{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Neuropixel data loading and quality metrics" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/aolab/miniconda3/envs/ryan-analysis/lib/python3.9/site-packages/one/alf/files.py:10: FutureWarning: `one.alf.files` will be removed in version 3.0. Use `one.alf.path` instead.\n", " warnings.warn(\n" ] } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import aopy\n", "import os\n", "import pandas as pds\n", "from db import dbfunctions as db" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Define data to load\n", "subject = 'affi'\n", "preproc_dir = '/media/moor-data/preprocessed.new/'\n", "te_id = 18199\n", "drive = 1 # If multiple probes were used in the recording this defines which one to load data from.\n", "\n", "# Define parameters\n", "bin_width = 0.01\n", "tbefore = 0.2\n", "tafter = 0.5" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load preprocessed neuropixel data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "There are many types of neuropixel data, both raw and preprocessed. Here is a brief summary:\n", "- **Raw AP-band data:** This is the timeseries data directly saved from the Neuropixels experiment, which is unsynchronized. It has been hardware filtered with a 300-10,000Hz bandpass filter. The sampling rate is 30,000Hz.\n", "- **Raw LFP-band data:** This is the timeseries data directly saved from the Neuropixels experiment, which is unsynchronized. It has been hardware filtered with a 0.5-500Hz bandpass filter. The sampling rate is 2500Hz\n", "- **Spike Times:** The resulting spike times after the raw AP-band data has been spike sorted and synchronized with eCube.\n", "- **Preprocessed AP data:** Preprocessed AP-band timeseries data that has been downsampled to 10,000Hz and synchronized with eCube. This sampling rate is defined by 'ap_samplerate' and is not an integer. \n", "- **Preprocessed LFP data:** Preprocessed LFP-band timeseries data that has been downsampled to 1,000Hz and synchronized with eCube. This sampling rate is defined by 'lfp_samplerate' and is not an integer." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ffb8e25e15854f83bca876c8c42e5243", "version_major": 2, "version_minor": 0 }, "text/plain": [ " 0%| | 0/1 [00:00\n", "First 5 key examples: ['0', '1', '2', '3', '4']\n", "First dictionary entry size [nspikes]: (22077,)\n", "First 5 spike times of the first dictionary entry [s]: [0.20516956 0.30140164 0.41840012 0.62713073 1.6402842 ]\n", "\n", "\n", "\u001b[1mWhat `waveforms` contains:\u001b[0m\n", "dtype: \n", "First 5 key examples: ['0', '1', '2', '3', '4']\n", "First dictionary entry size [nspikes, ntime, nch]: (22077, 60, 1)\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example load_preproc functions in aopy to load preprocessed neuropixel spiking data\n", "spike_times, spike_metadata = aopy.data.base.load_preproc_spike_data(preproc_dir, subject, te_id, date, drive)\n", "waveforms = aopy.data.base.load_spike_waveforms(preproc_dir, subject, te_id, date, drive)\n", "\n", "print('\\033[1mWhat `spike_times` contains:\\033[0m')\n", "print(f\"dtype: {type(spike_times)}\")\n", "print(f\"First 5 key examples: {list(spike_times.keys())[:5]}\")\n", "print(f\"First dictionary entry size [nspikes]: {spike_times['0'].shape}\")\n", "print(f\"First 5 spike times of the first dictionary entry [s]: {spike_times['0'][:5]}\")\n", "print('\\n')\n", "print('\\033[1mWhat `waveforms` contains:\\033[0m')\n", "print(f\"dtype: {type(spike_times)}\")\n", "print(f\"First 5 key examples: {list(waveforms.keys())[:5]}\")\n", "print(f\"First dictionary entry size [nspikes, ntime, nch]: {waveforms['0'].shape}\") # The preprocessed waveforms will always only include the channel that recorded the highest amplitude waveform.\n", "unit_label = '4'\n", "fig, ax = plt.subplots(1,1, figsize=(3.5,2.5))\n", "time_axis = 1e3*np.arange(waveforms[unit_label].shape[1])/spike_metadata['samplerate']\n", "ax.plot(time_axis, (spike_metadata['microvoltsperbit'][0]*np.mean(waveforms[unit_label], axis=(2))).T, 'k', alpha=0.5)\n", "ax.plot(time_axis, spike_metadata['microvoltsperbit'][0]*np.mean(waveforms[unit_label], axis=(0,2)), 'r')\n", "ax.set(xlabel='Time [ms]', ylabel='Amplitude [$\\mu$V]', title=f'Unit {unit_label} Waveform')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mWhat `ap_data` contains:\u001b[0m\n", "dtype: \n", "ap_data size [ntime, nch]: (11369471, 384)\n", "ap_data samplerate: 10000.130272980834\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Example load_preproc functions in aopy to load preprocessed ap band data\n", "ap_data, ap_metadata = aopy.data.base.load_preproc_ap_data(preproc_dir, subject, te_id, date, drive) \n", "\n", "print('\\033[1mWhat `ap_data` contains:\\033[0m')\n", "print(f\"dtype: {type(ap_data)}\")\n", "print(f\"ap_data size [ntime, nch]: {ap_data.shape}\")\n", "print(f\"ap_data samplerate: {ap_metadata['ap_samplerate']}\")\n", "start_time, ntime_plot = 1, 0.05 # [s] start of data and length of data to plot\n", "start_idx = int(start_time*ap_metadata['ap_samplerate'])\n", "nch = ap_data.shape[1]\n", "fig, ax = plt.subplots(1,1, figsize=(8,3))\n", "time_axis = 1e3*np.arange(ntime_plot*ap_metadata['ap_samplerate'])/ap_metadata['ap_samplerate']\n", "im = ax.pcolor(time_axis, ap_metadata['ypos']/1E3, ap_metadata['microvoltsperbit'][0]*ap_data[start_idx:(start_idx+len(time_axis)),:].T, cmap='bwr', vmin=-75, vmax=75)\n", "cb = plt.colorbar(im, label='$\\mu$V')\n", "ax.set(xlabel='Time [ms]', ylabel='Channel Pos [mm]', title='AP Band (300-10,000 Hz)') # The electrode at position 0 is at the bottom of the probe\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[1mWhat `lfp_data` contains:\u001b[0m\n", "dtype: \n", "lfp_data size [ntime, nch]: (1136948, 384)\n", "lfp_data samplerate: 1000.0129968682988\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Load continuous LFP data\n", "lfp_data, lfp_metadata = aopy.data.base.load_preproc_lfp_data(preproc_dir, subject, te_id, date, drive) \n", "\n", "print('\\033[1mWhat `lfp_data` contains:\\033[0m')\n", "print(f\"dtype: {type(lfp_data)}\")\n", "print(f\"lfp_data size [ntime, nch]: {lfp_data.shape}\")\n", "print(f\"lfp_data samplerate: {lfp_metadata['lfp_samplerate']}\")\n", "start_time, ntime_plot = 1, 1 # [s] start of data and length of data to plot\n", "start_idx = int(start_time*lfp_metadata['lfp_samplerate'])\n", "nch = lfp_data.shape[1]\n", "fig, ax = plt.subplots(1,1, figsize=(8,3))\n", "time_axis = np.arange(ntime_plot*lfp_metadata['lfp_samplerate'])/lfp_metadata['lfp_samplerate']\n", "im = ax.pcolor(time_axis, ap_metadata['ypos']/1E3, lfp_metadata['microvoltsperbit'][0]*lfp_data[start_idx:(start_idx+len(time_axis)),:].T, cmap='PiYG')\n", "cb = plt.colorbar(im, label='$\\mu$V')\n", "ax.set(xlabel='Time [s]', ylabel='Channel Pos [mm]', title='LFP band (0.5-500 Hz)') # The electrode at position 0 is at the bottom of the probe\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tabulate neuropixel data" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Prepare lists for tabulation\n", "subjects = [subject for itrial in range(np.sum(df['reward']))] # Need one for each trial that is loaded\n", "te_ids = [te_id for itrial in range(np.sum(df['reward']))] # Need one for each trial that is loaded\n", "dates = [date for itrial in range(np.sum(df['reward']))] # Need one for each trial that is loaded\n", "drives = [drive for itrial in range(np.sum(df['reward']))] # Need one for each trial that is loaded\n", "start_times = list(df['go_cue_time'][df['reward']])\n", "end_times = list(df['reach_end_time'][df['reward']])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Tabulate spiking data segments - only load rewarded trials\n", "spike_segments, _ = aopy.data.bmi3d.tabulate_spike_data_segments(preproc_dir, subjects, te_ids, dates, start_times=start_times, end_times=end_times, drives=drives, bin_width=bin_width)\n", "\n", "# Plot spiking activity raster for all units for the first few trials\n", "ntrials_plot = 8\n", "fig, ax = plt.subplots(1,ntrials_plot,figsize=(15,4))\n", "for iax in range(len(ax)):\n", " segment_raster = []\n", " for unit in list(spike_segments[iax].keys()):\n", " segment_raster.append(spike_segments[iax][unit])\n", " trial_time_axis = np.arange(np.array(segment_raster).shape[1])*bin_width\n", " unit_axis = np.arange(np.array(segment_raster).shape[0])\n", " ax[iax].pcolor(trial_time_axis, unit_axis, np.array(segment_raster), cmap='gray_r')\n", " ax[iax].set(xlabel='Time [s]', ylabel='Unit Number', title=f\"Trial: {iax}\")\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Tabulate spike data rasters\n", "spike_aligned, unit_labels, raster_bins = aopy.data.bmi3d.get_spike_data_aligned(preproc_dir, subject, te_id,date, np.array(start_times), tbefore, tafter, drive, bin_width=0.01) # Spike times must be input as an array right now.\n", "\n", "# Plot example rasters\n", "units_to_plot = 5\n", "fig, ax = plt.subplots(1,units_to_plot,figsize=(15,4))\n", "\n", "for iax in range(len(ax)):\n", " ax[iax].pcolor(raster_bins, np.arange(len(start_times)), spike_aligned[:,iax*2,:].T, cmap='gray_r')\n", " ax[iax].set(xlabel='Time [s]', ylabel='Trials', title=f\"Unit: {unit_labels[iax*2]}\")\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Apply unit quality metrics" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply presence ratio and plot results\n", "presence_ratio, present_units, presence_details = aopy.postproc.neuropixel.calc_presence_ratio(spike_aligned, min_trial_prop=0.99, return_details=True)\n", "\n", "fig, ax = plt.subplots(1,4,figsize=(15,3))\n", "ax[0].plot(presence_ratio[np.flip(np.argsort(presence_ratio))])\n", "ax[0].plot([np.sum(present_units), np.sum(present_units)], [0,1], 'r', label='Neuron cutoff')\n", "ax[0].set(xlabel='Unit', ylabel='Presence Ratio')\n", "\n", "ax[1].hist(presence_ratio, bins=100)\n", "ax[1].set(xlabel='Presence ratio', ylabel='Neuron count')\n", "\n", "pdetails_im = ax[2].pcolor(np.arange(presence_details.shape[1]), np.arange(presence_details.shape[0]), presence_details[np.flip(np.argsort(presence_ratio)),:],cmap='Greys_r', vmin=0, vmax=1)\n", "ax[2].plot([0, presence_details.shape[1]], [np.sum(present_units), np.sum(present_units)], 'r', label='Neuron cutoff')\n", "ax[2].set(xlabel='Time [s]', ylabel='Unit', xlim=[0, presence_details.shape[1]])\n", "cb = plt.colorbar(pdetails_im, label='Spikes present?')\n", " \n", "pdetails_im = ax[3].pcolor(presence_details[present_units,:],cmap='Greys_r', vmin=0, vmax=1)\n", "ax[3].set(xlabel='Trial', ylabel='Good unit number')\n", "cb = plt.colorbar(pdetails_im, label='Spikes present?')\n", " \n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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tSkoKYmJiuH+JiYmKz0cQBOEP8IcsmCUnkXXi6ZEkiqJY9Bo1aoTS0lIAQMuWLXHs2DEAQHFxMSoqKhQbEBISgvbt26Nv375ISUlBr1698OGHH4puO3fuXJSUlHD/qOwZQRANFTMNTvcKisObQ4YMwebNm9GjRw/cf//9mDlzJrZu3YrNmzdj2LBhtTbIYrEIQph8tFottFptrc9BEARR32Eyhiw4n0/P0xY1DBSL3ieffAK9Xg8AePXVV6HRaLBr1y7ce++9eO211xQda+7cuRg5ciRat26N0tJSfPvtt/jrr7/w+++/KzWLIAiiQSFrlgUSNsUoFj3bFEMAoFar8fLLL7t98oKCAkyaNAl5eXmIiYlBz5498fvvv2PEiBFuH5MgCKIhYJaTyEKipxjZM6fLRUmlli+//FL2tgRBEIEEX9AsEqrnLFmF9FAcWaInNVs6H5o5nSAIwnPIq71ZV9Y0HGSJHs2WThAEUbfIGqdHJVkUo3jmdIIgCML7WMjT8wpu1d4sLi7Gl19+iZMnTwKwzo4wderUWpUhIwiCIGoQJLJIqhsNTleK4sHpBw4cQLt27bBkyRIUFRWhqKgIixcvRrt27XDo0CFv2EgQBBFwCAtOu97GHsrsFEexpzd79myMGTMGy5cvR3CwdXeTyYTHHnsMs2bNwvbt2z1uJEEQRKAhJ7zpSWErN5gQqglCkNp50qK/45an99JLL3GCBwDBwcF48cUXceDAAY8aRxAEEagIE1ncmGVBwbmulRnQ7fXfMeaTnQr28k8Ui150dDRycnIclufm5iIqKsojRhEEQQQ6ZkvN39JlyDxzrq2nCgAAxy83/JlrFIve+PHjMW3aNKxduxa5ubnIzc3FmjVr8Nhjj2HChAnesJEgCCLgEMyc7s7gdOrUE0Vxn957770HlUqFSZMmwWQyAQA0Gg2eeuopLFq0yOMGEgRBBCLywpueOZer4iMNCcWiFxISgg8//BApKSnIzMwEALRr1w7h4eEeN44gCCJQEc6cLr6Np0QvkLxCt8bpAUB4eDh69OjhSVsIgiCIaoRDFtyZRJYQQ5bojRs3DitXrkR0dDTGjRvndNt169Z5xDCCIIhARjBzulR400PnCiSBlCV6MTExXMyXqq4QBEF4HzlTC9EkssqRJXqpqakoKiri/iYIgiC8C1/QGGPYnXkNb/56Am/d0x03tG5UvcJHxvkxsocsJCQk4MEHH8TmzZu9aQ9BEAQBu4osFoYJy/fgRJ4OE7/YW7Oc3DnFyBa95cuXo7CwEHfccQeSkpLwxhtvIDs724umEQRBBC5StTcrqmrmLCXNU45s0XvkkUewZcsWnDt3DpMnT8aqVavQvn17jBgxAmvXrkVVVZU37SQIgggozDLG6ZGnpxzFFVmSk5OxYMECZGVlYdOmTYiPj8fUqVPRokULPPvss96wkSAIIuCQVXDaUycLIO1ULHp8hg8fjtWrV+Orr74CAHz66aceMYogCCLQqfXM6YQobg9Ov3DhAlJTU7Fq1Srk5ubilltuwbRp0zxpG0EQRMDCLzjt7TJkgTThrCLRMxgM+Omnn7BixQr89ddfaNmyJR599FFMmTIFSUlJXjKRIAgi8OB7cVIzp3tqloVAQrboPf3001izZg0qKipw9913Y+PGjRgxYkRAFSolCILwFql/Z0EbHISHBrQGIG9wuqc8NBUC5z0uW/R27tyJ119/HQ8//DCaNGniTZsIgiACioJSPRb89wQA4P5+rRCsViHnWgW3Xjp70zPn54snY6xBOzOyRe/IkSPetIMgCCJgqeSNvTNbGFbtysb5q+XcsrpMZGEMaMCaV7vsTYIgCKL22IcXF/7vpOCzVJ+eN5I3G/rYPxI9giCIeoTZwhAdKgzCSY/T84xA8Q/f0JNjSPQIgiB8DD+caGEMjSNCBOslZ1mwiC+vDQ19+AKJHkEQRD3CYgFiw4WiJ9V35w15auDRTeWil5SUhH//+9/Iycnxhj0EQRABjbinV3e1N0n07Jg1axbWrVuHtm3bYsSIEVizZg0MBoM3bCMIggg4zIyhkZ2nZ5YKY1Iii2LcEr2MjAzs27cPXbp0wTPPPIMWLVpgxowZOHTokKJjpaSkoH///oiKikJ8fDzGjh2L06dPKzWJIAjCrzCaLfhix3mczNMBsE8kYQgPCRJs7/VEFhnnaii43afXp08ffPTRR7h8+TJef/11fPHFF+jfvz969+6NFStWyBo/kpaWhunTp2PPnj3YvHkzjEYjbrvtNpSXl7vclyAIwl9ZtSsbC/93EiM/3AHArvqKxVHMpN6n3si0bNiSV4uC00ajEevXr0dqaio2b96MgQMHYtq0abh48SJeeeUV/Pnnn/j222+dHmPTpk2CzytXrkR8fDwOHjyIIUOGuGsaQRBEvebwxRLBZ+GMCsxBzKQHp3vaMoB5ISO0PqFY9A4dOoTU1FR89913UKvVmDRpEpYsWYLOnTtz29xzzz3o37+/YmNKSqwPQuPGjUXXGwwGQf+hTqdTfA6CIDzHlzuzkFdcidfu7OprU/wKe8+N/9lsYQ7rzXWYyNLQw5uKRa9///4YMWIEli5dirFjx0Kj0Thsk5ycjAcffFDRcS0WC2bNmoWbbroJ3bt3F90mJSUFCxYsUGoyQRBe4s1frfUix/Vpha4J0T62xn+wlxW+J8dYzfi7UI0aeqOlbocseOGY9QlFomc2m7FixQqMGTMGjRo1ktwuIiICqampigyZPn06jh07hp07d0puM3fuXDz33HPcZ51Oh8TEREXnIQjC85RXmXxtgn/hEL7keXqMcZ81ajX0sEgOQvdU7U37RJqGjKJElqCgIDzxxBMoLi72qBEzZszAr7/+im3btqFVq1aS22m1WkRHRwv+EQRB+Bv2wmKxmzDW5vkFBalEt7fhKX3iH7+Ba57y7M3u3bvj/PnzHjk5YwwzZszA+vXrsXXrViQnJ3vkuARBEPUZe2ERJLLw+vSC1TbREz+Op7wyJhC9hq16ikVv4cKFmDNnDn799Vfk5eVBp9MJ/ilh+vTp+Oabb/Dtt98iKioK+fn5yM/PR2VlpVKzCIKoY1gAeQeexnFIQs3fFlYjZkHquvL0xP9uiChOZBk1ahQAYMyYMYKJBm0TD5rNZqldHVi6dCkA4OabbxYsT01NxaOPPqrUNIIg6hBh8kUDf1OKYDRboAlyb6izM0/PbKkJbwar1Q7rpfarDYLwZgNPZVEsetu2bfPYyQPxh0IQDQVzQ3cJnLB67wXM23AMK6fciCEd4xTv7zgOz36cXnV4M8h5eNMVcmdBJ0/PCUOHDvWGHQRB+BkNPcvPGa+uPwYAmP7tIRx943Y3jmCXyGKXPWm7ta7Cm66+A7mzoDO7PsWGjFsVWYqLi/Hll1/i5Enr7L7dunXD1KlTERMT41HjCOvDaGE1Dz9B1Bf479uG/Zr0PPZaJRAdXp8el8ji5szpFsaghut3RyC1XxQHpA8cOIB27dphyZIlKCoqQlFRERYvXox27dopLjhNuGbW2gzc+NafKKk0+toUghAQSGnunsb+dvFDxdY+PZvoqR3W83HllMn9WuzDqw0ZxaI3e/ZsjBkzBtnZ2Vi3bh3WrVuHrKws3HnnnZg1a5YXTAxsfs64jGvlVfj1yGVfm0IQAqRKYwUUtehr42OfFMQlsrjo03OVdCJXwOwrwjRkFIc3Dxw4gOXLlyM4uGbX4OBgvPjii+jXr59HjSNqUMkIURBEXdLQCxN7E3sRk6q9acsONUuUZHElUHIFjDw9J0RHR4vOmp6bm4uoqCiPGEUQRP0nkNLcpXD3qp3V3rSwGrHSVHt6ZslZFlwnssiyx65PsSGjWPTGjx+PadOmYe3atcjNzUVubi7WrFmDxx57DBMmTPCGjQQAymMh6hsWymRxG8fwpviQBVeeniuBcie82dC/TMXhzffeew8qlQqTJk2CyWQtMqvRaPDUU09h0aJFHjeQsCIn7Zgg6pJAGtslhafGGkvNp1cjeu5lb8q1zr4iTENGseiFhITgww8/REpKCjIzMwEA7dq1Q3h4uMeNIwii/mI/MwAhH3sPTKoMmW3IgnT2pqcSWahPT5KpU6eitLQU4eHh6NGjB3r06IHw8HCUl5dj6tSp3rCRACWyEPWPQHpRSuF2n57LgtPWv116egrPI71d4Aw/USx6q1atEi0IXVlZia+++sojRhEikOYR9QxBeLOhx8Q8DF9YTuXrMG3VAe6zWBky6fCmq0QW5X16Db0BIzu8qdPpwJg1lba0tBShoaHcOrPZjI0bNyI+Pt4rRhKkeUT9w2I3oDoQcVcf+NmuU1L3C9bxB6fbPD2Tu316duP/pAikQgOyRS82NhYqlQoqlQodO3Z0WK9SqbBgwQKPGhfo8F8qcorGEv7P59szcfDCdXz6UB8Eu1nBv64Qhjd9aIgfwheWvBK9YJ21T8/6t6vwppI+PWeb0uB0EbZt2wbGGG699Vb89NNPaNy4MbcuJCQEbdq0QUJCgleMDFT4rTuSvMDg7Y2nAACbjufjzp71+/cUSCExVyzffh5hIUF4eGAbWds7FyD+4HQX4U0X5xGImTN7wG/ANOzvUrbo2WZXyMrKQuvWrcnzqAMa+sNHSFNhkD8vpa+wnwMuEGFgyC/R462N1uL7D/ZPlOWhOxvMLzpkQeRdUGYwYelfmbLP4yy8GUhDLhXHT7Zu3Yoff/zRYfkPP/yAVatWecQowopZEN70oSFEneMPFU6EVTzqv73eosxQUwxervY7u12CgtNOPL0vdpxXdB5npvG7UvjfZWWVucElKSkWvZSUFDRt2tRheXx8PN5++22PGEVYMZHoBSz+oCFmXpEQC2P4Zs8FbD5xxXcG+QBnQw+c7ufimLaffoiTPr1rZVWK7JPfp2f9cEWnR5f5mzA5dZ/L8/gTigen5+TkIDk52WF5mzZtRGtyEu4jSGShXr2Awg80T/CCP5VXimXbrZ5H9qLRvjLJJ/DFRG6Y15k48gtOO5taKFwbpOg8rkKq3HbVf65PvwQA2HH2qsvz+BOKPb34+HgcOXLEYfnhw4fRpEkTjxhFWKEqF0R9hv+ivKLTO9my4WL/C5X7m3WmjYLam8HWxq7YkIWIENc+C38vZ6aJFZxuqCFrxaI3YcIEPPvss9i2bRvMZjPMZjO2bt2KmTNn4sEHH/SGjQGLVJydaPj4w9ct8HD8wF5vwb90uf1fUgWkgWrRq15tC2+KHTc8RIanZ3H04MTPCd52zOX2/ozi8Oabb76J7OxsDBs2jJtTz2KxYNKkSdSn52FMFsfWF0HUF/ght4aW7CAb5l540+SklSBWe1PM0wuX4+kJElmcZG/C8V3jqWLa9Q23Ck6vXbsWb775Jg4fPoywsDD06NEDbdrIG59CyIdeKoGLP2RvSg1ZYIwF1JAmdwpvS1VYAWx9eta/NcHSnp6c6caEQxbs1vG+J/L0ZNCxY0fRyiyE56CCvoGFv7WspQanmy2MS7Wvz1SZLNiXVYS+bRohTEaoUAwGZtc4lbefM4+QMcaJlUYtXYZMjsAKGiMO56nJChcUnK7+v6G2s90SvYsXL+KXX35BTk4OqqqEabOLFy/2iGEEhTcDDX8rBSU1Ts/MmPut6TrkP5tO4cudWbi9WzMse6Sf28fhC4t8T09aHa3j9Kx/2xJZxI4rJ/oj5sFxnwXH4u9T7en5QbTBHRQ/m1u2bMGYMWPQtm1bnDp1Ct27d0d2djYYY+jTp483bAw4Nh3Lwzd7cvD0ze24ZZTJ2fCxDxHWd8wSjTK53o6vSf07CwDw+/HajS00udENYZbdpyc9ZEFO/6FzT4/BVuBQrI6qnGu5VFyJFtGhUMuJtdYTFGdvzp07F3PmzMHRo0cRGhqKn376Cbm5uRg6dCjuv/9+b9gYcDz5zSHsPHcVC/57glvmDy9Bonb4Wwib/050x9tpCDAm3bfpDKOT7d7aeBLXy60RNGcFp+VkzAobUsJ1Ak9PxCN0dSk/Z1zCTYu2Yt7Px1wbUo9QLHonT57EpEmTAADBwcGorKxEZGQk/v3vf+M///mPxw0MZApKa8Y+BWptw0DCItKvUp+RDG8G2LPKz8SUK/jO7pHZwnC9wlraLCRY2oOSF94UpG8KkMrstC13Fd58Z9NpAMDqvf5VlESx6EVERHD9eC1atEBmZk3B06tXG9bIfV9DfXqBhb+IxdUyAwBpTy+QMo0Z7KuZyB2yIC8GbAtviiFHYE0Whvf/OI2Vf2c5iJhUZqdtubP+QOux/SSObYfiPr2BAwdi586d6NKlC0aNGoXnn38eR48exbp16zBw4EBv2BiwBOqLJFDhv0Pqa4Tw693ZmPfzcTw/oiN6JsZyywM1vAkIG6cytUx2A8dZFqycY5zM0+HjrecAAHf3bilYx/+aBH16Fsf1Yhm5/tJIs0ex6C1evBhlZWUAgAULFqCsrAxr165Fhw4dKHPTwwg9Pf98wAj5+INYzPv5OADg/c1nkDqlP7fcnWSOhgBjTFBdRfbgdJnbaSSmKTqZp8NHW84CAMb3S0TjyBBUmSz4cmeWYLvCUkONrU7OIzb8hO/diWXkyr2G+oai8KbZbMbFixfRunVrANZQ52effYYjR47gp59+UjxAffv27bjrrruQkJAAlUqFDRs2KNq/ocMPgfjDC5GoHWY/a+TwX4pVJv97Vj1lpf1sE3KoreiN/HAHDNX3PChIhZfu6IxRPVo4bFdprJmX0T4cKeXpMbv/AYlEGj+tPadI9IKCgnDbbbfh+vXrHjl5eXk5evXqhU8//dQjx2to+Nu4LaJ2+FsyCP8dajQr93YaAgxQ7OlZvUOZ4U0ZQwGCqkeYixXBqTCYJG2TmmCWy960OH8e/dXTUxze7N69O86fPy86vZBSRo4ciZEjR9b6OPWN347mQW8y454bWnnsmIH0IglUzC5eMvUNvkjzRc9P8xvcxqSwP1PJdxukVkGtcp7IFlQtjGLyWFHF8/TsPDOBpyfwVm1VYcTX2/CHZ1QMxaK3cOFCzJkzB2+++Sb69u2LiIgIwfro6GiPGVcnMAZUVHjscCazBc+l7gIA/DMhHE0jtYqPEVblOE2LuqIcKC+vtX1E/cVSWlHz3ZfXz++b/2yqysu5z0GVKu5vS1kZEFr/X4hhVfqaF7/Cey34jfLuA8rKgPIQp/uajGbR37gYQZUViDJVocpJhozWUAmUlyOossLhuKbSMm6ZSVcqWM/KywGTVQI0hpp9c3MLMeTHA7haWoUw7jilABO+yzT6CgS5ef9ECQ+vk9myVUzhqGc1L4WWX1TWVrzUbDaL7ebaEJUK69evx9ixYyW3MRgMMBhqOmZ1Oh0SExNRUlLivtiWlwORke7tSxAEQXiGsjLAzolSgk6nQ0xMjEs9UOzpbdu2zW2jaktKSgoWLFjgs/MTBEEQ/o0s0Rs3bhxWrlyJ6OhoXLhwAePHj4dWqzxsV1vmzp2L5557jvts8/RqRXi4tYXhIUoqjBiYsgUA8Pusf6J1E+Utly7zNjkse3xIMp4b0anW9hH1l8yCMtz58U4AwJND22Lm8Po3iwn/2XzvgV6Y8/1hAEBMmAYlldYqIuueHowuLep/N0e3+Zu4vrKTb96haF/+ffj33d0wv3oox5eT+2Fw+6ZO971WZsA//iPPedj47D/w4Od7oNObJLf515BkzB7RCcculeD+z3YL7WwRhZN5pQCA758YiAeW7eHW7Zk7DDHhGgDAk98cRNrpQslzRGqDUVadFHPyzTvAGEPX+b9z69Pnj0Coxr2ZKjjCw2u3v0xkid6vv/6K8vJyREdHY8qUKbjjjjsQHx/vbdsc0Gq1nhdblapWLrU9JmZAZUgoAMASHuHWsW378zFowzxqJ1H/MIdbuO9eX0+/b/6zadSGcZ9VQUGorJ6exxwWXi9tt6cyJLQmQUShvfz7YODdB6OMazebg0R/42KoIiNhDAtHpaVKchvuPRNhcjjuVabhllWFhgnWs4hwINza/6gPCXVqU5VKBbNt0tqICBiMZsH2+pBQhIY778usL8gSvc6dO2Pu3Lm45ZZbwBjD999/LxkztdXllENZWRnOnTvHfc7KykJGRgYaN27MjQX0N5RmcsklkAb8Bir+nL0pqD/pB7Z7EmE1E3mlweSiVqmgdpHc4Wx9qd7I/W10lr3pwiT777TMIPQ89Ub/SdmVJXqfffYZnnvuOfzvf/+DSqXCa6+9JjozskqlUiR6Bw4cwC233MJ9toUuJ0+ejJUrV8o+Tn3C5KUXVyC9R97eeBLnC8vw+SP9/GrKktrif6JX83dVABdSUCr49kMHnKFSuR6rF+RkfSkvLOowZIH/t8LvrMIgTFjUG91LYPQFskRv8ODB2LPHGgtWq9U4c+aMR8KbN998c4ObModfpcAotxCfDPyhQoen+Hz7eQDAgQvXcWNyYx9bU3f43eB0iWeyoUcl7N9ZSivpKCnUrFarnIoawBunJ7IZvxHuWJFFvOC0HKrssvT1Jv8RPcWzLGRlZSEuLs4btjQIjG7U4ZNDQ3+RiGESDHhmsivT+yt+5+lJ2OgPtgPulyGzvz6+ZytH9JTcH7XKuSdn3cY2ON35ds48PaWNavtQqT+FNxWLXps2bbBz5048/PDDGDRoEC5dugQA+Prrr7Fz506PG1jfOXjhOh78fDee+z4DgPCB9mSZHj95j9Qa/v3jh9Dv+2wXbn0/zaPec31D0EfmB1+4lIkNPbxpf93Cxorr/ZX26bkOb1r/dzWuW27tTTnYC6g/hTcVi95PP/2E22+/HWFhYUhPT+cGi5eUlODtt9/2uIH1HaPZgj3ni5CRWwzAex36Df1FYoNfuNj2IzZbGA7lFCOnqAJnr3hueEl9Qzg/Xf0Xd+nwZh0bUsfYX7fSaZWU9um56tdWO6m9ycchkQV8D1W2SdZj2X3JDVr0Fi5ciM8++wzLly+HRqPhlt900004dOiQR43zB+KirEMoCnVW8ee3pjzplTS0vk8p+AkRth+zgddfUAdVinyGUo/B10g9kw29gWYvekqnVVLUpyfL05MZ3rQ/r6CgfW09PT94YKtRLHqnT5/GkCFDHJbHxMSguLjYEzb5FTbRKzWYUFllrnX2puSLxA/CXZ6A7+nZMPjRD6o2CKva1/9rlnom/aX/2d32k0OfnsJ+fGV9eq6HLLjq87PhvE9PtknVxwogT6958+aCsXU2du7cibZt23rEKH8iShuMUI31NhaWGmrdpyf5IvGP90it4XvHth+WweSd5KD6Bt9Dqu9TlamcVP5vyN8RINanx/tbVvamskQWZ7OnW7eRF960Py+rhadntNh7eg1Y9B5//HHMnDkTe/fuhUqlwuXLl7F69WrMmTMHTz31lDdsrNeoVKqaEGeZXjivmBtvLqkfjb+0nmsL39Oz/bD44U2DH6VGK8Vcjz29raeuYMwnNYlqjAH//vWE6Lb+kIRjz9krpbK3tRcIo12WsSuUNApUUDBkwcWx7L2z2vTp+bOnp7jg9MsvvwyLxYJhw4ahoqICQ4YMgVarxZw5c/DMM894w8Z6T1ykFrlFlSjQGRAZWnNLlcTubUh7ev73InEHV56eQST82VCoD+P0GGPYcfYqOjePQnx0TZmpqSsPyD6GPz6rI5Zsx/m3R8kqhmD/3RgVDsxX0tevUtdMEiuFs0lkhef1oKdn36fnR79LxZ6eSqXCq6++iqKiIhw7dgx79uxBYWEh3nzzTVRWVnrDxnpPfJT15VBYZrAbDOq58GZ9D3d5Cr6o2X5Y/FZkbUTv54xL+Gp3ttv7extBmMxHovf78SuYtGIfRizZ7vYx/DW86WzOOj72l8ePTry6/hjOuPAalfbpuRynx61XlshSqz69QMretBESEoKuXbvixhtvhEajweLFiz0ym7o/0jTKWmi1sNRQ6yEL5OnxPD2Lo6cnlugiB8YYZq7JwPyfjyO3yHOTBteGDemXMHttBn7OuITr5VV1MjidMYZX1h/F4s1nRNdvPnEFALgZE9zBX59VuQ0q++uzF8sZ3zrPYlfap+c6vGn9X6mnxw/Fyv3ONNX9iwGRvWkwGDB37lz069cPgwcPxoYNGwAAqampSE5OxpIlSzB79mxv2VmviaiuPl5ZZRb0xdg/ZHKQ+kEEYp+e7YfFz950V/T497U2L3RPMmttBtanX8LMNRl46Iu9dTI4PaeoAt/uzcFHW86K9o96YpiN33p67oqe3X45LhpVHvf0VHL79KTPK9ck27AI++fEnzw92X168+fPx7JlyzB8+HDs2rUL999/P6ZMmYI9e/Zg8eLFuP/++xEUVMv5lPwUbbC17VBlttgNWVD+ApESN39tPSvFKFK7VJjI4t5Lmf9iqo+38mSerk769PjXXqAzILGxcA4zT5zXW7bvOFuI0/mlGNMrQdDf6C72VspNkrK/PnvRk/J6GGNYtOkUTlzWybZRJcvTs/XpKQxvutGnZzuGfaPMnxLMZIveDz/8gK+++gpjxozBsWPH0LNnT5hMJhw+fNjlzW7ohNhEz2QRtKbcaa1L7eMPg5U9Ab+Qre1eeCK8KRA9t6suepe6CG/yW+j5Or2D6HnC0/NGA81gMuORL/cBAHZnXsOXj/YX3Y4x5vb7SG6Dyv7y5N6zPeeLsCztvCKbrIPTnQfkXCW62HBWkUXuV2Zh4nVwG2R48+LFi+jbty8AoHv37tBqtZg9e3bACx5QI3oGk72n57k+vYCpyGLiNRqqf1jCRBb3WpT8fhd3ws51gZinZzJbcOZKqce+f/6LPb9E77Ce/wJ395zeaKDxp7IpKDWIbrP5xBX0WvAH1y+pFLkNKgdPz8kFH7xwHa9tOIqSCiMKSh3vtyvUKhWiQp37JmqZQxbsI0/u1t40WZjDb6iyyn88PdmiZzabERJSMzNucHAwIiMjvWKUvxESVOPp1bZPT6o/oKGXdrIhJk6e9vTcPYa3ERvk/MKPR3Dbku34Zm+OR87BbzRc0Tm+hPmNNncbB954VvlT10h9f49/dQA6vQnPfpfu1jncTWQxmhyv19ZguHfpLnyzJwfv/H5KVmWhRwcnCT6rVUC0C9Fze8gC728lome2MAfh96ephWSHNxljePTRR6HVWgdi6/V6PPnkk4iIiBBst27dOs9a6AeEBFv7Mg0mi+DBUtqnd7XMgIlf7BVdJ+YA5lyrwLHLJRjZvXmD8biN/EQWW/amB4YsCMf6+f4HKtZ3axGJEqxPt85i8tGWs3hkYJtan5f/4nXl6VVWmbkohhK8kXTFt7vSRdKEWAUTxhgyC8uR3DRCMJibb6mUmJotDKfydejcPBpBapWDQOzLLnLYp7jCiEYRNU5C9rVydG4e5dRuwLH/TqVSISpUI7G1cB+ltTfdnU/PaLFwBafDNEGoNJr9KpFF9hM9efJkxMfHIyYmBjExMXj44YeRkJDAfbb9C0RCeIkstSlDduxSieQ6sVDTkHe34enVh/DbsXxF56nP1IWn50w4GWOYkroP01d7t3i6WEjM7CSRxVN9fAa7Pj17KkXERWmY0xv9kfzvTEz0+EKbEBPmsH713hwMX5yGlI0nnZxD/MW96LeTGP3RTny89az1XDIu71q5MASrDQ5CuYwQoNitjg6TGd50VYbMU56emXHHshXj8Kc+PdmeXmpqqjft8GtqElnsCk4rDA85e+6cvUj2ZRVhVI8Wss+zL6sIn6Vl4vW7uqJNkwjXO9QhwoostsHpPNFzs8OIv5+Y6KWdKcS5gjIM7xKPbacLAQDvVZkRFuKdjGRR0XPSH+ypGTv4HtP1iipsP1OIueuO4t37emJw+6Yo5Q3nqKgyWfdR2NDwRiIL35PQi4hH7vWaboFGEY6e0WsbjgEAvtiZhdfu7Cp6jiqTBTvOFiKpSYQgwWf5jiwAwAd/nsWs4R1lXZ9ObxJ8DtWoZQ2VETt2tCtPT2aUx1ntTSXtFKPFwvW3R2mDUVhq8CtPT3EZMsIRrSB707F2pFyc/Zg8+SJ5YNluAICu0ogfnxrMLf96dzYuFevx0h2dfBYurRILb/KHLLj54xJ4eiLHmLzCmhmo5YXzKo3eEz2x/h1nQxaUzMHm9Ly8e1mqN2FS9XU/9MVeZC8aDZ2eL3rWbZUmKdRmjOEVnR4L/nsc425ohZ8OXcTAtk0wqF0Tl55eZmHNPIty7bW3cnfmNXyx0ypw2YtGS+4nx5PVVRoFHnJocBCKK9wbHxod5lz01HInkXVoOCkfnA5Yr9/2brN5ev5UHpBEzwOEKBynV1llhjZY7VDnz9nLwhv1hy9eF5aNm/fzcQDAnT1boHvLmlD17sxr+M+mU1g4trtguSfQG80I1dQIi8vwpruenpNj8Cu0nCuoeXlWVJnQmNcv4ynOXCkVnQzXmaenpI6rxcLw5v9OoFtCDO7r20qwjn8fSu28EcYYdJU1y2ytd1d9aPbUJrz5+s/Hsel4PjYetYbsbaH71++q8c6s2YMWaIJqGigXrtV8h6UG4XWJYbEwh8jKwZzrgvVSdTjl6INOb0IZzw6tJgjFFVWCbUI1aoewoHXIhfAcnvL07BvhwnF6sg4BwNoA4zw9LrzpP56e22XIiBq0guxN5316BaV69HlzM6aLlCpy9uB4I2Rk6/C3H3dj/zKcsHwPMnKLMXXlfodj/HAgl5s1Xikrdmah87xN+Ot0AbdMWJFFzNNzN7wpfox9WUX45zvbuM/lBseXvqe5bcl20e/f2RhPJZmUaWcLkfp3Nub8cNhhHb8BobMLt1VUmQUNAs7TU3gfztZiiEXW1XLR5baQs71tNviiV8Z7fs8XluHFH2vuQ7NoayKeWIaprbISAFzhDS+IsPP2n13jOju0VG90CGfae3rhIY4+B4Mw2gDA5ZAF2YPTHWZZ4P3t5pCFSC2JXkBi8/TOXCkT1DQU69P74cBFVBrNoskn9j9kPiWVRhy7VMI9nPyHtKi8yq2XjCZIjbc3nkSfhZtxrtDR87DHfnzUrsyreOHHIxj76d+Kzw3UTE0za20Gt0xYe7Pa0+OJlMEDnh7/xb967wXBduVVNS9MZ9+HPUazBccvl7jMXHSWiMM/d228pevlNR7F+vSL+DnjEvfZ4MTTu1om/H4rjWas2JmFYe+nKTr/hozL+P2467FyKb+dxPhlu/HwF3tx8XoFXttwFKclijXbv1TtP2dfqxFLvoc1YfkefH/gIvdZW51pLXZ/+R4iX0T5M6cUV1ThfKG4MPPRVZoEImcwmVFcaS96jqFzxiCIfABywpvulSFz1af3zw5NcXOnOIflZouFizxEaq22+VMiC4meB5BK6xbz9MqdhF6crTtbUIY7P96JPeet6dH8lv8vhy9zHfX2bDl5BUPf3YaDFxzTqoPUKny+/TyKK4x47/casZYbSjuZJ38OMgBYlpaJySv2OWTJ8cNUgvn0bIPTPZC9KXfIAl8IlIje/J+PYfRHO/HFTucVNyqqpL9j/vncDePaM3vtYcxck8H1c/Gv3f4chXaNmsoqs+Scea5Y8XeW0/W5RRVYlnYee7OKsPPcVcz54TC+2SM9FtG+z8i+344vUhVVZk7UruiE12T7jYmJHj/8mMM7XoS2RvRyi+TNJKPTGwWetMFocfCsI0Q9Pebg6XlsnJ59eBP8yILj8/bB+N5oEeNY7s3Iy960eaGVRrPfFNAg0fMA0qLn+CDxX2yXiisxftlubKr2+uR0wP9+vHpbu5buaonBy9NWHcCFaxWYtspxPrRgXp9FES/FWu7Lnu/V2IvR1TKDQ9gz5bdTSDtTiF8yLguWa3h28MW8puC0Z8fpORPOIp6XJPZ9MOZYggkAvtuXCwBYsvmsUzvKZDZ6CksNSDtTKLmtM8RefrYEFWfXbi969p6fEsTuER/7hsehC8XOt7d73u2f/0vFQjGSus82b1qsQcr3zPhFIvj3LNMuIiIlSLpKYXhTbzQLkoQAiCZJMVbjjdrw2Dg9+/Ams3rbb/xyXPR+aYLVonU/zSLhTcB/kllI9DxASJD4bfw5/TLe3nhSIA78lv4LPxzG3qwiPPnNQQCQNY4nvrpPQmkM3faD5v+A+R4WP/QiN/uN7ykUVwo76YcvTsPYT/8W7e+z92iDeXYI5tOrbjTwX3BV7pYhkwhv2v+k+S9+e/FnjOH+z3Zj+OI0p+JlT36JHm/8Yp3SyFmDwv6+/HpY2Djgt6TnrjuCSSv2iXosYhVCjlwswaGc605fTIV2IpeeUyy5rSsE80qaLdxA+DKDCSMWp+Hln44Ktnfl2drft0W/neLuh95odhBzqe9Hb7RmWIuFofkidY3X+OGf2z78KpXdW6o3CX5TepPZwaYIrYjowZrgwsdVgQC1TE/PPrxZZjBhWdp5rNyVLRqetH+v2QTw7Y0na8KbPNF3t7+9riHR8wBSD2WpwYTPt5/HttMFOJmnw+n8UkFr8kReTbV1nd6ISiehLxu2F6M7HceL/ziNjq/9xn3mt+JKeHaVy7ADEHpF9p30ts9/n7sKwHnLXxPE9/Qcx+nxX0ZSL+3DucW4fcl2bKtOinn952N45Mu93PH4L8XCUgOe+S4dn2x19MoKBKJnvQ/v/X4aN7+7DZmF5Thw4Tqyr1Vg/aGLDvtK8e7vp7FyVzZuee8v555e9cvV9r3YDx63XbvZwvDdvlxsP1MoWtBA7Pt7/KsDGPd/u5BZIN13a+/pHRAJicuFf7+nf3sIA1O2ID3nOtYfuoizBWU4cOG6k70duW6X+Zh2ppA7Bj8kHRtu9YrK9M7vs6thFcKhGzXHOsn7zQKO/W/8/fn3s6jc6JAhGaYRCW+KeHquCJLZp2e0izxdK6uS2NI6/i4kSC24Bluoc1fmNRy5aH3uwjRBGN2zBcb1aQmVn6gJDVnwAK4e0pyimvBilxbR3HK+UPR9czNGdG3m8ly2fZRm1AHAR1vPCT7zX8D8l4pcT+8azzPgXwv/JRFW/VLgn4vBmuFnQ6pPz9aa1Nl5oVUmi0ND48lvDiKvRI8pqfuR+fYorNptTVD5+9xVbD1VgF94XpPt7/8CGNs7QfL6bA2LT7ZZ79v7f5zm1v1+/AoeGZQkuS8f28Bpk4UJhkTYY2vQNI0MwRWdAZftQnY6vRGfpWVyLXtAfNC6M2/yuJNpbexFz74/TAl8UbEltazclY3OzaOldnGKfdINAFytttcmUFHaYMSEaVBcYUSpXnpMXEWVSXAPxcgqLEep3oiIkGCBF3TKrh87VOK3r6sUFpgWCxWLeXoQ6dMDgFaNwhyGGNngfj4uVM8+KsBvtNozpGMc1GqVIGzMb3DasmyDg1T49KE+zk9cz/ATba7fuAo/8B8u+5aiDaOZYX+269avzesREyalSR4FPE+C/3soN8gUPd518UXzcjH/uNYD819aJZVGjFiynfvM9zj5ISFbvwG/usWp/FLc+PafDhXr+cWT+SWg0s4U4qvdFyQHBjsLKVdUCfth+FU/LhS5zuCz0Si8pk9mz/lrktvZbGkSYQ1h29fGTM8pxgd/nhVkCNt7jpeKK/Hu76chhTNP0+blJjZ2LOOlFDHPXhus9lhlGQAoqqjC13su4OvqBk5UaDA3rtJewPmUG0wuPb0TeTrc/O5fDo1Le+9bSjt1ehMKeI0GMdETy96MCtWIeo/t4qSL+7sScBv2w17svWc+QztaszYv8YRWzHvWuJj2qD7ifxbXQ8RaZnykWmj2lMio2MCJnoint3zHeUUTVNqXSrJRYeQJlBObrvLCI/zt+B6KzV6+eBy7JLSRH6q9wnvRm8wWMMZExzt9tUs41IAP/2XjrJ4p4Py7qagyC9LTz/AGlDsLDdnDF9xcJ7NqV9g8vSir6NkLslgfm/29mZK6z6ktzkphZVe33nu2inV6DDnYXrB8jytUE6SoL9QVr64/hnkbjmHlrmwAVsFoGWsVbGffa7nBLKso9rXyKqfeECBdHu5amUEQKhdLbOSP0xvdswUGt2uC6Te3d+jTs62Xwt1EFmeNo7Zx1vKENyY3tn5uGiH6zhEr7l3fIdHzAFKJLDbOyxgDB8hLU7e9QMU6jd/9/TRGfbSD++xuq9rmRVosDANTtgjW6fRGnKkOTfJb0/xWY15JzQvHZi/f07MXIr5nyW9JmyxMkH7Oh+912cP3+g666Du66ESEKo1mwXfH96QrqszcfXKVqs0XGmfePBfelKgCc0Ckmr+9iJ0RqfQil6zqsW792zRy+xg2SvVGfL49E3fzxnAajBYuJOmKXS/fqvic0WHBaNXIWjPzUnGlpLDJ8fRsSE31ZUOqaMD1CqNDRqk9fE/vvr6t8O3jAxETroFWxNO7v28rvHNvT667gI/sRBYFYz/jqhteb93TA8+P6IhvHx8oul2wi3dffcT/LK6HSJUrspEpYzCrXGxZks769A5Vl1OyHxckF5sIFZYZHM4z49t03LZkOzafuCII2Szbfh4/Z1zCks1n8BIvM8/2UuaLnn2IqNxgQoFOjz9PXBG8xKtMFu5zsN09lqrcAQj7olz9zp2VrKqoMjmkqPOxhVH5Hlml0YxlaZmC7ZyFkfjY7ksjKdETEXB36zm2tpsxHbB6IxEhQejcwr1+Nz46vQlvbzwl8JQvl1TKnhGkSaTy8m9RoRq0bFTj6f16NE90u4yLxXhl3VHRdfbYxv9JRXPEwri2Z9VZiBUQenr8QhZi51KpVHigfyIXduQjN5FFSSm7ppFa7v9nhnVAc5HxeoBwuJG/UC9E79NPP0VSUhJCQ0MxYMAA7NvnPETjb3gypGMLIzpLNhn3f7twKOe6rKruYlRWhzfFQnHbq8eO8Us7AdZ+y5lrMvDhFmFGJBfedGJLeZUJd3/6Nx77SjiW0GRhXFg0xq4qxam8Us6TtW/R2yeAuIt9eNOewlIDGGMOL9CU304JvFO5wmTbJSRY7XJAso3Fm89wCUXOihvY06aJo+gBVgH3Rr1RANhx9qpoY21ML8dkIqnksH8NaYveibGi66JCg9GqWvQyC8skJ5N9Z9Np7HbSt8rnQrX3Gxel5TJD+VSJeHo2L0mMJrx7y/f0+GXRnCXGiYmP/DJk8j09/oB8Z4iN46vv+Fz01q5di+eeew6vv/46Dh06hF69euH2229HQUGB650DEJ3eBKPZ4nKm4j+OX8HWU+7dw41H8zHnh8OSJaEAa/hGDjWenuP2z4/oCMD6ss8TmdDUZLZwBZDtSzFVmS3IulqOj7acRed5mwQenS3bsrasO3RJ1DOxvVjv+b9d2HnuqiAz1MaFa+X45fBlZF0tVzxoN0ilUiQ8tnGezr4ve6REb+pNyaIvd28x5aYkLH6gl+CcC8Z0k9y+bdMIrH1iILq3dPRGo0M1aFXdpycWCYiU+SLnYytvFh4SxH3vfMS8J77o2YcjO7eomUiWrxf8hptYn54NsQopNr10OWTBQzN18KE+PTdYvHgxHn/8cUyZMgVdu3bFZ599hvDwcKxYscLXptU7bGGP/dlFLocVpOdcx8L/SU+Y6YofD17Eot9Oudyuq4tQmE4kvGljVM8WTvshjOaaJBYxz+eLHeexePMZj5XskkN0aLDA63zkS/GoxOu/HMez36Xjwc93Kz6HWi0UvV6tYkQz/Wzsz76O4ooqvPHLcclt7ujWXPBZLBuwcUQIXryjExqFK/P0nrm1vaLt+XRpHo3gIDXW/GsgRnZvjj9mD8HkwUmS22s1amiDg7Dh6Zsc1kWFBiOpaYRkgeaOzaQzIKX444R1uEXL2DAuScbGIwPbwCjSoImLrBG9Qe2aCNYlNqppbPATXeR6es2iRUSvupyY6z49z/xO+N6q2O+6vuNT0auqqsLBgwcxfPhwbplarcbw4cOxe7fjy8JgMECn0wn+BRK2MNDMNRn4LM15jce9WTVJD52aRTnZUho5D7Qtu8uG/cs5p6gCd3ywncuws9GqURjaNo0Q7b/4Z4emAIBzhWV4/WdrTVGxorv8QsJiiBXLXTi2u9N9APH+LhuMSQ874bPjrHVQvjtj3YJUKtzaOZ77HB8dih4upnTq/e/NOHKxRLRx8OdzQ/Hq6C6cZ9E/qRHG9m7psN3I7s0RqgkSjJsc1LaJw3Z8MuaPwNM3Oxe9hwe25v5uHBGCKTclcZ9tFT06N4/G0of7oqOLZ9U2K7pYAkVUqAaaIDWGdHD83gGgk8QYwdE9W0h+5zYtuqN7c0Ei044Xb8G/7+4m6j3xPb0Bdr8P/mwp/OgGPxzuLBtcbJ1YHhU/7Gj72767Y3iXeDw0oDWUwvfK3e1T9iU+Fb2rV6/CbDajWTPhoOxmzZohP98xrJSSkoKYmBjuX2JiYl2Z6hL+j6ZpdSe8/fg9m1f03v29sHRiH+yZO8yhP6Nzc+uP3jYFiq11GRKsxtgbrC+qwlKDw7gf2/Z8orTB+O+Mf+DLR/s5JIK0bVozY/rAto3td3WgWbSWy1K12QgAN7SOxW3Vg+p/feYf2DDd2gLv1CwK4SFBMFkYTuWXCsb0AcCoHi2gUqk4QU6ICUWjcA3io7R4ZVQXqFTWRJbL1S+GDvFReOrmdgCE3iV/bBafcX1a4pZO8Q7Lk5pEOBU1ALi3TyuM71fzbP2zQ1M8Vx2KvbdvK8yvnnn7kYFtXIqRjV6tnG8Xz3tRtm4ShokD2iA6NBiR2mA8e2sHjOphTVm3/x4B4XP2xphuXEv8lVGdsWfuMLSPj0Ri43D8MXsIvn9iEL57fCAaRYQ4hOv4L0Cb2L06ugu3zOZJrHi0HwBriDQ2PARhIUECL8g2zq9TsygceeM2vH5XN+43cVP7poLnx5YaL8ajPI8vWK3C6scGCBpZ/ZOEWaYd4q2enFR6/5Sbkjg7AKuA/PrMP/DpQ30wvIv1GQ7TBOHTh/oIGoqR2mDc1rU5xve3PhMTbmyNxMbhUKlUeOH2TgCA5tUe2MC2jdE1oeb5vLlTPJKrf2vRocGYOKANbkyyXsM9N7TkRKxfUs11jexh9coTREKZfauvmd+4sT3/EdpgLoQ7mOdh2hqR9uI4a3hHzBvdFe2qv4Ne1X2l/Gefz6hqu2bc2p673n9UH9ufUDEflsa+fPkyWrZsiV27dmHQoEHc8hdffBFpaWnYu3evYHuDwQCDoeZlr9PpkJiYiJKSEkRH1z7jrDZUVJlQWGqA0cyQ3DQCuUUVaB4TisJSAy5cq0B8tBZJTSKQfa0cHeIjuU5no9mCC9fKoVapUFxpRK9Wsci6WoakJhHIvV6JFjGhuFZehajQYESHanDiso4bOxQWEoSE2FBog4OggrWfq7jCiPCQIORer0D3ljHcBJQXrpWjoNSAxEbhCFKrEBKsRkmFEZVGMzrER+JUfikYGMJDglFUbkDTSC1yiyrROCIEoRo1EmLDkF+iR2GZAb0TY3HmSinMFoYeLWNQaTSjqLyKSxfPulqOuCgtdJVGQSJIZGgwmkSEIK9Ej96JsQgJVkOnN+LoxRJ0S4iG0cygVgFNIrXIvlrOjbXSBKnQp00jqFUqZBaWoX1cJI5dLoGu0oS2cREIDwnCics6tG8WCYPROpFvi5hQhASpkXGxGDFhGuiNZqhVKnRpEY0ygwlFZVUoqS4K3D4+EqV6I0I1Qbii03OJEuevliOiuspHpDYYmYVlaNUoDEEqFXKKKpDcNAJGM8OFa+VQqVSICdOgssqMoooqlOlNaNMkHJeLK2GyMPROjIVOb4RapUKp3gS1yto/GxelRaQ2GFUmC07nlyI6LBg9WsZApVLhik4PFayentnCcLagFB3io3A639p3Fx4ShKZRWpQbTDh7pQwxYRr0aBWDUr0RxRVGJLoQ9+vlVTiZp0On5lEo1ZuQxGsIleqNKDOY0CImDAWleqigglajRqnehJaxYSjQ6RESrEZsdSi0zGDCtTIDjGYLkppEIKeoAgmxYdxA68JSA84VlOGG1rHQBqtx+GIJIrXBaB8vHXI0WxgyC8sQHapBWEiQQzJTZZUZeSWVMFTPY9ktIRoqlQqMMRy7pINabR0baPteEhuHo0Cnx7nqZ8hkYUioFusqkwXpOdeR2DgcCbFhYIzhRJ4O18uNSI6LQMvqZZmFZUhuGsl5T4xZq+y0jYtE9rVyJDYKR7BahcMXixEVqkH7+EiUVBhhMJkRXy0UeqMZl4sr0TYukpt3r1Uj4XeVc60CTaNCROfcu3i9AlFaDUwWCyxM6FkWlOpxvrAcfVo3Ql5JJa6VV6F3q1icyi9FUXkV1CqgU/MolBlMaNMkgrv2rKvl6NgsEucKypDcNELUk7a+qyrQLi4CFVVmXCurQmuJvmFfoNPpEBMT41IPfCp6VVVVCA8Px48//oixY8dyyydPnozi4mL8/PPPTveXe5EEQRBEw0auHvg0vBkSEoK+fftiy5aaAdAWiwVbtmwReH4EQRAE4Ql8XnD6ueeew+TJk9GvXz/ceOON+OCDD1BeXo4pU6b42jSCIAiigeFz0Rs/fjwKCwsxf/585Ofno3fv3ti0aZNDcgtBEARB1Baf9unVFurTIwiCIAA/6dMjCIIgiLqERI8gCIIIGEj0CIIgiIDB54kstcHWHRlo5cgIgiAIITYdcJWm4teiV1pqrUxRn8qREQRBEL6jtLQUMTHSZf/8OnvTYrHg8uXLiIqKcjmXlDexlUPLzc2lLFI76N6IQ/dFGro30tC9kYYxhtLSUiQkJECtlu6582tPT61Wo1WrVr42gyM6OpoeRAno3ohD90UaujfS0L0Rx5mHZ4MSWQiCIIiAgUSPIAiCCBhI9DyAVqvF66+/Dq3WcU67QIfujTh0X6SheyMN3Zva49eJLARBEAShBPL0CIIgiICBRI8gCIIIGEj0CIIgiICBRI8gCIIIGEj0asmnn36KpKQkhIaGYsCAAdi3b5+vTfI627dvx1133YWEhASoVCps2LBBsJ4xhvnz56NFixYICwvD8OHDcfbsWcE2RUVFmDhxIqKjoxEbG4tp06ahrKysDq/C86SkpKB///6IiopCfHw8xo4di9OnTwu20ev1mD59Opo0aYLIyEjce++9uHLlimCbnJwcjB49GuHh4YiPj8cLL7wAk8lUl5ficZYuXYqePXtyg6oHDRqE3377jVsfqPdFjEWLFkGlUmHWrFncMro/HoQRbrNmzRoWEhLCVqxYwY4fP84ef/xxFhsby65cueJr07zKxo0b2auvvsrWrVvHALD169cL1i9atIjFxMSwDRs2sMOHD7MxY8aw5ORkVllZyW1zxx13sF69erE9e/awHTt2sPbt27MJEybU8ZV4lttvv52lpqayY8eOsYyMDDZq1CjWunVrVlZWxm3z5JNPssTERLZlyxZ24MABNnDgQDZ48GBuvclkYt27d2fDhw9n6enpbOPGjaxp06Zs7ty5vrgkj/HLL7+w//3vf+zMmTPs9OnT7JVXXmEajYYdO3aMMRa498Weffv2saSkJNazZ082c+ZMbjndH89BolcLbrzxRjZ9+nTus9lsZgkJCSwlJcWHVtUt9qJnsVhY8+bN2bvvvsstKy4uZlqtln333XeMMcZOnDjBALD9+/dz2/z2229MpVKxS5cu1Znt3qagoIABYGlpaYwx633QaDTshx9+4LY5efIkA8B2797NGLM2KNRqNcvPz+e2Wbp0KYuOjmYGg6FuL8DLNGrUiH3xxRd0X6opLS1lHTp0YJs3b2ZDhw7lRI/uj2eh8KabVFVV4eDBgxg+fDi3TK1WY/jw4di9e7cPLfMtWVlZyM/PF9yXmJgYDBgwgLsvu3fvRmxsLPr168dtM3z4cKjVauzdu7fObfYWJSUlAIDGjRsDAA4ePAij0Si4N507d0br1q0F96ZHjx5o1qwZt83tt98OnU6H48eP16H13sNsNmPNmjUoLy/HoEGD6L5UM336dIwePVpwHwB6bjyNXxec9iVXr16F2WwWPGQA0KxZM5w6dcpHVvme/Px8ABC9L7Z1+fn5iI+PF6wPDg5G48aNuW38HYvFglmzZuGmm25C9+7dAVivOyQkBLGxsYJt7e+N2L2zrfNnjh49ikGDBkGv1yMyMhLr169H165dkZGREdD3BQDWrFmDQ4cOYf/+/Q7rAv258TQkegThBaZPn45jx45h586dvjal3tCpUydkZGSgpKQEP/74IyZPnoy0tDRfm+VzcnNzMXPmTGzevBmhoaG+NqfBQ+FNN2natCmCgoIcMqiuXLmC5s2b+8gq32O7dmf3pXnz5igoKBCsN5lMKCoqahD3bsaMGfj111+xbds2wdRXzZs3R1VVFYqLiwXb298bsXtnW+fPhISEoH379ujbty9SUlLQq1cvfPjhhwF/Xw4ePIiCggL06dMHwcHBCA4ORlpaGj766CMEBwejWbNmAX1/PA2JnpuEhISgb9++2LJlC7fMYrFgy5YtGDRokA8t8y3Jyclo3ry54L7odDrs3buXuy+DBg1CcXExDh48yG2zdetWWCwWDBgwoM5t9hSMMcyYMQPr16/H1q1bkZycLFjft29faDQawb05ffo0cnJyBPfm6NGjgkbB5s2bER0dja5du9bNhdQRFosFBoMh4O/LsGHDcPToUWRkZHD/+vXrh4kTJ3J/B/L98Ti+zqTxZ9asWcO0Wi1buXIlO3HiBPvXv/7FYmNjBRlUDZHS0lKWnp7O0tPTGQC2ePFilp6ezi5cuMAYsw5ZiI2NZT///DM7cuQIu/vuu0WHLNxwww1s7969bOfOnaxDhw5+P2ThqaeeYjExMeyvv/5ieXl53L+KigpumyeffJK1bt2abd26lR04cIANGjSIDRo0iFtvSz2/7bbbWEZGBtu0aROLi4vz+9Tzl19+maWlpbGsrCx25MgR9vLLLzOVSsX++OMPxljg3hcp+NmbjNH98SQkerXk448/Zq1bt2YhISHsxhtvZHv27PG1SV5n27ZtDIDDv8mTJzPGrMMW5s2bx5o1a8a0Wi0bNmwYO336tOAY165dYxMmTGCRkZEsOjqaTZkyhZWWlvrgajyH2D0BwFJTU7ltKisr2dNPP80aNWrEwsPD2T333MPy8vIEx8nOzmYjR45kYWFhrGnTpuz5559nRqOxjq/Gs0ydOpW1adOGhYSEsLi4ODZs2DBO8BgL3Psihb3o0f3xHDS1EEEQBBEwUJ8eQRAEETCQ6BEEQRABA4keQRAEETCQ6BEEQRABA4keQRAEETCQ6BEEQRABA4keQRAEETCQ6BFEHZCUlIQPPvjA12Yo5o033kDv3r19bQZBeAwSPYKQ4Oabb8asWbMclq9cudJhmhdX7N+/H//617+4zyqVChs2bHC5n0qlQmhoKC5cuCBYPnbsWDz66KOKbCAIgkSPIOqEuLg4hIeHu7WvSqXC/PnzPWyRbzEajb42gQhQSPQIopY8+uijGDt2LN577z20aNECTZo0wfTp0wUvdn54MykpCQBwzz33QKVScZ+lmDFjBr755hscO3ZMchux8Gnv3r3xxhtvcJ9VKhWWLVuGO++8E+Hh4ejSpQt2796Nc+fO4eabb0ZERAQGDx6MzMxMh+MvW7YMiYmJCA8PxwMPPMDNCm/jiy++QJcuXRAaGorOnTvj//7v/7h12dnZUKlUWLt2LYYOHYrQ0FCsXr3a6TUThLcg0SMID7Bt2zZkZmZi27ZtWLVqFVauXImVK1eKbmubHTs1NRV5eXmis2Xzuemmm3DnnXfi5ZdfrrWdb775JiZNmoSMjAx07twZDz30EJ544gnMnTsXBw4c4KZH4nPu3Dl8//33+O9//4tNmzYhPT0dTz/9NLd+9erVmD9/Pt566y2cPHkSb7/9NubNm4dVq1YJjvPyyy9j5syZOHnyJG6//fZaXwtBuAPNnE4QHqBRo0b45JNPEBQUhM6dO2P06NHYsmULHn/8cYdt4+LiAACxsbGyJ/hMSUlBz549sWPHDvzzn/90284pU6bggQceAAC89NJLGDRoEObNm8eJ0MyZMzFlyhTBPnq9Hl999RVatmwJAPj4448xevRovP/++2jevDlef/11vP/++xg3bhwA65yKJ06cwLJlyzB58mTuOLNmzeK2IQhfQZ4eQXiAbt26ISgoiPvcokULh9nha0PXrl0xadKkWnt7PXv25P5u1qwZAKBHjx6CZXq9HjqdjlvWunVrTvAA64SlFosFp0+fRnl5OTIzMzFt2jRERkZy/xYuXOgQJu3Xr1+tbCcIT0CeHkFIEB0d7dB3BQDFxcWIiYkRLNNoNILPKpUKFovFo/YsWLAAHTt2FM36VKvVsJ8lTCxZhG+nSqWSXCbX9rKyMgDA8uXLHWa95zcCACAiIkLWMQnCm5DoEYQEnTp1wh9//OGw/NChQ+jYsWOtjq3RaGA2mxXtk5iYiBkzZuCVV15Bu3btBOvi4uKQl5fHfdbpdMjKyqqVjTZycnJw+fJlJCQkAAD27NkDtVqNTp06oVmzZkhISMD58+cxceJEj5yPILwJhTcJQoKnnnoKZ86cwbPPPosjR47g9OnTWLx4Mb777js8//zztTp2UlIStmzZgvz8fFy/fl32fnPnzsXly5fx559/Cpbfeuut+Prrr7Fjxw4cPXoUkydPdvC03CU0NBSTJ0/G4cOHsWPHDjz77LN44IEHuP7IBQsWICUlBR999BHOnDmDo0ePIjU1FYsXL/bI+QnCk5DoEYQEbdu2xfbt23Hq1CkMHz4cAwYMwPfff48ffvgBd9xxR62O/f7772Pz5s1ITEzEDTfcIHu/xo0b46WXXoJerxcsnzt3LoYOHYo777wTo0ePxtixYx28QXdp3749xo0bh1GjRuG2225Dz549BUMSHnvsMXzxxRdITU1Fjx49MHToUKxcuRLJyckeOT9BeBIVs+8IIAiCIIgGCnl6BEEQRMBAokcQBEEEDCR6BEEQRMBAokcQBEEEDCR6BEEQRMBAokcQBEEEDCR6BEEQRMBAokcQBEEEDCR6BEEQRMBAokcQBEEEDCR6BEEQRMBAokcQBEEEDP8PwuWelvCq5yYAAAAASUVORK5CYII=", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply refractory period violation check \n", "spike_times, _ = aopy.data.base.load_preproc_spike_data(preproc_dir, subject, te_id, date, drive)\n", "\n", "min_ref_period = 1 #[ms]\n", "ref_perc_thresh = 1 #[%]\n", "ref_good_unit_labels, ref_violation = aopy.postproc.neuropixel.get_units_without_refractory_violations(spike_times, ref_perc_thresh=ref_perc_thresh, min_ref_period=min_ref_period)\n", "\n", "fig, ax = plt.subplots(1,1,figsize=(5,3))\n", "ax.plot(np.arange(len(unit_labels)), ref_violation)\n", "ax.plot(ax.get_xlim(), [min_ref_period,min_ref_period], 'r')\n", "ax.set(xlabel='Unit Number', ylabel='Refractory Violations [%]')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "# Apply amplitude cutoff\n", "waveform_amplitude_threshold = 50\n", "amp_good_unit_labels, amplitudes, mean_waveforms = aopy.postproc.neuropixel.get_high_amplitude_units(preproc_dir, subject, te_id, date, drive, waveform_amplitude_threshold, include_bad_unit_wfs=True)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,3,figsize=(10,3))\n", "ax[0].hist(amplitudes, bins=100)\n", "ax[0].set(xlabel='Waveform Amplitude [$\\mu$V]', ylabel='Unit Count')\n", "ax[0].plot([waveform_amplitude_threshold, waveform_amplitude_threshold], ax[0].get_ylim(), 'r')\n", "\n", "nwf_plot = 5\n", "good_unit_idx = np.isin(unit_labels, amp_good_unit_labels)\n", "wf_samplerate = aopy.data.base.load_preproc_spike_data(preproc_dir, subject, te_id, date, drive)[1]['ap_samplerate']\n", "wf_time_axis = 1e3*np.arange(mean_waveforms.shape[0])/wf_samplerate\n", "ax[1].plot(wf_time_axis, mean_waveforms[:,good_unit_idx][:,:nwf_plot])\n", "ax[1].set(xlabel='[ms]', ylabel='[$\\mu V$]', title=f'Good Units (n={np.sum(good_unit_idx)})')\n", "\n", "ax[2].plot(wf_time_axis, mean_waveforms[:,~good_unit_idx][:,:nwf_plot])\n", "ax[2].set(xlabel='[ms]', ylabel='[$\\mu V$]', title=f'Bad Units (n={np.sum(~good_unit_idx)})') # if units aren't shown it is likely becasue there weren't \n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "18199\n" ] } ], "source": [ "# Apply kilosort noise cutoff threshold\n", "template_amplitudes = aopy.postproc.neuropixel.extract_ks_template_amplitudes(preproc_dir, subject, te_id, date, drive, data_source='Neuropixel', start_time=0, end_time=None) # Load template amplitudes from preprocessed kilosort folder. TODO replace with extracting amplitudes directly from preprocessed data once Tomo puts them in.\n", "ksamp_good_unit_labels, low_bin_perc, cutoff_metric = aopy.postproc.neuropixel.apply_noise_cutoff_thresh(template_amplitudes, bin_width=0.2, low_bin_thresh=0.1, uhq_std_thresh=5, min_spikes=10)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot an example of a few units determined to be good and bad\n", "nunits_plot = 3\n", "fig, ax = plt.subplots(1,2,figsize=(8,4))\n", "bad_unit_labels = np.array(unit_labels)[~np.isin(unit_labels, ksamp_good_unit_labels)]\n", "for iunit in range(nunits_plot):\n", " ax[0].hist(template_amplitudes[ksamp_good_unit_labels[iunit]], bins=100, alpha=0.5)\n", " ax[1].hist(template_amplitudes[bad_unit_labels[iunit]], bins=100, alpha=0.5)\n", "\n", "ax[0].legend([f'Unit {ksamp_good_unit_labels[0]}', f'Unit {ksamp_good_unit_labels[1]}', f'Unit {ksamp_good_unit_labels[2]}'])\n", "ax[1].legend([f'Unit {bad_unit_labels[0]}', f'Unit {bad_unit_labels[1]}', f'Unit {bad_unit_labels[2]}'])\n", "ax[0].set(xlabel='Template Amplitude', ylabel='Spike Count', title='Good Unit Distribution')\n", "ax[1].set(xlabel='Template Amplitude', ylabel='Spike Count', title='Bad Unit Distribution')\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Apply all unit quality metrics" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# Combine unit quality metrics to estimate good units\n", "present_unit_mask = present_units\n", "ref_good_unit_mask = np.in1d(np.array(unit_labels), ref_good_unit_labels)\n", "amp_good_unit_mask = np.in1d(np.array(unit_labels), amp_good_unit_labels)\n", "ksamp_good_unit_mask = np.in1d(np.array(unit_labels), ksamp_good_unit_labels)\n", "\n", "final_good_unit_mask = present_unit_mask*ref_good_unit_mask*amp_good_unit_mask*ksamp_good_unit_mask" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot how many units are removed by each metric\n", "fig, ax = plt.subplots(1,1)\n", "[ax.bar(np.arange(5), [len(unit_labels), len(unit_labels), len(unit_labels), len(unit_labels), len(unit_labels)], color='black', label='Total Units')]\n", "ax.bar(0, np.sum(present_unit_mask), label='Pass Presence Ratio')\n", "ax.bar(1, np.sum(ref_good_unit_mask), label='Pass Refractory Period')\n", "ax.bar(2, np.sum(amp_good_unit_mask), label='Pass Waveform Amplitude')\n", "ax.bar(3, np.sum(ksamp_good_unit_mask), label='Pass Kilosort Amplitude')\n", "ax.bar(4, np.sum(final_good_unit_mask), label='Pass All Metics')\n", "ax.legend(bbox_to_anchor=(1,1))\n", "ax.set(ylabel='Unit Count')\n", "ax.set_xticks(np.arange(5), [])\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot some rasters of units that pass all quality metrics\n", "nrasters = 5\n", "fig, ax = plt.subplots(1,nrasters,figsize=(nrasters*4, 4))\n", "for iunit in range(nrasters):\n", " plt_unit_idx = np.where(final_good_unit_mask)[0][iunit*2]\n", " ax[iunit].pcolor(raster_bins, np.arange(len(start_times)), spike_aligned[:,plt_unit_idx,:].T, cmap='Grays')\n", " ax[iunit].set(xlabel='Time [s]', ylabel='Trial', title=f\"Unit {unit_labels[plt_unit_idx]}\")\n", "\n", "fig.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "ryan-analysis", "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": "3.9.15" } }, "nbformat": 4, "nbformat_minor": 2 }