{ "cells": [ { "cell_type": "markdown", "id": "92e7d3ea", "metadata": {}, "source": [ "### analysis/plot_model_outputs.ipynb\n", "\n", "For the model chosen from the parameter sweep (where ORN columns are scaled by 0.1, eLNs by 0.04, iLNs by 0.02, and PNs by 0.4), plots:\n", "- raster of all neurons\n", "- firing rates of all neurons\n", "- firing rates of ORNs & PNs to compare to experimental values in [Bhandawat et al 2007](https://doi.org/10.1038/nn1976)" ] }, { "cell_type": "code", "execution_count": 1, "id": "77efc76e", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "from matplotlib.gridspec import GridSpec\n", "from scipy.spatial.distance import pdist" ] }, { "cell_type": "code", "execution_count": 2, "id": "b24b089a", "metadata": {}, "outputs": [], "source": [ "import os\n", "import sys\n", "file_path = 'C:/Users/dB/deBivort/projects/ALVariability/analysis/plot_model_outputs.ipynb'\n", "project_dir = os.path.join(file_path.split('ALVariability')[0], 'ALVariability')\n", "sys.path.append(project_dir)\n", "\n", "from utils.data_utils import make_df_AL_activity_long, make_orn_upn_frs, make_glomerular_odor_responses\n", "from utils.plot_utils import set_font_sizes\n", "from utils.plot_utils_EXTRA import plot_sim_raster, plot_mini_raster\n", "from utils.odor_utils import load_door_data\n", "\n", "set_font_sizes()" ] }, { "cell_type": "code", "execution_count": 3, "id": "bca6539f", "metadata": {}, "outputs": [], "source": [ "from utils.data_utils import get_AL_activity_dfs, \\\n", " make_d_neur_inputs, make_orn_upn_frs, make_glomerular_odor_responses, make_df_AL_activity_long\n", "from utils.make_output_figures import plot_sim_spikes2, plot_neur_I_contribs, plot_psths, \\\n", " plot_synapse_scale_hmap" ] }, { "cell_type": "code", "execution_count": null, "id": "350dc7d5", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 4, "id": "517a5e71", "metadata": {}, "outputs": [], "source": [ "# load simulation \n", "jdir = '../run_model/save_sims_sensitivity_sweep/2021_8_19-5_25_2__0v12_all0.1_ecol0.4_icol0.2_pcol4.0_sweep_Bhandawat_odors_5_25_2/'" ] }, { "cell_type": "code", "execution_count": 5, "id": "6b4629ba", "metadata": {}, "outputs": [], "source": [ "from datetime import datetime\n", "import pickle\n", "import re" ] }, { "cell_type": "code", "execution_count": 6, "id": "6ba246e9", "metadata": {}, "outputs": [], "source": [ "thermo_hygro_glomeruli = np.array(['VP1d', 'VP1l', 'VP1m', 'VP2', 'VP3', 'VP4', 'VP5'])\n", "\n", "# get list of files\n", "jdir_files = os.listdir(jdir)\n", "# get time tag\n", "jdir = os.path.abspath(jdir)\n", "time_tag_re = re.findall('(\\d+)\\_(\\d+)\\_(\\d+)-(\\d+)\\_(\\d+)\\_(\\d+)', jdir)[0]\n", "time_tag = datetime(*[int(t) for t in time_tag_re])\n", "run_tag = os.path.basename(os.path.normpath(jdir))\n", "spliton = '__0v12'\n", "job_tag = spliton + jdir.split(spliton)[1]\n", "job_tag = job_tag.strip('/')\n", "# get seed dict for params\n", "jdir_params_seed = pickle.load(open(os.path.join(jdir, 'sim_params_seed.p'), 'rb'))\n", "# get synapse dictionary\n", "job_synapse_ws = jdir_params_seed['custom_scale_dic']" ] }, { "cell_type": "code", "execution_count": 7, "id": "c70c57fc", "metadata": {}, "outputs": [], "source": [ "# load simulation outputs\n", "sim_output = pickle.load(open(os.path.join(jdir, 'sim_output.p'), 'rb'))\n", "sim = sim_output['sim']\n", "V = sim_output['V']\n", "I = sim_output['I'].toarray()\n", "Iin = sim_output['Iin'].toarray()\n", "Spikes = sim_output['Spikes'].toarray()\n", "odor_names = [r[0] for r in sim.odor_list]" ] }, { "cell_type": "code", "execution_count": 8, "id": "a318b599", "metadata": {}, "outputs": [], "source": [ "pdf_folder_name = 'model_outputs_2021-09-02'\n", "if not os.path.exists(pdf_folder_name):\n", " os.makedirs(pdf_folder_name)" ] }, { "cell_type": "code", "execution_count": null, "id": "750630df", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 9, "id": "45815351", "metadata": {}, "outputs": [], "source": [ "DPI = 250\n", "\n", "savepicsdir = os.path.join(jdir, pdf_folder_name)\n", "if not os.path.exists(savepicsdir):\n", " os.makedirs(savepicsdir)\n", "\n", "df_AL_activity, df_AL_activity_long = get_AL_activity_dfs(sim, Spikes)\n", "# remove non olfactory glomeruli\n", "df_AL_activity_long = df_AL_activity_long[~df_AL_activity_long.glom.isin(thermo_hygro_glomeruli)]\n", "df_neur_ids = sim.df_neur_ids.copy()" ] }, { "cell_type": "code", "execution_count": 10, "id": "ed865aa8", "metadata": {}, "outputs": [], "source": [ "df_orn_frs, df_upn_frs = make_orn_upn_frs(df_AL_activity, odor_names, df_neur_ids,\n", " sub_pre=True, olf_only=True)\n", "df_orn_glom_onoff, df_upn_glom_onoff = make_glomerular_odor_responses(df_orn_frs, df_upn_frs, df_AL_activity)" ] }, { "cell_type": "code", "execution_count": null, "id": "aba72a81", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 11, "id": "d94269fc", "metadata": {}, "outputs": [], "source": [ "savepdfstoo=False" ] }, { "cell_type": "code", "execution_count": 12, "id": "70e87864", "metadata": {}, "outputs": [], "source": [ "# plot Bhandawat version\n", "bhand_gloms = ['DL1', 'DM1', 'DM2', 'DM3', 'DM4', 'VA2']\n", "df_neur_ids_bhand = df_neur_ids.copy()[((df_neur_ids.altype == 'ORN') & (df_neur_ids.glom.isin(bhand_gloms))) | \n", " (df_neur_ids.altype == 'LN') | \n", " ((df_neur_ids.altype == 'uPN') & (df_neur_ids.glom.isin(bhand_gloms))) |\n", " (df_neur_ids.altype == 'mPN')\n", " ]\n", "df_AL_activity_bhand = df_AL_activity.copy()[((df_AL_activity.neur_type == 'ORN') & (df_AL_activity.glom.isin(bhand_gloms))) | \n", " (df_AL_activity.neur_type.isin(['iLN', 'eLN'])) | \n", " ((df_AL_activity.neur_type == 'uPN') & (df_AL_activity.glom.isin(bhand_gloms))) |\n", " (df_AL_activity.neur_type == 'mPN')\n", " ]\n", "df_AL_activity_long_bhand = make_df_AL_activity_long(df_AL_activity_bhand)\n", "df_orn_frs_bhand, df_upn_frs_bhand = make_orn_upn_frs(df_AL_activity_bhand, \n", " odor_names, \n", " df_neur_ids_bhand.reset_index(),\n", " sub_pre=True, olf_only=True)\n", "df_orn_glom_onoff_bhand, df_upn_glom_onoff_bhand = \\\n", " make_glomerular_odor_responses(df_orn_frs_bhand, df_upn_frs_bhand, df_AL_activity_bhand)" ] }, { "cell_type": "code", "execution_count": 13, "id": "5907579c", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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benzaldehydebutyric acid2,3-butanedione1-butanolcyclohexanoneZ3-hexenolethyl butyrateethyl acetategeranyl acetateisopentyl acetate4-methylphenolmethyl salicylate3-methylthio-1-propanoloctanal2-octanonepentyl acetateE2-hexenalgamma-valerolactone
glom
DL162.36904837.1845242.6011905.255952-4.1130953.5000007.8154768.1011906.880952119.91071471.755952189.07738111.45833321.26190565.23214311.4464296.82738150.476190
DM114.720930-5.94767485.4767445.82558112.22674441.645349130.052326165.9709309.31395358.6046515.1744194.930233-7.19767414.279070-9.34883775.44767412.377907-9.668605
DM230.80379756.74050648.87341880.784810-10.34810116.867089115.34177258.025316-2.405063128.36708942.5822789.30379729.924051-3.544304-2.449367124.01265819.57594989.879747
DM33.750000-4.9264719.970588-4.507353-2.25000036.63970612.44117628.17647112.64705986.5588247.3529413.573529178.117647-9.23529476.345588225.5882356.3088241.029412
DM4-0.15833318.72500093.52500026.516667-3.00000027.32500027.583333156.93333311.57500024.4750004.9083330.07500011.62500041.81666756.99166731.3666674.5083338.050000
VA24.494845-7.376289180.603093-6.628866-8.298969-6.35051544.23195939.1030932.154639-6.201031-6.170103-1.010309-4.448454-10.448454-7.9072168.84536125.72680469.762887
\n", "
" ], "text/plain": [ " benzaldehyde butyric acid 2,3-butanedione 1-butanol cyclohexanone \\\n", "glom \n", "DL1 62.369048 37.184524 2.601190 5.255952 -4.113095 \n", "DM1 14.720930 -5.947674 85.476744 5.825581 12.226744 \n", "DM2 30.803797 56.740506 48.873418 80.784810 -10.348101 \n", "DM3 3.750000 -4.926471 9.970588 -4.507353 -2.250000 \n", "DM4 -0.158333 18.725000 93.525000 26.516667 -3.000000 \n", "VA2 4.494845 -7.376289 180.603093 -6.628866 -8.298969 \n", "\n", " Z3-hexenol ethyl butyrate ethyl acetate geranyl acetate \\\n", "glom \n", "DL1 3.500000 7.815476 8.101190 6.880952 \n", "DM1 41.645349 130.052326 165.970930 9.313953 \n", "DM2 16.867089 115.341772 58.025316 -2.405063 \n", "DM3 36.639706 12.441176 28.176471 12.647059 \n", "DM4 27.325000 27.583333 156.933333 11.575000 \n", "VA2 -6.350515 44.231959 39.103093 2.154639 \n", "\n", " isopentyl acetate 4-methylphenol methyl salicylate \\\n", "glom \n", "DL1 119.910714 71.755952 189.077381 \n", "DM1 58.604651 5.174419 4.930233 \n", "DM2 128.367089 42.582278 9.303797 \n", "DM3 86.558824 7.352941 3.573529 \n", "DM4 24.475000 4.908333 0.075000 \n", "VA2 -6.201031 -6.170103 -1.010309 \n", "\n", " 3-methylthio-1-propanol octanal 2-octanone pentyl acetate \\\n", "glom \n", "DL1 11.458333 21.261905 65.232143 11.446429 \n", "DM1 -7.197674 14.279070 -9.348837 75.447674 \n", "DM2 29.924051 -3.544304 -2.449367 124.012658 \n", "DM3 178.117647 -9.235294 76.345588 225.588235 \n", "DM4 11.625000 41.816667 56.991667 31.366667 \n", "VA2 -4.448454 -10.448454 -7.907216 8.845361 \n", "\n", " E2-hexenal gamma-valerolactone \n", "glom \n", "DL1 6.827381 50.476190 \n", "DM1 12.377907 -9.668605 \n", "DM2 19.575949 89.879747 \n", "DM3 6.308824 1.029412 \n", "DM4 4.508333 8.050000 \n", "VA2 25.726804 69.762887 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_orn_glom_onoff_bhand" ] }, { "cell_type": "code", "execution_count": 14, "id": "32cffa13", "metadata": {}, "outputs": [], "source": [ "d_color = {\n", " 'ORN': '#ffc951',\n", " 'PN': '#8621f1',\n", " 'iLN': '#39b54a',#'blue',\n", " 'eLN': '#39b54a',#'red',\n", " 'uPN': '#8621f1',\n", " 'mPN': 'grey',\n", " 'LN': '#39b54a',\n", " 'glom': '#a4c0e6'\n", "}" ] }, { "cell_type": "code", "execution_count": 15, "id": "0a8f28e7", "metadata": {}, "outputs": [], "source": [ "SUPFIG_DIR = '../figures/supfig13_full_raster/'" ] }, { "cell_type": "code", "execution_count": 16, "id": "33fe6e05", "metadata": {}, "outputs": [], "source": [ "def plot_sim_raster(sim, Spikes, df_AL_activity, d_color,\n", " plot_ORNs=True, plot_LNs_PNs=False, msize=1, frame_only=False): \n", "\n", " ntypes = []\n", " rordering = np.array([])\n", "\n", " # retrieve ORNs/LNs/PNs\n", " df_orn_activity = df_AL_activity.copy()[df_AL_activity.neur_type == 'ORN']\n", " dur_cols = [c for c in df_AL_activity.columns if 'dur' in c]\n", " df_orn_activity['mean_dur_odors'] = df_AL_activity[dur_cols].mean(1)\n", " gloms_in_orn_act_order = df_orn_activity.groupby(['glom']).mean()['mean_dur_odors'].sort_values()[::-1].index.values\n", " df_orn_activity['glom'] = pd.Categorical(df_orn_activity['glom'], categories=gloms_in_orn_act_order, ordered=True)\n", " df_orns = df_orn_activity.sort_values(['glom', 'mean_dur_odors'], ascending=[1,0])\n", "\n", " ln_order = np.concatenate((sim.eLNpos, sim.iLNpos))\n", "\n", " df_pns = sim.df_neur_ids.copy()[sim.df_neur_ids.altype.isin(['uPN', 'mPN'])]\n", " pn_order = df_pns.index.values\n", "\n", " # set up info dataframe\n", " df_neur_ids = sim.df_neur_ids.copy()\n", " orn_gloms = df_neur_ids.loc[df_neur_ids.altype == 'ORN', 'glom'].astype(str).unique()\n", " df_neur_ids['text_lab'] = ''\n", " df_neur_ids['text_lab_pos'] = 0\n", " df_neur_ids.loc[~df_neur_ids['glom'].duplicated(), 'text_lab'] = df_neur_ids.loc[~df_neur_ids['glom'].duplicated(), 'glom']\n", " df_neur_ids['rastype'] = df_neur_ids['altype']\n", " df_neur_ids.loc[sim.LNpos, 'polarity'] = -1\n", " df_neur_ids.loc[sim.eLNpos, 'polarity'] = +1\n", " df_neur_ids.loc[df_neur_ids.altype == 'LN', 'text_lab'] = ''\n", " df_neur_ids.loc[(df_neur_ids.altype == 'LN') & (df_neur_ids.polarity == +1), 'rastype'] = 'eLN'\n", " df_neur_ids.loc[(df_neur_ids.altype == 'LN') & (df_neur_ids.polarity == -1), 'rastype'] = 'iLN'\n", " df_neur_ids.loc[df_neur_ids.altype == 'mPN', 'text_lab'] = ''\n", " df_neur_ids.loc[df_neur_ids['text_lab'] != '', 'text_lab_pos'] = np.arange(df_neur_ids.loc[df_neur_ids['text_lab'] != ''].shape[0])\n", "\n", "\n", " if plot_ORNs:\n", " ntypes += ['ORN']\n", " rordering = np.concatenate((rordering, np.arange(len(df_orns)))).astype(int)\n", "\n", " if plot_LNs_PNs:\n", " ntypes += ['eLN', 'iLN', 'uPN', 'mPN']\n", " rordering = np.concatenate((rordering, ln_order, pn_order)).astype(int)\n", "\n", "\n", " df_neur_ids = df_neur_ids.iloc[rordering].reset_index() \n", " Spikes_subset = Spikes[rordering, :]\n", " N_CELLS = Spikes_subset.shape[0]\n", "\n", " gs = GridSpec(2, 2,\n", " height_ratios=[1,20], width_ratios=[1,24],\n", " wspace=0); gs.update(hspace=0.)\n", " gs.update(hspace=0.)\n", "\n", " \n", " ax2 = plt.subplot(gs[1,1])\n", " if not frame_only:\n", " # plot spikes\n", " for i in range(N_CELLS):\n", " input_i = Spikes_subset[i, :]\n", " where_spike_i = np.where(input_i > 0)[0]\n", " ax2.plot(where_spike_i*sim.dt, [N_CELLS-i+1]*len(where_spike_i), '|', markersize=msize, color='k')\n", "\n", " pct_space_x = 0.01\n", " pct_space_y = 1.5*pct_space_x\n", " tot_time = sim.time[-1]\n", " ax2.set_xlim(-pct_space_x*tot_time, (1+pct_space_x)*tot_time)\n", " ax2.set_ylim(-pct_space_y*N_CELLS, (1+pct_space_y)*N_CELLS)\n", "\n", " # plot odors along top\n", " ax1 = plt.subplot(gs[0, 1], sharex=ax2)\n", " ax1.axis('off')\n", " np.random.seed(1234)\n", " for ir in range(len(sim.odor_list)):\n", " row = sim.odor_list[ir]\n", "\n", " odor_name, odor_start, odor_end = row\n", "\n", " rgb = np.random.uniform(0, 1, 3)\n", " ax1.fill_between([odor_start, odor_end], [N_CELLS+1.5, N_CELLS+1.5], \n", " label=odor_name, \n", " color=rgb,\n", " alpha=1) \n", "\n", " ax1.legend(title='odors', loc='upper left', frameon=False, bbox_to_anchor=(1.03, 0))\n", " plt.xticks(size=15)\n", "\n", "\n", " # plot along the side\n", " ax3 = plt.subplot(gs[1,0], sharey=ax2)\n", " ax3.axis('off')\n", "\n", "\n", " np.random.seed(123)\n", " glom_alphas = dict((orn_gloms[i], 10**np.random.uniform(-2, 0)) for i in range(len(orn_gloms)))\n", " glom_alphas['iLN'] = 0.25\n", " glom_alphas['eLN'] = 0.75\n", "\n", " # plot side text labels\n", " for nt in ntypes:\n", " pos_nt = df_neur_ids[df_neur_ids.rastype == nt].index.values\n", " plt.text(-0.1, N_CELLS - np.mean(pos_nt), nt, ha='right')\n", "\n", " # color side cell types\n", " for i in range(N_CELLS):\n", " g1 = df_neur_ids.index[i]; g2 = g1 + 1\n", " neur_entry = df_neur_ids.iloc[i]\n", "\n", " c = d_color[neur_entry.rastype]\n", " alph = 1\n", " if neur_entry.glom in list(glom_alphas.keys()):\n", " alph = glom_alphas[neur_entry.glom] \n", " elif neur_entry.rastype in list(glom_alphas.keys()):\n", " alph = glom_alphas[neur_entry.rastype]\n", " y1, y2 = N_CELLS-g2, N_CELLS-g1\n", " plt.fill_between([0,1],y1=y1, y2=y2, color=c, alpha=alph)\n", "\n", " ax2.set_xlabel('time (s)', size=15)\n", " ax2.set_yticks([])\n", " \n", " return df_neur_ids" ] }, { "cell_type": "code", "execution_count": null, "id": "e9081b6a", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 17, "id": "3fdaf57c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "saveplot = 0\n", "plt.figure(figsize=(14,9))\n", "df_neur_ORN_only = plot_sim_raster(sim, Spikes, df_AL_activity, d_color, \n", " plot_ORNs=True, plot_LNs_PNs=0, msize=0.15,\n", " frame_only=True)\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_ORNs_only_frame.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_ORNs_only_frame.png'), bbox_inches='tight', dpi=400)\n", "plt.show()\n", "\n", "plt.figure(figsize=(14,9))\n", "df_neur_ORN_only = plot_sim_raster(sim, Spikes, df_AL_activity, d_color, \n", " plot_ORNs=True, plot_LNs_PNs=0, msize=0.15,\n", " frame_only=False)\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_ORNs_only.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_ORNs_only.png'), bbox_inches='tight', dpi=400)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "5de41e5d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "saveplot = 0\n", "plt.figure(figsize=(14,9))\n", "df_neur_LNPN = plot_sim_raster(sim, Spikes, df_AL_activity, d_color, \n", " plot_ORNs=False, plot_LNs_PNs=True, msize=1,\n", " frame_only=True)\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_LNs_PNs_frame.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_LNs_PNs_frame.png'), bbox_inches='tight', dpi=400)\n", "plt.show()\n", "\n", "plt.figure(figsize=(14,9))\n", "df_neur_LNPN = plot_sim_raster(sim, Spikes, df_AL_activity, d_color, \n", " plot_ORNs=False, plot_LNs_PNs=True, msize=0.75,\n", " frame_only=False)\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_LNs_PNs.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'raster_LNs_PNs.png'), bbox_inches='tight', dpi=500)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "8f171355", "metadata": {}, "outputs": [], "source": [ "PLOT_DIR = '../figures/main_text_figure/'" ] }, { "cell_type": "code", "execution_count": 20, "id": "3fd6a5c6", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "saveplot = 0\n", "\n", "plt.figure(figsize=(10, 4.5))\n", "plot_mini_raster(sim, Spikes, df_AL_activity, subsampling=15, msize=6)\n", "if saveplot:\n", " plt.savefig(os.path.join(PLOT_DIR, 'mini_raster_with_mPNs.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(PLOT_DIR, 'mini_raster_with_mPNs.png'), bbox_inches='tight', dpi=200)\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 21, "id": "1c54526e", "metadata": {}, "outputs": [], "source": [ "model_bhand_gloms = ['DL1', 'DM1', 'DM2', 'DM3', 'DM4', 'VA2']\n", "plot_dir = 'plot_sept23'\n", "if not os.path.exists(plot_dir):\n", " os.makedirs(plot_dir)" ] }, { "cell_type": "code", "execution_count": null, "id": "a8463ac6", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 22, "id": "8b03e779", "metadata": {}, "outputs": [], "source": [ "### BHANDAWAT VERSION\n", "df_AL_activity_bhand = df_AL_activity.copy()[\n", " ((df_AL_activity.neur_type == 'ORN') & (df_AL_activity.glom.isin(model_bhand_gloms))) | \n", " (df_AL_activity.neur_type.isin(['iLN', 'eLN'])) | \n", " ((df_AL_activity.neur_type == 'uPN') & (df_AL_activity.glom.isin(model_bhand_gloms))) |\n", " (df_AL_activity.neur_type == 'mPN')\n", "]\n", "\n", "\n", "## ORN and PN firing rates\n", "df_AL_activity_long_bhand = make_df_AL_activity_long(df_AL_activity_bhand)\n", "df_orn_frs_bhand_ONOFF, df_upn_frs_bhand_ONOFF = make_orn_upn_frs(df_AL_activity_bhand, odor_names, df_neur_ids_bhand.reset_index(),\n", " sub_pre=True, olf_only=True)\n", "df_orn_frs_bhand_ON, df_upn_frs_bhand_ON = make_orn_upn_frs(df_AL_activity_bhand, odor_names, df_neur_ids_bhand.reset_index(),\n", " sub_pre=False, olf_only=True)" ] }, { "cell_type": "code", "execution_count": 23, "id": "5779fa3f", "metadata": {}, "outputs": [], "source": [ "df_orn_glom_frs_bhand_ONOFF, df_upn_glom_frs_bhand_ONOFF = \\\n", " make_glomerular_odor_responses(df_orn_frs_bhand_ONOFF, df_upn_frs_bhand_ONOFF, df_AL_activity_bhand)" ] }, { "cell_type": "code", "execution_count": 24, "id": "231b05e6", "metadata": {}, "outputs": [], "source": [ "def plot_AL_activity_dur_pre_odors(df_AL_activity_long):\n", " #plt.figure(figsize=(8,3))\n", " \n", " # add expected behavior!\n", " cols = df_AL_activity_long.columns\n", " rows = [\n", " pd.Series(['ORN_ex_pre', 'ORN', 'fr_pre_odor0', 10, False, 0, 'DA1'], index=cols),\n", " pd.Series(['ORN_ex_dur', 'ORN', 'fr_dur_odor0', 40, True, 0, 'DA1'], index=cols),\n", " pd.Series(['LN_ex_pre', 'LN', 'fr_pre_odor0', 5, False, 0, np.nan], index=cols),\n", " pd.Series(['LN_ex_dur', 'LN', 'fr_dur_odor0', 10, True, 0, np.nan], index=cols),\n", " pd.Series(['iLN_ex_pre', 'iLN', 'fr_pre_odor0', 5, False, 0, np.nan], index=cols),\n", " pd.Series(['iLN_ex_dur', 'iLN', 'fr_dur_odor0', 10, True, 0, np.nan], index=cols),\n", " pd.Series(['eLN_ex_pre', 'eLN', 'fr_pre_odor0', 5, False, 0, np.nan], index=cols),\n", " pd.Series(['eLN_ex_dur', 'eLN', 'fr_dur_odor0', 10, True, 0, np.nan], index=cols),\n", " #pd.Series(['PN_ex_pre', 'PN', 'fr_pre_odor0', 5, False, 0, 'DA1'], index=cols),\n", " #pd.Series(['PN_ex_dur', 'PN', 'fr_dur_odor0', 90, True, 0, 'DA1'], index=cols),\n", " pd.Series(['uPN_ex_pre', 'uPN', 'fr_pre_odor0', 5, False, 0, 'DA1'], index=cols),\n", " pd.Series(['uPN_ex_dur', 'uPN', 'fr_dur_odor0', 90, True, 0, 'DA1'], index=cols),\n", " #pd.Series(['mPN_ex_pre', 'mPN', 'fr_pre_odor0', 5, False, 0, 'DA1'], index=cols),\n", " #pd.Series(['mPN_ex_dur', 'mPN', 'fr_dur_odor0', 90, True, 0, 'DA1'], index=cols),\n", " ]\n", " df_expected_activity = pd.DataFrame(rows)\n", " # use appropriate values if all LNs, or mix of i/eLNs\n", " df_expected_activity = (df_expected_activity\n", " [df_expected_activity.neur_type.isin(df_AL_activity_long.neur_type)]\n", " )\n", " \n", " show_violin=False\n", " show_means=True\n", " show_expect=True\n", " show_pts=True\n", " if show_violin:\n", " ax = sns.violinplot(x='neur_type', y='fr', \n", " hue='dur_odor', dodge=True, \n", " palette='husl',\n", " alpha=0.1, linewidth=0,\n", " data=df_AL_activity_long)\n", " if show_means:\n", " ax = sns.pointplot(x='neur_type', y='fr', \n", " hue='dur_odor', dodge=True, \n", " data=df_AL_activity_long,\n", " palette=\"husl\", join=False,\n", " markers=\"d\", ci=None, label='means')\n", " if show_expect:\n", " ax = sns.pointplot(x='neur_type', y='fr', \n", " hue='dur_odor', dodge=True, \n", " data=df_expected_activity,\n", " palette=['gold']*2, join=False,\n", " markers=\"*\", ci=None, label='means')\n", " \n", " if show_pts:\n", " sns.stripplot(x='neur_type', y='fr', \n", " hue='dur_odor', dodge=True, \n", " color='k', alpha=0.25, size=3, \n", " jitter=True,\n", " data=df_AL_activity_long)\n", " \n", " handles, labels = [], []#ax.get_legend_handles_labels()\n", " plt.legend(handles, labels,#[0:2], labels[0:2], \n", " frameon=False)#title='During odor?\\n(diamonds are means)\\n(stars are goals)', loc='upper left')\n", " plt.xlabel('')\n", " plt.ylabel('firing rate (Hz)')\n", " #plt.show()" ] }, { "cell_type": "markdown", "id": "194eddf2", "metadata": {}, "source": [ "### firing rates for all neurons" ] }, { "cell_type": "code", "execution_count": 25, "id": "e9f2b935", "metadata": {}, "outputs": [], "source": [ "SUPFIG_DIR = '../figures/supfig14_model_literature_comparison/'" ] }, { "cell_type": "code", "execution_count": 26, "id": "d4d5086a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(14,4))\n", "plot_AL_activity_dur_pre_odors(df_AL_activity_long_bhand)\n", "saveplot=0\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'all_neuron_firing_rates.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'all_neuron_firing_rates.png'), bbox_inches='tight', dpi=200)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "28dc75e9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 27, "id": "fe4326fb", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.7082747304266291" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_orn_dur_odors = df_AL_activity_long_bhand[(df_AL_activity_long_bhand.neur_type == 'ORN') &\n", " (df_AL_activity_long_bhand.dur_odor)]\n", "sum(df_orn_dur_odors['fr'] < 50) / len(df_orn_dur_odors)" ] }, { "cell_type": "code", "execution_count": null, "id": "9b414738", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 28, "id": "f1cc1589", "metadata": {}, "outputs": [], "source": [ "cols = df_AL_activity_long.columns\n", "# rough sense of literature firing rate averages\n", "df_lit = pd.DataFrame(np.array([\n", " ['ORN', 'on', 40],\n", " ['ORN', 'off', 10],\n", " ['iLN', 'on', 10],\n", " ['iLN', 'off', 5],\n", " ['eLN', 'on', 10],\n", " ['eLN', 'off', 5],\n", " ['uPN', 'on', 90],\n", " ['uPN', 'off', 5]\n", " ]), columns=['cell', 'odors_on', 'fr']\n", ")\n", "\n", "df_lit['fr'] = df_lit['fr'].astype(int)" ] }, { "cell_type": "code", "execution_count": 29, "id": "2257d3f5", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ORN 8.931082981715893 8.485700890764182\n", "iLN 73.99598393574297 91.76706827309236\n", "eLN 30.28673835125448 65.59139784946237\n", "uPN 33.83838383838384 26.767676767676768\n", "mPN 80.23569023569024 92.89562289562289\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dfl = df_AL_activity_long_bhand\n", "fig, axs = plt.subplots(2, 5, figsize=(18,5), sharex=True)\n", "\n", "### ORN\n", "# during\n", "sub_df = dfl[(dfl.neur_type == 'ORN')]\n", "\n", "cell_types = ['ORN', 'iLN', 'eLN', 'uPN', 'mPN']\n", "\n", "for i in range(len(cell_types)):\n", " plot_col = i\n", " cur_cell = cell_types[i]\n", " \n", " sub_df = dfl[(dfl.neur_type == cur_cell)]\n", " \n", "\n", " minb = np.min(sub_df['fr']); maxb = np.max(sub_df['fr'])\n", " b = np.linspace(minb, maxb, 30)\n", " b = np.linspace(1, 350, 40)\n", " \n", " fr_on = sub_df[sub_df.dur_odor == 1]['fr']\n", " fr_off = sub_df[sub_df.dur_odor == 0]['fr']\n", " \n", " print(cur_cell, 100*sum(fr_on == 0)/len(fr_on), 100*sum(fr_off == 0)/len(fr_off))\n", " \n", " fr_on = fr_on[fr_on > 0]\n", " fr_off = fr_off[fr_off > 0]\n", " #fr_on = fr_on[(fr_on > 0) & (fr_off > 0)]\n", " #fr_off = fr_on[(fr_on > 0) & (fr_off > 0)]\n", " \n", " alpha=1\n", " if cur_cell == 'iLN':\n", " alpha = 0.25\n", " if cur_cell == 'eLN':\n", " alpha = 0.75\n", " alpha=1\n", " axs[0, plot_col].hist(fr_on, bins=b, alpha=alpha, color=d_color[cur_cell])\n", " axs[1, plot_col].hist(fr_off, bins=b, alpha=alpha, color=d_color[cur_cell])\n", " \n", " do_lines = False\n", " if do_lines:\n", " axs[0, plot_col].axvline(np.mean(fr_on), \n", " ls='--', \n", " color='red')#d_color[cur_cell])\n", " axs[1, plot_col].axvline(np.mean(fr_off), \n", " ls='--', \n", " color='red')#d_color[cur_cell])\n", "\n", " if cur_cell in df_lit['cell'].values:\n", " axs[0, plot_col].axvline(df_lit[(df_lit.cell == cur_cell) & (df_lit.odors_on == 'on')]['fr'].iloc[0], \n", " #ls='--', \n", " color='k')\n", " axs[1, plot_col].axvline(df_lit[(df_lit.cell == cur_cell) & (df_lit.odors_on == 'off')]['fr'].iloc[0], \n", " #ls='--', \n", " color='k')\n", " \n", " axs[0, plot_col].set_title(cur_cell)\n", " \n", " \n", " #axs[0, plot_col].semilogy(); axs[1, plot_col].semilogy()\n", " axs[0, plot_col].set_yticks([]); axs[1, plot_col].set_yticks([]) \n", " \n", " axs[1, plot_col].set_xlabel('firing rate (Hz)')\n", " axs[1, plot_col].set_xticks([1, 100, 200, 300])\n", " \n", " \n", "axs[0, 0].set_ylabel('odors ON')\n", "axs[1, 0].set_ylabel('odors OFF')\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d0e17e00", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 30, "id": "9444743d", "metadata": {}, "outputs": [], "source": [ "bhand_filepath = os.path.join(project_dir, 'datasets/Bhandawat2007/fig3_responses/fig3_firing_rates.csv')\n", "df_bhand_frs = pd.read_csv(bhand_filepath)\n", "df_bhand_orn_glom_by_odor = df_bhand_frs[df_bhand_frs.cell_type == 'ORN'].pivot('glomerulus', 'odor', 'firing_rate')\n", "df_bhand_pn_glom_by_odor = df_bhand_frs[df_bhand_frs.cell_type == 'PN'].pivot('glomerulus', 'odor', 'firing_rate') " ] }, { "cell_type": "markdown", "id": "a30ccce4", "metadata": {}, "source": [ "### comparison of glomerulus-average ORN/PN firing rate histograms" ] }, { "cell_type": "code", "execution_count": 31, "id": "d5424359", "metadata": {}, "outputs": [ { "data": { "image/png": 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rT7hyt5wisTy4ZTQrCCejWUE4Gc0KwsloVhBORrOCcDKaFYST0awgnIxmBeFkNCsIJ6NZQTgZzQrCyWhWEE5Gs4JwMpoVhJPRrCCcjGYF4WQ0Kwgno1lB5J6MkpokzZL0jKQ1ki7oxDZHSVqZR3xm9VKPMXCmkWYuHgXsA8yVtDIibqlWWdLBwPeBF6utN2sUubaMkvoD5wITIqIlIuYDU4HxbdT/FHAP4CnEreHlfZh6CNAELC4rWwwcJqlaK30s8HHg6hxiM6urvJNxCLAhIraUla0F+gKDKytHxKkRcXtewZnVU97J2A94vqKstNzUlR1LGitpqaSl69ev78quzOoi7ws4W9g+6UrLrV3ZcUTMAmYBDB8+PLqyr51FR4McdwcPlJyfvFvGVcBASX3LyppJreOGnGMxK5S8k3EZ8ALp1kbJUUBLRPjWhfVquR6mRkSrpDnAdZLGkFrFScBYAEnNwMaI6PnjL7OCqcdN/4nA9cBC4FngsoiYl61bDZwNzK5DXFZFZ85LfV7ZPXJPxohoBUZnr8p1amOb2ThBrcH5QXGzgnAymhWEk9GsIJyMZgXhacStyzzdefdwy2hWEE5Gs4LwYaoVgg913TKaFYaT0awgnIxmBeFzxiJ79pH21w94ez5xWC7cMpoVhJPRrCCcjGYF4WQ0Kwgno1lB+GrqzqyRrrZ28LMsuLDjn2Vnf0rHLaNZQTgZzQrCh6k9ZMH0EfUOoTC6ZeTzjg7J6fhQtuiHsW4ZzQrCyWhWEE5Gs4LwOWNv10i3R7pBPTs5u2U0Kwgno1lB+DC1kXXidkAu+8jrULejWP/4607sZEx3RLJD3DKaFUTuySipSdIsSc9IWiPpgnbqHiLpXkmtklokHZZnrGZ5qsdh6jTSzMWjgH2AuZJWRsQt5ZUk9QcWAPOAc4BPAT+WdEBE/DXnmK0ruuNQtxt06qmoAT0fR1tybRmzBDsXmBARLRExH5gKjK9S/XRgK3B+RCwHzgM2ZuVmDSfvw9RDgCZgcVnZYuAwSZWt9OHA3RHxMkBEBHA3cEQegZrlLe/D1CHAhojYUla2FugLDCZNI15e99GK7dcCh1bbsaSxwNhscZOkym2LYhDwVL2DaDD5fadf7PIe9mtrRd7J2A94vqKstNzUybqV9QCIiFnArK4G2NMkLY2I4fWOo5E0ynea92HqFrZPptJyayfrVtYzawh5J+MqYKCkvmVlzaQWb0OVus0VZc1seyhr1jDyTsZlwAukWxslRwEtEfFiRd37gCMlCSD798isfGdW+EPpnVBDfKdKFylz/EDpBuBvSc8dNQNzgbERMU9SM7AxIjZLGgA8BnwXuI50S+RM4EDfZ7RGVI/H4SYCS4CFwA3AZRExL1u3muw+YkQ8C/w9qTV8AHg/8GEnojWq3FtGM6vOD4qbFYST0awgnIxmBeFkNCsIJ6NZQTgZzQrCyWhWEE5Gs4JwMpoVhJPRrCCcjGYF4WS0mkkaJalTDzVLGiPpyZ6OqRE4Gc0KwsloVhBOxgYlaZikkHSypBWSNkm6StLB2ejsz0m6IxvLtnQ4+Yikzdn6kWX7GiDpO5L+mo26956Kz9pH0g+yfa6U9OWKoVWsEzzxTeObDJwMvIs0qsKJwGdIA0T/EDhH0l+Ba4FxpGFNzgb+W9JbI2IlqRP4W4GjSUNqzintPBsO5XbgIeC92frrgdcC5+fw8zWOiPCrAV/AMCBIoyOUyp4GLi1bnk9KwgeAr1Rsfy9pKobXAy8CI8vWjeeVcaU5JtvvLmXrjyYNMtaHNLzKk/X+PnaGl1vGxvd42fvNwBMVy03A24ArKra7Nys/CNgFeLBs3dKy928D9gA2ZmOHAYg0MHWbA/ba9pyMja9y1L2Xq9SpNnf2LtmrRGXvt5a97wP8nnT4W+lPnQnQEl/AMYD/Bd5XUXY4aXqFR0nJVz4d37vL3j8KDAWejojHIuIx0qh/X8K/XzVxy2gAVwFzJD3MqxdwDgXOiYhnJc0FrpE0BtgNuLhs2ztJh8LfkvSvpGkZbgIejIgtZYeu1gH/5TIi4lbSVdfLgN8CHwSOjYiHsyrjSbOF3Ql8E5hZtu1LpKu1LwH3kK7Q3gV8Mq/4G4WHajQrCLeMZgXhZDQrCCejWUE4Gc0KoiFvbQwaNCiGDRtW7zDMttPS0vJURAyutq4hk3HYsGEsXbq044pmOZP0RFvrfJhqVhBORrOCcDKaFUTuySipSdIsSc9IWiPpgk5ss6ektdmzkWYNqR4XcKaRpgYfBewDzJW0MiJuaWebrwFvyCE2s7rJtWXMxls5F5gQES0RMR+YSnoQua1tTgBGAOvzidKsPvI+TD2E1LN8cVnZYuAwSdu10pJeRxp/ZSzwQi4RmtVJ3sk4BNgQEVvKytaShmiodiN0KvCTiPhVHsGZ1VPe54z9SAMVlSstN5UXSjoaOAl4R2d2LGksqQVl33337VqUZnWQd8u4hYqkK1tuLRVI2o3UW/xzEbGxMzuOiFkRMTwihg8eXPVpI7NCyzsZVwEDKwa4bSa1jhvKykYAB5KutG6StAnYG7hB0g25RWuWo7wPU5eRLsQcCSzKyo4CWiKifBSzXwNvqdj2LuBqYHaPRmhWJ7kmY0S0SpoDXJfdwG8GJpGd60lqBjZGxGbgsfJtJb0ErIuIdXnGbJaXejwONxFYAiwk3ba4LCLmZetWA6fXISazusv9CZyIaAVGZ6/KdW2O6xcR+/RkXGb15gfFzQrCyWhWEE5Gs4JwMpoVhJPRrCCcjGYF4WQ0Kwgno1lBOBnNCsLJaFYQTkazgnAymhWEk9GsIJyMZgXhZDQrCCejWUE4Gc0KwsloVhBORrOCcDKaFYST0awgnIxmBeFkNCsIJ6NZQTgZzQrCyWhWEE5Gs4JwMpoVhJPRrCByT0ZJTZJmSXpG0hpJF7RT92xJj0naLOluSSPyjNUsT7lPCQdMI81cPArYhzRV+MqIuKW8kqRjgeuAMcBS4LPAAknDIuKv+YZs1vNybRkl9QfOBSZEREtEzAemAuOrVH8jcElEzIuIPwBTgD2Bg/OK1yxPebeMhwBNwOKyssXAxZL6RMSLpcKIuLn0XtJuwHnAOuChnGI1y1XeyTgE2BARW8rK1gJ9gcGkacS3Iel4YEG2eFZEPNvjUZrVQd4XcPoBz1eUlZab2tjmQeA9wKXAbEmHV6skaaykpZKWrl+/vluCNctT3i3jFrZPutJya7UNImINsAZYJukI4NPAfVXqzQJmAQwfPjy6K+Ad9sfru76PN4/r+j5sp5F3y7gKGCipb1lZM6l13FBeUdIRkg6p2P4RYFDPhmhWH3kn4zLgBdKtjZKjgJbyizeZzwKXV5S9F1jeY9GZ1VGuh6kR0SppDnCdpDGkVnESMBZAUjOwMSI2A9cCd0kaD/wPMJp07nhWnjGb5aUej8NNBJYAC4EbgMsiYl62bjVwOkBE3AucBowDfgccBxwfEU/mHrFZDnJ/AiciWkmt3Ogq61SxfDtwe06hmdWVHxQ3Kwgno1lBOBnNCsLJaFYQTkazgnAymhVEp5NR0ocl7dKTwZj1ZrW0jHcAf5Z0taT39FRAZr1VLcm4L/BVYCSwVNIjkiZL2rdHIjPrZTqdjBHx54iYFhHvJg19MR84G3hc0sJs8KjdeypQs0a3QxdwIuJh4BLgfNKwGSOBrwNrJF0j6XXdFqFZL1FTMio5VtI3SMNl3EbqFHwGMBA4B/gn4HvdHahZo+v0g+KSZpB6UbyR1IvicuBbEbG2rNp3JR0MTOjOIM16g1p6bZwGfAeYExEPtlNvEe4AbFazWpLxn4FfVxtAWNIewLER8b2I+Hl3BWfWm9Ryzngn8NY21g0H/qvr4Zj1Xu22jJK+DxxUWgS+LWlzlar7ACu6NzSz3qWjw9SrgU9m798JPApUDkr6EqnVvLF7QzPrXdpNxoi4G7gbQBLA5RHxeA5xmfU6HR2m7gn8JSJeJt3gL5VVFREb2lpnZu3r6DB1PXAE8GvgKaCjkbrdq8NsB3WUjOcAfyh7X/9h880aVEfnjHPK3s/u8WjMerFan009V9LfZ+/fKulhSX+VNFtSv54J0ax3qKWn/0XA9cDfZEXfAXYnTQt+PPClbo/OrBeppWUcA1wYEdMlvYM0C/GUiLgM+ALp2VUz20G1JOObgHuy9ycCLwM/zJZXAq/vxrjMep1akvFJ4O3Z+1OBpRHxVLZ8LH4czqxLaknGWcDXJD1CmifxWgBJ3wMml5bNbMfUMgbONNJ540LgnyNibrbqL8DoiLiuM/uR1CRplqRnJK2RdEE7dU+X9JCk5yQ9KOmkzsZrtrOpaUq4bB7FeRVl59b4mdNIMxePIvX2mCtpZUTcUl5J0geAuaQZjH8BfBi4TdKIiPhNjZ9pVng1JaOktwInAP3ZvlWNiKic9rty+/7AucBJEdECtEiaCowHbqmoPhq4NSL+M1ueIelE0mSqTkZrOLWMgfMJ0nkjwCbS1dRyQRoXpz2HAE2kEeVKFgMXS+oTES+Wlc8Etlb5jF07G7PZzqSWCzj/RppFeM+IeH1EDKx4tdmbo8wQYENEbCkrWwv0BQaXV4yIByPikdJydm/zGOBX1XYsaaykpZKWrl9f2eXSrPhqSca9gf+IiI1d+Lx+wPMVZaXlprY2kvQG0h+Cu4AfVKsTEbMiYnhEDB88eHC1KmaFVksytpAOM7tiC9snXWm5tdoGkvYhjTj3EnBq1rfSrOHUcgFnMmkMnD7A/VRJnoh4oIN9rAIGSuobES9kZc2k1nG7jsmS9gd+nn3WByPi6RriNdup1JKMpXO1aWzfr1FZWUedi5cBL5BubSzKyo4CWiou3pRGFPgpsBEYVfa0j1lDqiUZP9jVD4uIVklzgOskjSG1ipOAsQCSmoGNEbEZuBIYBJwC9MnWAWzu4nmrWSF1Ohkj4pel99mh6iDgqcoWrRMmkrpiLQSeBS7LHiYAWE2a2Wo2qRfIALa/p/gt0oDKZg2l1pv+hwNXkA4t+wAjJE0EVkTERZ3ZR0S0km7oj66yTmXvB9USm9nOrpbOxX8HlFrHC0nniQAPAZOzpDSzHVTLrY2vAPMiYhRwDVkyRsSXSed3Y7s/PLPeo5ZkfCdwc/a+8mrqL4D9uiUis16qlmRcx6udiyu9LVtvZjuolgs4c4DLJW0EFpS2lzQKmAJ8o5tjM+tVaknGS4GhwNd59TD1HlLreitwSfeGZta71HKf8SXgbElfBkYCe5GejlncwUzGZtYJHU18c0cn9nF8NkMVEXFydwRl1ht11DIOYNsrp0eSOhXfC6whtY6HZ/v54XZbm1mndTTXxsjS+2zgqD2AEyJiTVn5QFIiPtkzIZr1DrVcwJkEfKI8EQEi4pnsPHJuVseABdNHtLv+hIm/zikS21nUcp9xF6CtoTWGkrpGmdkOqqVlvA2YJuk54CcRsUnSAOAfSZPe3NQTAZr1FrUk4wTSgFLfBULSVuC1pGdUbyaNBGBmO6iW+4zPASdKOhh4PzAQeBpYFBH/r4fiM+s1aurPCBARvwN+1wOxmPVqNc1cbGY9p+aW0XL0x+vbX//mcfnEYblwy2hWEE5Gs4JwMpoVhM8Z66Sjx+XAj8z1Nm4ZzQrCyWhWEE5Gs4JwMpoVhJPRrCCcjGYF4WQ0K4jc7zNKagJmkqZ8ex6YHhFTO9jmKODbEbFvDiEWRodDd8zMKRDLRT1u+k8jjTI3CtgHmCtpZUTcUq1y1n/y+0Ct80Ca7VRyPUyV1B84F5gQES0RMR+YCoxvo/6nSKOWr80vSrP6yPuc8RCgCVhcVrYYOCybDbnSscDHgatziM2srvJOxiHAhojYUla2FugLDK6sHBGnRsTtndmxpLGSlkpaun79+u6J1ixHeSdjP9JFm3Kl5aau7DgiZkXE8IgYPnjwdnltVnh5J+MWtk+60nJrzrGYFUreV1NXAQMl9Y2I0qDHzaTWcUPOseywBRdurncI1oDybhmXkUYeP7Ks7CigJSJ868J6tVxbxoholTQHuE7SGFKrOAkYCyCpGdgYEW56rNepx+NwE4ElwELgBuCyiJiXrVsNnF6HmMzqLvcncCKiFRidvSrXqY1tZgOzezQwszrzg+JmBeFkNCsIJ6NZQXioxp3Ygs+1tLv+hJnv7XgfHdwzPeHK3WqKyXacW0azgnAymhWED1Otx3Xm8UEfDrtlNCsMJ6NZQTgZzQrC54yNrKOZjwEY09NRFEbRz13dMpoVhJPRrCCcjGYF4WQ0Kwgno1lBOBnNCsLJaFYQve4+Y9HvNeXu2Uc6qND1bljdoTf8v7llNCsIJ6NZQfS6w9TepKPJVrtNR4e6A97e4S46GrWgM/vIQ0+OjOCW0awgnIxmBeFkNCsInzNW4VmmXtXhuZx1G7eMZgXhZDQriNyTUVKTpFmSnpG0RtIF7dQ9RNK9kloltUg6LM9YzfJUj3PGaaTJUkcB+wBzJa2MiFvKK0nqDywA5gHnAJ8CfizpgIj4a84xW1d0+Mhdd+2jg0f3umMfPSjXljFLsHOBCRHREhHzganA+CrVTwe2AudHxHLgPGAjnr/RGlTeh6mHAE3A4rKyxcBhkipb6cOBuyPiZYCICOBu4Ig8AjXLW97JOATYEBFbysrWAn2BwVXq/rmibC3p0Nas4eR9ztgPeL6irLTc1Mm6lfUAkDQWGJstbpL0aBfi7EmDgKfqHUSDSd/pf3TDnrq6jy92WGO/tlbknYxb2D6ZSsutnaxbWQ+AiJgFzOpqgD1N0tKIGF7vOBpJo3yneR+mrgIGSupbVtZMavE2VKnbXFHWDKzuufDM6ifvZFwGvEC6tVFyFNASES9W1L0POFKSALJ/j8zKzRpOrskYEa3AHOA6SSMknQxMAmYASGqWVOoQ9n1gd2CmpLcD04EBwC3b73mnUvhD6Z1QQ3ynSncMcvxAqR9wPXAK8CxwVURcla0L4OyImJ0tHwbcCLwd+C0wLiL85LI1pNyT0cyq84PiZgXhZMxJLQ/IWyLpAEk/zL6zJyVdJWnXbN1+ku6U9Jyk5ZJOqNj2g5J+m3UyWCTpwPr8FJ3nZMxP+QPynwIukvRP9Q2puLLbXz8k3fY6EjgL+AfgyuzK+nzgaeAw0kXBWyW9Odt2KHAHcDMwHFgDzJdU7N/3iPCrh19Af2AzMKqs7CJgcb1jK+qLdMvrBWD3srIzSYn1d9n3+bqydT8DrsjeX1b+3ZKe5nq2/Psv4qvYfykaRy0PyFvyKPDhiNhUVhak7/Fw4DexbVe6xbzaieBw4FevbJRuqT1AwTsZOBnzUcsD8gZExPqI+FlpOTvEHA/cRcedCHbKTgZOxnzU8oC8VTcdeDfwr3TciaCmTgZF4WTMRy0PyFsZJdcAnwXOiIiH6bgTQU2dDIrCyZiPWh6Qt0x2aPoNYBxweqSRIaDjTgQ7ZScDJ2M+ltH5B+TtVVeRrqD+Y0TcVlZ+H3BoNoxLyVG82ongvmwZeOURzHdT8E4GfhwuJ5JuAP4WGEP6Kz0XGBsR8+oZV1FJOhy4l3SOOLti9XrSs8qPAFOAE4F/B94RESskDQOWA1cAtwMXAwcD74psGJdCqve9ld7yIl1UmANsIl3pO7/eMRX5BXyVdCuj2qsPcCDwS9L54cPAcRXbnwD8L+k8cSFwQL1/po5ebhnNCsLnjGYF4WQ0Kwgno1lBOBnNCsLJaFYQTkazgnAymhWEk9GsIJyM1q1Kg05b7ZyM3UTSTZJC0vRO1t9X0j2Stkhalm07qYNtOqxTT5I+AtzQjfv7qqRLsveLJP2ojXojs++mU/NtZN2y7pc0srti7Q4e8qEbZKOgn0Z6bvIsSRdEx70x/i9wKGny1yeB1wJPdLDNEZ2oU0/nkZ697bJsAOszgIO6Y3/lIiKy0flukvSuiNjc3Z+xI9wydo+PkqYemAq8AfhQJ7bZE/hjRMyPNIvzfRHRbn+7ztRpIF8BrouI53pi5xHxS1Jf0k/3xP53SL2fVG+EF/A/wOOk1m0d8N0O6q9g214IY7J/J5XVCeDfSD0SngZObaPOGNL8I38lzfv4NaBPWZ1dSXOZrCONkHYTaRbBFe3EV+2zBwDXkFrmF0jdmOYAe2TbLKr4mYaV7e9fgN+TOlM/TOoo3N738+5sHweUlS0CftRG/ZFZ/eHZ8hja7vExpmy7idn/RZ/24snt96jeAezsL2Bv4CXgsmx5Bqlbz8B2tnk38GPgD6SRzAa3kWgvkHq5nwa8sY06fwFmAscAl2Zl48rqfDtLws+S+v0tyuJb0U581T77R9kv7hnZL/8XgK2kuVIgzYfyAGmUtsOBpqz8kqze5cBxpD8WLwOntfP5U4EHK8oWZd9ZnyqvYyqScXAWQ/nr16Se/s1l+9wv2+4D9f49inAydv0LTL+UARyULQ/Plj/dwXazgYfKlqsl2o8qtqlW578r6jwA/DB7fxDbtwb9SCOlrWgntm0+m9S63gl8qKLefGBp2fKiiu32II1vekXFdl8H/tDO5y8BvllRtoi2W7vSa3gb+zs/+4Pwt1XWPQX8e71/jyI8bmp3+Dhwf0T8P4CIWErq1Prxbtj3I52oUzmUxJOkQZMBjs7+/UFpZaQxRH9cy2dHxJaIOC4ifiJpmKTjJE0ktYbtjbh2OCmRfyypT+kFLAD2L40AXsUw4E9VyheTRhCvfLV53idpFOn8818j4ldVqqzMPq/ufDW1C7Irfm8njedZbi5pGPqDSkm6g9Z1ok7liGcv8+qFuUHA1oj4S0WdtbV+djaX5tXA/qTWZGn22bu0s4+9sn/vaWP9EOCPVcpfT/WR3DZmf+y2IWn3ajvPkv0WYH5EfLWNGFqzz6s7t4xdM5p0+FM5js3NpMOm7mgdu+LPwGsl7VFRXtPAyZLeAnwP+DkwNCIGR8QJpFG/27Mx+/ejVG/RftfGdk/TxQTJBqG6nXTF9Ox2qg7MPq/unIw7KBt28Z+ABRHxVPm6iFhJGp/lY3V+IuVuUkt5cqkgi7szt17KvYc0+vmXI+LJbD/9SSOwlf98L1Vsdz/pj9UbImJp6QW8kzSAVFvfzZ/o+ujf3wDeQhpZ7tlqFbL/m71Jh6p158PUHXci6TDsT5L+ocr6x0lXHUcCv8gtqjIR8ZikbwEzsuR5gnSbYQi1PTzwG1KifUXS9aTD30m8OvZryV9IQyiOJJ1Hr5c0A7hK0kDSFc1DgStJh45Vk4TUAp9WQ3zbyJ5SOp00clxTNtJcyfqI+EP2/q2ki0w/3dHP6lb1voK0s75IVxI7uroXwOw2tp9Nx1dTJ1Vs05k6PwAWlS33Jz2itoF0i+NG0nnUb9v52art90zSYekW0i2O60gXTl4C9s7qvJ90AWkLcGRW9hrgAuAxUuKuIN3nbGrn8w+ja/cZF3Xm/4P0FNSfyIYsrffLo8M1MEmDSPf2fhhlMzZJugdYExH/WLfgOiBpEWlat4t68DMeJN1C+VpPfUYtnIwNLDs0XUU6TL4BeJF0+DcWODYifl7H8Nol6f3ArcBbYtup37pr/6NITyO9LfxsqvW0SM91HgfsTjo0vYM0V+RJRU5EgIi4G/gO8Pnu3nd24ebLwCeKkojgltGsMNwymhWEk9GsIJyMZgXhZDQrCCejWUE4Gc0KwsloVhD/H6nBvllwElpCAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "df_orn_frs = df_orn_glom_frs_bhand_ONOFF\n", "df_upn_frs = df_upn_glom_frs_bhand_ONOFF\n", "\n", "alpha = 0.6\n", "\n", "fig, axs = plt.subplots(2, 1, figsize=(3, 7), sharex=True, sharey=True)\n", "\n", "all_frs = np.concatenate((df_upn_frs.values.flatten(), df_orn_frs.values.flatten()))\n", "max_fr = max(all_frs); min_fr = min(all_frs)\n", "b = np.arange(min_fr-0.01, max_fr, 20)\n", " \n", "arr = df_bhand_orn_glom_by_odor.values.flatten()\n", "weights = np.ones_like(arr) / len(arr)\n", "axs[0].hist(arr, weights=weights, bins=b, color=d_color['ORN'], alpha=alpha, \n", " label='ORN')\n", "arr = df_bhand_pn_glom_by_odor.values.flatten()\n", "weights = np.ones_like(arr) / len(arr)\n", "axs[0].hist(arr, weights=weights, bins=b, color=d_color['PN'], alpha=alpha, \n", " label='PN')\n", "\n", "axs[0].legend(frameon=False)\n", " \n", "arr = df_orn_frs.values.flatten()\n", "weights = np.ones_like(arr) / len(arr)\n", "axs[1].hist(arr, weights=weights, bins=b, color=d_color['ORN'], alpha=alpha, \n", " label='model ORNs')\n", "arr = df_upn_frs.values.flatten()\n", "weights = np.ones_like(arr) / len(arr)\n", "axs[1].hist(arr, weights=weights, bins=b, color=d_color['PN'], alpha=alpha, \n", " label='model PNs')\n", " \n", "#axs[1].legend()\n", "axs[1].set_xlabel(r'$\\Delta$ firing rate (Hz)')\n", "axs[1].set_ylabel('density')\n", "axs[0].set_title('literature')\n", "axs[1].set_title('model')\n", "\n", "saveplot=0\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'PN_ORN_firing_rate_hist.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'PN_ORN_firing_rate_hist.png'), bbox_inches='tight', dpi=200)\n", "\n", "plt.show()\n", " " ] }, { "cell_type": "markdown", "id": "4a90b8d6", "metadata": {}, "source": [ "### comparison of ORN PN transfer functions" ] }, { "cell_type": "code", "execution_count": 32, "id": "98d02791", "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "\n", "def do_PCA(odor_by_glom_table):\n", " # column-center the data\n", " odor_by_glom_table_centered = odor_by_glom_table - odor_by_glom_table.mean(0)\n", " pca = PCA()\n", " pca.fit(odor_by_glom_table_centered)\n", " pca_projections = pca.transform(odor_by_glom_table_centered)[:, :2]\n", " return pca_projections, pca\n", " \n", " \n", "df_bhand_frs = pd.read_csv(os.path.join(project_dir, 'datasets/Bhandawat2007/fig3_responses/fig3_firing_rates.csv'))\n", "df_bhand_orn_glom_by_odor = df_bhand_frs[df_bhand_frs.cell_type == 'ORN'].pivot('glomerulus', 'odor', 'firing_rate').loc[bhand_gloms, odor_names]\n", "df_bhand_pn_glom_by_odor = df_bhand_frs[df_bhand_frs.cell_type == 'PN'].pivot('glomerulus', 'odor', 'firing_rate').loc[bhand_gloms, odor_names]\n", "\n", "bhand_ORN_projections, bhand_ORN_pca = do_PCA(df_bhand_orn_glom_by_odor.T)\n", "bhand_PN_projections, bhand_PN_pca = do_PCA(df_bhand_pn_glom_by_odor.T)" ] }, { "cell_type": "code", "execution_count": 33, "id": "24466a7d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_PN_vs_ORN_comparison_to_Bhandawat(fig, axs, orn_table, pn_table, gloms):\n", "\n", " for g in gloms:\n", " axs[1].plot(orn_table.loc[g], pn_table.loc[g], 'o', label=g)\n", "\n", " axs[0].plot(df_bhand_orn_glom_by_odor.loc[g], \n", " df_bhand_pn_glom_by_odor.loc[g], 'o', label=g)\n", "\n", " axs[1].set_title('model')\n", " axs[0].set_title('literature')\n", " axs[1].set_xlabel('ORN firing rate (Hz)')\n", " axs[1].set_ylabel('PN firing rate (Hz)')\n", " plt.legend(title='glomerulus', loc='center', frameon=False,\n", " bbox_to_anchor=(0.5, -0.5), ncol=3, borderaxespad=0)\n", " #.show()\n", " \n", "# plot PN vs ORN firing rate relationship\n", "df_orn_glom_frs_bhand_ON, df_upn_glom_frs_bhand_ON = \\\n", " make_glomerular_odor_responses(df_orn_frs_bhand_ON, df_upn_frs_bhand_ON, df_AL_activity_bhand)\n", "\n", "SUPFIG_DIR = '../figures/supfig14_model_literature_comparison/'\n", "saveplot=0\n", " \n", "fig, axs = plt.subplots(2, 1, figsize=(3, 7), sharex=True, sharey=True)\n", "plot_PN_vs_ORN_comparison_to_Bhandawat(fig, axs, df_orn_glom_frs_bhand_ON, df_upn_glom_frs_bhand_ON, model_bhand_gloms)\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'PN_vs_ORN_firing_rate.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'PN_vs_ORN_firing_rate.png'), bbox_inches='tight', dpi=200)\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7e9bc090", "metadata": {}, "source": [ "### comparison of odors projected onto ORN or PN space" ] }, { "cell_type": "code", "execution_count": 34, "id": "50cb63b5", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def plot_PCA_comparison_Bhandawat(fig, axs, bhand_ORN_projections, bhand_PN_projections, model_ORN_projections, model_PN_projections):\n", " \n", " for axset in axs:\n", " for ax in axset:\n", " ax.axvline(0, ls='--', color='0.5')\n", " ax.axhline(0, ls='--', color='0.5')\n", " \n", " for i in range(len(odor_names)):\n", " axs[0, 0].scatter(bhand_ORN_projections[i, 1], -bhand_ORN_projections[i, 0], label=odor_names[i])\n", " axs[0, 1].scatter(bhand_PN_projections[i, 1], -bhand_PN_projections[i, 0], label=odor_names[i])\n", " axs[1, 0].scatter(model_ORN_projections[i, 1], -model_ORN_projections[i, 0], label=odor_names[i])\n", " axs[1, 1].scatter(model_PN_projections[i, 1], -model_PN_projections[i, 0], label=odor_names[i])\n", "\n", "\n", " axs[0, 0].set_title('ORNs (literature)')\n", " axs[0, 1].set_title('PNs (literature)') \n", " axs[1, 0].set_title('ORNs (model)')\n", " axs[1, 1].set_title('PNs (model)')\n", " axs[1, 0].set_xlabel('projection onto PC 2')\n", " axs[1, 0].set_ylabel('projection onto PC 1')\n", "\n", " #plt.show()\n", " \n", "bhand_ORN_noVM2_projections, bhand_ORN_noVM2_pca = do_PCA(df_bhand_orn_glom_by_odor.loc[model_bhand_gloms, odor_names].T)\n", "bhand_PN_noVM2_projections, bhand_PN_noVM2_pca = do_PCA(df_bhand_pn_glom_by_odor.loc[model_bhand_gloms, odor_names].T)\n", "\n", "\n", "df_orn_glom_frs_bhand_ONOFF_noVM2 = df_orn_glom_frs_bhand_ONOFF.loc[model_bhand_gloms, odor_names]\n", "df_upn_glom_frs_bhand_ONOFF_noVM2 = df_upn_glom_frs_bhand_ONOFF.loc[model_bhand_gloms, odor_names]\n", "model_ORN_projections, model_ORN_pca = do_PCA(df_orn_glom_frs_bhand_ONOFF_noVM2.T)\n", "model_PN_projections, model_PN_pca = do_PCA(df_upn_glom_frs_bhand_ONOFF_noVM2.T)\n", "\n", "model_ORN_projected_to_bhand_noVM2 = bhand_ORN_noVM2_pca.transform(df_orn_glom_frs_bhand_ONOFF_noVM2.T)[:, :2]\n", "model_PN_projected_to_bhand_noVM2 = bhand_ORN_noVM2_pca.transform(df_upn_glom_frs_bhand_ONOFF_noVM2.T)[:, :2]\n", "\n", "fig, axs = plt.subplots(2, 2, sharex=True, sharey=True, figsize=(6, 6))\n", "plot_PCA_comparison_Bhandawat(fig, axs, \n", " bhand_ORN_noVM2_projections, bhand_PN_noVM2_projections,\n", " model_ORN_projections, model_PN_projections)\n", "saveplot=0\n", "if saveplot:\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'PN_ORN_coding_space.pdf'), bbox_inches='tight')\n", " plt.savefig(os.path.join(SUPFIG_DIR, 'PN_ORN_coding_space.png'), bbox_inches='tight', dpi=200)\n", "\n", "plt.show()\n" ] } ], "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": "3.6.13" } }, "nbformat": 4, "nbformat_minor": 5 }