{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### S.Z. Muller\n", "# Code to generate figure 6 in the paper (Continual Learning in a Multi-Layer Network of an Electric Fish, Cell 2019). \n", "\n", "## instructions:\n", "### 1) Install the NEURON module (https://www.neuron.yale.edu/neuron/download)\n", "### 2) Download and expand this archive. Compile the mod files with nrnivmodl (Neuron 7.7 and above).\n", "### 3) Run this jupyter notebook code (actuall simulation may take a few minutes) and follow the instructions for specific plots.\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# import neuron\n", "# neuron.load_mechanisms('/Users/..../[name of folder containing the compiled files]')\n", "# neuron.load_mechanisms('/Users/salomon/Documents/NEURON_mechanism/')\n", "from neuron import h, gui\n", "import numpy as np\n", "%matplotlib tk\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import matplotlib.cm as cm\n", "import random \n", "import time\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "run general_fun.ipynb" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "h.xopen(\"MG_reconstructed_by_Nate_Sawtell\");\n", "\n", "len_seg = 30\n", "for sec in h.all:\n", " sec.nseg = np.int(np.ceil(sec.L/len_seg))\n", " if not (sec.nseg % 2):\n", " sec.nseg = sec.nseg + 1\n", " \n", "# def create_section_lists(vml_thresh = 200):\n", "vml_thresh = 100\n", "h.distance(sec=h.soma)\n", "\n", "vml = h.SectionList()\n", "dml = h.SectionList()\n", "exclude_comp = ['apic[0]']\n", "for sec in h.apical:\n", " if sec.hname() not in exclude_comp:\n", " dist_from_soma = h.distance(sec(.5))\n", " if dist_from_soma < vml_thresh:\n", " vml.append(sec=sec)\n", " elif dist_from_soma >= vml_thresh:\n", " dml.append(sec=sec)\n", "\n", "h.celsius = 20\n", "set_init = -65\n", "h.v_init = set_init\n", "\n", "# insert channels\n", "\n", "for sec in h.all:\n", " sec.Ra =100 # Axial resistance in Ohm * cm\n", " sec.cm = 1 # Membrane capacitance in micro Farads / cm^2\n", "for sec in h.basal:\n", " sec.insert('pas')\n", " sec.g_pas = 0.0003\n", " sec.e_pas = set_init\n", "for sec in h.somatic:\n", " sec.insert('pas')\n", " sec.g_pas = 0.0003\n", " sec.e_pas = set_init" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "def make_MG(TTX = False, TTX_axon = False, TTX_apical = False, set_init = -65):\n", "\n", " axon_no_hh = ['axon[0]']\n", " for sec in h.axonal:\n", " if any(word in sec.hname() for word in axon_no_hh): \n", " sec.insert('pas')\n", " sec.g_pas = 0.0003\n", " sec.e_pas = set_init\n", " else:\n", " sec.insert('hh')\n", " sec.gl_hh = 0.0003\n", " sec.el_hh = set_init - 5 \n", " if TTX or TTX_axon: \n", " sec.gnabar_hh = 0\n", " sec.gkbar_hh = 0\n", " else:\n", " sec.gnabar_hh = 4 \n", " sec.gkbar_hh = 0.5 \n", "\n", " apic_no_syn = ['apic[0]'] \n", " for sec in h.apical:\n", " if sec.hname() in apic_no_syn:\n", " sec.insert('pas')\n", " sec.g_pas = 0.0003\n", " sec.e_pas = set_init\n", " else: \n", " sec.insert('hh')\n", " sec.gl_hh = 0.0003\n", " sec.el_hh = set_init \n", " sec.insert('cal') \n", " if TTX or TTX_apical: \n", " sec.gnabar_hh = 0\n", " sec.gkbar_hh = 0\n", " sec.gcalbar_cal = 0 \n", " else:\n", " sec.gnabar_hh = 0.1 \n", " sec.gkbar_hh = 0.008 \n", " sec.gcalbar_cal = 0.073\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "make_MG(TTX = False, TTX_axon = False, TTX_apical = False, set_init = -65)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Figure 6 B,D\n", "\n", "### For 6B set Nspk_up_Bspk_down = True\n", "\n", "### For 6D top set Inh = True\n", "### For 6D bottom set Inh = True, and set pf_exc_canc_inh = True" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "232.7329080104828\n" ] } ], "source": [ "np.random.seed(seed=1)\n", "\n", "t = time.time()\n", "\n", "nr_runs = 10\n", "stim_dur = 10000\n", "trial_length = 200\n", "eliminate_trials = 1\n", "record_conduc = False\n", "\n", "Inh = False\n", "pf_exc_canc_inh = False\n", "Nspk_up_Bspk_down = False\n", "\n", "if Nspk_up_Bspk_down:\n", " Inh = False\n", " pf_exc_canc_inh = False\n", " \n", "if pf_exc_canc_inh:\n", " Nspk_up_Bspk_down = False\n", " \n", "all_runs = []\n", "all_runs_apic = []\n", "for ii in range(nr_runs):\n", " results_all = run_sim(trial_length = trial_length, Inh = Inh, pf_exc_canc_inh = pf_exc_canc_inh,\\\n", " Nspk_up_Bspk_down = Nspk_up_Bspk_down, stim_dur = stim_dur, record_conduc = record_conduc)\n", " all_trials,trial_length_dt = trace_to_trials(results_all['v_vec_soma'].to_python(),eliminate_trials = eliminate_trials,\\\n", " trial_length = trial_length)\n", " all_trials_apic,trial_length_dt = trace_to_trials(results_all['v_vec_apic'].to_python(),eliminate_trials = eliminate_trials,\\\n", " trial_length = trial_length)\n", "\n", " all_runs = all_runs+all_trials\n", " all_runs_apic = all_runs_apic+all_trials_apic\n", "\n", "all_trials = all_runs\n", "\n", "elapsed = time.time() - t\n", "print(elapsed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# plots \n", "### for better view, set y_range_nspk to match the range of the data" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1080x360 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "spk_times_soma = turn_trace_to_spk(all_trials, min_hight_nspk = -60, min_hight_bspk = -40,\\\n", " prom_nspk = .5, prom_bspk = 15)\n", "spk_rates_soma = make_spk_rate(spk_times_soma, trial_length_dt,Method = 'wrap',Nspk_time_ms = 5, Bspk_time_ms = 8)\n", "\n", "plot_patch = False\n", "plot_mean_patch = False\n", "mean_inh_input = 100\n", "std_inh_input = 10\n", "\n", "y_range_bspk = [-0.5,9]\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "\n", "fs = 18\n", "fig, ax = plt.subplots(1,2,figsize=(15,5))\n", "plt.rc('xtick',labelsize=fs)\n", "plt.rc('ytick',labelsize=fs)\n", "plt.rcParams['font.family'] = 'Arial'\n", "\n", "Bspk_color = (238/255, 0, 126/255)\n", "Patch_color = '0.85' #(152/255,251/255,152/255)\n", "\n", "ax[0].plot(spk_rates_soma['Bspk_rate_smoothed'],color = Bspk_color,Linewidth = 1.5)\n", "plt.sca(ax[0])\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.xlim([-5/dt,205/dt])\n", "ax[0].set_xlabel('time (ms)',fontsize = fs)\n", "ax[0].set_ylabel('rate (Hz)',fontsize = fs)\n", "ax[0].set_ylim(y_range_bspk);\n", "ax[0].set_title('Bspk',fontsize = fs)\n", "\n", "if plot_patch:\n", " nr_extr = 0.6\n", " rect1 = matplotlib.patches.Rectangle(((mean_inh_input-std_inh_input)/dt,(y_range_bspk[0]+nr_extr)), 2*std_inh_input/dt, (y_range_bspk[1]-y_range_bspk[0]-2*nr_extr), color=Patch_color)\n", " ax[0].add_patch(rect1)\n", " if plot_mean_patch:\n", " plt.vlines(mean_inh_input/dt, y_range_bspk[0]+nr_extr,y_range_bspk[1]-nr_extr,color = '0.7')\n", "\n", "ax2 = ax[0].twinx() # instantiate a second axes that shares the same x-axis\n", "plt.sca(ax2)\n", "for i, spike_times_vec in enumerate(spk_times_soma['peaks_bspk_all']):\n", " plt.vlines(spike_times_vec, i + 0, i + 2,color = Bspk_color)\n", "ax2.axis('off');\n", "\n", "\n", "ax[1].plot(spk_rates_soma['Nspk_rate_smoothed'],'k',Linewidth = 1.5)\n", "plt.sca(ax[1])\n", "\n", "y_range_nspk = [25,155]\n", "plt.xticks(locs, ticknames)\n", "plt.xlim([-5/dt,205/dt])\n", "ax[1].set_xlabel('time (ms)',fontsize = fs)\n", "ax[1].set_ylim(y_range_nspk);\n", "ax[1].set_title('Nspk',fontsize = fs)\n", "if plot_patch:\n", " nr_extr = 2.5\n", " rect1 = matplotlib.patches.Rectangle(((mean_inh_input-std_inh_input)/dt,y_range_nspk[0]+nr_extr), 2*std_inh_input/dt, (y_range_nspk[1]-y_range_nspk[0]-2*nr_extr), color=Patch_color)\n", " ax[1].add_patch(rect1)\n", " if plot_mean_patch:\n", " plt.vlines(mean_inh_input/dt, y_range_nspk[0]+nr_extr,y_range_nspk[1]-5,color = '0.7')\n", "\n", "ax4 = ax[1].twinx() # instantiate a second axes that shares the same x-axis\n", "for i, spike_times_vec in enumerate(spk_times_soma['peaks_nspk_all']):\n", " ax4.vlines(spike_times_vec, i + 0.5, i + 1.5,'k')\n", "ax4.axis('off');\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plots not shown in paper. These are similar to paper, but here we added averaging with less smoothing, and added 'membrane potential raw traces' as well" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "132\n", "223\n", "395\n", "183\n" ] }, { "data": { "text/plain": [ "(-1, 40)" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1728x1008 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spk_times_soma = turn_trace_to_spk(all_trials, min_hight_nspk = -60, min_hight_bspk = -40,\\\n", " prom_nspk = .5, prom_bspk = 15)\n", "spk_rates_soma = make_spk_rate(spk_times_soma, trial_length_dt,Method = 'wrap',Nspk_time_ms = 5, Bspk_time_ms = 10)\n", "\n", "bins_ms = 5 #ms\n", "nr_iter = len(all_trials)\n", "bin_Nspk = bin_data(spk_rates_soma['Nspk_number'],eliminate_trials = 0,trial_length = bins_ms)\n", "bin_Bspk = bin_data(spk_rates_soma['Bspk_number'],eliminate_trials = 0,trial_length = bins_ms)\n", "\n", "fs = 20\n", "ts = 25\n", "\n", "%matplotlib inline\n", "fig = plt.figure(figsize=(24,14)) # Default figsize is (8,6)\n", "plt.rc('xtick',labelsize=fs)\n", "plt.rc('ytick',labelsize=fs)\n", "\n", "plt.subplot(2,3,3)\n", "rnd_num = np.random.randint(0,len(all_trials),2);\n", "for ii in rnd_num:\n", " print(ii)\n", " plt.plot(all_trials[ii])\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('mV', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.title('sample traces', fontsize=ts)\n", "plt.ylim([-70,-10])\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,6)\n", "rnd_num = np.random.randint(0,len(all_trials),2);\n", "for ii in rnd_num:\n", " print(ii)\n", " plt.plot(all_trials[ii])\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('mV', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([-70,-10])\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,1)\n", "plt.plot(spk_rates_soma['Nspk_rate_smoothed'],'k')\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz)', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([20,150])\n", "plt.title('Nspk', fontsize=ts)\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,4)\n", "plt.plot(bin_Nspk/nr_iter/(bins_ms*0.001),'k')\n", "locs, labels = plt.xticks()\n", "ticknames = np.require(locs*bins_ms,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz), bin size = {} ms'.format(bins_ms), fontsize=15)\n", "plt.xlabel('time (ms)',fontsize=fs)\n", "plt.ylim([20,160])\n", "plt.xlim([-1,len(bin_Nspk)])\n", "\n", "plt.subplot(2,3,2)\n", "plt.plot(spk_rates_soma['Bspk_rate_smoothed'],'r')\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz)', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([-0.5, 10])\n", "plt.title('Bspk', fontsize=ts)\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,5)\n", "plt.plot(bin_Bspk/nr_iter/(bins_ms*0.001),'r')\n", "locs, labels = plt.xticks();\n", "ticknames = np.require(locs*bins_ms,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz), bin size = {} ms'.format(bins_ms), fontsize=15)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([-0.5,10])\n", "plt.xlim([-1,len(bin_Bspk)])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Figure 6C" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "759.8029630184174\n" ] } ], "source": [ "np.random.seed(seed=3)\n", "t = time.time()\n", "\n", "nr_runs = 10\n", "stim_dur = 10000\n", "trial_length = 200\n", "eliminate_trials = 1\n", "\n", "bl_dend = True\n", "bl_apical = True\n", "bl_inh = True\n", "remove_Inh = False\n", "Nspk_down_Bspk_up = True\n", "if Nspk_down_Bspk_up:\n", " remove_Inh = True\n", " \n", "all_runs = []\n", "all_runs_apic = []\n", "for ii in range(nr_runs):\n", " results_all = run_sim_bse(trial_length = trial_length, remove_Inh = remove_Inh,\\\n", " Nspk_down_Bspk_up = Nspk_down_Bspk_up, bl_dend = bl_dend, bl_apical = bl_apical, bl_inh = bl_inh, stim_dur = stim_dur)\n", "\n", " all_trials,trial_length_dt = trace_to_trials(results_all['v_vec_soma'].to_python(),eliminate_trials = eliminate_trials,\\\n", " trial_length = trial_length)\n", " all_trials_apic,trial_length_dt = trace_to_trials(results_all['v_vec_apic'].to_python(),eliminate_trials = eliminate_trials,\\\n", " trial_length = trial_length)\n", "\n", " all_runs = all_runs+all_trials\n", " all_runs_apic = all_runs_apic+all_trials_apic\n", "\n", "all_trials = all_runs\n", "\n", "elapsed = time.time() - t\n", "print(elapsed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# plots \n", "### for better view, set y_range_nspk to match the range of the data" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1080x360 with 4 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "spk_times_soma = turn_trace_to_spk(all_trials, min_hight_nspk = -60, min_hight_bspk = -40,\\\n", " prom_nspk = .5, prom_bspk = 15)\n", "spk_rates_soma = make_spk_rate(spk_times_soma, trial_length_dt,Method = 'wrap',Nspk_time_ms = 5, Bspk_time_ms = 8)\n", "\n", "plot_patch = False\n", "plot_mean_patch = False\n", "mean_inh_input = 100\n", "std_inh_input = 10\n", "\n", "y_range_bspk = [-0.5,7]\n", "matplotlib.rcParams['pdf.fonttype'] = 42\n", "matplotlib.rcParams['ps.fonttype'] = 42\n", "\n", "fs = 18\n", "fig, ax = plt.subplots(1,2,figsize=(15,5))\n", "plt.rc('xtick',labelsize=fs)\n", "plt.rc('ytick',labelsize=fs)\n", "plt.rcParams['font.family'] = 'Arial'\n", "\n", "Bspk_color = (238/255, 0, 126/255)\n", "Patch_color = '0.85' #(152/255,251/255,152/255)\n", "\n", "ax[0].plot(spk_rates_soma['Bspk_rate_smoothed'],color = Bspk_color,Linewidth = 1.5)\n", "plt.sca(ax[0])\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.xlim([-5/dt,205/dt])\n", "ax[0].set_xlabel('time (ms)',fontsize = fs)\n", "ax[0].set_ylabel('rate (Hz)',fontsize = fs)\n", "ax[0].set_ylim(y_range_bspk);\n", "ax[0].set_title('Bspk',fontsize = fs)\n", "\n", "if plot_patch:\n", " nr_extr = 0.6\n", " rect1 = matplotlib.patches.Rectangle(((mean_inh_input-std_inh_input)/dt,(y_range_bspk[0]+nr_extr)), 2*std_inh_input/dt, (y_range_bspk[1]-y_range_bspk[0]-2*nr_extr), color=Patch_color)\n", " ax[0].add_patch(rect1)\n", " if plot_mean_patch:\n", " plt.vlines(mean_inh_input/dt, y_range_bspk[0]+nr_extr,y_range_bspk[1]-nr_extr,color = '0.7')\n", "\n", "ax2 = ax[0].twinx() # instantiate a second axes that shares the same x-axis\n", "plt.sca(ax2)\n", "for i, spike_times_vec in enumerate(spk_times_soma['peaks_bspk_all']):\n", " plt.vlines(spike_times_vec, i + 0, i + 2,color = Bspk_color)\n", "ax2.axis('off');\n", "\n", "\n", "ax[1].plot(spk_rates_soma['Nspk_rate_smoothed'],'k',Linewidth = 1.5)\n", "plt.sca(ax[1])\n", "\n", "y_range_nspk = [25,50]\n", "plt.xticks(locs, ticknames)\n", "plt.xlim([-5/dt,205/dt])\n", "ax[1].set_xlabel('time (ms)',fontsize = fs)\n", "ax[1].set_ylim(y_range_nspk);\n", "ax[1].set_title('Nspk',fontsize = fs)\n", "if plot_patch:\n", " nr_extr = 2.5\n", " rect1 = matplotlib.patches.Rectangle(((mean_inh_input-std_inh_input)/dt,y_range_nspk[0]+nr_extr), 2*std_inh_input/dt, (y_range_nspk[1]-y_range_nspk[0]-2*nr_extr), color=Patch_color)\n", " ax[1].add_patch(rect1)\n", " if plot_mean_patch:\n", " plt.vlines(mean_inh_input/dt, y_range_nspk[0]+nr_extr,y_range_nspk[1]-5,color = '0.7')\n", "\n", "ax4 = ax[1].twinx() # instantiate a second axes that shares the same x-axis\n", "for i, spike_times_vec in enumerate(spk_times_soma['peaks_nspk_all']):\n", " ax4.vlines(spike_times_vec, i + 0.5, i + 1.5,'k')\n", "ax4.axis('off');\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plots not shown in paper. These are similar to paper, but here we added averaging with less smoothing, and added 'membrane potential raw traces' as well" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "414\n", "56\n", "457\n", "176\n" ] }, { "data": { "text/plain": [ "(-1, 40)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 1728x1008 with 6 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "spk_times_soma = turn_trace_to_spk(all_trials, min_hight_nspk = -60, min_hight_bspk = -40,\\\n", " prom_nspk = .5, prom_bspk = 15)\n", "spk_rates_soma = make_spk_rate(spk_times_soma, trial_length_dt,Method = 'wrap',Nspk_time_ms = 5, Bspk_time_ms = 10)\n", "\n", "bins_ms = 5 #ms\n", "nr_iter = len(all_trials)\n", "bin_Nspk = bin_data(spk_rates_soma['Nspk_number'],eliminate_trials = 0,trial_length = bins_ms)\n", "bin_Bspk = bin_data(spk_rates_soma['Bspk_number'],eliminate_trials = 0,trial_length = bins_ms)\n", "\n", "fs = 20\n", "ts = 25\n", "\n", "%matplotlib inline\n", "fig = plt.figure(figsize=(24,14)) # Default figsize is (8,6)\n", "plt.rc('xtick',labelsize=fs)\n", "plt.rc('ytick',labelsize=fs)\n", "\n", "plt.subplot(2,3,3)\n", "rnd_num = np.random.randint(0,len(all_trials),2);\n", "for ii in rnd_num:\n", " print(ii)\n", " plt.plot(all_trials[ii])\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('mV', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.title('sample traces', fontsize=ts)\n", "plt.ylim([-70,-10])\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,6)\n", "rnd_num = np.random.randint(0,len(all_trials),2);\n", "for ii in rnd_num:\n", " print(ii)\n", " plt.plot(all_trials[ii])\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('mV', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([-70,-10])\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,1)\n", "plt.plot(spk_rates_soma['Nspk_rate_smoothed'],'k')\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz)', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([20,50])\n", "plt.title('Nspk', fontsize=ts)\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,4)\n", "plt.plot(bin_Nspk/nr_iter/(bins_ms*0.001),'k')\n", "locs, labels = plt.xticks()\n", "ticknames = np.require(locs*bins_ms,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz), bin size = {} ms'.format(bins_ms), fontsize=15)\n", "plt.xlabel('time (ms)',fontsize=fs)\n", "plt.ylim([20,55])\n", "plt.xlim([-1,len(bin_Nspk)])\n", "\n", "plt.subplot(2,3,2)\n", "plt.plot(spk_rates_soma['Bspk_rate_smoothed'],'r')\n", "locs, labels = plt.xticks()\n", "dt = 0.025\n", "ticknames = np.require(locs*dt,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz)', fontsize=fs)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([-0.5, 8])\n", "plt.title('Bspk', fontsize=ts)\n", "plt.xlim([-5/dt,205/dt])\n", "\n", "plt.subplot(2,3,5)\n", "plt.plot(bin_Bspk/nr_iter/(bins_ms*0.001),'r')\n", "locs, labels = plt.xticks();\n", "ticknames = np.require(locs*bins_ms,dtype=np.int)\n", "plt.xticks(locs, ticknames)\n", "plt.ylabel('rate (Hz), bin size = {} ms'.format(bins_ms), fontsize=15)\n", "plt.xlabel('time (ms)', fontsize=fs)\n", "plt.ylim([-0.5,12])\n", "plt.xlim([-1,len(bin_Bspk)])\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 4 }