809 lines
358 KiB
Text
809 lines
358 KiB
Text
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 58,
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"id": "ec10aab9-454d-4dc2-9059-665e60050d73",
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"metadata": {},
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"outputs": [],
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"source": [
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"import ethoscopy as etho\n",
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"import pandas as pd\n",
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"from scipy.stats import mannwhitneyu\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import seaborn as sns"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "5289d86c-0107-4089-83e3-327b70168e08",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'2.1.0'"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"etho.__version__"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 80,
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"id": "3d32b423-cc70-43f2-a2cc-ed9bd08c2981",
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"metadata": {},
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"outputs": [],
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"source": [
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"meta = '/home/rdingjin/Trial_2026-03-18/metadata_Phase1_2026-03-18.csv'\n",
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"local = '/mnt/ethoscope_results'"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 81,
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"id": "df11ef6f-5475-45b0-95c3-2a8672a21219",
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Ethoscopes ('ETHOSCOPE_075',) have multiple files for their day, the largest file has been kept. If you want all files for that day please add a time column\n"
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]
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}
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],
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"source": [
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"metadata = etho.link_meta_index(meta, local)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 82,
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"id": "ebfbf3dc-d405-4f7b-a4a1-1eacff24f3a5",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Loading ROI_1 from ETHOSCOPE_075\n",
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"Loading ROI_2 from ETHOSCOPE_075\n",
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"Loading ROI_3 from ETHOSCOPE_075\n",
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"Loading ROI_4 from ETHOSCOPE_075\n",
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"Loading ROI_5 from ETHOSCOPE_075\n",
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"Loading ROI_6 from ETHOSCOPE_075\n",
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"Loading ROI_7 from ETHOSCOPE_075\n",
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"Loading ROI_8 from ETHOSCOPE_075\n",
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"Loading ROI_9 from ETHOSCOPE_075\n",
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"Loading ROI_10 from ETHOSCOPE_075\n",
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"Loading ROI_11 from ETHOSCOPE_075\n",
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"Loading ROI_12 from ETHOSCOPE_075\n",
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"Loading ROI_13 from ETHOSCOPE_075\n",
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"Loading ROI_14 from ETHOSCOPE_075\n",
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"Loading ROI_15 from ETHOSCOPE_075\n",
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"Loading ROI_16 from ETHOSCOPE_075\n",
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"Loading ROI_17 from ETHOSCOPE_075\n",
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"Loading ROI_18 from ETHOSCOPE_075\n",
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"Loading ROI_19 from ETHOSCOPE_075\n",
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"Loading ROI_20 from ETHOSCOPE_075\n",
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"Loading ROI_1 from ETHOSCOPE_130\n",
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"Loading ROI_2 from ETHOSCOPE_130\n",
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"Loading ROI_3 from ETHOSCOPE_130\n",
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"Loading ROI_4 from ETHOSCOPE_130\n",
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"Loading ROI_5 from ETHOSCOPE_130\n",
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"Loading ROI_6 from ETHOSCOPE_130\n",
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"Loading ROI_7 from ETHOSCOPE_130\n",
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"Loading ROI_8 from ETHOSCOPE_130\n",
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"Loading ROI_9 from ETHOSCOPE_130\n",
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"Loading ROI_10 from ETHOSCOPE_130\n",
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"Loading ROI_11 from ETHOSCOPE_130\n",
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"Loading ROI_12 from ETHOSCOPE_130\n",
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"Loading ROI_13 from ETHOSCOPE_130\n",
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"Loading ROI_14 from ETHOSCOPE_130\n",
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"Loading ROI_15 from ETHOSCOPE_130\n",
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"Loading ROI_16 from ETHOSCOPE_130\n",
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"Loading ROI_17 from ETHOSCOPE_130\n",
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"Loading ROI_18 from ETHOSCOPE_130\n",
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"Loading ROI_19 from ETHOSCOPE_130\n",
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"Loading ROI_20 from ETHOSCOPE_130\n",
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"Loading ROI_1 from ETHOSCOPE_284\n",
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"Loading ROI_2 from ETHOSCOPE_284\n",
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"Loading ROI_3 from ETHOSCOPE_284\n",
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"Loading ROI_4 from ETHOSCOPE_284\n",
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"Loading ROI_5 from ETHOSCOPE_284\n",
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"Loading ROI_6 from ETHOSCOPE_284\n",
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"Loading ROI_7 from ETHOSCOPE_284\n",
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"Loading ROI_8 from ETHOSCOPE_284\n",
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"Loading ROI_9 from ETHOSCOPE_284\n",
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"Loading ROI_10 from ETHOSCOPE_284\n",
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"Loading ROI_11 from ETHOSCOPE_284\n",
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"Loading ROI_12 from ETHOSCOPE_284\n",
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"Loading ROI_13 from ETHOSCOPE_284\n",
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"Loading ROI_14 from ETHOSCOPE_284\n",
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"Loading ROI_15 from ETHOSCOPE_284\n",
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"Loading ROI_16 from ETHOSCOPE_284\n",
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"Loading ROI_17 from ETHOSCOPE_284\n",
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"Loading ROI_18 from ETHOSCOPE_284\n",
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"Loading ROI_19 from ETHOSCOPE_284\n",
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"Loading ROI_20 from ETHOSCOPE_284\n"
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]
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}
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],
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"source": [
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"#fetch data from ethoscope\n",
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"data = etho.load_ethoscope(metadata, reference_hour = 9.0, FUN = etho.sleep_annotation)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 83,
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"id": "a32d69f8-e66c-47fc-9b9a-2273f2c5082b",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = etho.behavpy(data, metadata, check = True)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 84,
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"id": "e633d7d9-99db-4815-900d-e79d11dd65b1",
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"metadata": {},
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"outputs": [],
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"source": [
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"df.to_pickle('/home/rdingjin/Trial_2026-03-18/phase1.pkl')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 85,
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"id": "ae2ff7e0-2f6c-4cc0-9afd-a1c021140760",
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"metadata": {},
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"outputs": [],
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"source": [
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"import ethoscopy as etho\n",
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"import pandas as pd\n",
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"from scipy.stats import mannwhitneyu\n",
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"import matplotlib.pyplot as plt\n",
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"import numpy as np\n",
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"import seaborn as sns\n",
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"df = pd.read_pickle('/home/rdingjin/Trial_2026-03-18/phase1.pkl')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 86,
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"id": "94a0854d-4b5a-475f-a856-c61ec01d080e",
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"metadata": {},
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"outputs": [],
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"source": [
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"df = df.baseline(column = 'baseline')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 87,
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"id": "cae6a067-5fd7-493a-9f23-c75d63e6ae06",
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"metadata": {
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"scrolled": true
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},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"\n",
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" ==== METADATA ====\n",
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"\n",
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" date machine_name region_id \\\n",
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"id \n",
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"2026-03-18_17-13-59_075964|01 2026-03-18 ETHOSCOPE_075 1 \n",
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"2026-03-18_17-13-59_075964|02 2026-03-18 ETHOSCOPE_075 2 \n",
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"2026-03-18_17-13-59_075964|03 2026-03-18 ETHOSCOPE_075 3 \n",
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"2026-03-18_17-13-59_075964|04 2026-03-18 ETHOSCOPE_075 4 \n",
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"2026-03-18_17-13-59_075964|05 2026-03-18 ETHOSCOPE_075 5 \n",
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"2026-03-18_17-13-59_075964|06 2026-03-18 ETHOSCOPE_075 6 \n",
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"2026-03-18_17-13-59_075964|07 2026-03-18 ETHOSCOPE_075 7 \n",
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"2026-03-18_17-13-59_075964|08 2026-03-18 ETHOSCOPE_075 8 \n",
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"2026-03-18_17-13-59_075964|09 2026-03-18 ETHOSCOPE_075 9 \n",
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"2026-03-18_17-13-59_075964|10 2026-03-18 ETHOSCOPE_075 10 \n",
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"2026-03-18_17-13-59_075964|11 2026-03-18 ETHOSCOPE_075 11 \n",
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"2026-03-18_17-13-59_075964|12 2026-03-18 ETHOSCOPE_075 12 \n",
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"2026-03-18_17-13-59_075964|13 2026-03-18 ETHOSCOPE_075 13 \n",
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"2026-03-18_17-13-59_075964|14 2026-03-18 ETHOSCOPE_075 14 \n",
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"2026-03-18_17-13-59_075964|15 2026-03-18 ETHOSCOPE_075 15 \n",
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"2026-03-18_17-13-59_075964|16 2026-03-18 ETHOSCOPE_075 16 \n",
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"2026-03-18_17-13-59_075964|17 2026-03-18 ETHOSCOPE_075 17 \n",
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"2026-03-18_17-13-59_075964|18 2026-03-18 ETHOSCOPE_075 18 \n",
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"2026-03-18_17-13-59_075964|19 2026-03-18 ETHOSCOPE_075 19 \n",
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"2026-03-18_17-13-59_075964|20 2026-03-18 ETHOSCOPE_075 20 \n",
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"2026-03-18_17-11-56_13005e|01 2026-03-18 ETHOSCOPE_130 1 \n",
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"2026-03-18_17-11-56_13005e|02 2026-03-18 ETHOSCOPE_130 2 \n",
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"2026-03-18_17-11-56_13005e|03 2026-03-18 ETHOSCOPE_130 3 \n",
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"2026-03-18_17-11-56_13005e|04 2026-03-18 ETHOSCOPE_130 4 \n",
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"2026-03-18_17-11-56_13005e|05 2026-03-18 ETHOSCOPE_130 5 \n",
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"2026-03-18_17-11-56_13005e|06 2026-03-18 ETHOSCOPE_130 6 \n",
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"2026-03-18_17-11-56_13005e|07 2026-03-18 ETHOSCOPE_130 7 \n",
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"2026-03-18_17-11-56_13005e|08 2026-03-18 ETHOSCOPE_130 8 \n",
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"2026-03-18_17-11-56_13005e|09 2026-03-18 ETHOSCOPE_130 9 \n",
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"2026-03-18_17-11-56_13005e|10 2026-03-18 ETHOSCOPE_130 10 \n",
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"2026-03-18_17-11-56_13005e|11 2026-03-18 ETHOSCOPE_130 11 \n",
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"2026-03-18_17-11-56_13005e|12 2026-03-18 ETHOSCOPE_130 12 \n",
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"2026-03-18_17-11-56_13005e|13 2026-03-18 ETHOSCOPE_130 13 \n",
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"2026-03-18_17-11-56_13005e|14 2026-03-18 ETHOSCOPE_130 14 \n",
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"2026-03-18_17-11-56_13005e|15 2026-03-18 ETHOSCOPE_130 15 \n",
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"2026-03-18_17-11-56_13005e|16 2026-03-18 ETHOSCOPE_130 16 \n",
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"2026-03-18_17-11-56_13005e|17 2026-03-18 ETHOSCOPE_130 17 \n",
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"2026-03-18_17-11-56_13005e|18 2026-03-18 ETHOSCOPE_130 18 \n",
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"2026-03-18_17-11-56_13005e|19 2026-03-18 ETHOSCOPE_130 19 \n",
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"2026-03-18_17-11-56_13005e|20 2026-03-18 ETHOSCOPE_130 20 \n",
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"2026-03-18_16-37-44_284fec|01 2026-03-18 ETHOSCOPE_284 1 \n",
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"2026-03-18_16-37-44_284fec|02 2026-03-18 ETHOSCOPE_284 2 \n",
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"2026-03-18_16-37-44_284fec|03 2026-03-18 ETHOSCOPE_284 3 \n",
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"2026-03-18_16-37-44_284fec|04 2026-03-18 ETHOSCOPE_284 4 \n",
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"2026-03-18_16-37-44_284fec|05 2026-03-18 ETHOSCOPE_284 5 \n",
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"2026-03-18_16-37-44_284fec|06 2026-03-18 ETHOSCOPE_284 6 \n",
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"2026-03-18_16-37-44_284fec|07 2026-03-18 ETHOSCOPE_284 7 \n",
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"2026-03-18_16-37-44_284fec|08 2026-03-18 ETHOSCOPE_284 8 \n",
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"2026-03-18_16-37-44_284fec|09 2026-03-18 ETHOSCOPE_284 9 \n",
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"2026-03-18_16-37-44_284fec|10 2026-03-18 ETHOSCOPE_284 10 \n",
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"2026-03-18_16-37-44_284fec|11 2026-03-18 ETHOSCOPE_284 11 \n",
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"2026-03-18_16-37-44_284fec|12 2026-03-18 ETHOSCOPE_284 12 \n",
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"2026-03-18_16-37-44_284fec|13 2026-03-18 ETHOSCOPE_284 13 \n",
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"2026-03-18_16-37-44_284fec|14 2026-03-18 ETHOSCOPE_284 14 \n",
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"2026-03-18_16-37-44_284fec|15 2026-03-18 ETHOSCOPE_284 15 \n",
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"2026-03-18_16-37-44_284fec|16 2026-03-18 ETHOSCOPE_284 16 \n",
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"2026-03-18_16-37-44_284fec|17 2026-03-18 ETHOSCOPE_284 17 \n",
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"2026-03-18_16-37-44_284fec|18 2026-03-18 ETHOSCOPE_284 18 \n",
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"2026-03-18_16-37-44_284fec|19 2026-03-18 ETHOSCOPE_284 19 \n",
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"2026-03-18_16-37-44_284fec|20 2026-03-18 ETHOSCOPE_284 20 \n",
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"\n",
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" sleep_deprived species food baseline \\\n",
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"id \n",
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"2026-03-18_17-13-59_075964|01 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|02 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|03 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|04 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|05 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|06 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|07 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|08 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|09 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|10 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|11 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|12 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|13 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|14 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|15 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|16 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|17 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|18 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|19 False CantonS normal_food 0 \n",
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"2026-03-18_17-13-59_075964|20 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|01 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|02 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|03 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|04 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|05 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|06 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|07 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|08 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|09 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|10 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|11 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|12 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|13 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|14 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|15 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|16 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|17 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|18 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|19 False CantonS normal_food 0 \n",
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"2026-03-18_17-11-56_13005e|20 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|01 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|02 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|03 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|04 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|05 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|06 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|07 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|08 False CantonS normal_food 0 \n",
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"2026-03-18_16-37-44_284fec|09 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|10 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|11 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|12 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|13 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|14 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|15 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|16 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|17 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|18 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|19 False CantonS normal_food 0 \n",
|
|
"2026-03-18_16-37-44_284fec|20 False CantonS normal_food 0 \n",
|
|
"\n",
|
|
" sex time \n",
|
|
"id \n",
|
|
"2026-03-18_17-13-59_075964|01 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|02 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|03 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|04 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|05 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|06 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|07 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|08 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|09 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|10 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|11 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|12 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|13 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|14 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|15 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|16 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|17 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|18 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|19 male 17-13-59 \n",
|
|
"2026-03-18_17-13-59_075964|20 male 17-13-59 \n",
|
|
"2026-03-18_17-11-56_13005e|01 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|02 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|03 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|04 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|05 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|06 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|07 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|08 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|09 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|10 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|11 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|12 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|13 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|14 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|15 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|16 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|17 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|18 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|19 male 17-11-56 \n",
|
|
"2026-03-18_17-11-56_13005e|20 male 17-11-56 \n",
|
|
"2026-03-18_16-37-44_284fec|01 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|02 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|03 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|04 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|05 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|06 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|07 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|08 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|09 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|10 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|11 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|12 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|13 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|14 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|15 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|16 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|17 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|18 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|19 male 16-37-44 \n",
|
|
"2026-03-18_16-37-44_284fec|20 male 16-37-44 \n",
|
|
" ====== DATA ======\n",
|
|
"\n",
|
|
" t x y w \\\n",
|
|
"id \n",
|
|
"2026-03-18_16-37-44_284fec|01 27460 269.571429 28.285714 15.285714 \n",
|
|
"2026-03-18_16-37-44_284fec|01 27470 258.107143 30.714286 14.607143 \n",
|
|
"2026-03-18_16-37-44_284fec|01 27480 250.000000 32.068966 16.965517 \n",
|
|
"2026-03-18_16-37-44_284fec|01 27490 251.000000 32.103448 15.586207 \n",
|
|
"2026-03-18_16-37-44_284fec|01 27500 250.928571 28.750000 13.000000 \n",
|
|
"... ... ... ... ... \n",
|
|
"2026-03-18_17-13-59_075964|20 191260 250.000000 21.000000 26.896552 \n",
|
|
"2026-03-18_17-13-59_075964|20 191270 250.000000 21.000000 26.966667 \n",
|
|
"2026-03-18_17-13-59_075964|20 191280 250.000000 21.000000 27.000000 \n",
|
|
"2026-03-18_17-13-59_075964|20 191290 250.000000 21.000000 26.931034 \n",
|
|
"2026-03-18_17-13-59_075964|20 191300 250.000000 21.000000 26.857143 \n",
|
|
"\n",
|
|
" h phi max_velocity \\\n",
|
|
"id \n",
|
|
"2026-03-18_16-37-44_284fec|01 4.571429 26.285714 163.259606 \n",
|
|
"2026-03-18_16-37-44_284fec|01 5.392857 12.928571 7.996110 \n",
|
|
"2026-03-18_16-37-44_284fec|01 6.551724 14.482759 1.273148 \n",
|
|
"2026-03-18_16-37-44_284fec|01 6.413793 17.551724 2.060055 \n",
|
|
"2026-03-18_16-37-44_284fec|01 4.500000 50.714286 3.836001 \n",
|
|
"... ... ... ... \n",
|
|
"2026-03-18_17-13-59_075964|20 11.655172 11.931034 0.765383 \n",
|
|
"2026-03-18_17-13-59_075964|20 11.400000 5.166667 0.711015 \n",
|
|
"2026-03-18_17-13-59_075964|20 11.516129 5.806452 0.739399 \n",
|
|
"2026-03-18_17-13-59_075964|20 11.517241 10.689655 0.732620 \n",
|
|
"2026-03-18_17-13-59_075964|20 11.285714 5.714286 0.688460 \n",
|
|
"\n",
|
|
" mean_velocity dist has_interacted \\\n",
|
|
"id \n",
|
|
"2026-03-18_16-37-44_284fec|01 24.342165 0.511185 0.0 \n",
|
|
"2026-03-18_16-37-44_284fec|01 2.387609 0.200559 0.0 \n",
|
|
"2026-03-18_16-37-44_284fec|01 0.809902 0.070461 0.0 \n",
|
|
"2026-03-18_16-37-44_284fec|01 0.960414 0.083556 0.0 \n",
|
|
"2026-03-18_16-37-44_284fec|01 1.433831 0.120442 0.0 \n",
|
|
"... ... ... ... \n",
|
|
"2026-03-18_17-13-59_075964|20 0.670773 0.058357 0.0 \n",
|
|
"2026-03-18_17-13-59_075964|20 0.659118 0.059321 0.0 \n",
|
|
"2026-03-18_17-13-59_075964|20 0.661893 0.061556 0.0 \n",
|
|
"2026-03-18_17-13-59_075964|20 0.662969 0.057678 0.0 \n",
|
|
"2026-03-18_17-13-59_075964|20 0.662488 0.013912 0.0 \n",
|
|
"\n",
|
|
" beam_cross moving micro walk \\\n",
|
|
"id \n",
|
|
"2026-03-18_16-37-44_284fec|01 0.0 True False True \n",
|
|
"2026-03-18_16-37-44_284fec|01 0.0 True False True \n",
|
|
"2026-03-18_16-37-44_284fec|01 0.0 True True False \n",
|
|
"2026-03-18_16-37-44_284fec|01 0.0 True True False \n",
|
|
"2026-03-18_16-37-44_284fec|01 0.0 True False True \n",
|
|
"... ... ... ... ... \n",
|
|
"2026-03-18_17-13-59_075964|20 0.0 False False False \n",
|
|
"2026-03-18_17-13-59_075964|20 0.0 False False False \n",
|
|
"2026-03-18_17-13-59_075964|20 0.0 False False False \n",
|
|
"2026-03-18_17-13-59_075964|20 0.0 False False False \n",
|
|
"2026-03-18_17-13-59_075964|20 0.0 False False False \n",
|
|
"\n",
|
|
" is_interpolated asleep \n",
|
|
"id \n",
|
|
"2026-03-18_16-37-44_284fec|01 False False \n",
|
|
"2026-03-18_16-37-44_284fec|01 False False \n",
|
|
"2026-03-18_16-37-44_284fec|01 False False \n",
|
|
"2026-03-18_16-37-44_284fec|01 False False \n",
|
|
"2026-03-18_16-37-44_284fec|01 False False \n",
|
|
"... ... ... \n",
|
|
"2026-03-18_17-13-59_075964|20 False True \n",
|
|
"2026-03-18_17-13-59_075964|20 False True \n",
|
|
"2026-03-18_17-13-59_075964|20 False True \n",
|
|
"2026-03-18_17-13-59_075964|20 False True \n",
|
|
"2026-03-18_17-13-59_075964|20 False True \n",
|
|
"\n",
|
|
"[995159 rows x 16 columns]\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#display metadata\n",
|
|
"df.display()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 112,
|
|
"id": "76cd7456-6246-4665-a08a-d6f270a8567d",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/srv/venv/lib/python3.12/site-packages/ethoscopy/behavpy_core.py:1611: FutureWarning: DataFrameGroupBy.apply operated on the grouping columns. This behavior is deprecated, and in a future version of pandas the grouping columns will be excluded from the operation. Either pass `include_groups=False` to exclude the groupings or explicitly select the grouping columns after groupby to silence this warning.\n",
|
|
" tdf.groupby(\"id\", group_keys=False).apply(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 450x600 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"#Heatmap of CantonS sleep\n",
|
|
"fig = df.heatmap(variable = 'asleep')\n",
|
|
"fig.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 133,
|
|
"id": "f650547e-98b9-4419-88ea-6bba804ac7ee",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 933.333x441.667 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Generate plot from Ethoscopy\n",
|
|
"fig = df.plot_overtime(variable='asleep', avg_window=30, grids=True)\n",
|
|
"\n",
|
|
"# Extract the main axis from the figure\n",
|
|
"ax = fig.axes[0]\n",
|
|
"\n",
|
|
"# Set custom labels\n",
|
|
"ax.set_xlabel(\"Zeitgeber Time (Hours)\", fontsize=12)\n",
|
|
"ax.set_ylabel(\"Fraction of Time Asleep\", fontsize=12)\n",
|
|
"\n",
|
|
"# Show plot\n",
|
|
"fig.show()\n",
|
|
"\n",
|
|
"# Save as a high-resolution PNG\n",
|
|
"plt.savefig(\"Figure_1A.png\", dpi=600, bbox_inches='tight')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 120,
|
|
"id": "a004f048-3210-4a1b-99cc-9f24f5a770fd",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"--- Individual Fly Average (Entire Recording Period) ---\n",
|
|
" Fly_Label Avg_Sleep_Per_24h Day_Sleep_12h Night_Sleep_12h\n",
|
|
"ETHOSCOPE_075 - Fly 01 12.217543 5.138764 9.050000\n",
|
|
"ETHOSCOPE_075 - Fly 02 11.822635 4.455461 9.209722\n",
|
|
"ETHOSCOPE_075 - Fly 03 12.567906 5.408675 9.204167\n",
|
|
"ETHOSCOPE_075 - Fly 04 11.979923 4.308388 9.508333\n",
|
|
"ETHOSCOPE_075 - Fly 05 11.419608 3.725073 9.395833\n",
|
|
"ETHOSCOPE_075 - Fly 06 11.107905 4.117475 8.709722\n",
|
|
"ETHOSCOPE_075 - Fly 07 10.327622 3.637714 8.266667\n",
|
|
"ETHOSCOPE_075 - Fly 08 10.959574 3.695612 8.916667\n",
|
|
"ETHOSCOPE_075 - Fly 09 12.816715 6.017502 8.947222\n",
|
|
"ETHOSCOPE_075 - Fly 10 12.286073 5.623504 8.704167\n",
|
|
"ETHOSCOPE_075 - Fly 11 11.644458 4.252721 9.187500\n",
|
|
"ETHOSCOPE_075 - Fly 12 11.184650 4.442997 8.490278\n",
|
|
"ETHOSCOPE_075 - Fly 13 12.052024 5.621321 8.445833\n",
|
|
"ETHOSCOPE_075 - Fly 14 11.222472 4.196026 8.772222\n",
|
|
"ETHOSCOPE_075 - Fly 15 10.598233 3.351394 8.813889\n",
|
|
"ETHOSCOPE_075 - Fly 16 10.364320 4.189820 7.826389\n",
|
|
"ETHOSCOPE_075 - Fly 17 11.881523 4.586737 9.159722\n",
|
|
"ETHOSCOPE_075 - Fly 18 12.228237 5.093033 9.101389\n",
|
|
"ETHOSCOPE_075 - Fly 19 12.759478 5.214693 9.588889\n",
|
|
"ETHOSCOPE_075 - Fly 20 11.949817 4.441963 9.362500\n",
|
|
"... (Showing first 20 rows)\n",
|
|
"\n",
|
|
"--- Grand Summary Statistics (Entire Recording Period) ---\n",
|
|
"Total Flies Analyzed: n = 60\n",
|
|
"\n",
|
|
"[ OVERALL SLEEP (Scaled to 24h) ]\n",
|
|
"Mean ± SEM: 10.98 ± 0.19 hours/24h\n",
|
|
"Median: 11.26 hours/24h\n",
|
|
"Minimum: 5.40 hours/24h\n",
|
|
"Maximum: 13.04 hours/24h\n",
|
|
"\n",
|
|
"[ DAY TIME (ZT 0-12, 9am-9pm, Scaled to 12h) ]\n",
|
|
"Mean ± SEM: 4.61 ± 0.10 hours/12h\n",
|
|
"Median: 4.57 hours/12h\n",
|
|
"Minimum: 2.18 hours/12h\n",
|
|
"Maximum: 6.17 hours/12h\n",
|
|
"\n",
|
|
"[ NIGHT TIME (ZT 12-24, 9pm-9am, Scaled to 12h) ]\n",
|
|
"Mean ± SEM: 8.13 ± 0.15 hours/12h\n",
|
|
"Median: 8.45 hours/12h\n",
|
|
"Minimum: 4.12 hours/12h\n",
|
|
"Maximum: 9.59 hours/12h\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"filtered_df = df.copy()\n",
|
|
"\n",
|
|
"# Calculate Overall 24h Average\n",
|
|
"# Calculate exact duration each fly was tracked (in days) based on its maximum timestamp\n",
|
|
"days_tracked = filtered_df.groupby('id')['t'].max() / 86400\n",
|
|
"sleep_hours = (filtered_df.groupby('id')['asleep'].sum() * 10) / 3600\n",
|
|
"\n",
|
|
"overall_sleep = (sleep_hours / days_tracked).reset_index(name='Avg_Sleep_Per_24h')\n",
|
|
"\n",
|
|
"\n",
|
|
"# Calculate Day/Night 12h Averages\n",
|
|
"filtered_df['zt_hour'] = (filtered_df['t'] / 3600) % 24\n",
|
|
"filtered_df['Phase'] = np.where(filtered_df['zt_hour'] < 12, 'Day', 'Night')\n",
|
|
"\n",
|
|
"phase_summary = filtered_df.groupby(['id', 'Phase']).agg(\n",
|
|
" total_sleep_epochs=('asleep', 'sum'),\n",
|
|
" total_tracking_epochs=('t', 'count')\n",
|
|
").reset_index()\n",
|
|
"\n",
|
|
"phase_summary['Sleep_Hours'] = (phase_summary['total_sleep_epochs'] * 10) / 3600\n",
|
|
"phase_summary['Tracking_Hours'] = (phase_summary['total_tracking_epochs'] * 10) / 3600\n",
|
|
"phase_summary['Avg_Sleep_Per_12h'] = (phase_summary['Sleep_Hours'] / phase_summary['Tracking_Hours']) * 12\n",
|
|
"\n",
|
|
"pivot_df = phase_summary.pivot(index='id', columns='Phase', values='Avg_Sleep_Per_12h').reset_index()\n",
|
|
"\n",
|
|
"\n",
|
|
"# Merge the overall 24h table and the Day/Night table together using the fly 'id'\n",
|
|
"merged_df = pd.merge(overall_sleep, pivot_df, on='id')\n",
|
|
"\n",
|
|
"# Clean up the labels\n",
|
|
"merged_df['Machine'] = merged_df['id'].map(df.meta['machine_name'])\n",
|
|
"merged_df['Tube'] = merged_df['id'].apply(lambda x: str(x).split('|')[-1])\n",
|
|
"merged_df['Fly_Label'] = merged_df['Machine'] + \" - Fly \" + merged_df['Tube']\n",
|
|
"\n",
|
|
"# Drop invalid rows, sort, and select final columns\n",
|
|
"clean_table = merged_df.dropna(subset=['Machine']).sort_values(by=['Machine', 'Tube'])\n",
|
|
"final_table = clean_table[['Fly_Label', 'Avg_Sleep_Per_24h', 'Day', 'Night']]\n",
|
|
"final_table.columns = ['Fly_Label', 'Avg_Sleep_Per_24h', 'Day_Sleep_12h', 'Night_Sleep_12h']\n",
|
|
"\n",
|
|
"\n",
|
|
"# PRINT RESULTS\n",
|
|
"print(\"--- Individual Fly Average (Entire Recording Period) ---\")\n",
|
|
"# Show the first 20 rows of the combined table\n",
|
|
"print(final_table.head(20).to_string(index=False)) \n",
|
|
"print(\"... (Showing first 20 rows)\\n\")\n",
|
|
"\n",
|
|
"print(\"--- Grand Summary Statistics (Entire Recording Period) ---\")\n",
|
|
"print(f\"Total Flies Analyzed: n = {len(final_table)}\")\n",
|
|
"\n",
|
|
"# 1. OVERALL 24H STATS\n",
|
|
"print(\"\\n[ OVERALL SLEEP (Scaled to 24h) ]\")\n",
|
|
"print(f\"Mean ± SEM: {final_table['Avg_Sleep_Per_24h'].mean():.2f} ± {final_table['Avg_Sleep_Per_24h'].sem():.2f} hours/24h\")\n",
|
|
"print(f\"Median: {final_table['Avg_Sleep_Per_24h'].median():.2f} hours/24h\")\n",
|
|
"print(f\"Minimum: {final_table['Avg_Sleep_Per_24h'].min():.2f} hours/24h\")\n",
|
|
"print(f\"Maximum: {final_table['Avg_Sleep_Per_24h'].max():.2f} hours/24h\")\n",
|
|
"\n",
|
|
"# 2. DAY TIME STATS\n",
|
|
"print(\"\\n[ DAY TIME (ZT 0-12, 9am-9pm, Scaled to 12h) ]\")\n",
|
|
"print(f\"Mean ± SEM: {final_table['Day_Sleep_12h'].mean():.2f} ± {final_table['Day_Sleep_12h'].sem():.2f} hours/12h\")\n",
|
|
"print(f\"Median: {final_table['Day_Sleep_12h'].median():.2f} hours/12h\")\n",
|
|
"print(f\"Minimum: {final_table['Day_Sleep_12h'].min():.2f} hours/12h\")\n",
|
|
"print(f\"Maximum: {final_table['Day_Sleep_12h'].max():.2f} hours/12h\")\n",
|
|
"\n",
|
|
"# 3. NIGHT TIME STATS\n",
|
|
"print(\"\\n[ NIGHT TIME (ZT 12-24, 9pm-9am, Scaled to 12h) ]\")\n",
|
|
"print(f\"Mean ± SEM: {final_table['Night_Sleep_12h'].mean():.2f} ± {final_table['Night_Sleep_12h'].sem():.2f} hours/12h\")\n",
|
|
"print(f\"Median: {final_table['Night_Sleep_12h'].median():.2f} hours/12h\")\n",
|
|
"print(f\"Minimum: {final_table['Night_Sleep_12h'].min():.2f} hours/12h\")\n",
|
|
"print(f\"Maximum: {final_table['Night_Sleep_12h'].max():.2f} hours/12h\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 147,
|
|
"id": "e0ea6e7f-21e6-4544-a752-36fb8c03f5cb",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"/tmp/ipykernel_35672/3931312672.py:19: FutureWarning: \n",
|
|
"\n",
|
|
"Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n",
|
|
"\n",
|
|
" sns.boxplot(\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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",
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"text/plain": [
|
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"<Figure size 500x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
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"output_type": "display_data"
|
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}
|
|
],
|
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"source": [
|
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"# 1. Prepare data for plotting\n",
|
|
"plot_df = final_table.melt(\n",
|
|
" id_vars=['Fly_Label'], \n",
|
|
" value_vars=['Day_Sleep_12h', 'Night_Sleep_12h'],\n",
|
|
" var_name='Phase', \n",
|
|
" value_name='Sleep_Hours'\n",
|
|
")\n",
|
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"\n",
|
|
"plot_df['Phase'] = plot_df['Phase'].replace({\n",
|
|
" 'Day_Sleep_12h': 'Day',\n",
|
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" 'Night_Sleep_12h': 'Night'\n",
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"})\n",
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"\n",
|
|
"# 2. Generate plot\n",
|
|
"plt.figure(figsize=(5, 6))\n",
|
|
"sns.set_theme(style=\"ticks\")\n",
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"\n",
|
|
"# Draw the Box Plot\n",
|
|
"sns.boxplot(\n",
|
|
" data=plot_df, \n",
|
|
" x='Phase', \n",
|
|
" y='Sleep_Hours', \n",
|
|
" palette=['#f1c232', '#3c78d8'], \n",
|
|
" width=0.4,\n",
|
|
" boxprops={'edgecolor': 'black', 'alpha': 0.6},\n",
|
|
" medianprops={'color': 'black', 'linewidth': 1},\n",
|
|
" showfliers=False \n",
|
|
")\n",
|
|
"\n",
|
|
"# Draw the Strip Plot\n",
|
|
"sns.stripplot(\n",
|
|
" data=plot_df, \n",
|
|
" x='Phase', \n",
|
|
" y='Sleep_Hours', \n",
|
|
" color='black', \n",
|
|
" alpha=0.6, \n",
|
|
" size=5, \n",
|
|
" jitter=True\n",
|
|
")\n",
|
|
"\n",
|
|
"# 3. Add labels for the median\n",
|
|
"# Calculate the exact median for Day and Night\n",
|
|
"medians = plot_df.groupby('Phase', sort=False)['Sleep_Hours'].median()\n",
|
|
"\n",
|
|
"# Grab the current plot axes\n",
|
|
"ax = plt.gca()\n",
|
|
"\n",
|
|
"# Loop through the two phases (0 = Day, 1 = Night)\n",
|
|
"for i, phase in enumerate(medians.index):\n",
|
|
" median_val = medians[phase]\n",
|
|
" \n",
|
|
" # Place text slightly to the right of the box (i + 0.3)\n",
|
|
" ax.text(\n",
|
|
" i + 0.3, # X-coordinate\n",
|
|
" median_val, # Y-coordinate (exactly on the median line)\n",
|
|
" f\"{median_val:.1f}h\", # The text to display\n",
|
|
" ha='left', # Align text to the left of this anchor point\n",
|
|
" va='center', # Center vertically exactly on the line\n",
|
|
" color='black',\n",
|
|
" fontsize=11\n",
|
|
" )\n",
|
|
"\n",
|
|
"# 4. Formatting\n",
|
|
"sns.despine()\n",
|
|
"\n",
|
|
"plt.xlabel('') \n",
|
|
"plt.ylabel('Average time spent asleep (hours)', fontsize=12)\n",
|
|
"plt.ylim(0, 12) \n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"\n",
|
|
"# Export high resolution image\n",
|
|
"plt.savefig(\"CantonS_total-sleep.png\", dpi=600, bbox_inches='tight')\n",
|
|
"\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "a160717e-e6f7-4060-a5b0-8a5c22b7d8d9",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"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": "3.12.3"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|