAO7Lizo9IooGrXcrRfRat6KZmZn1AxtLcXID1/833N+CMVL9glukzMzMrFB3tEi1CydSZmZmVqhzjJQty8/FzMzMCrlFqjYnUmZmZlbILVK1+bmYmZlZIbdI1eZEyszMzAo5karNiZSZmZnV5YShOj8XMzMzK+QWqdqcSJmZmVkhDzavzc/FzMzMCrlFqjYnUmZmZlbILVK1+bmYmZlZIbdI1eZEyszMzAq5Rao2PxczMzMr5Bap2pxImZmZWaEBwMq9XYk+yomUmZmZFXKLVG1OpMzMzKwuJwzV+bmYmZlZIQErNpIxdHRXTfoeJ1JmZmZWSIIVnEhV5UTKzMzMCkmw4sDerkXf5ETKzMzMCjXcIrUc8WMxMzOzQg2PkVqODOjtCpiZmVkfJ2BgA1uZIqW9JT0haYqkk6ucP0fSg/n2D0lzK84trjg3scl31xTnl2ZmZlasxWvESBoInA/sAcwA7pM0MSIe67wmIj5Xcf1ngO0qing9IrZtXY3SuUXKzMzMinUmUmW3+nYEpkTE1IhYBFwFHFBw/aHAlYm171ZOpMzMzKy+xhKp4ZImV2zHdCltBDC9Yn9GfmwZkjYGRgN/rDi8Ul7uPZIObPatNcNde2ZmZlasc4xUebMiYmydEruKGtceAlwbEYsrjm0UETMlbQL8UdLDEfFUQzVsEbdImZmZWbHWd+3NAEZW7G8IzKxx7SF06daLiJn5n1OB21l6/FSPciJlthyT9FNJX8tf7yJpRi/X5whJf2r3e5r1O61PpO4DNpc0WtIgsmRpmW/fSdoSGAr8ueLYUEmD89fDgfcAj3WN7Snu2jPrBZKmASsDm0TEa/mxo4GPR8QuPVWPiDiup+5lZv1cC2c2j4gOSccDN+clXxwRj0o6HZgcEZ1J1aHAVRFR2e33NuACSUvIGoTOrPy2X09zImXWe1YAPgt8q7crYmZWqMXTHwBExCRgUpdjp3TZP61K3N3ANq2tTTp37Zn1nu8CJ0oaUu2kpB9Kmi7pFUn3S9qpVkGS9pX0mKRXJT0n6cT8+C6SZkj6sqRZkqZJOqwi7lJJ36xR5gl5mRvm+/vlk9/NlXS3pHdUXHtSft9X8wn23pf4TPLi9CNJ8yT9vbIsSUdKejy/z1RJx1acGy7pt3n9Zku6S9KA/NzJkp7K4x6T9MEm6me2/Gl9117bcCJl1nsmkw2SPLHG+fuAbYG1gCuAayStVOPanwHHRsTqwNtZ+mvC6wHDyb5afDgwPh93UFM+buoIYOeImCFpe+Bi4FhgGHABMFHS4Lys44F/z++/FzCtqPw6xgFT8zqfCvxa0lr5uReB/YA1gCOBc/K6AXyBbADr2sC6wJd561tATwE7AWsCXwcuk7R+E3U0W/60eGbzduFEyqx3nQJ8RtLaXU9ExGUR8XJEdETE94HBQK0E6A1gjKQ1ImJORDzQ5fzXImJhRNwB/A74SI1yJOlssmRo14h4KT/+X8AFEXFvRCyOiAnAQuCdwOK8bmMkrRgR05r8GvKLwA8i4o2IuBp4Ang/QET8LiKeiswdwO/JEqTOZ7A+sHEee1fnuIqIuCYiZkbEkrzMJ8kmBDSzMtwiVZMTKbNeFBGPAL8Fqq0z9YW8G2tevsbUmmStNNV8GNgXeEbSHZLeVXFuTueA9twzwAY1yhkCHAN8OyLmVRzfGPhC3m02N6/PSGCDiJgC/A9wGvCipKskLVO+pI0k/atzq3F/gOe6DCx9s76S9skn4Jud12Ff3nom3wWmAL/Pu/3efKaSPlnRLTmXrNWu1rM0s66cSNXkRMqs951K1uLz5qy++Xiok8hajoZGxBBgHtUnsSMi7ouIA4B1gN8Av6w4PVTSqhX7G1F7vpY5ZF1nl0h6T8Xx6cAZETGkYlslIq7M739FRPwHWcIVwFlV6vhsRKzWudV8GjBCUuX73AiYmX/d+VfA94B182cyifyZRMSrEfGFiNgE+ADweUnvy2dFvpCs+3FYHvcINZ6lmVXhRKomJ1JmvSxv0bkaOKHi8OpAB/ASsIKkU8jGBS1D0iBJh0laMyLeAF4h626r9PX8up3IEqVrCupzO3AYcJ2kcfnhC4HjJI1TZlVJ75e0uqQtJe2WJzoLgNer3L8R6wAnSFpR0sFkX3WeBAwi60J8CeiQtA+wZ8Vz2E/SZnkS1vkMFgOrkiV3L+XXHUnWImVmjfAYqaqWs7zRrM86HfhExf7NwI3AP4DXgHNYel2qrj4BnKdsRfUngI9XnPsnWUvTTGA+cFxE/L2oMhFxS55wTJS0b0RMlvRfwHnA5mTJ0p+AO8mSmzPJEp43gLvJugdT3ZvfYxbwAnBQRLwM2TcJyVrbBgM3sPQEfpvn9Vs7f78/zpNCJH2fbEK/JcDPgf9ron5my59umP6gXWjpoQhm1k4k7QJcFhEb9nZdzKz/GjtUMXm38tfr19xfZ629tuH80szMzIo1vmjxcsOJlJmZmRVz115NfixmbSwfI+RuPTNrnjOGqvxYzMzMrNgAsq942DLaIpHSsGGhkRtVPTdohUXJ5W7BP5JjB73ckRzbzBfHX11n1foX1TCwiRsvbqLzfMZb0yc1bP4bRdMRFVtzxblJcc08p/V5PjlWLEmOfbmJuSfnsWZy7Pw3VkmO5ZUmZmdpZizHK+mha2yU9plak3n1L6rhRdZJjm3GwvkrJ8euvcoLybGzFg9Ljh0wMP3LVc38jDqa+Kd2GLOqHn9p2uu8Omthz82F5q69mtrisWjkRqxw6x1Vz2007Onkcm9gj+TYjS99qf5FtaT/feWPn31H/YtqGELaPwIAc6m67m4pX+LbybF/eW5c/Ytq2GnEDUlxzTynr3BGcuwgFibHXsKRybGT2Dc59sEXtkuOXXJT+n8Kmvg4wh/SQ9/5o+uT4j5A2mcR4Fw+kxzbjCfv/7fk2IN2ODs59pJ5RyTHrrLa68mxew28OTm2md+Pn+DnVY9/ZeztyWUma4uMofX8WMzMzKyYv7VXkxMpMzMzK+auvZrqDkKQdEK+cOrlZQuV9OWK16MkPZJaQTMzM+tlXmuvpjKjOf8b2DciDqt3Yb4G1wDgy/WuLUvScvYjMTMz64O81l5VhYmUpJ8Cm5CttzVP0okV5x7JW5tG5S1WPwYeAH4GrCzpwYpWrIGSLpT0qKTfS1o5L2NTSTdJul/SXZK2yo9fKulsSbdRZRV5MzMz60FukaqpMJGKiOPIFjrdlWzR1Fq2BH4eEdtFxJHA6xGxbUUr1ubA+RGxNTAX+HB+fDzwmYjYATgR+HFFmVsAu0fEF6rdUNIxkiZLmhwvv1z8Ls3MzCydE6maWvV2n4mIewrOPx0RD+av7wdGSVoNeDdwjfTmVBiV031dExE1J+yJiPFkiRgDtt3OKy+bmZl1Fw82r6mRGe86uly/UsXr1+rEVk6As5jsxzEAmJu3XHVub2ugTDMzM+spLR4jJWlvSU9ImiLp5Crnj5D0Uj5U6EFJR1ecO1zSk/l2eLNvrRmNJFLTgO0BJG0PjC649g1JKxYVFhGvAE9LOjgvU5LSZ3gzMzOz7tHirj1JA4HzgX2AMcChksZUufTqisaWi/LYtYBTgXHAjsCpkoY28/aa0Ugi9StgLUkPAp+CwvVTxgMPlZgy4TDgKEl/Ax4FDmigPmZmZtYTWj9GakdgSkRMjYhFwFWUzwH2Am6JiNkRMQe4Bdi79HtpsbpvNyJGVezuWeOyt3eJOQk4qdr5iPhexeunqfLmI+KIevUyMzOzHtTYtAbDJU2u2B+fj23uNAKYXrE/g6yFqasPS3ovWePN5yJieo3Y9EVbm+ShY2ZmZlas8cHmsyJibJ0Su+r6xbEbgCsjYqGk44AJwG4lY3tME8urm5mZ2XKh9V17M4CRFfsbkk239KaIeDkiOr+sdiGwQ9nYntQWLVIrr/A6Ww17qOq5RUvNqNCYG9g/OXazI6Ykx+59xx3JsTfwgeTYnbgrOfZlhiXHvsC6ybFfHJE+X+u9VVuR6zuBc5PveQlHJsee9eRpybEHbX5tcuw3P/et5NilO/0b1NFE7G+aiB2VHvr736UN8/z9Vum/a9616W3JsaOYlhy7eIf0fz6mL/VvYGN2X/PW5Njf/uzg5Ngrp/1ncuwPvnFscuxgFlU9PqCnG2Bav2jxfcDmkkYDzwGHAB9b6pbS+hHxfL67P/B4/vpm4FsVA8z3BL7UaAUkbQ58D9gUeBg4MSKea7SctkikzMzMrBu1eB6piOiQdDxZUjQQuDgiHpV0OjA5IiYCJ0jan+y/VbOBI/LY2ZK+QZaMAZweEbMTqnEx8HPgTrJE7UfAhxotxImUmZmZ1dfijCEiJgGTuhw7peL1l6jR0hQRF5MlQs1YPSIuzF9/V9IDKYU4kTIzM7Ni7Tmz+UqStuOtwesrV+5HRKnEqv0ei5mZmbVW68dI9QXPA2dX7P+zYj/IviFYlxMpMzMzK9aGLVIRsWutc/VWZ6nk6Q/MzMysvtZOf9Dn5EvV7SbpIrIpFkpxImVmZmbFOrv2WrhocV8haZykHwLPABOBu4CtysY7kTIzM7NirZ+Qs9dJOkPSk8C3yOaR2g54KSIm5Gv4ldJP3q6ZmZn1mjYcIwUcAzwB/AT4bUQskNTwTKft91jMzMys9fpZl10J65HNin4o8ANJt5FNgbBCRJReW8GJlJmZmRUbAKzU25VorYhYDNwI3ChpJWA/YBXgOUm3RsTHCgvIOZEyMzOzYu3ZtfemiFgAXAtcK2kN4INlY9v4sZiZmVnLtF/XXlUR8Qowoez1TqTMzMysWJu3SDWjLR7Lmsxj36XXPXzT6ryaXO5mTEmOfYhtkmP32uaO5NiduCs59q9smxz7vXknJscu+NcqybFzRwxJjn2KTZPiBrI4+Z7DmJUc28z4hL8wLj34nemhzG0idkETsc3UuYkfEaPSwjbe9InkWw5p4iEvYlBybDO/Hx9s4nfNB7ghOXbAfq8lxy755qrJsc38bp3y/+3de5RcVZn+8e+TDgmE3IBwSUKQiEENogEjyHgBuSiiQ1ABQRhhxPHyk0FlMRJHR1koy4A4ODjImFEgoyiIDhAUREEQRoQhyCVcjAREEhPIBEgI5kYn7++POkWKTtWpU7uqu6orz2ets7rO5T1n1+lK9Zu999m7xvfU8zyQfM4kXZpISRoCvDki7kg9h8eRMjMzs/q6cEDOiNgIfKOZcziRMjMzs3xdOCBnhV9K+oAkpQQPvrdrZmZmA6tLm/YypwPbAhskraH0biMiRhcJ7t7bYmZmZq3RxYlURIxqJt5Ne2ZmZlZX9BRfBhOVnCjpX7L1SZL2KxrvRMrMzMxyhWDD0OLLIPNt4ACgPJL5C8BFRYMH39s1MzOzgaVBmSAVtX9E7CvpXoCIeE5S4bFBuve2mJmZWUuEoLenkUasjf1Wln7woqQeIAAk7UgDb8CJlJmZmeUKiQ1DG0kZ1vdbWfrBhcDVwM6SzgGOBr5YNNiJlJmZmdW1oae1vcglHQ78G6UhPL8bEbP67D8d+CjQC/wf8JGI+HO2bwMwPzv0yYg4MrUcEXG5pHuAQ7JNR0XEI0XjnUiZmZlZrkBsaOGQ5VlT2kXAYcBi4G5JcyPi4YrD7gWmR8RqSZ8EzgM+mO1bExHpc+9sbgSlhC6AbRoJ9FN7ZmZmlisQvfQUXgrYD1gYEY9HxHrgCmDGy64ZcUtErM5W7wR2bembykj6EjAH2B4YB1wqyU17ZmZm1jobGksZxkmaV7E+OyJmV6xPBBZVrC+G3NnVTwFuqFjfOjt/LzArIq5ppHB9HA/sExFrASTNAn4PfLVIsBMpMzMzy5XQtLc8Iqbn7K82r11UPVA6EZgOHFixebeIWCLplcCvJc2PiMcaKWCFJ4CtgbXZ+nCg8Lm6IpHaiFjP8Kr71jfx5MASJiTHDm/iulpb/5haJr0swW/M+ZyRHHvGmPOTY7898lPJsddzRHLs27g9Ke7Kl5roG/cubkyOpTc9dDnjIup4PgAAG2RJREFUkmN3+eDjybFr1o1Ijl25eOfk2Cl7PJAcu2jlpOTYtYu3T4prpu9JDxuSY3/6l6OTY8+a+OXk2D2K/43azHX8bXLs2HErkmNXf3Vdcuwi0j9T7+H6qtub+RuTotV9pCjVQFXemF2BJX0PknQo8AXgwIh46ZcQEUuyn49LuhXYhwaSnz7WAQ9J+hWlZO4w4H8kXZhd47S84K5IpMzMzKx/tTiRuhuYImky8BfgODaNLA6ApH2A7wCHR8Syiu3bAasjYp2kccBbKHVET3V1tpTd2kiwEykzMzPLVe5s3rLzRfRKOhW4kdLTcpdExEOSzgbmRcRc4OvASOAqSbBpmIPXAt+RtJHSQ3Oz+jzt12hZ5jTzXpxImZmZWa5S015rU4aIuB5e3nYZEV+qeH1ojbg7gL1bWpgmOJEyMzOzulrctNc1nEiZmZlZrn7obN6RJA0BRkbE80VjPCCnmZmZ5Qpo9YCcHUPSDyWNlrQt8DCwQNI/FY13ImVmZmZ1lPpIFV0GmalZDdRRlPps7Qb8XdHgQfduzczMbGB1edPeVpK2opRI/XtEvJg9JViIEykzMzPLFYj1DGt3MfrLdyiNbn4/cJukVwAriwY7kTIzM7NcrR5HqsNcFxEXllckPQl8pGiw+0iZmZlZXV3cR+qnlSsREcAVRYMH3bs1MzOzgdWNfaQkvQbYCxgj6f0Vu0ZTmsS4ECdSZmZmlqsbEyng1cB7gbHwstmwVwH/UPQkTqTMzMysrm7rIxUR1wLXSjogIn6Xep6uSKRWMYpbOajqvo/zneTzzm9iKp+9mZ8cy13poXe872+SY9v1v41pPfcmx77AqOTYHVieFDef1ydfcyrJ82qydqfk0KZ+t69v4rO8aPik5Nht9lidHDuOZ5Jjn+idnBzLyBeTwpav3CH5kuvHpD9J9dqJ6Z/HHjYkxw5nXXLsKFYlx+7U83Ry7Poxw5NjhzZxr/7E7lW3rxvgJ+j6Y669DrJQ0j8Du1ORF0VEoQ7nXXtXzMzMrDW6tGmv7FrgduAmaDzrdSJlZmZmdXVxIjUiIs5MDfbwB2ZmZparPI5UN861B/xM0hGpwa6RMjMzs1xd3kfq08A/S1oPrAdEaTip0UWCu/aumJmZWet0a9NeRKQ/tYQTKTMzM6ujmzubqzRD8QnA5Ij4iqRJwPiI+N8i8e4jZWZmZrnKiVTRZZD5NnAA8KFs/QXgoqLBrpEyMzOzugZhJ/Ki9o+IfSXdCxARz0kqPFCXEykzMzPL1eWdzV+U1AMEgKQdgY1Fg7v2rpiZmVlrdHMfKeBC4GpgJ0nnAEcDXywa7D5SZmZmVler+0hJOlzSAkkLJc2ssn+4pCuz/XdJ2r1i3+ez7QskvauZ9xURlwOfA74GLAWOioirisa7RsrMzMxylQfkbJWsKe0i4DBgMXC3pLkRUTkB5CnAcxHxKknHAecCH5Q0FTgO2AuYANwkac+ISJrUUNK/AVdGROEO5pVcI2VmZma5yn2kii4F7AcsjIjHI2I9cAUwo88xM4A52eufAIdkQxXMAK6IiHUR8SdgYXa+VL8HvpjVcH1d0vRGgruiRmoEa5jGfVX3TWJR8nmXkz4j+1hWJMe+eHByKG9kXnLsXeyfHPsIU5Njt2viXjUTmzojezOzz69gbHLs1iuTQ5mw7ZLk2L2ZnxzbzP9gm7nPe7IgOXbdDoUf1tlc4lfG7xe8NfmSe45Jf6/jSf9crCJ9DMOFvCo5tpnf7c4sS45dyB7Jsc19Z2xXdXs7On432EdqnKTKP0izI2J2xfpEeNkf6MWw2R+hl46JiF5JKyn9K5sI3NkndmIjhasUEXOAOZK2Bz4AnCtpt4iYUiS+KxIpMzMz6z8Jnc2XR0RezY6qXqbYMUViU7wKeA2wO/Bw/qGbOJEyMzOzulr81N5iYFLF+q6wWRVp+ZjFkoYCY4BnC8YWJulc4P3AY8CVwFcionBzhxMpMzMzy9XqzubA3cAUSZOBv1DqPP6hPsfMBU4CfkdpSIJfR0RImgv8UNK/UupsPgUoNJ1LDX8CDoiI5SnBTqTMzMwsV6sH5Mz6PJ0K3Aj0AJdExEOSzgbmRcRc4HvA9yUtpFQTdVwW+5CkH1NqfusFPpX6xF5mNvAhSa+MiLMl7QbsUnSuPSdSZmZmVlerB+SMiOuB6/ts+1LF67XAMTVizwHOaVFRLqI0kvnBwNnAKuCnwJuKBDuRMjMzs1xdPrK559ozMzOz/tMPfaQ6iefaMzMzs/4TiPUMb3cx+ktTc+05kTIzM7Nc3dy0FxGXS7oHOITSGFVHRcQjReOdSJmZmVld3ZpIAUTEH4A/pMQ6kTIzM7NcXd5HqilOpMzMzCxXq8eR6ia+K2ZmZlZXNzftNcOJlJmZmeXqxs7mklZRfbJjARERo4ucpysSqbVszQJeXXXfbbwt+bzbUXjOws2so/BYXpu5dcxbk2O3YXVy7CQWJcc+zNTk2LdxW1uuu5oRSXFjm/hczGfv5NinJoxJjm2mzKsYlRzbzL+hoaTP+DCCNW2J7Uks8ytendTHFYAnmJwcuwNJU4sBMIx1ybHN/EFezTbJseN4Jjl2AkubiE2eT7fmv7/Uz1qqbuwjFRHpX24VuiKRMjMzs/7V7X2kJO0EbF1ej4gni8R1910xMzOzpnVj016ZpCOBbwATgGXAK4BHgL2KxA/pv6KZmZlZNygnUkWXQeYrwJuBP0bEZEoDc/62aLATKTMzM6url57CyyDzYkQ8AwyRNCQibgGmFQ12056ZmZnl6vJxpFZIGgncBlwuaRnQWzS4a++KmZmZtUY395ECZgBrgc8CJwBjgLOLBjuRMjMzs7q6NZGKiL9WrM5pNN6JlJmZmeXq5hopSe8HzgV2ojQY55Y3IKeZmZn1n4DB2Im8qPOAv42IR1KCnUiZmZlZHV3d2fzp1CQKnEiZmZlZHd3ctAfMk3QlcA1smvsoIv67SLATKTMzM6urixOp0cBq4J0V2wJwImVmZmbNG+hJiyVtD1wJ7A48ARwbEc/1OWYacDGlRGgDcE5EXJntuww4EFiZHX5yRNxX7VoR8ffNlNUjm5uZmVmu8oCcRZcWmAncHBFTgJuz9b5WAx+OiL2Aw4FvShpbsf+fImJatlRNogAk7SrpaknLJD0t6aeSdi1a0K6okdqWvzKdeVX3bceK5PM+x9j6B9WwDauTY59gcnLs/tyVHLuabZJjd+bp5NhmfkeTWJQcu5QJSXETWJJ8zfnsnRx7O29Ljm3mf5LDNnUZaNj4Ju4Vib8fgJ7igxJvZioPJ8cuYlJS3KtZkHzNh5maHHskc5NjVzTx/fgubkyOvYlDk2NHsSo5dmwT31PNxNZqThvCxuRzphrgpr0ZwEHZ6znArcCZlQdExB8rXi/JRiTfERq+4ZcCPwSOydZPzLYdViTYNVJmZmaWK2HS4nGS5lUsH2vwkjtHxFKA7OdOeQdL2g8YBjxWsfkcSQ9IukDS8JzwHSPi0ojozZbLKCVkhXRFjZSZmZn1n0Bs2NhQjdTyiJied4Ckm4Bdquz6QiMXkjQe+D5wUkSUq+o+DzxFKbmaTak2q9a0L8slnQj8KFs/Hnim6PWdSJmZmVm+gN7e1jbtRUTNdtqsr9L4iFiaJUrLahw3Gvg58MWIuLPi3Euzl+skXQqckVOUjwD/DlxA6Wm9O7JthTiRMjMzs1wRYkPvgKYMc4GTgFnZz2v7HiBpGHA18F8RcVWffeUkTMBRwIO1LhQRTwJHphbUiZSZmZnlio1i/dphA3nJWcCPJZ0CPEnWEVzSdOATEfFR4Fjg7cAOkk7O4srDHFwuaUdK8+bdB3yi7wUkfS4izpP0LUo1US8TEacVKagTKTMzM8sVIXpfHLin9iLiGeCQKtvnAR/NXv8A+EGN+IMLXKY8LUz1x/4LciJlZmZmdYiNG7orZYiI67KXq6s0DR5TJaQqD39gZmZm+QLo7Sm+DC6fL7itqu5KL83MzKz1QoMxQcol6d3AEcBESRdW7BoNxUf1dSJlZmZm+QLoVbtL0WpLKPWPOhK4p2L7KuCzRU/iRMrMzMzqS595qSNFxP3A/ZIuj4jkd+dEyszMzPIFXZdISfpxRBwL3Cup2vAHry9yHidSZmZmlq8LEyng09nP9zZzEidSZmZmli+AF9tdiNaqmBT5z82cpysSqa14kQksqbqvhw0DXJqSZeycHNtL+pMRj7FHcuwEltY/qIZl+RNz51pH3qTc+YY28fsdX+MzU89w1idf8yBuSY59gL2TY6e/rB9lY8ayIjm2Gc1cdw0jkmOb+UxN5eGkuHWkjxi9U/UpyAoZyark2PVN/Lsd1cR1d2B5cmwzn6lmvpdHsDo5djXbVN0+hI1Vt/ebgDb9Oe03klZRZUTzsogYXeQ8XZFImZmZWT/rsqa9iBgFIOls4Cng+5SmlDkBGFX0PE6kzMzMLF939pEqe1dE7F+xfrGku4DzigR7ZHMzMzPLV06kii6DywZJJ0jqkTRE0gk00JDpRMrMzMzydXci9SHgWODpbDkm21aIm/bMzMwsXxc37UXEE8CM1HgnUmZmZlZflyVSkr5F/lN7pxU5j5v2zMzMLF95HKmiy+Awj9Ice1sD+wKPZss0Gugj5RopMzMzy9eF40hFxBwASScD74iIF7P1/wB+WfQ8TqTMzMwsXxf3kQImUBo36tlsfWS2rRAnUmZmZpavuxOpWZQmLi5PPXEgcFbRYCdSZmZmlq+LE6mIuFTSDUB5UM6ZEfFU0XgnUmZmZlZflyZSmXXAUkodz/eUtGdE3FYk0ImUmZmZ5eviGilJHwU+DewK3Ae8GfgdcHCReA9/YGZmZvkGeGRzSdtL+pWkR7Of29U4boOk+7JlbsX2yZLuyuKvlDQs53KfBt4E/Dki3gHsA/xf0bJ2RY3UBnp4jrFV941gTfJ5hzbxrGcvPcmxzXiSScmxw1mfHDuSVcmxK2r87opYVXyC7s1sw+oBv+aIJj4XLzRx3fnsnRw7GKX+btulmfI28x3XjGGsS45d1MT31HasSI5t1/dyM98ZHaM8jtTAmQncHBGzJM3M1s+sctyaiJhWZfu5wAURcUU2nMEpwMU1rrU2ItZKQtLwiPiDpFcXLahrpMzMzCxfeRypokvzZgBzstdzgKOKBkoSpWa5nxSMXyxpLHAN8CtJ1wJLil6vK2qkzMzMrJ811mQ3TtK8ivXZETG7gfidI2IpQEQslbRTjeO2zq7TC8yKiGuAHYAVEVEu8WJgYq0LRcT7spdnZUMgjAF+UbSgTqTMzMws30ZgbUMRyyNiet4Bkm4Cdqmy6wsNXGe3iFgi6ZXAryXNB56vclzNOfVedlDEbxq4NtCiRErSWcALEXF+K85nZmZmHaQf+khFxKG19kl6WtL4rDZqPLCsxjmWZD8fl3QrpY7iPwXGShqa1UrtSgNNdY3q+D5SklxrZmZm1k4D30dqLnBS9vok4Nq+B0jaTtLw7PU44C3AwxERwC3A0XnxrZKUSEn6sKQHJN0v6ft99k2TdGe2/+ryI4uSTpP0cLb9imzbtpIukXS3pHslzci2nyzpKknX0cDEgWZmZtZPBnD4A0rTthwm6VHgsGwdSdMlfTc75rXAPEn3U0qcZkXEw9m+M4HTJS2k1Gfqey0pVRUN1/ZI2otS++VbImK5pO2B0yoO+S/gHyPiN5LOBr4MfIbSo4uTI2Jd1jue7Dy/joiPZNv+N2szBTgAeH1EPEsVkj4GfAxg9G6jG30bZmZmVtQAD8gZEc8Ah1TZPg/4aPb6Dqg+tktEPA7s159lLEupkToY+ElELAeoTHQkjQHGVnTWmgO8PXv9AHC5pBPZ9Ot4JzBT0n3ArZSGZt8t2/erWklUdt3ZETE9IqZvu+OIhLdhZmZmhZT7SBVdtiAp/Y9Ewd7vfbyHUlJ1JPAvWc2WgA9ExIKXXUDaH/hrwjXMzMys1cp9pGwzKTVSNwPHStoBSsO4l3dExErgOUlvyzb9HfAbSUOASRFxC/A5YCwwErgR+Mds8Cwk7ZP8TszMzKx/DPAUMYNJwzVSEfGQpHMoJUgbgHuBJyoOOQn4D0kjgMeBvwd6gB9kTX+iNGz7CklfAb4JPJAlU08A723i/ZiZmVl/2MISpKKShhaIiDlsGrq9777yzMl9vbXKsWuAj1fZfhlwWUrZzMzMrMUGfq69QcNjNJmZmVk+95GqyYmUmZmZ5Rvg4Q8Gk65IpJbe89Tyr+prf253OTrEOGB5uwsxCPg+Fed7VYzvUzG+T8Xl3atXDGRBnEjV1hWJVETs2O4ydApJ8+pNFGm+T43wvSrG96kY36fiOupeuY9UTV2RSJmZmVk/cx+pqpxImZmZWT437dXkRKr7zG53AQYJ36fifK+K8X0qxvepuM65V06kalJEymwvZmZmtqXQttODqfOKB8zTPR3Tv6ufuUbKzMzM8nkcqZqcSJmZmVl9btqrKmXSYusQkl4j6XeS1kk6o8++wyUtkLRQ0sx2lbETSTpI0kpJ92XLl9pdpk7kz1Bxkp6QND/7PDXQ/tHdJF0iaZmkByu2bS/pV5IezX5u184ydooa9+osSX+p+K46om0F9KTFNTmRGtyeBU4Dzq/cKKkHuAh4NzAVOF7S1IEvXke7PSKmZcvZ7S5Mp/FnKMk7ss/TFtEvpKDLgMP7bJsJ3BwRU4Cbs3Wrfq8ALqj4rrp+gMu0SXkcqaLLFsSJ1CAWEcsi4m42/9juByyMiMcjYj1wBTBjwAtog5k/Q9a0iLiN0n/4Ks1g06T3c4CjBrRQHarGveoc5T5SRZctiBOp7jQRWFSxvjjbZpscIOl+STdI2qvdhelA/gw1JoBfSrpH0sfaXZgOt3NELAXIfu7U5vJ0ulMlPZA1/bWvGdRNezU5kepOqrLN41xs8nvgFRHxBuBbwDVtLk8n8meoMW+JiH0pNYV+StLb210g6woXA3sA04ClwDfaWhonUlU5kRpkJH2qouPhhBqHLQYmVazvCizp/9J1rsr7BoyMiBcAsj4HW0ka194Sdhx/hhoQEUuyn8uAqyk1jVp1T0saD5D9XNbm8nSsiHg6IjZExEbgP2nn58p9pGpyIjXIRMRFFR0Pa/1huxuYImmypGHAccDcgStl56m8b8BGSQKQtB+lfwfPtLWAncefoYIkbStpVPk18E7gwfyoLdpc4KTs9UnAtW0sS0crJ5yZ99HOz5X7SNXkcaQGMUm7APOA0ZSSg88AUyPieUmnAjcCPcAlEfFQG4vaaY4GPimpF1gDHBce4v9lIqLXn6HCdgauznLzocAPI+IX7S1SZ5D0I+AgYJykxcCXgVnAjyWdAjwJHNO+EnaOGvfqIEnTKKUxTwAfb1sBB3iKGEnbA1cCu1N678dGxHN9jnkHcEHFptdQ+j6/RtJlwIHAymzfyRFxX7+U1X8/zMzMLI80PRjawBBpvc1NESPpPODZiJiVjWO3XUScmXP89sBCYNeIWJ0lUj+LiJ+klqEoN+2ZmZlZfQPbtNfoMBlHAzdExOqWXL0BTqTMzMysvmhgKTVRzqtYGh0WpNFhMo4DftRn2znZ0BEXSBre4PULcx8pMzMza7Xl9Zr2JN0E7FJl1xcauVDWKX9vSn06yz4PPAUMA2YDZwL9MouFEykzMzMbcBFxaK19kp6WND4ilhYYJuNY4OqIeGnghXJtFrBO0qXAGVUjW8BNe2ZmZtZpGhkm43j6NOtVjFUmSv2r+m3oCCdSZlsASWMl/b/s9QRJLXuSRdJnJH24Bee5QtKUVpTJzFptwEfknAUcJulR4LBsHUnTJX23fJCk3SkNHvybPvGXS5oPzAfGAV9tRaGq8fAHZluA7MvmZxHxuhafdyilKXf2jYimRpmRdCBwYkT8Q0sKZ2YtI+0b8NsGIkY0NfzBYOIaKbMtwyxgj2yanKskPQgg6WRJ10i6TtKfJJ0q6XRJ90q6MxubBUl7SPpFNinv7ZJek533YOD35SRK0q3ZEzK3SXpE0psk/bekRyV9NTtmW0k/zyaNflDSB7Nz3Q4cmiVnZtZRPEdMLf7CMtsyzAReFxHTyrVTFfteB+wDbE1pQLszI2IfSRcAHwa+Sempl09ExKOS9ge+TSmJegtwT59rrY+It0v6NKV+DW8EngUey855ELAkIt4DIGkMQERslLQQeEOVc5pZWw3w0OaDiBMpM7slIlYBqyStBK7Lts8HXi9pJPA3wFXZNCgA5TFZxgOP9DlfeU6++cBD5adnJD1OqS/DfOB8SedSam68vSJ2GTABJ1JmHaZcI2V9OZEys3UVrzdWrG+k9B0xBFiRTfjc1xpKNVnVzld5rpfOFxF/lPRG4Ajga5J+GRHl8V22zs5pZh3FiVQt7iNltmVYBYxKCYyI54E/SToGSo8TS3pDtvsR4FWNnE/SBGB1RPwAOB/Yt2L3noAnRzbrSL0NLFsO10iZbQEi4hlJv806mfdtiiviBOBiSV8EtgKuAO4HbgC+3+C59ga+Lmkjpf/ifhJA0s7AmoqB9MysY7hGqhYPf2BmTZF0NfC5iHi0yfN8Fng+Ir7XmpKZWatIrwu4qoGIqVvM8AeukTKzZs2k1Om8qUQKWEHjtVtmNiBcI1WLEykza0pELAAWtOA8l7agOGbWLzz8QS1OpMzMzKwO10jV4kTKzMzM6nCNVC1OpMzMzKwO10jV4kTKzMzM6nCNVC1OpMzMzKwO10jV4kTKzMzMCnCNVDVOpMzMzKwO10jV4kTKzMzM6nAiVYsTKTMzM6vDnc1rcSJlZmZmdbhGqhYnUmZmZlaHa6RqcSJlZmZmdWwE1rS7EB3JiZSZmZnV4aa9Woa0uwBmZmbW6cpNe0WX5kg6RtJDkjZKmp5z3OGSFkhaKGlmxfbJku6S9KikKyUNa7pQNTiRMjMzszrKNVJFl6Y9CLwfuK3WAZJ6gIuAdwNTgeMlTc12nwtcEBFTgOeAU1pRqGqcSJmZmVkdA1sjFRGPRMSCOoftByyMiMcjYj1wBTBDkoCDgZ9kx80Bjmq6UDW4j5SZmZnVsfRGOGtcAwFbS5pXsT47Ima3uFATgUUV64uB/YEdgBUR0VuxfWKLr/0SJ1JmZmaWKyIOb/U5Jd0E7FJl1xci4toip6iyLXK29wsnUmZmZjbgIuLQJk+xGJhUsb4rsARYDoyVNDSrlSpv7xfuI2VmZmaD0d3AlOwJvWHAccDciAjgFuDo7LiTgCI1XEmcSJmZmVlHkfQ+SYuBA4CfS7ox2z5B0vUAWW3TqcCNwCPAjyPioewUZwKnS1pIqc/U9/qtrKXEzczMzMwa5RopMzMzs0ROpMzMzMwSOZEyMzMzS+REyszMzCyREykzMzOzRE6kzMzMzBI5kTIzMzNL9P8BeZY3rAvObH4AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('Na spikes - apical')\n",
    "plt.imshow(matrix3_apic,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('Na spikes - basal')\n",
    "plt.imshow(matrix3_basal,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlabel('time(ms)')\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('Na spikes - apical')\n",
    "plt.imshow(matrix4_apic,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('Na spikes - basal')\n",
    "plt.imshow(matrix4_basal,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xticks(ticks=np.arange(0,40,5)-0.5,labels=['{}'.format(i) for i in np.arange(-20,20,5)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.xlabel('time(ms)')\n",
    "plt.xlim(5,35)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NMDA spikes - somatic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_nmda_sta(segs_nmda_df, spktimes):    \n",
    "    nmda_dend = np.zeros((10,27,))\n",
    "    nmda_apic = np.zeros((10,27,))\n",
    "    \n",
    "    edges_dend=np.quantile(segs_nmda_df[(segs_nmda_df.mag<-0.1)&\n",
    "                                   (segs_nmda_df.Type=='dend')]['Elec_distance'].unique(),np.arange(0,1.1,0.1))\n",
    "    edges_apic=np.quantile(segs_nmda_df[(segs_nmda_df.mag<-0.1)&\n",
    "                                   (segs_nmda_df.Type=='apic')]['Elec_distance'].unique(),np.arange(0,1.1,0.1))\n",
    "    \n",
    "    actual_spktimes = []\n",
    "    c = 0\n",
    "    for i in np.sort(spktimes):\n",
    "        # excludes bursts\n",
    "        if i-c > 10:\n",
    "            for e in np.arange(0,10):\n",
    "                nmda_inds = segs_nmda_df[(segs_nmda_df.mag<-0.1)&\n",
    "                                     (segs_nmda_df.Type=='dend')&\n",
    "                                     (segs_nmda_df.Elec_distance>edges_dend[e])&\n",
    "                                     (segs_nmda_df.Elec_distance<=edges_dend[e+1])]['nmda_lower_bound'].values.astype(int)\n",
    "    \n",
    "                x2, _ = np.histogram(nmda_inds/10,bins=np.arange(np.floor(i)-100,np.floor(i)+40,5))\n",
    "                nmda_dend[e] += x2\n",
    "                \n",
    "                nmda_inds = segs_nmda_df[(segs_nmda_df.mag<-0.1)&\n",
    "                                     (segs_nmda_df.Type=='apic')&\n",
    "                                     (segs_nmda_df.Elec_distance>edges_apic[e])&\n",
    "                                     (segs_nmda_df.Elec_distance<=edges_apic[e+1])]['nmda_lower_bound'].values.astype(int)\n",
    "    \n",
    "                x2, _ = np.histogram(nmda_inds/10,bins=np.arange(np.floor(i)-100,np.floor(i)+40,5))\n",
    "                nmda_apic[e] += x2\n",
    "            \n",
    "            actual_spktimes.append(i)\n",
    "        c = i\n",
    "        \n",
    "    return nmda_dend, nmda_apic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_df = pd.read_csv('64Hz_20p_soma_inh_nmda_df.csv')\n",
    "nmda_df.rename(columns={'seg_id':'segmentID'},inplace=True)\n",
    "segs_nmda_df = segs.set_index('segmentID').join(nmda_df.set_index('segmentID')).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "matrix1 complete. num spikes: 239\n",
      "matrix2 complete. num spikes: 166\n",
      "matrix3 complete. num spikes: 117\n",
      "matrix4 complete. num spikes: 156\n"
     ]
    }
   ],
   "source": [
    "spktimes = np.sort(spks_64Hz_soma_20p['spikes']['biophysical']['timestamps'][:])\n",
    "\n",
    "phase_calc = (np.mod(spktimes,(1000/64)))/(1000/64)\n",
    "\n",
    "### 7pi/4 to pi/4 ###\n",
    "spikes = spktimes[(phase_calc>=0.875) | (phase_calc<0.125)]\n",
    "\n",
    "na_dend, na_apic = get_nmda_sta(segs_nmda_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_nmda_sta(segs_nmda_df, rand_spktimes)\n",
    "\n",
    "matrix1_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix1_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix1 complete. num spikes: {}'.format(spikes.shape[0]))\n",
    "\n",
    "### pi/4 to 3pi/4 ###\n",
    "spikes = spktimes[(phase_calc>=0.125) & (phase_calc<0.375)]\n",
    "\n",
    "na_dend, na_apic = get_nmda_sta(segs_nmda_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_nmda_sta(segs_nmda_df, rand_spktimes)\n",
    "\n",
    "matrix2_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix2_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix2 complete. num spikes: {}'.format(spikes.shape[0]))\n",
    "\n",
    "###3pi/4 to 5pi/4###\n",
    "spikes = spktimes[(phase_calc>=0.375) & (phase_calc<0.625)]\n",
    "\n",
    "na_dend, na_apic = get_nmda_sta(segs_nmda_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_nmda_sta(segs_nmda_df, rand_spktimes)\n",
    "\n",
    "matrix3_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix3_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix3 complete. num spikes: {}'.format(spikes.shape[0]))\n",
    "\n",
    "### 5pi/4 to 7pi/4 ###\n",
    "spikes = spktimes[(phase_calc>=0.625) & (phase_calc<=0.875)]\n",
    "\n",
    "na_dend, na_apic = get_nmda_sta(segs_nmda_df, spikes)\n",
    "\n",
    "rand_spktimes = np.sort(np.random.choice(np.arange(0,150000), spikes.shape[0]))\n",
    "na_dend_rand, na_apic_rand = get_nmda_sta(segs_nmda_df, rand_spktimes)\n",
    "\n",
    "matrix4_apic = (na_apic-na_apic_rand)/len(spikes)\n",
    "matrix4_basal = (na_dend-na_dend_rand)/len(spikes)\n",
    "\n",
    "print('matrix4 complete. num spikes: {}'.format(spikes.shape[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "678"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "239+166+117+156"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "678"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spktimes.shape[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "apic_nmda = np.array([matrix1_apic, matrix2_apic, matrix3_apic, matrix4_apic])\n",
    "basal_nmda = np.array([matrix1_basal, matrix2_basal, matrix3_basal, matrix4_basal])\n",
    "\n",
    "np.save('apical_nmda.npy',apic_nmda)\n",
    "np.save('basal_nmda.npy',basal_nmda)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4, 10, 27)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apic_nmda.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ARFwM3AhMBxYAa4H39PJWl5I9iXcbcDjwTeCtjQZxwmRmZmblEmcMEXFcyfkAPpLgVmMi4tv5z+dKmtObIE6YzMzMrFhrr/Q9UtIUnptEPqp+PyIqJVCt23wzMzPrH8OAEQNdiV5bBny1bv+Ruv0ADq4SxAmTmZmZlWvRjCEiDurpnKTNqsbxU3JmZmZWbGCekmuK/Km7gyV9h2zpgkqcMJmZmVmxJrwapb9JmibpG8CDZEsW3A7sWfV6J0xmZmZWrIUTJklfkPQ34IvAPcAU4LGIuDwiVlWNM8iaZWZmZoPSIB9qK3AicD9wEfDTiFgvqeFXrDhhMjMzs2KtvazADsChwHHA1yXdQra0wPCI2Fg1SOs238zMzPpHCydMEdEJ/Bz4uaSRwFuA0cDDkn4dEe+oEqdFm29mZmb9poUTpnoRsR74IfBDSVsBR1W9tg2ab2ZmZk3XunOYuhURTwKXVy3vhMnMzMyKtUkPU194WQEzMzMr1sLLCgBIGibpwL7EGITNatxWI1bz6l2vq1T2FnpcIb3XRrAhecwOOpPHPKPjC8ljApzNmcljTtvlzuQxR7E2ecws7rrkMQ/kf5PHfNHiR5LHfHjStsljAozpXJM85gy+lzzmInZJHhPgov/9z+QxR7708eQxD9z698ljTvjD0uQxoTl//2/h9clj3s5rK5V7mE8kv3epFh6Si4hNkr4CHNDbGO5hMjMzs2It3sOUu0nS2ySpNxcP3maZmZnZ4NAec5j+E9gC6JS0jqxVERFbVbm49ZtvZmZmzdUGCVNEjOnL9R6SMzMzs1LRUX0bjJR5p6TP5vuTJO1f9XonTGZmZlYoBJ3Dq2+D1IVkk75rK3s/BVxQ9eLB2ywzMzMbHDSoE6GqpkXEfpL+BBARqyRtXvXi1m++mZmZNVUINnY0Mii1qWl16YNnJXUAASDpBTRQUSdMZmZmVigkOoc3kjI807S69MF5wHXAeElfAI4GPlP1YidMZmZmVqqzI+1sbkmHAd8gWxLzOxHxpS7nTwDOBR7OD50fEd/p7f0i4kpJs4FD8kNHRsT8qtc7YTIzM7NCgehMuNR3PjR2AfBGYAlwl6QbIuK+LkWvjoiPJrsxjCZL0AIY1ciFfkrOzMzMCgViIx2Vtwr2BxZExAMR8QzwfeCIZrZB0pnA5cC2wDjgu5I8JGdmZmbpdDaWMoyTNKtuf2ZEzKzbnwgsrttfAkzrJs7bJP0L8FfgPyJicTdlqjoOmBIR6wEkfQmYA/yfKhc7YTIzM7NCvRiSWxERUwvOd/c+t+iy/xPgqojYIOkkst6hgxupRBeLgJHA+nx/BPD3qhc7YTIzM7NCqecwkfUoTarb3wlY+rx7Rqys2/02cE4f77kBmCfpZrLk7I3A7ySdl9/v5KKLnTCZmZlZqcQJ013A7pJ2IXsK7lieW4EbAEk7RsSyfPdwoPITbT24Lt9qbm3kYidMZmZmVmgTw9jAiGTxImKjpI8CvyR7au3SiJgn6WxgVkTcAJws6XBgI/A4cEIf73l5X653wmRmZmalEvcwERE3Ajd2OXZm3c+fAj6V9KZ94ITJzMzMCjVhDlPLccJkZmZmhQKqrq/UEiQNA7aMiCerXuOFK83MzKyE6GR45W0wkvQ9SVtJ2gK4D7hf0n9VvX5wtqpBIuigs1LZSfRlzavurWS75DHP5OzkMe9hn+QxAcawJnnMH3J08pjN+G8PMJq1yWOOZ3nymIsnvTB5zNWMTR4T4M6O7tav65tp3Jk8ZjP+7gN879VHpo/JjOQx96LrWyz6rlmfacoJyzXjeTR5zKrfJ3P6+eW2bTIkt1dEPClpBtncqdOA2WTvqyvVFgmTmZmZNVcbJEybSdoMOJLsRb7PSt2tn9k9J0xmZmZWqE16mL5Fttr3n4HbJO0MPFH1YidMZmZmVqj28t0W95OIOK+2I+kh4L1VL/akbzMzMyvV6pO+gWvrdyIigO9XvXjQtsrMzMwGh1YekpO0J7A3sLWkt9ad2orsZbyVOGEyMzOzQq2cMAEvBt4CjAX+re74GuADVYM4YTIzM7NSrTqHKSKuB66XdEBE/KG3cZwwmZmZWaHIF65scQskfRqYTF3+ExGVJn63fOvNzMysuVp8SK7meuB24FdQcbXrOk6YzMzMrFQbJEyjI+K03l7sZQXMzMysUG0dpqrbIPVTSdN7e7F7mMzMzKxQm8xhOgX4tKRngGcAkS3HtFWVi1u+9WZmZtZ8rT4kFxFj+nK9EyYzMzMr1A6TvpW9aXcGsEtEfF7SJGDHiPhjles9h8nMzMwK1RKmqtsgdSFwAPCOfP8p4IKqF7uHyczMzEoN4sncVU2LiP0k/QkgIlZJ2rzqxU6YzMzMrFCbTPp+VlIHEACSXgBsqnpxy7fezMzMmqsd5jAB5wHXAdtL+gJwNPCZqhc7YTIzM7NSqRMmSYcB3wA6gO9ExJe6nB8BXAG8AlgJ/HtELOrt/SLiSkmzgUPIlhQ4MiLmV73eCZOZmZkVqi1cmUo+NHYB8EZgCXCXpBsi4r66Yu8DVkXEbpKOBc4B/r0P9/wGcHVEVJ7oXa8tEqYteYoD+X2lsr/ikOT3H8265DGb0fV5JD9OHhNgMZOSx9xA5Xl4la2hT0tw9OjF3J88ZkfjrzkqNZmFyWM2S6t0/b+CWU2J+y1OSh6zGb+no1mbPGYzfvcBnmnCd0oz6rodKyqVG8H65Pcu0oQ5TPsDCyLiAQBJ3weOAOoTpiOAz+U//xA4X5IiInp5zznAZyTtQTY0d3VEVP5L7GUFzMzMrFSDywqMkzSrbjuxS7iJwOK6/SX5sW7LRMRG4Algu97WPyIuj4jpZMnaX4FzJP2t6vVt0cNkZmZmzROo0V66FRExteC8ur1N42V6YzdgT2Ayz+/RKuSEyczMzAqlnsNE1qNUP59jJ2BpD2WWSBoObA083tsbSjoHeCvwd+Bq4PMRsbrq9U6YzMzMrFAT5jDdBewuaRfgYeBYnluBu+YG4N3AH8iWAPhNH+YvASwEDoiIahPFunDCZGZmZqVSPowRERslfRT4JdmyApdGxDxJZwOzIuIG4BLgfyQtIOtZOraPt50JvEPSiyLibEkvBHao+i45J0xmZmZWqBkLV0bEjcCNXY6dWffzeuCYhLe8gGxl74OBs4E1wLXAK6tc7ITJzMzMCjVhDtNA8LvkzMzMrLn8LjkzMzOzAn6XnBMmMzMzK9EOCZPfJWdmZmZN1+oJE0BE/AX4S2+udcJkZmZmhdpk0nefOGEyMzOzQk1YuLLlDO3Wm5mZWSXtMCTXF06YzMzMrFArT/qWtIbuX9orICJiqypxnDCZmZlZoVaewxQRY1LEccJkZmZmpdplDpOk7YGRtf2IeKjKde3RejMzM2uaVh6Sq5F0OPAVYALwKLAzMB/Yu8r1w5pXNTMzM2sHtYSp6jZIfR54FfDXiNiFbAHL/616sRMmMzMzK7WRjsrbIPVsRKwEhkkaFhG3APtWvdhDcmZmZlaoTdZhWi1pS+A24EpJjwIbq17c8q0HeIotuJP9K5V9MX9Nfv8xrEkecztWJo/ZjHoCrGS75DGnMDd5zMVMSh4TYEeWJo85mYXJY/6RacljHrP0p8ljAgyfcGfymJvzTPKYY1mdPCbA39ktecxm/P6vZmzymHtxX/KYAIuYnDxmM75Tq36mG56bs9wv2mEOE3AEsB74D2AGsDVwdtWL2yJhMjMzs+Zq9YQpIp6u27280eudMJmZmVmhduhhkvRW4Bxge7JFK71wpZmZmaUTMJgnc1f1f4F/i4j5vbnYCZOZmZmVaItJ38t7myyBEyYzMzMr0Q5DcsAsSVcDPwY21A5GxI+qXOyEyczMzEq1QcK0FbAWOLTuWABOmMzMzKzvNjGMDYzot/tJ2ha4GpgMLALeHhGruinXCdyT7z4UEYf3FDMi3tOXOnmlbzMzMyvVz69GOR34dUTsDvw63+/OuojYN996TJYAJO0k6TpJj0paLulaSTtVrZATJjMzMys0AO+SO4Ln1kq6HDgyQczvAjeQvXx3IvCT/FglTpjMzMysUCA6N3VU3oBxkmbVbSc2eMvxEbEMIP9z+x7Kjczj3yGpLKl6QUR8NyI25ttlwAuqVshzmMzMzKxYwMaNDfUcrYiIqUUFJP0K2KGbU2c0cJ8XRsRSSS8CfiPpnoj4e091kvRO4Kp8/zio/h4yJ0xmZmZWKEJ0bkybMkTEG3o6l88x2jEilknaEXi0hxhL8z8fkHQrMAXoKWF6L3A+8DWyp+N+nx+rxAmTmZmZFcoSpn5dVuAG4N3Al/I/r+9aQNI2wNqI2CBpHPBqstW8uxURDwGFE8OLOGEyMzOzYkF/J0xfAq6R9D7gIeAYAElTgZMi4v3AS4BvSdpENif7SxFxX9dAkj4ZEf9X0jfJepaeJyJOrlIhJ0xmZmZWKEJsfLb/EqaIWAkc0s3xWcD7859/D+xTIVztdSiz+lInJ0xmZmZWQmzqbM2UISJ+kv+4NiJ+UH9O0jFV43hZATMzMysWwMaO6tvg9KmKx7rVmumimZmZ9Z/QYE6ECkl6MzAdmCjpvLpTWwEbq8ZxwmRmZmbFAtioga5Fby0lm790ODC77vga4D+qBnHCZGZmZuUq98UMLhHxZ+DPkq6MiF63oi0SppFsYLce16l6vuU9rq7ee2sZlTzmBJYmj9mMegJsz/LkMTtb6FdzAsuSxxzBM8ljbld9Qdvq7k0fEmDhhMnJY77mzjnJY0576R+TxwS4b4uXJI+5gc2Tx2zG72mzjG/C99RCJiePOZp1lcpt6u8pyEHLJkySromItwN/ktTdsgIvqxKndf5VMjMzs4HRwgkTcEr+51v6EsQJk5mZmRUL4NmBrkTv1L3E98G+xHHCZGZmZsUC6BzoSvSOpDV0s8J3TURsVSWOEyYzMzMr16JDchExBkDS2cAjwP8AAmYAY6rGccJkZmZmxVp7DlPNmyJiWt3+RZLupOCFvfW80reZmZkVqyVMVbfBqVPSDEkdkoZJmkEDA41OmMzMzKxYeyRM7wDeDizPt2PyY5V4SM7MzMyKtcGQXEQsAo7o7fVOmMzMzKxciyZMkr5J8VNyJ1eJ4yE5MzMzK1Zbh6nqNrjMInuH3EhgP+Bv+bYvDcxhcg+TmZmZFWvhdZgi4nIASScAB0XEs/n+xcBNVeM4YTIzM7NibTCHCZhAtu7S4/n+lvmxSpwwmZmZWbH2SJi+RPYC3lvy/dcBn6t6sRMmMzMzKxbA+oGuRN9ExHcl/RyoLV55ekQ8UvV6J0xmZmZWrD16mAA2AMvIJoDvIWmPiLityoVOmMzMzKxYGyRMkt4PnALsBMwFXgX8ATi4yvVeVsDMzMyK9fOyApKOkTRP0iZJUwvKHSbpfkkLJJ1eEvYU4JXAgxFxEDAFeKxqnZwwmZmZWbHasgJVt767F3gr0ONwmaQO4ALgzcBewHGS9iqIuT4i1ufXjoiIvwAvrlohD8mZmZlZuX4ckouI+QCSiortDyyIiAfyst8ne/XJfT2UXyJpLPBj4GZJq4ClVevkhMnMzMyKNT6HaZykWXX7MyNiZtI6wURgcd3+Ep57Au6fRMRR+Y+fy5cW2Br4RdWbtUXC1EkHaxhTqexo1iW///AmLH+6nPHJY45ldfKYAIvYJXnMTjqSx9ycZ5LHBFjE5OQxx7M8ecz7KOqp7p2DX/iH5DEBJlT/n77KHpu2ZfKYaxmVPCbAOFYmj7lNE/7+r2Js8pijWJs8JlD534hGTGBZ8pgj2FCp3PD+noHdeMK0IiJ6nHsEIOlXwA7dnDojIq6vcI/uup96fGfc8wpF/LZKuXptkTCZmZlZE9UmfacMGfGGPoZYAkyq29+JBobYGuVJ32ZmZlas/yd9V3EXsLukXSRtDhwL3NCsmzlhMjMzs3IbG9j6SNJRkpYABwA/k/TL/PgESTcCRMRG4KPAL4H5wDURMa/vd++eh+TMzMysWD8vXBkR1wHXdXN8KTC9bv9G4Mb+qJMTJjMzMyvWhDlMrcYJk5mZmRWrzWEawpwwmZmZWbE2eJdcXzlhMjMzs3JOmMzMzMwKeA6TEyYzMzMr4TlMTpjMzMyshOcwOWEyMzOzEk6YnDCZmZlZCc9hchFiMTIAACAASURBVMJkZmZmFXgOk5mZmVkBD8k5YTIzM7MSTpicMJmZmVkJz2FywmRmZmYlvA6TEyYzMzOrwENyZmZmZgU8h8kJk5mZmZXYBKwf6EoMrLZImDbjGSawtFLZtYxOfv/RrE0ecy2jksdslhFsSB5zFWOTx3yKMcljAnTSkTzmYiYlj7m6CZ/pD/Z8S/KYAGNZnTzmGNYkj7mc8cljNivuKNa1RMzVbJM8JsDmPJM85qgmfPdvU/F3vxntKeQepvZImMzMzKzJnDCZmZmZFfCyAk6YzMzMrISXFWDYQFfAzMzMBrnaHKaqWx9JOkbSPEmbJE0tKLdI0j2S5kqa1fc798w9TGZmZlas/yd93wu8FfhWhbIHRcSKJtfHCZOZmZmV6Oc5TBExH0BS/920RJIhOUmfk3RqilhmZmY2CHU2sPWfAG6SNFvSic280aDvYZI0PCKG+MOMZmZmAywaKj2uy5yimRExs76ApF8BO3Rz7RkRcX3F+7w6IpZK2h64WdJfIuK2hmpaUa8SJknHA6eSfXx3A3+vO7cvcDEwOj/+3ohYJelk4CSyUdD7IuJYSVsA3wT2yevyuYi4XtIJwL8CI4EtgIN71zwzMzMbACsiosfJ2gAR8Ya+3iQiluZ/PirpOmB/oCkJU8NDcpL2Bs4ADo6IlwOndClyBXBaRLwMuAc4Kz9+OjAlP35SfuwM4DcR8UrgIODcPIkCOAB4d0Q4WTIzM7PnkbSFpDG1n4FDySaLN0Vv5jAdDPywNiM9Ih6vnZC0NTA2In6bH7oc+Jf857uBKyW9k+fm2h8KnC5pLnArWY/SC/NzN9fH7krSiZJmSZq19rH0y/ObmZnZwJB0lKQlZJ0nP5P0y/z4BEk35sXGA7+T9Gfgj8DPIuIXzapTb4bkRKMjmZl/JUueDgc+m/dUCXhbRNz/vBtI04Cni4LlY6EzASZM3aE39TEzM7NK+vcxuYi4Drium+NLgen5zw8AL++vOvWmh+nXwNslbQcgadvaiYh4Algl6bX5oXcBv5U0DJgUEbcAnwTGAlsCvwQ+pvy5QUlTet0SMzMza5J+XrlyEGq4hyki5kn6Alki1An8CVhUV+TdwMWSRgMPAO8BOoD/lw/ZCfhaRKyW9Hng68DdedK0CGjO68/NzMysl/wyuV49JRcRl5PNT+ru3FzgVd2cek03ZdcBH+zm+GXAZb2pm5mZmaXW/0t9DzaDfh0mMzMzG2juYXLCZGZmZiWcMDlhMjMzswo8JGdmZmZWwD1MTpjMzMyshCd9K6L113yU9Bjw4EDXI7FxwIqBrkSb8Weanj/T9PyZpteOn+nOEfGC/rqZtHfAVQ1c8fLZZe+SazVt0cPUn780/UXSrHb7ZRto/kzT82eanj/T9PyZpuAeprZImMzMzKyZPIfJCZOZmZmVcA+TE6bBa+ZAV6AN+TNNz59pev5M0/Nn2mfuYWqLSd9mZmbWPNIeARc2cMUbPenbzMzMhpoA1g10JQaUEyYzMzMr4SG5YQNdActIer2kuZLmSfpt3fHDJN0vaYGk0weyjq1I0isldUo6uu7YuyX9Ld/ePZD1ayWSZki6O99+L+nldef8e5qAP8e+kzRJ0i2S5uffp6fkx7eVdHP+9/5mSdsMdF1bSy1hqrq1HydMg4CksWSDw4dHxN7AMfnxDuAC4M3AXsBxkvYasIq2mPzzOwf4Zd2xbYGzgGnA/sBZ/uKsbCHwuoh4GfB58om0/j1Nw59jMhuBT0TES4BXAR/JP8fTgV9HxO7Ar/N9q6z2lFzVrf04YRoc3gH8KCIeAoiIR/Pj+wMLIuKBiHgG+D5wxADVsRV9DLgWeLTu2JuAmyPi8YhYBdwMHDYQlWs1EfH7/DMDuAPYKf/Zv6dp+HNMICKWRcSc/Oc1wHxgItlneXle7HLgyIGpYatyD5MTpsFhD2AbSbdKmi3p+Pz4RGBxXbkl+TErIWkicBRwcZdT/kzTeB/w8/xnf6Zp+HNMTNJkYApwJzA+IpZBllQB2w9czVqRe5g86XtwGA68AjgEGAX8QdIdgLop63Ugqvk6cFpEdErP+xj9mfaRpIPIEqbX1A51U8yfaeP8OSYkaUuyHuaPR8STXb4HrGGe9O2EaYBI+gjwgXz3GuAXEfE08LSk24CXk/0f5qS6y3YClvZrRVtIl890a+D7+ZfkOGC6pI1kn+nr6y7bCbi1/2rZWrp8ptPJPsvvAG+OiJX5cf+epuHPMRFJm5ElS1dGxI/yw8sl7RgRyyTtyPOH6q2UV/r2kNwAiYgLImLfiNgXuA54raThkkaTTUieD9wF7C5pF0mbA8cCNwxcrQe3+s80InaJiMkRMRn4IfDhiPgx2QTwQyVtk0/2PpS6SeH2fF1+T4cDPwLeFRF/rSvm39M0/DkmoOz/ki4B5kfEV+tO3QDUnop9N3B9f9ettfXvHCZJ50r6S/5U7nX5w1Hdleu3J0vdwzQIRMR8Sb8A7gY2Ad+JiHsBJH2U7B/0DuDSiJg3cDVtfRHxuKTPk/3jBHB2RDw+kHVqIWcC2wEX5j13GyNiakRs9O9p3/lzTObVwLuAeyTNzY99GvgScI2k9wEPkT+NbFX1ew/TzcCn8r8X5wCfAk6rL1D3ZOkbyXpo75J0Q0Tc14wK+dUoZmZmVkiaGPDhBq74TLJXo0g6Cjg6ImZ0OX4A8LmIeFO+/ymAiPj/Uty3Kw/JmZmZWYkBfUruvTz3VG69fn2y1ENyZmZmVmLZL+Fz4xq4YKSkWXX7MyNiZn0BSb8Cdujm2jMi4vq8zBlkGdiV3ZTr1ydLnTCZmZlZoYhIvsBvRLyh6Hz+6qq3AIdE9/OH+vXJUg/JmZmZ2aAi6TCySd6HR8TaHor165OlTpjMzMxssDkfGAPcnL+Y/mIASRMk3QjZk6VA7cnS+cA1zXyy1E/JmZmZmZVwD5NZG5M0VtKH6/YnSPphk+51pKQzE8T5sqSDU9TJzCwV9zCZtbH85aM/jYiX9sO9fk8232BFH+PsDHw7Ig5NUzMzs75zD5NZe/sSsGs+B+BcSZMl1VaRP0HSjyX9RNJCSR+V9J+S/iTpDknb5uV2lfQLSbMl3S5pz643kbQHsKGWLEm6TNJFkm6R9ICk10m6VNJ8SZflZTrycvdKukfSfwBExIPAdpK6e9zYzGxAeFkBs/Z2OvDS/F1wtR6nei8FpgAjgQXAaRExRdLXgOOBrwMzgZMi4m+SpgEXAl2HzF4NzOlybJu83OHAT/Iy7yd7fcG+ZK//mFjr/eryrqg5eflre9dsM7O0nDCZDW23RMQaYI2kJ8gSG4B7gJdJ2hI4EPhB/v44gBHdxNkReKzLsZ9EREi6B1geEfcASJoHTAZ+C7xI0jeBnwE31V37KDChr40zM0vFCZPZ0Lah7udNdfubyL4fhgGraz1UBdYBW/cQuz7uP2JHxCpJLwfeBHwEeDvZKxAg6/Fa10A7zMyaynOYzNrbGrK1THolIp4EFko6BkCZl3dTdD6wWyOxJY0DhkXEtcBngf3qTu8B3Nu7WpuZpeeEyayNRcRK4H/zidXn9jLMDOB9kv4MzAOO6KbMbcAU1Y3bVTARuFXSXOAy4FMAkjYjS75m9XypmVn/8rICZpaEpG+QzVv6VR/jHAXsFxGfTVMzM7O+cw+TmaXyRWB0gjjDga8kiGNmlox7mMzMzMxKuIfJzMzMrIQTJjMzM7MSTpjMzMzMSjhhMjMzMyvhhMnMzMyshBMmMzMzsxJOmMzMzMxKOGEyMzMzK+GEyczMzKyEEyYzMzOzEk6YzMzMzEo4YTIzMzMr4YTJzMzMrIQTJjMzM7MSTpjMzMzMSjhhMjMzMyvhhMnMzMyshBMmMzMzsxJOmMzMzMxKOGEyMzMzK+GEyczMzKyEEyYzMzOzEk6YzMzMzEo4YTIzMzMr4YTJzMzMrIQTJjMzM7MSTpjMzMzMSjhhMjMzMyvhhMnMzMyshBMmMzMzsxJOmMzMzKxfSZok6RZJ8yXNk3RKN2Uk6TxJCyTdLWm/gahrzfCBvLmZmZkNSRuBT0TEHEljgNmSbo6I++rKvBnYPd+mARflfw4I9zCZmZlZv4qIZRExJ/95DTAfmNil2BHAFZG5Axgracd+ruo/uIfJzMzMCu0mxdoGyi+DecD6ukMzI2Jmd2UlTQamAHd2OTURWFy3vyQ/tqyBqiTjhMnMzMwKrQM+0kD5z8D6iJhaVk7SlsC1wMcj4smup7u5JBqoRlIekjOzQpJmSLqpbj8k7TaA9Zmc16Hf/odvIO5pNpgI2KyBrVJMaTOyZOnKiPhRN0WWAJPq9ncClvam/ik4YTJLRNIiScslbVF37P2Sbq3bj7zM8LpjwyU9Kinqjt0qab2kNZKelDRb0umSRnRz3xPyuG9vRrsi4sqIOLQZsc2sNYhsSKrqVhpPEnAJMD8ivtpDsRuA4/On5V4FPBERAzIcB06YzFIbDvzT47FdrCZ7+qNmOrCqm3IfjYgxwI7AJ4BjgRvzL5p67wYez/80M0uuCT1MrwbeBRwsaW6+TZd0kqST8jI3Ag8AC4BvAx9O1Z7ecMJklta5wKmSxhaU+R/g+Lr944EreiocEU9HxK3A4cABwL/WzknaGXgdcCLwJknje4ojaTdJv5X0hKQVkq6uOxeSTpb0QH7uXEnD8nMnSPpdDzFfI2mxpIPy/T0l3SzpcUn31/d65V+G9+W9Zg9LOrXgM6rivZKWSlom6RN199lf0h8krc7PnS9p8/ycJH0t79F7Il/b5aX5uX+V9Ke8R2+xpM/1sX5mbSN1D1NE/C4iFBEvi4h98+3GiLg4Ii7Oy0REfCQido2IfSJiVjPaVpUTJrO0ZgG3AkXJwI+Bf5E0Nk+sXgtcXxY4Ih7K47+27vDxwKyIuJbssdwZBSE+D9wEbEM2F+CbXc4fBUwF9iN7nPe9RfWR9CbgKuBtEXFLPhR5M/A9YHvgOOBCSXvnl1wCfDDvNXsp8JvCBpc7iGx9lkOB0yW9IT/eCfwHMI4swTyE5/7P9FDgX4A9gLHAvwMr83NPk32eY8mS0g9JOrKPdTRrC82Yw9RqnDCZpXcm8DFJL+jh/HrgJ2T/WB9LNk6/voeyXS0Ftq3bP54sQSH/s2hY7llgZ2BCRKyPiK69RudExON5YvZ1soSnJ8cAM4HpEfHH/NhbgEUR8d2I2JivsXItcHTd/feStFVErKqtwdIH/533vt0DfLdW34iYHRF35HVYBHyLrBeuVocxwJ6AImJ+bU5ERNwaEfdExKaIuJssGXwdZpa8h6kVOWEySywi7gV+CpxeUOwKsmSncDiuGxPJ5ish6dXALsD383PfA/aRtG8P136S7Hvvj/mrCLr2INWvd/IgMKGgHh8HrsmTlZqdgWn5UNhqSavJerx2yM+/jWy+1oP50OAB3QXO6/ZUvr22uzJF9ZW0h6SfSnpE0pPAF8l6m4iI3wDnAxcAyyXNlLRVft00Za9qeEzSE8BJtevMhjr3MDlhMmuWs4AP8M8r19bcTjaZezzQ7fygriRNAl6RXwtZb5KAuZIe4blF347v5nIi4pGI+EBETAA+SDZcVr88QP3juy+k+PHdY4AjJX287thi4LcRMbZu2zIiPpTf/66IOIJsuO7HwDU91HPv/LotI+L27sqU1Pci4C/A7hGxFfBp6tZziYjzIuIVwN5kQ3P/lZ/6Hllv36SI2Bq4uP46s6HMPUxOmMyaIiIWAFcDJ/dwPoB/Aw7Pf+6RpNGSXkc2z+mPZE/KjQTeTjbZe9+67WPADHWzXpCkYyTtlO+uIlsArrOuyH9J2iZPzE7J69+TpWRzg06WVJsf9FNgD0nvkrRZvr1S0kskba5sPaetI+JZ4Mku9+6Nz+afzd7Ae+rqOyaP/5SkPYEP1S7I6zNN2fovT5MNhXbWXfd4RKyXtD/wjj7Wz6xtuIfJCZNZM50NbNHTyYiYFxHzCq4/X9IaYDnZnKJrgcMiYhNwJNniu1fkPUePRMQjZBOrO4DDuon3SuBOSU+R9aScEhEL685fD8wG5gI/y2P1KJ/rdAhwmqT35++DOpRsXtZS4BHgHKC2dtS7gEX5MNlJwDuL4lfwW7LHjX8NfDkiaotrnkqW7KwhexS5PvHbKj+2imwYbyXw5fzch4Gz88/8THroATMbipwwZZMeB7oOZjbAlC2auXveM2Zm9jy7S3FeA+Wnw+wqr0ZpJe061GhmZmaJ1HqYhjInTGZmZlaoNul7KBvq7TczICL8NJiZ9cg9TE6YzMzMrIR7mNqk/aPHjY6xk7euVHZTE5ZVeZbNk8ccwYbkMTc26T+3SP/gQDNidvT5KfbudTbhYdPN2Jg85oYm/J6OZl3ymADRhL+nnXQkj7kFTyWPCbCCnhaJ771mfKc0479TRxN+9wFGtsh36jMV/56uXvQEa1es7beeYfcwtUnCNHby1rxv1nsqlX3mH084p7P4eevnpbEr6R9WWtmkRYub8UXcjORmLKuTxwRYw5jkMcezPHnMhUxOHnMKc5PHhOYkd6vZJnnMA/l98pgA3+KDyWM24zulswn/hIxlVfKYALvx9+QxV7Jd8pgPVfz35JKp301+7yLuYXL7zczMrIR7mJwwmZmZWQn3MLn9ZmZmVsI9TE6YzMzMrIQTJidMZmZmVsFQTxiGevvNzMyshIDNGskYmrM6xIAqXUBG0smS5ku6smpQSZ+u+3mypHt7W0EzMzMbWBIMH159a0dVmvVh4M0RsbCsoCSRJaKfBr7Yx7rVYg6PiDbMVc3MzFqDBJulX/u1pRT2MEm6GHgRcIOkJySdWnfu3rz3aHLeA3UhMAe4BBglaW5dr1SHpG9LmifpJkmj8hi7SvqFpNmSbpe0Z378MklflXQLcE4T2m1mZmYVDROMGll9a0eFCVNEnAQsBQ4CvlZQ9MXAFRExJSLeA6yLiH0jYkZ+fnfggojYG1gNvC0/PhP4WES8AjgVuLAu5h7AGyLiE93dUNKJkmZJmvX0Y2uLW2lmZma9J6Cjga1KSOlSSY/2NG1H0uvzzpq5+XZmn9vRB6lGGh+MiDsKzi+MiNo7FGYDkyVtCRwI/CAbyQN43ntLfhARPb4fIyJmkiVcTJi6Y/oXj5mZmVmmOStXXgacD1xRUOb2iHhL8jv3QqNz3ut7pOo73Z4uubb+ZWOdwKg81uqI2LeHa8pimpmZWX9oQsIUEbdJmpw2avM08pr1RcB+AJL2A3YpKPuspMI1riLiSWChpGPymJL08gbqY2ZmZv1leAMbjKtNm8m3E3t51wMk/VnSzyXt3dcm9EUj+eK1wPGS5gJ3AX8tKDsTuFvSHOCMgnIzgIskfYZsEdHvA39uoE5mZmbWbLU5TNWtiIipfbzrHGDniHhK0nTgx2RzogdEacIUEZPrdg/todhLu1xzGnBad+cj4st1Py8EDuvmnieU1cvMzMz6yQC8fTcfiar9fKOkCyWNi4gV/VuTTJsuL2VmZmbJDEDCJGkHYHlEhKT9yaYRrezfWjzHCZOZmZmVS7xwpaSrgNeTzXdaApxF/o7fiLgYOBr4kKSNwDrg2IgYsKfinTCZmZlZseY8JXdcyfnzyZYdGBScMJmZmVmxARiSG2zaovkbGc5KxlUqO57lye8/jTuTx1zArsljjmFN8pjQnM90LKuTx1zI5OQxATrocX3VXtuuCcP0zfhM1zAmeUyAxUxKHnM545PHXNSk36l72KcpcVNrxn//SSxOHhPg0Sb8938x9yeP+czz1m/u2SZUXii1If4uubZImMzMzKyJ3MM01JtvZmZmpZwwDfXmm5mZWSknTEO9+WZmZlaJ5zCZmZmZFXAP01BvvpmZmZVywjTUm29mZmalGn/5bttxwmRmZmbF3MM01JtvZmZmlQzxjGGIN9/MzMxKeUjOCZOZmZmV8JDcUG++mZmZlXLCNNSbb2ZmZpUM8YxhiDffzMzMSnkOkxMmMzMzK+EhuaHefDMzMyvlhGmoN9/MzMxKCRgx0JUYWE6YzMzMrJh7mIZ6883MzKyUEyaGDXQFzMzMrAV0NLBVIOlSSY9KureH85J0nqQFku6WtF/fG9F7TpjMzMysWK2HqepWzWXAYQXn3wzsnm8nAhc1XO+E2qKDbQxrOIhbKpX9IUcnv/9kFiWPOY6VyWN20Jk8ZrPi7svc5DHv58XJYwJMZmHymEuZkDzmXtyXPGazPtNmWMeo5DHHszx5TIAFT+yaPOY+W9+TPGZnCy3M04zf//vYK3nM6tT/t0ucMUTEbZImFxQ5ArgiIgK4Q9JYSTtGxLK0NammLRImMzMza7L+z48nAovr9pfkx5wwmZmZ2SDUeA/TOEmz6vZnRsTMXty1q2gwRjJOmMzMzKxY4wnTioiY2se7LgEm1e3vBCztY8xe86RvMzMzK1Z7l1zCp+QquAE4Pn9a7lXAE72ZvyRpd0nXS7pX0lWSJvamMu5hMjMzs2JNmPQt6Srg9WTDd0uAs4DNACLiYuBGYDqwAFgLvKeXt7oUuAK4DTgc+Cbw1kaDOGEyMzOzcumfkjuu5HwAH0lwqzER8e3853MlzelNECdMZmZmVqy1V/oeKWkKz00iH1W/HxGVEqjWbb6ZmZn1j9ocpta0DPhq3f4jdfsBHFwliBMmMzMzK9bCPUwRcVBP5yRtVjWOn5IzMzOzculfjTIg8qfuDpb0HbKlCypxwmRmZmbFBmZZgaQkTZP0DeBBsiULbgf2rHq9EyYzMzMr1pyX7/YLSV+Q9Dfgi8A9wBTgsYi4PCJWVY0zyJplZmZmg04Lz2ECTgTuBy4CfhoR6yU1/IqV1m2+mZmZ9Z9BOtRWwQ7AocBxwNcl3UK2tMDwiNhYNYgTJjMzMyvWwj1MEdEJ/Bz4uaSRwFuA0cDDkn4dEe+oEqdFm29mZmb9poUTpnoRsR74IfBDSVsBR1W9tg2ab2ZmZk3VJglTvYh4Eri8avk2a76ZmZk1RevOYUrCywqYmZlZsRZeVgBA0jBJB/YlhhMmMzMzK9biCVNEbAK+0pcYg7BZjVvLaP7ElEplX8Gs5PcfwTPJY85iavKYo1mbPCbANO5MHnMto5LH7KAzeUyARxmfPOYkFiePeT97JI/5Yu5PHhPgFnp89VOvTWZR8phrGZ08JsC4rVcmj9mc//5/TR6zs0njPsub8Pd0A5snj/kMIyqVa9bnVKj1h+RukvQ24EcR4XWYzMzMLLH2mPT9n8AWQKekdWStiojYqsrFrd98MzMza65hwMiBrkTfRMSYvlzvOUxmZmZWKjqqb4ORMu+U9Nl8f5Kk/ate74TJzMzMCoWgc3j1bZC6EDgAqK3s/RRwQdWLB2+zzMzMbHDQoE6EqpoWEftJ+hNARKySVHnmfus338zMzJoqBBs7GhmU2tS0uvTBs5I6gACQ9AIaqKgTJjMzMysUEp3DG0kZ0i+3k8B5wHXAeElfAI4GPlP1YidMZmb/f3t3Hm5ZVd55/PujEBRlLkEmLVQcUBEUxSFqFEUkBpwwCFGMGtsnGmm70xHF6cFON8ROG1GMEqNgQjcQEYGIIiiIcUgoRUUoByaxLAIWg1YLFFTV23+cfcOpm1vn7HvvPnc4fD/Ps586e5+13r3OrnNvvbX22mtJGmr9km5Hcyc5GPgIvRmePlVVJ0x6//XAh4BfNoc+VlWfmun5qur0JN8FDmwOvayqVrStb8IkSZIGKtLpZJnNrbGTgRcBK4HLk5xXVVdPKnpmVb2tsxPDVvQStILpzZDsU3KSJGmgIqxjSeuthacD11TVdVV1D3AGcNgoP0OS9wGnATsAS4HPJPGWnCRJ6s76blOG3WCjNaBWAgdMUe6VSZ4L/BR4R1XNZt2o1wD7VdXdAElOAL4H/Pc2le1hkiRJA03ckmu7AUuTLO/b3jwpZKY8zcbOB5ZV1T7AxfR6h2bjBjaer3xL4Nq2le1hkiRJA81gDNPqqhq0ivxKYI++/d2BVRuds6p/Feq/BU6cTgOmsBa4KslF9JKzFwH/nOSk5nxvH1TZhEmSJA3V5aBv4HJgryR70nsK7gjum4EbgCS7VNVNze6hQOsn2jbhnGabcOl0KpswSZKkgSYGfXcWr2pdkrcBF9J7au3TVXVVkuOB5VV1HvD2JIcC64DbgNfP8pyzuqVnwiRJkgbq3ZLrNmWoqguACyYde1/f63cB7+r0pLNgwiRJkobq+JbcomPCJEmSBup64sr5lmQz4CFV9Zu2dZxWQJIkDVTQ9cSVcy7J/0myTZIHA1cDP0ny39rWN2GSJElD9MYwtd0WqL2bHqWX0Rs79XDgtW0rL9hPNR0P4F523Xj6hk1aw9adn39t5xFhZ27uPOYoPjvAHsxm4tWpbTmCla6XsK7zmAC/2GgqkW6sZsfOY47i72lU36ln8c3OY36D53Yec0dWdx4T4EHc2XnMO9i+85i3juB7ui9XdB4TRvM7ZRT2ZvJSalP7EneNuCUbG5Nbcg9I8gB6CdPHqureZKr5M6c2FgmTJEkarTFImD5Jb7bvHwCXJXkE8Ou2lU2YJEnSQGPSw3R+VZ00sZPkRuANbSs7hkmSJA00MXHlYh70DZzdv1NVBZzRtrI9TJIkaagFPJh7oCSPA54AbJvkFX1vbcPGi/EOtDg/vSRJmjOL/JbcY4GXAtsBv993fA3wx22DmDBJkqSBFnPCVFXnAucmeWZVfXumcUyYJEnSUAt4bFJb1yR5N7CMvvynqloN/DZhkiRJA21gM+5hy/luxmydC3wDuBhYP93KJkySJGmoxXpLrs9WVfXOmVZ2WgFJkjTQmEwr8E9JDplpZXuYJEnSQNWsJbfIHQO8O8k9wD1A6E3HtE2byov+00uSpNFb7LfkqmpWi1+aMEmSpIEW87QCE9JbafcoYM+q+mCSPYBdqupf29R3DJMkSRpoImFquy1QHweeCRzZ7P8/4OS2le1hkiRJQy3gwdxtHVBVT0lyBUBV3Z5ki7aV5kjI9AAAFfNJREFUTZgkSdJAYzLo+94kS4ACSPJQYEPbyov+00uSpNEahzFMwEnAOcBOSf4CeBXwnraVTZgkSdJQXSdMSQ4GPgIsAT5VVSdMen9L4LPAU4FbgT+oqhtmer6qOj3Jd4ED6U0p8LKqWtG2vgmTJEkaaGLiyq40t8ZOBl4ErAQuT3JeVV3dV+yNwO1V9egkRwAnAn8wi3N+BDizqloP9O7nU3KSJGmgiTFMbbcWng5cU1XXVdU9wBnAYZPKHAac1rz+HHBgMzXATH0PeE+Sa5J8KMn+06k8Nj1MbbsKr+RJnZ/7VXyu85ibT39dwKEexJ2dxwRYxa6dx7yBZZ3H3J47Oo8JjGRBylvZsfOYW7Om85hrmNU8cJt0J1t1HnML1nYecw9+0XnMUVnG9Z3HHMV3alRG8TvlDrbvPObV7N2q3F18qfNzD9PxLbndYKMfoJXAAZsqU1Xrkvwa2BFYPZMTVtVpwGlJdgBeCZyY5OFVtVeb+mOTMEmSpNGYwaDvpUmW9+2fUlWn9O1P1VNUk/bblJmJRwOPA5YBVw8ueh8TJkmSNNQ0E6bVVTXoltdKYI++/d2BVZsoszLJ5sC2wG3TaUS/JCcCrwCuBc4EPlhVrW89mDBJkqSBuh70DVwO7JVkT+CXwBHcNwP3hPOAo4Fv05sC4GtVNZsepuuBZ1bVjG7pmTBJkqSBup64shmT9DbgQnrTCny6qq5KcjywvKrOA/4O+Psk19DrWTpilqc9BTgyySOr6vgkDwce1nYtORMmSZI0VNfzMFXVBcAFk469r+/13cDhHZ7yZHoze78AOB5YA5wNPK1NZRMmSZI00JjM9O1acpIkaXRGMIZpPriWnCRJGq0xWHzXteQkSdLojMMtOdeSkyRJIzUOCRNAVf0Y+PFM6powSZKkocYhYZoNEyZJkjTQmAz6nhUTJkmSNFDXE1cuRvfvTy9JklpZrLfkkqxh6kV7A1RVbdMmjgmTJEkaaAObsZbWczwuKFW1dRdxTJgkSdJQ43JLLslOwAMn9qvqxjb1xuPTS5KkkRmHaQWSHAr8FbArcAvwCGAF8IQ29TcbXdMkSdI4mEiY2m4L1AeBZwA/rao96U1g+c22lU2YJEnSUOtY0npboO6tqluBzZJsVlWXAPu2rewtOUmSNNCYTCtwR5KHAJcBpye5BVjXtvKi//SSJGm0xmEME3AYcDfwDuAoYFvg+LaVxyZhWsL6eTv3HWzXeczVLO085p5c33lMGM2135FbO4/5JK7sPCbAZ3ld5zF34pbOY24+gr+nnUfQToAbWNZ5zH1G8Pd/Mzt3HhPg1vXd//zfs2TLzmM+lp90HvNCXtx5TIA9uaHzmPtxRecxr2C/VuU2zMOImsWeMFXVb/t2T5tu/bFJmCRJ0miMQw9TklcAJwI70Zu00okrJUlSdwoW8mDutv4S+P2qWjGTyiZMkiRpiLEY9H3zTJMlMGGSJElDjMMtOWB5kjOBLwBrJw5W1efbVDZhkiRJQ41BwrQNcCdwUN+xAkyYJEnS7BWZ0zFMSXYAzgSWATcAr66q26cotx7+/RHYG6vq0E3FrKo/mk2bnOlbkiQNNDFxZdutA8cCX62qvYCvNvtTuauq9m22TSZLAEl2T3JOkluS3Jzk7CS7t22QCZMkSRpqjteSO4z75ko6DXhZBzE/A5xHb/Hd3YDzm2OtmDBJkqSBZrD47tIky/u2N0/zlDtX1U0AzZ87baLcA5v430kyLKl6aFV9pqrWNdupwEPbNsgxTJIkaaAirN8wrZ6j1VW1/6ACSS4GHjbFW8dN4zwPr6pVSR4JfC3JlVV17abalOQPgf/b7L8G2i8rYcIkSZIGK1i3rttB31X1wk2914wx2qWqbkqyC0y9DlNVrWr+vC7JpcB+wKYSpjcAHwM+TO/puG81x1oxYZIkSQNVhfXr5jRlOA84Gjih+fPcyQWSbA/cWVVrkywFnk1vNu8pVdWNwMCB4YOYMEmSpIF6CdOczsN0AnBWkjcCNwKHAyTZH3hLVb0JeDzwySQb6I3JPqGqrp4cKMmfV9VfJvkovZ6ljVTV29s0yIRJkiQNVsxpwlRVtwIHTnF8OfCm5vW3gCe1CDexHMry2bTJhEmSJA1UFdbduzhn+q6q85uXd1bVP/a/l+TwtnGcVkCSJA0RNqzfvPW2QL2r5bEpLdhPJUmSFogC5nYMU2eSvAQ4BNgtyUl9b20DrGsbx4RJkiQNVlm0CROwit74pUOB7/YdXwO8o20QEyZJkjRYAesy362Ykar6AfCDJKdXVesepclMmCRJ0nAzTjXmV5KzqurVwBVJpppWYJ82ccYiYVrH5ty8yWVmNrYFazs//4Fc3HnMq9m785jX8OjOYwK8cASffzU7dh5zFNcUYD+u6DzmFezXecynbtQT3Y072K7zmAB78x+mUpm1UbR1Fbt2HhNguyV3dB7zlt+2+x05HZete07nMZ+/7aWdxwR4EHeOJG7XtuP2VuWWzHX2sgG4e25P2aFjmj9fOpsgY5EwSZKkESrg3vluxMz0LeL789nEMWGSJEmDFbB+vhsxM0nWMMUM3xOqaps2cUyYJEnScIt0DFNVbQ2Q5Hjg34C/BwIcBWzdNo4JkyRJGqxYtAlTnxdX1QF9+3+T5F8YsGBvP2f6liRJg00kTG23hWl9kqOSLEmyWZKjmMaNRhMmSZI02HgkTEcCrwZubrbDm2OteEtOkiQNNga35KrqBuCwmdY3YZIkScMt0oQpyUcZ/JTc29vE8ZacJEkabGIeprbbwrKc3hpyDwSeAvys2fZlGmOY7GGSJEmDLeJ5mKrqNIAkrweeX1X3NvufAL7SNo4JkyRJGmwMxjABu9Kbd+m2Zv8hzbFWTJgkSdJg45EwnUBvAd5Lmv3nAR9oW9mESZIkDTYGCVNVfSbJl4CJySuPrap/a1vfhEmSJA23yBOmxlrgJnoDwB+T5DFVdVmbiiZMkiRpsDHoYUryJuAYYHfg+8AzgG8DL2hT32kFJEnSYHM803eSw5NclWRDkv0HlDs4yU+SXJPk2CFhjwGeBvy8qp4P7Af8qm2bTJgkSdJgcz8P04+AVwCbvF2WZAlwMvASYG/gNUn2HhDz7qq6u6m7ZVX9GHhs2wZ5S06SJA02x/MwVdUKgCSDij0duKaqrmvKnkFv6ZOrN1F+ZZLtgC8AFyW5HVjVtk0mTJIkabjp3WpbmmR53/4pVXVKtw1iN+AXffsrue8JuP+gql7evPxAM7XAtsCX257MhEmSJA02/UHfq6tqk2OPAJJcDDxsireOq6pzW5xjqu6nTa4Zt1Ghqq+3KddvLBKmdSzhDrZrVXZnbun8/Nfy6M5jPoprOo95Czt3HhNofe2nYym3dh5zLWs6jwlwK0tHErdr97BF5zG/wXM6jwnwVJYPLzRNo/g53YmbO48JsJTVncdc/+Alncdcxg2dx1w7gu8pwFbc1XnM61nWecz1rf9ZHnirqnsjeEquql44yxArgT369ndnGrfYpmssEiZJkjRCE4O+F5bLgb2S7An8EjgCOHJUJ/MpOUmSNNjEoO+22ywleXmSlcAzgS8mubA5vmuSCwCqah3wNuBCYAVwVlVdNfuzT80eJkmSNNwcTlxZVecA50xxfBVwSN/+BcAFc9EmEyZJkjTYGMz0PVsmTJIkabCFOYZpTpkwSZKkweZ44sqFyIRJkiQNVsDd892I+WXCJEmSBvOWnAmTJEkawltyJkySJGkIn5IzYZIkSUOYMJkwSZKkIRzDZMIkSZJacAyTJEnSAN6SM2GSJElDmDCZMEmSpCEcw2TCJEmShnAeJhMmSZLUgrfkJEmSBnAMkwmTJEkawjFMJkySJGkIxzCNR8IUYPOWf5N38qDOz/8tntV5zC1Y23nMUVnFrp3HXMuWncfcckTX9A626zzmrqzqPObV7N15zJ24ufOYAD/lsZ3H3I47Oo+5BVt0HhPg8VzdecyduKXzmFuzpvOYO7K685gA1/KozmMewgWdx/wFe7Qqt/lcd/d4S248EiZJkjRiJkySJEkDOIbJhEmSJA3hGCY2m+8GSJKkBW5iDFPbbZaSHJ7kqiQbkuw/oNwNSa5M8v0ky2d/5k2zh0mSJA0294O+fwS8Avhki7LPr6rRPC3Qx4RJkiQNNsdjmKpqBUCSuTvpEJ3ckkvygSR/1kUsSZK0AK2fxgZLkyzv2948olYV8JUk3x3hOYBF0MOUZPOqup8/zChJ0jyraZVeXVWbHHsEkORi4GFTvHVcVZ3b8jzPrqpVSXYCLkry46q6bFotbWlGCVOS1wF/Ru/y/RC4tu+9fYFPAFs1x99QVbcneTvwFnp3Qa+uqiOSPBj4KPCkpi0fqKpzk7we+D3ggcCDgRfM7ONJkqSFqKpe2EGMVc2ftyQ5B3g6MJKEadq35JI8ATgOeEFVPRk4ZlKRzwLvrKp9gCuB9zfHjwX2a46/pTl2HPC1qnoa8HzgQ00SBfBM4OiqmjJZSvLmia6+u3712+l+DEmStIgleXCSrSdeAwfRGyw+EjMZw/QC4HMTI9Kr6raJN5JsC2xXVV9vDp0GPLd5/UPg9CR/yH1j7Q8Cjk3yfeBSej1KD2/eu6g/9mRVdUpV7V9V+z/ooQ/eVDFJkrTIJHl5kpX0Ok++mOTC5viuSSbWpNkZ+OckPwD+FfhiVX15VG2ayS25MN07mT2/Ry95OhR4b9NTFeCVVfWTjU6QHADYbSRJ0oKwAbhrzs5WVecA50xxfBVwSPP6OuDJc9WmmfQwfRV4dZIdAZLsMPFGVf0auD3Jc5pDrwW+nmQzYI+qugT4c2A74CHAhcCfpnluMMl+M/4kkiRpRCbmFWi7jZ9p9zBV1VVJ/oJeIrQeuAK4oa/I0cAnkmwFXAf8EbAE+Ifmll2AD1fVHUk+CPw18MMmaboBeOksPo8kSerc3M9cudDM6Cm5qjqN3vikqd77PvCMKd76nSnK3gX8pymOnwqcOpO2SZKkrrn67oKfh0mSJM03EyYTJkmS1IK35CRJkgawh8mESZIkDeGgbxMmSZI0hD1MqZrJHJQLS5JfAT+f73Z0bCmwer4bMWa8pt3zmnbPa9q9cbymj6iqh87VyZK9C/5hGjWe+t1hi+8uNmPRwzSXX5q5kmT5uH3Z5pvXtHte0+55TbvnNe2CPUxjkTBJkqRRcgyTCZMkSRrCHiYTpoXrlPluwBjymnbPa9o9r2n3vKazZg/TWAz6liRJo5PsVXDSNGoc4qBvSZJ0f3T/7mEyYZIkSUM4hmmz+W6AepL8bpLvJ7kqydf7jh+c5CdJrkly7Hy2cTFK8rQk65O8qu/Y0Ul+1mxHz2f7FpMkRyX5YbN9K8mT+97ze9oBr+PsJdkjySVJVjS/T49pju+Q5KLm5/6iJNvPd1sXl4mEqe02fkyYFoAk2wEfBw6tqicAhzfHlwAnAy8B9gZek2TveWvoItNcvxOBC/uO7QC8HzgAeDrwfn9xtnY98Lyq2gf4IM1AWr+n3fA6dmYd8F+r6vHAM4C3NtfxWOCrVbUX8NVmX61NDPpuu40fE6aF4Ujg81V1I0BV3dIcfzpwTVVdV1X3AGcAh81TGxejPwXOBm7pO/Zi4KKquq2qbgcuAg6ej8YtNlX1reaaAXwH2L157fe0G17HDlTVTVX1veb1GmAFsBu9a3laU+w04GXz08LFyh4mE6aF4THA9kkuTfLdJK9rju8G/KKv3MrmmIZIshvwcuATk97ymnbjjcCXmtde0254HTuWZBmwH/AvwM5VdRP0kipgp/lr2WJkD5ODvheGzYGnAgcCDwK+neQ7QKYo6zwQ7fw18M6qWp9sdBm9prOU5Pn0EqbfmTg0RTGv6fR5HTuU5CH0epj/c1X9ZtLvAU2bg75NmOZJkrcCf9zsngV8uap+C/w2yWXAk+n9D3OPvmq7A6vmtKGLyKRrui1wRvNLcilwSJJ19K7p7/ZV2x24dO5aubhMuqaH0LuWnwJeUlW3Nsf9nnbD69iRJA+glyydXlWfbw7fnGSXqropyS5sfKteQzlxpbfk5klVnVxV+1bVvsA5wHOSbJ5kK3oDklcAlwN7JdkzyRbAEcB589fqha3/mlbVnlW1rKqWAZ8D/qSqvkBvAPhBSbZvBnsfRN+gcG1s0vd0c+DzwGur6qd9xfyedsPr2IH0/pf0d8CKqvrffW+dB0w8FXs0cO5ct21xm9sxTEk+lOTHzVO55zQPR01Vbs6eLLWHaQGoqhVJvgz8ENgAfKqqfgSQ5G30/kFfAny6qq6av5YuflV1W5IP0vvHCeD4qrptPtu0iLwP2BH4eNNzt66q9q+qdX5PZ8/r2JlnA68Frkzy/ebYu4ETgLOSvBG4keZpZLU15z1MFwHvan4uTgTeBbyzv0Dfk6UvotdDe3mS86rq6lE0yKVRJEnSQMluBX8yjRrv6WxplCQvB15VVUdNOv5M4ANV9eJm/10AVfU/uzjvZPYwSZKkIVZdCO9ZOo0KD0yyvG//lKqa6SLIbwDOnOL4VE+WHjDDcwxlwiRJkgaqqs7nq0tyMfCwKd46rqrObcocR+9e4OlThZji2Mhum5kwSZKkOVdVLxz0frN01UuBA2vq8UNz+mSpT8lJkqQFJcnB9AZ5H1pVd26i2Jw+WWrCJEmSFpqPAVsDFzUL038CIMmuSS6A3pOlwMSTpSuAs0b5ZKlPyUljrJm75Miq+nizvytwUlW9agTnehmwT1UdP8s4/wu4oKq+1k3LJGn2TJikMdaspfVPVfXEOTjXt+h1n6+eZZxHAH9bVQd10zJJmj1vyUnj7QTgUU2X9oeSLEsyMSnq65N8Icn5Sa5P8rYk/yXJFUm+k2SHptyjkny5WRj6G0keN/kkSR4DrJ1IlpKcmuRvklyS5Lokz0vy6SQrkpzalFnSlPtRkiuTvAOgqn4O7JhkqqdnJGle+JScNN6OBZ7YLG0y0ePU74n0VnN/IHANvQWL90vyYeB19BYxPgV4S1X9LMkBwMeBF0yK82zge5OObd+UOxQ4vynzJnqz8e5Lbzbr3SZ6vyYtffC9pvzZM/vYktQtEybp/u2SqloDrEnya3qJDcCVwD7Niu/PAv6xb7X3LaeIswvwq0nHzq+qSnIlcHNVXQmQ5CpgGfB14JFJPgp8EfhKX91bgF1n++EkqSsmTNL929q+1xv69jfQ+/2wGXDHRA/VAHcB224idn/cf49dVbcneTLwYuCtwKvpzegLvR6vu6bxOSRppBzDJI23NfQezZ2RqvoNcH2Sw6G3EnyT5Ey2Anj0dGInWQpsVlVnA+8FntL39mOAH82s1ZLUPRMmaYxV1a3AN5uB1R+aYZijgDcm+QFwFXDYFGUuA/ZL3327FnYDLm1WlD+V3mrkJHkAveRr+aarStLccloBSZ1I8hF645YunmWclwNPqar3dtMySZo9e5gkdeV/AFt1EGdz4K86iCNJnbGHSZIkaQh7mCRJkoYwYZIkSRrChEmSJGkIEyZJkqQhTJgkSZKG+P8rK8HCrBZt0wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow(matrix1_apic,cmap='jet',vmin=-2,vmax=2)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow(matrix1_basal,cmap='jet', vmin=-2, vmax=2)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow(matrix2_apic,cmap='jet',vmin=-2,vmax=2)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow(matrix2_basal,cmap='jet', vmin=-2, vmax=2)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow(matrix3_apic,cmap='jet',vmin=-2,vmax=2)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow(matrix3_basal,cmap='jet', vmin=-2, vmax=2)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow(matrix4_apic,cmap='jet',vmin=-1,vmax=1)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow(matrix4_basal,cmap='jet', vmin=-1, vmax=1)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow((nmda_apic_peak-nmda_apic_rand)/len(trough_spikes),cmap='jet',vmin=-1,vmax=1)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow((nmda_dend_peak-nmda_dend_rand)/len(trough_spikes),cmap='jet', vmin=-1, vmax=1)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_dend_trough, nmda_apic_trough = get_nmda_sta(segs_nmda_df, trough_spikes)\n",
    "nmda_dend_rand, nmda_apic_rand = get_nmda_sta(segs_nmda_df, rand_spktimes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow((nmda_apic_trough-nmda_apic_rand)/len(trough_spikes),cmap='jet',vmin=-1,vmax=1)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow((nmda_dend_trough-nmda_dend_rand)/len(trough_spikes),cmap='jet', vmin=-1, vmax=1)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NMDA spikes - dendritic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "spktimes = spks_16Hz_dend['spikes']['biophysical']['timestamps'][:]\n",
    "\n",
    "peak_spikes = []\n",
    "trough_spikes = []\n",
    "for i in np.arange(0,zero_crossings.shape[0]-1):\n",
    "    inds = np.where((spktimes>zero_crossings[i]/10)&\n",
    "                    (spktimes<zero_crossings[i+1]/10))[0]\n",
    "    if inds.shape[0]!=0:\n",
    "        # For even i, append to peaks\n",
    "        if np.mod(i,2)==0:\n",
    "            peak_spikes.append(spktimes[inds][0])\n",
    "        else:\n",
    "            trough_spikes.append(spktimes[inds][0])\n",
    "            \n",
    "peak_spikes = np.array(peak_spikes)\n",
    "trough_spikes = np.array(trough_spikes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_df = pd.read_csv('16Hz_dend_inh_nmda_df.csv')\n",
    "nmda_df.rename(columns={'seg_id':'segmentID'},inplace=True)\n",
    "segs_nmda_df = segs.set_index('segmentID').join(nmda_df.set_index('segmentID')).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_dend_peak, nmda_apic_peak = get_nmda_sta(segs_nmda_df, peak_spikes)\n",
    "nmda_dend_rand, nmda_apic_rand = get_nmda_sta(segs_nmda_df, rand_spktimes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 210,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow((nmda_apic_peak-nmda_apic_rand)/len(peak_spikes),cmap='jet',vmin=-1,vmax=5)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow((nmda_dend_peak-nmda_dend_rand)/len(peak_spikes),cmap='jet', vmin=-1, vmax=5)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [],
   "source": [
    "nmda_dend_trough, nmda_apic_trough = get_nmda_sta(segs_nmda_df, trough_spikes)\n",
    "nmda_dend_rand, nmda_apic_rand = get_nmda_sta(segs_nmda_df, rand_spktimes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10))\n",
    "plt.subplot(2,1,1)\n",
    "plt.title('NMDA spikes - apical')\n",
    "plt.imshow((nmda_apic_trough-nmda_apic_rand)/len(trough_spikes),cmap='jet',vmin=-1,vmax=5)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlabel('time (ms)')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.subplot(2,1,2)\n",
    "plt.title('NMDA spikes - basal')\n",
    "plt.imshow((nmda_dend_trough-nmda_dend_rand)/len(trough_spikes),cmap='jet', vmin=-1, vmax=5)\n",
    "plt.xticks(ticks=np.arange(0,26,4)-0.5,labels=['{}'.format(i) for i in np.arange(-100,40,20)])\n",
    "plt.yticks(ticks=[0,9],labels=['further','closer'])\n",
    "plt.colorbar(label='additional events per AP')\n",
    "plt.xlim(5,26)\n",
    "\n",
    "plt.xlabel('time (ms)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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