{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "rOQILmzsHyQy" }, "source": [ "# Spiking Data Processing and Analysis" ] }, { "cell_type": "markdown", "metadata": { "id": "hXtQqut5hlpU" }, "source": [ "ในบทเรียนนี้เราจะมาดูกันว่า จาก raw data หน้าตายุ่งๆ จะนำไปสู่ raster plot, tuning curve และ data analysis ลักษณะอื่น ๆ เพื่อทำความเข้าใจการทำงานของนิวรอนได้อย่างไร\n", "\n", "บทเรียนนี้อ้างอิงจากเนื้อหา Brain Building Blocks session 3-4 หัวข้อ [Single Neuron Studies](https://www.youtube.com/watch?v=j4_m8PE0zcs&list=UULFq6dNW5GdYGggpt-UHavt0w&index=35) และ [From firings to meanings](https://www.youtube.com/watch?v=49ZKOzhMsW0&list=UULFq6dNW5GdYGggpt-UHavt0w&index=31)" ] }, { "cell_type": "markdown", "metadata": { "id": "rhIFRpkphwYo" }, "source": [ "# Pre-processing\n" ] }, { "cell_type": "markdown", "metadata": { "id": "YzjT_i3oxu-R" }, "source": [ "**Pre-processing**\n", "ข้อมูลดิบ (raw data) ที่ได้จากการวัดสัญญาณประสาทด้วยขั้วไฟฟ้า (electrode) จะมีลักษณะเป็น time-series data ที่ประกอบไปด้วย action potentials หรือ spikes ที่มีลักษณะเป็นเข็มแหลมๆ (high-frequency component) อยู่บนคลื่นเตี้ยๆ (low-frequency component) ดังภาพประกอบแถวที่ 2\n", "\n", "**Filtering**\n", "ซึ่งหากนำ raw data มาผ่าน low-pass filter จะได้ Local Field Potential (ภาพประกอบแถวที่ 1; เป็น time-series data ที่สามารถนำไปวิเคราะห์ต่อได้ สามารถศึกษาเพิ่มเติมได้ที่ https://www.youtube.com/watch?v=PwkYgrTE2fU)\n", "\n", "และหากนำ raw data เดียวกันมาผ่าน high-pass filter จะได้ Multi-unit activities (spikes บนพื้นเรียบกริบ ดังภาพประกอบแถวล่างสุด)\n", "\n", "**Spike Detection/Thresholding**\n", "จากนั้นจะเห็นได้ว่า เราสามารถตั้ง threshold บน Multi-unit activities เพื่อ detect spikes ได้ง่ายขึ้น (ลองจินตนาการดูว่าหากไม่ filter ก่อนแล้วตั้ง threshold เลย spike detection จะเป็นอย่างไร)\n", "\n", "**Spike Sorting/Clustering**\n", "เนื่องจากสัญญาณที่ electrode บันทึกได้ มักเป็นสัญญาณที่มาจากหลายนิวรอนรอบๆ electrode นั้น (เห็นได้จาก waveforms ที่มีลักษณะต่างกันดังแสดงด้วย 4 สีที่แตกต่างกัน ดังภาพประกอบแถวที่ 3)\n", "ในกรณีที่นักวิจัยต้องการสัญญาณจากเซลล์เดี่ยว (single-unit) ขั้นตอน Spike sorting ด้วยการแยกตาม features ต่างๆ ของ waveforms จะช่วยให้สามารถแยกสัญญาณจากแต่ละเซลล์ สำหรับการวิเคราะห์พฤติกรรมของนิวรอนแบบเดี่ยวๆ ต่อไป เช่น tuning curve, tuning progression plot, etc.\n", "\n", "ในหลายกรณี นักวิจัยสามารถ decode สัญญาณประสาทจากหลายเซลล์ (multi-unit) ซึ่งไม่จำเป็นต้องแยกสัญญาณเซลล์เดี่ยว ทำให้สามารถข้ามขั้นตอน spike sorting ไปได้\n", "\n", "เนื่องจากโดยทั่วไป pre-processing ต้องใช้เวลามากโดยเฉพาะอย่างยิ่ง ในส่วนของ spike-sorting นอกจากนี้ raw data เป็นไฟล์ข้อมูลขนาดใหญ่เพราะใช้ sampling frequency ในการบันทึกข้อมูลค่อนข้างสูง\n", "นักวิจัยส่วนใหญ่มักจะแชร์ pre-processed data ในรูปแบบของ spike timestamps หรือ spike trains (ตำแหน่งของสามเหลี่ยมเล็กๆ บนภาพแถวล่างสุด) พร้อมกับข้อมูลของ events และ conditions ต่างๆ ในการทดลองนั้นๆ\n", "\n", "ดังนั้น ในบทเรียนนี้เราจะเริ่มจากการใช้ข้อมูลในรูปแบบ spike timestamps" ] }, { "cell_type": "markdown", "metadata": { "id": "m1c6LCcdQ_WR" }, "source": [ 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)" ] }, { "cell_type": "markdown", "metadata": { "id": "7XAqD4zhSEgU" }, "source": [ "ที่มา: https://www.sciencedirect.com/science/article/pii/S0361923015000684?via%3Dihub\n" ] }, { "cell_type": "markdown", "metadata": { "id": "OiC3DsJAJK4A" }, "source": [ "# Set Up" ] }, { "cell_type": "markdown", "metadata": { "id": "B1aBZPsCHTyI" }, "source": [ "## Download ข้อมูลทั้งหมด\n", "1. `single_unit_spikes.csv` เป็นไฟล์ที่เก็บ spike timestamps สำหรับสร้าง raster plot เพื่อ visualize ข้อมูล และสร้าง tuning curve\n", "2. `single_unit_spikes_density.csv` เป็นไฟล์ที่เก็บ spike density function ที่ผ่านการนำ spiking data มา convolve กับ gausian function ให้เป็น firing rate สำหรับ visualize data ในแกนเวลา\n", "3. `multi_unit_spiking_density.csv` เป็นไฟล์ multi-unit data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "RC8V6jT7Gn1A", "outputId": "6ee56261-fc27-4279-808d-0698bdb2096e" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Cloning into 'modality-exploration-spiking-data'...\n", "remote: Enumerating objects: 10, done.\u001b[K\n", "remote: Total 10 (delta 0), reused 0 (delta 0), pack-reused 10 (from 1)\u001b[K\n", "Receiving objects: 100% (10/10), 148.91 MiB | 17.67 MiB/s, done.\n", "Updating files: 100% (7/7), done.\n" ] } ], "source": [ "!git clone https://github.com/braincodecamp/modality-exploration-spiking-data.git\n", "!mv modality-exploration-spiking-data/* .\n", "!rm -r modality-exploration-spiking-data" ] }, { "cell_type": "markdown", "metadata": { "id": "smwDe2aDJFI3" }, "source": [ "## Import modules" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "id": "2XkXwY5KJPsI" }, "outputs": [], "source": [ "import os\n", "import re\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "from sklearn.decomposition import PCA\n", "import ipywidgets as widgets # ใช้สำหรับการทำ interactive display" ] }, { "cell_type": "markdown", "metadata": { "id": "XgvaSx0vI7uE" }, "source": [ "# Single-Unit Analyses\n", "\n", "ข้อมูลของ spiking data มักมาในรูปแบบของ timestamps คือเวลาที่เกิด spikes ขึ้น ในแต่ละ trials ซึ่งก่อนที่จะมีการแยกเป็น trials จะต้องมีการทำ data alignment ก่อน หากผู้เรียนจินตนาการว่าการบันทึกข้อมูลประกอบไปด้วย events ต่าง ๆ ที่เกิดขึ้นในระหว่างการทดลอง เช่น มี stimulus ขึ้นบนจอ ผู้ร่วมการทดลองกดปุ่ม หรือแตะบนจอ เป็นต้น ส่วนสัญญาณจากเซลล์ประสาท มักจะเป็นสัญญาณที่ผู้วิจัยบันทึกอย่างต่อเนื่องในระหว่างการทดลองทั้งหมด สัญญาณจากเซลล์ประสาทในแต่ละรอบการทดลอง (trials) ที่จะทำมาวิเคราะห์ จึงต้องทำมา align กับ events ต่าง ๆ ในการทดลอง เช่น stimulus alignment หรือ response alignment ก่อนที่จะนำมาหาค่าเฉลี่ยและวิเคราะห์ข้อมูลต่อไป\n", "\n", "ในกรณีของชุดข้อมูลตัวอย่างนี้เป็นข้อมูลจากเซลล์ประสาทจากสมองส่วนรับการได้ยิน (auditory cortex) ของลิงที่ฟังเสียง (auditory stimuli) ที่ความถี่ต่างๆ ข้อมูลสัญญาณประสาทจึงต้อง align กับจุดเริ่มต้นของเสียง (stimulus onset) และแยกจากความถี่ต่าง ๆ เพื่อเปรียบเทียบสัญญาณประสาทในขณะที่กลุ่มเซลล์ประสาทนี้รับเสียงที่คลื่นความถี่ต่าง ๆ" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "H-IBmv4ztwk5", "outputId": "66cc0c24-f4cc-45fd-c736-cea1ca9fce55" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " unit_name analysisEpoch spikeTimes_1 spikeTimes_2 \\\n", "0 MrCassius-190328_D2_AC_R2_u021 stimOn NaN NaN \n", "1 MrCassius-190328_D2_AC_R2_u021 stimOn NaN NaN \n", "2 MrCassius-190328_D2_AC_R2_u021 stimOn NaN NaN \n", "3 MrCassius-190328_D2_AC_R2_u021 stimOn NaN NaN \n", "4 MrCassius-190328_D2_AC_R2_u021 stimOn NaN NaN \n", "\n", " spikeTimes_3 spikeTimes_4 spikeTimes_5 nSpikes firingRate trial_index \\\n", "0 NaN NaN NaN 0 0.0 1 \n", "1 NaN NaN NaN 0 0.0 2 \n", "2 NaN NaN NaN 0 0.0 3 \n", "3 NaN NaN NaN 0 0.0 4 \n", "4 NaN NaN NaN 0 0.0 5 \n", "\n", " stmFreq stmFreqIndx timewin_s \n", "0 800.000000 13 0.127 \n", "1 237.841423 6 0.127 \n", "2 951.365692 14 0.127 \n", "3 141.421356 3 0.127 \n", "4 168.179283 4 0.127 \n" ] } ], "source": [ "singleUnit_spikeTimestamps = pd.read_csv('data/single_unit_spikes.csv')\n", "print(singleUnit_spikeTimestamps.head())" ] }, { "cell_type": "markdown", "metadata": { "id": "1nwOfer9ikFw" }, "source": [ "## Raster plot\n", "\n", "เมื่อได้ spike timestamps มาแล้ว สิ่งที่แรกที่เรามักจะต้องทำคือ Raster plot ซึ่งเป็นกราฟที่โชว์ตำแหน่งของ spiking data ตามเวลา (spike timestamps ในแต่ละ trial จะมีค่าติดลบหากเกิดขึ้นก่อน stimulus, มีค่าเป็นศูนย์ หากเกิดขึ้นพร้อม stimulus และมีค่าเป็นบวก หากเกิดขึ้นหลัง stimulus) Raster plot จะทำให้เป็นภาพรวมของการเกิด spikes ว่ามี pattern ที่แตกต่างกันระหว่าง conditions ต่าง ๆ ของการทดลองหรือไม่\n", "\n", "*หากการบันทึกข้อมูลเกิดขึ้นเป็นเวลานาน (เช่น หลายชั่วโมง) สามารถใช้เช็คความต่อเนื่องของการเก็บข้อมูลได้ เช่น หากสัญญาณของเซลล์ประสาทหายไปในครึ่งหลังของการเก็บข้อมูล (เซลล์อาจจะเคลื่อนออกไปไกลจาก electrode ในระหว่างการบันทึกข้อมูล) ควรตัดข้อมูลในช่วงที่ไม่มีสัญญาณออก" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 472 }, "id": "F-R2D9bNvXHu", "outputId": "86f477e7-9486-498b-8bc6-8ce0b93ed525" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.patches as patches\n", "\n", "# Sort trials by stmFreq\n", "sorted_df = singleUnit_spikeTimestamps.sort_values('stmFreq')\n", "\n", "# Create a figure and axes\n", "fig, ax = plt.subplots()\n", "\n", "# Extract unique stmFreq values\n", "unique_freqs = sorted_df['stmFreq'].unique()\n", "\n", "# Find the number of spikeTimes columns\n", "spike_cols = [col for col in sorted_df.columns if col.startswith('spikeTimes_')]\n", "num_spike_cols = len(spike_cols)\n", "\n", "\n", "# Plot raster (all in blue)\n", "for i, trial in enumerate(sorted_df.index):\n", " for n in range(1, num_spike_cols + 1):\n", " col = f'spikeTimes_{n}'\n", " spike_times = sorted_df.loc[trial, col]\n", " if not pd.isna(spike_times):\n", " if isinstance(spike_times, (list, tuple, np.ndarray)):\n", " ax.plot(spike_times, [i] * len(spike_times), '|', markersize=10, color='black') # Mark in black\n", " else:\n", " ax.plot(spike_times, i, '|', markersize=10, color='black') # Mark in black\n", "\n", "# Add grey box for 0-200 ms\n", "rect = patches.Rectangle((0, -0.5), 200, len(sorted_df) + 0.5, linewidth=1, edgecolor='none', facecolor='lightgrey')\n", "ax.add_patch(rect)\n", "\n", "# Create a mapping from y-tick values to rounded stmFreq values\n", "y_tick_mapping = {i * 10: round(freq, 0)\n", " for i, freq in enumerate(unique_freqs)}\n", "\n", "# Set y-ticks and labels (every 50)\n", "y_ticks = range(0, 301, 40)\n", "y_tick_labels = [y_tick_mapping.get(y, '') for y in y_ticks]\n", "ax.set_yticks(y_ticks)\n", "ax.set_yticklabels(y_tick_labels)\n", "\n", "# Set x-axis limits\n", "ax.set_xlim(-100, 400)\n", "\n", "# Set labels\n", "ax.set_xlabel('Time')\n", "ax.set_ylabel('Trial (sorted by stmFreq)')\n", "ax.set_title('Raster Plot')\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "zdmnFfCEi2UE" }, "source": [ "## Tuning curve\n", "\n", "หากต้องการเปรียบเทียบสัญญาณประสาทระหว่าง condition ต่าง ๆ มักทำด้วยการสร้าง tuning curve คือการนำค่าเฉลี่ยของ firing rate (Hz; จำนวน spikes ต่อ วินาที) ของเซลล์ประสาทใน condition ต่าง ๆ มา plot กราฟ ดังภาพจะเห็นได้ว่าเซลล์ประสาทเซลล์นี้มีความจำเพาะ (sensitivity) ต่อเสียงที่ความถี่ที่ 476 Hz" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 502 }, "id": "Iey-jruC03X4", "outputId": "5329e2ac-aa3c-4324-c5ac-65950beaa15c" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Calculate mean firing rates for each stmFreq\n", "mean_firing_rates = singleUnit_spikeTimestamps.groupby('stmFreqIndx')['firingRate'].mean()\n", "\n", "# Sort by stmFreq\n", "mean_firing_rates = mean_firing_rates.sort_index()\n", "\n", "# Extract unique stmFreq values\n", "unique_labels = singleUnit_spikeTimestamps.stmFreq.unique()\n", "rounded_labels = [round(freq) for freq in unique_labels] # Round unique labels\n", "rounded_labels.sort() # Sort rounded labels\n", "\n", "\n", "# Create a figure and axes\n", "fig, ax = plt.subplots()\n", "\n", "# Plot tuning curve\n", "ax.plot(mean_firing_rates.index, mean_firing_rates.values, color='teal') # Use a teal color\n", "\n", "# Set x-tick labels using rounded stmFreq values and equally spaced locations\n", "ax.set_xticks(range(len(unique_labels)))\n", "ax.set_xticklabels(rounded_labels, rotation=90, ha='right') # Rotate labels 90 degrees\n", "\n", "# Set labels\n", "ax.set_xlabel('stmFreq')\n", "ax.set_ylabel('Mean Firing Rate')\n", "ax.set_title('Tuning Curve')\n", "\n", "# Display the plot\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "nRbx_GxERaLt" }, "source": [ "# Population Analyses: Multi-Unit Data\n", "\n", "จากนั้นหากเราต้องการเห็นภาพรวมของการตอบสนองของเซลล์ประสาทในส่วนการได้ยิน (auditory neurons) ต่อเสียงที่คลื่นความถี่ต่าง ๆ เราอาจใช้เทคนิค Principal Component Analysis (PCA) เพื่อลดมิติข้อมูลได้ ดังต่อไปนี้" ] }, { "cell_type": "markdown", "metadata": { "id": "cQ6rPIt_Ekw2" }, "source": [ "## Load data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 590 }, "id": "dCA1QLcX4WJN", "outputId": "35e3d15f-7b58-45cc-c703-dd2b229ad117" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The shape of the dataframe = (38040, 1005)\n", "Column names: Index(['Unnamed: 0', 'dataset_name', 'stmFreq', 'mean_spikeDensity_1',\n", " 'mean_spikeDensity_2', 'mean_spikeDensity_3', 'mean_spikeDensity_4',\n", " 'mean_spikeDensity_5', 'mean_spikeDensity_6', 'mean_spikeDensity_7',\n", " ...\n", " 'timeBin_492', 'timeBin_493', 'timeBin_494', 'timeBin_495',\n", " 'timeBin_496', 'timeBin_497', 'timeBin_498', 'timeBin_499',\n", " 'timeBin_500', 'timeBin_501'],\n", " dtype='object', length=1005)\n" ] }, { "data": { "application/vnd.google.colaboratory.intrinsic+json": { "type": "dataframe" }, "text/html": [ "\n", "
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15171517MrC_190328_153519_PT_D2_AC_ch06_mu1902.73138451.94113751.19698750.45006949.70248948.95769348.21614147.482921...391392393394395396397398399400
376422784MrC_190924_151318_PT_D4_AC_ch01_mu1131.3708507.2182007.2836077.3631507.4563707.5627247.6815947.812296...391392393394395396397398399400
560215112MrC_190705_181401_PT_D3_AC_ch07_mu4525.483400122.761540122.570936122.420210122.309225122.237700122.204576122.208384...391392393394395396397398399400
691225932MrM_190417_140301_PT_D2_AC_ch09_mu800.0000003.0762263.0438983.0195243.0025152.9922652.9881612.989588...391392393394395396397398399400
494823968MrM_190415_131533_PT_D2_AC_ch24_mu12800.0000000.3871330.4015840.4205550.4448100.4732590.5065500.544788...391392393394395396397398399400
172811238MrC_190526_141031_PT_D3_AC_ch03_mu2262.74170019.38626119.67055119.94718520.21520720.47366820.72162120.958139...391392393394395396397398399400
27892789MrC_190330_162647_PT_D2_AC_ch05_mu15221.85107242.31977642.56686842.79996943.01760343.22139043.40869643.581059...391392393394395396397398399400
340631936MrM_190530_210459_PT_D3_AC_ch13_mu1600.0000007.1106747.2442307.3758817.5048537.6304187.7525777.869532...391392393394395396397398399400
793736467MrM_190823_151625_PT_D3_AC_ch10_mu1902.73138414.79820315.04617015.29048115.52970415.76234315.98684116.202275...391392393394395396397398399400
203511545MrC_190531_133718_PT_D3_AC_ch23_mu7610.9255365.9315825.7980125.6626305.5254375.3864575.2457385.103474...391392393394395396397398399400
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10 rows × 1005 columns

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\n" ], "text/plain": [ " Unnamed: 0 dataset_name stmFreq \\\n", "1517 1517 MrC_190328_153519_PT_D2_AC_ch06_mu 1902.731384 \n", "3764 22784 MrC_190924_151318_PT_D4_AC_ch01_mu 1131.370850 \n", "5602 15112 MrC_190705_181401_PT_D3_AC_ch07_mu 4525.483400 \n", "6912 25932 MrM_190417_140301_PT_D2_AC_ch09_mu 800.000000 \n", "4948 23968 MrM_190415_131533_PT_D2_AC_ch24_mu 12800.000000 \n", "1728 11238 MrC_190526_141031_PT_D3_AC_ch03_mu 2262.741700 \n", "2789 2789 MrC_190330_162647_PT_D2_AC_ch05_mu 15221.851072 \n", "3406 31936 MrM_190530_210459_PT_D3_AC_ch13_mu 1600.000000 \n", "7937 36467 MrM_190823_151625_PT_D3_AC_ch10_mu 1902.731384 \n", "2035 11545 MrC_190531_133718_PT_D3_AC_ch23_mu 7610.925536 \n", "\n", " mean_spikeDensity_1 mean_spikeDensity_2 mean_spikeDensity_3 \\\n", "1517 51.941137 51.196987 50.450069 \n", "3764 7.218200 7.283607 7.363150 \n", "5602 122.761540 122.570936 122.420210 \n", "6912 3.076226 3.043898 3.019524 \n", "4948 0.387133 0.401584 0.420555 \n", "1728 19.386261 19.670551 19.947185 \n", "2789 42.319776 42.566868 42.799969 \n", "3406 7.110674 7.244230 7.375881 \n", "7937 14.798203 15.046170 15.290481 \n", "2035 5.931582 5.798012 5.662630 \n", "\n", " mean_spikeDensity_4 mean_spikeDensity_5 mean_spikeDensity_6 \\\n", "1517 49.702489 48.957693 48.216141 \n", "3764 7.456370 7.562724 7.681594 \n", "5602 122.309225 122.237700 122.204576 \n", "6912 3.002515 2.992265 2.988161 \n", "4948 0.444810 0.473259 0.506550 \n", "1728 20.215207 20.473668 20.721621 \n", "2789 43.017603 43.221390 43.408696 \n", "3406 7.504853 7.630418 7.752577 \n", "7937 15.529704 15.762343 15.986841 \n", "2035 5.525437 5.386457 5.245738 \n", "\n", " mean_spikeDensity_7 ... timeBin_492 timeBin_493 timeBin_494 \\\n", "1517 47.482921 ... 391 392 393 \n", "3764 7.812296 ... 391 392 393 \n", "5602 122.208384 ... 391 392 393 \n", "6912 2.989588 ... 391 392 393 \n", "4948 0.544788 ... 391 392 393 \n", "1728 20.958139 ... 391 392 393 \n", "2789 43.581059 ... 391 392 393 \n", "3406 7.869532 ... 391 392 393 \n", "7937 16.202275 ... 391 392 393 \n", "2035 5.103474 ... 391 392 393 \n", "\n", " timeBin_495 timeBin_496 timeBin_497 timeBin_498 timeBin_499 \\\n", "1517 394 395 396 397 398 \n", "3764 394 395 396 397 398 \n", "5602 394 395 396 397 398 \n", "6912 394 395 396 397 398 \n", "4948 394 395 396 397 398 \n", "1728 394 395 396 397 398 \n", "2789 394 395 396 397 398 \n", "3406 394 395 396 397 398 \n", "7937 394 395 396 397 398 \n", "2035 394 395 396 397 398 \n", "\n", " timeBin_500 timeBin_501 \n", "1517 399 400 \n", "3764 399 400 \n", "5602 399 400 \n", "6912 399 400 \n", "4948 399 400 \n", "1728 399 400 \n", "2789 399 400 \n", "3406 399 400 \n", "7937 399 400 \n", "2035 399 400 \n", "\n", "[10 rows x 1005 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load and combine multi-unit spiking data files into a single dataframe\n", "pattern = re.compile(r\"multi_unit_spiking_density_part.*\")\n", "multi_unit_file_name_list = []\n", "for curr_file in os.listdir('data'):\n", " if pattern.match(curr_file):\n", " multi_unit_file_name_list.append(curr_file)\n", "\n", "multi_unit_file_name_list = np.sort(multi_unit_file_name_list)\n", "\n", "for idx, curr_file in enumerate(multi_unit_file_name_list):\n", " curr_df = pd.read_csv(os.path.join('data', curr_file))\n", " if idx == 0:\n", " multi_unit_data_df = curr_df\n", " else:\n", " multi_unit_data_df = pd.concat((multi_unit_data_df, curr_df), axis=0)\n", "\n", "# Print out some information about our data\n", "print(f\"The shape of the dataframe = {multi_unit_data_df.shape}\")\n", "print(f\"Column names: {multi_unit_data_df.columns}\")\n", "\n", "# Display 10 random rows of the data\n", "multi_unit_data_df.sample(10)" ] }, { "cell_type": "markdown", "metadata": { "id": "UfW6wyOpRpwX" }, "source": [ "Extract information from the dataframe" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "zEjFLy98QSDa", "outputId": "d5b8a200-80dc-4f11-bc84-a4ccaf94cb26" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "There are 501 time bins\n", "There are 501 mean spike density\n", "There are 30 unique stim frequencies\n", "There are 1268 different units\n" ] } ], "source": [ "# Create a list of column names that can be used to extract 'timeBin' from the dataframe\n", "time_bin_col_list = []\n", "\n", "# Create a list of column names that can be used to extract 'mean_spike_density_col_list' from the dataframe\n", "mean_spike_density_col_list = []\n", "\n", "for col_name in multi_unit_data_df.columns:\n", " if col_name.startswith('timeBin_'):\n", " time_bin_col_list.append(col_name)\n", " if col_name.startswith('mean_spikeDensity_'):\n", " mean_spike_density_col_list.append(col_name)\n", "\n", "# Check the number of time bins and the number of mean spike densities\n", "num_time_bins = len(time_bin_col_list)\n", "num_mean_spike_density = len(mean_spike_density_col_list)\n", "\n", "# Check if we have the same number of time bins and mean spike densities\n", "if num_time_bins != num_mean_spike_density:\n", " raise ValueError(\"num_time_bins must equal num_mean_spike_density\")\n", "print(f\"There are {num_time_bins} time bins\")\n", "print(f\"There are {num_mean_spike_density} mean spike density\")\n", "\n", "# Extract the list of frequencies\n", "stim_freq_list = np.unique(multi_unit_data_df['stmFreq'])\n", "num_stim_freqs = len(stim_freq_list)\n", "print(f\"There are {num_stim_freqs} unique stim frequencies\")\n", "\n", "# Extract the list of units\n", "unit_list = np.unique(multi_unit_data_df['dataset_name'])\n", "num_units = len(unit_list)\n", "print(f\"There are {num_units} different units\")" ] }, { "cell_type": "markdown", "metadata": { "id": "y9KyKPxmEpKn" }, "source": [ "## Apply PCA" ] }, { "cell_type": "markdown", "metadata": { "id": "ejeHcXN1qoHU" }, "source": [ "We will create a feature matrix" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "wEiIldU3aHzz", "outputId": "4d8ba9de-6a20-47e1-9b4e-a25f5b1cf506" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Our feature matrix should have 15030 rows and 1268 columns\n", "Our feature matrix actually has 15030 rows and 1268 columns\n" ] } ], "source": [ "for idx, curr_stim_freq in enumerate(stim_freq_list):\n", "\n", " # Extract data with a specific stim frequency for all time points: num_units x num_time_points\n", " temp = multi_unit_data_df[multi_unit_data_df['stmFreq'] == curr_stim_freq][mean_spike_density_col_list]\n", "\n", " # Transpose the matrix such that the mean spike density from each unit becomes a feature: num_time_points x num_units\n", " curr_features = temp.transpose().values\n", " curr_labels_stim_freq = curr_stim_freq*np.ones((curr_features.shape[0],))\n", " curr_labels_time = np.arange(1, num_time_bins+1)\n", "\n", " # Combine data from different stim frequencies\n", " if idx == 0:\n", " features = curr_features\n", " labels_stim_freq = curr_labels_stim_freq\n", " labels_time = curr_labels_time\n", " else:\n", " features = np.concatenate((features, curr_features), axis=0)\n", " labels_stim_freq = np.concatenate((labels_stim_freq, curr_labels_stim_freq), axis=0)\n", " labels_time = np.concatenate((labels_time, curr_labels_time), axis=0)\n", "\n", "print(f\"Our feature matrix should have {num_time_bins*num_stim_freqs} rows and {num_units} columns\")\n", "print(f\"Our feature matrix actually has {features.shape[0]} rows and {features.shape[1]} columns\")\n", "\n", "# Check if we have the same number of time bins and mean spike densities\n", "if (features.shape[0] != num_time_bins*num_stim_freqs) or (features.shape[1] != num_units):\n", " raise ValueError(\"num_time_bins must equal num_mean_spike_density\")" ] }, { "cell_type": "markdown", "metadata": { "id": "JwTPz0ZeTbzf" }, "source": [ "Generate the data matrix by using the mean spike density from all units at a specific time point as our features\n", "\n", "
\n", "\n", "The mean spike density for a specific stimulus frequency and a specific time bin is treated as one sample with `num_units` features" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "eIwajXiFMMWj", "outputId": "7f6ea495-0cff-462e-cf23-2717a4451bf3" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "% variance captured by PC1 = 36.89\n", "% variance captured by PC2 = 9.99\n" ] } ], "source": [ "# ลองลดมิติโดยใช้ PCA\n", "n_components = 2\n", "model_pca = PCA(n_components=n_components, whiten=True, random_state=777)\n", "features_pca = model_pca.fit_transform(features)\n", "\n", "# Print ดู variance ที่อธิบายด้วย principal components 3 ตัวแรก\n", "print(f\"% variance captured by PC1 = {model_pca.explained_variance_ratio_[0]*100: 0.2f}\")\n", "print(f\"% variance captured by PC2 = {model_pca.explained_variance_ratio_[1]*100: 0.2f}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "NUZYcqt_uUml" }, "source": [ "Plot the results using\n", "- different colors for different stim frequencies\n", "- different alpha values for different time points (from totally transparent at time bin 1 to totally opaque at the last time bin" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "ZIv8a3mk_icL", "outputId": "f9407987-6116-4d8e-8142-c2f5c143770a" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stimulus frequency list: [ 100. 118.9207115 141.42135624 168.17928305\n", " 200. 237.841423 282.84271247 336.3585661\n", " 400. 475.682846 565.68542495 672.7171322\n", " 800. 951.365692 1131.3708499 1345.43426441\n", " 1600. 1902.731384 2262.7416998 2690.86852881\n", " 3200. 3805.46276801 4525.48339959 5381.73705762\n", " 6400. 7610.92553602 9050.96679919 10763.47411525\n", " 12800. 15221.85107203]\n" ] } ], "source": [ "print(f\"Stimulus frequency list: {stim_freq_list}\")" ] }, { "cell_type": "markdown", "metadata": { "id": "CWUr_Uw_ASIF" }, "source": [ "เตรียม color list สำหรับ plot" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "id": "XFj4XvbK-i_f" }, "outputs": [], "source": [ "def get_equally_spaced_rainbow_colors(n):\n", "\n", " # Get the rainbow colormap\n", " cmap = matplotlib.colormaps['rainbow']\n", "\n", " # Generate equally spaced indices within the colormap\n", " indices = np.linspace(0, cmap.N - 1, n, dtype=int)\n", "\n", " # Extract colors from the colormap\n", " color_list = [cmap(index)[:3] for index in indices]\n", "\n", " return color_list\n", "\n", "display_color_list = get_equally_spaced_rainbow_colors(num_stim_freqs)\n", "\n", "freq2display_color_dict = dict(zip(stim_freq_list, display_color_list))\n", "custom_cmap = plt.cm.colors.ListedColormap([freq2display_color_dict[freq] for freq in freq2display_color_dict])" ] }, { "cell_type": "markdown", "metadata": { "id": "Y--JnyTRAaTr" }, "source": [ "### Plot the PC scores for all stimulus frequencies and time bins" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 696 }, "id": "jInspPEB8foU", "outputId": "2967b26c-795a-42bc-e5b1-da44a2aa12a6" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,8))\n", "plt.scatter(features_pca[:,0],\n", " features_pca[:,1],\n", " c=labels_stim_freq,\n", " cmap=custom_cmap,\n", " marker='.',\n", " alpha=1-labels_time/np.max(labels_time)) # plot สีจาง ๆ สำหรับ time bin แรก แล้วไล่ให้เข้มขึ้นเรื่อย ๆ สำหรับ time bin ถัด ๆ ไป\n", "plt.gca().set_aspect('equal', 'datalim')\n", "plt.xlabel('PC1 score')\n", "plt.ylabel('PC2 score')\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "QAtrXcbxAUF2" }, "source": [ "### Plot the principal components over time" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 388 }, "id": "YpBnUQ0buOrR", "outputId": "1bc6ad9d-d9a8-44d3-c704-cd75bc9298bb" }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "time_axis = multi_unit_data_df[time_bin_col_list].iloc[0,:].values\n", "time2time_bin_dict = dict(zip(time_axis, np.arange(1, time_axis.shape[0]+1)))\n", "time_bin2time_dict = dict(zip(np.arange(1, time_axis.shape[0]+1), time_axis))\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(16, 4))\n", "\n", "for idx_stim_freq, curr_stim_freq in enumerate(stim_freq_list):\n", " row_indices = (labels_stim_freq == curr_stim_freq)\n", "\n", " # Display PC1 over time for a specific stim freq\n", " ax[0].plot(time_axis,\n", " features_pca[row_indices,0],\n", " c=freq2display_color_dict[curr_stim_freq], label=curr_stim_freq)\n", " ax[0].set(xlabel='Time with respect to the stimulus (ms)', ylabel='PC1')\n", " ax[0].grid(True)\n", "\n", " ax[1].plot(time_axis,\n", " features_pca[row_indices,1],\n", " c=freq2display_color_dict[curr_stim_freq], label=curr_stim_freq)\n", " ax[1].set(xlabel='Time with respect to the stimulus (ms)', ylabel='PC2')\n", " ax[1].grid(True)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 122 }, "id": "v5Pu53UPGzpQ", "outputId": "345d2b1e-8c0e-4ea6-d167-eec5e123fb0e" }, "outputs": [ { "data": { "image/png": "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", "text/html": [ "
from_list
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over
" ], "text/plain": [ "" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "custom_cmap" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 410 }, "id": "G-vevEhdG_3H", "outputId": "27f7e1a4-ee4a-4233-d346-f356b776d2f0" }, "outputs": [ { "data": { "image/png": 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6BRGpxQoOA2cY6p5/8PRtIs5y5513nnHcw5133sndd98NQExMDLm5uWzatIlOnToBsHLlSqxWK127drXFPPbYYxQXF+Pt7Q1Aeno6LVq0oG7duraYFStW2AaFlseca1qHM3GbwkJExJXqNit7Z0jB4f+9dMwEnt5wURdXZybuLj8/nz179tjW9+7dS2ZmJqGhoTRp0oR69erZxXt7exMeHk6LFi0AaNWqFX379mXYsGHMmDGD4uJikpKSGDRokO3R1Ntvv52nnnqKhIQExo4dy7Zt25g2bRpTpkyxnXfkyJFcc801TJ48mf79+zN37lw2btxo90hqRbhNV4iIiCt5+cLgzyH4f9Ph+IXALR9ByMWuzEpqgo0bN9KxY0c6duwIwKhRo+jYsSPjx1f8jXZpaWm0bNmS3r17069fP66++mq7giA4OJjly5ezd+9eOnXqxOjRoxk/frzdXBdXXXUVc+bMYdasWbRv354PPviARYsW0aZNG4fux63msfi7KvO5ZxGpPNYS2DSr7BXlDaLh8nvLXlHuCoYBxQXgHahBm65UJfNYDGiB2dvTsWOLSwn+eFet/j2jrhARqdYMA+bfBLs+LismrCXwc3rZG0Vd8YvdZAKfOlV/XRF3oa4QEanWsjNh12LAAGtx2f/u+AgOOTbLsIhUERUWIlKtFZ7l3YFn2y4irqXCQkSqtUaXQ2BY2UvCoOx/6zSC8PauzUtEzkyFhYhUa75BMGRlWYHhUwciOsFdKzTOQaS60uBNEan2GkTDsG9dnYWIVIRaLERERMRpVFiIiIiI06iwEBEREafRGAsREZEzaRQEPg7+miwqqZxc3IhaLERERMRpVFiIiIiI06iwEBEREadRYSEiIiJOo8JCREREnEaFhYiIiDiNCgsRERFxGhUWIiIi4jQqLERERMRpNPOmiIjImTSoA34O/po8oZk31WIhIiIiTqPCQkRERJxGhYWIiIg4jQoLERERcRoVFiIiIuI0KixERETEaVRYiIiIiNOosBARERGnUWEhIiIiTqPCQkRE5EwaBkGY2bGlYZDDl1mzZg3XX389ERERmEwmFi1aZNtXXFzM2LFjadu2LYGBgURERHDXXXdx4MABu3Pk5OQwePBgzGYzISEhJCQkkJ+fbxfz/fff0717d/z8/IiMjGTixImn5bJgwQJatmyJn58fbdu25bPPPnP4ftymsEhJSaFLly4EBQXRsGFD4uPj2bVrl6vTEhER+VsKCgpo374906dPP23fsWPH2Lx5M0888QSbN2/mo48+YteuXQwYMMAubvDgwWzfvp309HSWLFnCmjVrGD58uG2/xWKhT58+NG3alE2bNjFp0iQmTJjArFmzbDFr167ltttuIyEhgS1bthAfH098fDzbtm1z6H5MhmEYDn4GLtG3b18GDRpEly5dKCkp4dFHH2Xbtm388MMPBAYGVugcFouF4OBg8vLyMJvNlZyxiIhUlsr8Pred+5XrMft7O3bs8WKCH/jkgvMymUwsXLiQ+Pj4s8Zs2LCBK664gl9//ZUmTZqwY8cOoqOj2bBhA507dwZg6dKl9OvXj99++42IiAhSU1N57LHHyM7OxsfHB4Bx48axaNEidu7cCcCtt95KQUEBS5YssV3ryiuvpEOHDsyYMaPC9+A2LRZLly5l6NChtG7dmvbt2zN79mz27dvHpk2bXJ2aiIiIHYvFYrcUFhY67dx5eXmYTCZCQkIAyMjIICQkxFZUAMTGxuLh4cH69ettMT169LAVFQBxcXHs2rWLI0eO2GJiY2PtrhUXF0dGRoZD+blNYfFXeXl5AISGhp41prCw8LT/c0VE3EleFmx5G7b+F4ryzx8v1UNkZCTBwcG2JSUlxSnnPXHiBGPHjuW2226ztYhkZ2fTsGFDuzgvLy9CQ0PJzs62xYSFhdnFlK+fL6Z8f0W55WvTrVYrycnJdOvWjTZt2pw1LiUlhaeeeqoKMxMRcZ4DG+HdXicLitBL4d514H/2v6ekmsjKyrLrCvH19f3b5ywuLuaWW27BMAxSU1P/9vkqi1u2WCQmJrJt2zbmzp17zrhHHnmEvLw825KVlVVFGYqI/H2fj4Di4yfXj/wMa19yXT5ScWaz2W75u4VFeVHx66+/kp6eble0hIeHc+jQIbv4kpIScnJyCA8Pt8UcPHjQLqZ8/Xwx5fsryu0Ki6SkJJYsWcKqVato3LjxOWN9fX1P+z9XRMRdWH4Do9R+29H9rslFXKe8qNi9ezdffPEF9erVs9sfExNDbm6u3ZjDlStXYrVa6dq1qy1mzZo1FBcX22LS09Np0aIFdevWtcWsWLHC7tzp6enExMQ4lK/bFBaGYZCUlMTChQtZuXIlUVFRrk5JRKRSRV4NJs+T60YpNHbsO17cQH5+PpmZmWRmZgKwd+9eMjMz2bdvH8XFxdx0001s3LiRtLQ0SktLyc7OJjs7m6KiIgBatWpF3759GTZsGN9++y3ffPMNSUlJDBo0iIiICABuv/12fHx8SEhIYPv27cybN49p06YxatQoWx4jR45k6dKlTJ48mZ07dzJhwgQ2btxIUlKSQ/fjNo+b/vvf/2bOnDksXryYFi1a2LYHBwfj7+9foXPocVMRcSfHc2BuPOz7qmy9y7/h2lfB5DZ/ElaemvS46ZdffkmvXr1O2z5kyBAmTJhw1j+kV61aRc+ePYGyCbKSkpL45JNP8PDwYODAgbzyyivUqVPHFv/999+TmJjIhg0bqF+/PiNGjGDs2LF251ywYAGPP/44v/zyC5deeikTJ06kX79+Fbz7Mm5TWJhMpjNuf+eddxg6dGiFzqHCQkTcjWHA8T/B0wd89bVlU5MKi5rGbZ4KcZP6R0TEqUwmCKjv6ixqqfp1IMDn/HGnOlZUObm4ETWoiYiIiNOosBARERGnUWEhIiIiTqPCQkRERJxGhYWIiIg4jQoLERERcRoVFiIiIuI0KixERETEaVRYiIiIiNO4zcybIiIiVclSLwgCHZt501KgmTfVYiEiIiJOo8JCREREnEaFhYiIiDiNCgsRERFxGhUWIiIi4jQqLERERMRpVFiIiIiI06iwEBEREadRYSEiIiJOo5k3RUREzuBISB1K6vg6dMxR78JKysZ9qMVCREREnEaFhYiIiDiNCgsRERFxGhUWIiIi4jQqLERERMRpVFiIiIiI06iwEBEREadRYSEiIiJOowmyRESqGcOA7/8DOz4Anzpw5SiI6OTqrEQqRi0WIiLVzLevwaK7YNcnsG0evN0NDm51dVa1T15gALl1Ah1a8gIDHL7OmjVruP7664mIiMBkMrFo0SK7/YZhMH78eBo1aoS/vz+xsbHs3r3bLiYnJ4fBgwdjNpsJCQkhISGB/Px8u5jvv/+e7t274+fnR2RkJBMnTjwtlwULFtCyZUv8/Pxo27Ytn332mcP3o8JCRKSayZj8vx8MMErLli1vuTQlqUQFBQW0b9+e6dOnn3H/xIkTeeWVV5gxYwbr168nMDCQuLg4Tpw4YYsZPHgw27dvJz09nSVLlrBmzRqGDx9u22+xWOjTpw9NmzZl06ZNTJo0iQkTJjBr1ixbzNq1a7nttttISEhgy5YtxMfHEx8fz7Zt2xy6H5NhGIaDn4HbslgsBAcHk5eXh9lsdnU6IiJnNCUSLL+dXPfwgk7/gn6vuS6n6qYyv8/Lz/3VtsepE+Tn0LH5R0/Qvc2zF5yXyWRi4cKFxMfHA2WtFREREYwePZqHHnoIgLy8PMLCwpg9ezaDBg1ix44dREdHs2HDBjp37gzA0qVL6devH7/99hsRERGkpqby2GOPkZ2djY+PDwDjxo1j0aJF7Ny5E4Bbb72VgoIClixZYsvnyiuvpEOHDsyYMaPC96AWCxGRaqbjvaesmMCwQtvBLktHLoDFYrFbCgsv7OVke/fuJTs7m9jYWNu24OBgunbtSkZGBgAZGRmEhITYigqA2NhYPDw8WL9+vS2mR48etqICIC4ujl27dnHkyBFbzKnXKY8pv05FuVVhcb5+KBGRmuCaJyD2RWjUCZp2h8GfQ2SMq7MSR0RGRhIcHGxbUlJSLug82dnZAISFhdltDwsLs+3Lzs6mYcOGdvu9vLwIDQ21iznTOU69xtliyvdXlFs9FVLeD3XPPfdw4403ujodEZFKYfKAbmPKFnFPWVlZdl0hvr6OvX7dnblVYXHttddy7bXXujoNERGRczKbzU4Z+xEeHg7AwYMHadSokW37wYMH6dChgy3m0KFDdseVlJSQk5NjOz48PJyDBw/axZSvny+mfH9FuVVXiKMKCwtP6+cSERFxF1FRUYSHh7NixQrbNovFwvr164mJKesfi4mJITc3l02bNtliVq5cidVqpWvXrraYNWvWUFxcbItJT0+nRYsW1K1b1xZz6nXKY8qvU1E1urBISUmx6+OKjIx0dUoiIiJ28vPzyczMJDMzEygbsJmZmcm+ffswmUwkJyfz7LPP8vHHH7N161buuusuIiIibE+OtGrVir59+zJs2DC+/fZbvvnmG5KSkhg0aBAREREA3H777fj4+JCQkMD27duZN28e06ZNY9SoUbY8Ro4cydKlS5k8eTI7d+5kwoQJbNy4kaSkJIfup0YXFo888gh5eXm2JSsry9UpiYiI2Nm4cSMdO3akY8eOAIwaNYqOHTsyfvx4AMaMGcOIESMYPnw4Xbp0IT8/n6VLl+Lnd/JR2LS0NFq2bEnv3r3p168fV199td0cFcHBwSxfvpy9e/fSqVMnRo8ezfjx4+3murjqqquYM2cOs2bNon379nzwwQcsWrSINm3aOHQ/bjuPxV+f9a0IzWMhIlIz1NR5LGoCtxq8KSLiDg5+Dxteh5IT0GYQNO/r6ozkQhwJDKSojmOFRYHVs5KycR9uVVjk5+ezZ88e23p5P1RoaChNmjRxYWYiImWyv4M3u/5vKm4DvnsXBv63rMAQqQ3caozF+fqhRERcbcN0sJaULUZp2bavX3BtTiJVya1aLHr27ImbDgkRkVqi5MQZth2v+jxEXMWtWixERKq71reebKko1/YO1+Qi4goqLEREnOiy/nBjGjRsA3WbQ8+noMdjrs5KpOq4VVeIiIg7aHt72SJSG6nFQkRERJxGhYWIiIg4zQUVFl999RV33HEHMTEx7N+/H4D333+fr7/+2qnJiYiIiHtxuLD48MMPiYuLw9/fny1btlBYWAhAXl4ezz//vNMTFBERcYUj/oHk+NdxaDniH+jqtF3O4cLi2WefZcaMGbzxxht4e3vbtnfr1o3Nmzc7NTkRERFxLw4XFrt27aJHjx6nbQ8ODiY3N9cZOYmIiIibcriwCA8Pt3tfR7mvv/6aZs2aOSUpERERcU8OFxbDhg1j5MiRrF+/HpPJxIEDB0hLS+Ohhx7i/vvvr4wcRURExE04PEHWuHHjsFqt9O7dm2PHjtGjRw98fX156KGHGDFiRGXkKCIiIm7CocKitLSUb775hsTERB5++GH27NlDfn4+0dHR1KlTp7JyFBERETfhUGHh6elJnz592LFjByEhIURHR1dWXiIiIuKGHB5j0aZNG37++efKyEVERETc3AXNY/HQQw+xZMkSfv/9dywWi90iIiIitZfDgzf79esHwIABAzCZTLbthmFgMpkoLS11XnYiIiIucsQngBM+AQ4dc9zHdP6gGs7hwmLVqlWVkYeIiIjUAA4XFtdcc01l5CEiIiI1gMOFBUBubi5vvfUWO3bsAKB169bcc889BAcHOzU5ERERcS8OD97cuHEjl1xyCVOmTCEnJ4ecnBxefvllLrnkEr2ETEREpJZzuMXiwQcfZMCAAbzxxht4eZUdXlJSwr333ktycjJr1qxxepIiIiLiHhwuLDZu3GhXVAB4eXkxZswYOnfu7NTkRERExL043BViNpvZt2/faduzsrIICgpySlIiIiLinhwuLG699VYSEhKYN28eWVlZZGVlMXfuXO69915uu+22yshRRERE3ITDXSEvvfQSJpOJu+66i5KSEgC8vb25//77eeGFF5yeoIiIiLgPh1ssfHx8mDZtGkeOHCEzM5PMzExycnKYMmUKvr6+lZGjiEi1V3wcNrwOq8bDT+muzkacIcczgD8dXHI8HZups7S0lCeeeIKoqCj8/f255JJLeOaZZzAMwxZjGAbjx4+nUaNG+Pv7Exsby+7du+1zzclh8ODBmM1mQkJCSEhIID8/3y7m+++/p3v37vj5+REZGcnEiRMv/MM5B4dbLPLy8igtLSU0NJS2bdvatufk5ODl5YXZbHZqgiIi1V3JCZjdAw5sAg9PsD4DfSZDzChXZybV3YsvvkhqairvvvsurVu3ZuPGjdx9990EBwfzwAMPADBx4kReeeUV3n33XaKionjiiSeIi4vjhx9+wM/PD4DBgwfz+++/k56eTnFxMXfffTfDhw9nzpw5AFgsFvr06UNsbCwzZsxg69at3HPPPYSEhDB8+HCn3pPDLRaDBg1i7ty5p22fP38+gwYNckpSIiLuZMdHcGAjYIC1rIeYL8ZBabFL0xI3sHbtWm644Qb69+/PxRdfzE033USfPn349ttvgbLWiqlTp/L4449zww030K5dO9577z0OHDjAokWLANixYwdLly7lzTffpGvXrlx99dW8+uqrzJ07lwMHDgCQlpZGUVERb7/9Nq1bt2bQoEE88MADvPzyy06/J4cLi/Xr19OrV6/Ttvfs2ZP169c7JSkREXdy7E/gL++eshZD8TGXpCPVwF/f/F1YWHjGuKuuuooVK1bw448/AvDdd9/x9ddfc+211wKwd+9esrOziY2NtR0THBxM165dycjIACAjI4OQkBC7KR9iY2Px8PCw/V7OyMigR48e+Pj42GLi4uLYtWsXR44cceq9O1xYFBYW2gZtnqq4uJjjx487JSkREXdycc+yLpDy4sLDCxpdDn56y0GtFRkZSXBwsG1JSUk5Y9y4ceMYNGgQLVu2xNvbm44dO5KcnMzgwYMByM7OBiAsLMzuuLCwMNu+7OxsGjZsaLffy8uL0NBQu5gznePUaziLw2MsrrjiCmbNmsWrr75qt33GjBl06tTJaYmJiLiLsLZw8wJYch8cOwwXdYWbTu8xllokKyvLbszh2R5umD9/PmlpacyZM4fWrVuTmZlJcnIyERERDBkypKrSdSqHC4tnn32W2NhYvvvuO3r37g3AihUr2LBhA8uXL3d6giIi7qBlfNliGGAynS9aajqz2VyhhxkefvhhW6sFQNu2bfn1119JSUlhyJAhhIeHA3Dw4EEaNWpkO+7gwYN06NABgPDwcA4dOmR33pKSEnJycmzHh4eHc/DgQbuY8vXyGGdxuCukW7duZGRkEBkZyfz58/nkk09o3ry57TGWyjZ9+nQuvvhi/Pz86Nq1q22Ai4hIdaCiQhxx7NgxPDzsfxV7enpitVoBiIqKIjw8nBUrVtj2WywW1q9fT0xMDAAxMTHk5uayadMmW8zKlSuxWq107drVFrNmzRqKi0+OKE5PT6dFixbUrVvXqfd0Qa9N79ChA2lpaU5NpCLmzZvHqFGjmDFjBl27dmXq1Km2wSd/7V8SERGp7q6//nqee+45mjRpQuvWrdmyZQsvv/wy99xzDwAmk4nk5GSeffZZLr30UtvjphEREcTHxwPQqlUr+vbty7Bhw5gxYwbFxcUkJSUxaNAgIiIiALj99tt56qmnSEhIYOzYsWzbto1p06YxZcoUp9+Twy0WmzdvZuvWrbb1xYsXEx8fz6OPPkpRUZFTk/url19+mWHDhnH33XcTHR3NjBkzCAgI4O23367U64qIiFSGV199lZtuuol///vftGrVioceeoh//etfPPPMM7aYMWPGMGLECIYPH06XLl3Iz89n6dKltjksoOxx0pYtW9K7d2/69evH1VdfzaxZs2z7g4ODWb58OXv37qVTp06MHj2a8ePHO30OCwCTcer0XhXQpUsXxo0bx8CBA/n555+Jjo7mxhtvZMOGDfTv35+pU6c6PUmAoqIiAgIC+OCDD2xVGsCQIUPIzc1l8eLFpx1TWFho94iPxWIhMjKSvLw8TeQlIuLGLBYLwcHBlfJ9Xn7u8Xlz8DM7NpPmCcsxng6+vVb/nnG4xeLHH3+0DRhZsGAB11xzDXPmzGH27Nl8+OGHzs7P5o8//qC0tPScj9z8VUpKit3jPpGRkZWWn4iI1CwW/MjD36HFgt/5T1zDOVxYGIZhG1TyxRdf0K9fP6Dsmd0//vjDudn9TY888gh5eXm2JSsry9UpiYiI1GgOD97s3Lmz7ZHT1atXk5qaCpTNDvbX1gRnql+/Pp6enmd8XOZsj8r4+vrqxWgiIiJVyOEWi6lTp7J582aSkpJ47LHHaN68OQAffPABV111ldMTLOfj40OnTp3sHrmxWq2sWLHC9siNiIiIuJbDLRbt2rWzeyqk3KRJk/D09HRKUmczatQohgwZQufOnbniiiuYOnUqBQUF3H333ZV6XREREamYC5rH4kxOfeylstx6660cPnyY8ePHk52dTYcOHVi6dGmldsGIiIhIxTmtsKgqSUlJJCUluToNEREROQOHx1iIiIiInI0KCxEREXEat+sKERG5EIYBuz+Dg99BaHOIvglM+tNKxOkcKix+//13VqxYQWhoKLGxsfj4+Nj2FRQUMHnyZMaPH+/0JEVE/q4vxsLaSeDhBdYSaH0rDPyv3kYqZ5dTEoBPiWNTeheVOPSWjBqpwvX6hg0biI6OJjExkZtuuonWrVuzfft22/78/HyeeuqpSklSROTvsPxWVlRAWVEBsH0e7F/vupxEaqoKFxaPPvoo//d//8eRI0c4ePAg//znP7nmmmvYsmVLZeYnIvK3HTvL2wYKDldtHiK1QYW7QjZt2sT06dPx8PAgKCiI119/nSZNmtC7d2+WLVtGkyZNKjNPEZELVq8FBDaEY3+CUVo2tsLLDyI6uzozkZrHoTEWJ06csFsfN24cXl5e9OnTh7ffftupiUntUGwU4YEnnqbKnbVVajdvf7hjGcy/CY78VFZk3DgHghq5OjORmqfChUWbNm1Yu3Yt7dq1s9v+0EMPYbVaue2225yenNRcRUYhGUVfcNj6O2CihVdb2nh1waSRdFJJwjvAA3ugpBC89G5CkUpT4TEWd911F19//fUZ940ZM4annnpK3SFSYZuLvuEPa/b/1gx2lXzPr6W7XZqT1A4qKkQqV4ULi3vvvZf//Oc/Z90/duxY9u7d65SkpOY7bP0dg5OPZZkw8af1oAszEhERZ6hwYXHixAk+/vhjjh49eto+i8XCxx9/TGFhoVOTk5rLz+R/2jbfM2wTERH3UuHCYubMmUybNo2goKDT9pnNZl555RXeeOMNpyYnNVcH76vw4OSAzQBTHS7zauPCjERExBkqXFikpaWRnJx81v3Jycm89957zshJarBCStjGQbI9oYfvADp6X0XPd7Pp2zgRH/8QuPlmsFhcnaaICEeKfMkp8nNoOVKkQTwVfipk9+7dtG/f/qz727Vrx+7dGnwnZ2ehkFTWc4Syx5aDPHx5ID2PoPufOBm0cCF4ecF//+uiLEVE5O+ocItFSUkJhw+ffZq6w4cPU1JS4pSkpGb6gj3kcXIcTj6F/LZsAXh7nwwqLYXPPnNBdiIi4gwVLixat27NF198cdb9y5cvp3Xr1k5JSmqmHI5jPeVJEAPIC/EDq9U+MCSkSvMSERHnqXBhcc899/DMM8+wZMmS0/Z98sknPPfcc9xzzz1OTU5qlkiCOXX6KxNw5P6h0KgReHiUdYGYTDBpkosyFBGRv6vCYyyGDx/OmjVrGDBgAC1btqRFixYA7Ny5kx9//JFbbrmF4cOHV1qi4v7+QTOyyWcHZV1qUYTyjwYdYMsWePvtskGb114L3bq5NlEREblgDr0r5D//+Q8DBgwgLS2NH3/8EcMwaNGiBU899RS33HJLZeUoNYQ3ntxFBywUYgDB+GLCBPXrw5gxrk5PREScwKHCAuCWW25RESEXzISJYPxcnYaIiFSSCo+xsFqtvPjii3Tr1o0uXbowbtw4jh8/Xpm5iYiIiJupcGHx3HPP8eijj1KnTh0uuugipk2bRmJiYmXmJrWAtfAIx3a+Tf6WFI79+D7W4nxXpyQiIn9DhQuL9957j9dff51ly5axaNEiPvnkE9LS0rD+9VFBkQoySoso2DqNkj+/w3rsACWHN3Js22sYRqmrUxMRqTL79+/njjvuoF69evj7+9O2bVs2btxo228YBuPHj6dRo0b4+/sTGxt72oSUOTk5DB48GLPZTEhICAkJCeTn2/+h9v3339O9e3f8/PyIjIxk4sSJlXI/FS4s9u3bR79+/WzrsbGxmEwmDhw4UCmJSc1XenQvRuGfQHlxasV6bD/Wgt9dmZZUUyeOwpaPYdNHkP+nq7OR2iD3hD9Hjju25J5w7GWKR44coVu3bnh7e/P555/zww8/MHnyZOrWrWuLmThxIq+88gozZsxg/fr1BAYGEhcXx4kTJ2wxgwcPZvv27aSnp7NkyRLWrFlj96SmxWKhT58+NG3alE2bNjFp0iQmTJjArFmz/v4H9RcVHrxZUlKCn5/9oDtvb2+Ki4udnpTUEqaz1LVn2y61luUQTLsecrLK1gND4YHF0PAS1+Yl8ne9+OKLREZG8s4779i2RUVF2X42DIOpU6fy+OOPc8MNNwBlPQhhYWEsWrSIQYMGsWPHDpYuXcqGDRvo3LkzAK+++ir9+vXjpZdeIiIigrS0NIqKinj77bfx8fGhdevWZGZm8vLLLzt9qogKf4MbhsHQoUO58cYbbcuJEye477777LaJVJRnUBQeARdx8p+hCU9zczwCwl2ZllRDy6dA7imNo8fz4OOnXZePyPlYLBa7pbCw8IxxH3/8MZ07d+bmm2+mYcOGdOzY0e5N4Xv37iU7O5vY2FjbtuDgYLp27UpGRgYAGRkZhISE2IoKKOtV8PDwYP369baYHj164OPjY4uJi4tj165dHDlyxKn3XuHCYsiQITRs2JDg4GDbcscddxAREWG3TaSiTB5eBLZ9AJ+Ia/CsG43PRbEERN+HSS0W8he5B8B6ytAbaynk/Oa6fETOJzIy0u53Y0pKyhnjfv75Z1JTU7n00ktZtmwZ999/Pw888ADvvvsuANnZ2QCEhYXZHRcWFmbbl52dTcOGDe32e3l5ERoaahdzpnOceg1nqXBXyKnNNCLOYvIKwC9KLV1ybk06wg9fgPG/V82YPODizuc+RsSVsrKyMJvNtnVf3zO/Tt1qtdK5c2eef/55ADp27Mi2bduYMWMGQ4YMqZJcnU1/Gkr198d++Poj+PZzKDzm6mzEBf7xb2h//cn15jEw4AnX5SNyPmaz2W45W2HRqFEjoqOj7ba1atWKffv2ARAeXtY1fPDgQbuYgwcP2vaFh4dz6NAhu/0lJSXk5OTYxZzpHKdew1lUWEj19lMmpAyG+ZPgP0/DpHvg2FFXZyVVzMsHhsyAZ7bChC1w/3zwq+PqrET+vm7durFr1y67bT/++CNNmzYFygZyhoeHs2LFCtt+i8XC+vXriYmJASAmJobc3Fw2bdpki1m5ciVWq5WuXbvaYtasWWP3wEV6ejotWrSwewLFGVRYSPW2YDKUnPLk0eEsWD3fdfmIS9WpB8FhZS/BFakJHnzwQdatW8fzzz/Pnj17mDNnDrNmzbJNQGkymUhOTubZZ5/l448/ZuvWrdx1111EREQQHx8PlLVw9O3bl2HDhvHtt9/yzTffkJSUxKBBg4iIiADg9ttvx8fHh4SEBLZv3868efOYNm0ao0aNcvo9OfyuEJEqlfcHGKdMwmYyQd5h1+UjIuJEXbp0YeHChTzyyCM8/fTTREVFMXXqVAYPHmyLGTNmDAUFBQwfPpzc3Fyuvvpqli5dajcFRFpaGklJSfTu3RsPDw8GDhzIK6+8YtsfHBzM8uXLSUxMpFOnTtSvX5/x48dXylvJTYZRPhyqenvuuef49NNPyczMxMfHh9zcXIfPYbFYCA4OJi8vz25QjVRjb46DbV/BqTO83vEEXNHv7MeISI1Xmd/n5efuvncdXkGO9bmVHM3nq6gra/XvGbdpsSgqKuLmm28mJiaGt956y9XpSFUZNA7ezIWfvytrreh9B3S51tVZiUgtcCTfB0/TmQddnk1pflElZeM+3KaweOqppwCYPXu2axORqlUnBJJnwDFL2Qg+H71yXUSkOnObwuJCFBYW2s12ZrFYXJiN/C0BtbNJUUTE3dTop0JSUlLsZj6LjIx0dUoiIiI1mksLi3HjxmEymc657Ny584LP/8gjj5CXl2dbsrKynJi9iIiI/JVLu0JGjx7N0KFDzxnTrFmzCz6/r6/vWWc7ExEREedzaWHRoEEDGjRo4MoURKqc1QpHfgMv37LJnkREahK3Gby5b98+cnJy2LdvH6WlpWRmZgLQvHlz6tTR3L7iHo7+AbMGw29by9Y73wS3TQEPT9fmJSLiLG5TWIwfP972GlkoewMcwKpVq+jZs6eLshJxzAfj4MAPJ9c3fgiN28E197ouJxERZ3Kbp0Jmz56NYRinLSoqxJ38ugWspSfXPTzgt+9dl4+IiLO5TYuFSE1QrwlYDoHxv+LCAOo2dmlKInIWefk+eODj0DHWfMfiayK3abEQqQkGPm//uu9GLeAf97suHxERZ1OLhUgVimgFj3wFP2WUPRXSogd4a5ZyEalBVFiIVLGg+tDheldnISJSOdQVIiIiIk6jFgtxe4Zh8JP1GEeMYpp5BFDPQ4OnRERcRYWFuDXDMJhR9CtflP4BgBcmxvheQifPENcmJiJSS6krRNzaFqvFVlQAlGIwpfBnSg3DhVmJiNReKizErWVbT2A6Zd0AjmOlgBJXpSQiUqupK0TcWlOPAE5tmzABwXhRR/+0RURcQt++4tZaewZxq3cE84oPABCIJ2N8m+NhMp3nSBGRczuS64up2NehY4yCokrKxn2osBC3d4t3BLGe9cmlmEYmP/xNelWoiIirqLCQGiHUw4dQB+f0FxER59PgTRGpNqxW0AM9Iu5NLRYi4nKlxfDh4/DtXDB5QPd74LrHyl4rLyLuRf/ZiojLLZsC6/5TVmCUFMKqVPjqbVdnJSIXQoWFuJ0/SkvYWVRIgdXq6lTESXasPL0LZNdq1+QiIn+PukKkWtpRUMJ/Dh7HCtzSwI+OQd4AvGc5wpQjf2IAgSYPpjYMp4tfgEtzlb+vTr2yLhDjf7WihycE1nVtTiJyYVRYSLWz5Wgxfb7LofR/6zMOHOPjNnUJ9bfy8pE/bXHHDCujD2ezonEU3pq3wq1d+zD8lAElxYABPgHwzwdcnZWIXAh1hUi188r+AkoMbIthwKSsAnYX2088YwAWq5XDpZq+29016QAPfwH9xkD/cTBmBTRs7uqsRKreCy+8gMlkIjk52bbtxIkTJCYmUq9ePerUqcPAgQM5ePCg3XH79u2jf//+BAQE0LBhQx5++GFKSuy/G7/88ksuv/xyfH19ad68ObNnz66Ue1BhIdVOfonBqaMnrMDREitNvLxPi/U1mQj10IRYNUGDZhA7AnonQd3Grs5GpOpt2LCBmTNn0q5dO7vtDz74IJ988gkLFixg9erVHDhwgBtvvNG2v7S0lP79+1NUVMTatWt59913mT17NuPHj7fF7N27l/79+9OrVy8yMzNJTk7m3nvvZdmyZU6/DxUWUu1cV9+Xv05lcEN9Py7382dwULBtmxfwbL0w/PRMoohUgsI/vSj8w9ux5c8LG2GQn5/P4MGDeeONN6hb9+QAo7y8PN566y1efvll/vGPf9CpUyfeeecd1q5dy7p16wBYvnw5P/zwA//5z3/o0KED1157Lc888wzTp0+nqKispXfGjBlERUUxefJkWrVqRVJSEjfddBNTpkz5+x/UX+gbWaqdu8L8eSaqDuE+HjT09mBMZCAPNC4boPlwaAPmNopkaoNGfHxRU/4ZWMfF2YqInM5isdgthYWF54xPTEykf//+xMbG2m3ftGkTxcXFdttbtmxJkyZNyMjIACAjI4O2bdsSFhZmi4mLi8NisbB9+3ZbzF/PHRcXZzuHM2nwplQ7JpOJkY0DGdk48Iz7W/r40tLHsRcDiYhUpcjISLv1J598kgkTJpwxdu7cuWzevJkNGzacti87OxsfHx9CQkLstoeFhZGdnW2LObWoKN9fvu9cMRaLhePHj+Pv71/hezsfFRYiIiJOlpWVhdlstq37+p75j6GsrCxGjhxJeno6fn5+VZVepVJXiIiIiJOZzWa75WyFxaZNmzh06BCXX345Xl5eeHl5sXr1al555RW8vLwICwujqKiI3Nxcu+MOHjxIeHg4AOHh4ac9JVK+fr4Ys9ns1NYKUGEhIiLiMr1792br1q1kZmbals6dOzN48GDbz97e3qxYscJ2zK5du9i3bx8xMTEAxMTEsHXrVg4dOmSLSU9Px2w2Ex0dbYs59RzlMeXncCZ1hYiIiLhIUFAQbdq0sdsWGBhIvXr1bNsTEhIYNWoUoaGhmM1mRowYQUxMDFdeeSUAffr0ITo6mjvvvJOJEyeSnZ3N448/TmJioq2l5L777uO1115jzJgx3HPPPaxcuZL58+fz6aefOv2eVFiIVLLiIoOft5dNWd0sGry8NUuoiFTclClT8PDwYODAgRQWFhIXF8frr79u2+/p6cmSJUu4//77iYmJITAwkCFDhvD000/bYqKiovj000958MEHmTZtGo0bN+bNN98kLi7O6fmaDOOvr/6puSwWC8HBweTl5dkNqpHqa112Cbd8lc+fhpWgEg9SOwbyf61OnyirurLkGDx/H/z+S9l6k0thXCoEmlVciPwdlfl9Xn5u7//sxRTg2LmNYxaK74iq1b9nNMZCqq28Iit9vrZw0NNKiTcc8bNy13f5/Hi49PwHVxPzX4ODWSfXf/sJPprpunxERCqbukKk2lrxewmFp87WbYIiX4PFe0p4uIF7TOP9289gPaUOslph/17X5SMiFVf3sDce/o61kFqPe3Po/GE1mlospNoKOcscWCFu9Kh35KVw6ozjHh4QqZdriUgN5haFxS+//EJCQgJRUVH4+/tzySWX8OSTT9rmQJeaqUdDb6K8PMpeY/q/JazQgzvbuM8Yi1sT4aJLTq5f3Ar+b7jr8hERqWxu0RWyc+dOrFYrM2fOpHnz5mzbto1hw4ZRUFDASy+95Or0pJJ4eZjYfG0wIzKOsS23lOb+nrze3R8/b7eohwGoE2JiwrsGWT+WPRXS5FLw8NTATRGpudyisOjbty99+/a1rTdr1oxdu3aRmpqqwqKGC/Ay8Vb3M78zxF14eZmIinZ1FiIiVcMtCoszycvLIzQ09JwxhYWFdm+Us1gslZ2WiIhIreY+bcqn2LNnD6+++ir/+te/zhmXkpJCcHCwbfnr2+akZjuSa/DM86XcMaSU5IdK+XF3rZmyRUTEZVxaWIwbNw6TyXTOZefOnXbH7N+/n759+3LzzTczbNiwc57/kUceIS8vz7ZkZWWdM17c1/FCgykLShjyQjFjZxbzy+9WnnrGysZNkGeBvXvh8Set/Jmj4kJEpDK5tCtk9OjRDB069JwxzZo1s/184MABevXqxVVXXcWsWbPOe35fX9+zvlFOapbH3yph/Q4DqwE/HYDMPSV4/eKBh7VsoKTVCsePw9atBj2v0eBJEZHK4tLCokGDBjRo0KBCsfv376dXr1506tSJd955Bw8Pt+zFkUqQm2+Q8cPJlgirFY4eh0A/A79j9kWEr6+KChGRyuQWgzf3799Pz549adq0KS+99BKHDx+27St/17zUXmerMTu0hZ3rwdMTDAOaNoFOl1dtbiLivkIOeeHp59ivydITXrV+5k23KCzS09PZs2cPe/bsoXHjxnb7atE71GodS6HBa5lFZB210ra+J8PaeuN9hjkgzAEm/tnZxBcbDQzA0wPqmeHxJE/WdYLdu6F+fRhwvQkfH7VYiIhUJr3dVKqlEyUG/RYe48cj1rJJNw24rpkXs/7pf8b4klKD99OtbPvZSoMQEwn9PGkQoiJCpKaqirebXvZINp5+jp279ISFH1PCa/XvGbdosZDa55sDpezIsdpt++TnEvbnW7mozul9H16eJu7u6wm4x8vJRERqKo2AlGrpRMmZG9KK3OeN6SIitZIKC6mWrorwItQPyodUeJqgbX0PmprVvSEiUp2psJBqqa6fiUUDArgqwpPIIBP9oryY088fD5MKCxGR6kxjLKTaurSuJ/OvC3B1GiIi4gAVFiIOMgyD3d+B5QhERUO9MLWiiIiUU2Ehcga//WTw3Tfg6w8xcRBoLp8a3GDGE7A+vSzO2wdGTjJoG6PiQkQEVFiInGbrOoMpD4LVAAz47H2Y8K6Bua6JjStPFhUAJcUw80l4dZmBSeM/RGqU4D888fJx7BH2kiI98q7BmyJ/8d+pZe8bMaxlE3MdOQTp88r2Hd5vP4W4YcDRXCgudEWmIiLVj1osRP7CcqSsYChnMpVtA2jSoqzoKOfhAfUagY+fWitEREAtFiKnaX2FfatEaSlEdy77ue2VJm5IOLmvTgiMeLFK0xMRqdbUYiHyF0PGwvEC+O4b8PKC+HvhitiT+2/8l4l/DDTIz4OGjcFHr2IXEbFRYSHyFwF1TIx6GUpKDDw8wMPj9MIhpL6JkPouSE5EpJpTYSFyFl5eaokQEXGUxliIiIiI06iwEBEREadRYSEiIuIiKSkpdOnShaCgIBo2bEh8fDy7du2yizlx4gSJiYnUq1ePOnXqMHDgQA4ePGgXs2/fPvr3709AQAANGzbk4YcfpqSkxC7myy+/5PLLL8fX15fmzZsze/bsSrknFRYiIiIusnr1ahITE1m3bh3p6ekUFxfTp08fCgoKbDEPPvggn3zyCQsWLGD16tUcOHCAG2+80ba/tLSU/v37U1RUxNq1a3n33XeZPXs248ePt8Xs3buX/v3706tXLzIzM0lOTubee+9l2bJlTr8nk2GcOhVQzWaxWAgODiYvLw+z2ezqdERE5AJV5vd5+bnj+ufg7e3YuYuLLSz7NPSC8zp8+DANGzZk9erV9OjRg7y8PBo0aMCcOXO46aabANi5cyetWrUiIyODK6+8ks8//5zrrruOAwcOEBYWBsCMGTMYO3Yshw8fxsfHh7Fjx/Lpp5+ybds227UGDRpEbm4uS5cudTjPc1GLhYiIiJNZLBa7pbCwYvP+5+XlARAaGgrApk2bKC4uJjb25GQ6LVu2pEmTJmRkZACQkZFB27ZtbUUFQFxcHBaLhe3bt9tiTj1HeUz5OZxJhYWIiIiTRUZGEhwcbFtSUlLOe4zVaiU5OZlu3brRpk0bALKzs/Hx8SEkJMQuNiwsjOzsbFvMqUVF+f7yfeeKsVgsHD9+/ILu8Ww0j4WIiIiTZWVl2XWF+Pr6nveYxMREtm3bxtdff12ZqVU6tViIiIg4mdlstlvOV1gkJSWxZMkSVq1aRePGjW3bw8PDKSoqIjc31y7+4MGDhIeH22L++pRI+fr5YsxmM/7+/hd0j2ejwkJERMRFDMMgKSmJhQsXsnLlSqKiouz2d+rUCW9vb1asWGHbtmvXLvbt20dMTAwAMTExbN26lUOHDtli0tPTMZvNREdH22JOPUd5TPk5nEldISIiIi6SmJjInDlzWLx4MUFBQbYxEcHBwfj7+xMcHExCQgKjRo0iNDQUs9nMiBEjiImJ4corrwSgT58+REdHc+eddzJx4kSys7N5/PHHSUxMtLWU3Hfffbz22muMGTOGe+65h5UrVzJ//nw+/fRTp9+TWixERERcJDU1lby8PHr27EmjRo1sy7x582wxU6ZM4brrrmPgwIH06NGD8PBwPvroI9t+T09PlixZgqenJzExMdxxxx3cddddPP3007aYqKgoPv30U9LT02nfvj2TJ0/mzTffJC4uzun3pHksRETE7dTUeSxqArVYiIiIiNNojIWIiMgZ1P3dAx9Px/7+LirV3+v6BERERMRpVFiIiIiI06iwEBEREadRYSEiIiJO4zaFxYABA2jSpAl+fn40atSIO++8kwMHDrg6LRERETmF2xQWvXr1Yv78+ezatYsPP/yQn376yfZuehEREake3OZx0wcffND2c9OmTRk3bhzx8fEUFxfj7e3twsxERESknNsUFqfKyckhLS2Nq6666pxFRWFhIYWFhbZ1i8VSFemJiIjUWm7TFQIwduxYAgMDqVevHvv27WPx4sXnjE9JSSE4ONi2REZGVlGmIiIitZNLC4tx48ZhMpnOuezcudMW//DDD7NlyxaWL1+Op6cnd911F+d61ckjjzxCXl6ebcnKyqqK2xIRkRqg7n4Tob85ttTdb3J12i7n0q6Q0aNHM3To0HPGNGvWzPZz/fr1qV+/PpdddhmtWrUiMjKSdevWnfV98r6+vrZXxoqIiEjlc2lh0aBBAxo0aHBBx1qtVgC7MRQiIiLiWm4xeHP9+vVs2LCBq6++mrp16/LTTz/xxBNPcMkll5y1tUJERESqnlsM3gwICOCjjz6id+/etGjRgoSEBNq1a8fq1avV1SEiIlKNuEWLRdu2bVm5cqWr0xAREZHzcIsWCxEREXEPKixERETEaVRYiIiIiNOosBARERGncYvBmyIiIlUt+CD4OXjMiUrJxL2oxUJEREScRoWFiIiIOI0KCxEREXEaFRYiIiLiNCosRERExGlUWIiIiIjTqLAQERERp1FhISIiIk6jwkJEREScplbNvGkYBgAWi8XFmYiIyN9R/j1e/r1eGQpx/HfFhRxT09SqwuLo0aMAREZGujgTERFxhqNHjxIcHOzUc/r4+BAeHs6U7Av7XREeHo6Pj49Tc3InJqMyy71qxmq1cuDAAYKCgjCZTFV+fYvFQmRkJFlZWZjN5iq/fk2nz7dy6fOtXPp8HWMYBkePHiUiIgIPD+f36p84cYKioqILOtbHxwc/P0ffMlJz1KoWCw8PDxo3buzqNDCbzfriqET6fCuXPt/Kpc+34pzdUnEqPz+/Wl0c/B0avCkiIiJOo8JCREREnEaFRRXy9fXlySefxNfX19Wp1Ej6fCuXPt/Kpc9XaopaNXhTREREKpdaLERERMRpVFiIiIiI06iwEBEREadRYSEiIiJOo8LCBX755RcSEhKIiorC39+fSy65hCeffPKCZ3kTmD59OhdffDF+fn507dqVb7/91tUp1QgpKSl06dKFoKAgGjZsSHx8PLt27XJ1WjXWCy+8gMlkIjk52dWpiFwwFRYusHPnTqxWKzNnzmT79u1MmTKFGTNm8Oijj7o6Nbc0b948Ro0axZNPPsnmzZtp3749cXFxHDp0yNWpub3Vq1eTmJjIunXrSE9Pp7i4mD59+lBQUODq1GqcDRs2MHPmTNq1a+fqVET+Fj1uWk1MmjSJ1NRUfv75Z1en4na6du1Kly5deO2114Cyd8JERkYyYsQIxo0b5+LsapbDhw/TsGFDVq9eTY8ePVydTo2Rn5/P5Zdfzuuvv86zzz5Lhw4dmDp1qqvTErkgarGoJvLy8ggNDXV1Gm6nqKiITZs2ERsba9vm4eFBbGwsGRkZLsysZsrLywPQv1UnS0xMpH///nb/jkXcVa16CVl1tWfPHl599VVeeuklV6fidv744w9KS0sJCwuz2x4WFsbOnTtdlFXNZLVaSU5Oplu3brRp08bV6dQYc+fOZfPmzWzYsMHVqYg4hVosnGjcuHGYTKZzLn/9Zbd//3769u3LzTffzLBhw1yUucj5JSYmsm3bNubOnevqVGqMrKwsRo4cSVpamt6kKTWGxlg40eHDh/nzzz/PGdOsWTN8fHwAOHDgAD179uTKK69k9uzZeHioznNUUVERAQEBfPDBB8THx9u2DxkyhNzcXBYvXuy65GqQpKQkFi9ezJo1a4iKinJ1OjXGokWL+L//+z88PT1t20pLSzGZTHh4eFBYWGi3T8QdqCvEiRo0aECDBg0qFLt//3569epFp06deOedd1RUXCAfHx86derEihUrbIWF1WplxYoVJCUluTa5GsAwDEaMGMHChQv58ssvVVQ4We/evdm6davdtrvvvpuWLVsyduxYFRXillRYuMD+/fvp2bMnTZs25aWXXuLw4cO2feHh4S7MzD2NGjWKIUOG0LlzZ6644gqmTp1KQUEBd999t6tTc3uJiYnMmTOHxYsXExQURHZ2NgDBwcH4+/u7ODv3FxQUdNp4lcDAQOrVq6dxLOK2VFi4QHp6Onv27GHPnj00btzYbp96phx36623cvjwYcaPH092djYdOnRg6dKlpw3oFMelpqYC0LNnT7vt77zzDkOHDq36hESk2tMYCxEREXEadeyLiIiI06iwEBEREadRYSEiIiJOo8JCREREnEaFhYiIiDiNCgsRERFxGhUWIiIi4jQqLERERMRpVFiIiIiI06iwEHGioUOHYjKZMJlM+Pj40Lx5c55++mlKSkpsMYZhMGvWLLp27UqdOnUICQmhc+fOTJ06lWPHjgGwfft2Bg4cyMUXX4zJZGLq1KkuuiMREceosBBxsr59+/L777+ze/duRo8ezYQJE5g0aZJt/5133klycjI33HADq1atIjMzkyeeeILFixezfPlyAI4dO0azZs144YUXqu2L6YqLi12dgohUQyosRJzM19eX8PBwmjZtyv33309sbCwff/wxAPPnzyctLY3//ve/PProo3Tp0oWLL76YG264gZUrV9KrVy8AunTpwqRJkxg0aBC+vr4Vuu6vv/7K9ddfT926dQkMDKR169Z89tlntv3bt2/nuuuuw2w2ExQURPfu3fnpp5+AslfNP/300zRu3BhfX1/bi9zK/fLLL5hMJubNm8c111yDn58faWlpALz55pu0atUKPz8/WrZsyeuvv+6Uz1FE3JPebipSyfz9/fnzzz8BSEtLo0WLFtxwww2nxZlMJoKDgy/4OomJiRQVFbFmzRoCAwP54YcfqFOnDgD79++nR48e9OzZk5UrV2I2m/nmm29sXTTTpk1j8uTJzJw5k44dO/L2228zYMAAtm/fzqWXXmq7xrhx45g8eTIdO3a0FRfjx4/ntddeo2PHjmzZsoVhw4YRGBjIkCFDLvheRMR9qbAQqSSGYbBixQqWLVvGiBEjANi9ezctWrSolOvt27ePgQMH0rZtWwCaNWtm2zd9+nSCg4OZO3cu3t7eAFx22WW2/S+99BJjx45l0KBBALz44ousWrWKqVOnMn36dFtccnIyN954o239ySefZPLkybZtUVFR/PDDD8ycOVOFhUgtpcJCxMmWLFlCnTp1KC4uxmq1cvvttzNhwgSgrNioLA888AD3338/y5cvJzY2loEDB9KuXTsAMjMz6d69u62oOJXFYuHAgQN069bNbnu3bt347rvv7LZ17tzZ9nNBQQE//fQTCQkJDBs2zLa9pKTkb7W8iIh7U2Eh4mS9evUiNTUVHx8fIiIi8PI6+Z/ZZZddxs6dOyvluvfeey9xcXF8+umnLF++nJSUFCZPnsyIESPw9/d3yjUCAwNtP+fn5wPwxhtv0LVrV7s4T09Pp1xPRNyPBm+KOFlgYCDNmzenSZMmdkUFwO23386PP/7I4sWLTzvOMAzy8vL+1rUjIyO57777+Oijjxg9ejRvvPEGAO3ateOrr74645McZrOZiIgIvvnmG7vt33zzDdHR0We9VlhYGBEREfz88880b97cbomKivpb9yEi7kuFhUgVuuWWW7j11lu57bbbeP7559m4cSO//vorS5YsITY2llWrVgFQVFREZmYmmZmZFBUVsX//fjIzM9mzZ89Zz52cnMyyZcvYu3cvmzdvZtWqVbRq1QqApKQkLBYLgwYNYuPGjezevZv333+fXbt2AfDwww/z4osvMm/ePHbt2sW4cePIzMxk5MiR57yfp556ipSUFF555RV+/PFHtm7dyjvvvMPLL7/spE9MRNyOISJOM2TIEOOGG244Z0xpaamRmppqdOnSxQgICDDMZrPRqVMnY9q0acaxY8cMwzCMvXv3GsBpyzXXXHPW8yYlJRmXXHKJ4evrazRo0MC48847jT/++MO2/7vvvjP69OljBAQEGEFBQUb37t2Nn376yZbThAkTjIsuusjw9vY22rdvb3z++ee2Y8vz2bJly2nXTUtLMzp06GD4+PgYdevWNXr06GF89NFHFf/QRKRGMRlGJY4mExERkVpFXSEiIiLiNCosRERExGlUWIiIiIjTqLAQERERp1FhISIiIk6jwkJEREScRoWFiIiIOI0KCxEREXEaFRYiIiLiNCosRERExGlUWIiIiIjT/D/6zd9n27QNVQAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "target_time_axis_ms = 45\n", "\n", "features_pca_specific_time_bin = features_pca[labels_time == time2time_bin_dict[target_time_axis_ms]]\n", "labels_stim_freq_specific_time_bin = labels_stim_freq[labels_time == time2time_bin_dict[target_time_axis_ms]]\n", "\n", "plt.figure(figsize=(6,4))\n", "plt.scatter(features_pca_specific_time_bin[:,0],\n", " features_pca_specific_time_bin[:,1],\n", " c=labels_stim_freq_specific_time_bin,\n", " cmap=custom_cmap,\n", " marker='.')\n", "plt.gca().set_aspect('equal', 'datalim')\n", "plt.title(f\"Time = {target_time_axis_ms} ms\")\n", "plt.xlabel('PC1 score')\n", "plt.ylabel('PC2 score')\n", "plt.xlim((-1.2,4.2))\n", "plt.ylim((-3.5,3.5))\n", "plt.colorbar()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "id": "yOt_fqE7Kktw" }, "source": [ "### Invesitgate interactive plot where you can change the time axis (ms) and see the PC results" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 442, "referenced_widgets": [ "5155959034684de4b5be5f41c0b4a714", "8716dd4a9beb4cc3a74adaeea71890c1", "afe58fb68e044b64b90c13e7e63ab8a1", "54d5abd35234487fafd5f4e4efb231cf", "4b22415d4d3048b6a129360b98db95f9", "461952ff0dcd4bf7b968cc6f4d782f04", "5b69b2247f1d4863802293be6c4afd42" ] }, "id": "dVrxmgUyJ-VY", "outputId": "383463cd-1bb4-4414-f207-2d65f2e11513" }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "5155959034684de4b5be5f41c0b4a714", "version_major": 2, "version_minor": 0 }, "text/plain": [ "interactive(children=(IntSlider(value=45, description='target_time_axis_ms', max=400, min=-100), Output()), _d…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "@widgets.interact(target_time_axis_ms=widgets.IntSlider(value=45, min=time_axis[0], max=time_axis[-1]))\n", "def plot_pc_result_specific_stim_freq(target_time_axis_ms):\n", " features_pca_specific_time_bin = features_pca[labels_time == time2time_bin_dict[target_time_axis_ms]]\n", " labels_stim_freq_specific_time_bin = labels_stim_freq[labels_time == time2time_bin_dict[target_time_axis_ms]]\n", "\n", " plt.figure(figsize=(6,4))\n", " plt.scatter(features_pca_specific_time_bin[:,0],\n", " features_pca_specific_time_bin[:,1],\n", " c=labels_stim_freq_specific_time_bin,\n", " cmap=custom_cmap,\n", " marker='.')\n", " plt.gca().set_aspect('equal', 'datalim')\n", " plt.title(f\"Time = {target_time_axis_ms} ms\")\n", " plt.xlabel('PC1 score')\n", " plt.ylabel('PC2 score')\n", " plt.xlim((-1.2,4.2))\n", " plt.ylim((-3.5,3.5))\n", " plt.colorbar()\n", " plt.show()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "7eMJRK9BdgBE" }, "source": [ "จะเห็นได้ว่า หาก plot ตาม PC1 และ PC2 สัญญาณจากเซลล์ประสาทในสมองส่วนการได้ยิน กระจายตัวสูงสุด (ซึ่งจะทำให้สามารถ decode ได้) ที่เวลาประมาณ 45 ms หลังจาก auditory stimulus onset\n", "\n", "*ข้อมูลนี้เป็นสัญญาณจากเซลล์ประสาทโดยรวมใน auditory cortex ซึ่งหากแยกตามบริเวณย่อย เช่น core และ belt regions อาจได้ pattern และ latency ที่ต่างกัน ซึ่งสามารถวิเคราะห์ในรายละเอียดได้ต่อไป\n", "\n", "
\n", "\n", "สำหรับผู้ที่สนใจศึกษาการวิเคราะห์ข้อมูล spiking activities แบบละเอียด (ตั้งแต่ pre-processing จนถึง analyses) สามารถศึกษาเพิ่มเติมได้ที่ https://www.youtube.com/watch?v=8xeC5CV4UB8&list=PL05umP7R6ij3SxudmSWFL_zGh0BMrRdrx&index=1" ] }, { "cell_type": "markdown", "metadata": { "id": "kD3fyzIkSCGP" }, "source": [ "# ผู้จัดทำ\n", "\n", "**ผู้จัดทำบทเรียน** ดร.ลลิตตา สุริยาอรุณโรจน์\n", "\n", "**ผู้ปรับแก้โค้ดและตรวจสอบบทเรียน** ดร. อิทธิ ฉัตรนันทเวช" ] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "461952ff0dcd4bf7b968cc6f4d782f04": { "model_module": "@jupyter-widgets/controls", "model_module_version": "1.5.0", "model_name": "SliderStyleModel", "state": { "_model_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_model_name": "SliderStyleModel", "_view_count": null, "_view_module": 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\n", 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